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Apple App Store Music Service Reviews Data
Product Reviews & Feedback
Tags and Keywords
Trusted By
"No reviews yet"
Free
About
The data product facilitates detailed analysis of user experiences with prominent music streaming and recognition apps, including Apple Music, Spotify, TIDAL, SoundCloud, Deezer, and Shazam. It serves as a direct source of information for understanding user satisfaction, identifying functional pain points, and tracking rating fluctuations across different regions. This dataset is crucial for market analysts and data scientists focused on the digital music landscape.
Columns
- app: The name of the music streaming or recognition application being reviewed.
- country: The two-letter country code specifying the reviewer’s regional App Store.
- title: The specific title provided by the user for the review.
- review: The full text body of the user-submitted feedback.
- rating: The user’s star rating assigned to the app, ranging from 1 to 5. The mean rating across the collection is 3.55.
- date: The timestamp indicating when the review was submitted, provided in ISO format.
- author: The display name of the user who submitted the review.
Distribution
The dataset is provided as a single CSV file, named
app_store_music_reviews.csv, with a size of 1.21 MB. It contains 5,640 valid records detailing user feedback. The data structure is clean, with validation checks showing zero mismatched or missing values across the core columns.Usage
Ideal applications include natural language processing (NLP) tasks such as sentiment analysis and topic modelling to understand user needs. The data is also perfect for market research, allowing comparison of user satisfaction metrics between competing music streaming services and for tracking performance trends over time.
Coverage
The geographic scope spans 20 unique countries, offering a multilingual perspective on user feedback. The data covers applications focused on music streaming and recognition services on the iOS platform. The time range of the reviews starts from June 2010 and extends through May 2025.
License
CC BY-NC-SA 4.0
Who Can Use It
- Market Analysts: To benchmark app performance against competitors like Spotify and Apple Music.
- Data Scientists: For developing and training models for sentiment and ratings prediction.
- Product Managers: To quickly identify common complaints and suggestions for application improvement.
- Academic Researchers: To study consumer behaviour and digital service adoption trends within the music industry.
Dataset Name Suggestions
- iOS Music App Reviews and Ratings 2010-2025
- Global Music Streaming App User Feedback
- Apple App Store Music Service Reviews Data
Attributes
Original Data Source:Apple App Store Music Service Reviews Data
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