hf2

app.py

@@ -167,6 +167,7 @@ elif len(uploaded_file)>0:
 
             ############################ 3. Processing ############################
 
+            ############################ 3.1. Sentiment Analysis ############################
             labels = ['neutral', 'positive', 'negative']
             values = df.label.value_counts().to_list()
 
@@ -204,7 +205,36 @@ elif len(uploaded_file)>0:
             df_temp = df_temp['score'] * -1
             df_temp = pd.concat([df_temp, pos_df])
 
+            ############################ 3.2. Emotion Analysis ############################
 
+            df_emotion = pd.DataFrame.from_dict(output_emotion)
+            df_emotion['Sentence']= pd.Series(useful_sentence)
+
+            df_joy = df_emotion[df_emotion['label']=='joy']
+            df_joy = df_joy[['score', 'Sentence']]
+            df_joy = df_joy.sort_values('score', ascending=False)
+            df_joy['score'] = df_joy['score'].round(4)
+            df_joy.rename(columns = {'Sentence':'Happy Sentences'}, inplace = True)
+
+            df_sadness = df_emotion[df_emotion['label']=='sadness']
+            df_sadness = df_sadness[['score', 'Sentence']]
+            df_sadness = df_sadness.sort_values('score', ascending=False)
+            df_sadness['score'] = df_sadness['score'].round(4)
+            df_sadness.rename(columns = {'Sentence':'Sad Sentences'}, inplace = True)
+
+            df_anger = df_emotion[df_emotion['label']=='anger']
+            df_anger = df_anger[['score', 'Sentence']]
+            df_anger = df_anger.sort_values('score', ascending=False)
+            df_anger['score'] = df_anger['score'].round(4)
+            df_anger.rename(columns = {'Sentence':'Angry Sentences'}, inplace = True)
+
+            df_surprise = df_emotion[df_emotion['label']=='surprise']
+            df_surprise = df_surprise[['score', 'Sentence']]
+            df_surprise = df_surprise.sort_values('score', ascending=False)
+            df_surprise['score'] = df_surprise['score'].round(4)
+            df_surprise.rename(columns = {'Sentence':'Surprised Sentences'}, inplace = True)
+
+            
             ############################ 4. Plotting ############################
 
             fig = make_subplots(