基于Logistic回归的桑托斯市电动三轮车可持续公共交通模式探索性数据分析

Geoffrey L. Cueto, F. A. Uy, K. Diaz, C. Monjardin
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引用次数: 3

摘要

桑托斯将军市,作为菲律宾的金枪鱼之都,依靠三轮车的存在来运送人员和货物。作为一个高度城市化的城市,桑托斯将军市是整个SOCKSARGEN地区经济活动的重要纽带。随着城市目前在提供可持续交通服务方面的推动,我们确定了几个在整个城市采用的选择,其中包括更清洁和更好的交通方式。电动三轮车是一种备受追捧的替代品,它提供了更好的选择,在确定的可持续交通因素方面:可靠性、安全性、舒适性、环境、可负担性和设施。一篇文献综述进行了比较,以提供成本和排放之间的电动三轮车和电动三轮车。研究确定了该市现有的三轮车产业,并对其与城市出行模式的模式共享进行了回顾。从指定的客运大楼到目的地,对乘客和司机进行了实际的路边和车上调查。调查显示,目前的电动三轮车存在一些危险,需要解决乘客和司机的福利问题。通过Python程序的探索性数据分析,本研究倾向于转向采用电动三轮车。二元logistic回归模型的模型精度为72.72%。根据结果和发现,电动三轮车可以成为城市公共交通的一种替代方式,高度支持可持续的选择,为当地民众提供通过流动性和经济活动提高生活质量的选择。向城市交通部门的当地政策制定者提出的进一步建议包括,为更好的交通管理和特许经营监管而聚集乡村,将与三轮车服务相关的交通相关基础设施纳入其投资规划和规划,推出和实施城市三轮车规范,以及在城市引入电动三轮车的试点活动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploratory Data Analysis of Electric Tricycle as Sustainable Public Transport Mode in General Santos City Using Logistic Regression
General Santos City, as the tuna capital of the Philippines, relies with the presence of tricycles in moving people and goods. Considered as a highly-urbanized city, General Santos City serves as vital link of the entire SOCKSARGEN region’s economic activities. With the current thrust of the city in providing a sustainable transport service, several options were identified to adopt in the entire city, that includes cleaner and better transport mode. Electric tricycle is an after sought alternative that offers better choice in terms of identified factors of sustainable transport: reliability, safety, comfort, environment, affordability, and facility. A literature review was conducted to provide a comparison of cost and emission between a motorized tricycle and an e-tricycle. The study identified the existing tricycle industry of the city and reviewed the modal share with the city’s travel pattern. Actual roadside and onboard survey were conducted both to passengers and drivers from the identified terminal to their destination. The survey revealed a number of hazards were with the current motorized tricycle that needs to address for the welfare of the passengers and drivers. With the application of exploratory data analysis using Python program, the study favors the shift to adopting E-tricycle. The model derived from binary logistics regression provided a 72.72% model accuracy. Based from the results and findings, electric tricycle can be an alternative mode of public transport in the city that highly support sustainable option that provides local populace to improve their quality of life through mobility and economic activity. Further recommendation to local policy makers in the transport sector of the city include the clustering of barangays for better traffic management and franchise regulation, the inclusion of transport-related infrastructure related to tricycle service with their investment planning and programming, the roll out and implementation of tricycle code of the city, and the piloting activity of introducing e-tricycle in the city.
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