diff --git a/assets/tcmi/logo_HU.png b/assets/tcmi/logo_HU.png
new file mode 100644
index 0000000000000000000000000000000000000000..37ebf3b3287ca450576f3886be6bdd4fd3ad6aa9
Binary files /dev/null and b/assets/tcmi/logo_HU.png differ
diff --git a/tcmi.ipynb b/tcmi.ipynb
index 9cf2bed6960e645fe8b67e569dd798df842a23a3..17c5d3f260e40ec6c862d8e0475d4f96f44a240d 100644
--- a/tcmi.ipynb
+++ b/tcmi.ipynb
@@ -13,8 +13,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img  style=\"float: left;\" src=\"assets/tcmi/logo_NOMAD.png\" width=300>\n",
-    "<img  style=\"float: right;\" src=\"assets/tcmi/logo_MPG.png\" width=170> "
+    "<img style=\"float: left;\" src=\"assets/tcmi/logo_MPG.png\" width=150>\n",
+    "<img style=\"float: left; margin-top: -10px\" src=\"assets/tcmi/logo_NOMAD.png\" width=250>\n",
+    "<img style=\"float: left; margin-top: -5px\" src=\"assets/tcmi/logo_HU.png\" width=130>"
    ]
   },
   {
@@ -53,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-11-11T17:36:57.497040Z",
@@ -78,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2021-11-11T17:36:58.898232Z",
@@ -87,16 +88,7 @@
     "hidden": true,
     "init_cell": true
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/sbailo/anaconda3/envs/ai_toolkit/lib/python3.7/site-packages/sklearn/utils/deprecation.py:143: FutureWarning: The sklearn.metrics.scorer module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.metrics. Anything that cannot be imported from sklearn.metrics is now part of the private API.\n",
-      "  warnings.warn(message, FutureWarning)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "import re\n",
@@ -1541,7 +1533,7 @@
  "metadata": {
   "hide_input": false,
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -1555,7 +1547,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.9.7"
   },
   "toc": {
    "base_numbering": "0",