Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data
We examined the association between meteorological (weather) conditions in a given locale and pedestrian trips frequency and duration, through the use of locative digital data. These associations were determined for seasonality, urban microclimate, and commuting. We analyzed GPS data from a broadly...
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Format: | Article |
Language: | en_US |
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Elsevier
2018
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Online Access: | http://hdl.handle.net/1721.1/113028 https://orcid.org/0000-0001-7951-4124 https://orcid.org/0000-0003-2026-5631 |
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author | Vanky, Anthony P. Verma, Santosh K. Courtney, Theodore K. Santi, Paolo Ratti, Carlo |
author2 | Massachusetts Institute of Technology. Department of Urban Studies and Planning |
author_facet | Massachusetts Institute of Technology. Department of Urban Studies and Planning Vanky, Anthony P. Verma, Santosh K. Courtney, Theodore K. Santi, Paolo Ratti, Carlo |
author_sort | Vanky, Anthony P. |
collection | MIT |
description | We examined the association between meteorological (weather) conditions in a given locale and pedestrian trips frequency and duration, through the use of locative digital data. These associations were determined for seasonality, urban microclimate, and commuting. We analyzed GPS data from a broadly available activity tracking mobile phone application that automatically recorded 247,814 trips from 5432 unique users in Boston and 257,697 trips from 8256 users in San Francisco over a 50-week period. Generally, we observed increased air temperature and the presence of light cloud cover had a positive association with hourly trip frequency in both cities, regardless of seasonality. Temperature and weather conditions generally showed greater associations with weekend and discretionary travel, than with weekday and required travel. Weather conditions had minimal association with the duration of the trip, once the trip was initiated. The observed associations in some cases differed between the two cities. Our study illustrates the opportunity that emerging technology presents to study active transportation, and exposes new methods to wider consideration in preventive medicine. |
first_indexed | 2024-09-23T16:53:51Z |
format | Article |
id | mit-1721.1/113028 |
institution | Massachusetts Institute of Technology |
language | en_US |
last_indexed | 2024-09-23T16:53:51Z |
publishDate | 2018 |
publisher | Elsevier |
record_format | dspace |
spelling | mit-1721.1/1130282022-10-03T09:01:24Z Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data Vanky, Anthony P. Verma, Santosh K. Courtney, Theodore K. Santi, Paolo Ratti, Carlo Massachusetts Institute of Technology. Department of Urban Studies and Planning Vanky, Anthony P Vanky, Anthony P. Santi, Paolo Ratti, Carlo We examined the association between meteorological (weather) conditions in a given locale and pedestrian trips frequency and duration, through the use of locative digital data. These associations were determined for seasonality, urban microclimate, and commuting. We analyzed GPS data from a broadly available activity tracking mobile phone application that automatically recorded 247,814 trips from 5432 unique users in Boston and 257,697 trips from 8256 users in San Francisco over a 50-week period. Generally, we observed increased air temperature and the presence of light cloud cover had a positive association with hourly trip frequency in both cities, regardless of seasonality. Temperature and weather conditions generally showed greater associations with weekend and discretionary travel, than with weekday and required travel. Weather conditions had minimal association with the duration of the trip, once the trip was initiated. The observed associations in some cases differed between the two cities. Our study illustrates the opportunity that emerging technology presents to study active transportation, and exposes new methods to wider consideration in preventive medicine. 2018-01-08T20:41:14Z 2018-01-08T20:41:14Z 2017-07 2017-07 Article http://purl.org/eprint/type/JournalArticle 2211-3355 http://hdl.handle.net/1721.1/113028 Vanky, Anthony P. et al. “Effect of Weather on Pedestrian Trip Count and Duration: City-Scale Evaluations Using Mobile Phone Application Data.” Preventive Medicine Reports 8 (December 2017): 30–37 © 2017 The Authors https://orcid.org/0000-0001-7951-4124 https://orcid.org/0000-0003-2026-5631 en_US http://dx.doi.org/10.1016/j.pmedr.2017.07.002 Preventive Medicine Reports Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ application/pdf Elsevier Anthony P Vanky |
spellingShingle | Vanky, Anthony P. Verma, Santosh K. Courtney, Theodore K. Santi, Paolo Ratti, Carlo Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data |
title | Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data |
title_full | Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data |
title_fullStr | Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data |
title_full_unstemmed | Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data |
title_short | Effect of weather on pedestrian trip count and duration: City-scale evaluations using mobile phone application data |
title_sort | effect of weather on pedestrian trip count and duration city scale evaluations using mobile phone application data |
url | http://hdl.handle.net/1721.1/113028 https://orcid.org/0000-0001-7951-4124 https://orcid.org/0000-0003-2026-5631 |
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