diff --git a/modules/ml-pipeline/src/pipeline/configs/settings.yaml b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
index 483fdd5..34e03fb 100644
--- a/modules/ml-pipeline/src/pipeline/configs/settings.yaml
+++ b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
@@ -20,7 +20,8 @@ default:
     output_dataclient_type: local
     # data_filepath: s3://retrofit-data-dev/sap_change_model/2024-05-28-19-08-25/dataset_rooms.parquet
     # data_filepath: s3://retrofit-data-dev/sap_change_model/2024-10-03-22-57-23/dataset_rooms.parquet
-    data_filepath: s3://retrofit-data-dev/sap_change_model/2024-10-08-21-58-03/dataset_rooms.parquet
+    # data_filepath: s3://retrofit-data-dev/sap_change_model/2024-10-08-21-58-03/dataset_rooms.parquet
+    data_filepath: s3://retrofit-data-dev/sap_change_model/2025-09-05-14-05-32/dataset_rooms.parquet
     train_proportion: 0.9
     output_train_filepath: ./data/prepared_data/train.parquet
     output_test_filepath: ./data/prepared_data/test.parquet
@@ -38,7 +39,7 @@ default:
         'number_habitable_rooms_starting', 'number_habitable_rooms_ending', 'number_heated_rooms_starting', 'number_heated_rooms_ending',
         'number_habitable_rooms', 'number_heated_rooms', 'lighting_cost_starting',
         'lighting_cost_ending', 'heating_cost_starting', 'heating_cost_ending', 'hot_water_cost_starting', 'hot_water_cost_ending',
-        'floor_thermal_transmittance', 'floor_thermal_transmittance_ending']
+        'floor_thermal_transmittance', 'floor_thermal_transmittance_ending', 'lodgement_date_starting', 'lodgement_date_ending',]
       retain_features: null
       # retain_features: ['uprn', 'sap_starting', 'hot_water_energy_eff_ending',
       #  'mainheat_energy_eff_ending', 'constituency', 'roof_energy_eff_ending',
diff --git a/modules/ml-pipeline/src/pipeline/dvc.lock b/modules/ml-pipeline/src/pipeline/dvc.lock
index e37c23b..16b7b07 100644
--- a/modules/ml-pipeline/src/pipeline/dvc.lock
+++ b/modules/ml-pipeline/src/pipeline/dvc.lock
@@ -42,13 +42,15 @@ stages:
         - hot_water_cost_ending
         - floor_thermal_transmittance
         - floor_thermal_transmittance_ending
+        - lodgement_date_starting
+        - lodgement_date_ending
         default.feature_processor.feature_processor_config.retain_features:
         default.feature_processor.feature_processor_config.subsample_amount:
         default.feature_processor.feature_processor_config.subsample_seed: 0
         default.feature_processor.feature_processor_config.target: sap_ending
         default.feature_processor.feature_processor_type: dataframe
-        default.prepare_data.data_filepath:
-          s3://retrofit-data-dev/sap_change_model/2024-10-08-21-58-03/dataset_rooms.parquet
+        default.prepare_data.data_filepath: 
+          s3://retrofit-data-dev/sap_change_model/2025-09-05-14-05-32/dataset_rooms.parquet
         default.prepare_data.input_dataclient_type: aws-s3
         default.prepare_data.output_dataclient_type: local
         default.prepare_data.output_test_filepath: ./data/prepared_data/test.parquet
@@ -57,8 +59,8 @@ stages:
     outs:
     - path: data/prepared_data/
       hash: md5
-      md5: 9159a400187e6d65687b5e411a4cb0de.dir
-      size: 48034631
+      md5: 7cc090d55cb296ce5d360d655c06e861.dir
+      size: 46183314
       nfiles: 2
   build_model:
     cmd: python 2_build_model.py
@@ -69,8 +71,8 @@ stages:
       size: 4820
     - path: data/prepared_data
       hash: md5
-      md5: 9159a400187e6d65687b5e411a4cb0de.dir
-      size: 48034631
+      md5: 7cc090d55cb296ce5d360d655c06e861.dir
+      size: 46183314
       nfiles: 2
     params:
       configs/build_model.yaml:
@@ -102,17 +104,17 @@ stages:
     outs:
     - path: data/fit_predictions/
       hash: md5
-      md5: 6ac50c46e6fd740ccf76da4c2bf6735d.dir
-      size: 3615441
+      md5: a6196bf08607c43ba6bc637611bb32b0.dir
+      size: 3491001
       nfiles: 1
     - path: data/model/
       hash: md5
-      md5: 2212643103819177f58da1d3063c8c94.dir
-      size: 761489901
-      nfiles: 35
+      md5: b225d7b01356cecefb3794a9a3cd19b5.dir
+      size: 790430916
+      nfiles: 36
     - path: metrics/fit_metrics.json
       hash: md5
-      md5: d379cf95e07eb7c8797b4b766f8292cf
+      md5: 33421d5e3a2d569dbe6d4486c568a2b7
       size: 225
   generate_predictions:
     cmd: python 3_generate_predictions.py
@@ -123,13 +125,13 @@ stages:
       size: 2464
     - path: data/model
       hash: md5
-      md5: 2212643103819177f58da1d3063c8c94.dir
-      size: 761489901
-      nfiles: 35
+      md5: b225d7b01356cecefb3794a9a3cd19b5.dir
+      size: 790430916
+      nfiles: 36
     - path: data/prepared_data
       hash: md5
-      md5: 9159a400187e6d65687b5e411a4cb0de.dir
-      size: 48034631
+      md5: 7cc090d55cb296ce5d360d655c06e861.dir
+      size: 46183314
       nfiles: 2
     params:
       configs/settings.yaml:
@@ -141,8 +143,8 @@ stages:
     outs:
     - path: data/predictions/
       hash: md5
-      md5: e8bd8e8ba88a667ccea645890d348e62.dir
-      size: 507948
+      md5: bd6821db9abc95af8c74aa20effd7f37.dir
+      size: 487194
       nfiles: 1
   generate_metrics:
     cmd: python 4_generate_metrics.py
@@ -153,13 +155,13 @@ stages:
       size: 3484
     - path: data/predictions
       hash: md5
-      md5: e8bd8e8ba88a667ccea645890d348e62.dir
-      size: 507948
+      md5: bd6821db9abc95af8c74aa20effd7f37.dir
+      size: 487194
       nfiles: 1
     - path: data/prepared_data
       hash: md5
-      md5: 9159a400187e6d65687b5e411a4cb0de.dir
-      size: 48034631
+      md5: 7cc090d55cb296ce5d360d655c06e861.dir
+      size: 46183314
       nfiles: 2
     params:
       configs/settings.yaml:
@@ -169,8 +171,8 @@ stages:
     outs:
     - path: metrics/metrics.json
       hash: md5
-      md5: a8cf405272776730f5818d50b20c6f43
-      size: 222
+      md5: 9c2a7802554f5c2f750b2242c6003026
+      size: 223
   generate_scenerio_metrics:
     cmd: python 5_generate_scenarios.py
     deps:
@@ -190,9 +192,9 @@ stages:
     outs:
     - path: metrics/scenario_metrics.md
       hash: md5
-      md5: a5d9c42d38ef50e4fdf99a3e6043af2a
+      md5: c01524a0cc2e61151c106d7049af3bf9
       size: 356
     - path: metrics/scenario_table.md
       hash: md5
-      md5: 3e48c953451af8852572299b66988910
+      md5: a995c8ef7ffbe2ca254441150817ae21
       size: 872