Accessibility Settings

color options

monochrome muted color dark

reading tools

isolation ruler



Data Journalism Top 10: Pandemic Cocktails, Pricey Food, Zoonotic Diseases, the World’s Top Songs

Read this article in

An illustration by Laila Milevski for ProPublica. Image: ScreenshotIf you have tried to mix cocktails at home lately, you’re not alone. Tired of waiting for bars and restaurants to reopen, more consumers have started buying premium alcohol, according to data published by the Financial Times. Our NodeXL #ddj mapping from March 1 to 7, which tracks the most popular data journalism stories on Twitter, also found an analysis by Bloomberg showing that global food prices have hit their highest level in six years, an explainer of the connection between bats and virus outbreaks by Reuters, an interactive piece on Atlantic currents by The New York Times, and a musical map by The Pudding.

High Spirits

For most of us, going out for a drink may seem like a distant memory. But with bars and restaurants closed as governments try to restrict COVID-19 transmission, many consumers have started bringing premium alcohol into their living rooms. The Financial Times notes that high-end spirits like tequila, vodka, and liqueurs have outperformed the broader alcohol market. Among the reasons: people are mixing their own cocktails at home.

Soaring Food Prices

Demand from China, vulnerable supply chains, and adverse weather have pushed global food prices to their highest level in six years, according to Bloomberg. But food inflation is affecting countries unevenly. The team’s analysis puts the spotlight on Brazil, Russia, Nigeria, Turkey, and India where factors like inflation and political mismanagement have contributed to basic products becoming much more expensive.

Bats and Zoonotic Diseases

From the start of the pandemic, scientists have speculated that the coronavirus outbreak began with bats. With the World Health Organization due to report on its findings on the zoonotic origins of the virus, a graphics team at Reuters explored what makes these flying mammals the ideal hosts for viruses. To find out, explore the comprehensive visual explainer.

Warning Signs in the Atlantic

New research indicates that Atlantic Ocean currents may be slowing, which could affect the climate around the world. If this were to happen, the weakening of the currents could result in faster sea-level rise, stronger hurricanes, and reduced rainfall in northern Africa. The New York Times published an interactive piece to explain how scientists study currents and why the Gulf Stream is influencing weather patterns on four continents.

Job Crisis in Tourism Hotspots

Areas with seasonal employment in the UK have been hardest hit by the COVID-19 jobs crisis, according to an analysis by the BBC’s Shared Data Unit. The figures suggest that popular tourism hotspots such as London, Scotland, and parts of Wales are more likely to have furloughed workers. Says one economist: “The pandemic has exposed a number of underlying inequalities in the labor market.”

Vaccine Roadblocks

In the US, getting a coronavirus vaccine can be difficult even if you are eligible for a shot. ProPublica has collected and illustrated stories from Americans around the country who have had difficulties trying to reserve appointments or reach vaccination sites. Common challenges include accessibility issues, language barriers, and confusing information.

Living on Minimal Wages

In the 1960s, Americans saw the height of the minimum wage’s buying power with the bar at $1.58 an hour, or around $12 an hour in today’s money. Back then, minimum-wage workers paid less for almost every type of living expense, according to an analysis by the Wall Street Journal. The newspaper compared the current cost of various products such as a gallon of gasoline, a dozen eggs, and a monthly mortgage payment to their prices a half-century ago. Overall, the comparison illustrates that today’s minimum wage has less purchasing power.

Race and Education

US universities are trying to predict how likely their students are to drop out of school based on their race, according to an investigation by The Markup. After reviewing documents obtained through public records requests, the outlet found risk algorithms deeming Black students a “high risk” at a significantly higher rate than their white peers, a practice experts worry could be pushing Black and other minority students into “easier” classes and majors.

Understand Your Audience

Data has become crucial to news organizations that seek to better understand the preferences of different audiences and, in turn, improve their relationship with them. But journalists often forget that an analysis based on metrics merely results in educated guesses about what their readers need. And these educated guesses often don’t come close to reality. In this article for Slate, Jacob Nelson explains that newsrooms should use data to find out not just how their audiences behave, but why.

Top Songs Around the World

Wondering what was the most popular song in your country in February? What about the favorite tune of people living in Latvia or Uruguay? Check out this musical map of the world by The Pudding. By scrolling around the graphic, you can stream the top songs in each place, and find out which ones dominate across the globe.

Thanks again to Marc Smith and Harald Meier of Connected Action for gathering the links and graphing them. The Top Ten #ddj list is curated weekly.

Peter Georgiev is GIJN’s social media and engagement editor. Previously, he was part of NBC News’ investigative unit in New York. He also worked as a correspondent for Bulgarian National Television and his reporting has been published by The Guardian, Deutsche Welle, and other international outlets.

For a look at NodeXL’s mapping on #ddj and data journalism on Twitter, check out this map.

Republish our articles for free, online or in print, under a Creative Commons license.

Republish this article

Material from GIJN’s website is generally available for republication under a Creative Commons Attribution-NonCommercial 4.0 International license. Images usually are published under a different license, so we advise you to use alternatives or contact us regarding permission. Here are our full terms for republication. You must credit the author, link to the original story, and name GIJN as the first publisher. For any queries or to send us a courtesy republication note, write to

Read Next

Data Journalism

Data Journalism Top 10: Queen Elizabeth’s Reign, Arctic Fires, Taiwan Street Food, Brain Drain

Our weekly NodeXL and human curation of the most popular data journalism stories on Twitter features The Financial Times’ 10 charts visualizing developments in the United Kingdom during Elizabeth’s reign, The Marshall Project’s look at how government Covid-19 relief funds were used, and Taiwan Data Stories’ scrollytelling project about Taiwan’s iconic street food.