diff --git a/backend/app/plan/router.py b/backend/app/plan/router.py
index 5e1b5a53..811c3c09 100644
--- a/backend/app/plan/router.py
+++ b/backend/app/plan/router.py
@@ -164,9 +164,6 @@ async def trigger_plan(body: PlanTriggerRequest):
 
         model_api = ModelApi(portfolio_id=body.portfolio_id, timestamp=created_at)
 
-        # recommendations_scoring_data.loc[17, 'photo_supply_ending'] = 50
-        recommendations_scoring_data.loc[5, 'walls_thermal_transmittance_ending'] = 0.25
-
         all_predictions = model_api.predict_all(
             df=recommendations_scoring_data,
             bucket=get_settings().DATA_BUCKET,
@@ -240,8 +237,6 @@ async def trigger_plan(body: PlanTriggerRequest):
             ]
             recommendations[property_id] = final_recommendations
 
-        impact_df = pd.DataFrame(recommendations[input_properties[0].id])
-
         # This is a temporary step, to estimate the impact of the measured on heat demand and carbon
         # TODO: This needs to be cleaned up, if it happens to be kept
         representative_recs = {}