Fix the text description

app.py

@@ -100,9 +100,8 @@ if submit_button:
     proposal = '''Given proposal is for the city {} with product {}. The propsal is as below.
     {}'''
     proposal = proposal.format(selectedCity, selectedProduct, userProposal)
-    st.write("Entered proposal:", proposal)
-    st.write("Analyzing your proposition")
-    
+
+   
     topMoneyNeeds, topMoneyNeedsDict = findTop3MoneyNeeds(moneyNeeds)
 
     topCustomerExp, topCustomerExpDict = findTop3CustomerExperienceNeeds(customerExperience)
@@ -112,24 +111,28 @@ if submit_button:
     matchingTopologies, topologyDetails = findTop3Topologies(proposal, demographic)
 
     response = model.generate_content([pre_prompt.format(proposal)])
-    
-    st.write("As per your money needs your product is mostly targeting the below spending patterns",)
+
+    st.write("{} city people are mainly from the {} group with a population of {}. Out of this {} of perople belong to this group".format(selectedCity, matchingTopologies[0], population, topologyDetails[matchingTopologies[0]]['Proportion Sample']))
+    st.write("Entered proposal:", proposal)
+    st.write("Analyzing your proposition")
+
+    st.write("As for the money needs of this group your product is mostly targeting people with the spending behaviour described below:")
     
     for idx, need in enumerate(topMoneyNeeds):
         st.write("{}. {}".format(idx+1, need))
 
-    st.write("As per your money needs your product is mostly targeting the below spending patterns",)
+    st.write("As for the customer experience needs of this group your product is mostly targeting people with the spending behaviour described below:",)
     
     for idx, exp in enumerate(topCustomerExp):
         st.write("{}. {}".format(idx+1, exp))
 
-    st.write("As per your sustainability needs your product is mostly targeting the below spending patterns",)
+    st.write("As for the sustainability needs of this group your product is mostly targeting people with the spending behaviour described below:",)
     
     for idx, need in enumerate(topSustainabilityNeeds):
         st.write("{}. {}".format(idx+1, need))
 
 
-    st.write("As per your demographic and your proposition here are the three topologies you are targeting",)
+    st.write("Overall your targeted demographic and proposition are focusing the three topologies below. The figures show the weighting of your proposition to each demographic:",)
     
     for idx, topology in enumerate(matchingTopologies):
         st.write("{}. {}".format(idx+1, topology))
@@ -197,7 +200,7 @@ if submit_button:
     st.write(" Total Subscriber takeout = {}".format(subscriberTakeOut))
 
     if totalSubscriberTakeOut<subscriberTakeOut:
-        st.write("Sorry Your proposition did not match the target subscriber take out. Takeout score difference = {}".format(subscriberTakeOut-totalSubscriberTakeOut))
+        st.write("Overall there is not a close match of your proposition to the main demographic. Takeout score difference = {}".format(subscriberTakeOut-totalSubscriberTakeOut))
     elif totalSubscriberTakeOut==subscriberTakeOut:
         st.write("Great Job !! Your proposition  exactly match the target subscriber take out.")
     else: