cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/rtk-3jh-blm
title: Cardiolucina semperiana (Issel, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wq3-xnw-gz1
title: Prototyphis angasi (Crosse, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k4j-hw6-kck
title: Stenosemus albus (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wt1-5e6-tj6
title: Ittibittium oryza (Mörch, 1876)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4h1-59h-x6g
title: Delima blanda blanda (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8y6-sp1-8wc
title: Doxander vittatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ta7-f67-lj8
title: Bellastraea aurea (Jonas, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twp-xek-ewt
title: Conus textile Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ecq-zmc-472
title: Fulvia fragilis (Forsskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p1d-k9b-xgh
title: Diodora listeri (A. d'Orbigny, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/shp-093-5zl
title: Turricula nelliae (E. A. Smith, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwd-n5y-ds5
title: Architectonica perdix (Hinds, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v86-t3x-jej
title: Melicerona felina (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9sh-9r7-vx5
title: Eratoena sulcifera (J. E. Gray, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/771-1ct-gqr
title: Cochlicella acuta (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rzq-ttn-caq
title: Eclogavena coxeni coxeni (J. C. Cox, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5xq-bpv-vhh
title: Tridacna maxima (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/82v-e2s-nps
title: Fissurella nubecula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/djj-064-m7t
title: Marginella glabella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gp0-8ae-nrv
title: Tritia gibbosula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/08v-807-v70
title: Vasticardium flavum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/thh-cjj-pzc
title: Patella pellucida Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k29-grx-4d0
title: Manzonia castanea Moolenbeek & Faber, 1987

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dej-0ra-sax
title: Limopsis aurita (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jpr-lav-aeq
title: Raeta plicatella (Lamarck, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7zb-r7n-q91
title: Epitonium minorum (Iredale, 1936)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yjv-5t7-p9h
title: Cenchritis muricatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ja-cfm-ps6
title: Palmadusta lentiginosa (J. E. Gray, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nvr-ey6-50d
title: Cerithium lutosum Menke, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twy-x25-nlg
title: Atlanticoncha ochracea (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mbb-v8w-fzb
title: Tonna tessellata (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ar-g4k-6r7
title: Naria nebrites (Melvill, 1888)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t9a-z7m-a0m
title: Conus tinianus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gam-htx-bw1
title: Gutturnium muricinum (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6t-j4d-q98
title: Tritogonia verrucosa (Rafinesque, 1820)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0w7-psx-j5x
title: Amoria zebra (Leach, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/687-s3c-m4a
title: Diloma concameratum (W. Wood, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j4j-0gr-qxe
title: Phos senticosus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k1s-tlk-4yf
title: Clanculus peccatus (H. J. Finlay, 1926)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k1m-5bh-g12
title: Pygmaeconus traillii (A. Adams, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/te8-rb0-yz3
title: Proterato F. A. Schilder, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7w2-skk-3cb
title: Naria miliaris (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9z7-g0a-qbk
title: Probata barbadensis (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ny0-qgm-00l
title: Citharomangelia townsendi (G. B. Sowerby III, 1895)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bkj-cc2-gpf
title: Marginella musica Hinds, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d01-8hl-yay
title: Persicula persicula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jha-sqp-gel
title: Limaria fragilis (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w1p-n9k-75p
title: Plectopylis repercussa (A. Gould, 1856)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l0t-w8w-9pe
title: Plesiotrochus monachus (Crosse & P. Fischer, 1864)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjy-ln6-l9j
title: Pygmaeconus traillii (A. Adams, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxv-mhw-0ng
title: Echinolittorina interrupta (R. A. Philippi, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xj2-dag-43q
title: Lunella undulata ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9a7-2kf-bsz
title: Cassis tuberosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.b6b9s5
title: Occurrence Download

description: A dataset containing 3495 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoenicopterus minor É.Geoffroy Saint-Hilaire, 1798"
 ]
}

 The dataset includes 3495 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011845-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9xx24y
title: Occurrence Download

description: A dataset containing 11847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Allium cernuum Roth, Allium cernuum Schult. & Schult.f.)"
 ]
}

 The dataset includes 11847 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011846-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fds-ebr-zc8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwz-2ay-ns2
title: Cythereis (Cythereis) Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyt-na7-h5q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zek-lm7-jhr
title: †Clavulinoides philippinica (Karrer, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/68r-1x6-vkf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e4n-lgn-a05
title: Demetrias (Demetrias) monostigma Samouelle, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a1y-xdz-4nt
title: †Sirtina orbitoidiformis Brönnimann & Wirz, 1962

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/60l-txl-h7l
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xxs-erj-dmq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwq-030-t6x
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y0h-854-ja4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/06b-1wf-ytn
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jql-h61-62g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jcv-6x1-83b
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yjw-fyx-8tm
title: Cymbaloporetta squammosa (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m55-97k-bcc
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z4h-nvn-p26
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/57x-dhw-kkt
title: †Lepidorbitoides socialis (Leymerie, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f25-jqp-3z5
title: †Sirtina orbitoidiformis Brönnimann & Wirz, 1962

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/shv-tj4-k0e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q3q-k2j-plg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xw8-raq-mnn
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/835-35g-mq2
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d89-gmw-cp6
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e5k-qba-x77
title: †Fenestella Lonsdale, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dt7-525-5xn
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.drwb62
title: Occurrence Download

description: A dataset containing 4272 records in GBIF matching the query:

SELECT kingdom, phylum, class, "order", family, COUNT(*) AS size 
FROM occurrence
WHERE datasetKey = '50c9509d-22c7-4a22-a47d-8c48425ef4a7'
AND phylumKey IN (44, 34, 7707728, 52, 54)
AND basisofrecord IN ('HUMAN_OBSERVATION', 'LIVING_SPECIMEN')
AND hasCoordinate = TRUE
AND coordinateUncertaintyInMeters IS NOT NULL
AND coordinateUncertaintyInMeters &lt; 1000
AND coordinateUncertaintyInMeters NOT IN (301,3036,999,9999)
AND decimallatitude IS NOT NULL AND decimallatitude &lt;&gt; 0
AND decimallongitude IS NOT NULL AND decimallongitude &lt;&gt; 0
GROUP BY kingdom, phylum, class, "order", family


 The dataset's 4272 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022669-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0lc-kpe-22j
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q1e-664-3v2
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e0z-fjw-wcy
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xvx-vra-jtn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2by-b3p-9ee
title: Gaudryina d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33a-leq-vfg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfr-wzv-cnk
title: †Morozovelloides crassatus (Cushman, 1925)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/znc-3w4-sk5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1qq-zeq-97b
title: Harpalus (Harpalus) rubripes (Duftschmid, 1812)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b6t-4bk-a41
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kfq-dtk-c91
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3yz-rl5-fva
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vzt-qcj-eee
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ra-hhx-7zc
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4hb-v9y-7rz
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.47ux4b
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Croatia",
 "DatasetKey is Small mammals of Yugoslavia 1992 atlas",
 "TaxonKey is Cricetus cricetus (Linnaeus, 1758)"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019395-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15355895
title: Multiscale drivers of distribution and size of Western jackdaw winter roosts under contemporary urbanization
DOI: 10.5281/zenodo.15355896
title: Multiscale drivers of distribution and size of Western jackdaw winter roosts under contemporary urbanization
DOI: 10.15468/dl.mhd6up
title: Occurrence Download

description: A dataset containing 16693 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chelon labrosus (Risso, 1827)"
 ]
}

 The dataset includes 16693 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019396-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15332146
title: Data from: Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume

description: Urban Traffic Volume Dataset – Berlin (Strava) & New York City (Taxi)

Associated paper: Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic VolumeAuthors: Silke K. Kaiser, Filipe Rodrigues, Carlos Lima Azevedo, Lynn H. Kaack

Citation Request

If you use this dataset, please cite our paper:



Kaiser, S. K., Rodrigues, F., Azevedo Lima, C., & Kaack, L.H. (2025). Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume. [published on arXiv].


Dataset Overview

This dataset includes street-level traffic volume data for two major urban areas:





Berlin (Strava Cycling Data): Daily bicycle traffic volumes from 2019–2023, aggregated from publicly shared Strava user data.




New York City (Taxi Data): Hourly motorized traffic volumes from Manhattan for January–February 2016, derived from GPS trajectories of yellow taxis.



Both datasets are provided at the street-segment level and come with rich auxiliary features capturing spatial, temporal, infrastructure, and contextual information.

Each city includes:





<City>_data:Full feature table for each street segment, including traffic volume and auxiliary features.




<City>_graph_geometry:Geometry for each street segment.




<City>_adjacency_binary:Binary adjacency matrix.




<City>_adjacency_similarity:Adjacency matrix weighted by node feature similarity.




<City>_adjacency_distancebird:Adjacency matrix based on Euclidean (bird’s-eye) distance.




<City>_adjacency_distanceroad:Adjacency matrix based on real-world road network distance.




<City>_adjacency_distancetime:Adjacency matrix weighted by estimated travel time over the road network.



Key Features and Methodology





Volume Estimation: Strava volumes are rounded aggregates of bike trips; NYC volumes are computed from reconstructed taxi trajectories.




Filtering: Extreme outliers (e.g., from special events) are filtered per segment to focus on typical traffic conditions.




Auxiliary Features:





Built environment (e.g., speed limits, road types, lane counts)




Points of Interest (e.g., shops, schools, transit stops)




Network connectivity metrics (degree, betweenness, etc.)




Temporal indicators (weekday, holidays, hour, month)




Weather data (sunshine, precipitation, temperature)




Socioeconomic indicators (Berlin only)




Proxy motorized traffic metrics (Berlin only)





See the paper for a complete list of features and detailed methodology.

 

-------------------

We are grateful the European Union’s Horizon Europe research and innovation program funded this project under Grant Agreement No 101057131, Climate Action To Advance HeaLthY Societies in Europe (CATALYSE).
DOI: 10.5281/zenodo.15332147
title: Data from: Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume

description: Urban Traffic Volume Dataset – Berlin (Strava) & New York City (Taxi)

Associated paper: Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic VolumeAuthors: Silke K. Kaiser, Filipe Rodrigues, Carlos Lima Azevedo, Lynn H. Kaack

Citation Request

If you use this dataset, please cite our paper:



Kaiser, S. K., Rodrigues, F., Azevedo Lima, C., & Kaack, L.H. (2025). Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume. [published on arXiv].


Dataset Overview

This dataset includes street-level traffic volume data for two major urban areas:





Berlin (Strava Cycling Data): Daily bicycle traffic volumes from 2019–2023, aggregated from publicly shared Strava user data.




New York City (Taxi Data): Hourly motorized traffic volumes from Manhattan for January–February 2016, derived from GPS trajectories of yellow taxis.



Both datasets are provided at the street-segment level and come with rich auxiliary features capturing spatial, temporal, infrastructure, and contextual information.

Each city includes:





<City>_data:Full feature table for each street segment, including traffic volume and auxiliary features.




<City>_graph_geometry:Geometry for each street segment.




<City>_adjacency_binary:Binary adjacency matrix.




<City>_adjacency_similarity:Adjacency matrix weighted by node feature similarity.




<City>_adjacency_distancebird:Adjacency matrix based on Euclidean (bird’s-eye) distance.




<City>_adjacency_distanceroad:Adjacency matrix based on real-world road network distance.




<City>_adjacency_distancetime:Adjacency matrix weighted by estimated travel time over the road network.



Key Features and Methodology





Volume Estimation: Strava volumes are rounded aggregates of bike trips; NYC volumes are computed from reconstructed taxi trajectories.




Filtering: Extreme outliers (e.g., from special events) are filtered per segment to focus on typical traffic conditions.




Auxiliary Features:





Built environment (e.g., speed limits, road types, lane counts)




Points of Interest (e.g., shops, schools, transit stops)




Network connectivity metrics (degree, betweenness, etc.)




Temporal indicators (weekday, holidays, hour, month)




Weather data (sunshine, precipitation, temperature)




Socioeconomic indicators (Berlin only)




Proxy motorized traffic metrics (Berlin only)





See the paper for a complete list of features and detailed methodology.

 

-------------------

We are grateful the European Union’s Horizon Europe research and innovation program funded this project under Grant Agreement No 101057131, Climate Action To Advance HeaLthY Societies in Europe (CATALYSE).