added logo and threshold is reversed in column selection

app.py

@@ -1,5 +1,7 @@
 import os
 import streamlit as st
+import numpy as np
+from PIL import  Image
 
 # Custom imports 
 from multipage import MultiPage
@@ -9,14 +11,20 @@
 app = MultiPage()
 
 # Title of the main page
-st.title("Data Storyteller Application")
+display = Image.open('Logo.png')
+display = np.array(display)
+# st.image(display, width = 400)
+# st.title("Data Storyteller Application")
+col1, col2 = st.beta_columns(2)
+col1.image(display, width = 400)
+col2.title("Data Storyteller Application")
 
 # Add all your application here
 app.add_page("Upload Data", data_upload.app)
 app.add_page("Change Metadata", metadata.app)
 app.add_page("Machine Learning", machine_learning.app)
 app.add_page("Data Analysis",data_visualize.app)
-app.add_page("Redundant Columns",redundant.app)
+app.add_page("Y-Parameter Optimization",redundant.app)
 
 # The main app
 app.run()

pages/utils.py

@@ -69,7 +69,7 @@ def getRedundentColumns(corr, y: str, threshold =0.1):
     redunt = []
     k = 0
     for ind, c in enumerate(corr[y]):
-        if c<threshold: 
+        if c<1-threshold: 
             redunt.append(cols[ind])
     return redunt