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README.md

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----
-license: mit
----
+---
+language: 
+- en
+pretty_name: "Trustpilot Reviews 123k - 123,181 Trustpilot UK reviews from 1,680 companies with titles and star ratings"
+tags:
+- NLP
+- Sentiment Analysis
+license:
+- mit
+---
+
+# Trustpilot Reviews 123k
+Welcome to the Trustpilot Reviews 123k Dataset, a collection of user feedback gathered from Trustpilot UK. This dataset encompasses a total of **123,181 reviews** spanning **1,680 companies** across **22 categories**. The reviews were methodically collected over a brief period between **19th December 2024** and **7th January 2025**, providing a snapshot of customer sentiments during this timeframe. This dataset is intended for researchers and practitioners interested in natural language processing, sentiment analysis, and consumer behavior insights.
+
+## Categories
+- Animals & Pets
+- Beauty & Well-being
+- Business Services
+- Construction & Manufacturing
+- Education & Training
+- Electronics & Technology
+- Events & Entertainment
+- Food, Beverages & Tobacco
+- Health & Medical
+- Hobbies & Crafts
+- Home & Garden
+- Home Services
+- Legal Services & Government
+- Media & Publishing
+- Money & Insurance
+- Public & Local Services
+- Restaurants & Bars
+- Shopping & Fashion
+- Sports
+- Travel & Vacation
+- Utilities
+- Vehicles & Transportation
+
+## Columns
+- **category**: The primary Trustpilot category assigned to the company.
+- **company**: The URL of the company being reviewed.
+- **description**: A brief description of the company.
+- **title**: The title of the review.
+- **review**: The text of the review.
+- **stars**: The reviewer's rating of the company, on a scale from 1 to 5.
+
+## Language
+The reviews in this dataset were sourced from the UK-based Trustpilot website and as a result, they are predominantly in English. It is worth noting that the language conventions and spellings used in the reviews are largely consistent with British English, rather than American English. This may be relevant for models or applications that are sensitive to regional language variations.
+
+## Important Notices:
+
+### Potentially Sensitive Content
+The reviews in this dataset were sourced from various companies, some of which offer products or services that may be subject to age restrictions or other regulations in regions and countries outside of the UK.
+
+**Reviewer Discretion Advised**
+
+Please be aware that the reviews may contain references to sensitive or regulated topics, including (but not limited to):
+
+- Vaping and tobacco-related products
+- Alcoholic beverages and related food products
+- Online gambling and lottery platforms
+- Toy, model and BB guns
+- Products containing CBD
+
+In an effort to preserve the diversity and representativeness of the dataset, we opted not to filter out reviews containing these references. Users are advised to exercise discretion when working with this dataset and to comply with applicable laws and regulations in their region.
+
+### Data Source Attribution
+
+The reviews in this dataset were collected from Trustpilot, a third-party review website. We acknowledge Trustpilot as the original source of this data.