diff --git a/etl/epc_recommendations/find_my_epc_pipeline.py b/etl/epc_recommendations/find_my_epc_pipeline.py
index 0915823d..df85f60a 100644
--- a/etl/epc_recommendations/find_my_epc_pipeline.py
+++ b/etl/epc_recommendations/find_my_epc_pipeline.py
@@ -20,7 +20,7 @@ def retrieve_find_my_epc_data(uprn: int, postcode: str, address: str):
     postcode_search = SEARCH_POSTCODE_URL.format(postcode_input=postcode_input)
     postcode_response = requests.get(postcode_search, headers=headers)  
 
-    postcode_res = BeautifulSoup(postcode_response.text)
+    postcode_res = BeautifulSoup(postcode_response.text, features="html.parser")
     address_links_full = postcode_res.findAll('a', {'class': 'govuk-link', 'rel': 'nofollow'})
     address_links = {element.text.lstrip().rstrip(): BASE_ENERGY_URL + element['href'] for element in address_links_full}
 
@@ -31,19 +31,19 @@ def retrieve_find_my_epc_data(uprn: int, postcode: str, address: str):
     epc_certificate = chosen_epc.split('/')[-1]
 
     address_response = requests.get(chosen_epc, headers=headers)
-    address_res = BeautifulSoup(address_response.text)
+    address_res = BeautifulSoup(address_response.text, features="html.parser")
 
 
-    print("## Energy rating - current and potential")
+    # print("## Energy rating - current and potential")
     ratings = address_res.find('desc', {'id': 'svg-desc'}).text
 
-    print('### Current EPC rating')
+    # print('### Current EPC rating')
     current_rating = ratings.split(".")[0]
-    print("##### " + current_rating)
+    # print("##### " + current_rating)
 
-    print('### Potential EPC rating')
+    # print('### Potential EPC rating')
     potential_rating = ratings.split(".")[1]
-    print("##### " + potential_rating)
+    # print("##### " + potential_rating)
 
     new_property_df = pd.DataFrame(
         {  
@@ -91,10 +91,8 @@ def retrieve_find_my_epc_data(uprn: int, postcode: str, address: str):
         for i, element in enumerate(zip(changes, changes_impact)):
 
             improvement_header = element[0].text
-            # print("#### " + improvement_header)
 
             improvement_text = element[1].text
-            # print(improvement_text)
             
             col_name = improvement_header.split(":")[1].strip()
             cost = element[1].find('dd', {"class": "govuk-summary-list__value"}).text.lstrip().rstrip()