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Online Retail Deal Comments
Data Science and Analytics
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Free
About
This dataset provides customer comments made in response to online posts about retail sales deals. It offers valuable insights into user engagement and sentiment surrounding various product offerings. The data was scraped from the "All Hot Deals" section of the RedFlagDeals forum, making it ideal for understanding customer responses, identifying popular deals, and analysing discussion patterns within online communities.
Columns
- title: The title of the corresponding post to which the comment was made. This column serves as a foreign key, linking comments to their original posts.
- comments: The actual comment text provided by users in response to a post.
- Label Count: This appears to be an index related to comment ranges, indicating distribution of comments by specific ranges, potentially for a labeling or analysis purpose.
- unique values: The count of unique values within the comments data, which can indicate the variety of discussions.
Distribution
The dataset is typically provided in a CSV format. The comments table contains 1,384 records in total, with 1,380 unique values across its entries. The comments are distributed among various post titles, with notable examples including "UGo Wallet offering 5% discount on eGift cards until June 30th 2020" accounting for 15% of comments and "Mophie USB-C to USB-C 3.1 5ft $4.00" representing 11%. A significant 74% of comments relate to other posts.
Usage
This dataset is highly suitable for Natural Language Processing (NLP) tasks, particularly for conducting robust sentiment analysis of customer feedback. It can also be utilised for applying Principal Component Analysis (PCA) to extract key features from textual data. Furthermore, the dataset supports analyses aimed at identifying promising deals, understanding user behaviour on retail forums, and examining the dynamics of online discussions related to sales.
Coverage
The data was crawled on 17th July 2020 from the RedFlagDeals forum and covers retail sale deals up to this date. The geographic scope of the deals and comments is global. The dataset captures interactions from users participating in an online deals community, without specific demographic notes on the users themselves.
License
CC0
Who Can Use It
This dataset is beneficial for data scientists and analysts focused on e-commerce, retail, and social media analytics. It is also valuable for researchers studying online communities, consumer behaviour, and those developing NLP models. Anyone interested in exploring and understanding discussions around retail sales and identifying interesting product offerings will find this dataset useful.
Dataset Name Suggestions
- Online Retail Deal Comments
- RedFlagDeals Customer Responses
- E-commerce Forum Discussions
- Retail Sales Post Comments
- User Engagement on Deals Forum
Attributes
Original Data Source: Retail sale deals [crawled July 17, 2020]
QUALITY