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Update app.py
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app.py
CHANGED
@@ -1,17 +1,55 @@
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import streamlit as st
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from transformers import pipeline
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st.set_page_config(page_title="Sentiment Analysis App")
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sentiment_classifier = pipeline("text-classification", model=model_path, tokenizer=model_path)
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st.title("Sentiment Analysis App")
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user_input = st.text_area("Enter a message:")
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if st.button("Analyze Sentiment"):
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if user_input:
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# Perform sentiment analysis
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@@ -21,4 +59,3 @@ if st.button("Analyze Sentiment"):
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st.write(f"Sentiment: {sentiment_label}")
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st.write(f"Confidence Score: {sentiment_score:.2f}")
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import streamlit as st
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from transformers import pipeline
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# Model path
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model_path = "citizenlab/twitter-xlm-roberta-base-sentiment-finetuned"
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# Set Streamlit page config
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st.set_page_config(page_title="Sentiment Analysis App")
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# Load sentiment analysis model
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sentiment_classifier = pipeline("text-classification", model=model_path, tokenizer=model_path)
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# Title and user input
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st.title("Sentiment Analysis App")
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user_input = st.text_area("Enter a message:")
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# Function to add CSS style and icons
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def custom_css():
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st.markdown(
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"""
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<style>
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/* Add some custom CSS */
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.btn {
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background-color: #008CBA;
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color: white;
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padding: 8px 20px;
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text-align: center;
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text-decoration: none;
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display: inline-block;
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font-size: 16px;
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margin: 4px 2px;
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transition-duration: 0.4s;
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cursor: pointer;
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border-radius: 8px;
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}
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/* Add an icon to the button */
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.icon {
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display: inline-block;
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vertical-align: middle;
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width: 20px;
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height: 20px;
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margin-right: 5px;
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}
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</style>
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""",
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unsafe_allow_html=True,
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)
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# Render the custom CSS
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custom_css()
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# Analyze sentiment button
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if st.button("Analyze Sentiment"):
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if user_input:
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# Perform sentiment analysis
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st.write(f"Sentiment: {sentiment_label}")
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st.write(f"Confidence Score: {sentiment_score:.2f}")
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