diff --git a/modules/ml-pipeline/src/pipeline/configs/settings.yaml b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
index c037038..66f2bd5 100644
--- a/modules/ml-pipeline/src/pipeline/configs/settings.yaml
+++ b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
@@ -19,7 +19,8 @@ default:
     input_dataclient_type: aws-s3
     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/2024-10-03-22-57-23/dataset_rooms.parquet
+    data_filepath: s3://retrofit-data-dev/sap_change_model/2024-07-10-20-28-54/dataset_rooms.parquet
     train_proportion: 0.9
     output_train_filepath: ./data/prepared_data/train.parquet
     output_test_filepath: ./data/prepared_data/test.parquet
diff --git a/modules/ml-pipeline/src/pipeline/dvc.lock b/modules/ml-pipeline/src/pipeline/dvc.lock
index 75c8415..4eb9ccd 100644
--- a/modules/ml-pipeline/src/pipeline/dvc.lock
+++ b/modules/ml-pipeline/src/pipeline/dvc.lock
@@ -46,7 +46,7 @@ stages:
         default.feature_processor.feature_processor_config.target: carbon_ending
         default.feature_processor.feature_processor_type: dataframe
         default.prepare_data.data_filepath: 
-          s3://retrofit-data-dev/sap_change_model/2024-10-03-22-57-23/dataset_rooms.parquet
+          s3://retrofit-data-dev/sap_change_model/2024-07-10-20-28-54/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
@@ -55,8 +55,8 @@ stages:
     outs:
     - path: data/prepared_data/
       hash: md5
-      md5: f96aaa1181655a1bef313542f037b346.dir
-      size: 40772097
+      md5: 29314b464c692ad9d33c935337c00830.dir
+      size: 39932302
       nfiles: 2
   build_model:
     cmd: python 2_build_model.py
@@ -67,8 +67,8 @@ stages:
       size: 4820
     - path: data/prepared_data
       hash: md5
-      md5: f96aaa1181655a1bef313542f037b346.dir
-      size: 40772097
+      md5: 29314b464c692ad9d33c935337c00830.dir
+      size: 39932302
       nfiles: 2
     params:
       configs/build_model.yaml:
@@ -100,17 +100,17 @@ stages:
     outs:
     - path: data/fit_predictions/
       hash: md5
-      md5: 821aace9a1dfb8b2adb507f4d7e6b36b.dir
-      size: 3995384
+      md5: 7b7fcc11334b15fde7f66622ab0e57a9.dir
+      size: 3766689
       nfiles: 1
     - path: data/model/
       hash: md5
-      md5: fde129c8b8610bdaecc3d28f4cfc6608.dir
-      size: 751284807
+      md5: 9711e64fb1ea399676c232e941cc47c8.dir
+      size: 754702754
       nfiles: 36
     - path: metrics/fit_metrics.json
       hash: md5
-      md5: 471606cbb7d4f3e62fb94b493d3ec858
+      md5: 91ac2d006b4312a6c9507f66b24463ed
       size: 227
   generate_predictions:
     cmd: python 3_generate_predictions.py
@@ -121,13 +121,13 @@ stages:
       size: 2464
     - path: data/model
       hash: md5
-      md5: fde129c8b8610bdaecc3d28f4cfc6608.dir
-      size: 751284807
+      md5: 9711e64fb1ea399676c232e941cc47c8.dir
+      size: 754702754
       nfiles: 36
     - path: data/prepared_data
       hash: md5
-      md5: f96aaa1181655a1bef313542f037b346.dir
-      size: 40772097
+      md5: 29314b464c692ad9d33c935337c00830.dir
+      size: 39932302
       nfiles: 2
     params:
       configs/settings.yaml:
@@ -139,8 +139,8 @@ stages:
     outs:
     - path: data/predictions/
       hash: md5
-      md5: 985d380681ab1f7645015a67b695b633.dir
-      size: 557231
+      md5: 42655d4e7a618ea515ef881efea5132a.dir
+      size: 515279
       nfiles: 1
   generate_metrics:
     cmd: python 4_generate_metrics.py
@@ -151,13 +151,13 @@ stages:
       size: 3484
     - path: data/predictions
       hash: md5
-      md5: 985d380681ab1f7645015a67b695b633.dir
-      size: 557231
+      md5: 42655d4e7a618ea515ef881efea5132a.dir
+      size: 515279
       nfiles: 1
     - path: data/prepared_data
       hash: md5
-      md5: f96aaa1181655a1bef313542f037b346.dir
-      size: 40772097
+      md5: 29314b464c692ad9d33c935337c00830.dir
+      size: 39932302
       nfiles: 2
     params:
       configs/settings.yaml:
@@ -167,7 +167,7 @@ stages:
     outs:
     - path: metrics/metrics.json
       hash: md5
-      md5: 9cc5f3a42681b321c26c414589ba561e
+      md5: 020ebcd0fdc225dedbad7949d31f7a12
       size: 226
   generate_scenerio_metrics:
     cmd: python 5_generate_scenarios.py