diff --git a/run_wrf_dh.py b/run_wrf_dh.py
index d278269ef876745108b0a2da025dfcc2ec44ab5e..1824a76e86f92ba18cac913712b58b14fc909231 100644
--- a/run_wrf_dh.py
+++ b/run_wrf_dh.py
@@ -7,6 +7,8 @@ from mlair.data_handler.data_handler_wrf_chem import DataHandlerWRF, DataHandler
 from mlair.workflows import DefaultWorkflow
 from mlair.helpers import remove_items
 from mlair.configuration.defaults import DEFAULT_PLOT_LIST
+from mlair.model_modules.model_class import MyPaperModel, MyLSTMModel, MyCNNModel
+
 import os
 
 
@@ -28,25 +30,36 @@ def main(parser_args):
 
         train_model=False, create_new_model=True, network="UBA",
         evaluate_bootstraps=False,  # plot_list=["PlotCompetitiveSkillScore"],
-        competitors=["test_model", "test_model2"],
-        competitor_path=os.path.join(os.getcwd(), "data", "comp_test"),
+#         competitors=["test_model", "test_model2"],
+#         competitor_path=os.path.join(os.getcwd(), "data", "comp_test"),
+        competitors=["baseline", "sector_baseline"],
+        competitor_path="/p/scratch/deepacf/kleinert1/IASS_proc_monthyl/competitors/o3",
         train_min_length=1, val_min_length=1, test_min_length=1,
         # data_handler=DataHandlerSingleStation,
         # data_handler=DataHandlerSingleGridColumn,
-        epochs=20,
+        epochs=1000,
         window_lead_time=2,
         window_history_size=6,
-        stations=["coords__50_7333__7_1000", "coords__50_0000__0_0000",
-                  # "coords__48_7444__7_6000", "coords__50_0000__1_0000",
-                  # "coords__52_7555__8_1000", "coords__50_0000__2_0000",
-                  # "coords__51_7666__8_6000", "coords__50_0000__3_0000",
-                  # "coords__45_7777__9_1000", "coords__50_0000__4_0000",
+        stations=["coords__48_8479__10_0963", "coords__51_8376__14_1417",
+                  "coords__50_7536__7_0827", "coords__51_4070__6_9656",
+                   "coords__49_8421__7_8662", "coords__49_7410__7_1935",
+                   "coords__51_1566__11_8182", "coords__51_4065__6_9660",
+                 # "coords__50_7333__7_1000", "coords__50_0000__8_0000",
+                 # "coords__48_7444__7_6000", "coords__51_0000__11_0000",
+                 # "coords__52_7555__8_1000", "coords__50_0000__2_0000",
+                 # "coords__51_7666__8_6000", "coords__50_0000__3_0000",
+                 # "coords__45_7777__9_1000", "coords__50_0000__4_0000",
                   ],
-        # data_handler=DataHandlerWRF,
-        data_handler=DataHandlerMainSectWRF, #,
-        data_path="/p/project/deepacf/inbound_data/IASS_upload/20??",
+        data_handler=DataHandlerWRF,
+#         data_handler=DataHandlerMainSectWRF, #,
+        data_path="/p/scratch/deepacf/kleinert1/IASS_proc_monthyl", 
+        #data_path="/p/scratch/deepacf/kleinert1/IASS_proc",
+        #data_path="/p/project/deepacf/intelliaq/kleinert1/DATA/WRF_CHEM_soft_ln_small_test",
+        common_file_starter="wrfout_d01",
+        date_format_of_nc_file="%Y-%m",
         time_dim='XTIME',
-        external_coords_file='/p/project/deepacf/inbound_data/IASS_upload/coords.nc',
+        #external_coords_file='/p/project/deepacf/inbound_data/IASS_upload/coords.nc',
+        external_coords_file="/p/scratch/deepacf/kleinert1/IASS_proc/coords.nc",
         transformation={
             "T2": {"method": "standardise"},
             "Q2": {"method": "standardise"},
@@ -62,7 +75,7 @@ def main(parser_args):
             'CLDFRA': {"method": "min_max"},
         },
         variables=['T2', 'o3', 'wdir10ll', 'wspd10ll', 'no', 'no2', 'co', 'PSFC', 'PBLH', 'CLDFRA'],
-        target_var=['T2'],
+        target_var='o3',
         statistics_per_var={'T2': None, 'o3': None, 'wdir10ll': None, 'wspd10ll': None,
                             'no': None, 'no2': None, 'co': None, 'PSFC': None, 'PBLH': None, 'CLDFRA': None, },
         # variables=['T2', 'Q2', 'PBLH', 'U10ll', 'V10ll', 'wdir10ll', 'wspd10ll'],
@@ -77,19 +90,41 @@ def main(parser_args):
         radius=100,  # km
 
         start='2009-01-01',
-        end='2009-01-04',
-
+        #end='2009-01-04',
+        #end='2009-01-31',
+        end='2009-03-31',
+        
+        #train_start='2009-01-01',
+        #train_end='2009-01-02',
         train_start='2009-01-01',
-        train_end='2009-01-02',
-
-        val_start='2009-01-02',
-        val_end='2009-01-03',
-
-        test_start='2009-01-03',
-        test_end='2009-01-04',
+        #train_end='2009-01-15',
+        train_end='2009-02-28',
+        
+        #val_start='2009-01-02',
+        #val_end='2009-01-03',
+        ###################################
+        #val_start='2009-01-15',
+        #val_end='2009-01-22',
+        ###################################
+        val_start='2009-03-01',
+        val_end='2009-03-14',
 
+        #test_start='2009-01-03',
+        #test_end='2009-01-04',
+        ###################################
+        #test_start='2009-01-22',
+        #test_end='2009-01-31',
+        ###################################
+        test_start='2009-03-15',
+        test_end='2009-03-31',
+        
         sampling='hourly',
-        use_multiprocessing=False,
+        use_multiprocessing=True,
+        
+        interpolation_limit=0,
+#         as_image_like_data_format=False,
+#         model=MyLSTMModel,
+        model=MyCNNModel,
 
         **parser_args.__dict__)
     workflow.run()
diff --git a/run_wrf_dh_sector.py b/run_wrf_dh_sector.py
new file mode 100644
index 0000000000000000000000000000000000000000..d77bfd74653b0183402dc3d9180badf6548129d7
--- /dev/null
+++ b/run_wrf_dh_sector.py
@@ -0,0 +1,138 @@
+__author__ = "Lukas Leufen"
+__date__ = '2020-06-29'
+
+import argparse
+# from mlair.data_handler.data_handler_single_station import DataHandlerSingleStation
+from mlair.data_handler.data_handler_wrf_chem import DataHandlerWRF, DataHandlerMainSectWRF
+from mlair.workflows import DefaultWorkflow
+from mlair.helpers import remove_items
+from mlair.configuration.defaults import DEFAULT_PLOT_LIST
+from mlair.model_modules.model_class import MyPaperModel, MyLSTMModel, MyCNNModel, MyCNNModelSect
+
+import os
+
+
+def load_stations():
+    import json
+    try:
+        filename = 'supplement/station_list_north_german_plain_rural.json'
+        with open(filename, 'r') as jfile:
+            stations = json.load(jfile)
+    except FileNotFoundError:
+        stations = None
+    return stations
+
+
+def main(parser_args):
+    plots = remove_items(DEFAULT_PLOT_LIST, "PlotConditionalQuantiles")
+    workflow = DefaultWorkflow(  # stations=load_stations(),
+        # stations=["DEBW087","DEBW013", "DEBW107",  "DEBW076"],
+
+        train_model=False, create_new_model=True, network="UBA",
+        evaluate_bootstraps=False,  # plot_list=["PlotCompetitiveSkillScore"],
+#         competitors=["test_model", "test_model2"],
+#         competitor_path=os.path.join(os.getcwd(), "data", "comp_test"),
+        competitors=["baseline", "sector_baseline"],
+        competitor_path="/p/scratch/deepacf/kleinert1/IASS_proc_monthyl/competitors/o3",
+        train_min_length=1, val_min_length=1, test_min_length=1,
+        # data_handler=DataHandlerSingleStation,
+        # data_handler=DataHandlerSingleGridColumn,
+        epochs=1000,
+        window_lead_time=2,
+        window_history_size=6,
+        stations=["coords__48_8479__10_0963", "coords__51_8376__14_1417",
+                  "coords__50_7536__7_0827", "coords__51_4070__6_9656",
+                   "coords__49_8421__7_8662", "coords__49_7410__7_1935",
+                   "coords__51_1566__11_8182", "coords__51_4065__6_9660",
+                 # "coords__50_7333__7_1000", "coords__50_0000__8_0000",
+                 # "coords__48_7444__7_6000", "coords__51_0000__11_0000",
+                 # "coords__52_7555__8_1000", "coords__50_0000__2_0000",
+                 # "coords__51_7666__8_6000", "coords__50_0000__3_0000",
+                 # "coords__45_7777__9_1000", "coords__50_0000__4_0000",
+                  ],
+#         data_handler=DataHandlerWRF,
+        data_handler=DataHandlerMainSectWRF, #,
+        data_path="/p/scratch/deepacf/kleinert1/IASS_proc_monthyl", 
+        #data_path="/p/scratch/deepacf/kleinert1/IASS_proc",
+        #data_path="/p/project/deepacf/intelliaq/kleinert1/DATA/WRF_CHEM_soft_ln_small_test",
+        common_file_starter="wrfout_d01",
+        date_format_of_nc_file="%Y-%m",
+        time_dim='XTIME',
+        #external_coords_file='/p/project/deepacf/inbound_data/IASS_upload/coords.nc',
+        external_coords_file="/p/scratch/deepacf/kleinert1/IASS_proc/coords.nc",
+        transformation={
+            "T2": {"method": "standardise"},
+            "Q2": {"method": "standardise"},
+            "PBLH": {"method": "standardise"},
+            "Ull": {"method": "standardise"},
+            "Vll": {"method": "standardise"},
+            "wdir10ll": {"method": "min_max", "min": 0., "max": 360.},
+            "wspd10ll": {"method": "standardise"},
+            'no': {"method": "standardise"},
+            'no2': {"method": "standardise"},
+            'co': {"method": "standardise"},
+            'PSFC': {"method": "standardise"},
+            'CLDFRA': {"method": "min_max"},
+        },
+        variables=['T2', 'o3', 'wdir10ll', 'wspd10ll', 'no', 'no2', 'co', 'PSFC', 'PBLH', 'CLDFRA'],
+        target_var='o3',
+        statistics_per_var={'T2': None, 'o3': None, 'wdir10ll': None, 'wspd10ll': None,
+                            'no': None, 'no2': None, 'co': None, 'PSFC': None, 'PBLH': None, 'CLDFRA': None, },
+        # variables=['T2', 'Q2', 'PBLH', 'U10ll', 'V10ll', 'wdir10ll', 'wspd10ll'],
+        # target_var=["T2"],
+        # statistics_per_var={'T2': None, 'Q2': None, 'PBLH': None,
+        #                     'U10ll': None, 'V10ll': None, 'wdir10ll': None, 'wspd10ll': None},
+        wind_sectors=['N', 'NE', 'E', 'SE', 'S', 'SW', 'W', 'NW'],
+        var_logical_z_coord_selector=0,
+        targetvar_logical_z_coord_selector=0,
+        aggregation_dim='bottom_top',
+
+        radius=100,  # km
+
+        start='2009-01-01',
+        #end='2009-01-04',
+        #end='2009-01-31',
+        end='2009-03-31',
+        
+        #train_start='2009-01-01',
+        #train_end='2009-01-02',
+        train_start='2009-01-01',
+        #train_end='2009-01-15',
+        train_end='2009-02-28',
+        
+        #val_start='2009-01-02',
+        #val_end='2009-01-03',
+        ###################################
+        #val_start='2009-01-15',
+        #val_end='2009-01-22',
+        ###################################
+        val_start='2009-03-01',
+        val_end='2009-03-14',
+
+        #test_start='2009-01-03',
+        #test_end='2009-01-04',
+        ###################################
+        #test_start='2009-01-22',
+        #test_end='2009-01-31',
+        ###################################
+        test_start='2009-03-15',
+        test_end='2009-03-31',
+        
+        sampling='hourly',
+        use_multiprocessing=True,
+        
+        interpolation_limit=0,
+#         as_image_like_data_format=False,
+#         model=MyLSTMModel,
+        model=MyCNNModelSect,
+
+        **parser_args.__dict__)
+    workflow.run()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--experiment_date', metavar='--exp_date', type=str, default="testrun",
+                        help="set experiment date as string")
+    args = parser.parse_args()
+    main(args)