diff --git a/visualise_embeddings.ipynb b/visualise_embeddings.ipynb
index aebef52..8dbedd2 100644
--- a/visualise_embeddings.ipynb
+++ b/visualise_embeddings.ipynb
@@ -1667,15 +1667,6 @@
     "        pickle.dump(frame_embeddings, fp)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 30,
@@ -1986,7 +1977,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2003,7 +1994,8 @@
     "    plt.show()\n",
     "    im = Image.fromarray(image)\n",
     "    # im = im.resize((1500,1500))\n",
-    "    im.save(fn)"
+    "    im.save(fn)\n",
+    "    im.resize((1000, 1000)).save(fn[:-4] + '-small.png')"
    ]
   },
   {
@@ -2016,7 +2008,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -2079,7 +2071,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {