义乌市恒风行定制巴士线路稳定性分析数据

通过分析义乌市定制巴士的线路稳定系数和稳定级别，帮助企业了解线路的淡旺季、乘车需求量和需求变化趋势，在为客户提供定制巴士乘车服务提升客户满意度忠诚度的同时，企业可以按季节优化出行频次以平衡收支。企业可以利用线路稳定数据来指导战略方向的制定，为长期发展规划提供数据支持。1、数据采集：采集义乌市恒风行APP定制巴士线路订单数据。
2、数据处理：将订单号作为唯一标识，对数据进行归纳、清洗，去除退款订单、未支付订单等。
3、数据加工：用COUNT、SUM函数计算出线路季度订单量、线路全年总订单量、线路季度平均订单量，用VAR、SQRT函数计算线路季度订单方差、线路季度订单标准差，综合计算线路稳定系数K=线路季度订单标准差/线路季度平均订单量，利用线路稳定系数K来评价定制巴士线路的稳定级别，K∈[1,+∞)内该线路不稳定，K∈[0.5,1)内该线路一般稳定，K∈(0,0.5)内该线路稳定。
4、数据应用：通过算法得到线路的稳定性数据，绘制出简单的线路画像，有助于企业可以按季节优化出行频次以平衡收支，利用线路稳定数据来指导战略方向的制定。

By analyzing the line stability coefficients and stability levels of customized bus routes in Yiwu City, enterprises can gain insights into the peak and off-peak seasons of the routes, passenger demand and demand change trends. While providing customized bus services to customers to improve their satisfaction and loyalty, enterprises can optimize travel frequency seasonally to balance revenue and expenditure. Additionally, enterprises can use the line stability data to guide the formulation of strategic directions and provide data support for long-term development planning.
1. Data Collection: Collect order data of customized bus lines in Yiwu City via the Hengfengxing APP.
2. Data Preprocessing: Take order IDs as unique identifiers, perform data summarization and cleaning, and remove refunded orders, unpaid orders and other invalid orders.
3. Data Calculation and Processing: Use functions including COUNT and SUM to calculate the quarterly order volume, annual total order volume and quarterly average order volume for each line. Use VAR and SQRT functions to calculate the quarterly order variance and quarterly order standard deviation of each line. Then comprehensively calculate the line stability coefficient K, which is defined as the quarterly order standard deviation of the line divided by the quarterly average order volume of the line. The stability level of the customized bus line is evaluated using K: the line is unstable when K ∈ [1, +∞), moderately stable when K ∈ [0.5, 1), and stable when K ∈ (0, 0.5).
4. Data Application: Obtain line stability data via algorithms and generate simple line profiles, which enables enterprises to optimize travel frequency seasonally to balance revenue and expenditure, and use line stability data to guide the formulation of strategic directions.

搜集汇总

数据集介绍

特点

该数据集包含义乌市恒风行定制巴士的线路稳定性分析数据，涵盖订单信息、线路订单量、稳定系数等关键指标，旨在帮助企业优化巴士运营策略和提升客户满意度。