Update pages/4_EDA( Exploratory Data Analysis).py

pages/4_EDA( Exploratory Data Analysis).py

@@ -3,6 +3,8 @@ import numpy as np
 import pandas as pd 
 import matplotlib.pyplot as plt
 import seaborn as sns
+from io import StringIO
+import sys
 
 st.markdown("<h1 style='text-align:center; color:blue;'>EDA(Exploratory Data Analysis)</h1>",unsafe_allow_html=True)
 
@@ -13,12 +15,17 @@ data= st.session_state.get("dataset")
 if data is not None:
     st.subheader("Dataset Preview:")
     st.write(data)  # Display the first 5 rows
-
-    st.subheader("Dataset Description:")
-    st.text(data.info())
-
+    
+    st.subheader('DataFrame Info:')
+    # Redirect the output of df.info() to a string buffer
+    buffer = StringIO()
+    data.info(buf=buffer)
+    
+    # Display the content in Streamlit
+    st.text(buffer.getvalue())
+    
     st.subheader("Dataset Statistics:")
-    st.write(data.discribe())
+    st.write(data.describe())
     
     st.subheader("Dataset Shape (Rows, Columns):")
     st.write(data.shape)