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SLOW – THE PROCESS 143 23 hours ago · Welcome to issue #143 of The Process, the newsletter for FlowingData members about how the charts get made. I’m Nathan Yau, and this week I’m thinking about taking things slow to work more thoroughly and wander more. ONE DATASET, VISUALIZED 25 WAYS Focus on the the difference between the two sexes, with comparison across countries. Focus on difference between male and female over time. A focus the change between two time periods instead of the fluctuations. Comparison between the two, in a more compact space. Shows changes over time, although not super clear with this dataset. SEE IF YOU LIVE IN A POLITICAL BUBBLE Gus Wezerek, Ryan D. Enos, and Jacob Brown for NYT Opinion use neighborhood-level data to show how those around you voted in the 2020 election. They ask: do you live in a political bubble? Enter an address to see. This is riffing off of NYT’s similarly-themed map from 2018, which asked the same question but answered moregeographically.
DIVORCE RATES AND INCOME DIVORCED. Rates appear to level off around 30 percent. There is less data at higher incomes, so there is more noise. There’s a tight decrease in divorce rate for incomes between $10,000 and $200,000 per year, and then rates seems to flatten out around 30 percent after that. There’s some fluctuation showing in the higher incomes. MOST FEMALE AND MALE OCCUPATIONS SINCE 1950 Between 1950 and 2015, there were 82 occupations out of 459 that flipped from male to female and/or female to male. Out of the 82, 72 shifted from male to female majority. There were 28 occupations that shifted from majority female to male. (Keep in mind that an MINIMUM WAGE AND COST OF LIVING We already looked at minimum wage over time and saw how some states match the federal limit, some pay above, and others have no limit. But when it comes to geography and income, you also have to consider the cost of living. One dollar in Kentucky or Arkansas won’t get you as much in Hawaii or California, because it costs more to live in thelatter states.
WHEN AMERICANS REACH $100K IN SAVINGS When Americans Reach $100k in Savings. By Nathan Yau. There was a statistic going around that said 1 in 6 millennials have at least $100,000 saved. The reactions were mostly confusion and indignation. They were along the lines of, “I don’t know a single millennial with $1,000, much less $100,000.”. Or, “Maybe $100,000 of debt,amirite.”.
WHAT A POUND OF CHANGE IS WORTH Statistics / coins, everyday. After seeing his friend’s CoinStar receipt for 27 pounds of coins that equalled $256.14, Dan Kozikowski dug deeper and estimated what a pound of change is worth, on average. Now, to finish out the analysis, let’s tie this back to weight. Fortunately, the U.S. Mint standardizes and publishes the weight ofeach
COMPARING GGPLOT2 AND R BASE GRAPHICS Especially with visualization. R comes with built-in functionality for charts and graphs, typically referred to as base graphics. Then there are R packages that extend functionality. Although there are many packages, ggplot2 by Hadley Wickham is by far the most popular. These days, people tend to either go by way of base graphics or withggplot2.
FLOWINGDATAABOUTPROJECTSTUTORIALSCOURSESBECOME A MEMBERLIGHT Data Art / Duc-Quang Nguyen, pixels, R. Here’s a fun interactive by Duc-Quang Nguyen. Upload an image and get back a transformed visual that uses dots, lines, or ascii. Use the menu options to easily change resolution, colors, and shapes. It’s a combination of Georgios Karamanis’s code and Elana Levin Schtulberg’s experiment of thesame
SLOW – THE PROCESS 143 23 hours ago · Welcome to issue #143 of The Process, the newsletter for FlowingData members about how the charts get made. I’m Nathan Yau, and this week I’m thinking about taking things slow to work more thoroughly and wander more. ONE DATASET, VISUALIZED 25 WAYS Focus on the the difference between the two sexes, with comparison across countries. Focus on difference between male and female over time. A focus the change between two time periods instead of the fluctuations. Comparison between the two, in a more compact space. Shows changes over time, although not super clear with this dataset. SEE IF YOU LIVE IN A POLITICAL BUBBLE Gus Wezerek, Ryan D. Enos, and Jacob Brown for NYT Opinion use neighborhood-level data to show how those around you voted in the 2020 election. They ask: do you live in a political bubble? Enter an address to see. This is riffing off of NYT’s similarly-themed map from 2018, which asked the same question but answered moregeographically.
DIVORCE RATES AND INCOME DIVORCED. Rates appear to level off around 30 percent. There is less data at higher incomes, so there is more noise. There’s a tight decrease in divorce rate for incomes between $10,000 and $200,000 per year, and then rates seems to flatten out around 30 percent after that. There’s some fluctuation showing in the higher incomes. MOST FEMALE AND MALE OCCUPATIONS SINCE 1950 Between 1950 and 2015, there were 82 occupations out of 459 that flipped from male to female and/or female to male. Out of the 82, 72 shifted from male to female majority. There were 28 occupations that shifted from majority female to male. (Keep in mind that an MINIMUM WAGE AND COST OF LIVING We already looked at minimum wage over time and saw how some states match the federal limit, some pay above, and others have no limit. But when it comes to geography and income, you also have to consider the cost of living. One dollar in Kentucky or Arkansas won’t get you as much in Hawaii or California, because it costs more to live in thelatter states.
WHEN AMERICANS REACH $100K IN SAVINGS When Americans Reach $100k in Savings. By Nathan Yau. There was a statistic going around that said 1 in 6 millennials have at least $100,000 saved. The reactions were mostly confusion and indignation. They were along the lines of, “I don’t know a single millennial with $1,000, much less $100,000.”. Or, “Maybe $100,000 of debt,amirite.”.
WHAT A POUND OF CHANGE IS WORTH Statistics / coins, everyday. After seeing his friend’s CoinStar receipt for 27 pounds of coins that equalled $256.14, Dan Kozikowski dug deeper and estimated what a pound of change is worth, on average. Now, to finish out the analysis, let’s tie this back to weight. Fortunately, the U.S. Mint standardizes and publishes the weight ofeach
COMPARING GGPLOT2 AND R BASE GRAPHICS Especially with visualization. R comes with built-in functionality for charts and graphs, typically referred to as base graphics. Then there are R packages that extend functionality. Although there are many packages, ggplot2 by Hadley Wickham is by far the most popular. These days, people tend to either go by way of base graphics or withggplot2.
BEST DATA VISUALIZATION PROJECTS OF 2020 Best Close-to-Real-Life Visualization of the Virus Spreading How the Virus Got Out. By the end of March, more data was becoming available and it was growing more clear where the SEEING HOW MUCH WE ATE OVER THE YEARS Among fresh fruits, apple consumption didn’t change much, but bananas appear to have increased in popularity.Strawberries, grapes, and avocados started towards the bottom but are now higher up in the rankings. Oranges are down significantly. While fresh apples dipped a little, apple juice continues a stead climb in the fruit juice category. . Grapefruit juice, which is the best kind of juice TAPESTRY FOR REFLECTIVE DATA VISUALIZATION 11 hours ago · As a way to reflect on 2020, Catherine Madden wove tapestry to visualize six time series. So nice. GUESSING NAMES BASED ON WHAT THEY START WITH Guess Your Name. 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% Jessica Jennifer Amanda Ashley Sarah Stephanie Melissa Nicole Elizabeth Heather Tiffany Amber Michelle Megan Amy Rachel Kimberly Christina Lauren Brittany. Since I don’t know what your name starts with yet, I’m just showing the most common names for Females, born in the1980s.
FLOWINGDATA
Prompted by a tweet about scented candles without smell and Covid-19, Kate Petrova plotted Amazon reviews for scented and unscented candles over time. Notice the downward trend for scented candles after the first confirmed case for Covid-19. Interesting if true. I’m imagining a bunch of people opening their new scented candles, taking a big whiff, and not smelling anything.FLOWINGDATA
The USGS released a unified geologic map of the moon on a 1:5,000,000-scale — and the data to go with it:. This new work represents a seamless, globally consistent, 1:5,000,000-scale geologic map derived from the six digitally renovated geologic maps (see Source Online Linkage below). BILLIONAIRE TAX RATES ProPublica anonymously obtained billionaires’ tax returns.Combining the data with Forbes’ billionaire wealth estimates, ProPublica calculated a “true tax rate” for America’s 25 richest people:. The results are stark. According to Forbes, those 25 people saw SLOW – THE PROCESS 143 23 hours ago · Welcome to issue #143 of The Process, the newsletter for FlowingData members about how the charts get made. I’m Nathan Yau, and this week I’m thinking about taking things slow to work more thoroughly and wander more. ALL THE PASSES IN SOCCER VISUALIZED AT ONCE 1 day ago · This is a fun soccer graphic by Karim Douïeb.It shows 882,536 passes from 890 matches across various leagues and seasons. It looks cool as a static point cloud, but be sure to check out the animated, interactive version which lets you isolate the view to specific parts of the field.CATHERINE MADDEN
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WHEEL OF EMOTIONAL WORDS, IN CASE YOU’RE HAVING TROUBLE FINDING THEWORDS THESE DAYS
March 20, 2020
TOPIC
INFOGRAPHICS
/
emotion , Geoffrey Roberts, words
You’re probably feeling a range of emotions these days. It helps if you can express them. This emotional word wheel by Geoffrey Robertsmight help :
> I work with people who have limited emotional vocabulary and as a > result the intensity of their negative emotions and experiences is > heightened because they can’t describe their feelings (especially > their negative feelings). That’s why this list is heavily focused > on negative emotions/ experiences. Being able to clearly identify > how we are feeling has been shown to reduce this intensity of > experience because it re-engages our rational mind.*
DEER CROSSING ACROSS HIGHWAY CORRIDORSMarch 20, 2020
TOPIC
MAPS /
animals , climate change, migration
, Washington Post
With the climate changing, animals will need to migrate to different areas to live, but that can be a challenge when there is a giant highway blocking the way. The Washington Post looks at how scientists in Wyoming are hoping to clear the path:
> “We can’t predict exactly what the impacts of climate change are > going to be, or what species are going to be impacted,” said Hall > Sawyer, a research biologist at Western Ecosystems Technology. “We > do know one fundamental truth: That if we can keep this landscape > connected, improve that permeability, they’ll be better off.”*
CORONAVIRUS EXPLAINED AND WHAT YOU SHOULD DOMarch 20, 2020
TOPIC
INFOGRAPHICS
/
coronavirus , Kurzgesagt Kurzgesagt, which make videos to explain complex and abstract concepts in an understandable way, explain the coronavirus and what you should do. Spoiler alert: wash your hands and keep your distance. The entire state of California just went full on stay-at-home. I hope
it works.
*
HOW WASHING YOUR HANDS FOR 20 SECONDS DOES THE TRICKMarch 19, 2020
TOPIC
INFOGRAPHICS
/
coronavirus , handwash, Vox
Vox used a lotion that mimics viruses to demonstrate the power of washing your hands for twenty seconds:*
RESTAURANT STRUGGLESMarch 19, 2020
TOPIC
DATA SOURCES
/
coronavirus , OpenTable, restaurant
The restaurant industry is taking a big hit right now, as most people are staying put at home. OpenTable provides a downloadable dataset to show how much restaurant dining is down:
> This data shows year-over-year seated diners at restaurants on the > OpenTable network across all channels: online reservations, phone > reservations, and walk-ins. For year-over-year comparisons by day, > we compare to the same day of the week from the same week in the > previous year. For example, we’d compare Tuesday of week 11 in > 2020 to Tuesday of week 11 in 2019. Only states or cities with 50+ > restaurants in the sample are included. All restaurants on the > OpenTable network in either period are included. It’s red all the way down. Support your local businesses the bestyou can.
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SIMULATING THE UNKNOWN; WORKING FROM HOME – THE PROCESS 081March 19, 2020
TOPIC
THE PROCESS /
coronavirus , simulation We don’t know what’s going to happen in the future, but we can look at what we do know and make our best guess.*
HOSPITAL BED OCCUPANCYMarch 19, 2020
TOPIC
MAPS /
bed , coronavirus
, hospital
, Upshot
Using estimates from the Harvard Global Health Institute, The Upshot mapped what hospital bed occupancy might look like across the country if we don’t make changes now: > “If we don’t make substantial changes, both in spreading the > disease over time and expanding capacity, we’re going to run out > of hospital beds,” said Dr. Ashish Jha, the director of the > Harvard Global Health Institute, which produced the estimates> .
> “And in that instance, we will not be able to take care of > critically ill people, and people will die.”*
UNDERSTANDING DATA AND STATISTICS IN THE MEDICAL LITERATUREMarch 18, 2020
TOPIC
STATISTICS /
academic , book
Jeffrey Leek, Lucy D’Agostino McGowan, and Elizabeth Matsui have a free/ pay-what-you-want book on understanding data and statistics in the medical literature:
> Whether you are a medical student reading their first journal > article or a healthcare professional trying to use the latest > research to improve patient care, understanding data and statistics > has never been more fundamental for extracting accurate information > from the medical literature. This is a high-level, introduction to > the concepts you need to know. It is targeted at busy students and > professionals, and therefore efficient, with short lessons that can > be completed in 5 to 10 minutes, with the whole course-time totaling > around 4 hours. We leave out the mathematical detail and focus on > the conceptual ideas. Anyone can pick this course up and gain a > better understanding of the medical literature. We’re probably going to see a lot of research come out over the next weeks and months, and it’s more important than ever to understand the results and distill what it actually means. If anything, it might help you explain the current situation to others.*
TUTORIALS /
animation , R
, simulation
HOW TO FLATTEN THE CURVE, A SOCIAL DISTANCING SIMULATION AND TUTORIAL Using R, we look at how your decreased interaction with others can help slow the spread of infectious diseases.Read More
*
LAGGING CORONAVIRUS TESTING IN THE USMarch 17, 2020
TOPIC
INFOGRAPHICS
/
coronavirus , New York Times, testing
Coronavirus testing in the United States has been a slow process to say the least. The New York Times shows how test counts contrast against other countries.
There’s some catching up to do.*
POSSIBLE CORONAVIRUS DEATHS COMPARED AGAINST OTHER CAUSESMarch 16, 2020
TOPIC
STATISTICS /
coronavirus , mortality, uncertainty
, Upshot
Based on estimates from public health researcher James Lawler, The Upshot shows the range of coronavirus deaths,
given variable infection and fatality rate. Adjust with the sliders and see how the death count (over a year) compares against other majorcauses of death:
> Dr. Lawler’s estimate, 480,000 deaths, is higher than the number > who die in a year from dementia, emphysema, stroke or diabetes. > There are only two causes of death that kill more Americans: cancer, > which kills just under 600,000 in a year, and heart disease, which > kills around 650,000.>
> A coronavirus death toll near the top of the C.D.C. range (1.7 > million) would mean more deaths from the disease than the number of > Americans typically killed by cancer and heart disease put together. Can we all agree now that brushing off coronavirus by floating annual flu numbers is a bad comparison? The most worrisome part of the data we have is the uncertainty and then the range of possibilities that come out of that uncertainty.*
SIMULATIONS FOR VIRUS SPREAD WITH SOCIAL DISTANCINGMarch 15, 2020
TOPIC
INFOGRAPHICS
/
coronavirus , Harry Stevens, simulation
, social distancing
, Washington Post
Social distancing is the game plan these days. Try to stay at home and avoid contact with others as much as you can. But why? For The Washington Post, Harry Stevens used simplified simulations of animaginary virus
to show how social distancing can flatten the curve.
*
CHANGE IN FOOT TRAFFIC IN OUTBREAK CITIESMarch 13, 2020
TOPIC
INFOGRAPHICS
/
coronavirus , Economist, traffic
From The Economist, this chart shows the (mostly) decrease in foot traffic in major cities with coronavirus outbreaks.
It’s based on data scraped from that section in Google Maps that shows how busy a location is, which I’m kind of surprised the Google limits allowed for. See James Fransham’s threadfor
more details on their process.*
CORONAVIRUS, A VISUAL RUNDOWN – THE PROCESS 080March 12, 2020
TOPIC
THE PROCESS /
coronavirus
_This issue of The Process is public._Hi,
I don’t know about you, but I’ve been finding it hard to concentrate the past week or so. I keep getting guidelines on washing hands and reassurances from the kids’ school that everything is sanitized multiple times per day. There are empty shelves at the stores with toilet paper and hand sanitizer. It all just feels veryuneasy.
And, as I’m sure you heard, the World Health Organization classified Covid-19 as a pandemic.
Naturally, I continued voraciously consuming information about the coronavirus. Here’s a rundown of the useful visuals that have crossed my way. They didn’t help with the uneasiness, but they at least provide a window into what’s happening.Read More
*
A VIEW OF THE CORONAVIRUS OUTBREAK THROUGH DATAMarch 12, 2020
TOPIC
STATISTICAL VISUALIZATION / coronavirus , OurWorld in Data
There’s a lot of figures and numbers floating around about the coronavirus disease. Some conflict with each other and some are from less trustworthy sources. It’s getting tough to filter through. So Our World in Data, which typically offers a view of global progress, has been compiling research and data with links to its sources:
> Most of our work focuses on established problems, for which we can > refer to well-established research and data.>
> COVID-19 is different. All data and research on the virus is > preliminary; researchers are rapidly learning more about a new and > evolving problem. It is certain that the research we present here > will be revised in the future. But based on our mission we feel it > is our role to present clearly what the current research and data > tells us about this emerging problem and especially provide an > understanding of what can and cannot be said based on this available> knowledge.
*
HOW GEARS WORK
March 12, 2020
TOPIC
INFOGRAPHICS
/
Bartosz Ciechanowski, gears
, physics
Bartosz Ciechanowski took a deep dive into how gears work and the physics behind the movement with a series of graphics and interactives:
> I’ve always been fascinated by mechanical gears. There is > something captivating about the way their teeth come together to > create a fluid, unified motion.>
> In this blog post I’d like to look at these simple machines up > close. I’ll explain how gears affect the properties of rotational > motion and how the shape of their teeth is way more sophisticated > than it may initially seem.*
CORONAVIRUS LIFE CYCLEMarch 11, 2020
TOPIC
INFOGRAPHICS
/
Carl Zimmer , coronavirus, Jonathan Corum
, life cycle
, New York Times
For The New York Times, Jonathan Corum and Carl Zimmer describe how the SARS-CoV-2 Coronavirus hijacks your cells,
makes copies of itself, spreads through the body, and infects others. The vertical scrolling provides a clear path from beginning to end of a life cycle, and the color transitions separate various stages.Informative.
Really wishing we could just skip to the end.*
MAP OF ALL THE TREES AND FORESTSMarch 11, 2020
TOPIC
MAPS /
trees
EarthArtAustralia mapped all of the trees and forests in the United States, based on data from researchers Hansen et al.at
the University of Maryland.Read More
*
VISUAL EXPLANATION OF EXPONENTIAL GROWTH AND EPIDEMICSMarch 10, 2020
TOPIC
INFOGRAPHICS
/
3Blue1Brown , math
, video
3Blue1Brown explains exponential growth and epidemics and answers the question of when the curve levels off:*
FLATTEN THE CORONAVIRUS CURVEMarch 9, 2020
TOPIC
STATISTICAL VISUALIZATION / Alexander Radtke, coronavirus
, curves
, health care
, Rosamund Pearce
The coronavirus can possibly infect a lot more people than there are those who can provide medical care. But if we slow the spread, and there are fewer people in need of care at the same time, the difference might be less overbearing. This version of the “flatten the curve” graphic by Alexander Radtke, first madeby
Rosamund Pearce for The Economist, illustrates the difference inanimated form .
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