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Natural Language Processing • Social Media AI

Reddit
Sentiment Engine.

A high-performance sentiment analysis tool deployed on Hugging Face. Leveraging rule-based lexical analysis to decode complex emotional tones across social media datasets.

Model

NLTK VADER

Interface

Gradio 5.3.0

Deployment

Hugging Face

Logic

Lexicon-Based

The Vision

Analyzing sentiment on Reddit presents a unique linguistic challenge. By implementing VADER, I built a system that understands how capitalization and punctuation shift emotional scores, allowing for more accurate social media monitoring.

Live Analysis Results

Positive Sentiment Detection

Positive Sentiment Detection

Negative Sentiment Detection

Negative Sentiment Detection

Neutral Content Analysis

Neutral Content Analysis

VADER Engine

Utilized the 'Valence Aware Dictionary and sEntiment Reasoner'—specifically tuned for social media contexts and slang.

Intensity Scoring

Analyzes not just polarity, but the intensity of sentiment (Compound, Positive, Neutral, Negative scores).

Reddit-Ready

Designed to handle the informal and often sarcastic nature of Reddit comment data.