Michael Szell
@mszll.datasci.social.ap.brid.gy
420 followers 14 following 140 posts
Human-centric urban #DataScience 🚶🚲 Sustainable #mobility #networks, in #Copenhagen. searchable Created: https://datasci.social, https://growbike.net […] 🌉 bridged from https://datasci.social/@mszll on the fediverse by https://fed.brid.gy/
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mszll.datasci.social.ap.brid.gy
Understanding Support for Cycling Infrastructure Through Moral Foundations Theory
https://www.sciencedirect.com/science/article/pii/S2950105925000397
mszll.datasci.social.ap.brid.gy
Nice project: A computational framework for quantifying route diversification in road networks
https://arxiv.org/abs/2510.02582

Interactive: https://divercitymaps.github.io/
Overview of DiverCity and global patterns in urban road networks. (a) Example of a trip with low
DiverCity (2.18) in Mumbai. Near-shortest routes significantly overlap, leading to low route diversity. (b) Example of
a trip with high DiverCity (9) in Tokyo, characterized by multiple spatially diverse near-shortest routes. For panels
(a) and (b), inset bar plots show the travel time of each alternative route, with NSRs in blue and non-feasible routes
(exceeding the near-shortest threshold, shown as a dashed line) in red.
Reposted by Michael Szell
nowosad.fosstodon.org.ap.brid.gy
Starting out with geographic data in Python? 🌍🐍

Chapter 1 of Geocomputation with Python introduces vector & raster models + core tools (geopandas, shapely, rasterio).

👉 https://py.geocompx.org/01-spatial-data

#geopython #python #gischat
mszll.datasci.social.ap.brid.gy
Proximity-based cities emit less mobility-driven CO2
https://arxiv.org/abs/2510.00094
Proximity-based cities emit less mobility-driven CO$_2$
In the quest for more environmentally sustainable urban areas, the concept of the 15-minute city has been proposed to encourage active mobility, primarily through walking and cycling. An urban area is considered a ``15-minute city" if every resident can access essential services within a 15-minute walk or bike ride from their home. However, there is an ongoing debate about the effectiveness of this model in reducing car usage and carbon emissions. In this study, we conduct a large-scale data-driven analysis to evaluate the impact of service proximity to homes on CO$_2$ emissions. By examining nearly 400 cities worldwide, we discover that, within the same city, areas with services located closer to residents produce less CO$_2$ emissions per capita from transportation. We establish a clear relationship between the proximity of services and CO$_2$ emissions for each city. Additionally, we quantify the potential reduction in emissions for 30 cities if they optimise the location of their services. This optimisation maintains each city's total number of services while redistributing them to ensure equal accessibility throughout the entire urban area. Our findings indicate that improving the proximity of services can significantly reduce expected urban emissions related to transportation.
arxiv.org
mszll.datasci.social.ap.brid.gy
Hi Bluesky! 👋 https://datasci.social is a community of researchers & practitioners in human-centric #datascience, broadly defined, like network science, computational social science, geospatial data science.
datasci.social
Community of researchers & practitioners in human-centric data science, broadly defined, like network science, computational social science, geospatial data science.
datasci.social
Reposted by Michael Szell
eliasulrich.hachyderm.io.ap.brid.gy
#degrowth: "This is an important point. A lot of people get caught up thinking, oh, we are being attacked because the word sounds negative, we need a better framing, etc. No, it is being attacked because it calls for overcoming capitalist control over the means of production."
@jasonhickel on […]
Original post on hachyderm.io
hachyderm.io
mszll.datasci.social.ap.brid.gy
🤩 Fantastic new network plotting package available in Python by Fabio Zanini. The package supports both #networkx :networkx: and #igraph :igraph: networks, and has a wide variety of styling options. iplotx.readthedocs.io/en/latest/

Reposting on Mastodon - Source […]
Original post on datasci.social
datasci.social
mszll.datasci.social.ap.brid.gy
Just read for 1st time, filing under "papers I should have read maaany years ago" - Dilemmas in a general theory of planning pdf] [https://escholarship.org/content/qt01v4t1c9/qt01v4t1c9.pdf

It's one of the first papers describing "wicked problems", written in 1969! 🤯 Should be mandatory reading […]
Original post on datasci.social
datasci.social
mszll.datasci.social.ap.brid.gy
Putting cyclists in boxes: An analysis of the bike box
https://www.sciencedirect.com/science/article/pii/S2214367X25001620

Looks like bike boxes are not very useful, i.e. mostly used like in the image below (which means not being used as intended) - now confirmed by science
Image of a bike box with one cyclists in the top right corner
Reposted by Michael Szell
fossgisev.mastodon.online.ap.brid.gy
Ankündigung FOSSGIS-Konferenz in 25. - 28. März 2026 in Göttingen.
Freut Euch schon jetzt auf spannende Vorträge, einen lebhaften Austausch mit vielen bekannten (und neuen) Gesichtern!

2026 wird die Konferenz vom @FOSSGISeV sowie der
#OpenStreetMap-Community […]

[Original post on mastodon.online]
Bild zeigt Foto vom Gänselieslbrunnen am Markt (Foto: Pressestelle uni Göttingen) sowie vom nördlichen Ausgang des ZHG der Uni Göttingen (Foto: Pantherstrix). FOSSGIS-Konferenz-Standortlogo zeigt das Gänseliesl mit Grass und Schriftzug FOSSGIS2026 Göttingen, Schrift: FOSSGIS 2026, Die Konferenz der Open Source und Open Data Community für Geoinformation, 25. – 28. März 2026
Georg-August-Universität Göttingen, #FOSSGIS2026    @FOSSGISeV@mastodon.online
mszll.datasci.social.ap.brid.gy
Causal evidence of racial and institutional biases in accessing paywalled articles and scientific data
https://arxiv.org/abs/2509.08299

Nice setup - one more reason why it's a good idea to not put papers behind paywalls or data behind "data available upon request"
Of all references
coming from each country, the proportion of upon-request references (i.e., those made to papers with data available
upon request). Brown and green hues represent countries whose proportion is lower and greater than the median
value, respectively. Countries with fewer than 100 references made to the 91,000 papers in our dataset are excluded
and colored in gray. Global distribution of the
percentage of references that are made towards paywalled papers. Countries with a lower percentage are colored
brown while countries with higher percentage are colored blue.
mszll.datasci.social.ap.brid.gy
The Hitchhiker’s Guide to challenges in transport policy research: Towards ANSWERing questions regarding life, mobility, and everything
https://www.sciencedirect.com/science/article/pii/S0965856425002782

Looks interesting, and cool paper title! 🤓
Twenty major categories of transportation policy publications.
mszll.datasci.social.ap.brid.gy
If I was still working on signed networks, I might look into this one 😅
Network of deals and lawsuits with AI companies
mszll.datasci.social.ap.brid.gy
Ha, I should have read more before posting: "Funding mechanisms further reinforce this tendency by incentivizing collaboration with industrial R&D", and "Thanks to European Union funding, BECCS-based scenarios quickly proliferated in the literature.". Anyway, a systematic analysis of EU funding […]
Original post on datasci.social
datasci.social
mszll.datasci.social.ap.brid.gy
Very interesting looking paper: In tech we trust: A history of technophilia in the Intergovernmental Panel on Climate Change's (IPCC) climate mitigation expertise
https://www.sciencedirect.com/science/article/pii/S2214629625003615

Hopefully someone will also […]

[Original post on datasci.social]
Frequency per page of selected terms related to key mitigation strategies in the six full reports of IPCC Working Group III published between 1992 and 2022. The data highlights the overwhelming dominance of the term “technology”, particularly in the third and fourth assessment reports (2001 and 2007), where it peaked at over 1.5 mentions per page. In contrast, demand-side concepts such as “lifestyle”, “behavioural change”, and “sufficiency” remained marginal until a notable increase in the 2022 report, reflecting a shift in discourse. Nevertheless, references to technological change continue to outnumber demand-side options by a factor seven.
mszll.datasci.social.ap.brid.gy
Decoupling geographical constraints from human mobility
https://www.nature.com/articles/s41562-025-02282-7

Finally out, very cool work, congrats to the authors @Louis @benfmaier @suneman!
(Preprint: https://arxiv.org/abs/2405.08746v1 )
Illustration of the influence of geography on human mobility, (a) spatial arrangement of concentric
circles of locations, (b) distance distribution of points to center of the disk (white cross). (c) Pair distribution
of the points in the concentric circles, (d) simulated moving distance distribution for different cost of distance.
Examples of more shapes and distributions of locations are studied in SI. 6.1. (e,f,g) Three geographies: (e) Real
Denmark with 3.3M addresses, (f) Disk Denmark, where the macro structure has cities distributed uniformly at
random on a disk, but the microstructure of the cities is preserved, and (g) Uniform Denmark with the macro
structure of Denmark (shape of landmasses and city positions) but no local microstructure, i.e. uniformly distributed locations within cities. (h) Pair distribution of the three geographies, and (i) the simulated observed
moving distance for an intrinsic distance cost of 1/r. In (h) and (i), I, II, III respectively represent the intra-city
scale, the city scale, and the inter-city scale.
mszll.datasci.social.ap.brid.gy
Countrywide natural experiment links built environment to physical activity
https://www.nature.com/articles/s41586-025-09321-3
Fig. 1: Physical activity levels undergo significant changes following relocation between US cities of different walkability levels.
Reposted by Michael Szell
benrosstransit.mastodon.social.ap.brid.gy
Car culture at its absolute worst meets an unjust legal system. Parents lose a son and are then convicted of a felony because they let him walk across the street. Gift link […]
Original post on mastodon.social
mastodon.social
Reposted by Michael Szell
mszll.datasci.social.ap.brid.gy
Street network sub-patterns and travel mode
https://arxiv.org/abs/2507.19648
Street network sub-patterns and travel mode
Urban morphology has long been recognized as a factor shaping human mobility, yet comparative and formal classifications of urban form across metropolitan areas remain limited. Building on theoretical principles of urban structure and advances in unsupervised learning, we systematically classified the built environment of nine U.S. metropolitan areas using structural indicators such as density, connectivity, and spatial configuration. The resulting morphological types were linked to mobility patterns through descriptive statistics, marginal effects estimation, and post hoc statistical testing. Here we show that distinct urban forms are systematically associated with different mobility behaviors, such as reticular morphologies being linked to significantly higher public transport use (marginal effect = 0.49) and reduced car dependence (-0.41), while organic forms are associated with increased car usage (0.44), and substantial declines in public transport (-0.47) and active mobility (-0.30). These effects are statistically robust (p < 1e-19), highlighting that the spatial configuration of urban areas plays a fundamental role in shaping transportation choices. Our findings extend previous work by offering a reproducible framework for classifying urban form and demonstrate the added value of morphological analysis in comparative urban research. These results suggest that urban form should be treated as a key variable in mobility planning and provide empirical support for incorporating spatial typologies into sustainable urban policy design.
arxiv.org