Maps
Heatmap Video Shows the Migration of New Coronavirus Cases Over Time
Today’s new animated heatmap comes to us from City-Data.com and follows the trends of new confirmed coronavirus cases around the United States over time. The animation was created using Leaflet.js, Folium Python library, and Monosnap and was shared by a member of the City-Data team on Reddit who goes by the name /u/absurddreams. All data was sourced from the New York Times. Check it out below:
It’s no secret that an early epicenter of the coronavirus pandemic in the United States was New York City. As we now know, even though the virus itself originated in China, the origin of the major outbreak in New York has been traced to travelers from Europe. In the first few months of 2020, millions of travelers came to the U.S. from Europe through major NYC-area airports such as John F. Kennedy International Airport (JFK) and Newark Liberty International Airport (EWR).
A Time Line of Notable Trends:
- As the animation begins to unfold, a few hotspots begin to emerge, the most obvious of which is the aforementioned NYC area.
- As the end of April comes to pass, a number of pockets throughout the Central United States are visible, but the Northeastern United States are still dominate.
- However, when mid-May arrives, New York and the rest of the Northeast have faded significantly.
- By mid-June, new COVID-19 cases in the Northeast are negligible, almost completely gone, and the worst zones have shifted to Southern states where several growing pockets have emerged.
- As the clock dials around to present day (July 7th) the Southern states, particularly from eastern Texas to South Carolina, are inundated with new coronavirus cases.
The unfortunate and alarming surge in cases across the Southern and even Western states is likely an unfortunate side effect of states failing to impose lockdowns and guidelines to prevent the spread of the virus early on.
The sharp decline in New York and Northeast COVID-19 cases has been attributed to the comprehensive stay-at-home orders, face mask requirements, social distancing guidelines, etc. that were organized by those states. They have flatted the curve for now, but the pandemic is far from over.
As of the date of this publication, this video was last updated on July 8, 2020. See this video and other great visualizations on the City-Data.com COVID-19 graphs and animations page.
Charts
Map Shows Where Children Are Most Likely to Be Bullied
A new map from the team at PA Requirements displays the locations in the U.S. where children are most likely to bully and be bullied. Unfortunately, bullying is a widespread issue in the United States, with more than a third of school-age children experiencing bullying last year. The study is based on data from the National Survey of Children’s Health. The map color-codes the percentage of children who have been bullied or engaged in bullying. The result is a map that gives us a full-color illustration of the depth and severity of the American bullying problem.
Click below to zoom.
The team found that children are most likely to be bullied in Montana. In that state, 55% of children were bullied at least once in the past year, a truly shocking number. Tragically, 3.6% of Montana children reported daily bullying. Wyoming and West Virginia followed Montana for the highest instances of bullying.
Overall, these 10 states had the highest rates of children reporting being bullied at least once in the past year:
- Montana: 55.0%
- Wyoming: 53.8%
- Vermont: 50.5%
- Utah: 49.5%
- North Dakota: 49.1%
- Maine: 49.0%
- Wisconsin: 48.9%
- Colorado: 48.7%
- Idaho: 48.4%
- South Dakota: 47.9%
Children are also most likely to be the bullies in Montana, which makes sense. A high rate of bullying can suggest a high number of bullies. Perhaps the victims go on to become the bullies. Studies suggest that bullying can be cyclical.
These 10 states have the highest percentages of children who have bullied someone else in the past year:
- Montana: 25.7%
- Wyoming: 24.2%
- South Dakota: 24.2%
- Maine: 23.0%
- Iowa: 21.8%
- Colorado: 21.7%
- North Dakota: 21.6%
- Vermont: 20.4%
- Utah: 20.4%
- Missouri: 20.3%
Bullying is damaging to a child’s development. It can occur in or out of school. The four forms of bullying are physical, verbal, cyberbullying, and social/relational bullying. Relational bullying targets the victim’s social standing and can take the form of malicious gossip and rumors or exclusion from social groups.
Adults around victims can help prevent bullying, and it’s up to these same adults to set a good example and create safe spaces for children at home and at school. Some of the top tips for the prevention of bullying include:
- Teaching children to recognize bullying and understand why it’s wrong.
- Helping children learn to confidently stand up to a bully by telling them to stop and walk away to get adult help.
- Encouraging children to talk to trusted adults about bullying.
- Fostering confidence in children by encouraging them to pursue their interests and be proud of who they are.
- Modeling good behaviors, like respect and kindness.
There’s no concrete way to completely eliminate bullying, but these strategies can help create an environment where bullying is stifled. Teachers, parents, daycare workers, counselors, and social workers should all be aware of how to recognize the signs of bullying and take steps toward prevention.
Business Visualizations
Study Identifies the Best Cities for First-Time Real Estate Investors
People who want to jump into the real estate investment market have an important question to contend with: Which city should they invest their money in? The team at LLC Attorney has arrived with answers in their new study, which condenses tons of information on the real estate market to identify the 50 best cities for first-time investors. Each town has its own unique characteristics, benefits, and setbacks, but as the team proves, they each offer a powerful incentive for real estate investors.
The team started their study by pulling the 100 most populated cities from the Real Estate Investment Index and pinpointing their 50 ideal cities. The towns on their list are affordable, have high rental income potential, and have landlord-friendly laws. To create their list, the team considered state-level laws on rentals, rent-controlled cities, and the job market in each location. Their potential rental income calculations are based on average monthly rent, median home sale price, gross rental yield, and the market temperature. As for landlord-friendliness, the team considered average eviction time, security deposit limit, and rent control laws.
Click below to zoom.
Out of all 50 cities, the team determined that Port St. Lucie, Florida, is the best city for first-time real estate investors to buy property. This growing city shows no signs of slowing, with median property sale prices lower than other major Florida cities, like Miami and Tampa. The job market in Port St. Lucie is strong in healthcare and education, and business-friendly for entrepreneurs. These factors all combine to represent a city that’s attracting more residents every day. It will be a reliable source of rental income for investors.
Cape Coral, Florida, took the second-place spot for similar reasons. Low property taxes, a growing population, and residents flocking to beaches and parks for seasonal living push up the Cape Coral housing demand and rental potential. The lone midwestern city in the top four is Cleveland, Ohio, drawing in investors with affordable housing and lots of demand because of the strong employers based in this lakeside city. Garland, Texas, comes in fourth with more affordable housing than neighboring Dallas, while still located close to all the dining and entertainment that Dallas offers. Popular Garland employers include FedEx, Interceramic USA, Presbyterian Hospital, and Arena Brands, Inc.
In addition to focusing on the 50 cities the team lists, they suggest that first-time investors look to more seasoned investors for advice. Many expert investors speak at conferences, publish guidebooks, and produce educational videos to share their knowledge. Networking with fellow investors is another great way for new investors to gain support and learn quickly. There are countless networking opportunities on social media and in local groups like your local chamber of commerce. Last, investors need to decide whether they’re looking to buy property close to home that they can maintain themselves, or property far away, in which case they’ll need to hire a property manager. No matter your path, the LLC Attorney team offers a great start with this data.
Charts
New Study Reveals Details About American Intimacy
NapLab’s new study, “Most Popular Sex Positions,” is so much more than a cheeky peek at bedroom habits. It’s a fascinating examination of human intimacy, preference, and evolving sexual behaviors over time. The team employed bright visuals, clear rankings, and easy-to-read data that compile their survey responses into a graphic that shows us which sex positions are most popular and how that preference changes and shifts over time.
Click below to zoom.
The results are not surprising at first glance. The most popular positions are missionary, doggy style, and cowgirl. But a closer look at the data tells a more nuanced story. We can see that younger adults are more likely to favor adventurous or dominating positions, while older people prefer positions that emphasize comfort and emotional connection. People who have been in relationships longer seek positions based on comfort and ease of movement. This may be partially due to physical ease, but it also speaks to emotional and psychological needs.
This chart stands out for its ability to discuss a sensitive topic respectfully yet engagingly. The team skillfully avoids judgment and sensationalism in its presentation of the data. The visual format is approachable for readers who may shy away from the details and feel uncomfortable reading about sexual preferences. The graphic helps normalize conversations about sex, encourages healthy communications between partners, and promotes the idea of discussing desire to improve sex lives.
Gender differences are on display here, too. Men and women enjoy a variety of positions, but we see variations in the rankings that reflect different desires for control, stimulation, and connection. Rather than reinforce gender stereotypes, these differences highlight why communication is so important in a sexual relationship. It’s normal for one partner to enjoy something a little different from the other, and exploring those differences together will lead to a better experience for both partners.
This chart’s strength lies in the different ways it can serve the audience. For curious people, the graphic prompts a reflection on personal preferences. For couples, this could be a useful and judgment-free tool for trying something new and exploring what feels good. Educators and therapists could use the graphic as a visual aid while discussing intimacy in a data-driven way.
The most meaningful takeaway is the reminder that there’s no one “correct” way to have sex. Preferences and variations are common and natural. Some people seek novelty while others value comfort. Some want connection while others are seeking a thrill. The study reinforces the fact that open communication, consent, and a willingness to understand a partner’s needs are the path to a happy sex life.
This study is more than a chart of sex positions. It’s a cultural glimpse into intimate relations and the ways we connect physically and emotionally while opening the door to deeper conversation about pleasure, partnership, and trust, all while keeping the topic light, respectful, and fun.
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