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The Impact of Weather Conditions on Capital Bikeshare Trips

机译:天气状况对首都单车出行的影响

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Automated bicycle renting systems have seen tremendous growth over the last few years, with manycities implementing systems. Washington, DC, has one of the largest systems of bikesharing in the USand recently made all their usage data publically available for analysis. One issue with promotingbicycling as a reliable alternative mode of travel is the impact of unfavorable weather conditions onusage. In theory, usage can be affected by colder weather, precipitation, and excessive heat. The researchpresented here analyzes the effect of weather on the use of the Washington, DC, bikeshare system.Hourly weather data, including temperature, rainfall, snow, wind, fog, and humidity levels are linked tohourly usage data and statistical models linking both number of users and duration of use are estimated.Further, we evaluate trips from bikeshare stations within one quarter mile of Metro (subway) stations attimes when Metro is operating. This allows us to determine whether Metro serves as a back-up optionwhen weather conditions are unfavorable for bicycling. Results show that cold temperatures, rain, andhigh humidity levels reduce both the likelihood of using bikeshare and the duration of trips. Trips takenfrom bikeshare stations proximate to Metro stations are affected more by rain than trips not proximate toMetro stations and less likely when it is dark. This information is useful for understanding bicyclingbehavior and also for those planning bikeshare systems in other cities.
机译:在过去的几年中,自行车自动租赁系统取得了巨大的增长, 城市实施系统。华盛顿特区拥有美国最大的自行车共享系统之一 并且最近公开了所有使用情况数据以供分析。推广的一个问题 骑自行车作为一种可靠的替代旅行方式是不利的天气条件对 用法。从理论上讲,使用可能会受到天气变冷,降水和过热的影响。这项研究 本文介绍了天气对华盛顿特区单车共享系统使用的影响。 每小时温度数据(包括温度,降雨量,雪,风,雾和湿度水平)与 估算了每小时使用数据和将用户数量和使用时间联系在一起的统计模型。 此外,我们还评估了位于地铁(地铁)站四分之一英里内的自行车共享站的行程 地铁运行的时间。这使我们能够确定是否将Metro用作备份选项 当天气条件不利于骑车时。结果表明,寒冷的温度,雨水和 高湿度会降低使用单车共享的可能性和旅行时间。行程 与不靠近地铁站的出行相比,雨淋对靠近地铁站的单车共享站的影响更大 地铁站和天黑的可能性较小。此信息对于理解骑车很有用 行为以及计划在其他城市使用共享单车系统的用户。

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