diff --git a/modules/util/viirs_l1b_l2.py b/modules/util/viirs_l1b_l2.py
index f642bf93d816e00e3c3b58a54aaf2f1e98add1b1..a6d799670059c9d528fd36497cd0d8919edc1b92 100644
--- a/modules/util/viirs_l1b_l2.py
+++ b/modules/util/viirs_l1b_l2.py
@@ -5,6 +5,24 @@ import glob
 from aeolus.datasource import CLAVRx_VIIRS
 from icing.moon_phase import *
 
+keep_out_opd = ['/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/arm/2019/11/02/clavrx_VNP02IMG.A2019306.1912.001.2019307003236.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/arm/2019/04/13/clavrx_VNP02IMG.A2019103.1918.001.2019104005120.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/sioux_falls/2019/05/25/clavrx_VNP02IMG.A2019145.1936.001.2019146005424.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/sioux_falls/2019/11/01/clavrx_VNP02IMG.A2019305.1936.001.2019306005913.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/sioux_falls/2019/03/01/clavrx_VNP02IMG.A2019060.1930.001.2019061005942.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/table_mountain/2019/12/01/clavrx_VNP02IMG.A2019335.2012.001.2019336013827.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/table_mountain/2019/05/18/clavrx_VNP02IMG.A2019138.2006.001.2019139013059.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/fort_peck/2019/01/28/clavrx_VNP02IMG.A2019028.1930.001.2019029005408.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/fort_peck/2019/08/08/clavrx_VNP02IMG.A2019220.1930.001.2019221010714.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/madison/2019/10/13/clavrx_VNP02IMG.A2019286.1848.001.2019287001722.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/madison/2019/03/20/clavrx_VNP02IMG.A2019079.1830.001.2019079235918.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/madison/2019/12/26/clavrx_VNP02IMG.A2019360.1900.001.2019361001327.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/desert_rock/2019/02/05/clavrx_VNP02IMG.A2019036.2018.001.2019037030301.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/desert_rock/2019/03/30/clavrx_VNP02IMG.A2019089.2024.001.2019090015614.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/bondville_il/2019/11/03/clavrx_VNP02IMG.A2019307.1854.001.2019308001716.uwssec.nc',
+                '/ships19/cloud/scratch/cphillips/clavrx/run_viirs_superres/sites_super_l2/goodwin_creek/2019/04/15/clavrx_VNP02IMG.A2019105.1842.001.2019106001003.uwssec.nc' ]
+
+keep_out = keep_out_opd
 
 target_param = 'cloud_probability'
 # target_param = 'cld_opd_dcomp'
@@ -87,7 +105,8 @@ def run_all(directory, out_directory, day_night='ANY', start=10):
     pattern = 'clavrx_*.nc'
     path = directory + '**' + '/' + pattern
 
-    data_files = glob.glob(path, recursive=True)
+    all_files = glob.glob(path, recursive=True)
+    data_files = [f for f in all_files if f not in keep_out]
 
     data_valid_tiles = []
     data_train_tiles = []