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app.py
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import gradio as gr
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import os
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os.system('python -m spacy download en_core_web_sm')
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import spacy
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from spacy import displacy
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nlp = spacy.load("en_core_web_sm")
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def text_analysis(text):
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doc = nlp(text)
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html = displacy.render(doc, style="dep", page=True)
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html = (
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"<div style='max-width:100%; max-height:360px; overflow:auto'>"
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+ html
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+ "</div>"
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)
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pos_count = {
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"char_count": len(text),
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"token_count": 0,
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}
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pos_tokens = []
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rows = []
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for token in doc:
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rows.append((token.text, token.lemma_, token.pos_, token.tag_, token.dep_,
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token.shape_, token.is_alpha, token.is_stop))
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table = pd.DataFrame(rows, columns = ["TEXT", "LEMMA","POS","TAG","DEP","SHAPE","ALPHA","STOP"])
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return table, html
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demo = gr.Interface(
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text_analysis,
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gr.Textbox(placeholder="Enter sentence here..."),
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[gr.Dataframe(), "html"],
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examples=[
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["Data Science Dojo is the leading platform providing training in data science, data analytics, and machine learning."],
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["It's the best time to execute the plan."],
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],
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)
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demo.launch()
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