河源市充电站价格浮动综合分析数据

通过监测充电站价格数据和充电桩实时空闲状态，结合绿色能源供给数据，为车主、运营方、政府提供三层服务： 车主：按 “价格最优、速度最快、绿电优先” 智能推荐充电站，支持即充、预约、错峰充电，兼顾省钱与低碳； 运营方：实时分析价格浮动、桩位占用等数据，动态调整电价和设备运维策略，提升充电桩利用率； 政府：汇总区域充电价格、负荷分布、绿电消纳等数据，辅助政策制定和双碳目标追踪。1、数据采集：从数据库中提取充电站关于充电收费最高价与最低价及充电桩空闲情况：2、处理数据：根据收费价格的平均值得出均价，进一步提取充电站中最高价的峰值与最低价的谷值，该峰值与谷值分别作为该数据的年最高价与年最低价，进一步将(年最高价与充电站电价的差）/充电站电价*100%，从而得出+浮动值，进一步将(年最低价与充电站电价的差）/充电站电价*100%，从而得出-浮动值，进一步根据得出的+浮动值与-浮动值确定均价的浮动区间（-浮动值~+浮动值）。

By monitoring charging station price data, real-time idle status of charging piles, and combining with green energy supply data, this dataset provides three-tier services for vehicle owners, charging station operators, and governments:
For vehicle owners: Intelligently recommend charging stations based on the principles of "optimal price, fastest charging speed, and green energy priority", support on-site charging, reservation, and off-peak charging to balance cost savings and low-carbon goals;
For operators: Analyze data such as price fluctuations and pile occupancy in real time, dynamically adjust electricity pricing and equipment operation and maintenance strategies to improve the utilization rate of charging piles;
For governments: Collect and summarize regional charging price, load distribution, green energy consumption and other data to assist policy formulation and tracking of the carbon peaking and carbon neutrality goals.
1. Data Collection: Extract the maximum and minimum charging prices and real-time idle status of charging piles from the database for charging stations;
2. Data Processing: Calculate the average price based on the average value of charging fees; further extract the peak value of the maximum price and the trough value of the minimum price of the charging station, which are respectively used as the annual maximum price and annual minimum price of this dataset. Then, calculate the +fluctuation value using the formula: (annual maximum price - charging station electricity price) / charging station electricity price * 100%; similarly, calculate the -fluctuation value using the formula: (annual minimum price - charging station electricity price) / charging station electricity price * 100%. Finally, determine the fluctuation range of the average price as (-fluctuation value ~ +fluctuation value) based on the obtained +fluctuation value and -fluctuation value.

搜集汇总

背景与挑战

背景概述

该数据集记录了河源市充电站的详细价格和运营数据，包括541条每日更新的记录，涵盖收费价格、年最高/最低价、浮动值和电站状态等信息。其特点在于通过分析价格浮动和充电桩空闲状态，为车主、运营方和政府提供智能推荐、动态调价和政策制定支持，助力绿色能源管理和双碳目标实现。