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Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models

Oslo, the capital of Norway, is situated in a North European cool climate zone. We investigate the effect of weather on the overall level of crime in the city, as well as the impact of different aspects of weather (temperature, wind speed, precipitation) on the spatial distribution of crime, net of...

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Autores principales: Hart, Rannveig, Pedersen, Willy, Skardhamar, Torbjørn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525942/
https://www.ncbi.nlm.nih.gov/pubmed/36211474
http://dx.doi.org/10.1186/s40163-022-00171-2
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author Hart, Rannveig
Pedersen, Willy
Skardhamar, Torbjørn
author_facet Hart, Rannveig
Pedersen, Willy
Skardhamar, Torbjørn
author_sort Hart, Rannveig
collection PubMed
description Oslo, the capital of Norway, is situated in a North European cool climate zone. We investigate the effect of weather on the overall level of crime in the city, as well as the impact of different aspects of weather (temperature, wind speed, precipitation) on the spatial distribution of crime, net of both total level of crime, time of day and seasonality. Geocoded locations of criminal offences were combined with data on temperature, wind speed, and precipitation. Generalized Additive Models (GAMs) allowed us to map level of and the spatial distribution of crime, and how it was impacted by weather, in a more robust manner than in previous studies. There was slightly more crime in pleasurable weather (i.e. low precipitation and wind speed and high temperatures). However, neither temperature, precipitation nor wind speed impacted the spatial distribution of crime in the city. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40163-022-00171-2.
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spelling pubmed-95259422022-10-03 Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models Hart, Rannveig Pedersen, Willy Skardhamar, Torbjørn Crime Sci Research Oslo, the capital of Norway, is situated in a North European cool climate zone. We investigate the effect of weather on the overall level of crime in the city, as well as the impact of different aspects of weather (temperature, wind speed, precipitation) on the spatial distribution of crime, net of both total level of crime, time of day and seasonality. Geocoded locations of criminal offences were combined with data on temperature, wind speed, and precipitation. Generalized Additive Models (GAMs) allowed us to map level of and the spatial distribution of crime, and how it was impacted by weather, in a more robust manner than in previous studies. There was slightly more crime in pleasurable weather (i.e. low precipitation and wind speed and high temperatures). However, neither temperature, precipitation nor wind speed impacted the spatial distribution of crime in the city. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40163-022-00171-2. Springer Berlin Heidelberg 2022-10-01 2022 /pmc/articles/PMC9525942/ /pubmed/36211474 http://dx.doi.org/10.1186/s40163-022-00171-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Hart, Rannveig
Pedersen, Willy
Skardhamar, Torbjørn
Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models
title Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models
title_full Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models
title_fullStr Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models
title_full_unstemmed Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models
title_short Blowing in the wind? Testing the effect of weather on the spatial distribution of crime using Generalized Additive Models
title_sort blowing in the wind? testing the effect of weather on the spatial distribution of crime using generalized additive models
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525942/
https://www.ncbi.nlm.nih.gov/pubmed/36211474
http://dx.doi.org/10.1186/s40163-022-00171-2
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