diff --git a/notebooks/FragenAntworten.ipynb b/notebooks/FragenAntworten.ipynb
index 8fdb26488353e2dc7443906ff9f9665f9c0ff66c..9033ec647bc3c4bc8f0b1ef00b9d0b0a03a7d9fb 100644
--- a/notebooks/FragenAntworten.ipynb
+++ b/notebooks/FragenAntworten.ipynb
@@ -84,7 +84,7 @@
     "- [Tim Kreuzer](https://www.fz-juelich.de/SharedDocs/Personen/IAS/JSC/EN/staff/kreuzer_t.html) (Jülich Supercomputing Centre) (Infrastruktur für das wissenschaftliche Rechens, Webapplikation, Automatisierung der Rechnungen) \n",
     "- [Prof. Dr. Gordon Pipa](https://www.ikw.uni-osnabrueck.de/en/research_groups/neuroinformatics/people/prof_dr_gordon_pipa.html) (Uni Osnabrück) (Konzeption und wissenschaftliche Leitung)\n",
     "- [Pascal Nieters](https://www.ikw.uni-osnabrueck.de/en/research_groups/neuroinformatics/people/msc_pascal_nieters.html) (Uni Osnabrück) (Umsetzung, Daten Analyse und Konzeption, Darstellung der Ergebnisse)\n",
-    "- [Dr. Daniel Rohe](https://www.fz-juelich.de/SharedDocs/Kontaktdaten/Mitarbeiter/R/Rohe_d_rohe_fz_juelich_de.html?nn=2458612) (Jülich Supercomputing Centre) (Organisation und Diskussion)\n"
+    "- Dr. Daniel Rohe (Jülich Supercomputing Centre) (Organisation und Diskussion)\n"
    ]
   }
  ],
diff --git a/src/gridjob_produce_plots.slurm b/src/gridjob_produce_plots.slurm
index 1597cc8be73275bdaeee4e90854df1046d07f26f..65893ea39d2e91a73a6f9a5dcabfd77af190e063 100644
--- a/src/gridjob_produce_plots.slurm
+++ b/src/gridjob_produce_plots.slurm
@@ -8,9 +8,9 @@
 #SBATCH --output=/p/project/covid19dynstat/autostart/runs/%A_o.txt
 #SBATCH --error=/p/project/covid19dynstat/autostart/runs/%A_e.txt
 #SBATCH --time=2:00:00
-#SBATCH --mail-type=ALL
+#SBATCH --mail-type=FAIL
 #SBATCH --mail-user=t.kreuzer@fz-juelich.de
-#SBATCH --dependency=afterany:8491614
+#SBATCH --dependency=afterok:3265
 
 # select project
 jutil env activate -p covid19dynstat
diff --git a/src/gridjob_produce_plots.slurm.sh b/src/gridjob_produce_plots.slurm.sh
index 064696f0fb01a64cc3bfe64c75d3e94f2b639acb..090361bc734d4385372501076052107e93dfd1b2 100755
--- a/src/gridjob_produce_plots.slurm.sh
+++ b/src/gridjob_produce_plots.slurm.sh
@@ -10,7 +10,7 @@ mkdir -p ${TASK_DIR}
 echo "TASK ${TASK_ID}: Running in job-array ${SLURM_ARRAY_JOB_ID} on `hostname` and dump output to ${TASK_DIR}"
 
 # activate virtual python environment
-source ${PROJECT}/.local/share/venvs/covid19dynstat_v01/bin/activate
+source ${PROJECT}/.local/share/venvs/covid19dynstat_jusuf/bin/activate
 
 # run code
 export SGE_TASK_ID=${TASK_ID} # needed for later python scriptsi
diff --git a/src/gridjob_produce_plots_loop.slurm.sh b/src/gridjob_produce_plots_loop.slurm.sh
index b4653233669a6c0f054129e5745093ff9d8c40dd..425877232f8ae441b2288ba36917a65e2a6b4d1a 100755
--- a/src/gridjob_produce_plots_loop.slurm.sh
+++ b/src/gridjob_produce_plots_loop.slurm.sh
@@ -10,7 +10,7 @@ mkdir -p ${TASK_DIR}
 echo "TASK ${TASK_ID}: Running in job-array ${SLURM_ARRAY_JOB_ID} on `hostname` and dump output to ${TASK_DIR}"
 
 # activate virtual python environment
-source ${PROJECT}/.local/share/venvs/covid19dynstat_v01/bin/activate
+source ${PROJECT}/.local/share/venvs/covid19dynstat_jusuf/bin/activate
 
 # run code
 export SGE_TASK_ID=${TASK_ID} # needed for later python scriptsi
diff --git a/src/gridjob_sample_ia.slurm.sh b/src/gridjob_sample_ia.slurm.sh
index d1aec15676a3a66872f53a753af1c4e33aa2b609..6db447ee54968a7d4446573dacbc637959790d9a 100755
--- a/src/gridjob_sample_ia.slurm.sh
+++ b/src/gridjob_sample_ia.slurm.sh
@@ -8,7 +8,7 @@ mkdir -p ${TASK_DIR}
 echo "TASK ${TASK_ID}: Running in job-array ${SLURM_ARRAY_JOB_ID} on `hostname` and dump output to ${TASK_DIR}"
 
 # activate virtual python environment
-source ${PROJECT}/.local/share/venvs/covid19dynstat_v01/bin/activate
+source ${PROJECT}/.local/share/venvs/covid19dynstat_jusuf/bin/activate
 
 # run code
 export SGE_TASK_ID=${TASK_ID} # needed for later python scripts
diff --git a/src/gridjob_sample_ia_window.slurm b/src/gridjob_sample_ia_window.slurm
index d6e7ecf9efa062a5997ca59a0e1f49fb6c2da5fb..255fcb13e93a60dd161992ba4e4b9b9ec4be08eb 100644
--- a/src/gridjob_sample_ia_window.slurm
+++ b/src/gridjob_sample_ia_window.slurm
@@ -5,7 +5,7 @@
 #SBATCH --array=1-100:4
 #SBATCH --ntasks-per-node=4
 #SBATCH --nodes=1
-#SBATCH --time=24:00:00
+#SBATCH --time=1:30:00
 #SBATCH --output=/p/project/covid19dynstat/autostart/runs/%A_o.txt
 #SBATCH --error=/p/project/covid19dynstat/autostart/runs/%A_e.txt
 # ATTENTION:
@@ -16,4 +16,4 @@
 jutil env activate -p covid19dynstat
 
 # run tasks
-srun --exclusive -n ${SLURM_NTASKS} gridjob_sample_ia_window_183.slurm.sh
\ No newline at end of file
+srun --exclusive -n ${SLURM_NTASKS} gridjob_sample_ia_window_183.slurm.sh
diff --git a/src/gridjob_sample_ia_window.slurm.sh b/src/gridjob_sample_ia_window.slurm.sh
index f3ccd874bf5ac56590cc6b780259144132d6bcc1..674f9428814dbfdbee7f4d463801030152d4da68 100755
--- a/src/gridjob_sample_ia_window.slurm.sh
+++ b/src/gridjob_sample_ia_window.slurm.sh
@@ -10,7 +10,7 @@ mkdir -p ${TASK_DIR}
 echo "TASK ${TASK_ID}: Running in job-array ${SLURM_ARRAY_JOB_ID} on `hostname` and dump output to ${TASK_DIR}"
 
 # activate virtual python environment
-source ${PROJECT}/.local/share/venvs/covid19dynstat_v01/bin/activate
+source ${PROJECT}/.local/share/venvs/covid19dynstat_jusuf/bin/activate
 
 # run code
 export SGE_TASK_ID=${TASK_ID} # needed for later python scrip
diff --git a/src/gridjob_sample_posterior.slurm.sh b/src/gridjob_sample_posterior.slurm.sh
index 862c4cdfa2890fd41efc766d939e0fa53a0ff1a9..280c727f1ede8bab7a7e527e81988e754300f38d 100644
--- a/src/gridjob_sample_posterior.slurm.sh
+++ b/src/gridjob_sample_posterior.slurm.sh
@@ -8,7 +8,7 @@ mkdir -p ${TASK_DIR}
 echo "TASK ${TASK_ID}: Running in job-array ${SLURM_ARRAY_JOB_ID} on `hostname` and dump output to ${TASK_DIR}"
 
 # activate virtual python environment
-source ${PROJECT}/.local/share/venvs/covid19dynstat_v01/bin/activate
+source ${PROJECT}/.local/share/venvs/covid19dynstat_jusuf/bin/activate
 
 # run code
 export SGE_TASK_ID=${TASK_ID} # needed for later python scripts
diff --git a/src/gridjob_sample_window_posterior.slurm b/src/gridjob_sample_window_posterior.slurm
index 4dbec00165741197a9baa348f352e5bbf1489ecd..ddd7ac7746f06671e54c469acd3d774a53f41630 100644
--- a/src/gridjob_sample_window_posterior.slurm
+++ b/src/gridjob_sample_window_posterior.slurm
@@ -7,10 +7,10 @@
 #SBATCH --nodes=1
 #SBATCH --output=/p/project/covid19dynstat/autostart/runs/%A_o.txt
 #SBATCH --error=/p/project/covid19dynstat/autostart/runs/%A_e.txt
-#SBATCH --time=24:00:00
-#SBATCH --mail-type=ALL
+#SBATCH --time=10:00:00
+#SBATCH --mail-type=FAIL
 #SBATCH --mail-user=t.kreuzer@fz-juelich.de
-#SBATCH --dependency=afterany:8491604
+#SBATCH --dependency=afterok:3240
 # select project
 jutil env activate -p covid19dynstat
 
diff --git a/src/gridjob_sample_window_posterior.slurm.sh b/src/gridjob_sample_window_posterior.slurm.sh
index 92ac383f707e9c9c2eba262bbedb9abd0fb8c0b6..6c97af65889b018534571aae2b1c5083c1118da6 100755
--- a/src/gridjob_sample_window_posterior.slurm.sh
+++ b/src/gridjob_sample_window_posterior.slurm.sh
@@ -8,7 +8,7 @@ mkdir -p ${TASK_DIR}
 echo "TASK ${TASK_ID}: Running in job-array ${SLURM_ARRAY_JOB_ID} on `hostname` and dump output to ${TASK_DIR}"
 
 # activate virtual python environment
-source ${PROJECT}/.local/share/venvs/covid19dynstat_v01/bin/activate
+source ${PROJECT}/.local/share/venvs/covid19dynstat_jusuf/bin/activate
 
 # run code
 export SGE_TASK_ID=${TASK_ID} # needed for later python script
diff --git a/src/gridjob_sample_window_posterior_loop.slurm.sh b/src/gridjob_sample_window_posterior_loop.slurm.sh
index cbf89149c54a3f2f46da79e20816a1f9b82428b8..996870b3290e139d2b0bac628d131fd1fe5270d0 100755
--- a/src/gridjob_sample_window_posterior_loop.slurm.sh
+++ b/src/gridjob_sample_window_posterior_loop.slurm.sh
@@ -8,7 +8,7 @@ mkdir -p ${TASK_DIR}
 echo "TASK ${TASK_ID}: Running in job-array ${SLURM_ARRAY_JOB_ID} on `hostname` and dump output to ${TASK_DIR}"
 
 # activate virtual python environment
-source ${PROJECT}/.local/share/venvs/covid19dynstat_v01/bin/activate
+source ${PROJECT}/.local/share/venvs/covid19dynstat_jusuf/bin/activate
 
 # run code
 export SGE_TASK_ID=${TASK_ID} # needed for later python script
diff --git a/src/plot_curves_window.py b/src/plot_curves_window.py
index 57cfdb951bb1c86343baa8619850e9418c96c9bd..828921c85169d94648fad442122df0800b2dcb3e 100644
--- a/src/plot_curves_window.py
+++ b/src/plot_curves_window.py
@@ -45,7 +45,7 @@ def curves(start, county, n_weeks=3,  model_i=35, save_plot=False):
 
 
     # check for metadata file:
-    if True:#not os.path.isfile("../figures/{}_{}_{}/metadata.csv".format(year, month, day)):
+    if not os.path.isfile("../figures/{}_{}_{}/metadata.csv".format(year, month, day)):
         ids = []
         for key in counties:
             ids.append(int(key))
diff --git a/src/produce_plots.py b/src/produce_plots.py
index 5ed033840a856b42dc201ab032838b04ba52fa5d..9e7f3dbfd114a0cf07be2ba6efe40ebbc168e190 100644
--- a/src/produce_plots.py
+++ b/src/produce_plots.py
@@ -13,6 +13,8 @@ start_day = pd.Timestamp('2020-01-28') + pd.Timedelta(days=start)
 year = str(start_day)[:4]
 month = str(start_day)[5:7]
 day = str(start_day)[8:10]
+#figures_path = "../figures/{}_{}_{}/".format(year, month, day)
+#shared_path = "../../../shared_assets/figures/{}_{}_{}/".format(year, month, day)
 figures_path = "/p/project/covid19dynstat/autostart/BSTIM-Covid19_Window_Final/figures/{}_{}_{}/".format(year, month, day)
 shared_path = "/p/project/covid19dynstat/shared_assets/figures/{}_{}_{}/".format(year, month, day)
 
@@ -28,6 +30,7 @@ interaction_kernel(start, save_plot=True)
 
 # DIe Metadata CSV sotieren.
 metadata_date_path = os.path.join(figures_path, "metadata.csv")
+#metadata_total_path = "../../../shared_assets/metadata.csv"
 metadata_total_path = "/p/project/covid19dynstat/shared_assets/metadata.csv"
 
 metadata_date_df = pd.read_csv(metadata_date_path)