Advertisement
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)
6 things to expect when you are visualizing (2020 Edition)

Check these out next

Broad Data (India 2015)
Broad Data (India 2015)
James Hendler
The Field Guide to Data Science
The Field Guide to Data Science
Booz Allen Hamilton
The field-guide-to-data-science
The field-guide-to-data-science
Booz Allen Hamilton
Thinkful DC - Intro to Data Science
Thinkful DC - Intro to Data Science
TJ Stalcup
What's the Value of Data Science for Organizations: Tips for Invincibility in...
What's the Value of Data Science for Organizations: Tips for Invincibility in...
Ganes Kesari
Spivack Blogtalk 2008
Spivack Blogtalk 2008
Blogtalk 2008
Intro to Data Science
Intro to Data Science
TJ Stalcup
The Field Guide to Data Science
The Field Guide to Data Science
EMC
1 of 203

6 things to expect when you are visualizing (2020 Edition)

Apr. 8, 2020••
Download to read offline
Data & Analytics

This talk was prepared as a note to my future self when working on future projects. I reflect on the tasks commonly involved in crafting visualizations, point out the common things to expect, pitfalls and provide recommendations. Along the way I include examples of different applications of information/data visualization and details on how each project was started and developed. These slides were from my (remote) guest lecture in InfoVis class for UC Berkeley iSchool on Apr 8, 2020 during the COVID-19 shelter-in-place. Thank you Prof. Marti Hearst for the invitation.

Krist Wongsuphasawat
Data Visualization
Advertisement
Advertisement
Advertisement

Recommended

Govhack - Collections of World War One Connecting the DotsGovhack - Collections of World War One Connecting the Dots
Govhack - Collections of World War One Connecting the DotsAimee Maree Forsstrom763 views•22 slides
Twitter Users Guide 2010 UploadTwitter Users Guide 2010 Upload
Twitter Users Guide 2010 UploadStephen Dann1.7K views•44 slides
Data - Internet -> Information: Doing effective research over the InternetData - Internet -> Information: Doing effective research over the Internet
Data - Internet -> Information: Doing effective research over the InternetKinshuk Sunil731 views•44 slides
Quora ML Workshop: Sock Puppets and Hoaxes on the WebQuora ML Workshop: Sock Puppets and Hoaxes on the Web
Quora ML Workshop: Sock Puppets and Hoaxes on the WebQuora755 views•61 slides
What I tell myself before visualizingWhat I tell myself before visualizing
What I tell myself before visualizingKrist Wongsuphasawat22 views•138 slides
6 things to expect when you are visualizing6 things to expect when you are visualizing
6 things to expect when you are visualizingKrist Wongsuphasawat2.3K views•214 slides

More Related Content

Similar to 6 things to expect when you are visualizing (2020 Edition)(20)

Broad Data (India 2015)Broad Data (India 2015)
Broad Data (India 2015)
James Hendler•2.3K views
The Field Guide to Data ScienceThe Field Guide to Data Science
The Field Guide to Data Science
Booz Allen Hamilton•1.7K views
The field-guide-to-data-scienceThe field-guide-to-data-science
The field-guide-to-data-science
Booz Allen Hamilton•938 views
Thinkful DC - Intro to Data Science Thinkful DC - Intro to Data Science
Thinkful DC - Intro to Data Science
TJ Stalcup•278 views
What's the Value of Data Science for Organizations: Tips for Invincibility in...What's the Value of Data Science for Organizations: Tips for Invincibility in...
What's the Value of Data Science for Organizations: Tips for Invincibility in...
Ganes Kesari•348 views
Spivack Blogtalk 2008Spivack Blogtalk 2008
Spivack Blogtalk 2008
Blogtalk 2008•2.8K views
Intro to Data ScienceIntro to Data Science
Intro to Data Science
TJ Stalcup•134 views
The Field Guide to Data ScienceThe Field Guide to Data Science
The Field Guide to Data Science
EMC•9.5K views
Nova Spivack - Semantic Web TalkNova Spivack - Semantic Web Talk
Nova Spivack - Semantic Web Talk
syawal•2.9K views
Big Data, Small Data, Data that Totally Rocks - SMWTOBig Data, Small Data, Data that Totally Rocks - SMWTO
Big Data, Small Data, Data that Totally Rocks - SMWTO
Rob Clark•1K views
2015-field-guide-to-data-science-1602112151152015-field-guide-to-data-science-160211215115
2015-field-guide-to-data-science-160211215115
David Cheetham•356 views
2015-field-guide-to-data-science-1602112151152015-field-guide-to-data-science-160211215115
2015-field-guide-to-data-science-160211215115
David Cheetham•373 views
The field-guide-to-data-science 2015 (second edition) By Booz | Allen | HamiltonThe field-guide-to-data-science 2015 (second edition) By Booz | Allen | Hamilton
The field-guide-to-data-science 2015 (second edition) By Booz | Allen | Hamilton
Arysha Channa•243 views
Booz Allen Field Guide to Data Science Booz Allen Field Guide to Data Science
Booz Allen Field Guide to Data Science
Booz Allen Hamilton•125.1K views
Getting to Know Your Data with RGetting to Know Your Data with R
Getting to Know Your Data with R
Stephen Withington•1.5K views
Web 3.0 Web 3.0
Web 3.0
saurabhshendge•521 views
Data Wrangling and the Art of Big Data DiscoveryData Wrangling and the Art of Big Data Discovery
Data Wrangling and the Art of Big Data Discovery
Inside Analysis•1.4K views
How Your Data Can Predict The FutureHow Your Data Can Predict The Future
How Your Data Can Predict The Future
Becky Wang•9.2K views
Data management workshop 101113Data management workshop 101113
Data management workshop 101113
Jackie Wirz, PhD•832 views
The Future is FederatedThe Future is Federated
The Future is Federated
Ruben Verborgh•2K views

More from Krist Wongsuphasawat(20)

Navigating the Wide World of Data Visualization LibrariesNavigating the Wide World of Data Visualization Libraries
Navigating the Wide World of Data Visualization Libraries
Krist Wongsuphasawat•2K views
Encodable: Configurable Grammar for Visualization ComponentsEncodable: Configurable Grammar for Visualization Components
Encodable: Configurable Grammar for Visualization Components
Krist Wongsuphasawat•440 views
Increasing the Impact of Visualization ResearchIncreasing the Impact of Visualization Research
Increasing the Impact of Visualization Research
Krist Wongsuphasawat•1.3K views
ร้อยเรื่องราวจากข้อมูล / Storytelling with Dataร้อยเรื่องราวจากข้อมูล / Storytelling with Data
ร้อยเรื่องราวจากข้อมูล / Storytelling with Data
Krist Wongsuphasawat•629 views
Reveal the talking points of every episode of Game of Thrones from fans' conv...Reveal the talking points of every episode of Game of Thrones from fans' conv...
Reveal the talking points of every episode of Game of Thrones from fans' conv...
Krist Wongsuphasawat•1.1K views
Adventure in Data: A tour of visualization projects at TwitterAdventure in Data: A tour of visualization projects at Twitter
Adventure in Data: A tour of visualization projects at Twitter
Krist Wongsuphasawat•1.1K views
Logs & Visualizations at TwitterLogs & Visualizations at Twitter
Logs & Visualizations at Twitter
Krist Wongsuphasawat•1.8K views
d3Kitd3Kit
d3Kit
Krist Wongsuphasawat•3.1K views
Data Visualization: A Quick Tour for Data Science EnthusiastsData Visualization: A Quick Tour for Data Science Enthusiasts
Data Visualization: A Quick Tour for Data Science Enthusiasts
Krist Wongsuphasawat•50.6K views
Using Visualizations to Monitor Changes and Harvest Insights from a Global-sc...Using Visualizations to Monitor Changes and Harvest Insights from a Global-sc...
Using Visualizations to Monitor Changes and Harvest Insights from a Global-sc...
Krist Wongsuphasawat•8.5K views
Data Visualization at TwitterData Visualization at Twitter
Data Visualization at Twitter
Krist Wongsuphasawat•43.2K views
Making Sense of Millions of Thoughts: Finding Patterns in the TweetsMaking Sense of Millions of Thoughts: Finding Patterns in the Tweets
Making Sense of Millions of Thoughts: Finding Patterns in the Tweets
Krist Wongsuphasawat•1.7K views
From Data to Visualization, what happens in between?From Data to Visualization, what happens in between?
From Data to Visualization, what happens in between?
Krist Wongsuphasawat•47.9K views
A Narrative Display for Sports Tournament RecapA Narrative Display for Sports Tournament Recap
A Narrative Display for Sports Tournament Recap
Krist Wongsuphasawat•1.8K views
Visualization for Event Sequences ExplorationVisualization for Event Sequences Exploration
Visualization for Event Sequences Exploration
Krist Wongsuphasawat•11.8K views
Krist Wongsuphasawat's Dissertation Proposal Slides: Interactive Exploration ...Krist Wongsuphasawat's Dissertation Proposal Slides: Interactive Exploration ...
Krist Wongsuphasawat's Dissertation Proposal Slides: Interactive Exploration ...
Krist Wongsuphasawat•1.1K views
Usability of Google DocsUsability of Google Docs
Usability of Google Docs
Krist Wongsuphasawat•2.1K views
Outflow: Exploring Flow, Factors and Outcome of Temporal Event SequencesOutflow: Exploring Flow, Factors and Outcome of Temporal Event Sequences
Outflow: Exploring Flow, Factors and Outcome of Temporal Event Sequences
Krist Wongsuphasawat•2K views
Information Visualization for Knowledge DiscoveryInformation Visualization for Knowledge Discovery
Information Visualization for Knowledge Discovery
Krist Wongsuphasawat•1.5K views
Krist Wongsuphasawat's Dissertation Defense: Interactive Exploration of Tempo...Krist Wongsuphasawat's Dissertation Defense: Interactive Exploration of Tempo...
Krist Wongsuphasawat's Dissertation Defense: Interactive Exploration of Tempo...
Krist Wongsuphasawat•1.6K views
Advertisement

Recently uploaded(20)

ꔊtop7588⬤com텍사스홀덤 【추천인: AAKK】ꔊtop7588⬤com텍사스홀덤 【추천인: AAKK】
ꔊtop7588⬤com텍사스홀덤 【추천인: AAKK】
yqwggcy3463•0 views
Top7588`c0m 홀덤사이트【추천인: AAKK】 Top7588`c0m 홀덤사이트【추천인: AAKK】
Top7588`c0m 홀덤사이트【추천인: AAKK】
yqwggcy3463•0 views
온라인홀덤top7588⬤com⊐ *추천인: AAKK* 온라인홀덤top7588⬤com⊐ *추천인: AAKK*
온라인홀덤top7588⬤com⊐ *추천인: AAKK*
yqwggcy3463•0 views
la contaminacion en mexicali.pdfla contaminacion en mexicali.pdf
la contaminacion en mexicali.pdf
ALANORLANDOPEREZREYE•0 views
목포오피【opss07ㆍ컴】오피쓰 목포정보→목포휴게텔ꔟ목포오피‣목포안마목포오피【opss07ㆍ컴】오피쓰 목포정보→목포휴게텔ꔟ목포오피‣목포안마
목포오피【opss07ㆍ컴】오피쓰 목포정보→목포휴게텔ꔟ목포오피‣목포안마
pieliedie88•0 views
sentiment analysis.pdfsentiment analysis.pdf
sentiment analysis.pdf
manju451965•0 views
SIZING-OF-FACILITIES-Model.pdfSIZING-OF-FACILITIES-Model.pdf
SIZING-OF-FACILITIES-Model.pdf
KarlBelleza1•0 views
홀덤라이브 *추천인: AAKK* Top7588`c0m 홀덤라이브 *추천인: AAKK* Top7588`c0m
홀덤라이브 *추천인: AAKK* Top7588`c0m
yqwggcy3463•0 views
Point-7-Cutting-Section.docxPoint-7-Cutting-Section.docx
Point-7-Cutting-Section.docx
MdSabbirHossain449708•0 views
의정부대박【OPSS07。COM】오피쓰≸의정부오피 의정부안마ナ의정부오피ꕘ의정부건마ナ의정부오피의정부대박【OPSS07。COM】오피쓰≸의정부오피 의정부안마ナ의정부오피ꕘ의정부건마ナ의정부오피
의정부대박【OPSS07。COM】오피쓰≸의정부오피 의정부안마ナ의정부오피ꕘ의정부건마ナ의정부오피
pieliedie88•0 views
홀덤라이브【추천인: AAKK】 Top7588`c0m 홀덤라이브【추천인: AAKK】 Top7588`c0m
홀덤라이브【추천인: AAKK】 Top7588`c0m
yqwggcy3463•0 views
Top7588`c0m 【추천인: AAKK】홀덤라이브 Top7588`c0m 【추천인: AAKK】홀덤라이브
Top7588`c0m 【추천인: AAKK】홀덤라이브
yqwggcy3463•0 views
춘천Op 오피쓰【ØPSS07쩜CØM】춘천오피⋣춘천스파ꕪ춘천안마ノ춘천오피ꕍ춘천오피춘천Op 오피쓰【ØPSS07쩜CØM】춘천오피⋣춘천스파ꕪ춘천안마ノ춘천오피ꕍ춘천오피
춘천Op 오피쓰【ØPSS07쩜CØM】춘천오피⋣춘천스파ꕪ춘천안마ノ춘천오피ꕍ춘천오피
pieliedie88•0 views
MAPA MENTAL09.docxMAPA MENTAL09.docx
MAPA MENTAL09.docx
GREISEALEJANDRAURIBE•0 views
제주검색【ØPSS07쩜CØM】오피쓰⋦제주오피 제주안마→제주오피ꖴ제주건마→제주오피제주검색【ØPSS07쩜CØM】오피쓰⋦제주오피 제주안마→제주오피ꖴ제주건마→제주오피
제주검색【ØPSS07쩜CØM】오피쓰⋦제주오피 제주안마→제주오피ꖴ제주건마→제주오피
pieliedie88•0 views
MUC -Summary - Lessons.docxMUC -Summary - Lessons.docx
MUC -Summary - Lessons.docx
ssuser4c58f5•0 views
화성op【OpSS07。cØm】화성오피ꔑ오피쓰ノ화성건마ノ화성마사지☢화성오피화성op【OpSS07。cØm】화성오피ꔑ오피쓰ノ화성건마ノ화성마사지☢화성오피
화성op【OpSS07。cØm】화성오피ꔑ오피쓰ノ화성건마ノ화성마사지☢화성오피
pieliedie88•0 views
Drawings for industry returns.pdfDrawings for industry returns.pdf
Drawings for industry returns.pdf
THIMMAIAH BC•0 views
spss_beginners_0.pptspss_beginners_0.ppt
spss_beginners_0.ppt
sohaib zafar•0 views
노원oP【OPSS07。COM】노원오피ꖱ오피쓰 ➭노원건마 ➭노원마사지⭊노원오피노원oP【OPSS07。COM】노원오피ꖱ오피쓰 ➭노원건마 ➭노원마사지⭊노원오피
노원oP【OPSS07。COM】노원오피ꖱ오피쓰 ➭노원건마 ➭노원마사지⭊노원오피
pieliedie88•0 views

6 things to expect when you are visualizing (2020 Edition)

  1. Krist Wongsuphasawat / @kristw 6 THINGS TO EXPECT WHEN YOU ARE VISUALIZING
  2. 6 THINGS TO EXPECT WHEN YOU ARE VISUALIZING Krist Wongsuphasawat / @kristw
  3. Computer Engineer Bangkok, Thailand Chulalongkorn University Krist Wongsuphasawat / @kristw
  4. Programming + Soccer Computer Engineer Bangkok, Thailand Krist Wongsuphasawat / @kristw
  5. Programming + Soccer Computer Engineer Bangkok, Thailand Krist Wongsuphasawat / @kristw
  6. (P.S. These are actually not my robots, but our competitors’.) Krist Wongsuphasawat / @kristw Computer Engineer Bangkok, Thailand
  7. Krist Wongsuphasawat / @kristw Computer Engineer Bangkok, Thailand PhD in Computer Science Information Visualization Univ. of Maryland
  8. Krist Wongsuphasawat / @kristw Computer Engineer Bangkok, Thailand IBM Microsoft PhD in Computer Science Information Visualization Univ. of Maryland
  9. PhD in Computer Science Information Visualization Univ. of Maryland IBM Krist Wongsuphasawat / @kristw Computer Engineer Bangkok, Thailand Data Scientist Analytics, Experiment Twitter Microsoft
  10. PhD in Computer Science Information Visualization Univ. of Maryland IBM Krist Wongsuphasawat / @kristw Computer Engineer Bangkok, Thailand Engineering Manager Data Experience Airbnb Microsoft Twitter
  11. #interactive visualizations Open-source projects Visual Analytics Tools interactive.twitter.com Apache Superset committer labella.js (3000+ stars) react-vega Internal tools Academic paperskristw.yellowpigz.com
  12. DATA =ME+ VIS
  13. Data, I’m ready!
  14. Data, I’m ready! Here I come!
  15. WHAT TO EXPECT?
  16. 1. EXPECT TO FIND THE REAL NEED
  17. INPUT (DATA) What clients think they have
  18. INPUT (DATA) What clients think they have What they usually have
  19. YOU What clients think you are
  20. YOU What clients think you are What they will get
  21. OUTPUT (VIS) What clients ask for
  22. OUTPUT (VIS) What clients ask for What they really need
  23. COMMUNICATE
  24. GOALS Present data Communicate information effectively Analyze data Exploratory data analysis Tools to analyze data Reusable tools for exploration Enjoy Combination of above
  25. GOALS Present data Communicate information effectively Analyze data Exploratory data analysis Tools to analyze data Reusable tools for exploration Enjoy Combination of above Who are the audience? What do you want to tell? What are the questions? Who will use this? What would they use this for? Who are the audience?
  26. I need this. Take this.
  27. I need this. Here you are. I need this. Take this.
  28. & COMPROMISE
  29. 2. EXPECT TO CLEAN DATA
  30. 2. EXPECT TO CLEAN DATA A LOT
  31. 70-80% of time cleaning data “DATA JANITOR”
  32. Collect + Clean + Transform DATA WRANGLING
  33. WHY DOES IT TAKE SO MUCH TIME?
  34. 2.1 Many sources and data format
  35. DATA SOURCES Open data Publicly available Internal data Private, owned by clients’ organization Self-collected data Manual, site scraping, etc. Combine the above
  36. DATA FORMAT Standalone files txt, csv, tsv, json, Google Docs, …, pdf* Databases doesn’t necessary mean they are organized API better quality with more overhead Website Big data*
  37. NEED TO… Change format e.g. tsv => json Combine data Resolve multiple sources of truth
  38. 2.2 Data transformation is needed.
  39. EXAMPLES Convert latitude/longitude into zip code Change country code from 3-letter (USA) to 2-letter (US) Correct time of day based on users’ timezone etc.
  40. 2.3 Data collection issues
  41. EXAMPLES Typos Incorrect values Incorrect timestamps Missing data
  42. 2.4 Definition of “clean” data
  43. IS THIS CLEAN? USER RESTAURANT RATING ======================== A MCDONALD’S 3 B MCDONALDS 3 C MCDONALD 4 D MCDONALDS 5 E IHOP 4 F SUBWAY 4
  44. IS THIS CLEAN? USER RESTAURANT RATING ======================== A MCDONALD’S 3 B MCDONALDS 3 C MCDONALD 4 D MCDONALDS 5 E IHOP 4 F SUBWAY 4 How many reviews are there? Clean. How many restaurants are there? Not clean. McDonald, McDonald’s, McDonalds
  45. 2.5 Bigger data, bigger problems
  46. HAVING ALL TWEETS How people think I feel.
  47. How people think I feel. How I really feel. HAVING ALL TWEETS
  48. Hadoop Cluster GETTING BIG DATA Data Storage
  49. Scalding (slow) GETTING BIG DATA Hadoop Cluster Data Storage Tool
  50. Scalding (slow) GETTING BIG DATA Hadoop Cluster Data Storage Tool Your laptop Smaller dataset
  51. Hadoop Cluster Scalding (slow) Data Storage Tool Final dataset Tool node.js / python / excel (fast) Your laptop GETTING BIG DATA Smaller dataset
  52. CHALLENGES Slow Long processing time (hours) Get relevant Tweets hashtag: #oscars keywords: “parasite” (movie name) Too big Need to aggregate & reduce size Harder to spot problems
  53. CHALLENGES Slow Long processing time (hours) Get relevant Tweets hashtag: #oscars keywords: “parasite” (movie name) Too big Need to aggregate & reduce size Harder to spot problems
  54. RAMSAY & RAMSEY
  55. 2.6 New issues can show up any time.
  56. RECOMMENDATIONS Always think that you will have to do it again document the process, automation Reusable scripts break a gigantic do-it-all function into smaller ones Reusable data keep for future project
  57. 3. PREPARE TO ITERATE
  58. It was a great idea … until I actually tried it.
  59. Celebrate your failures #D3BrokeAndMadeArt
  60. TIPS Don’t give up. If stuck, look for inspirations. The vis that gives you insights may or may not be the best vis for sharing. Exploration vs. Communication Keep it as simple as possible but not simpler.
  61. “Necessity is the mother of invention.” — English Proverb
  62. “Necessity is the mother of invention.” — English Proverb DEADLINE
  63. TIPS Don’t give up. If stuck, look for inspirations. The vis that gives you insights may or may not be the best vis for sharing. Exploration vs. Communication Keep it as simple as possible but not simpler. Set milestones and deadline.
  64. PROJECTS
  65. STORYTELLING PROJECTS timely Deadline is strict. Also can be unexpected events. wide audience easy to explain and understand, multi-device support one-off project scope analyze data to find stories and find best way to present them
  66. HAPPY NEW YEAR AROUND THE WORLD [ PROJECT ]
  67. HAPPY NEW YEAR 2013 twitter.github.io/interactive/newyear2014/
  68. BOBA SCIENCE [ PROJECT ]
  69. https://medium.com/s/story/boba-science- how-can-i-drink-a-bubble-tea-to-ensure-that- i-dont-finish-the-tea-before-the- bobas-7fc5fd0e442d
  70. GAME OF THRONES [ PROJECT ]
  71. from fans’ conversations Reveal the talking points of every episode of
  72. Problem is coming.
  73. Problem Want to know what the audience talk about a TV show from Tweets
  74. HBO’s Game of Thrones Based on a book series “A Song of Ice and Fire” Medieval Fantasy. Knights, magic and dragons.
  75. Brief Story
  76. A King dies.  A lot of contenders wage a war to reclaim the throne.
  77. Minor characters with no claim to the throne set their own plans in action to gain power when all the major characters end up killing each other.
  78. Brave/Honest/Honorable characters die. Intelligent but shady characters and characters who know nothing continue to live.
  79. While humans are busy killing each other, ice zombies “White walkers” are invading from the North. The only group who seems to care about this is neutral group called the Night’s Watch.
  80. HBO’s Game of Thrones Based on a book series “A Song of Ice and Fire” Medieval Fantasy. Knights, magic and dragons. Many characters. Anybody can die. 8 seasons Multiple storylines in each episode
  81. Problem Want to know what the audience talk about a TV show from Tweets
  82. Ideas Common words Too much noise
  83. Ideas Common words Too much noise Characters How o!en each character were mentioned?
  84. Prototyping Pull sample data from Twitter API Entity recognition and counting naive approach
  85. List of names Daenerys Targaryen,Khaleesi Jon Snow Sansa Stark Tyrion Lannister Arya Stark Cersei Lannister Khal Drogo Gregor Clegane,Mountain Margaery Tyrell Joffrey Baratheon Bran Stark Theon Greyjoy Jaime Lannister Brienne Eddard Stark,Ned Stark Ramsay Bolton Sandor Clegane,Hound Ygritte Stannis Baratheon Petyr Baelish,Little Finger Robb Stark Bronn Varys Catelyn Stark Oberyn Martell Daario Naharis Davos Seaworth Jorah Mormont Melisandre Myrcella Baratheon Tywin Lannister Tommen Baratheon Grey Worm Tyene Sand Rickon Stark Missandei Roose Bolton Robert Baratheon Jojen Reed Jeor Mormont Tormund Giantsbane Lysa Arryn Yara Greyjoy,Asha Greyjoy Samwell Tarly,Sam Hodor Victarion Greyjoy High Sparrow Dragon Winter Dothraki
  86. Sample Tweet
  87. Sample Tweet
  88. Sample data Character Count Hodor 10000 Jon Snow 5000 Daenerys 4000 Bran Stark 3000 … … *These numbers are made up for presentation, not real data.
  89. Where to go from here?
  90. + episodes The Guardian & Google Trends http://www.theguardian.com/news/datablog/ng-interactive/2016/apr/22/game-of-thrones-the-most-googled-characters-episode-by-episode
  91. + emotion
  92. + connections
  93. + connections
  94. Gain insights from a single episode emotion & connections
  95. Sample data Character Count Jon Snow+Sansa 1000 Tormund+Brienne 500 Bran Stark+Hodor 300 … … Character Count Hodor 10000 Jon Snow 5000 Daenerys 4000 … … INDIVIDUALS CONNECTIONS + top emojis + top emojis *These numbers are made up for presentation, not real data.
  96. Graph NODES LINKS + top emojis + top emojis Character Count Jon Snow+Sansa 1000 Tormund+Brienne 500 Bran Stark+Hodor 300 … … Character Count Hodor 1000 Jon Snow 500 Daenerys 400 … … *These numbers are made up for presentation, not real data.
  97. Network Visualization Node-link diagram Force-directed layout http://blockbuilder.org/kristw/762b680690e4b2b2666dfec15838a384
  98. Issue: Hairball
  99. Issue: Occlusions
  100. Tried: Fixed positions
  101. + Collision Detection http://blockbuilder.org/kristw/2850f65d6329c5fef6d5c9118f1de6e6
  102. + Community Detection https://github.com/upphiminn/jLouvain
  103. + Collision Detection (with clusters) https://bl.ocks.org/mbostock/7881887
  104. Tormund + Brienne
  105. Let’s get other episodes.
  106. More data Hadoop Rewrite the scripts in Scalding to get archived data
  107. How much data do we need? Whole week? 5 days? 2 days? A day? etc.
  108. How much data do we need?
  109. Transitions
  110. Changing episode
  111. Community transition t=0 t=1
  112. Smoother t=0 t=1t=0.5 t=0.51
  113. Colors Default: D3 category10 Distinct but nothing about the context Custom palette Colors related to the groups/houses. Black = Night’s Watch Blue = North Red = Daenerys Gold = Lannister …
  114. The vis is not enough.
  115. Legend
  116. Navigation
  117. Top 3
  118. Adjust threshold
  119. Recap
  120. Filtered Recap Tooltip
  121. Demo https://interactive.twitter.com/game-of-thrones
  122. Mobile Support
  123. Self & Peer Does it solve the problem?
  124. Google Analytics Pageviews Visitors Actions Referrals Sites/Social
  125. Feedback
  126. Feedback
  127. ANALYTICS TOOLS
  128. VISUAL ANALYTICS TOOL PROJECTS richer, more features to support exploration of complex data more technical audience product managers, engineers, data scientists accuracy designed for dynamic input long-term projects
  129. PROJECT LIFECYCLE Identify needs Design and prototype Make it work for sample dataset Refine, generalize and productionize Make it work for other cases Document and release Maintain and support Keep it running, Feature requests & Bugs fix
  130. VISUAL ANALYTICS FOR LOG EVENTS [ PROJECT ]
  131. USER ACTIVITY LOGS
  132. UsersUseTwitter
  133. UsersUse Product Managers Curious Twitter
  134. UsersUse Curious Engineers Log data in Hadoop Write Twitter Instrument Product Managers
  135. WHAT ARE BEING LOGGED? tweet Activities
  136. WHAT ARE BEING LOGGED? tweet from home timeline on twitter.com tweet from search page on iPhone Activities
  137. WHAT ARE BEING LOGGED? tweet from home timeline on twitter.com tweet from search page on iPhone sign up log in retweet etc. Activities
  138. ORGANIZE?
  139. LOG EVENT A.K.A. “CLIENT EVENT” [Lee et al. 2012]
  140. LOG EVENT A.K.A. “CLIENT EVENT” client : page : section : component : element : action web : home : timeline : tweet_box : button : tweet 1) User ID 2) Timestamp 3) Event name 4) Event detail [Lee et al. 2012]
  141. LOG DATA
  142. UsersUse Curious Engineers Log data in Hadoop Twitter Instrument Write Product Managers bigger than Tweet data
  143. UsersUse Curious Engineers Log data in Hadoop Data Scientists Ask Twitter Instrument Write Product Managers
  144. UsersUse Curious Engineers Log data in Hadoop Data Scientists Find Ask Twitter Instrument Write Product Managers
  145. LOG DATA
  146. UsersUse Curious Engineers Log data in Hadoop Data Scientists Find, Clean Ask Twitter Instrument Write Product Managers
  147. UsersUse Curious Engineers Log data in Hadoop Data Scientists Find, Clean Ask Monitor Twitter Instrument Write Product Managers
  148. UsersUse Curious Engineers Log data in Hadoop Data Scientists Find, Clean, Analyze Ask Monitor Twitter Instrument Write Product Managers
  149. Log data EngineersData Scientists Usersin Hadoop Find, Clean, Analyze Use Monitor Ask Curious 1 2 Twitter Instrument Write Product Managers
  150. client page section component element action Event 50,000+ event types
  151. client page section component element action Event 50,000+ event types one graph / event x 50,000
  152. DESIGN
  153. CLIENT EVENT HIERARCHY iphone home - - - impression tweet tweet click iphone:home:-:-:-:impression iphone:home:-:tweet:tweet:click
  154. DETECT CHANGES iphone home - - - impression tweet tweet click iphone home - - - impression tweet tweet click TODAY 7 DAYS AGO compared to
  155. CALCULATE CHANGES +5% +5% +5% +10% +10% +10% -5% -5% -5% DIFF
  156. DISPLAY CHANGES iphone home - - - impression tweet tweet click Map of the Market [Wattenberg 1999], StemView [Guerra-Gomez et al. 2013]
  157. DISPLAY CHANGES home - - - impression tweet tweet click iphone
  158. Demo Demo Demo Demo / Scribe Radar
  159. Twitter for Banana
  160. Details separate good and great work 4. RESERVE TIME FOR REFINEMENT
  161. “The first 90% of the code accounts for the first 90% of the development time. The remaining 10% of the code accounts for the other 90% of the development time.” — Tom Cargill, Bell Labs
  162. REFINE & POLISH UX / UI + Mobile Support Color Animation / Transition Metadata for SEO Social media preview images Performance Loading time, Data file size “The little of visualisation design” by Andy Kirk http://www.visualisingdata.com/2016/03/little-visualisation-design/
  163. Example
  164. Issue: Convex hull http://bl.ocks.org/mbostock/4341699
  165. x & y only, no radius
  166. Fix it
  167. Fix it
  168. Flatten the curve https://www.fastcompany.com/90476143/the-story-behind-flatten-the-curve-the-defining-chart-of-the-coronavirus
  169. THE ORIGIN From a paper “Interim pre- pandemic planning guidance: community strategy for pandemic influenza mitigation in the United States: early, targeted, layered use of nonpharmaceutical interventions” published in 2007 by the CDC https://stacks.cdc.gov/view/cdc/11425
  170. REVIVAL Rosamund Pearce, a data journalist at The Economist, rebuild it for a piece about COVID-19. Changed the labeling scheme to assist colorblind readers. https://www.economist.com/briefing/2020/02/29/covid-19-is-now-in-50-countries-and-things-will-get-worse
  171. THE LINE Drew Harris, an assistant professor at the Thomas Jefferson University, came across the graphic in The Economist. He recalled using it a decade earlier as a pandemic preparedness trainer.  So he added the dotted line “healthcare system capacity” https://www.nytimes.com/article/flatten-curve-coronavirus.html
  172. THEN IT WENT VIRAL
  173. or find ways to get some 5. PLAN FOR FEEDBACK
  174. “Feedback is the breakfast of champion.” — Ken Blanchard
  175. FEEDBACK During development Feedback sessions with clients/potential users After release Logging User study Forum, User group Office hours
  176. 6. LOOK BACK FOR IMPROVEMENT
  177. HOW TO BE BETTER? Retrospective What could have been better? Wishlist Expand skillset Learning opportunities Get help Grow the team Improve tooling Solve a problem once and for all Automate repetitive tasks
  178. REUSABLE WORK
  179. LABELLA.JS [ PROJECT ]
  180. GRID MAP [ PROJECT ]
  181. COVID-19 Situation in Thailand by province
  182. VX = REACT + D3 [ PROJECT ]
  183. SUMMARY
  184. 6 STEPS 1. 2. 3. 4. 5. 6. Krist Wongsuphasawat / @kristw kristw.yellowpigz.com Expect to find the real need Expect to clean data a lot Prepare to iterate Reserve time for refinement Plan for feedback Look back for improvement
  185. My former and current colleagues at Twitter and Airbnb for their collaboration and support in these projects; and my wife for taking care of our two kids while I make these slides. ACKNOWLEDGEMENT
  186. THANK YOU
  187. QUESTIONS?
Advertisement