diff --git a/modules/ml-pipeline/src/pipeline/configs/feature_processor_logic.py b/modules/ml-pipeline/src/pipeline/configs/feature_processor_logic.py
index 026191c..2d14dc4 100644
--- a/modules/ml-pipeline/src/pipeline/configs/feature_processor_logic.py
+++ b/modules/ml-pipeline/src/pipeline/configs/feature_processor_logic.py
@@ -40,6 +40,11 @@ def keep_flats(df):
     return df
 
 
+def keep_non_zero_rdsap(df):
+    df = df[df["rdsap_change"] != 0]
+    return df
+
+
 # def keep_ending_columns(df):
 #     ending_column_index = [ col_name.endswith("_ENDING") for col_name in list(df.columns)]
 #     keep_columns = df.columns[ending_column_index].to_list()
@@ -49,6 +54,7 @@ def keep_flats(df):
 #     return df
 
 business_logic = {
+    "keep_non_zero_rdsap": keep_non_zero_rdsap,
     # "keep_flats": keep_flats,
     # "remove_minimum_habitable_room_size": remove_minimum_habitable_room_size,
     # "remove_floor_height_ending": remove_floor_height_ending
diff --git a/modules/ml-pipeline/src/pipeline/configs/settings.yaml b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
index 4ba4779..ba05d38 100644
--- a/modules/ml-pipeline/src/pipeline/configs/settings.yaml
+++ b/modules/ml-pipeline/src/pipeline/configs/settings.yaml
@@ -23,7 +23,7 @@ default:
     # data_filepath: s3://retrofit-data-dev/sap_change_model/dataset_without_differencing.parquet
     # data_filepath: s3://retrofit-data-dev/sap_change_model/dataset_test.parquet
     # data_filepath: s3://retrofit-data-dev/sap_change_model/dataset.parquet
-    data_filepath: s3://retrofit-datalake-dev/dataset_with0.parquet
+    data_filepath: s3://retrofit-datalake-dev/dataset_with0perm_all.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 4d669b5..dde6078 100644
--- a/modules/ml-pipeline/src/pipeline/dvc.lock
+++ b/modules/ml-pipeline/src/pipeline/dvc.lock
@@ -20,7 +20,7 @@ stages:
         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-datalake-dev/dataset_with0.parquet
+        default.prepare_data.data_filepath: s3://retrofit-datalake-dev/dataset_with0perm_all.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
@@ -29,8 +29,8 @@ stages:
     outs:
     - path: data/prepared_data/
       hash: md5
-      md5: 12b7939c38b6a201063b063ed64d521b.dir
-      size: 39840424
+      md5: 312d09b682ce0c973eabcec40e2741fe.dir
+      size: 39832060
       nfiles: 2
   build_model:
     cmd: python 2_build_model.py
@@ -41,8 +41,8 @@ stages:
       size: 4149
     - path: data/prepared_data
       hash: md5
-      md5: 12b7939c38b6a201063b063ed64d521b.dir
-      size: 39840424
+      md5: 312d09b682ce0c973eabcec40e2741fe.dir
+      size: 39832060
       nfiles: 2
     params:
       configs/build_model.yaml:
@@ -68,13 +68,13 @@ stages:
     outs:
     - path: data/model/
       hash: md5
-      md5: 7d062363a9de5a659df638de1541d9ee.dir
-      size: 383515358
+      md5: 7708d5705a2db2d621dae73338a641ae.dir
+      size: 393761847
       nfiles: 26
     - path: metrics/fit_metrics.json
       hash: md5
-      md5: 06c50da7ca7fdb631896790b76a5e19d
-      size: 223
+      md5: f7c3a5d39644d41cf60872baad7797b2
+      size: 222
   generate_predictions:
     cmd: python 3_generate_predictions.py
     deps:
@@ -84,13 +84,13 @@ stages:
       size: 2464
     - path: data/model
       hash: md5
-      md5: 7d062363a9de5a659df638de1541d9ee.dir
-      size: 383515358
+      md5: 7708d5705a2db2d621dae73338a641ae.dir
+      size: 393761847
       nfiles: 26
     - path: data/prepared_data
       hash: md5
-      md5: 12b7939c38b6a201063b063ed64d521b.dir
-      size: 39840424
+      md5: 312d09b682ce0c973eabcec40e2741fe.dir
+      size: 39832060
       nfiles: 2
     params:
       configs/settings.yaml:
@@ -102,8 +102,8 @@ stages:
     outs:
     - path: data/predictions/
       hash: md5
-      md5: d6c97ad17146677fe705ccd7bcbb4873.dir
-      size: 369475
+      md5: dade2114bb2be2769cf0648b8046f705.dir
+      size: 369115
       nfiles: 1
   generate_metrics:
     cmd: python 4_generate_metrics.py
@@ -114,13 +114,13 @@ stages:
       size: 3484
     - path: data/predictions
       hash: md5
-      md5: d6c97ad17146677fe705ccd7bcbb4873.dir
-      size: 369475
+      md5: dade2114bb2be2769cf0648b8046f705.dir
+      size: 369115
       nfiles: 1
     - path: data/prepared_data
       hash: md5
-      md5: 12b7939c38b6a201063b063ed64d521b.dir
-      size: 39840424
+      md5: 312d09b682ce0c973eabcec40e2741fe.dir
+      size: 39832060
       nfiles: 2
     params:
       configs/settings.yaml:
@@ -130,8 +130,8 @@ stages:
     outs:
     - path: metrics/metrics.json
       hash: md5
-      md5: 6bb037ff29c7119576c8818b395d32f6
-      size: 225
+      md5: 3315792b9f7e6f55d59a39db03ee7093
+      size: 222
   startup_cleanup:
     cmd: python 0_startup_cleanup.py
     deps: