diff --git a/docs/iterate_trains.ipynb b/docs/iterate_trains.ipynb
index e33be008..5ac23b79 100644
--- a/docs/iterate_trains.ipynb
+++ b/docs/iterate_trains.ipynb
@@ -28,30 +28,30 @@
       "First train ID: 79726751\n",
       "Last train ID:  79730142\n",
       "\n",
-      "16 detector modules (SPB_DET_AGIPD1M-1)\n",
+      "16 XTDF detector modules (SPB_DET_AGIPD1M-1)\n",
       "  e.g. module SPB_DET_AGIPD1M-1 0 : 512 x 128 pixels\n",
       "  SPB_DET_AGIPD1M-1/DET/0CH0:xtdf\n",
       "  64 frames per train, up to 217088 frames total\n",
       "\n",
-      "3 instrument sources (excluding detectors):\n",
-      "  - SA1_XTD2_XGM/XGM/DOOCS:output\n",
-      "  - SPB_IRU_SIDEMIC_CAM:daqOutput\n",
-      "  - SPB_XTD9_XGM/XGM/DOOCS:output\n",
+      "3 instrument sources (excluding XTDF detectors):\n",
+      "  - SA1_XTD2_XGM/XGM/DOOCS:output \n",
+      "  - SPB_IRU_SIDEMIC_CAM:daqOutput \n",
+      "  - SPB_XTD9_XGM/XGM/DOOCS:output \n",
       "\n",
       "13 control sources:\n",
-      "  - ACC_SYS_DOOCS/CTRL/BEAMCONDITIONS\n",
-      "  - SA1_XTD2_XGM/XGM/DOOCS\n",
-      "  - SPB_IRU_AGIPD1M/PSC/HV\n",
-      "  - SPB_IRU_AGIPD1M/TSENS/H1_T_EXTHOUS\n",
-      "  - SPB_IRU_AGIPD1M/TSENS/H2_T_EXTHOUS\n",
-      "  - SPB_IRU_AGIPD1M/TSENS/Q1_T_BLOCK\n",
-      "  - SPB_IRU_AGIPD1M/TSENS/Q2_T_BLOCK\n",
-      "  - SPB_IRU_AGIPD1M/TSENS/Q3_T_BLOCK\n",
-      "  - SPB_IRU_AGIPD1M/TSENS/Q4_T_BLOCK\n",
-      "  - SPB_IRU_AGIPD1M1/CTRL/MC1\n",
-      "  - SPB_IRU_AGIPD1M1/CTRL/MC2\n",
-      "  - SPB_IRU_VAC/GAUGE/GAUGE_FR_6\n",
-      "  - SPB_XTD9_XGM/XGM/DOOCS\n",
+      "  - ACC_SYS_DOOCS/CTRL/BEAMCONDITIONS \n",
+      "  - SA1_XTD2_XGM/XGM/DOOCS \n",
+      "  - SPB_IRU_AGIPD1M/PSC/HV \n",
+      "  - SPB_IRU_AGIPD1M/TSENS/H1_T_EXTHOUS \n",
+      "  - SPB_IRU_AGIPD1M/TSENS/H2_T_EXTHOUS \n",
+      "  - SPB_IRU_AGIPD1M/TSENS/Q1_T_BLOCK \n",
+      "  - SPB_IRU_AGIPD1M/TSENS/Q2_T_BLOCK \n",
+      "  - SPB_IRU_AGIPD1M/TSENS/Q3_T_BLOCK \n",
+      "  - SPB_IRU_AGIPD1M/TSENS/Q4_T_BLOCK \n",
+      "  - SPB_IRU_AGIPD1M1/CTRL/MC1 \n",
+      "  - SPB_IRU_AGIPD1M1/CTRL/MC2 \n",
+      "  - SPB_IRU_VAC/GAUGE/GAUGE_FR_6 \n",
+      "  - SPB_XTD9_XGM/XGM/DOOCS \n",
       "\n"
      ]
     }
@@ -133,7 +133,7 @@
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-3-630f9647c3c0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Processing train\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtid\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Detector data module 0 shape:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'SPB_DET_AGIPD1M-1/DET/0CH0:xtdf'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'image.data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0;32mbreak\u001b[0m  \u001b[0;31m# Stop after the first train to keep the demo quick\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/tmp/ipykernel_2455694/3854580742.py\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Processing train\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtid\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Detector data module 0 shape:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'SPB_DET_AGIPD1M-1/DET/0CH0:xtdf'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'image.data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0;32mbreak\u001b[0m  \u001b[0;31m# Stop after the first train to keep the demo quick\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mKeyError\u001b[0m: 'image.data'"
      ]
     }
@@ -156,7 +156,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -187,14 +187,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Detctor data module 0 shape: (64, 2, 512, 128)\n",
+      "Detector data module 0 shape: (64, 2, 512, 128)\n",
       "Stacked data shape: (64, 2, 16, 512, 128)\n"
      ]
     }
@@ -203,7 +203,7 @@
     "from extra_data import stack_detector_data\n",
     "\n",
     "for tid, data in sel.trains(require_all=True):\n",
-    "    print(\"Detctor data module 0 shape:\", data['SPB_DET_AGIPD1M-1/DET/0CH0:xtdf']['image.data'].shape)\n",
+    "    print(\"Detector data module 0 shape:\", data['SPB_DET_AGIPD1M-1/DET/0CH0:xtdf']['image.data'].shape)\n",
     "    stacked = stack_detector_data(data, 'image.data')\n",
     "    print(\"Stacked data shape:\", stacked.shape)\n",
     "\n",
@@ -219,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -230,9 +230,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "xfel (current)",
    "language": "python",
-   "name": "python3"
+   "name": "xfel-current"
   },
   "language_info": {
    "codemirror_mode": {
@@ -244,9 +244,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.10.13"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }