diff --git a/notebooks/LPDMini/LPD_Mini_Char_Darks_NBC.ipynb b/notebooks/LPDMini/LPD_Mini_Char_Darks_NBC.ipynb
index 15da781de6fac216e3b175adff1406caebcb0b2a..d5de306fe592864502211f6d47b8bbf641962b9b 100644
--- a/notebooks/LPDMini/LPD_Mini_Char_Darks_NBC.ipynb
+++ b/notebooks/LPDMini/LPD_Mini_Char_Darks_NBC.ipynb
@@ -70,26 +70,18 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import copy\n",
     "import multiprocessing\n",
     "import os\n",
     "import warnings\n",
-    "from collections import OrderedDict\n",
-    "from datetime import datetime\n",
-    "from functools import partial\n",
-    "from logging import warning\n",
     "\n",
     "warnings.filterwarnings('ignore')\n",
     "\n",
-    "import dateutil.parser\n",
-    "import h5py\n",
     "import matplotlib\n",
     "import pasha as psh\n",
     "import scipy.stats\n",
     "from IPython.display import Latex, Markdown, display\n",
     "\n",
     "matplotlib.use(\"agg\")\n",
-    "import matplotlib.patches as patches\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
     "%matplotlib inline\n",
@@ -97,30 +89,18 @@
     "import tabulate\n",
     "import yaml\n",
     "from extra_data import RunDirectory\n",
-    "from iCalibrationDB import Conditions, Constants, Detectors, Versions\n",
+    "from iCalibrationDB import Conditions, Constants\n",
     "from XFELDetAna.plotting.heatmap import heatmapPlot\n",
     "from XFELDetAna.plotting.simpleplot import simplePlot\n",
     "\n",
     "from cal_tools.calcat_interface import CalCatApi\n",
     "from cal_tools.enums import BadPixels\n",
-    "from cal_tools.plotting import (\n",
-    "    create_constant_overview,\n",
-    "    plot_badpix_3d,\n",
-    "    show_overview,\n",
-    "    show_processed_modules,\n",
-    ")\n",
+    "from cal_tools.plotting import plot_badpix_3d\n",
     "from cal_tools.restful_config import calibration_client\n",
     "from cal_tools.tools import (\n",
     "    calcat_creation_time,\n",
-    "    get_dir_creation_date,\n",
     "    get_from_db,\n",
-    "    get_notebook_name,\n",
-    "    get_pdu_from_db,\n",
-    "    get_random_db_interface,\n",
     "    get_report,\n",
-    "    map_gain_stages,\n",
-    "    module_index_to_qm,\n",
-    "    parse_runs,\n",
     "    run_prop_seq_from_path,\n",
     "    save_const_to_h5,\n",
     "    send_to_db,\n",
@@ -159,8 +139,6 @@
     "\n",
     "run, prop, seq = run_prop_seq_from_path(in_folder)\n",
     "\n",
-    "cal_db_interface = get_random_db_interface(cal_db_interface)\n",
-    "\n",
     "display(Markdown('## Evaluated parameters'))\n",
     "print('CalDB Interface {}'.format(cal_db_interface))\n",
     "print(\"Proposal: {}\".format(prop))\n",
@@ -308,7 +286,6 @@
     "cellid_patterns_g = {}\n",
     "\n",
     "gg = 0\n",
-    "start = datetime.now()\n",
     "inp = []\n",
     "    \n",
     "for gain_i, (gain, run_num) in enumerate(gain_runs.items()):\n",