diff --git a/BaseUtility.py b/BaseUtility.py
index beece742..bd2f091e 100644
--- a/BaseUtility.py
+++ b/BaseUtility.py
@@ -43,7 +43,9 @@ class Definitions:
         # contained within the first of these multiple entries is being provided. As there are no restrictions on the 
         # value in this first field it means that sometimes the first field in a multiple entry description field may 
         # contain a ‘null’ value. A resolution to correct these anomalies will be considered for future data releases.
-        "NULL"
+        "NULL",
+        # We sometimes see fields populated with just an empty string.
+        ""
     }
 
     DATA_ANOMALY_SUBSTRINGS = {
diff --git a/backend/Property.py b/backend/Property.py
index 8492ec3e..1e8bbaf8 100644
--- a/backend/Property.py
+++ b/backend/Property.py
@@ -4,6 +4,7 @@ import os
 import pandas as pd
 
 from etl.epc.DataProcessor import DataProcessor
+from etl.epc_clean.epc_attributes.all_cleaners import all_cleaner_map
 from utils.logger import setup_logger
 from utils.s3 import read_dataframe_from_s3_parquet
 from epc_api.client import EpcClient
@@ -286,8 +287,14 @@ class Property(Definitions):
             attributes = [
                 x for x in cleaned[description] if x["original_description"] == self.data[description]
             ]
-            if len(attributes) != 1:
+            if len(attributes) > 1:
                 raise ValueError("Either No attributes or multiple found for %s" % description)
+
+            if len(attributes) == 0:
+                # We attempt to perform the clean on the fly
+                cleaner_cls = all_cleaner_map[description]
+                attributes = [cleaner_cls(self.data[description]).process()]
+
             setattr(self, self.ATTRIBUTE_MAP[description], attributes[0])
 
         self.set_wall_type()
diff --git a/backend/app/plan/router.py b/backend/app/plan/router.py
index e1c0830f..83b758e3 100644
--- a/backend/app/plan/router.py
+++ b/backend/app/plan/router.py
@@ -131,7 +131,7 @@ async def trigger_plan(body: PlanTriggerRequest):
             # Floor recommendations
             floor_recommender = FloorRecommendations(
                 property_instance=p,
-                materials=materials_by_type["suspended_floor_insulation"] + materials_by_type["solid_floor_insulation"],
+                materials=materials_by_type["floor"],
             )
             floor_recommender.recommend()
 
@@ -142,7 +142,7 @@ async def trigger_plan(body: PlanTriggerRequest):
 
             wall_recomender = WallRecommendations(
                 property_instance=p,
-                materials=materials_by_type["external_wall_insulation"] + materials_by_type["internal_wall_insulation"]
+                materials=materials_by_type["walls"]
             )
             wall_recomender.recommend()
 
diff --git a/backend/requirements/base.txt b/backend/requirements/base.txt
index ce43ce0a..7a925030 100644
--- a/backend/requirements/base.txt
+++ b/backend/requirements/base.txt
@@ -34,4 +34,5 @@ pytz==2023.3
 mip==1.15.0
 boto3==1.28.3
 pandas==1.5.3
-pyarrow==12.0.1
\ No newline at end of file
+pyarrow==12.0.1
+textblob
\ No newline at end of file
diff --git a/etl/__init__.py b/etl/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/etl/epc_clean/epc_attributes/__init__.py b/etl/epc_clean/epc_attributes/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/etl/epc_clean/epc_attributes/all_cleaners.py b/etl/epc_clean/epc_attributes/all_cleaners.py
new file mode 100644
index 00000000..e4e0a0ba
--- /dev/null
+++ b/etl/epc_clean/epc_attributes/all_cleaners.py
@@ -0,0 +1,21 @@
+from etl.epc_clean.epc_attributes.FloorAttributes import FloorAttributes
+from etl.epc_clean.epc_attributes.HotWaterAttributes import HotWaterAttributes
+from etl.epc_clean.epc_attributes.MainFuelAttributes import MainFuelAttributes
+from etl.epc_clean.epc_attributes.MainheatAttributes import MainHeatAttributes
+from etl.epc_clean.epc_attributes.MainheatControlAttributes import MainheatControlAttributes
+from etl.epc_clean.epc_attributes.RoofAttributes import RoofAttributes
+from etl.epc_clean.epc_attributes.WallAttributes import WallAttributes
+from etl.epc_clean.epc_attributes.WindowAttributes import WindowAttributes
+from etl.epc_clean.epc_attributes.LightingAttributes import LightingAttributes
+
+all_cleaner_map = {
+    'floor-description': FloorAttributes,
+    'hotwater-description': HotWaterAttributes,
+    'main-fuel': MainFuelAttributes,
+    'mainheat-description': MainHeatAttributes,
+    'mainheatcont-description': MainheatControlAttributes,
+    'roof-description': RoofAttributes,
+    'walls-description': WallAttributes,
+    'windows-description': WindowAttributes,
+    'lighting-description:': LightingAttributes,
+}