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| import pandas as pd | |
| import streamlit as st | |
| import altair as alt | |
| from transformers import pipeline | |
| def summarize_text(text): | |
| unmasker = pipeline("sentiment-analysis", model="stevhliu/my_awesome_model") | |
| sentiment_output = unmasker(text)[0] | |
| sentiment_label = sentiment_output["label"] | |
| sentiment_score = sentiment_output["score"] | |
| return sentiment_label, sentiment_score | |
| def main(): | |
| st.markdown( | |
| "<center><h1>🤪Human moderator😡</h1>", | |
| unsafe_allow_html=True) | |
| st.image("https://huggingface.co/spaces/kushan98/comment_review/resolve/main/cs_img.jpg") | |
| user_input = st.text_area("Input your Sentiment") | |
| if st.button("Analyze Sentiment"): | |
| sentiment_label, sentiment_score = summarize_text(user_input) | |
| if sentiment_label == "LABEL_1": | |
| sentiment_label = "Positive" | |
| pos_score = sentiment_score | |
| neg_score = 1 - sentiment_score | |
| else: | |
| sentiment_label = "Negative" | |
| neg_score = sentiment_score | |
| pos_score = 1 - sentiment_score | |
| st.write(f"Sentiment Label: {sentiment_label}") | |
| st.write(f"Positive Score: {pos_score:.2f}") | |
| st.write(f"Negative Score: {neg_score:.2f}") | |
| chart_data = pd.DataFrame({"Sentiment Score": [pos_score, neg_score]}, index=["Positive", "Negative"]) | |
| chart = alt.Chart(chart_data.reset_index()).mark_bar().encode( | |
| x=alt.X('index:N', title=None), | |
| y=alt.Y('Sentiment Score:Q', title="Sentiment Score"), | |
| color=alt.Color('index:N', scale=alt.Scale(domain=['Positive', 'Negative'], range=['green', 'red']), legend=None) | |
| ).properties( | |
| width=300, | |
| height=200 | |
| ) | |
| st.altair_chart(chart, use_container_width=True) | |
| if __name__ == "__main__": | |
| main() | |