References

Abatzoglou, John T., Solomon Z. Dobrowski, Sean A. Parks, and Katherine C. Hegewisch. 2018. TerraClimate, a High-Resolution Global Dataset of Monthly Climate and Climatic Water Balance from 1958–2015.” Scientific Data 5 (1, 1): 170191. https://doi.org/10.1038/sdata.2017.191.
Bauer, Veronika, Johann Gamper, Roberto Loperfido, Sylvia Profanter, Stefan Putzer, and Igor Timko. 2008. “Computing Isochrones in Multi-Modal, Schedule-Based Transport Networks.” In Proceedings of the 16th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 1–2. GIS ’08. New York, NY, USA: Association for Computing Machinery. https://doi.org/b9xqfg.
Benhlima, Ouidad, Fouad Riane, Jakob Puchinger, and Hicham Bahi. 2023. “An Isochronic Measurement for the Analysis of Proximity to Restaurants and Locations of Food Delivery Parking.” In The 9th International Conference on Modeling, Simulation and Applied Optimization (ICMSAO’23). Marrakech (Maroc), Morocco. https://hal.science/hal-04086908.
Bivand, Roger, Jakub Nowosad, and Robin Lovelace. 2023. spData: Datasets for Spatial Analysis. https://CRAN.R-project.org/package=spData.
Brun, Philipp, Niklaus E. Zimmermann, Chantal Hari, Loïc Pellissier, and Dirk Nikolaus Karger. 2022a. CHELSA-BIOCLIM+ A Novel Set of Global Climate-Related Predictors at Kilometre-Resolution.” EnviDat. https://doi.org/http://dx.doi.org/10.16904/envidat.332.
———. 2022b. “Global Climate-Related Predictors at Kilometer Resolution for the Past and Future.” Earth System Science Data 14 (12): 5573–603. https://doi.org/10.5194/essd-14-5573-2022.
Carslaw, David. 2023. Worldmet: Import Surface Meteorological Data from NOAA Integrated Surface Database (ISD). https://CRAN.R-project.org/package=worldmet.
Cwiek, Pawel. 2023. Pmetar: Processing METAR Weather Reports. https://CRAN.R-project.org/package=pmetar.
Del Greco, Stephen A., Neal Lott, Kathy Hawkins, Rich Baldwin, Dee Dee Anders, Ron Ray, Dan Dellinger, Pete Jones, and Fred Smith. 2006. “Surface Data Integration at NOAA’s National Climatic Data Center: Data Format, Processing, QC, and Product Generation.” In. Georgia. https://ams.confex.com/ams/Annual2006/webprogram/Paper100500.html.
Estima, Jacinto, and Marco Painho. 2013. “Exploratory Analysis of OpenStreetMap for Land Use Classification.” In Proceedings of the Second ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information, 39–46. https://doi.org/10.1145/2534732.2534734.
———. 2015. “Investigating the Potential of Openstreetmap for Land Use/Land Cover Production: A Case Study for Continental Portugal.” In OpenStreetMap in GIScience: Experiences, Research, and Applications, edited by Jamal Jokar Arsanjani, Alexander Zipf, Peter Mooney, and Marco Helbich, 273–93. Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-14280-7_14.
Fazio, Martina, Fabio Borghetti, Nadia Giuffrida, Michela Le Pira, Michela Longo, Matteo Ignaccolo, Giuseppe Inturri, and Roberto Maja. 2023. “The ‘15-Minutes Station’: A Case Study to Evaluate the Pedestrian Accessibility of Railway Transport in Southern Italy.” Transportation Research Procedia, AIIT 3rd International Conference on Transport Infrastructure and Systems (TIS ROMA 2022), 15th-16th September 2022, Rome, Italy, 69 (January): 536–43. https://doi.org/gtg74p.
“Federal Climate Complex Data Documentation for Integrated Surface Data (ISD).” 2018. NOAA - National Centers for Environmental Information US Air Force - 14th Weather Squadron. https://www.ncei.noaa.gov/pub/data/noaa/isd-format-document.pdf.
Fick, Stephen E., and Robert J. Hijmans. 2017. WorldClim 2: New 1-Km Spatial Resolution Climate Surfaces for Global Land Areas.” International Journal of Climatology 37 (12): 4302–15. https://doi.org/10.1002/joc.5086.
Fonte, Cid’alia Costa, Joaquim Ant’onio Patriarca, Marco Minghini, Vyron Antoniou, Linda See, and Maria Antonia Brovelli. 2019. “Using OpenStreetMap to Create Land Use and Land Cover Maps: Development of an Application.” In Geospatial Intelligence: Concepts, Methodologies, Tools, and Applications (3 Volumes), edited by Information Resources Management Association, 1100–1123. Hershey PA, USA: IGI Global. https://www.igi-global.com/book/geospatial-intelligence-concepts-methodologies-tools/213224.
Gilardi, Andrea, and Robin Lovelace. 2023. Osmextract: Download and Import Open Street Map Data Extracts. https://CRAN.R-project.org/package=osmextract.
Girres, Jean?François, and Guillaume Touya. 2010. “Quality Assessment of the French OpenStreetMap Dataset.” Transactions in GIS 14 (4): 435–59. https://doi.org/10.1111/j.1467-9671.2010.01203.x.
Haklay, Mordechai. 2010. “How Good Is Volunteered Geographical Information? A Comparative Study of OpenStreetMap and Ordnance Survey Datasets.” Environment and Planning B: Planning and Design 37 (4): 682–703. https://doi.org/10.1068/b35097.
Harris, Ian, Timothy J. Osborn, Phil Jones, and David Lister. 2020. “Version 4 of the CRU TS Monthly High-Resolution Gridded Multivariate Climate Dataset.” Scientific Data 7 (1, 1): 109. https://doi.org/10.1038/s41597-020-0453-3.
Hersbach, Hans, Bill Bell, Paul Berrisford, Gionata Biavati, András Horányi, Joaquín Muñoz Sabater, Julien Nicolas, et al. 2023. ERA5 Hourly Data on Single Levels from 1940 to Present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS).” https://doi.org/10.24381/cds.adbb2d47.
Hersbach, Hans, Bill Bell, Paul Berrisford, Shoji Hirahara, András Horányi, Joaquín Muñoz-Sabater, Julien Nicolas, et al. 2020. “The ERA5 Global Reanalysis.” Quarterly Journal of the Royal Meteorological Society 146 (730): 1999–2049. https://doi.org/10.1002/qj.3803.
Hijmans, Robert J. 2024. Terra: Spatial Data Analysis. https://rspatial.org/.
Hijmans, Robert J., M’arcia Barbosa, Aniruddha Ghosh, and Alex Mandel. 2023. Geodata: Download Geographic Data. https://CRAN.R-project.org/package=geodata.
Hufkens, Koen. 2023. Ecmwfr: Interface to ECMWF and CDS Data Web Services. https://github.com/bluegreen-labs/ecmwfr.
Hufkens, Koen, Reto Stauffer, and Elio Campitelli. 2019. “The Ecwmfr Package: An Interface to ECMWF API Endpoints.” https://doi.org/10.5281/zenodo.2647531.
Jentsch, Helge, Maria Bobrowski, and Johannes Weidinger. 2024. ClimDatDownloadR: Downloads Climate Data from Chelsa and WorldClim. https://doi.org/10.5281/zenodo.7924343.
Johnson, Mike. 2024. climateR: climateR. https://github.com/mikejohnson51/climateR.
Karger, Dirk Nikolaus, Philipp Brun, and Niklaus E. Zimmermann. 2022. BIOCLIM+ A Novel Set of Global Climate-Related Predictors at Kilometre-Resolution: Technical Specification.” Swiss Federal Research Institute WSL. https://www.envidat.ch/dataset/21d662b7-9c59-41da-aa82-7d8a879b8db7/resource/aa676d1f-5f7f-479b-af20-26066b0537d1/download/chelsa_file_specification_bioclim_plus.pdf.
Karger, Dirk Nikolaus, Olaf Conrad, Jürgen Böhner, Tobias Kawohl, Holger Kreft, Rodrigo Wilber Soria-Auza, Niklaus E. Zimmermann, H. Peter Linder, and Michael Kessler. 2017. “Climatologies at High Resolution for the Earth’s Land Surface Areas.” Scientific Data 4 (1, 1): 170122. https://doi.org/10.1038/sdata.2017.122.
———. 2021. “Climatologies at High Resolution for the Earth’s Land Surface Areas.” EnviDat. https://doi.org/http://dx.doi.org/10.16904/envidat.228.
Karger, Dirk Nikolaus, Adam M. Wilson, Colin Mahony, Niklaus E. Zimmermann, and Walter Jetz. 2021. “Global Daily 1 Km Land Surface Precipitation Based on Cloud Cover-Informed Downscaling.” Scientific Data 8 (1, 1): 307. https://doi.org/10.1038/s41597-021-01084-6.
Karger, Dirk Nikolaus, and Niklaus E. Zimmermann. 2021. CHELSA V2.1: Technical Specification.” Swiss Federal Research Institute WSL. https://www.envidat.ch/dataset/2adb0c83-4653-4337-af28-f75c63ab7c74/resource/61fff0a7-6abb-45f7-a5f6-48f6e2c24851/download/chelsa_file_specification.pdf.
Karger, Dirk N., Stefan Lange, Chantal Hari, Christopher P. O. Reyer, and Niklaus E. Zimmermann. 2022. CHELSA-W5E5 V1.0: W5E5 V1.0 Downscaled with CHELSA V2.0.” ISIMIP Repository. https://doi.org/10.48364/ISIMIP.836809.3.
Kondrateva, Elena, Alexander Sidorov, and Oleg Saprykin. 2017. “An Isochrones Based Public Transport Stops Optimization Technique.” In 2017 5th IEEE International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS), 182–87. https://doi.org/gtg72p.
Köppen, Wladimir Peter. 1936. “Das geographische System der Klimate (1936).” In Handbuch der Klimatologie, edited by Wladimir Peter Köppen and Rudolf Geiger, Band I, Teil C:44. Berlin: Verlag von Gebrüder Borntraeger. https://koeppen-geiger.vu-wien.ac.at/pdf/Koppen_1936.pdf.
Kounadi, Ourania. 2009. “Assessing the Quality of OpenStreetMap Data.” London: University College of London, Department of Civil, Environmental And Geomatic Engineering.
Kusch, Erik, and Richard Davy. 2022. KrigR—a Tool for Downloading and Statistically Downscaling Climate Reanalysis Data.” Environmental Research Letters 17 (2): 024005. https://doi.org/10.1088/1748-9326/ac48b3.
Leeper, Thomas J. 2024. Aws.s3: AWS S3 Client Package. https://github.com/cloudyr/aws.s3.
Lieth, Helmut. 1975. “Modeling the Primary Productivity of the World.” In Primary Productivity of the Biosphere, edited by Helmut Lieth and Robert H. Whittaker, 14:237–63. Ecological Studies. Berlin, Heidelberg: Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-80913-2.
Lott, Neal. 2004. “The Quality Control of the Integrated Surface Hourly Database.” In. https://ams.confex.com/ams/84Annual/webprogram/Paper71929.html.
Ludwig, Ina, Angi Voss, and Maike Krause-Traudes. 2011. “A Comparison of the Street Networks of Navteq and OSM in Germany.” In Advancing Geoinformation Science for a Changing World, 65–84. https://doi.org/10.1007/978-3-642-19789-5_4.
Ma, Jin, Ji Zhou, Frank-Michael Göttsche, Shunlin Liang, and Shaofei Wang. 2020. GLASS Land Surface Temperature Product (1981-2000): Instantaneous LST.” Zenodo. https://doi.org/10.5281/zenodo.3934354.
Ma, Jin, Ji Zhou, Frank-Michael Göttsche, Shunlin Liang, Shaofei Wang, and Mingsong Li. 2020. “A Global Long-Term (1981–2000) Land Surface Temperature Product for NOAA AVHRR.” Earth System Science Data 12 (4): 3247–68. https://doi.org/10.5194/essd-12-3247-2020.
Ma, Jin, Ji Zhou, and Shunlin Liang. 2020. GLASS Land Surface Temperature Product (1981-2000): Monthly Averaged LST.” Zenodo. https://doi.org/10.5281/zenodo.3936641.
Ma, Jin, Ji Zhou, Shunlin Liang, and Mingsong Li. 2020. GLASS Land Surface Temperature Product (1981-2000): Orbital Drift Corrected LST.” Zenodo. https://doi.org/10.5281/zenodo.3936627.
Marciuska, Sarunas, and Johann Gamper. 2010. “Determining Objects Within Isochrones in Spatial Network Databases.” In Proceedings of the 14th East European Conference on Advances in Databases and Information Systems, 392–405. ADBIS’10. Berlin, Heidelberg: Springer-Verlag.
Mark Padgham, Bob Rudis, Robin Lovelace, and Maëlle Salmon. 2017. “Osmdata.” Journal of Open Source Software 2 (14): 305. https://doi.org/10.21105/joss.00305.
Milrad, Shawn. 2018. METAR Code.” In Synoptic Analysis and Forecasting, edited by Shawn Milrad, 23–39. Elsevier. https://doi.org/10.1016/B978-0-12-809247-7.00003-X.
Mooney, Peter, Padraig Corcoran, and Adam Winstanley. 2010. “A Study of Data Representation of Natural Features in OpenStreetMap.” In. Zurich. https://giscience2010.org/.
Muñoz-Sabater, Joaquín, Emanuel Dutra, Anna Agustí-Panareda, Clément Albergel, Gabriele Arduini, Gianpaolo Balsamo, Souhail Boussetta, et al. 2021. ERA5-Land: A State-of-the-Art Global Reanalysis Dataset for Land Applications.” Earth System Science Data 13 (9): 4349–83. https://doi.org/10.5194/essd-13-4349-2021.
Neis, Pascal, Dennis Zielstra, and Alexander Zipf. 2011. “The Street Network Evolution of Crowdsourced Maps: OpenStreetMap in Germany 2007–2011.” Future Internet 4 (1): 1–21. https://doi.org/10.3390/fi4010001.
Oleś, Andrzej. 2024. Openrouteservice: Openrouteservice API Client. https://github.com/GIScience/openrouteservice-r.
Paulsen, Jens, and Christian Körner. 2014. “A Climate-Based Model to Predict Potential Treeline Position Around the Globe.” Alpine Botany 124 (1): 1–12. https://doi.org/10.1007/s00035-014-0124-0.
Pebesma, Edzer, Thomas Mailund, and James Hiebert. 2016. “Measurement Units in R.” R Journal 8 (2): 486–94. https://doi.org/10.32614/RJ-2016-061.
Peel, M. C., B. L. Finlayson, and T. A. McMahon. 2007. “Updated World Map of the Köppen-Geiger Climate Classification.” Hydrology and Earth System Sciences 11 (5): 1633–44. https://doi.org/10.5194/hess-11-1633-2007.
“Planet OSM.” 2024. 2024. https://planet.osm.org/.
R Core Team. 2023. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. https://www.R-project.org/.
Reinmuth, Marcel, and Alexander Zipf. n.d. “Physical Accessibility of Hospitals in Sub-Saharan Africa: An Exemplary Analysis of the Potential of Open Geodata in the Health Sector.”
Schott, M., S. Lautenbach, L. Größchen, and A. Zipf. 2022. “Openstreetmap Element Vectorisation - a Tool for High Resolution Data Insights and Its Usability in the Land-Use and Land-Cover Domain.” The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVIII-4-W1-2022 (August): 395–402. https://doi.org/gtdww7.
Schultz, Michael, Janek Voss, Michael Auer, Sarah Carter, and Alexander Zipf. 2017. “Open Land Cover from OpenStreetMap and Remote Sensing.” International Journal of Applied Earth Observation and Geoinformation 63 (December): 206–13. https://doi.org/gddfn6.
Shafee, Thomas, Os Keyes, and Serena Signorelli. 2021. WikidataR: Read-Write API Client Library for Wikidata. https://CRAN.R-project.org/package=WikidataR.
Smith, Adam, Neal Lott, and Russ Vose. 2011. “The Integrated Surface Database: Recent Developments and Partnerships.” Bulletin of the American Meteorological Society 92 (6): 704–8. https://doi.org/10.1175/2011BAMS3015.1.
South, Andy. 2017. Rnaturalearthdata: World Vector Map Data from Natural Earth Used in ’Rnaturalearth’. https://CRAN.R-project.org/package=rnaturalearthdata.
Tennekes, Martijn. 2018. tmap: Thematic Maps in R.” Journal of Statistical Software 84 (6): 1–39. https://doi.org/10.18637/jss.v084.i06.
Thornthwaite, C. Warren. 1931. “The Climates of North America: According to a New Classification.” Geographical Review 21 (4): 633–55. https://doi.org/10.2307/209372.
Troll, Carl. 1964. “Karte Der Jahreszeiten-Klimate Der Erde (The Map of the Seasonal Climates of the Earth).” Erdkunde 18 (1): 5–28. https://doi.org/10.3112/erdkunde.1964.01.02.
Tsakalos, James L., Martin R. Smith, Federico Luebert, and Ladislav Mucina. 2024. Climenv: Download, Extract and Visualise Climate and Elevation Data. https://github.com/jamestsakalos/climenv.
underdark. 2011a. “Guide to Advanced Labeling for OSM Roads.” Free and Open Source GIS Ramblings. September 13, 2011. https://anitagraser.com/2011/09/13/guide-to-advanced-labeling-for-osm-roads/.
———. 2011b. Google Maps-Style Road Maps in QGIS.” Free and Open Source GIS Ramblings. September 16, 2011. https://anitagraser.com/2011/09/16/google-maps-styled-road-maps-in-qgis/.
———. 2014. “A Guide to GoogleMaps-like Maps with OSM in QGIS.” Free and Open Source GIS Ramblings. May 31, 2014. https://anitagraser.com/2014/05/31/a-guide-to-googlemaps-like-maps-with-osm-in-qgis/.
Van De Kerchove, Ruben, ed. 2022. WorldCover Product User Manual.” VITO. https://esa-worldcover.s3.eu-central-1.amazonaws.com/v200/2021/docs/WorldCover_PUM_V2.0.pdf.
Wissmann, Hermann von. 1939. “Die Klima-und Vegetationsgebiete Eurasiens: Begleitworte Zu Einer Karte Der Klimagebiete Eurasiens.” Zeitschrift Der Gesellschaft Für Erdkunde Zu Berlin, 81–92.
Yao, Rui, Lunche Wang, Xin Huang, Qian Cao, Jing Wei, Panxing He, Shaoqiang Wang, and Lizhe Wang. 2023. “Global Seamless and High-Resolution Temperature Dataset (GSHTD), 2001–2020.” Remote Sensing of Environment 286 (March): 113422. https://doi.org/10.1016/j.rse.2022.113422.
Zanaga, Daniele, Ruben Van De Kerchove, Dirk Daems, Wanda De Keersmaecker, Carsten Brockmann, Grit Kirches, Jan Wevers, et al. 2022. ESA WorldCover 10 m 2021 V200.” Zenodo. October 28, 2022. https://doi.org/10.5281/zenodo.7254221.
Zanaga, Daniele, Ruben Van De Kerchove, Wanda De Keersmaecker, Niels Souverijns, Carsten Brockmann, Ralf Quast, Jan Wevers, et al. 2021. ESA WorldCover 10 m 2020 V100.” Zenodo. October 20, 2021. https://doi.org/10.5281/zenodo.5571936.
Zhang, Tao, Yuyu Zhou, Zhengyuan Zhu, Xiaoma Li, and Ghassem R. Asrar. 2022. “A Global Seamless 1 km Resolution Daily Land Surface Temperature Dataset (2003–2020).” Earth System Science Data 14 (2): 651–64. https://doi.org/10.5194/essd-14-651-2022.
Zielstra, Dennis, and Alexander Zipf. 2010. “Quantitative Studies on the Data Quality of OpenStreetMap in Germany.” In. https://www.semanticscholar.org/paper/Quantitative-Studies-on-the-Data-Quality-of-in-Zielstra-Zipf/1c1c90197c081de1b9cba3f53d2ead9906a1d730.