Monday, December 23, 2024

Mapping Marine Traffic

map showing marine traffic off the north east coast of the United States

Esri's interactive map U.S. Vessel Traffic offers a captivating visualization of activity on U.S. waterways, underscoring the vital role marine traffic plays in commerce, travel, and environmental management. Over the past decade, vessel traffic in the U.S. has seen significant growth, with annual cargo shipments reaching 2.3 billion tons.

Esri's interactive map leverages Automatic Identification System (AIS) data to track and categorize various vessel types, including cargo, fishing, passenger, military, pleasure, and tanker traffic. Users can zoom into specific ports or regions to observe dense, bright tracks that illustrate common routes and congestion points. The map’s design is both visually striking and highly functional, featuring neon-colored ship tracks against a dark basemap to emphasize movement patterns. 

Customizable filters for vessel type and time period allow users to tailor their view, enabling trend analysis from 2015 to the present. Furthermore, the ability to download ship track data based on geographic and temporal parameters enhances the map's utility for marine researchers and planners.

global map of marine traffic

For a broader perspective MarineTraffic offers a global live map of major shipping lanes. The MarineTraffic tracking map includes an option to overlay a density map, which displays accumulated data on global shipping traffic over recent years. Activating the 'Density Maps' overlay reveals fascinating insights into the world's shipping activity.

Interestingly, gaps in the marine traffic density map can be just as informative as the recorded tracks. These voids may reflect global geopolitical influences (such as military conflicts), piracy threats, or localized shipping conditions.

animated map of marine traffic off the eastern seaboard of the United States

Another remarkable tool for exploring global shipping routes is Shipmap.org, an animated interactive map that visualizes the movements of the global merchant fleet over the course of a year. Using AIS shipping data from exactEarth, the map displays the movements of different cargo ship types throughout 2012.

Shipmap.org allows users to filter vessels by cargo type, offering a detailed look at various shipping patterns. The accompanying narrated tour highlights intriguing trends in the worldwide merchant shipping trade, making it a truly engaging resource for understanding the dynamics of global marine traffic.

Saturday, December 21, 2024

The Taco Bell Interstate Map

Map of America showing Taco Bell locations

If you insist on only eating at a Taco Bell while driving cross-country then you need Think Outside the Bun. Think Outside the Bus is an interactive map of Taco Bell locations across the United States. For Taco Bell enthusiasts, this map is an invaluable tool, showing which states, cities, and even interstates offer the best access to affordable Mexican-inspired cuisine.

The map uses the size of each U.S. interstate to reflect the number of Taco Bells located along each route. According to the developer (via Reddit) , “I did a 5-mile buffer to count the number of Taco Bells for each major interstate. The ones that are marked are the ones with the most in that analysis.” Based on this method, Interstates 10, 95, 75, and 5 have the highest concentration of Taco Bells within the 5-mile buffer zone (although the data might be more insightful if adjusted for interstate length to provide a distribution ratio).

The map's sidebar reveals that the three states with the most Taco Bell restaurants are California, Texas, and Florida. Wait a minute - I smell a conspiracy here. Coincidentally (or not), these are also the three most populous states in the U.S. It’s almost as if Taco Bell strategically locates their restaurants near where people actually live and eat. However, I'm not sure that population density alone explains why Houston has the most Taco Bells of any city (66) - which is a full third more than Las Vegas (44)*.

You may also like the U.S. Chain and Independent Restaurants map, by the Georgia Institute of Technology's Friendly Cities Lab, which shows the locations of over 700,000 restaurants across the country, organized by restaurant chain and by frequency. 

* - I asked ChatGPT:  'Houston is known for its sprawling geography, with low-density suburbs and a car-centric culture. This layout is ideal for fast-food establishments like Taco Bell, which often rely on drive-thru business and larger properties for their locations. The density and urban planning in other large cities, like New York or Los Angeles, may limit the number of drive-thru restaurants.'

Friday, December 20, 2024

Moon 2.0

3d Moon globe showing locations of moon landings

NASA is planning a crewed Moon landing in 2027, while the China National Space Administration (CNSA) aims to land astronauts on the Moon by 2030. India, too, has announced plans to send a person to the Moon by 2040.

This renewed interest in our closest celestial neighbor suggests that the lunar surface will soon be home to even more human-made objects. Currently, nearly 1,000 items from Earth litter the Moon. The publication NZZ, in its feature The Fate of Human-Made Objects on the Moon, uses an interactive 3D Moon globe to map the debris left on the lunar surface since the dawn of space exploration. Ever since the Soviet Union's Luna 2 became the first man-made object to reach the Moon, items such as golf balls and even astronaut waste have been abandoned on the lunar surface. The NZZ interactive globe highlights the nearly 100 locations on the Moon where these human-made objects can be found.

The diversity of human artifacts on the Moon ranges from scientific equipment to personal mementos. The U.S. Apollo missions, for example, left behind objects as varied as lunar rovers and dollar bills. NASA even left the ashes of Gene Shoemaker, a prominent geologist, on the lunar surface. According to NZZ, there are now, in total, more than 200 tons of human-made debris on the Moon.

animated map of the Moon showing the phases of the moon by date

You can learn more about the Moon on Bartosz Ciechanowski's amazing Moon visualization. This informative article about the Moon includes a superb interactive 3D globe which shows the phases of the moon by date (controlled using a sliding date control).

Another interactive feature allows you to track the current position of the Moon in the sky. With two slide controls—one for adjusting the date and another for the hour of the day - you can explore how the Moon’s position changes over time. By sharing your location with the map, you can determine the Moon’s exact position in the night sky from your location at any given hour on any given date.

A series of visualizations further illustrate the Moon’s motion and the role of gravity in space. From Earth, the Moon appears to wobble slightly over time, a phenomenon explained through Ciechanowski's engaging animations. Additional illustrations delve into how gravity influences moving bodies, showing how the force of gravity depends on the masses of the objects and the distance between them.

Via: Webcurios

Thursday, December 19, 2024

The Coldest Day of the Year

map of the USA, showing the date of the average coldest day across the country

Did you know the coldest day of the year doesn’t arrive at the same time for everyone in the U.S.? While Groveland, California, is shivering through its chilliest day today, parts of the East Coast are still weeks away from their coldest temperatures. This is because the coldest day of the year, on average, occurs at least a month earlier on the western seaboard than on the eastern seaboard of the United States.

According to NOAA's Coldest Day of the Year interactive map, the farther west you are in the United States, the more likely it is that you have already experienced the coldest day of the year. The map is based on 30 years of temperature data and shows the average coldest day of the year at thousands of weather stations across the country. 

NOAA explains that in the eastern part of the United States, the "coldest day of the year is typically later ... thanks to cold air from snow-covered parts of Canada dipping down into the area."

Thanks, Canada!

If you want to know when the first snow of the year is most likely to fall, you can refer to NOAA's handy interactive First Snow Map. This map provides a nationwide guide to when you can expect the first snow of winter. It displays the date at your location when the chance of snow is at least 50%, based on historical weather records from 1981 to 2010.

Latitude and altitude play the biggest roles in determining when you are most likely to experience snow. On average, the farther north you are and the higher your altitude, the earlier you are likely to see snow.

Wednesday, December 18, 2024

An Earth Powered by the Sun

spinning Earth globe showing solar farms around the world

Australia's ABC has used data from TransitionZero to map out the astonishing growth in solar energy around the world. Using machine learning to analyze global satellite imagery, TransitionZero has discovered that solar farms now cover approximately 19,000 square kilometers of the Earth. And the number of solar installations is doubling every three years.

Using a 3D globe of the Earth, ABC has mapped out the world's solar farms to visualize where and how solar power is reshaping energy systems worldwide. In A Survey of the World's Solar Energy Boom you can explore for yourself the regions driving this revolution. 

China is leading the charge in solar power, installing more solar capacity in 2023 than the rest of the world combined, with vast arrays in the sparsely populated west and north. India follows closely, leveraging government subsidies to build mega-projects like the Khavda Renewable Energy Park, which will power over 16 million homes. Meanwhile, countries, such as Pakistan and Namibia, are rapidly embracing solar through grassroots initiatives and affordable imports from China.

Solar power’s meteoric rise can be attributed to a combination of technological innovation, economic scalability, and urgent climate goals. Advances like UNSW’s PERC technology have revolutionized solar efficiency, while mass production in China has driven down costs, making solar the cheapest form of electricity. 

Global solar capacity is now projected to provide 12% of all electricity in just three years time. By 2034, experts predict solar could account for nearly half of the world's power generation, underscoring its central role in the transition to a sustainable energy future.

Tuesday, December 17, 2024

The CEO Murder Map

map of the United States showing the locagtions of 2,973 school shootings

For the past two weeks, the United States has been reeling from the shocking murder of Brian Thompson in New York. As a data scientist, my instinct is always to ask how data can help make sense of what, on the surface, appears to be a senseless act of violence.

To that end, I have created the CEO Murder Map, to identify potential geographical patterns in the murders of millionaire executives. The map includes an interactive timeline that allows users to filter CEO murders in the United States by year.

My murder map was partly inspired by the K-12 School Shooting Database's Interactive Map of School Shootings , which documents 2,973 shootings across the United States. Disturbingly, this year alone, school shootings have occurred, on average, almost every single day. It is almost a bigger problem than the murder of CEOs.

The tragic reality is that the shooting of young school children in the United States has become a near-daily occurrence. Yet, these events seldom receive the same sustained media attention as the death of a CEO. The American media appears far less concerned with understanding why school children are being shot daily in classrooms than with the loss of one multi-millionaire, which has prompted endless analysis and soul-searching. I hope my CEO Murder Map can help provide some much-needed perspective on the broader context of violence in corporate America.

The K-12 School Shooting Database was established in 2018 following the Parkland High School Shooting. It now contains data on nearly 3,000 school shootings in American schools, spanning from 1966 to 2024. The Interactive Map of School Shootings includes powerful filtering options, allowing users to explore data by year, number of fatalities, school level, and time period.

Monday, December 16, 2024

The WaterwayMap

The WaterwayMap is a visually beautiful interactive map that uses OpenStreetMap data to visualize the structure and flow of rivers around the world.

At its core, WaterwayMap utilizes the directional data of waterways recorded in OpenStreetMap (OSM). In OSM, waterways are represented as ways - ordered lists of nodes that indicate the sequence and direction of flow. WWM uses this directional information and calculates additional hydrological details to provide a comprehensive visualization of water systems.

Thanks to a recent update by Amanda McCann, the map's creator, the widths of rivers now represent cumulative stream lengths. This means that the width of a river segment on the map reflects the total cumulative length of all upstream waterways feeding into that segment. Thicker lines represent rivers with larger upstream networks, such as major rivers fed by extensive tributary systems.

The colors of the rivers indicate grouped waterways and are randomly assigned. These colors help users visually separate different river systems or watersheds on the map. Each color corresponds to a connected network of waterways, typically a river and its tributaries. This allows users to easily identify which rivers and streams belong to the same system.

You can also explore watersheds on the Global Watersheds interactive map. By clicking anywhere on the map, you can view a visualization of the upstream watersheds calculated from your selected location. The map enables you to quickly see the origin and destination of water at any point on Earth.

The screenshot above shows the vast 1 million km² watershed flowing from the Andes into the Solimões River in Brazil. To explore the world's largest watersheds, you can click downstream in the Amazon Basin (the world's largest watershed) or in the Mississippi River Watershed in the United States.

If you're interested in tracing the flow of a watercourse, you can select the 'downstream' option on the map. This will display the flow path of the selected river from your chosen location to the ocean. Other options allow you to download watershed data in geoJSON, shapefile, or KML formats.

Also See:

River Runner and River Runner Global - uses elevation and hydrology data to calculate and animate the probable ultimate journey of a drop of water from any location to the sea. 

Saturday, December 14, 2024

Draw Your Neighborhood

Detroit Neighborhoods Map

DETROITography has released an innovative interactive map that allows Detroit residents to outline their neighborhoods based on their personal perceptions. The aim of the Detroit Neighborhoods Mapping Tool is 'to collectively map neighborhoods as an image of the city in maps and words'.

The tool starts with a blank base map, devoid of predefined neighborhood names or boundaries. Users are encouraged to draw their own interpretations of their local neighborhood. To assist with orientation, optional overlays such as the locations of schools, churches, and community groups can be toggled on.

Additionally, the tool provides a feature to view all user submissions. On this collective map, the drawn neighborhoods are displayed as overlapping colored polygons. Hovering over any area reveals insights into how the community perceives its boundaries, including the percentage of submissions identifying it as part of specific neighborhoods.

US map with lots of user attempts to draw the border of Texas

The Detroit Neighborhoods Mapping Tool inspired me to revisit my own interactive project, Where is Texas. This map functions similarly, asking users to draw their interpretation of the Texas border. After submitting their outline, users can view all other submissions as well as the actual Texas boundary, which is displayed in green for comparison.

If you’re interested in creating your own regional survey tool, you can clone my map on Glitch. To do this, simply "remix" the project and replace all references to "Texas" in the text with the location you want to survey. Additionally, you’ll need to either remove the Texas polygon from places.js or update it to reflect the new geographical area you’re focusing on.

Friday, December 13, 2024

The Real-Time GPS Spoofing Map

GPS Spoofing map showing lots of spoofing activity in Eastern Europe and the Middle East

Airlines around the world are reporting an increase in GPS spoofing and jamming incidents. GPS spoofing involves deliberately transmitting false GPS signals to trick a GPS receiver into believing it is in the wrong location. This manipulation can lead to navigation errors and pose significant security risks.

GPS jamming, on the other hand, involves intentionally blocking or interfering with GPS signals using a device called a GPS jammer. These devices transmit radio signals on the same frequency as GPS satellites, disrupting the ability of GPS receivers to pick up the legitimate signals needed to function. A GPS device receiving a jammed signal becomes unable to determine its true location.

As expected, GPS spoofing and jamming are most often encountered in conflict zones. For instance, in 2022, Space reported that Russia was jamming GPS signals during its invasion of Ukraine. Additionally, since Finland and Norway joined NATO, the Baltic region has experienced a marked increase in GPS jamming, which is widely attributed to Russian activity.

SkAI Data Services' Live GPS Spoofing and Jamming Tracker Map is an interactive map that uses live ADS-B data from the OpenSky Network to detect spoofed aircraft positions and areas of GPS jamming in real-time across the globe. As shown in the screenshot at the top of this post, the map currently highlights high levels of GPS spoofing and jamming activity in the Eastern Mediterranean, Eastern Europe, and the Baltics.

Similarly, FlightRadar's GPS Jamming Map analyzes NIC (navigation integrity category) data to determine where in the world GPS signals are currently being jammed or experiencing interference. NIC is a metric used to determine the quality and the consistency of navigational data received by aircraft and this metric indicates the reliability of an aircraft's position data. FlightRadar uses the NIC values of planes around the world to determine where GPS jamming or interference is currently affecting GPS signals.

Thursday, December 12, 2024

Mapping Marine Light and Noise Pollution

screenshot of the Aquaplan map prominently featuring NASA's Black Marble map of global light pollution

The AquaPLAN (Aquatic Pollution from Light and Anthropogenic Noise) is a new interactive map designed to address the pressing issue of pollution in aquatic environments. It is the first interactive map to visualize the extent of artificial light at night and anthropogenic noise pollution in European marine and freshwater habitats.

Recent studies highlight the adverse impacts of light and noise pollution on diverse aquatic species. Artificial light at night (ALAN) disrupts natural behaviors, such as the migration patterns of fish, turtles, and other marine life that rely on darkness as a cue. For example, sea turtles often become disoriented by artificial lights near beaches, leading hatchlings away from the ocean. Noise pollution, predominantly caused by shipping, underwater drilling, and industrial activities, also poses significant threats. Loud anthropogenic noises can mask communication signals among marine animals, such as whales and dolphins, affecting their ability to navigate, find mates, or avoid predators.

AquaPLAN uses NASA's Black Marble map of global light pollution as its basemap layer. NASA's Black Marble map is a highly detailed visualization of Earth's nighttime lights, created from data captured by satellites. The Black Marble map provides a unique perspective on human activity and its environmental impacts by showcasing the distribution and intensity of artificial lights across the globe. Using AquaPLAN this light pollution map can be augmented by a number of other map layers, These include map layers which visualize: Global Ship Noise, ALAN (a metric used to assess the risk associated with Artificial Light at Night and its impacts on the environment), and marine habitats.

AquaPLAN’s map can be used to overlay these layers of data on light and noise pollution, either independently or in tandem. This capability allows researchers, policymakers, and environmentalists to assess the spatial extent and intensity of these stressors across rivers, lakes, coastal waters, and offshore marine habitats. As the platform evolves, AquaPLAN hopes to incorporate even more habitat maps, offering users a more nuanced understanding of how these pollutants intersect with sensitive ecosystems. 

One goal of AquaPLAN is to raise public awareness about reducing light and noise pollution. Practical tips for individuals to minimize their environmental footprint are available on the project’s website.

Wednesday, December 11, 2024

The Interactive Murder Map

map showing the locations of mursers in Norway

Norwegian newspaper VG has been mapping murders in Norway since the turn of the millennium. The cumulative data in Murder in Norway allows the paper to provide some fascinating insights into Norwegian homicides. For example, this year, 61% of murder victims have been killed by a family member or a partner/ex-partner. Last year, 45% of murder victims were killed by their partner or ex-partner. Unsurprisingly, in most of those cases, the victim was a woman killed by her male partner or ex-partner. So far this century, 90% of murders in Norway have been carried out by men.

Drap i Norge has used VG's homicide data to create an interactive map of all Norwegian murders since 2000. This map plots where each murder occurred and allows users to filter the results by murder weapon and the murderer's country of birth. Pen portraits of each murder victim are also displayed in the map sidebar.

I rarely review crime maps on Maps Mania because I often find them uninformative. One major issue with most crime maps is that they only plot crimes reported to the police, which can be misleading. For example, I have had three or four bikes stolen over the last 20 years and have never reported any of these thefts to the police. 

I suspect that unreported crime is less of an issue with homicides, making murder maps somewhat more reliable. However, despite being less affected by data collection issues, a 'murder map' still has many of the shortcomings commonly associated with crime maps. For instance, VG's Murder in Norway map (shown below) misleadingly appears to suggest that people are far more likely to be murdered in the south of the country than in the north.

map showing the locations of mursers in Norway
The reality, of course, is quite different. Both the Drap i Norge interactive map and VG's Murder in Norway map are simple plots of all the murders that have occurred in Norway this century. Neither map normalizes the data by population.

In data visualization, normalizing by population means adjusting data values to account for differences in population size, enabling fairer comparisons between different regions. The density of red dots on both Drap i Norge and Murder in Norway maps is merely a reflection of population density, offering little insight into murder rates across the country.

Instead of displaying raw totals, which can be misleading, these maps could provide the option to normalize the data 'per capita' for each county. This would give viewers a much clearer picture of murder rates across the different regions of Norway. To be really informative the maps could even provide other demographic and socioeconomic data layers - allowing the user to explore what may be some of the underlying contributing factors to localized homicide rates.

Tuesday, December 10, 2024

How Good is Your Map Memory?

London map with some borough names successfully added

Discover the World, One Click at a Time!

Tripgeo has released another exciting, map-based game that challenges you to explore your geographic knowledge like never before! Map Memory allows you to center an interactive map anywhere in the world to create a unique map game, entirely based on the local geography.

Whether you're a geography whiz or a curious traveler, Map Memory is perfect for anyone looking to test their global knowledge, challenge their memory, and have fun along the way.

How Does Map Memory Work?

At its core, Map Memory is a geography game with a twist. It combines geographic exploration with quick thinking and observation. Here’s how you play:

Click on the Map:

Start the game by clicking anywhere on the interactive map. This will reveal the twelve nearest towns to your selected location. The town locations are shown on the map with twelve red markers.

Drag Place-Name Labels:

As you explore the region, drag the names of the towns onto their correct location on the map. If you guess correctly, the town name will appear on the map and you’ll score a point. Guess incorrectly and the place-name label will turn red.

Complete the Challenge:

Aim to guess all twelve towns. The less incorrect guesses you make, the better! At the end of the game you will be scored on the number of moves it took you to place all 12 place-name labels correctly on the map.

How it Works

At the heart of Map Memory is the Overpass API, a powerful tool that taps into the OpenStreetMap (OSM) database to retrieve geographic data. When you click on a location on the map, the game sends a query to the Overpass API, requesting information about nearby geographic features - in this case, the twelve nearest towns to your clicked location. 

The Overpass API responds with data on the twelve nearest towns, including their names and precise geographic coordinates, enabling the game to identify and display the towns closest to your chosen point. This seamless integration allows Map Memory to dynamically adapt to any location you select on the map. Once the API returns the data, the game processes it to extract only the necessary information for the game. Markers are then placed on the map at the exact locations of the towns and their draggable name labels are added to the map sidebar.

Monday, December 09, 2024

Do You Live in 15 Minute City?

map of Dallas with neighborhoods colored to show how walkable they are

Imagine stepping out of your home and finding your favorite café, grocery store, and park just minutes away. For residents of New York or Seattle, this is a daily reality. But in sprawling cities like Houston or Indianapolis, such convenience remains a dream for many. Thanks to The Washington Post, you can now discover how walkable your city is compared to other U.S. cities.

The Washington Post has created an interactive map showing how long it takes "to walk to points of interest" in 200 metro areas across the United States. On the WaPo's How Walkable is Your Neighborhood? , neighborhoods are color-coded to indicate the time required to walk to locations in nine categories of amenities.

According to the research underlying the map, cities such as Atlanta, Nashville, Houston, and Indianapolis rank among the least walkable in the U.S. In contrast, Seattle, Washington D.C., New York, and Chicago are some of the most walkable cities.

The WaPo's map is based on a study conducted by Sony Computer Science Laboratories in Rome, titled A Universal Framework for Inclusive 15-Minute Cities. The "15-minute city" is an urban planning concept focused on ensuring that residents can access most of their daily needs - such as work, shopping, healthcare, education, and recreation - within a 15-minute walk or bike ride. This concept aims to create more livable, sustainable, and community-oriented environments where essential services are easily accessible to all residents.

A 'how walkable' map of San Francisco

For those outside the U.S. (or without access to the Washington Post's article), the study's own interactive map is an excellent alternative. By selecting a city on the Sony CSL 15min-City users can view a hexbin map that illustrates how accessible services are from each hexagonal area in the city. The color of each hexagon corresponds to the number of minutes it takes to reach essential services by foot or bike. Users can toggle between walking and cycling times and filter accessibility data by specific service categories, such as outdoor activities, education, shopping, dining, transportation, cultural activities, exercise, general services, and healthcare.

For U.S. residents, the Close is another valuable tool. It helps users identify walkable, bikeable, and transit-friendly neighborhoods across the country. Close allows users to prioritize specific amenities and destinations, generating a travel-time map for walking, biking, and public transit options. This feature makes it easy to discover ideal "15-minute neighborhoods" in towns and cities throughout the U.S.

Saturday, December 07, 2024

The Bellingcat Open Source Challenge

Wordle and Minute Cryptic and Scrambled Maps will have to a back-seat this month - there's a new daily challenge in town: the Bellingcat Open Source Challenge.

Launched by Bellingcat, a renowned platform for open-source research and investigative journalism, the Open Source Challenge is running throughout December. Five days a week, Bellingcat is posting a new challenge, inviting participants to use open-source tools to solve intriguing puzzles.

So far, five challenges have been set - each involving the analysis of a different photograph, primarily to uncover geolocation clues. After about 90 minutes of sleuthing, I’ve managed to solve only two of this week’s daily challenges (the photos outlined in green in the screenshot above).

I don’t want to spoil the challenge for you by giving away any answers, but I can share the tools I’ve been using this morning (none of which, ironically, are truly open-source):


Bellingcat maintains its own Online Open Source Investigation Toolkit, a comprehensive, categorized database of tools for verifying photos and videos, archiving web pages, and much more. To add to the collaborative spirit, Bellingcat has set up a Bellingcat Challenge channel on its Discord Server, where participants can work together to crack each daily challenge.

Friday, December 06, 2024

US Segregation Maps

Visualizing U.S. Segregation Through Interactive Maps

Census Dots is an interactive map of 2020 U.S. census data. On the map, millions of colored dots each represent one individual. The colors indicate the race or ethnicity that individuals identified with in the 2020 Census. Although the map does not mention this explicitly, most census dot maps randomize the locations of dots within each census area for privacy.

Using this map, you can zoom in on any city to observe how segregated many American communities remain. To understand the historical context of this segregation, you can compare cities on the Census Dots map with historical redlining maps from the University of Richmond's Mapping Inequality:

Oakland California
side by side comparison of the redlining map of Oakland and the racial dot map of Oakland

In the image above, the redlining map of Oakland appears side by side with its Census Dot map. The red areas on the redlining map represent neighborhoods classified as "Hazardous" or "Type D." These were deemed the riskiest neighborhoods for investment and were effectively "redlined." Historically, the "Hazardous" category was often assigned to areas predominantly inhabited by Black or other "non-white" populations.

In the 2020 Census, these same neighborhoods show high densities of Black residents, according to the Census Dots map. By contrast, the green areas on the redlining maps represent neighborhoods deemed "Best" or "Type A" by redlining inspectors in the 1930s. These neighborhoods were primarily reserved for White residents. Today, according to the census, these "best" neighborhoods remain predominantly White.

Greater Seattle

The blue areas on redlining maps indicate "Still Desirable" or "Type B" neighborhoods. These areas were typically assigned to middle-class or upper-middle-class White residents.

Meanwhile, areas marked as yellow on the redlining maps - classified as "Definitely Declining" or "Type C" - represented working-class neighborhoods. These areas were often viewed as likely to "deteriorate" further and were generally excluded from favorable mortgage lending practices.

Dallas, Texas
The 1930s redlining map of Dallas shows that the "Best" (green) neighborhoods were primarily located in the northern part of the city. According to the 2020 Census Dots map, these northern neighborhoods are now predominantly White.

Redlining maps, officially known as Residential Security Maps, were created by the Home Owners' Loan Corporation (HOLC) in the 1930s in the United States. These maps were used to assess the risk of mortgage lending in different neighborhoods. The colors assigned to areas indicated their "security" for investment, which was influenced by racial, ethnic, and economic factors, leading to systemic discrimination.

In this post I have compared three cities at random. You can use the Census Dots map and the Mapping Inequality: Redlining in New Deal America to make your own comparisons.

Thursday, December 05, 2024

North America's Shrinking Railways

animated GIF of a map showing passenger rail lines in 1980 and 2024 in the USA and Canada

Passenger rail services in 1980 and 2024 interactive map visualizes the Amtrak (red) and VIA Rail (blue) systems in 1980 and 2024, alongside independent railways and commuter services (green). The map highlights a notable decline in the availability of passenger rail services in both the USA and Canada over the last 44 years.

Using the map's slide control, you can easily switch between the rail services available in 1980 and those in 2024. This quick comparison starkly illustrates the reduction in passenger rail services in both countries. Additionally, the 1980 map includes notable routes (in grey) that were discontinued after 1976, revealing an even more dramatic decline when comparing the situation today to earlier years.

Canada: Passenger Rail Decline

In Canada, VIA Rail’s 2024 service levels have significantly decreased compared to 1980, especially in terms of the number of routes and trains available outside the core Quebec City-Windsor Corridor. The focus has shifted toward fewer but higher-quality services in high-demand areas, often at the expense of rural and remote connectivity.

USA: Amtrak’s Reduced Long-Distance Services

In the USA, Amtrak’s long-distance services are less frequent in 2024 than in 1980, with several routes entirely discontinued. The 1980 map also shows numerous additional routes (in grey) that were abandoned between 1976 and 1980. 

For a broader perspective, Vox’s animated map - the decline of passenger railway services in the US - illustrates the steady erosion of American rail since 1962. 

map of rail lines in Canada, the USA and Mexico

Freight vs. Passenger Rail in North America

It's important to recognize that while passenger rail has declined, the USA still possesses an extensive rail network. This is clearly shown on the National Rail Network map of Canada, the USA, and Mexico. However, this vast network is predominantly used for freight transportation rather than passenger rail.

The United States actually has one of the largest rail networks in the world, but freight railroads account for approximately 140,000 miles of track, while Amtrak operates on around 21,000 miles, most of which it does not own. Instead, Amtrak relies on agreements with freight railroads to use their tracks, often resulting in delays because freight trains are given priority.

Global Rail Network Comparisons

For a deeper comparison of the U.S. rail network with those of other countries, you can refer to OpenRailwayMap. This resource uses OpenStreetMap data to create a worldwide, open, up-to-date, and detailed map of global rail networks.

Wednesday, December 04, 2024

The Bird Migration Atlas

map showing migratory routes in Europe of the Barn Swallow

The European Turtle Dove is a relatively small bird, weighing only about 100 grams (3.5 ounces). Despite its size, the European Turtle Dove undertakes an incredible long-distance migration of around 5,000 kilometers (3,000 miles) from Europe to sub-Saharan Africa every year. This remarkable journey, along with the migratory routes of hundreds of other bird species, can be explored in detail on the Bird Migration Atlas.

The Bird Migration Atlas is an interactive map that plots the migration patterns of over 300 bird species across two continents: Eurasia and Africa. The map integrates data from historical European ringing schemes and modern tracking technologies to provide a comprehensive view of migration routes across both continents.

The Overall Connectivity map serves as the starting point for all species, revealing patterns of migratory connectivity. It highlights how birds from different geographic regions move, considering variations by age and sex. This map visualizes broad migratory trends, such as seasonal routes and key stopover sites that birds use during their journeys. Users can toggle additional layers for a more nuanced view, such as tracking data (where available), to better understand the specific migratory routes of individual species.

The By Region map allows for a deeper examination of bird movements based on where they were originally ringed and where they have been recovered. By color-coding encounters according to European ringing regions, this tool makes it easier to trace how individuals from specific populations migrate. The inclusion of tracking data (from sources like Movebank) further enriches the visual representation by displaying precise movement patterns, such as those derived from satellite transmitters or geolocators.

You can explore the migration patterns of American bird species on the impressive Bird Migration Explorer. The Bird Migration Explorer is an interactive map that visualizes the migratory patterns of 458 bird species that breed in the United States and Canada. Using the map, you can explore the journeys of individual bird species and discover when different species are likely to migrate through your town or city.

The Bird Migration Explorer allows you to view animated maps showing the full migration routes of these 458 species. By entering a location into the interactive map, you can also discover which bird species migrate to or through that location and when they are most likely to be seen.

Tuesday, December 03, 2024

The Joy-Plot Map of Europe

map of Europe using horizontal lines with peaks used to show population levels

The Ridgeline Map of European Population Density is an interactive map that provides a multi-resolution visualization of Europe's population density in the form of a joy-plot.

Joy-plots, also known as ridgeline plots, draw their inspiration from one of pop culture’s most iconic visuals: the album cover of Unknown Pleasures by Joy Division. Designed by Peter Saville in the 1970s, the cover features a mesmerizing depiction of radio waves emitted by a pulsar (the image was originally published in the Cambridge Encyclopaedia of Astronomy). Over time, this striking design has transcended its musical roots to become a cultural and artistic symbol. In the world of data science, visualizations that echo this pulsar-inspired aesthetic are affectionately dubbed “joy-plots,” paying homage to the legendary album and its enduring influence.

This interactive joy-plot map of European population density was made using Gridviz. Gridviz is 'a JavaScript library for visualizing gridded data ... using a large variety of cartographic styles and techniques.' The resulting joy-plot map leverages the Eurostat GISCO Population distribution dataset to represent population density as horizontal ridgelines, where vertical peaks convey the density of the population across different areas of the continent.

Three different styles of joyplot map showing European polulation density

Gridviz even offers three unique joy-plot styles for exploring European population density data: the basic joyplot, the shaded joyplot, and the random colored joyplot. As users zoom in on these maps, higher-resolution joy-plot lines appear, revealing finer details about population density at more localized levels. Additional place-name labels are also displayed, making it easier to navigate and understand the data at different scales.

Monday, December 02, 2024

Geotripper - the Traveling Salesman Game

Only a few days after the release of the flight sim game Travel Cat the prolific TripGeo is back with another entertaining geographical map game. GeoTripper offers players a unique challenge: charting the shortest possible route through a series of random destinations around the globe! 

GeoTripper is a lot of fun to play. I was fortunate enough to get a sneak peek of the game over the weekend, and I’ve been hooked ever since. It is an original concept for a game which also manages to be very addicting!

Remember that - as I'm now going to get a little technical in exploring the dynamics of the game - 

Here's how it works:

  1. You are given a list of locations.
  2. You plot a route to connect them all in the shortest distance.
  3. You submit your route and earn points based on how close your plan is to the optimal solution.
In essence, GeoTripper challenges players to solve a series of Traveling Salesman Problems (TSP). 

The Problem:

The TSP is a classic optimization problem in mathematics and mapping. Imagine a salesperson who needs to visit a number of cities. The challenge is to determine the shortest possible route that visits every city exactly once. The TSP has clear real-world applications, such as optimizing delivery routes for goods.

The Solution:

There are several methods for solving a TSP, including the Held-Karp algorithm and the Christofides algorithm. GeoTripper uses a brute force approach. This method involves calculating all possible permutations of the listed cities and determining the total distance for each route.

It's Fun!

You don’t need to worry about solving complex TSP algorithms while playing GeoTripper. Instead, you can just use your geographical knowledge to plot the best-looking route on the map. Your score depends on how close your route is to the optimal one.

With 12 different routes to complete in various regions of the world (plus a global challenge), GeoTripper offers plenty of variety. Players earn points and gold cups for each route, and the ultimate goal is to collect gold cups for all 12 routes.

A Race Against Time

Geotripper resets every 15 minutes (at :00, :15, :30, and :45 past the hour). This means you have only a quarter of an hour to complete all 12 routes - but it also means there are 12 new rounds to play every 15 minutes!

Saturday, November 30, 2024

Lifetime Net Elevation Scores

visualization of Albert Einstein's net elevation score

Topi Tjukanov's popular Notable People map highlights the most "notable" person born in specific locations around the world. The designation of "most notable" is determined based on the highest number of page views of individuals listed on Wikipedia's "People from X" pages.

I’ve often pondered the idea of creating a complementary Notable Deaths map that showcases the most famous person to have died in each city around the globe. The reasoning behind such a map, albeit somewhat speculative, is that the location of a person's death might provide a better indication of where they spent the majority of their life compared to their birthplace.

However, I’ve consistently decided against pursuing this idea for two primary reasons:

  1. I’ve never come across comprehensive lists of "People who died in X" on Wikipedia or elsewhere.
  2. I doubt that the location of a person's death is actually any more indicative of where they spent most of their life than their birthplace.
Of course I could just look-up the individual entries of notable people on Wikipedia to discover where they died. Which I assume is where Net Elevation found their 'death place' locations for 'famous deceased' persons. 

The Net Elevation website focuses on the unique relationship between a person's life journey and geographical elevations. It presents a poetic and data-driven perspective, emphasizing the difference in elevation between a person's birthplace and death place as a simple metric to reflect on an individual's life.

Calculating Net Elevation Metrics:

Birthplace Elevation: Every individual is born at a specific geographic location, which has a measurable elevation (the height above or below sea level).

Death Place Elevation: Similarly, when a person dies, their death location has its own elevation.

Net Elevation: The difference between these two elevations - birth and death - is their "net elevation."

For example, Albert Einstein, who was born in Ulm and died in Princeton, had a net elevation score of -411 meters. Not exactly the most impressive lifetime achievement, I’m sure you’ll agree.

In essence, Net Elevation is a humorously intriguing concept that offers a brief but entertaining diversion. Now, if all that death-location data could be leveraged to create a Notable Deaths map (showing the most famous person to have died in each location around the world) then you’d really be killing it!

Via: Webcurios

Friday, November 29, 2024

Travel Cat's Aerial Adventures

animated screen recording of a cat flying towards the Eiffel Tower on Google Maps

I have seen a few flight simulator games created with 3D maps over the years,, but Travel Cat to let you pilot a plane as a cat. Flying a feline-piloted plane past the Eiffel Tower in Paris or around the Statue of Liberty in New York is as enchanting as it sounds. It is also a lot of fun.

Travel Cat uses the Google Maps API's 3D view to create a basic flight simulator that allows you to explore anywhere in the world. Or drive! Clicking on a road in the 3D map view instantly places your cat on terra firma, behind the wheel of a car. Press 'B,' and the car transforms into a 3D model of a boat, letting you explore waterways with equal ease.

The charm of Travel Cat lies primarily in the whimsical nature of its protagonist - a fearless feline pilot. Flying a cat-piloted plane around some of the world’s most famous landmarks elevates what might have been a straightforward flight simulator into a heartwarming and imaginative experience. Google's 3D map view enhances the realism of the game, delivering an immersive low-altitude flying experience. 

Whether you’re soaring above landmarks or cruising through streets and waterways, Travel Cat offers a delightful blend of exploration and whimsy that helps to set it apart from other map-based flight simulators.

Travel Cat isn't the only game to have been released by TripGeo this week. You might also enjoy Video Scramble. While not directly map-related, Video Scramble has a cartographical link, as it is inspired by TripGeo's popular Scrambled Maps game. 

Scrambled Maps is a daily puzzle game that challenges players to rearrange a scrambled map of a different city each day. Video Scramble builds on this concept with a similar challenge - this time requiring players to unscramble an AI-generated video. There are 20 videos to solve in total. So far, I’ve successfully unscrambled 16 of them, and I can confirm they all share a distinctly monsterish theme.

Thursday, November 28, 2024

Drowning in Plastic

globe showing the location of the Indian Ocean Garbage Patch
There are five large ocean garbage patches. Most people have heard of the Great Pacific Garbage Patch, but there are also the North Atlantic, South Atlantic, Indian Ocean, and South Pacific garbage patches.

These garbage patches form due to ocean currents called gyres, which trap floating debris in circulating patterns. Over time, waste such as plastic bottles, fishing nets, and microplastics accumulates in these areas. The primary causes include improper waste disposal, runoff from rivers carrying trash into the sea, and discarded debris from ships and fishing activities. This pollution poses serious threats to marine life, ecosystems, and human livelihoods.

The Straits Times has been investigating the Indian Ocean Garbage Patch, the third largest after the Pacific and South Pacific patches. In Drowning in Plastic, the newspaper uses a story-map to show the location of the Indian Ocean patch, explain how it is formed, and detail the consequences for marine life and the food chain.

globe showing the ocean's garbage patches
The Seas of Plastic is another mapped visualization of the floating plastic debris polluting the world's oceans. This interactive visualization features a globe highlighting the five major circulating gyres of plastic in the North Pacific, North Atlantic, Indian Ocean, South Atlantic, and South Pacific. It also includes a Sankey diagram that illustrates the amount of plastic debris contributed by different countries to each of these gyres.

The data for the Seas of Plastic visualization is based on a Lagrangian particle tracking model, which simulates 30 years of input, transport, and accumulation of floating plastic debris worldwide. The model traces the paths of plastic particles from land to sea, providing estimates of the relative size of each of the five circulating gyres.

The Ocean Cleanup organization estimates that between 1.15 and 2.41 million metric tons of plastic in the oceans originate from the world's river systems, with two-thirds coming from rivers in Asia. To illustrate how and where plastic enters the world’s oceans, The Ocean Cleanup has released an interactive map titled River Plastic Emissions to the World’s Oceans.

The map highlights river systems across the globe, with scaled circular markers at the coast representing the predicted plastic input from each river system. These predictions are based on a model that considers factors such as population density, waste management practices, topography, hydrography, dam locations, and reported plastic concentrations in rivers worldwide.

Wednesday, November 27, 2024

Mapping the Underground Art Scene

close-up view of part of Roy Lichtenstein's Times Square mural showing a stylized subway train

Earlier this month Maps Mania reviewed Subway Stories, a visualization of subway journeys on the NYC subway system. The map was developed for the 2024 MTA Open Data Challenge.  Now, the MTA has announced the winner of that challenge: Art Off the Rails, an interactive map showcasing the artworks of the MTA.

Art Off the Rails uses the MTA's extensive art catalog to map the locations of artworks in New York's subway, Metro-North, and Long Island Rail Road stations. This innovative tool turns your daily commute into a cultural journey by highlighting the incredible variety of public art across the Metropolitan Transportation Authority (MTA) system.

The New York subway system is home to hundreds of stunning works of art. From intricate mosaics to striking sculptures, these pieces enrich commuters’ daily journeys underground. With Art Off the Rails, commuters can delve into the history, artists, and stories behind each MTA art installation.

Stations with artworks are marked on the map as white circles, with the size of the circle indicating the number of artworks at that location. This feature makes it easy to explore the artistic highlights along your subway route. From the beloved Alice in Wonderland-themed mosaics at the 50th Street station to Roy Lichtenstein's Times Square mural and the abstract glass installations at Fulton Center, the MTA subway is filled with fascinating works of art. Now, with the Art Off the Rails interactive map, you can uncover and appreciate these artistic gems.

The London Underground's Art on the Underground map is a little more analog. While there isn’t yet an interactive map for the artworks on the Tube, the Art on the Underground website offers a free downloadable PDF Art Map. This printable guide (a snippet of which is shown above) uses the iconic Harry Beck-inspired schematic layout of the London Underground system.

On this map, numbers indicate the locations of artworks across the Tube network. A key provides details about each numbered artwork, including its title, artist, and precise station location. The London Underground map features works by notable artists such as Eduardo Paolozzi, Mark Wallinger, and Clare Woods.

Tuesday, November 26, 2024

Travel Times in the Roman & British Empires

Map showing a route from Derbyshire to Hertfordshire

In Jane Austen's Pride and Prejudice, the heroine Elizabeth Bennet marries Fitzwilliam Darcy. This marriage separates Elizabeth from the rest of her family, both in terms of class and physical distance. As the new mistress of Pemberley, Darcy's grand estate in Derbyshire, Elizabeth must move over 130 miles away from her childhood home of Longbourn, in rural Hertfordshire.

While 130 miles might not seem like a huge distance to modern readers, in the 18th century, the journey would have taken at least two whole days of uncomfortable travel by post chaise or private carriage. At least, that is according to the new Travel in Times interactive map. In reality, the journey would probably have taken three days, when you account for stops at inns along the way for meals and to rest the horses.

One of my all-time favorite digital maps is OmnesViae, a Roman route planner that shows you how long it would take to travel between any two locations during the reign of the Roman Empire. OmnesViae: Itinerarium Romanum is a route planner that lets you navigate the Roman Empire using the roads and shipping lanes that were actually available to the ancient Romans.

The map is based on information from the ancient Roman map, the Tabula Peutingeriana, and allows you to plan a route that includes all the main roads and cities of the Roman Empire. You could use the map, for example, to plan a route between Rome and the gladiatorial amphitheater in Lecce. Depending on your strength and fighting skills, you might not need directions for the return trip.

Now, thanks to the University of Cambridge, you can also find out how long it would take to travel around the UK during the height of the British Empire. Travel in Times is another historic online journey planner. This map shows you how long it would take to travel between any two locations in England and Wales at three specific dates in history: circa 1680, circa 1830, and in 1911.

The Travel in Times journey planner offers a fascinating glimpse into the history of travel and transportation in England and Wales. By focusing on key historical moments in 1680, 1830, and 1911, the map allows users to explore how advancements in infrastructure - such as turnpike roads, stagecoaches, and the railway system - revolutionized the speed, cost, and comfort of travel. This historical perspective highlights the dramatic improvements that took place over a period of 230 years, transforming the way people moved across the England & Wales.

Via: Quantum of Sollazzo

Mapping the U.S. Electoral Divide

map & scatterplot showing the urban-rural divide in electoral votes

In the United States, a persistent and striking political divide is evident between urban and rural areas. High-density urban regions overwhelmingly tend to support Democratic candidates, while low-density rural areas lean Republican. This geographical polarization shapes the outcomes of elections and reflects broader cultural, economic, and ideological divisions. 

A compelling exploration of this phenomenon can be found in Mike Travers’ visualization Population Density x Political Alignment. This tool uses a scatterplot and map to vividly illustrate the relationship between population density and voting tendencies, offering a nuanced perspective on the interplay of demography and democracy.

The scatterplot in Travers’ visualization is particularly illuminating. Each county in the United States is represented by a circle, with its size corresponding to the population and its color indicating political leaning - blue for Democratic support and red for Republican. The plot highlights a clear trend: counties with low population density cluster to the left, predominantly in shades of red, while highly dense counties to the right are predominantly blue.

The map in Travers’ visualization complements the scatterplot, translating these trends into geographical context. Counties are color-coded based on their political leanings, creating a vivid visual distinction between the urban blue strongholds and the expansive rural red areas.

The urban-rural divide depicted in Travers’ visualization is rooted in broader societal forces. Urban areas, with their higher population density, often attract diverse populations and foster progressive social and economic policies, aligning with Democratic platforms. In contrast, rural areas, with lower density and more homogenous communities, are more likely to emphasize traditional values and prioritize policies championed by Republicans. This divide is not unique to the United States; many countries exhibit similar patterns, with metropolitan areas leaning left and rural regions leaning right.

Mike Travers’ Population Density x Political Alignment offers a powerful lens to explore these dynamics, blending demographic data with political trends to illuminate one of the most significant divisions in modern American politics. Despite many urban areas swinging more to the right in this year's election there is still a clear political divide between urban and rural voters in the United States.

Monday, November 25, 2024

Giant Dancing Virtual Geoglyphs

@duncan77mccabe Strava art animation through the streets of Toronto! This took me 121 runs from January to October 2024. #strava #running #toronto #purplehat #active #run #Canada #motivation #madden25 #ncaa #purple #hat #sofitukker #sofi #tukker ♬ original sound - Duncan McCabe

Accountant and avid runner Duncan McCabe has invented a new form of art - virtual animated geoglyphs. Using the Strava app, which tracks GPS movements during exercise, McCabe has transformed Toronto's city streets into a digital canvas, creating mesmerizing animations from his daily runs.

In the embedded TikTok video above, you can see his latest creation: a dancing stick figure shimmying to SOFI TUKKER’s hit track, Purple Hat. According to BlogTo, it took McCabe 10 months and 121 meticulously planned runs to complete the animation, with each tracked route serving as one frame in the final piece.

The Birth of a Creative Vision

McCabe’s fascination with Strava art began after discovering a fellow enthusiast’s beaver-shaped route. Inspired, he decided to transform his daily exercise into an ambitious creative project. Strava map running tracks, essentially “single frames,” became the perfect medium for him to explore animation. By carefully plotting out the movements of his stick figure across Toronto’s grid-like streets, McCabe turned individual runs into a choreographed series of frames. When stitched together the frames of each run become a fluid, playful animation.

a glyph of a baby on a map of Adelaide
A Community of GPS Artists

It is a perhaps a bit of a stretch to claim that Duncan McCabe has invented a new form of art. Thousands of people around the world have used their Strava GPS tracks to create artistic "glyphs." There is even a website dedicated to showcasing these creations. strav.art curates some of the best works of GPS art, submitted by runners, cyclists, and hikers.

Strav.art features everything from intricate, detailed images to simple stick-figure designs, proving that anyone with a little planning can create GPS art. Whether you’re an aspiring Da Vinci or just a beginner, there’s room to express your creativity.

How to Create Your Own GPS Art

If you’re inspired to try creating GPS art yourself, here’s how to get started:
  • Plan Your Route: Begin by meticulously mapping out a path that, when tracked, will form a recognizable image.
  • Record Your Movement: Use the Strava app to track your run, walk, or ride as you follow your pre-planned route.
  • Share Your Work: Upload your creation to platforms like Strav.art.
You don’t need to be a master artist to join the community. Strav.art showcases everything from beautifully detailed works to straightforward designs, making GPS art accessible to all.