海宁市停车位使用率优化数据

对采集的数据进行分析挖掘，通过用户车辆停车状态更新停车场和路边车位空闲状态，停车时长等相关数据，通过统计分析计算场内和场外停车空闲车位数，计算停车位使用率，通过输入交通指挥区域，查询区域内停车场或路面车位情况，为相关政府机关提供相应的决策支持，由以前分散和封闭的静态交通管理转变为全市交通大数据统一的管理、监测和分析，辅助政府实现智慧交通决策。
通过分析车位总数和单日停车订单总数等数据，运营团队可以识别哪些车场在特定时间段内车位使用率低，平均使用次数少。基于这些信息，可以实施针对性的促销活动或优化停车定价策略，以提高这些车场的使用率。数据采集：从车场管理系统收集车位总数、车辆进出时间、缴费信息等数据。
数据处理：对采集的数据进行清洗，去除重复和错误的数据。计算每个车场在不同时间段的车位使用率，分析使用率的变化趋势。
停车位使用率（时长）=sum（停车场每天的停车订单累计时长）/(停车位总数*停车场单日营业时长）
不同价格下的停车位使用率（3元/小时、5元/小时、10元/小时）=同一个价格的收费天数的停车场的停车订单累计时长）/(停车位总数*停车场单日营业时长*同一价格的天数）
停车位平均使用次数=单日停车订单总数（筛除停车时长＜半小时的订单）/车位总数

Analyze and mine the collected data. Update the vacancy status of parking lots and roadside parking spaces as well as relevant data such as parking duration based on the parking status of user vehicles. Calculate the number of available parking spaces in on-site and off-site parking areas through statistical analysis, and compute the parking space utilization rate. Users can input a traffic command zone to query the status of parking lots or roadside spaces within the zone, providing corresponding decision support for relevant government agencies. This transforms the previously decentralized and closed static traffic management into unified management, monitoring and analysis of city-wide traffic big data, assisting the government in making smart traffic decisions.

By analyzing data such as the total number of parking spaces and the total number of daily parking orders, the operation team can identify which parking lots have low space utilization rate and low average usage frequency during specific time periods. Based on this information, targeted promotional activities or optimized parking pricing strategies can be implemented to improve the utilization rate of these parking lots.

Data Collection: Collect data including total number of parking spaces, vehicle entry/exit times, payment information and other relevant data from the parking lot management system.

Data Processing: Clean the collected data to remove duplicate and erroneous records. Calculate the parking space utilization rate of each parking lot in different time periods, and analyze the changing trend of the utilization rate.

Parking Space Utilization Rate (Duration) = Sum of cumulative parking order duration per day at the parking lot / (Total number of parking spaces × Daily operating hours of the parking lot)

Parking Space Utilization Rate Under Different Prices (3 Yuan/Hour, 5 Yuan/Hour, 10 Yuan/Hour) = Cumulative parking order duration of parking lots within the number of charging days at the same price / (Total number of parking spaces × Daily operating hours of the parking lot × Number of days at the same price)

Average Parking Usage Frequency = Total number of daily parking orders (excluding orders with parking duration < 30 minutes) / Total number of parking spaces

搜集汇总

数据集介绍

特点

该数据集包含海宁市停车位的使用情况数据，如停车位总数、停车订单总数、停车位使用率等，每日更新，用于优化停车管理和智慧交通决策。