Monday, January 13, 2025

LA Fires Damage Inspections Dashboard

satellite map of the Palisades with individual buildings marked to show if they have been damaged or destroyed by fire

Around 105,000 Los Angeles residents remain under mandatory evacuation orders, with an additional 87,000 under evacuation warnings. Many of these residents are uncertain and deeply concerned about the safety of their homes. So far, more than 12,000 buildings have been destroyed by the Los Angeles fires.

To provide clarity and transparency, the County of Los Angeles has published preliminary maps of buildings destroyed in the Los Angeles fires. There are four separate Damage Inspection Dashboards, one for each fire:

These interactive map dashboards display the latest assessments of damage to buildings caused by each fire. Individual buildings are categorized as Destroyed, Major (damage), Minor, Affected, Inaccessible, or No Damage on the maps.

Each map provides a sobering visualization of the devastation caused by the LA fires. Unfortunately, the extent of the damage is expected to increase, as these maps are only preliminary. Damage assessments are ongoing, with updates being made daily. If a building on the map lacks an attached report, it means it has not yet been inspected.

By zooming into a neighborhood on any of the maps, the dashboard automatically updates to show the current statistics within the selected area. These include the number of buildings inspected, the number of residential and commercial buildings, and the count of structures categorized as damaged, destroyed, or unaffected.

Saturday, January 11, 2025

The Big Foot Sightings Map

map of Washington on top of which a video clip is playing of what is clearly a man dressed up in a Bigfoot costume

In October 2004, Rodney Frank Williams's daughters reported hearing what they described as "a combination of a whale and a dinosaur" coming from the state forestland near their home in Joyce, Washington. Upon further investigation, Williams discovered a footprint "much like a large wide human print dressed in a moccasin." Additional incidents, including a mysteriously moved pumpkin, led Williams to conclude - despite skepticism from some of his neighbors - that there was a Sasquatch in the area. He subsequently reported the episode to the Bigfoot Field Researchers Organization.

The Bigfoot Map is an interactive map of Bigfoot and Sasquatch sightings in Washington state. It is based on data compiled by the Bigfoot Field Reporters Association. The map features a variety of options, allowing users to filter sightings by day of the week and season. Using these filters, I couldn't detect any significant differences in the number of sightings by day. However, there is a noticeable decline in the number of sightings during the winter. This suggests to me that either:  

  1. Sasquatches hibernate,   
  2. Fly south for winter, or 
  3. Humans spend less time outdoors in winter.  
You may also be interested in:

America's UFO Hotspot Map
UFO Stalker - the latest UFO reports made to MUFON (the Mutual UFO Network)
The Anomaly Observatory - mapping reports of paranormal activities around the world

Thursday, January 09, 2025

Los Angeles Wildfire Maps

Five wildfires are currently burning in Los Angeles. At the time of writing, three of the fires remain uncontained. So far, the fires have claimed at least five lives, and 137,000 people have been evacuated. Over 1,000 structures, including many homes, have also been lost.
Genasys Protect's evacuation management tool provides an interactive map where Los Angeles residents can access evacuation information specific to their address. Each evacuation zone on the map is color-coded to indicate whether an evacuation order or an evacuation warning is currently in place. Additionally, the map displays information about the latest extent of active fires.

Similarly, Watch Duty's map highlights evacuation zones, using red to signify evacuation orders and yellow to indicate evacuation warnings. In addition to the evacuation zones, the Watch Duty map also marks the locations of Evacuation Centers, kitchens offering meal services, animal shelters, and Family Assistance Centers.

The Los Angeles Time's California Widlfires Map uses data from CalFire, the National Interagency Fire Center, and the Geospatial Multi-Agency Coordination to show the locations of active fires. On the map, mandatory evacuation zones are shown in red, and evacuation warning areas are highlighted in yellow. A sidebar provides further information on each active fire, including the number of acres burned and the duration of each fire.

The Washington Post is also Mapping the L.A. wildfires. Their series of static maps shows the extent of each fire, areas under evacuation orders and evacuation warnings, and the number of people affected by evacuation mandates for each blaze.

map showing a large area of southern California covered by a Red Flag warning

Weather conditions contributing to the wildfires’ spread are expected to persist through the weekend. The National Weather Service has issued a Red Flag Warning for much of Southern California. According to the warning, "high winds and low relative humidity will continue critical fire weather conditions in Southern California through Friday."

A Red Flag Warning signifies that "critical fire weather conditions are either occurring now or will shortly. A combination of strong winds, low relative humidity, and warm temperatures can contribute to extreme fire behavior."

The Guardian has published a series of before-and-after satellite images illustrating the scale of destruction from the Pacific Palisades and Eaton fires. Their feature, Before and after the California fires uses imagery from Maxar Technologies to visualize the extent of the damage caused to some areas of L.A.

NBC News has created a map which allows you to overlay the extent of the Palisades Fire (as at 7.55m Jan. 9, 7:55 PT) on top of your own location. At the time of the map's creation, on January 9th, the Palisades Fire was more than 31.2 square miles in size -  that is roughly half the size of Washington DC’s 61 square miles.

Wednesday, January 08, 2025

The House Price Map

map showing houses in inner London colored by house price value

One of my favorite pastimes is searching for houses for sale in the UK and Europe. I love trawling real estate sites and discovering what kind of property I could buy if I sold my small terraced house in London. As a result of this almost daily exploration of real estate listings, you might say I have become obsessed with house prices and the cost of property in different areas of the UK.

Which is probably why I love Housemetric's House Price Map. This interactive tool is designed to provide insights into property prices in a visual, map-based format. It uses data-driven methodologies to estimate and display property values and price per square meter in England and Wales.

The map features two main views:

1. Average Price Heatmap:

  • Displays the estimated current value of properties.
  • Uses a simple automated valuation model.
  • Larger properties tend to appear more expensive as the map does not adjust for property size.
  • Aggregated clusters at higher zoom levels show median property values for those groups.

2. Price per Square Meter (SQM) Heatmap:

  • Adjusts for property size by calculating the price per square meter.
  • Highlights areas with the highest cost per square meter, irrespective of property size.

If you zoom in on the average price heatmap, you can view the actual last selling price of individual properties and when they were last sold, based on HM Land Registry data. The Price per Square Meter map view is restricted to registered users.

Via: Quantum of Sollazzo

Tuesday, January 07, 2025

Your Conception of the World is Wrong

It is often argued that the distortions of the Mercator projection affect the public's cognitive map, giving them an incorrect understanding of the relative sizes of countries and continents around the world. To investigate this claim, the Department of Geography at Ghent University conducted a study to collect data on people's perceptions of the world and test their understanding of the relative sizes of countries and continents.

The Mercator projection greatly exaggerates the size of landmasses as they approach the poles. For instance, on a map using the Mercator projection, Greenland appears nearly the size of Africa, even though Africa is 14 times larger in reality. This has led to concerns that the widespread use of the Mercator projection may contribute to widespread misconceptions about the Earth's geography.

To explore this further, Ghent University developed an online test titled How accurate is your mental map? The test was designed to assess how well participants could estimate the sizes of countries, regions, and continents, and explored their familiarity with different map projections. 

You can use this test yourself to discover the accuracy of your own mental map of the world. During the test you are asked to estimate the size of 12 different countries or continents in comparison to other regions of the world. In each of the 12 rounds you are presented with a map of two countries or continents and simply have to use the '-' and '+' buttons to change the size of the two countries or continents with reference to each other.

At the end of the test you can view your results, including a score for each of the 12 comparisons. The results also show how closely your estimates matched the actual sizes of the compared countries or continents.

Interestingly, in reference to the famous West Wing clip that criticized the Mercator projection, the study concluded that participants, on average, "estimated the continents a little more accurately when projected in the Mercator projection" than when using the Gall–Peters projection. However, the study also found that participants familiar with the Robinson projection estimated sizes more accurately than those familiar with the Mercator projection. This finding supports the idea that incorporating better map projections, such as the Robinson projection, in educational settings can improve spatial awareness and understanding of global geography.

For those interested in exploring the study's findings further, the full conclusions are available in the published paper, The Influence of Map Projections on People’s Global-Scale Cognitive Map: A Worldwide Study.

Via: OSMWeekly

Monday, January 06, 2025

SPOT: the Natural Language Geolocation Map

picture of the Peace Pagoda in Battersea Park next to a map showing its location on OpenStreetMap.

SPOT, is an AI-powered tool designed to simplify and enhance the geolocation process for journalists and the OSINT community. Searching for the locations in media content can be challenging, especially for those unfamiliar with OSINT tools for identifying locations which are unknown. SPOT is designed to bridge this gap by providing a user-friendly way to locate places in images and videos using natural language prompts.

What is SPOT?

SPOT is a cutting-edge AI-powered interactive map that leverages natural language processing to help users locate geospatial patterns in OpenStreetMap data. By interpreting user prompts that describe specific geospatial elements - such as landmarks, infrastructure, or unique buildings - SPOT attempts to identify corresponding locations. The tool is tailored to meet the specific needs of geolocation tasks, assisting users in verifying the locations depicted in media content.

How Does SPOT Work?

SPOT is designed to be intuitive and accessible for all users. Its standout feature is its ability to interpret clear, detailed prompts. A well-crafted prompt typically includes:

  • A general location: Specify a city or country.
  • Visible elements: Describe landmarks or features seen in the image or video.
  • Spatial relationships: Mention distances or arrangements between elements (e.g., “500 meters apart”).

Using these natural language prompts, SPOT scans OpenStreetMap data and displays potential matches within the defined search area. Results are highlighted with colored circles, and users can explore each location further by linking to external mapping platforms like Google Maps, Bing Maps, Yandex, or even Google Street View.

However, SPOT’s accuracy hinges on the quality of data available in OpenStreetMap. If certain landmarks or features are missing from the platform, SPOT may fail to return results.

photo of Three Mills in Bow, London in snow next to a map of the mills

Does it Work?

I'd love to report that SPOT is a valuable new tool in the OSINT arsenal. Unfortunately, my experience with the tool has been less than successful so far, even when using prompts that correspond to clearly mapped data in OpenStreetMap.

For example:
  • A search for “a Pagoda in Battersea Park in London” returned “No Results in Search Area”, even though the Peace Pagoda is clearly marked in OpenStreetMap.
  • Similarly, I tried the prompt “Mills next to a river near Bromley-by-Bow Underground Station.” These mills are accurately depicted on OpenStreetMap, yet SPOT again reported “No Results in Search Area.”
It’s unclear whether the issue lies with SPOT’s search algorithms, data processing, or other limitations. I would love to hear if others have had more success with the tool - please share your experiences in the comments below!

Saturday, January 04, 2025

Mapped, Drawn & Bordered

Think you know your U.S. states? Test your geography skills and creativity with Mapped, Drawn & Bordered, a fun and challenging game that puts your state-drawing abilities to the test! Whether you're a geography buff or just looking for a unique way to pass the time, this game offers an entertaining way to explore the United States while testing your geography and map drawing skills.

I've always loved Time's See How Well You Can Draw All 50 States, so I decided to create my own state-drawing game.

In Time's game, you draw each U.S. state from memory, one at a time. After each drawing, the game grades your accuracy and adds your version of the state to a map of the United States.

My new game Mapped, Drawn & Bordered, offers a new twist. You start the game by selecting a U.S. state from a drop-down menu and then draw that state on top of an interactive map. The map includes town and city names to give you a few helpful clues, but it excludes the actual state borders and labels.

Once you've completed your drawing, the game calculates a percentage score based on how closely your sketch matches the actual state border.

How the Game was Made

Map Library & Map Tiles

Mapped, Drawn & Bordered uses the Maplibre mapping library with OpenFreeMap map tiles. OpenFreeMap allows free customization of maps, which was essential for this game. This means I was able to use Maputnik to remove the state borders and the state name labels from the map used in Mapped, Drawn & Bordered.

Drawing Tools

The drawing tools in Mapped, Drawn & Bordered are provided by the mapbox-gl-draw plug-in. mapbox-gl-draw allows you to add drawing tools to Mapbox and Maplibre powered maps.

Scoring

The scoring is all handled by Turf.js. Turf's advanced geospatial analysis operations are used in the game to compare the player drawn polygons to the actual state polygons. The scoring system is very simple. It is based on this formula:

Friday, January 03, 2025

More 2024 Maps of the Year

On New Year's Day, I posted the Maps Mania round-up of the 2024 Year in Maps. I am not the only one who has spent time exploring the best maps of 2024. 

The Global Investigative Journalism Network's Top 10 Data Journalism Projects of 2024  included maps from Hungary's Atlo, Japan's Nikkei, and Germany's netzpolitik.

a map of the Danube crossing Europe from Germany to Romania with the river colored based on annual average temperature increases between 2010 and 2020 along its length

Atló's Danube Warming Up uses a Mapbox story-map to visualize the effects of global warming on Europe's second-longest river. The project presents multiple visualizations of how global heating has impacted the Danube and its broader watershed. For example, the map above illustrates the river, color-coded along its length, based on annual average temperature increases between 2010 and 2020.

What Happened When the JAL Plane Caught Fire

animated 3D reconstruction showing a plane land and crash into another staionary plane
In January, Japanese newspaper Nikkei created an impressive - and harrowing - mapped re-enactment of a plane collision in Tokyo. 

On January 2, 2024, Japan Airlines Flight 516 (JAL516) collided with a plane operated by the Japan Coast Guard.The interactive project, What Happened When the JAL Plane Caught Fire, used Google Earth imagery to create a 3D reconstruction of the crash. This reconstruction is incorporated into a story-map to explain the sequence of events that led to the collision.

In July Bayerischer Rundfunk and netzpolitik published a joint investigation into the global trade of location data.

In Under Surveillance, Bayerischer Rundfunk revealed how location data from mobile phones is openly sold on the market. Alarmingly, this data included the locations of U.S. spies working in Germany. By analyzing the data of individuals spending most of their working hours at a U.S. military base in Germany, the broadcasters identified an individual working in the "Tin Can," a building used for U.S. internet surveillance. Using this data, they were even able to determine the spy’s home address in Germany.


Flowing Data's Best Data Visualization Projects of 2024 included maps from NASA, the German Foreign Office and The Pudding.

the word 'love' spelled out using satellite imagery of letter shapes found on Earth

In 2024, NASA launched Your Name in Landsat, a playful tool that uses satellite imagery to spell out names with Earth features captured in Landsat images. Users can type their names into the tool to see them "written" in massive, natural shapes on Earth and even download these unique visualizations.

map of the world with areas colored to show level of climate-conflict risk
The German Foreign Office released an interactive map in 2024 visualizing climate and conflict risks worldwide. The Climate Conflict Vulnerability Index Map identifies regions where climate change and conflicts are likely to converge, highlighting areas with particularly vulnerable populations.


a cartogram in which US state is represented by the image of a maze
In October, The Pudding published a diagrammatic cartogram of the United States titled The United States of Abortion. In this innovative cartogram, each state is represented by a small maze, symbolizing the difficulties women now face when navigating abortion policies in each state.

If you want to explore even more of 2024's best data visualizations then the Datawrapper's Data Vis Lists, 2024 consists of a comprehensive round-up of data viz round-ups published by some of the internet's best data visualization teams and individuals. 

Thursday, January 02, 2025

The Interactive Climate Atlas

world map using colors to show temperature increases since 1961

The Copernicus Interactive Climate Atlas is a new interactive map from the European Union's Copernicus Climate Change Service (CS3). This map-based application uses historical climate data and modeled future scenarios to visualize the potential impacts of various global heating levels.

climate stripes for UK - a series of colored stripes showing average temperatures for each year since 1940, revealing a pattern of increasing average temperatures

C3S, established by the European Union, aims to provide authoritative information and services that help society understand, adapt to, and mitigate the effects of climate change. The new Copernicus Interactive Climate Atlas aligns with this mission by enabling users to explore climate change projections through a range of interactive tools. These tools allow for the geographic visualization of data, analysis of trends over time, and insights through features like climate stripes.

graph showing rising annual average temperatures in the UK since 1940

Select a region on the map using the dropdown menu, then click the "regional information" button to access a variety of visualizations depicting climate change scenarios for the selected area. These visualizations include a time chart, which shows average annual temperature changes for each year since 1940, and a climate stripes chart, offering a clear visual representation of the same data over time.

Wednesday, January 01, 2025

2024 - the Year in Maps

Election Maps

Map of the USA with red and blue arrows showing the huge swing to Republicans among voters across the country

There were a lot of elections in 2024. Which meant there were also a lot of election maps. In the UK, cartograms dominated the media's visualizations of the Labour Party's sweeping victory in the General Election. These UK Election Maps effectively highlighted the vast number of seats won by Labour, offering a clear and impactful representation of the results.

In the United States, Presidential Election Maps largely favored arrow swing maps. For instance, this Guardian map used red and blue arrows to depict the significant shift towards the Republican Party across urban and rural areas alike. This shift was evident even in majority-Black and heavily Latino counties, demonstrating the widespread nature of this electoral swing towards Trump.

The Year of AI

2024 was undeniably the year artificial intelligence made its mark on culture and technology - and cartography was no exception. Interactive maps began to harness large language models (LLMs), enabling natural language searches of spatial data.

Platforms like Godview and Fuzzy Maps emerged as pioneers, offering AI-powered natural language search capabilities. Although still in their infancy, these tools hint at a future where searching and interacting with maps becomes more intuitive. During 2025, we could well see major players like Bing and Google more visibly integrate robust AI search capabilities into their own mapping platforms.

AI and machine learning also continued to revolutionize the field of remote sensing. Machine learning algorithms are increasingly adept at detecting objects in satellite imagery, enhancing our ability to monitor deforestation, illegal fishing, and wildlife, and to respond to disasters. As climate change intensifies, the role of AI in Earth observation will likely continue to expand, helping to monitor and (hopefully) mitigate its effects around the world.

One of the most entertaining uses of AI in 2024 was Panoramai., a playful tool that allowed users to modify the appearance of Google Maps Street View panoramas using simple AI prompts. Despite its lighthearted nature, the tool became so popular that it was eventually shut down due to the high costs associated with its heavy usage.

Free Maps for All

the logos of VersaTiles and OpenFreeMap

Two platforms stood out as my Maps of the Year: OpenFreeMap and VersaTiles. These open-source platforms offer map developers free access to custom map tiles for websites and applications, leveraging data from OpenStreetMap.

With commercial map providers' costs continuing to rise, OpenFreeMap and VersaTiles provided a much-needed alternative for developers. Their commitment to open-source principles and accessibility hopefully ensures that in 2025 even more developers can bring exciting map-based projects to life (and without prohibitive costs).