农产品电商市场洞察数据集

数据集是通过聚合电商云多板块业务，已采用加密技术对个人敏感信息进行脱敏处理的农产品数据集合，如：销量、价格、销售额（销量*价格）等、国家统计局农业产量数据、物流仓储信息及行业协会调研报告。数据清洗规则包括剔除异常值（如单日价格波动超30%的记录，如遇宏观政策调整可忽略）、统一计量单位（如将“斤”“公斤”标准化），并按品类（果蔬、粮油等）、区域（省/市/区）、日、月、季度等维度聚合存储。更新规则为月度同步核心数据，并每月补充市场热点事件（如气候灾害、季节性新品首发上线、国家宏观政策等其他不可控因素对价格的影响）作为附加标签。

This dataset is an agricultural product data collection aggregated from multiple business segments of e-commerce cloud platforms, with personal sensitive information desensitized and processed via encryption technologies. It includes various data types such as sales volume, unit price, total sales revenue (calculated as sales volume multiplied by unit price), agricultural output data from the National Bureau of Statistics, logistics and warehousing information, and industry association research reports. The data cleaning rules cover outlier removal (e.g., records with daily price fluctuations exceeding 30%, which can be exempted if macro policy adjustments occur), unification of measurement units (e.g., standardizing units like jin and kilogram), and aggregated storage of data according to dimensions including product category (fruits and vegetables, grain and oil, etc.), region (province/city/district), day, month, and quarter. The data update mechanism follows a monthly schedule for core data synchronization, with additional labels supplemented each month based on market hot events, such as the impact of climate disasters, seasonal new product launches, national macro policies, and other uncontrollable factors on product prices.

搜集汇总

背景与挑战

背景概述

农产品电商市场洞察数据集是一个3GB规模、每日更新的数据集，用于监测农产品市场动态和消费行为，服务于生产商、电商平台和政策制定机构。数据集包含日期、地区、商品信息等多维度字段，并经过数据清洗和脱敏处理。