diff --git a/notebooks/AGIPD/AGIPD_Correct_and_Verify.ipynb b/notebooks/AGIPD/AGIPD_Correct_and_Verify.ipynb
index aa8611fe046d1b4561c67af83764dc075758a47c..86a529138f328b3aa206c342b9511f1cea950ddf 100644
--- a/notebooks/AGIPD/AGIPD_Correct_and_Verify.ipynb
+++ b/notebooks/AGIPD/AGIPD_Correct_and_Verify.ipynb
@@ -549,6 +549,7 @@
     "    Metadata for constants is taken from yml file or retrieved from the DB\n",
     "    \"\"\"\n",
     "    k_da = module_index_to_karabo_da[mod]\n",
+    "    # check if there is a yaml file in out_folder that has the device constants.\n",
     "\n",
     "    if k_da in const_yaml:\n",
     "        when = agipd_corr.initialize_from_yaml(k_da, const_yaml, mod)\n",
@@ -569,10 +570,12 @@
     "            client=rest_cfg.calibration_client(),\n",
     "        )\n",
     "        print(f\"Queried CalCat for {k_da}\")\n",
+    "\n",
     "    # `when` is expected to be None if dark constants are not available\n",
     "    # and correction should be skipped for this module.\n",
     "    return mod, when, k_da\n",
     "\n",
+    "\n",
     "print(f'Preparing constants (FF: {agipd_corr.corr_bools.get(\"xray_corr\", False)}, PC: {any(agipd_corr.pc_bools)}, '\n",
     "      f'BLC: {any(agipd_corr.blc_bools)})')\n",
     "step_timer.start()\n",
@@ -792,50 +795,6 @@
     "step_timer.print_summary()"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# if the yml file contains \"retrieved-constants\", that means a leading\n",
-    "# notebook got processed and the reporting would be generated from it.\n",
-    "fst_print = True\n",
-    "timestamps = {}\n",
-    "\n",
-    "for i, (modno, when, k_da) in enumerate(const_out):\n",
-    "    qm = module_index_to_qm(modno)\n",
-    "\n",
-    "    if k_da not in const_yaml:\n",
-    "        if fst_print:\n",
-    "            print(\"Constants are retrieved with creation time: \")\n",
-    "            fst_print = False\n",
-    "\n",
-    "        module_timestamps = {}\n",
-    "\n",
-    "        print(f\"{qm}:\")\n",
-    "        for key, item in when.items():\n",
-    "            if hasattr(item, 'strftime'):\n",
-    "                item = item.strftime('%y-%m-%d %H:%M')\n",
-    "            when[key] = item\n",
-    "            print('{:.<12s}'.format(key), item)\n",
-    "\n",
-    "        # Store few time stamps if exists\n",
-    "        # Add NA to keep array structure\n",
-    "        for key in ['Offset', 'SlopesPC', 'SlopesFF']:\n",
-    "            if when and key in when and when[key]:\n",
-    "                module_timestamps[key] = when[key]\n",
-    "            else:\n",
-    "                module_timestamps[key] = \"NA\"\n",
-    "        timestamps[qm] = module_timestamps\n",
-    "\n",
-    "seq = sequences[0] if sequences else 0\n",
-    "\n",
-    "if timestamps:\n",
-    "    with open(f\"{out_folder}/retrieved_constants_s{seq}.yml\",\"w\") as fd:\n",
-    "        yaml.safe_dump({\"time-summary\": {f\"S{seq}\": timestamps}}, fd)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,