...so take it easy.
My name is Michal Migurski. I work on product at Remix. I used to work at Mapzen, and played the role of CTO for Code for America. Until December 2012, I was technology head at Stamen, a San Francisco design and development studio focused on data visualization and map-making.
Background photo by Fred.
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This tutorial was originally part of a joint workshop between DirectRelief, NetHope, and Facebook at the 2019 NetHope Global Summit in San Juan, PR.
The team I work with at Facebook has been busy releasing and updating RapiD, a version of the primary OpenStreetMap (OSM) iD editor that helps every mapper make fast, high-quality, and accurate edits using roads suggested by our AI-assisted road import process. We’ve been expanding OSM in countries like Thailand, Indonesia, and now Malaysia with a robot-assisted process that pairs advanced imagery processing to find likely roads in fresh aerial imagery with human oversight to confirm and add roads to OSM. Initially these tools were available internally but now they’re easy to use for anyone. In combination with up-to-the-minute OSM extracts it’s possible to integrate OSM into a GIS environment in a single session using just browser-based tools.
Check out a short video of RapiD in action, before and after robot-assisted road suggestions or read more about it on the OSM wiki.
In this tutorial I’ll show how to view robot-suggested additions to OSM with RapiD, save them to the map, get your data back out with Protomaps Extracts, and use the resulting data in QGIS. I’ll also show how RapiD can be used with popular OSM tools like Maproulette and HOT Tasking Manager, for when you want to help build the map but you’re not sure what to do.
With the mid-term elections in full swing and campaigns focused on the districts we have, PlanScore has had a quiet few months. Earlier in the year Pennsylvania redrew its U.S. House districts with a rush of competing plans submitted by participants from all over the state’s political landscape. PlanScore’s Nicholas Stephanopoulos reviewed them all using our models and described the process on the Election Law Blog. Last month, the Virginia General Assembly had until October 30 to pass a remedial map after a district court in Virginia struck down eleven House of Delegates districts on racial gerrymandering grounds. We scored those too, and Nick wrote about the process again.
After the 2018 mid-terms, we’ll be headed into a three-year Census and redistricting cycle redistricting cycle where all 50 states get new maps just like Pennsylvania and Virginia did in their special processes. In this post, I’ll describe how we make PlanScore’s prediction models to support that cycle and help ensure fair maps for every state.
In the past year, cities have been prompted to rapidly re-examine the management and regulation of transportation services due to the influx of micromobility. This recent movement has illuminated major opportunities to expand transportation options while highlighting several challenges for widespread adoption and support. In the context of data, the conversation has evolved quite differently from TNCs just a few years ago. Cities are creating detailed data requirements for operators and are successfully obtaining that information as an input for smarter future transportation plans.
We surveyed over a dozen emerging micromobility data sharing policies in places like Nashville, Chicago, Seattle, Portland, Santa Monica, Dallas, San Francisco, Austin, Denver, Pittsburgh, Houston, Durham, Salt Lake City, and Chattanooga. These policies represent a combination of exploratory pilot programs, post-pilot permits, and even one emergency rule. Based on our research, we see these core data sharing policy features:
Several weeks ago, I spent an extended weekend at the fifth (of five) Geometry in Redistricting conference. Apart from speaking and participating in a panel on law, tech, and gerrymandering, organizer Moon Duchin asked for my help organizing the conference hackathon. One theme I heard repeated throughout the event centered on the difficulty of finding reliable precinct geography and election results.
There’s an opportunity here for a new data project focused on connecting existing academic and independent efforts with durable, unique, permanent identifiers for nationwide voting precincts. Imagine if you could easily correlate detailed voting results from OpenElections.net (OE) or state boards of elections with mapped polygons and census geography over time. We already know how effective a GEOID-based approach can be thanks to data published by the U.S. Census, but precincts are a special challenge without a current champion.
On February 13 we launched PlanScore.org into the whirlwind of Pennsylvania’s disputed congressional plan. Our mission is to help citizens evaluate new redistricting plans for partisan skew and to elevate the conversation on partisan gerrymandering with new historical data for state and U.S. congressional district plans. It’s been an exciting couple of weeks. What did we learn, and how are we doing at reaching our goals?
Every district plan is designed to do a job: apportioning voters into Congressional districts so they can elect members to the U.S. House, typically following traditional redistricting criteria like compactness, contiguity, and preservation of communities and incumbents. Since 2010, we’ve seen the emergence of detailed computer models that allow for the creation of unfair, skewed maps that still conform to traditional criteria.
Modest Maps is a BSD-licensed display and interaction library for tile-based maps in Adobe Flash 7+, written in ActionScript. This is an active project I'm working on with Darren, Shawn, and Tom.
Mappr is a geographic browser of Flickr's photo collection. I wrote a large portion of this application with Tomas and Eric, notably the place-name matching and geolocation bits, and pretty much the entire back-end.
Jitter and 3D Geometry
Updated experiments in 3D geometry handling using OpenGL and PHP.
Photos taken from the roof of the SOMA-SF warehouse space I lived in, summer of 2002.
Collages of freeway satellite imagery to satisfy a fetish for complex interchanges.
Quickdraw and basic 3D
Rough experiments in 3D rendering basics and matrix math.
moveon: fahrenheit 9/11 national town meeting / part of a nationally-broadcast conversation between Michael Moore and MoveonPAC directors.
stamen google news visualizer / data visualisation experiment intended to give a high-level view of who's making news at the moment, and who made the news at specified times in the past.
bmw design priorities / rich internet application development in collaboration with DesignworksUSA Advanced Communications Group
moveon: bush uncovered / map of moveon.org's bush uncovered event series
naral/pro-choice america / map of the march for women's lives
sflnc / web dev political activism on behalf of the san francisco late night community
bipole / audio-video synchronicity courtesy of me & andy w.
video riot / “an edgy electronic tailgate party and a real-time drive-in multiplex”
viberation / event production, multimedia installations, dancing all night
Map Projection / a collection of classes used to project GPS data points onto maps, implemented in PHP 4
OSC hub / PHP-based client and server for Open Sound Control, optimized for use with Max/MSP implementation.
flash component of the H&K global website, a database-driven worldwide office map
coho / content management display component, for Apache/PHP/MySQL
sordid / command-line mp3 sorting utility for mac OS X, unix