diff --git a/etl/eligibility/ha_15_32/ha_analysis_batch_3.py b/etl/eligibility/ha_15_32/ha_analysis_batch_3.py
index ec9469dc..0daf239b 100644
--- a/etl/eligibility/ha_15_32/ha_analysis_batch_3.py
+++ b/etl/eligibility/ha_15_32/ha_analysis_batch_3.py
@@ -2926,9 +2926,10 @@ def forecast_remaining_sales(loader):
         )
 
         # Calculate the delta compared to Warmfront's original estimate
-        eco4_delta_vs_original_estimate = 100 * (
-            eco4_post_ciga_total_results["ECO4 - post CIGA - #"] - original_warmfront_eco4
-        ) / original_warmfront_eco4
+        eco4_delta_vs_original_estimate = (
+                                              eco4_post_ciga_total_results[
+                                                  "ECO4 - post CIGA - #"] - original_warmfront_eco4
+                                          ) / original_warmfront_eco4
 
         eco4_post_ciga_remaining_results = calculate_eco4_post_ciga(
             eligiblity_counts=eligiblity_counts_remaining,
@@ -2967,11 +2968,11 @@ def forecast_remaining_sales(loader):
 
         # GBIS delta
         if original_warmfront_gbis == 0:
-            gbis_delta_vs_original_estimate = 100 * gbis_total
+            gbis_delta_vs_original_estimate = gbis_total
         else:
-            gbis_delta_vs_original_estimate = 100 * (
-                gbis_total - original_warmfront_gbis
-            ) / original_warmfront_gbis
+            gbis_delta_vs_original_estimate = (
+                                                  gbis_total - original_warmfront_gbis
+                                              ) / original_warmfront_gbis
 
         to_append = {
             ("", "", "", "HA Name"): ha_name,
@@ -3125,27 +3126,23 @@ def forecast_remaining_sales(loader):
         },
         {
             ("", "", "", "HA Name"): "ECO4 Remaining - November - #",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): str(
-                headline_eco4_original_remaining
-            )
+            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): headline_eco4_original_remaining
+
         },
         {
             ("", "", "", "HA Name"): "ECO4 Remaining - November - £",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): "£" + str(
-                headline_eco4_original_remaining_revenue
-            )
+            (
+                "", "Original Warmfront estimate", "Total - #",
+                "ECO4 - November"): headline_eco4_original_remaining_revenue
         },
         {
             ("", "", "", "HA Name"): "ECO4 Remaining - postcode list - #",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): str(
-                headline_eco4_postcode_list_remaining
-            )
+            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): headline_eco4_postcode_list_remaining
         },
         {
             ("", "", "", "HA Name"): "ECO4 Remaining - postcode list - £",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): "£" + str(
-                headline_eco4_postcode_list_remaining_revenue
-            )
+            ("", "Original Warmfront estimate", "Total - #",
+             "ECO4 - November"): headline_eco4_postcode_list_remaining_revenue
         },
         {
             ("", "", "", "HA Name"): "ECO4 delta %",
@@ -3153,27 +3150,22 @@ def forecast_remaining_sales(loader):
         },
         {
             ("", "", "", "HA Name"): "GBIS Remaining - November - #",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): str(
-                headline_gbis_original_remaining
-            )
+            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): headline_gbis_original_remaining
         },
         {
             ("", "", "", "HA Name"): "GBIS Remaining - November - £",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): "£" + str(
-                headline_gbis_original_remaining_revenue
-            )
+            (
+                "", "Original Warmfront estimate", "Total - #",
+                "ECO4 - November"): headline_gbis_original_remaining_revenue
         },
         {
             ("", "", "", "HA Name"): "GBIS Remaining - post code list - #",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): str(
-                headline_gbis_postcode_list_remaining
-            )
+            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): headline_gbis_postcode_list_remaining
         },
         {
             ("", "", "", "HA Name"): "GBIS Remaining - post code list - £",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): "£" + str(
-                headline_gbis_postcode_list_remaining_revenue
-            )
+            ("", "Original Warmfront estimate", "Total - #",
+             "ECO4 - November"): headline_gbis_postcode_list_remaining_revenue
         },
         {
             ("", "", "", "HA Name"): "GBIS delta %",
@@ -3182,15 +3174,13 @@ def forecast_remaining_sales(loader):
         # Total revenue
         {
             ("", "", "", "HA Name"): "Total Remaining - November - £",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): "£" + str(
-                headline_original_total_revenue_remaining
-            )
+            ("", "Original Warmfront estimate", "Total - #",
+             "ECO4 - November"): headline_original_total_revenue_remaining
         },
         {
             ("", "", "", "HA Name"): "Total Remaining - post code list - £",
-            ("", "Original Warmfront estimate", "Total - #", "ECO4 - November"): "£" + str(
-                headline_postcode_list_total_revenue_remaining
-            )
+            ("", "Original Warmfront estimate", "Total - #",
+             "ECO4 - November"): headline_postcode_list_total_revenue_remaining
         },
         {
             ("", "", "", "HA Name"): "Total Remaining delta %",