diff --git a/backend/SearchEpc.py b/backend/SearchEpc.py
index db9ec4ff..4c329448 100644
--- a/backend/SearchEpc.py
+++ b/backend/SearchEpc.py
@@ -11,6 +11,7 @@ from BaseUtility import Definitions
 from utils.logger import setup_logger
 from typing import List
 from fuzzywuzzy import process
+from backend.app.utils import sap_to_epc
 
 logger = setup_logger()
 
@@ -554,7 +555,7 @@ class SearchEpc:
         # If loop finishes without a valid response, raise an exception
         raise Exception("Unable to find postcode data after trimming - investigate me")
 
-    def estimate_epc(self, property_type, built_form, lmks_to_drop=None):
+    def estimate_epc(self, property_type, built_form, lmks_to_drop=None, exclude_old=False):
         """
         For a property that does not have an EPC, we retrieve the EPC data for the closest properties
         and estimate the EPC for the property in question.
@@ -567,6 +568,7 @@ class SearchEpc:
                                 the ordnance survey api
         :param lmks_to_drop:    This is a list of LMK keys that should be dropped from the estimation process. This
                                 is used as an override for testing, to drop EPCs for the property we are testing
+        :param exclude_old:     Used to drop any expired EPCs (more than 10 years old)
         :return:
         """
 
@@ -584,6 +586,9 @@ class SearchEpc:
         # If we still have missing dates, we set it to the mean of the non NA dates
         epc_data["lodgement-datetime"] = epc_data["lodgement-datetime"].fillna(epc_data["lodgement-datetime"].mean())
 
+        if exclude_old:
+            epc_data = epc_data[epc_data["lodgement-datetime"] > pd.Timestamp.now() - pd.DateOffset(years=10)]
+
         # For each attribute, we need to determine the datatype and use an appropriate method
         # to estimate.
         estimated_epc = {}
@@ -624,6 +629,8 @@ class SearchEpc:
         else:
             estimated_epc["lodgement-date"] = estimated_epc["lodgement-datetime"].strftime("%Y-%m-%d")
 
+        estimated_epc["current-energy-rating"] = sap_to_epc(estimated_epc["current-energy-efficiency"])
+
         estimated_epc["postcode"] = self.postcode
         estimated_epc["uprn"] = self.uprn
         estimated_epc["address"] = self.full_address
diff --git a/etl/customers/eon/deck_examples.py b/etl/customers/eon/deck_examples.py
new file mode 100644
index 00000000..8773ce09
--- /dev/null
+++ b/etl/customers/eon/deck_examples.py
@@ -0,0 +1,30 @@
+"""
+This script contains bits of codes for examples to be included in the Deck
+"""
+
+from backend.SearchEpc import SearchEpc
+from dotenv import load_dotenv
+import os
+
+load_dotenv(dotenv_path="backend/.env")
+
+EPC_AUTH_TOKEN = os.getenv("EPC_AUTH_TOKEN")
+
+searcher = SearchEpc(
+    address1="Flat above 7 Malling Road",
+    postcode="ME6 5AA",
+    auth_token=EPC_AUTH_TOKEN,
+    os_api_key="",
+    property_type=None,
+    fast=False,
+)
+
+res = searcher.estimate_epc(
+    property_type="Flat",
+    built_form="Mid-Terrace",
+    lmks_to_drop=[
+        "4c3714a59744ab2c6e60441f0fa0eb903f283c6c62d0691e108cadbc7b5a8caa",
+        "363197839762013013017062127708717",
+        "363197811132009091518041845968302"
+    ]
+)