diff --git a/doc/pub/week34/ipynb/week34.ipynb b/doc/pub/week34/ipynb/week34.ipynb
index a9e490b43..c3d98607e 100644
--- a/doc/pub/week34/ipynb/week34.ipynb
+++ b/doc/pub/week34/ipynb/week34.ipynb
@@ -928,7 +928,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 28,
    "id": "0e70951a",
    "metadata": {},
    "outputs": [],
@@ -946,10 +946,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 29,
    "id": "c0e70677",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[-0.84251599 -0.7529456  -0.48256531  0.52454785 -0.26458368  0.35300518\n",
+      "  0.22382412 -0.37219899  2.64741899  0.13329024]\n"
+     ]
+    }
+   ],
    "source": [
     "n = 10\n",
     "x = np.random.normal(size=n)\n",
@@ -967,10 +976,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 30,
    "id": "ae5280e9",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1 2 3]\n"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "x = np.array([1, 2, 3])\n",
@@ -1697,7 +1714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 32,
    "id": "53e7f013",
    "metadata": {},
    "outputs": [
@@ -2147,7 +2164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 34,
    "id": "e8326ead",
    "metadata": {},
    "outputs": [
@@ -2341,7 +2358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 36,
    "id": "0e0fd7b4",
    "metadata": {},
    "outputs": [