Amazon Best Sellers Ratings and Reviews

This dataset provides a free trial sample of best-selling products and their customer reviews from a leading e-commerce platform, designed to support product intelligence, sentiment analysis, and market trend evaluation.

Key Features:

- Includes 2,700 top product records across diverse categories.
- Contains over 256,000 individual customer reviews and ratings.

Two-table schema:

- PRODUCTS table offers product-level data including ASIN, title, description, category breadcrumbs, main and alternate images, and aggregated rating metadata.
- REVIEWS table contains review-level data such as review text, star ratings, helpfulness counts, verified purchase status, and submission date.

This sample is provided for evaluation purposes only. It includes a curated subset of the full dataset.<br/>To access the complete dataset, request additional attributes, or explore alternative product segments, please contact the data provider directly.

原始信息汇总

Amazon Best Sellers Ratings and Reviews 数据集概述

数据集基本信息

• 提供商: DataHive AI
• 访问方式: 免费试用
• 更新频率: 每周
• 时间覆盖范围: 最近1个月
• 数据量:
  • 2,700条顶级产品记录
  • 超过256,000条客户评价和评分

数据结构

• PRODUCTS表:
  • 包含产品级数据：ASIN、标题、描述、类别面包屑、主图和替代图、聚合评分元数据
• REVIEWS表:
  • 包含评价级数据：评价文本、星级评分、有用性计数、已验证购买状态、提交日期

商业用途

1. 情感分析:
   • 通过验证产品评价进行大规模情感分析
   • 支持产品开发、客户体验和品牌健康跟踪
2. 机器学习:
   • 训练和验证推荐系统、评价摘要和NLP分类器
3. 市场分析:
   • 分析产品流行度趋势、定价指标和评价量
4. 定价分析:
   • 将消费者满意度与产品价值感知相关联

使用示例

1. 高评价高销量的产品查询: sql SELECT TITLE, ASIN, RATING, NUMBER_OF_RATINGS FROM PUBLIC.PRODUCTS WHERE RATING >= 4.5 AND NUMBER_OF_RATINGS >= 500 ORDER BY RATING DESC, NUMBER_OF_RATINGS DESC LIMIT 20;

2. 最活跃的评价者查询: sql SELECT USER_ID, COUNT(*) AS total_reviews FROM PUBLIC.REVIEWS GROUP BY USER_ID ORDER BY total_reviews DESC LIMIT 10;

3. 每日评价量趋势查询: sql SELECT DATE, COUNT(*) AS daily_reviews FROM PUBLIC.REVIEWS GROUP BY DATE ORDER BY TO_DATE(DATE, DY MON DD YYYY) DESC;

分类标签

• AI & ML
• Commerce
• Machine Learning
• Market Analysis
• Marketing
• Pricing Analysis
• Sentiment Analysis

联系方式

• 销售: [e-mail]
• 支持: [e-mail]

搜集汇总

背景与挑战

背景概述

该数据集是亚马逊畅销商品及其客户评论的免费试用样本，旨在支持产品智能、情感分析和市场趋势评估。它包含约2,700个顶级产品记录和超过25.6万条客户评论，采用产品和评论双表结构，分别提供产品级和评论级数据。此样本仅供评估使用，完整数据集需直接联系数据提供商获取。