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laninh-tech/Vietnamese-Sentiment-Analysis-System

48

Vietnamese NLP system for sentiment analysis and order-intent extraction from unstructured social content.

What's novel

Vietnamese NLP system for sentiment analysis and order-intent extraction from unstructured social content.

Code Analysis

4 files read · 2 rounds

A Streamlit dashboard application that scrapes Vietnamese social media content using Selenium and analyzes it with a PhoBERT sentiment model combined with regex-based order intent extraction.

Strengths

The project demonstrates a clean separation of concerns between scraping, modeling, and extraction. The UI is well-styled and the use of standard NLP libraries (Transformers, pyvi) for Vietnamese text processing shows good technical substance.

Weaknesses

Lacks any testing infrastructure. The order extraction logic relies on fragile regex patterns rather than a robust NER model, limiting its accuracy in real-world noisy data scenarios.

Score Breakdown

Innovation
5 (25%)
Craft
41 (35%)
Traction
8 (15%)
Scope
50 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+1
Concept Novelty+1

Craft

Ci+0
Tests+0
Polish+0
Releases+0
Has License+0
Code Quality+18
Readme Quality+8
Recent Activity+7
Structure Quality+3
Commit Consistency+0
Has Dependency Mgmt+5

Traction

Forks+0
Stars+6
Hn Points+0
Watchers+0
Early Traction+0
Devto Reactions+0
Community Contribs+2

Scope

Commits+3
Languages+3
Subsystems+5
Bloat Penalty+0
Completeness+6
Contributors+7
Authored Files+4
Readme Code Match+3
Architecture Depth+0
Implementation Depth+8

Evidence

Commits

7

Contributors

3

Files

9

Active weeks

1

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

1

Forks

0

License