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import gradio as gr | |
from textblob import TextBlob | |
def sentiment_analysis(text:str) -> dict: | |
""" | |
Analyze the sentiment of the given text | |
Args: | |
text (str): The text to analyze | |
Returns: | |
dict: A dictionary containing polarity, subjectivity and assesment | |
""" | |
blob = TextBlob(text) | |
sentiment = blob.sentiment | |
return { | |
"polarity": round(sentiment.polarity, 2), #[-1 (Negative), 1 (Positive)] | |
"subjectivity": round(sentiment.subjectivity, 2), #[0 (objective),1(subjective)] | |
"assement": "positive" if sentiment.polarity >0 else "negative" if sentiment.polarity<0 else "neutral" | |
} | |
# Gradio interface | |
demo = gr.Interface( | |
fn = sentiment_analysis, | |
inputs= gr.Textbox(placeholder="Enter text to analyze..."), | |
outputs= gr.JSON(), | |
title="Text Sentiment Analysis", | |
description="Analyse the sentiment of text using TextBlob" | |
) | |
if __name__ == "__main__": | |
demo.launch(mcp_server=True) |