Luxury Fashion Insights Dataset
Fashion & Apparel Trends
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About
This dataset provides detailed text information about luxury apparel products, including their names, categories, subcategories, and descriptions. It is designed to facilitate the generation of insights into the luxury fashion industry from textual data. The dataset supports the development of multiclass classification models capable of categorising products based on their name and description.
Columns
- ID: This column has no significance and should be dropped.
- Category: Represents the category of the product. Examples include Accessories, Shoes, Eyewear, and T-Shirts.
- SubCategory: Specifies the subcategory of the product.
- ProductName: Contains the name of the product.
- Description: Provides a detailed description of the product.
Distribution
The dataset is in a CSV file format and comprises approximately 5000 rows of text data. The distribution of product categories shows Accessories at 26%, Shoes at 21%, Eyewear at 7%, and T-Shirts at 7%, with various other categories making up the remainder.
Usage
This dataset is ideally suited for:
- Generating insights and exploring trends within the luxury fashion industry.
- Building multiclass classification models to classify products into their respective categories and subcategories based on their textual information.
- Applications involving text mining and natural language processing (NLP).
Coverage
The data's geographical scope is global. No specific time range or demographic information is available within the provided material.
License
CCO
Who Can Use It
This dataset is highly valuable for:
- Data scientists and machine learning engineers working on text classification or NLP tasks.
- Fashion industry analysts seeking to understand product trends and market segmentation.
- Researchers interested in luxury goods market analysis and consumer behaviour.
Dataset Name Suggestions
- Luxury Apparel Product Data
- Fashion Product Text Dataset
- Apparel Product Categorisation Data
- Luxury Fashion Insights Dataset
Attributes
Original Data Source:Luxury_Apparel_Data