内蒙古地区京东平台品牌服装销售分析数据

通过平台调取品牌店铺在内蒙古地区商品销售数据，可评估该地区不同季节不同产品销售情况，并通过客户颜色偏好度、各尺寸占比数据判断，了解客户喜好和该区域客户群体尺寸的分布情况，优化营销计划，实现生产订单的合理安排和区域针对性前期铺货。数据收集：收集销售相关的数据，包括订单来源店铺、颜色、尺码、季节、省、市、区、品类等。
数据处理：对数据进行清洗、删除重复数据，处理缺失值，识别和处理异常值，确保数据的准确性和一致性。
数据分析：对数据进行统计分析，根据季节变化，统计内蒙古区域内每季产品销售量的top6，然后通过字段“颜色”、“尺寸”分别进行数据分析，对排名前6品类的颜色偏好度和尺寸比例分别进行统计，颜色偏好度=该品类该颜色订单量/该品类订单总量，尺寸比例=该品类该尺寸订单量/该品类订单总量。计算出该区域内各个季节，客户群体偏向的品类，该品类顾客颜色的偏好和尺寸的选择比例，通过自建模型，使用BI实现分析结果的可视化展示。
数据应用：将分析结果应用到运营场景中，帮助品牌店铺更好了解该区域内各季节客户的偏好和销售尺寸的选择，从而制定更精准的营销策略，指导企业合理安排生产和铺货。

By extracting commodity sales data of brand stores in the Inner Mongolia Autonomous Region via the platform, this dataset enables evaluation of product sales performance across different seasons in this region. By analyzing customer color preference and size proportion data, it also provides insights into customer preferences and the size distribution of the local customer base, optimizes marketing plans, facilitates rational arrangement of production orders, and supports targeted regional pre-stocking.

### Data Collection
Collect sales-related data including order source store, color, size, season, province, city, district, product category and other relevant fields.

### Data Processing
Perform data cleaning, remove duplicate entries, handle missing values, identify and process outliers to ensure the accuracy and consistency of the dataset.

### Data Analysis
Conduct statistical analysis on the dataset. First, count the top 6 best-selling products by sales volume for each season in the Inner Mongolia region. Then, perform separate analysis based on the "color" and "size" fields, and calculate the color preference and size proportion for the top 6 product categories respectively. The formulas are as follows:
- Color Preference = Order volume of a specific color for a product category / Total order volume of that product category
- Size Proportion = Order volume of a specific size for a product category / Total order volume of that product category
Calculate the product categories favored by the local customer base across each season, as well as the customer color preferences and size selection proportions for those categories. Finally, visualize the analysis results using BI tools through a self-developed model.

### Data Application
Apply the analysis results to operational scenarios, helping brand stores better understand customer preferences and preferred sales sizes across seasons in this region, so as to formulate more precise marketing strategies and guide enterprises to arrange production and stocking rationally.

搜集汇总

数据集介绍

特点

该数据集包含内蒙古地区京东平台品牌服装的销售数据，涵盖订单来源、颜色、尺寸、季节、地区等字段，共计3198条记录，每日更新。主要用于分析客户颜色偏好和尺寸分布，优化营销计划和生产安排。