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Benjamin Td Profile
Benjamin Td

@_benjamintd

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Software Engineer. Making , , , , . Maps, data, products.

Paris, France
Joined July 2016
Don't wanna be here? Send us removal request.
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@_benjamintd
Benjamin Td
1 year
🚄 Where can you go by train in Europe - 8h edition! I made an update to , with configurable travel times from 1-8h, and more frequent data updates.
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@_benjamintd
Benjamin Td
2 years
Isochrones 😍 ! This map shows you how far a 5h train ride will take you, departing from any city in Europe. Inspired by Direkt Bahn Guru by @juliustens .
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Benjamin Td
2 years
Si vous partez en train de ces villes aujourd'hui à 10h, jusqu'où pouvez-vous voyager avant 16h ? L'API #digitalsncf (construite par @navitia ) nous répond grâce à ses isochrones. Notebook à explorer ici:
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@_benjamintd
Benjamin Td
1 year
I'm turning Chronotrains into a trip planning tool. Think Google Flights, but for trains in Europe. Because 🚆 are cooler than ✈️.
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@_benjamintd
Benjamin Td
1 year
🚇 There are 416 London tube stations. How many do you think you can name from memory?
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@_benjamintd
Benjamin Td
1 year
Il y a 309 stations de métro à Paris. Combien pensez-vous pouvoir en citer de tête ? 🚇
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@_benjamintd
Benjamin Td
2 years
You can see the discrepancies in access to rail mobility between cities, how certain high-speed connections are favored, how certain cities are isolated...
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@_benjamintd
Benjamin Td
2 years
A researcher from Cambridge, @AlexisLitvine , gave me access to train travel times from 1911. Here's a comparison between now and then - a denser network with more small stations and no high-speed rail. Their project @ACommunes reconstitutes historical networks. Links below ⬇
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@_benjamintd
Benjamin Td
4 years
Pour ceux qui ne veulent pas remplir leurs informations à chaque attestation, j'ai fait ce site mobile à partir du code open-source du ministère pour en générer en un seul clic:
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@_benjamintd
Benjamin Td
5 years
Over the last months, I've made a lot of small improvements to the tool I built to replace Google Maps: - Mapillary integration - Better map style - More consistent theming It's now called , come check it out !
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@_benjamintd
Benjamin Td
2 years
The data comes from , which sources it from @DB_Bahn . It gives us the direct trains from any station in Europe (as long as it's reacheable from Germany). From this we can build a graph of stations with travel durations between them.
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@_benjamintd
Benjamin Td
1 year
Verdict des coiffeurs avec des noms rigolos. Les blagues en "Hair" l'emportent avec un énorme 60%, suivies, évidemment, par les "Tif" (28%). Belle densité dans les Hauts-de-France ainsi que la côte d'Azur.
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@skelz0r
Loïc Delmaire
1 year
Very Important DataSet
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@_benjamintd
Benjamin Td
2 years
This is a followup to this tweet: where I used the isochrones provided by @navitia / @GroupeSNCF . Here the methodology is a bit different.
@_benjamintd
Benjamin Td
2 years
Si vous partez en train de ces villes aujourd'hui à 10h, jusqu'où pouvez-vous voyager avant 16h ? L'API #digitalsncf (construite par @navitia ) nous répond grâce à ses isochrones. Notebook à explorer ici:
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@_benjamintd
Benjamin Td
7 years
Guess where is the path of totality? #SolarEclispe2017
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@_benjamintd
Benjamin Td
5 years
Une autre petite viz de @Paris : L'ensemble de l'éclairage public disponible en Open Data. J'ai tenté d'obtenir le rendu le plus proche de la vue satellite de la NASA (à droite). Quelques mots sur la réalisation ⬇️
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@_benjamintd
Benjamin Td
1 year
You can do this with and your Google location history. Here's mine.
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@soren_iverson
Soren Iverson
1 year
Google Maps blurs out unexplored areas of the map
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@_benjamintd
Benjamin Td
6 years
I was amazed by the @nytimes visualization of friendship locations, so I tried to copy it with @Mapbox feature-state capability. It's super fast! demo: the original article: learn more about feature-state:
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@_benjamintd
Benjamin Td
2 years
Since walking and local transit options are not included, we add some connections to the graph to account for buses, walking, biking... For instance, you can easily walk from Paris Gare de l'Est to Gare du Nord in a few minutes.
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Benjamin Td
6 years
Every single @ParisMarathon finisher on a map! Made with @SRHM2 with split time data from 41,700 finishers. 🏁🏃‍♀️🏃🏽‍♂️💨 #parisMarathon #madeWithMapbox
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@_benjamintd
Benjamin Td
2 years
Adding the assumption that interchanges / connections are 20 minutes, we can see all the stations that a reachable from a given city in 5h. (since there is no guarantee that trains will connect perfectly, the map tends to be overly optimistic)
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@_benjamintd
Benjamin Td
10 months
@JulesGrandin Celle-ci m'avait matrixé aussi. Le Groenland est à la fois plus à l'Est, à l'Ouest, au Sud, et au Nord que l'Islande.
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@_benjamintd
Benjamin Td
1 year
🚆New in Chronotrains: the suggestions now show the actual rail path to destination, along with the fastest itinerary.
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@_benjamintd
Benjamin Td
5 years
Elles sont bien ces nouvelles pistes scootables ! @RasLeScoot #surmaroute #velotaf
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@_benjamintd
Benjamin Td
6 years
What hospitals can you reach in 45 minutes driving? What about 30 or 15 min? Fun weekend project with OSM data and the Mapbox isochrones API.
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@_benjamintd
Benjamin Td
5 years
Paris bat au rythme des cyclistes : on compte jusqu'à 3x plus de vélotaffeurs sur les pistes depuis la grève. 🚲 Merci à @opendataParis d'avoir ouvert les données des compteurs !
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@_benjamintd
Benjamin Td
7 years
Mapbox traffic slowing down on the path of the eclipse last week (color: average speed in the pixel * frame) #Eclipse2017
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@_benjamintd
Benjamin Td
5 years
L'assiette rose 🤔 @PepiteSexiste
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@_benjamintd
Benjamin Td
2 years
I updated the data for chronotrains, including (finally!) the Paris Eurostar, missing stations (e.g. Millau), and many other schedules that I missed in the original dataset. Anything you still see missing? Let me know!
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@_benjamintd
Benjamin Td
4 years
Playing with the camera API of @Mapbox gl-js v2. Here's the famous GR20 in Corsica, a 180 km trail we hiked in 2018 with @SRHM2 .
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@_benjamintd
Benjamin Td
5 years
La première dataviz du site: . Une visualisation du trafic mesuré par @Paris au mois de juin 2019. On y voit le volume de voitures (épaisseur) et la densité du trafic (couleur - violet = bouchons). On y voit des choses intéressantes!
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@_benjamintd
Benjamin Td
4 years
here's a prototype built with my @googlemaps location history, @Uber 's h3, tippecanoe and mapbox-gl. The hex-bin style is a great idea @robhawkes 🤩
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@robhawkes
Robin Hawkes
4 years
Working on a silly idea for creating custom "fog of war" maps of places you've visited. The idea is that you can see the areas you've *not* visited so you can explore somewhere new next time. Heavily inspired by strategy games like Civilization 6. Proof of concept in QGIS 👇
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@_benjamintd
Benjamin Td
9 months
A daily map-based puzzle game where you try to find a city based on satellite images: After each try, the map unzooms - letting you explore more area. Can you guess this city from above?
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@_benjamintd
Benjamin Td
11 months
🚇 Hay 276 estaciones en el Metro de Madrid. ¿Cuántas crees que puedes nombrar de memoria?
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@_benjamintd
Benjamin Td
6 years
That's the coolest thing i've seen on a @Mapbox map so far - live radar overlay by @batmansmk
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@_benjamintd
Benjamin Td
5 years
I spent the last weekends building Data Pour Paris, a collection of dataviz for the city: Check out: - 🚗 the city's traffic patterns - 🚃 all trains & metro, live - 💡 every single public lightbulb - 🏃‍♀️ all finishers of the Paris Marathon and more!
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@_benjamintd
Benjamin Td
11 months
Hi ha 211 estacions de metro i tramvia a Barcelona. Quantes pots anomenar de memòria?
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@_benjamintd
Benjamin Td
6 years
here's the live map of the hospital accessibility (by car) in France. Aside from the mountains, there are empty spots in Médoc and Champagne (Sézanne). My guess is that winemakers don't get sick.
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@_benjamintd
Benjamin Td
8 years
Playing with @Mapbox GL JS v0.26 -> map of median revenue in France. Funny how Paris and the Swiss border stand out. #CarteBlanche
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@_benjamintd
Benjamin Td
1 year
@Lekt_ Niveau hardcore, les arrêts de bus d'IDF
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@_benjamintd
Benjamin Td
10 months
🚇 En la Ciudad de México hay 195 estaciones de metro. ¿Cuántas crees que puedes nombrar de memoria? ¡Pon a prueba tus conocimientos y diviértete con nuestro juego! 🔗 #MetroCDMX #JuegoDeMemoria #CDMX
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@_benjamintd
Benjamin Td
4 years
Une carte de Paris pensée pour les piétons et les vélos: - 🔸 Pistes, bandes, double-sens cyclables (dont les coronapistes) - 🍏 Rues aménagées pour les piétons et zones d'intérêt à la Google Maps - ⚓️ Basée sur l'open-data de Paris
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@_benjamintd
Benjamin Td
1 year
Berlin! 🐻 Es gibt insgesamt 310 U- und S-Bahn Stationen in der Stadt. Wie viele davon könnt ihr aus dem Kopf aufzählen?
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@_benjamintd
Benjamin Td
1 year
@BorisMericskay J'avais fait cet outil en ligne, je ne sais pas si ça marche toujours avec les exports récents
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@_benjamintd
Benjamin Td
2 years
Inspired by this tweet, I made a little app that shows OSM edits in near real time: Of course I had to use the latest @Mapbox beta 🌍
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@_benjamintd
Benjamin Td
5 years
Deuxième visualisation: Plutôt relaxant de voir se coordonner le transport en commun Parisien (ici en x10). Petit thread sur la méthodologie !
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@_benjamintd
Benjamin Td
5 years
Quel plaisir de rouler sur le périphérique ! 🚴‍♂️ #NuitBlanche #peripherique
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@_benjamintd
Benjamin Td
6 years
The MapTiler tool I used to see tile boundaries and addresses is down due to unpaid Google Maps subscription - so I made a quick replacement: . Find a quadkey or tile address quickly, and copy it to the clipboard with a single click!
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@_benjamintd
Benjamin Td
11 months
Can you name all the stations on a blank NY Subway map? This one is hard (once you run out of numbered streets to type).
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@_benjamintd
Benjamin Td
11 months
The DC Metro has 98 stations. How many of them can you name from memory? I visited twice with @mapbox but couldn't score more than 20% 😅
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@_benjamintd
Benjamin Td
1 year
🚄 From Hamburg, Germany, 12h in trains will take you to Montpellier 🇫🇷, Budapest 🇭🇺, Plymouth 🇬🇧. What other cities would you like to see animated like this? Tweet back and I'll reply with the video.
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@_benjamintd
Benjamin Td
6 years
Today is my last day @Mapbox . It's been great working alongside so many talented and curious people. I'll be joining Shone, helping to make cargo ships autonomous! ⛴
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@_benjamintd
Benjamin Td
2 years
@grains_truth @xruiztru I'm working on a data update, I got a problem with the Eurostar indeed
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@_benjamintd
Benjamin Td
2 years
@JackMaizels @GarethDennis @juliustens Yes, I've gotten this suggestion from @GarethDennis as well, might give it a try !
@GarethDennis
Gareth Dennis
2 years
@_benjamintd Could you now create a heat map showing best/worst connected places in Europe? That would be ace. But also: I'm definitely doing a #RailNatter where I just tour about in this!
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@_benjamintd
Benjamin Td
3 years
I've made a few adjustments to the Scratch Map, a fog-of-war map of all the places you've been, according to your Google location history. Here's the link, if you want to try it out and give me some feedback !
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@_benjamintd
Benjamin Td
7 years
I've used plenty of bike shares before, but @jumpbikes really stands out. - The bikes feel safe and sturdy - Dockless, yet you can only attach them to bike racks (ie city infrastructure) - Electric assist makes you faster than a car in many situations - Bonus, they use Mapbox :)
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@_benjamintd
Benjamin Td
1 year
Here's where traveling 12h by train from Munich takes you.
@peterlazar1993
Peter Lazar
1 year
@_benjamintd Munich 🍻🥨
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@_benjamintd
Benjamin Td
1 year
I'm soon going to have to pay my first @Mapbox invoice 🥲 Unfortunately 5$/1000 visits is unsustainable for an ad-supported website. Thinking of moving to Maplibre. What's a cheap way to serve a simple background map? Frequent updates and detail at high zooms unnecessary.
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@_benjamintd
Benjamin Td
11 months
Restauroulette: let a silly website chose where you eat, when you don't want to.
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@_benjamintd
Benjamin Td
2 years
chronotrains had over a million visits and around 80 million isochrones requests in the past couple weeks. thankfully, after some help from @vercel to get the infrastructure right on launch day, I never had to think about load, response times, etc.
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@_benjamintd
Benjamin Td
9 months
The original viz is still making the rounds :)
@Rainmaker1973
Massimo
9 months
An isochrone map depicts the area accessible from a point within a certain time threshold. This map shows you how far a 5h train ride will take you, departing from any city in Europe. [interactive map: ]
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@_benjamintd
Benjamin Td
2 years
@AghiadHaloul @juliustens I'll open source after some cleanup, thanks for the idea, it's definitely in my to-do ;)
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@_benjamintd
Benjamin Td
5 years
On entend beaucoup parler de #DansMaRue depuis le #79inter de @Anne_Hidalgo . Visualisez son utilisation depuis son lancement en 2012: Quelques observations en thread ⬇️
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@_benjamintd
Benjamin Td
2 years
@ayoungmanriver @juliustens I'll clean it up before open-sourcing. The geometries are pre-computed for hours 1-5, I could do more but I need to find a way to make it compute faster :) How far in time would you like to see ?
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@_benjamintd
Benjamin Td
6 years
Five minutes of live metros in Paris on Dec 3, sped up 8x. Data: Île-de-France Mobilités (live API) #OpenData
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@_benjamintd
Benjamin Td
11 months
Wien gewinnt die Umfrage! Können sie alle U-Bahn-Stationen in der Stadt aufzählen?
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@_benjamintd
Benjamin Td
11 months
A few cities have been requested for Metro Memory! Which ones should we do next? (Other: please reply below!)
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@_benjamintd
Benjamin Td
5 years
Voici la petite viz que @SRHM2 et moi avions faite après le Marathon de Paris l'année dernière. Je l'ai réadaptée pour la mettre ici : Voici comment⬇️
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@_benjamintd
Benjamin Td
1 year
12h in trains from Prague take you to 🇳🇱🇫🇷🇱🇺🇧🇪🇩🇪🇮🇹🇭🇺🇷🇴🇺🇦🇦🇹🇨🇭🇩🇰🇵🇱🇸🇮🇨🇿 (flags in no particular order except trying to confusingly alternate horizontal and vertical stripes)
@FhmLynx
Fabian Hanneforth M.
1 year
@_benjamintd @DoerteD I’d like to see Prague.
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@_benjamintd
Benjamin Td
1 year
🚞 half a day in trains from Geneva will take you to Vienna 🇦🇹, Edinburgh 🏴󠁧󠁢󠁳󠁣󠁴󠁿, Valencia 🇪🇸.
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@_benjamintd
Benjamin Td
1 year
Twitter level unlocked: Massimo.
@Rainmaker1973
Massimo
1 year
An isochrone map depicts the area accessible from a point within a certain time threshold. This map shows you how far a 5h train ride will take you, departing from any city in Europe. [interactive map: ]
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@_benjamintd
Benjamin Td
1 year
@Calavian C'est normalement sauvegardé dans ton navigateur mais je peux rajouter une fonction d'export en plus :)
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@_benjamintd
Benjamin Td
1 year
@chrcit Berlin is next, then probably Vienna :)
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@_benjamintd
Benjamin Td
1 year
@DanielPhilips1 Does the Overground make the game more or less fun?
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@_benjamintd
Benjamin Td
1 year
Damn, data processing on @felt is ✨fast. Drag and drop any GIS format of any size and it'll just pop ready in a minute. Tippecanoe's doing the magic I guess.
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@_benjamintd
Benjamin Td
1 year
Ça fait 220+ jours cumulés passés sur , il y a plus de geeks du métro que je ne pensais 🤯.
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@_benjamintd
Benjamin Td
1 year
J'ai été interviewé par @OuestFrance au sujet des déserts ferroviaires en France. À ce propos, voici une carte qui illustre les zones dont il est le plus difficile de sortir en train, en métropole.
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@_benjamintd
Benjamin Td
4 years
We've released the beta version of our video export feature on @PelicaLabs . It's a beta in a beta. Betaception. We're looking for feedback if you want to map a run, a trip, or just a nice location :) -->
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@_benjamintd
Benjamin Td
2 years
Very proud of having my map forwarded twenty times to Tom. Thanks for the shootout.
@thomasforth
Tom Forth
2 years
Very proud of my personal brand now as about the twentieth person forwards me the European rail network isochrones. (which are amazing).
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@_benjamintd
Benjamin Td
4 years
Here's another one, flying over New Caledonia and the Heart of Voh, made famous by @Yann_A_B .
@_benjamintd
Benjamin Td
4 years
Playing with the camera API of @Mapbox gl-js v2. Here's the famous GR20 in Corsica, a 180 km trail we hiked in 2018 with @SRHM2 .
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@_benjamintd
Benjamin Td
7 years
The Horizon Explorer app is everything I wish I had on hikes earlier #MadeWithUnity #madeWithMapbox
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@_benjamintd
Benjamin Td
4 years
I have a Mercator joke but it's a stretch
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@_benjamintd
Benjamin Td
6 years
at first I thought it was a @brnkhy tweet
@devonzuegel
Devon ☀️
6 years
Obsessed with these low-angle satellite images from @planetlabs 1: Doha, Qatar. November 11, 2017 2: Houston, Texas. March 14, 2018 3: Riyadh, Saudi Arabia. March 10, 2018 4: Osaka, Japan. March 13, 2018
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@_benjamintd
Benjamin Td
7 years
My first @mapbox map was a lane-level map of a highway in the Bay Area, a few days after meeting @morganherlocker and @lxbarth . Time flies! #1millionexploring
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@_benjamintd
Benjamin Td
2 years
@botic @oler @juliustens You can see any station when zooming in, my mouse just happened to hover over this one :) I tried ordering the stations somehow but sometimes you'll need to zoom in a little. I'll try adding a search bar next.
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@_benjamintd
Benjamin Td
2 years
@juanleitonm @juliustens it's a next.js app hosted on @vercel with a database on @supabase . Quite a bit of pre-processing to compute the isochrones beforehand. Mapbox-gl-js is doing the work on the front-end. Client-side caching with vercel/swr, server-side caching with @vercel 's built-in cache.
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@_benjamintd
Benjamin Td
1 year
@spidey_simp First 100% screenshot 🥳
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@_benjamintd
Benjamin Td
1 year
Lisbon is... disappointing in comparison 😅 Leaving Portugal by train takes a while! But you can get to Barcelona in 12h 🏖️ if you think the Atlantic is too cold.
@shouldomythesis
Carlos Garrido 🍿
1 year
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@_benjamintd
Benjamin Td
3 years
Parisiens, si vous cherchez où boire des coups ce soir, cette carte vélo/piétons recense les zones les plus denses en terrasses éphémères (en bleu) -
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@_benjamintd
Benjamin Td
1 year
N'oublions surtout pas que la @RATPgroup a un Soundcloud des annonces du métro.
@_szsbh
クイーン 🥷🏾
1 year
J’écrivais en annonçant les arrêts avec la voix Mddr
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@_benjamintd
Benjamin Td
1 year
The new Mapbox Standard style is top notch cartography + data. Look at those lighting details ✨
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@_benjamintd
Benjamin Td
5 years
Great piece by the NY Times. I'm lucky to have worked with people like @morganherlocker with strong values on privacy. With location data, privacy is the product - the added value is storing as little data as needed to derive insight.
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@_benjamintd
Benjamin Td
3 years
I'm currently completely misusing Mapbox Studio to visualize non-geographic data and I love it. ✌️
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@_benjamintd
Benjamin Td
4 years
ok this is really really really fun.
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@_benjamintd
Benjamin Td
8 years
Splitting work across servers according to telemetry volumes. Want to help us build great data pipelines?
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@_benjamintd
Benjamin Td
4 years
Most maps have hierarchies that favor major roads (in a car-centric view). What would a map that's designed for pedestrian and bikes look like?
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@_benjamintd
Benjamin Td
2 years
It's all cached at the edge thanks to the Vercel CDN. The base map is also super fast with the tiles hosted at @Mapbox . the interactions feel as fast as when developing locally, that's insane.
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@_benjamintd
Benjamin Td
6 years
Internet of hats - @tyrower is taking @mapillary pictures with style 😄 #sotmfr
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