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Overview

Sentinet V1 is a collection of models to thoroughly analyze the sentiments, emotions of a given text.

The underlying algorithm is TF-IDF Vectorization followed by Logistic Regression

Performance

sentiment_class auroc_score
sentiment_polarity 95.04%
opinion 70.64%
toxicity 96.12%
toxicity__hate 97.43%
toxicity__insult 97.04%
toxicity__obscene 98.44%
toxicity__sexual_explicit 98.49%
toxicity__threat 98.25%
emotion__anger 86.36%
emotion__disgust 85.15%
emotion__fear 93.03%
emotion__guilt 81.70%
emotion__humour 97.69%
emotion__joy 85.87%
emotion__no_emotion 80.08%
emotion__sadness 91.04%
emotion__shame 84.19%
emotion__surprise 87.55%
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