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README.md

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 license: cc-by-nc-4.0
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+# Sears Product Reviews Dataset
+
+## Overview
+
+This dataset contains product reviews collected from Sears, specifically focusing on customer feedback for various appliances. Each review provides detailed insights into customer experiences, including ratings, comments, and product-related metadata. The data offers valuable information on customer opinions and satisfaction with products such as microwaves, refrigerators, and other household appliances. This dataset can be useful for sentiment analysis, product performance evaluation, and brand feedback analysis.
+
+## Use Cases
+
+- **Sentiment Analysis**: The dataset can be used to analyze customer sentiment towards products and brands, identify patterns in positive and negative reviews.
+  
+- **Product Evaluation**: Researchers can evaluate the performance and popularity of products based on customer feedback and ratings.
+
+- **Brand Analysis**: The dataset enables the analysis of specific brands (such as GE Appliances) and their customer satisfaction levels.
+
+- **Recommender Systems**: This dataset could be leveraged to build recommender systems for better product suggestions based on customer preferences.
+
+## Source
+
+The reviews are sourced from Sears' product pages, and the information is publicly available on the website.
+
+## Limitations
+
+- **Incomplete Reviews**: The dataset might not include all reviews for a product due to scraping limitations or missing data.
+
+## License
+
+This dataset is intended for research and analysis purposes only. Please be aware that any use of the data should comply with Sears' terms of service and any applicable copyright regulations.
+

sears_reviews.json

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