diff --git a/jupyter/README.md b/jupyter/README.md
index 3e38aba..639260d 100644
--- a/jupyter/README.md
+++ b/jupyter/README.md
@@ -14,10 +14,23 @@ docker run --name jupyter -d --rm \
     -e NB_USER="marcelo" \
     -e CHOWN_HOME=yes \
     -w "/home/marcelo" \
-    -v /mnt/c/Users/dechert/git/aoe2-data/jupyter/src:/home/marcelo/src \
+    -v /mnt/c/Users/Marcelo/git/aoe2-data/jupyter/src:/home/marcelo/src \
     jupyter/scipy-notebook:2023-03-27
 ```
 
+Username agnostic command (does not work):
+```bash
+PATH_TO_JUPYTER_FOLDER="/mnt/c/Users/$(echo whoami)/git/aoe2-data/jupyter/src" docker run --name jupyter -d --rm \
+    -p 8888:8888 \
+    --user root \
+    -e NB_USER="marcelo" \
+    -e CHOWN_HOME=yes \
+    -w "/home/marcelo" \
+    -v ${PATH_TO_JUPYTER_FOLDER}:/home/marcelo/src \
+    jupyter/scipy-notebook:2023-03-27
+```
+
+
 `docker logs -f jupyter` to see the url with secret
 
 configuration:
diff --git a/jupyter/src/AoE-data.ipynb b/jupyter/src/AoE-data.ipynb
index ce570fa..cb202c3 100644
--- a/jupyter/src/AoE-data.ipynb
+++ b/jupyter/src/AoE-data.ipynb
@@ -9,7 +9,7 @@
    },
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n"
+    "%load_ext autoreload"
    ]
   },
   {
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "a121cdfe-114a-4aae-b107-df891338dfcc",
    "metadata": {
     "tags": []
@@ -109,11 +109,97 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "7b337190-7887-40b7-9d10-b8039f5f2dfd",
-   "metadata": {},
-   "outputs": [],
-   "source": []
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>player</th>\n",
+       "      <th>executingPlayer</th>\n",
+       "      <th>actionType</th>\n",
+       "      <th>chosenOptionId</th>\n",
+       "      <th>isRandomlyChosen</th>\n",
+       "      <th>offset</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>HOST</td>\n",
+       "      <td>HOST</td>\n",
+       "      <td>pick</td>\n",
+       "      <td>Koala</td>\n",
+       "      <td>False</td>\n",
+       "      <td>13973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3</td>\n",
+       "      <td>GUEST</td>\n",
+       "      <td>GUEST</td>\n",
+       "      <td>pick</td>\n",
+       "      <td>Nordinseln</td>\n",
+       "      <td>False</td>\n",
+       "      <td>26925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8</td>\n",
+       "      <td>HOST</td>\n",
+       "      <td>HOST</td>\n",
+       "      <td>pick</td>\n",
+       "      <td>Vier Seen</td>\n",
+       "      <td>False</td>\n",
+       "      <td>54947</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   index player executingPlayer actionType chosenOptionId  isRandomlyChosen  \\\n",
+       "0      2   HOST            HOST       pick          Koala             False   \n",
+       "1      3  GUEST           GUEST       pick     Nordinseln             False   \n",
+       "2      8   HOST            HOST       pick      Vier Seen             False   \n",
+       "\n",
+       "   offset  \n",
+       "0   13973  \n",
+       "1   26925  \n",
+       "2   54947  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "draft_picks.reset_index()"
+   ]
   }
  ],
  "metadata": {
diff --git a/jupyter/src/drafts.py b/jupyter/src/drafts.py
index a6cec3c..9b73952 100644
--- a/jupyter/src/drafts.py
+++ b/jupyter/src/drafts.py
@@ -23,5 +23,5 @@ def get_picked_maps(draft_json):
 
 # the last pick is the neutral map
 def neutral_map_as_string(draft_picks):
-    # print(draft_picks.tail(1)['chosenOptionId'])
-    return str(draft_picks.tail(1)['chosenOptionId'][8])
\ No newline at end of file
+    neutral_map = draft_picks.tail(1)['chosenOptionId'].values[0]
+    return neutral_map
\ No newline at end of file