Spaces:
Sleeping
Sleeping
abdulmueez
commited on
Commit
•
8dfda1a
1
Parent(s):
dbb71f4
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
from transformers import pipeline
|
3 |
+
|
4 |
+
model_path = "citizenlab/twitter-xlm-roberta-base-sentiment-finetunned"
|
5 |
+
|
6 |
+
st.set_page_config(page_title="Sentiment Analysis App")
|
7 |
+
|
8 |
+
|
9 |
+
sentiment_classifier = pipeline("text-classification", model=model_path, tokenizer=model_path)
|
10 |
+
|
11 |
+
st.title("Sentiment Analysis App")
|
12 |
+
|
13 |
+
user_input = st.text_area("Enter a message:")
|
14 |
+
|
15 |
+
if st.button("Analyze Sentiment"):
|
16 |
+
if user_input:
|
17 |
+
# Perform sentiment analysis
|
18 |
+
results = sentiment_classifier(user_input)
|
19 |
+
sentiment_label = results[0]["label"]
|
20 |
+
sentiment_score = results[0]["score"]
|
21 |
+
|
22 |
+
st.write(f"Sentiment: {sentiment_label}")
|
23 |
+
st.write(f"Confidence Score: {sentiment_score:.2f}")
|
24 |
+
|
25 |
+
# Run the Streamlit app
|