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SampleSubmission.csv

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covid_tweets.py

@@ -0,0 +1,86 @@
+import pandas as pd 
+import numpy as np
+import streamlit as st
+import altair as alt
+
+from textblob import TextBlob
+from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
+
+# Functions
+def convert_to_df(sentiment):
+    sentiment_dict = {"polarity":sentiment.polarity,"subjectivity":sentiment.subjectivity}
+    sentiment_df = pd.DataFrame(sentiment_dict.items(),columns=["metric","value"])
+    return sentiment_df
+
+def analyze_token_sentiment(docx):
+    analyzer = SentimentIntensityAnalyzer()
+    pos_list = []
+    neg_list = []
+    neu_list = []
+    for i in docx.split():
+        res = analyzer.polarity_scores(i)["compound"]
+        if res >= 0.1:
+            pos_list.append(i)
+            pos_list.append(res)
+
+        elif res <= -0.1:
+            neg_list.append(i)
+            neg_list.append(res)
+        else:
+            neu_list.append(i)
+    
+    result = {"positives":pos_list, "negatives":neg_list, "neutral":neu_list}
+    return result
+
+def main():
+    st.title("Sentiment Analysis NLP App using Streamlit")
+    st.subheader("Reformation Team Project")
+                 
+    menu = ["Home","About"]
+    choice = st.sidebar.selectbox("Menu",menu)
+
+    if choice == "Home":
+        st.subheader("Home")
+        with st.form(key="nlpForm"):
+            raw_text = st.text_area("Enter Text Here")
+            submit_button = st.form_submit_button(label="Analyze")
+
+        #layout
+        col1, col2 = st.columns(2)
+        if submit_button:
+
+            with col1:
+                st.info("Results")
+                sentiment = TextBlob(raw_text).sentiment
+                st.write(sentiment)
+
+                #Emoji
+                if sentiment.polarity > 0:
+                    st.markdown("Sentiment:: Positive :smiley: ")
+                elif sentiment.polarity <0:
+                    st.markdown("Sentiment:: Negative :angry: ")
+                else:
+                    st.markdown("Sentiment:: Neutral :😐: ")
+
+                # Dataframe
+                result_df = convert_to_df(sentiment)
+                st.dataframe(result_df)
+
+                # Visualization
+                c = alt.Chart(result_df).mark_bar().encode(
+                    x="metric",
+                    y="value",
+                    colour="metric")
+                st.altair_chart(c,use_container_width=True)
+
+            with col2:
+                st.info("Token Sentiment")
+
+                token_sentiments = analyze_token_sentiment(raw_text)
+                st.write(token_sentiments)
+
+    else: 
+        st.subheader("About")
+
+if __name__ == "__main__":
+    main()