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app.py
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@@ -1,13 +1,9 @@
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import gradio as gr
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import re
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import textstat
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from transformers import pipeline
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from langdetect import detect
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summarizer = pipeline("summarization")
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def text_analysis_and_summarization(text):
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# Analyze text: word count, character count, language detection, and readability
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words = re.findall(r'\w+', text.lower())
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sentences = re.split(r'[.!?]+', text)
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@@ -17,24 +13,20 @@ def text_analysis_and_summarization(text):
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reading_ease = textstat.flesch_reading_ease(text)
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language = detect(text)
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# Summarize text using the transformer model
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summary = summarizer(text, max_length=130, min_length=30, do_sample=False)[0]['summary_text']
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# Format the results
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return {
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"Language": language,
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"Sentences": num_sentences,
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"Words": num_words,
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"Characters": num_chars,
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"Readability (Flesch Reading Ease)": reading_ease
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"Summary": summary
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}
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# Define an interface for text analysis
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# Launch the interface
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if __name__ == "__main__":
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import gradio as gr
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import re
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import textstat
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from langdetect import detect
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def text_analysis(text):
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# Analyze text: word count, character count, language detection, and readability
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words = re.findall(r'\w+', text.lower())
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sentences = re.split(r'[.!?]+', text)
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reading_ease = textstat.flesch_reading_ease(text)
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language = detect(text)
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# Format the results
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return {
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"Language": language,
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"Sentences": num_sentences,
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"Words": num_words,
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"Characters": num_chars,
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"Readability (Flesch Reading Ease)": reading_ease
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}
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# Define an interface for text analysis
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text_analysis_interface = gr.Interface(fn=text_analysis,
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inputs=gr.Textbox(lines=4, placeholder="Type something here..."),
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outputs=gr.JSON(label="Text Analysis"))
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# Launch the interface
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if __name__ == "__main__":
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text_analysis_interface.launch()
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