diff --git a/notebooks/AGIPD/playground/AGIPD_SingleM_test_Dark.ipynb b/notebooks/AGIPD/playground/AGIPD_SingleM_test_Dark.ipynb
index ec7f92ae524d07d1a66c413b6011470eb6cece35..b0d22ac4ecc2a7a6cb29e3d67858fb2af06f89a3 100644
--- a/notebooks/AGIPD/playground/AGIPD_SingleM_test_Dark.ipynb
+++ b/notebooks/AGIPD/playground/AGIPD_SingleM_test_Dark.ipynb
@@ -740,8 +740,10 @@
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {},
+   "outputs": [],
    "source": [
     "table = []\n",
     "gain_names = ['High', 'Medium', 'Low']\n",
@@ -856,56 +858,7 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "import tabulate\n",
-    "\n",
-    "header = ['Parameter', \n",
-    "          \"New constant\", \"Old constant \", \n",
-    "          \"New constant\", \"Old constant \", \n",
-    "          \"New constant\", \"Old constant \",\n",
-    "          \"New constant\", \"Old constant \"]\n",
-    "\n",
-    "for const in ['Offset', 'Noise', 'ThresholdsDark']:\n",
-    "    if const != 'ThresholdsDark':\n",
-    "        table = [['','High gain', 'High gain', 'Medium gain', 'Medium gain', 'Low gain', 'Low gain']]\n",
-    "    else:\n",
-    "        table = [['','HG-MG threshold', 'HG-MG threshold', 'MG-LG threshold', 'MG-LG threshold']]\n",
-    "\n",
-    "    data = np.copy(res[const])\n",
-    "    if const == 'ThresholdsDark':\n",
-    "        data[...,0][res['BadPixelsDark'][...,0]>0] = np.nan\n",
-    "        data[...,1][res['BadPixelsDark'][...,1]>0] = np.nan\n",
-    "    else:\n",
-    "        data[res['BadPixelsDark']>0] = np.nan\n",
-    "\n",
-    "    if old_const[const] is not None and old_const['BadPixelsDark'] is not None:\n",
-    "        dataold = np.copy(old_const[const])\n",
-    "        if const == 'ThresholdsDark':\n",
-    "            dataold[...,0][old_const['BadPixelsDark'][...,0]>0] = np.nan\n",
-    "            dataold[...,1][old_const['BadPixelsDark'][...,1]>0] = np.nan\n",
-    "        else:\n",
-    "            dataold[old_const['BadPixelsDark']>0] = np.nan\n",
-    "\n",
-    "    f_list = [np.nanmedian, np.nanmean, np.nanstd, np.nanmin, np.nanmax]\n",
-    "    n_list = ['Median', 'Mean', 'Std', 'Min', 'Max']\n",
-    "\n",
-    "    for i, f in enumerate(f_list):\n",
-    "        line = [n_list[i]]\n",
-    "        for gain in range(3):\n",
-    "            # Compare only 3 threshold gain-maps\n",
-    "            if gain == 2 and const == 'ThresholdsDark':\n",
-    "                continue\n",
-    "            line.append('{:6.1f}'.format(f(data[...,gain])))\n",
-    "            if old_const[const] is not None and old_const['BadPixelsDark'] is not None:\n",
-    "                line.append('{:6.1f}'.format(f(dataold[...,gain])))\n",
-    "            else:\n",
-    "                line.append('-')\n",
-    "\n",
-    "        table.append(line)\n",
-    "\n",
-    "    display(Markdown('### {} [ADU], good pixels only ###'.format(const)))\n",
-    "    md = display(Latex(tabulate.tabulate(table, tablefmt='latex', headers=header)))  "
-   ]
+   "source": []
   }
  ],
  "metadata": {
diff --git a/webservice/sqlite_view.py b/webservice/sqlite_view.py
index 2979f2223957b9806af7fd3649c52dd26187c64a..854cc3149242b65e3356a8acfdadb787d6748003 100644
--- a/webservice/sqlite_view.py
+++ b/webservice/sqlite_view.py
@@ -1,12 +1,23 @@
+import argparse
+
 import sqlite3
 
 
-file_path = "/home/xcal/calibration_webservice/webservice/webservice_jobs.sqlite"
-run = '247'
-proposal = '900138'
+parser = argparse.ArgumentParser(
+    description='Update run status at MDC for a given run id.')
+parser.add_argument('--sqlite-fpath', type=str, help='Path to sqlite file path',
+                    default='/home/xcal/calibration_webservice/webservice/webservice_jobs.sqlite')  # noqa
+parser.add_argument('--run', type=str, help='The run number required '
+                                            ' for checking its job status.')
+parser.add_argument('--proposal', type=str, help='Proposal numer')
+
+args = vars(parser.parse_args())
 
+sqlite_fpath = args['sqlite_fpath']
+proposal = args['proposal'].zfill(6)
+run = args['run']
 
-conn = sqlite3.connect(file_path)
+conn = sqlite3.connect(sqlite_fpath)
 c = conn.cursor()
 
 c.execute("SELECT * FROM jobs")
@@ -15,3 +26,4 @@ for r in c.fetchall():
     rid, jobid, db_proposal, db_run, status, time, _, _ = r
     if db_proposal == proposal and db_run == run:
         print(r)
+        
diff --git a/xfel_calibrate/notebooks.py b/xfel_calibrate/notebooks.py
index 5fb7ff7b31d67f60bd3dff54604bc846446a0c56..7c73714ea8f52a6bdf061ae1edfe8417e1a7eaf7 100644
--- a/xfel_calibrate/notebooks.py
+++ b/xfel_calibrate/notebooks.py
@@ -170,7 +170,7 @@ notebooks = {
             "notebook":
                 "notebooks/Jungfrau/Jungfrau_dark_analysis_all_gains_burst_mode_NBC.ipynb",  # noqa
             "concurrency": {"parameter": "karabo_da",
-                            "default concurrency": list(range(6)),
+                            "default concurrency": list(range(8)),
                             "cluster cores": 4},
         },
         "CORRECT": {