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Water Bottle Customer Feedback (Flipkart)
Data Science and Analytics
Tags and Keywords
Trusted By
"No reviews yet"
Free
About
This dataset contains 77,405 customer reviews of water bottles scraped from Flipkart, one of India’s leading e-commerce platforms. The data has been preprocessed to remove extraneous characters and duplicate entries, making it suitable for a variety of text analysis tasks. It captures essential information about each review, including product details, customer ratings, and the full review text, offering valuable insights into customer opinions and product performance.
Columns
- index: A unique identifier assigned to each review entry.
- product_name: The name (and, implicitly, specifications) of the water bottle being reviewed.
- overall_rating: The average rating for the product on Flipkart, providing a quick snapshot of general customer satisfaction.
- rating: The individual star rating provided by the user, ranging from 1 to 5.
- title: A brief headline or summary of the review that captures the main sentiment.
- cleaned_review: The complete text of the customer’s review, which has been processed to remove extraneous characters and duplicate content, making it suitable for text analysis and Natural Language Processing (NLP) applications.
Distribution
This dataset is provided as a CSV file named
cleaned_reviews.csv. It contains 77,405 individual customer reviews, organised into six distinct columns. The data structure is tabular, with each row representing a unique review.Usage
This dataset is ideal for:
- Sentiment analysis to gauge customer emotions towards water bottle products.
- Various Natural Language Processing (NLP) tasks, such as text classification, topic modelling, and keyword extraction.
- Market research to understand consumer preferences, pain points, and satisfaction levels regarding water bottles.
- The development of recommendation systems based on product reviews and ratings.
- Gaining deeper insights into customer opinions and product performance on an e-commerce platform.
Coverage
The dataset focuses on customer reviews from Flipkart, a major e-commerce platform in India, thus providing insights primarily into the Indian market. The reviews cover various water bottle products listed on the platform. A specific time range for the reviews is not available in the provided sources.
License
CC0
Who Can Use It
This dataset is suitable for:
- Data Scientists and Machine Learning Engineers for building and training NLP models, such as sentiment classifiers.
- Data Analysts for conducting market research, exploring customer feedback trends, and generating reports on product performance.
- Product Managers seeking to understand customer satisfaction, identify popular product features, or address common complaints related to water bottles.
- Academic Researchers interested in e-commerce review analysis, consumer behaviour, or text mining.
Dataset Name Suggestions
- Flipkart Water Bottle Reviews Dataset
- Indian E-commerce Water Bottle Reviews
- Water Bottle Customer Feedback (Flipkart)
- Online Water Bottle Product Ratings
- Cleaned Flipkart Water Bottle Reviews
Attributes
Original Data Source: Water bottle review dataset (FLIPKART)
QUALITY