diff --git a/model_data/simulation_system/generate_rdsap_change.py b/model_data/simulation_system/generate_rdsap_change.py
index ddb5658d..0c8c1a21 100644
--- a/model_data/simulation_system/generate_rdsap_change.py
+++ b/model_data/simulation_system/generate_rdsap_change.py
@@ -53,20 +53,14 @@ def process_and_prune_desriptions(df, cleaned_lookup):
 
     cols_to_drop = {
         "walls": [
-            'original_description', 'thermal_transmittance',
-            'thermal_transmittance_unit', 'is_cavity_wall', 'is_filled_cavity',
-            'is_solid_brick', 'is_system_built', 'is_timber_frame',
-            'is_granite_or_whinstone', 'is_as_built', 'is_cob', 'is_assumed',
-            'is_sandstone_or_limestone', 'insulation_thickness',
-            'external_insulation', 'internal_insulation',
-            'original_description_ENDING',
+            'original_description', 'clean_description', 'thermal_transmittance_unit',
+            'original_description_ENDING', 'clean_description_ENDING',
             'thermal_transmittance_ENDING', 'thermal_transmittance_unit_ENDING',
             'is_cavity_wall_ENDING', 'is_filled_cavity_ENDING',
             'is_solid_brick_ENDING', 'is_system_built_ENDING',
             'is_timber_frame_ENDING', 'is_granite_or_whinstone_ENDING',
             'is_as_built_ENDING', 'is_cob_ENDING', 'is_assumed_ENDING',
-            'is_sandstone_or_limestone_ENDING', 'insulation_thickness_ENDING',
-            'external_insulation_ENDING', 'internal_insulation_ENDING',
+            'is_sandstone_or_limestone_ENDING'
         ],
         "floor": [
             'original_description', 'thermal_transmittance',
@@ -147,11 +141,6 @@ def process_and_prune_desriptions(df, cleaned_lookup):
 
         df = df.drop(
             columns=cols_to_drop[component] + original_cols
-        ).rename(
-            columns={
-                "clean_description": f"{component_upper}_DESCRIPTION_STARTING",
-                "clean_description_ENDING": f"{component_upper}_DESCRIPTION_ENDING",
-            }
         )
 
     return df
@@ -318,7 +307,7 @@ def app():
     save_dataframe_to_s3_parquet(
         df=output,
         bucket_name="retrofit-data-dev",
-        file_key="sap_change_model/dataset.parquet",
+        file_key="sap_change_model/dataset_new.parquet",
     )