diff --git a/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-c_tight-0_100b.toml b/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-c_tight-0_100b.toml
index c1354b631cdfa3c9b8c089440bc0a06595c821e0..edf1529caaa38b8d1528dcdbc4332fd9b1ac0422 100644
--- a/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-c_tight-0_100b.toml
+++ b/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-c_tight-0_100b.toml
@@ -62,7 +62,7 @@
 
 n_files_train = 29
 n_files_validate = 13
-n_files_rest = 1
+n_files_rest = 50
 output_file_folder = "/home/saturn/capn/mppi033h/Data/input_images/ORCA_2016_115l/tight_0_100b_t_bg_classifier/data_splits/xyzc"
 output_file_name = "xyzc_tight_0_100b_bg_classifier_dataset"
 print_only = false # only print information of your input_groups, don't make any .list files
diff --git a/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-t_tight-0_100b.toml b/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-t_tight-0_100b.toml
index 0f22d67a8be4bd2d43ed2e3bcbe16c036852a39f..d3d3648b5fc418c655bee5b9abfd0bf858712223 100644
--- a/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-t_tight-0_100b.toml
+++ b/orcasong_contrib/data_tools/make_data_split/configs/config_bg_classifier_xyz-t_tight-0_100b.toml
@@ -62,7 +62,7 @@
 
 n_files_train = 29
 n_files_validate = 13
-n_files_rest = 1
+n_files_rest = 50
 output_file_folder = "/home/saturn/capn/mppi033h/Data/input_images/ORCA_2016_115l/tight_0_100b_t_bg_classifier/data_splits/xyzt"
 output_file_name = "xyzt_tight_0_100b_bg_classifier_dataset"
 print_only = false # only print information of your input_groups, don't make any .list files
diff --git a/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-c_tight-1_60b.toml b/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-c_tight-1_60b.toml
index 2562c0ae159e46ac0f373a4e5e3355f7d314ae1f..7a2d12e1dd76b397d318388105a28581fd826f55 100644
--- a/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-c_tight-1_60b.toml
+++ b/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-c_tight-1_60b.toml
@@ -73,7 +73,7 @@ print_only = false # only print information of your input_groups, don't make any
 # --- Options, for submitting jobs to concatenate the .list files. --- #
 
 make_qsub_bash_files = true
-submit_jobs = true
+submit_jobs = false
 venv_path = "/home/hpc/capn/mppi033h/.virtualenv/python_3_env"
 data_tools_folder = "/home/woody/capn/mppi033h/Code/OrcaSong/orcasong_contrib/data_tools"
 chunksize = 32
diff --git a/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-t_tight-1_60b.toml b/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-t_tight-1_60b.toml
index ffb4aa2f5a30821aa72aa81e4697c26d67fb6dd4..574343064bb1486bc093fa2c93103201f2ecb241 100644
--- a/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-t_tight-1_60b.toml
+++ b/orcasong_contrib/data_tools/make_data_split/configs/config_regression_xyz-t_tight-1_60b.toml
@@ -73,7 +73,7 @@ print_only = false # only print information of your input_groups, don't make any
 # --- Options, for submitting jobs to concatenate the .list files. --- #
 
 make_qsub_bash_files = true
-submit_jobs = true
+submit_jobs = false
 venv_path = "/home/hpc/capn/mppi033h/.virtualenv/python_3_env"
 data_tools_folder = "/home/woody/capn/mppi033h/Code/OrcaSong/orcasong_contrib/data_tools"
 chunksize = 32
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-c.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-c.toml
index ab3acf687a305c3989c01f0927ea976fa71a565b..dfd78ae9f65a090a6361c40758f781aea6a3da51 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-c.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-c.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 2 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-t.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-t.toml
index ee068ae398575fccb53c70424607bad2e01a5604..59fef810b3e14621caebc565883b31b8a9519344 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-t.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_1-5GeV_xyz-t.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 2 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-c.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-c.toml
index 01cc53c5794f31d8e25eb689ac7ff00b0b349c3c..6a1d18f4b8e0aec78dc45a2ae2b8d82caec8da0e 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-c.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-c.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 1 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-t.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-t.toml
index 6f48dfe1a67a21ea8781d016f97a4251bc930fd4..e3bf8ed1ca103384655dcc4e39bfdcf337a0ccbd 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-t.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_3-100GeV_xyz-t.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 1 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-c.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-c.toml
index 998278892709dc88d04fb26556334f8e6876fdcf..546be716a3d195bace3dd324a21bb94823fb44ff 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-c.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-c.toml
@@ -27,6 +27,7 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 3 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
 
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-t.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-t.toml
index 6c41d8b5031f5398668a9fc8021eca261e7edefb..232ba721e2229930f19a11e3eabf9edfa268bd4c 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-t.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_mupage_xyz-t.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 3 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-c.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-c.toml
index b24a003e1b85464316da00dc6c187847b7a78be7..f5d9dd86744501b80b0fcc80b9f547d199f065a9 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-c.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-c.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 4 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-t.toml b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-t.toml
index 11674cca455af4446e73ab50de4c2450ceb83c2e..0b307435fcf30ac27e03b6461393e8d3eef0a5e4 100644
--- a/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-t.toml
+++ b/scraps/user/config/orca_115l_mupage_rn_neutr_classifier/conf_ORCA_115l_random_noise_xyz-t.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 4 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-c.toml b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-c.toml
index f8ad34c5f8a11f9e2b4b34a4e1ca5660c21f55f8..8cb72cc4d369a6d86af7f1f13bedefd0e57341b2 100644
--- a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-c.toml
+++ b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-c.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 2 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-t.toml b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-t.toml
index 5b93630eda8c8995af310a09e30105a2ea74cea4..f74fb606efc7b8bc93efe48d7f3e06800c503232 100644
--- a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-t.toml
+++ b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_1-5GeV_xyz-t.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 2 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-c.toml b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-c.toml
index c7077c37fe778ef7ed100fca26de89601510171b..66b91f81de82fa6830f876c166d6bb384fa9a4d6 100644
--- a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-c.toml
+++ b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-c.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 1 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file
diff --git a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-t.toml b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-t.toml
index 62efde977ad9051d5848713e3421a8369fce8cc1..380405d8be514074d15377966f36065519dc6a2a 100644
--- a/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-t.toml
+++ b/scraps/user/config/orca_115l_regression/conf_ORCA_115l_3-100GeV_xyz-t.toml
@@ -27,5 +27,6 @@ data_cut_triggered = false
 data_cut_e_low = 'None'
 data_cut_e_high = 'None'
 data_cut_throw_away = 'None'
+data_cut_custom_func = 'None'
 prod_ident = 1 # for neutrinos: 1: 3-100 GeV prod, 2: 1-5 GeV prod ; mupage: 3 ; random_noise: 4
 flush_freq = 1000
\ No newline at end of file