Tourist Review Sentiment Analysis for Cultural Ecosystem Services in Con Dao, Vietnam

205.2 KB of processed data from online tourist reviews for Con Dao, Vietnam, analyzed using Aspect-Based Sentiment Analysis and Penalty-Reward Contrast Analysis. The dataset, created by Van-Manh Pham and last updated in May 2026, quantifies Cultural Ecosystem Services dimensions like Aesthetics, Recreation and Ecotourism, and Sense of Place. It provides empirical evidence for assessing the social-ecological nexus in island tourism development.

Use Cases

• Assessing visitor sentiment towards specific Cultural Ecosystem Service dimensions like Aesthetics or Cultural Heritage based on the identified categories.
• Modeling how service dimensions like Sense of Place or Knowledge & Education asymmetrically moderate Recreation and Ecotourism using the Penalty-Reward Contrast Analysis framework.
• Informing tailored strategic priorities for tourism development by classifying review sentiments into actionable CES categories.
• Training or validating NLP models for Aspect-Based Sentiment Analysis on tourism or environmental review text.

Strengths

• Dataset applies a multi-method analytical framework, combining Aspect-Based Sentiment Analysis with Penalty-Reward Contrast Analysis.
• Identifies five primary Cultural Ecosystem Service categories plus two supplementary ones, providing a structured taxonomy.
• File size is 205.2 KB, indicating a focused and likely manageable dataset for analysis.

Limitations

• Row count is unknown, which may limit suitability assessment for large-scale modeling.
• Column-level documentation is absent; field semantics must be inferred after download.
• Data is sourced exclusively from TripAdvisor reviews for one location, which may introduce platform-specific or geographic bias.

Provenance

Source

Online tourist reviews from TripAdvisor for Con Dao, Vietnam.

Collection Method

Aspect-Based Sentiment Analysis using the DeBERTa-v3-base-absa model, followed by classification into CES dimensions and Penalty-Reward Contrast Analysis.

Freshness

Last updated 2026-05-15 11:41:07; freshness should be verified.

Geography

Con Dao island ecosystem, Vietnam.