diff --git a/notebooks/book1/01/linreg_poly_vs_degree.ipynb b/notebooks/book1/01/linreg_poly_vs_degree.ipynb
index a73e5da0e6..c9ad36ab04 100644
--- a/notebooks/book1/01/linreg_poly_vs_degree.ipynb
+++ b/notebooks/book1/01/linreg_poly_vs_degree.ipynb
@@ -616,7 +616,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "id": "a1c787fa",
    "metadata": {},
    "outputs": [
@@ -633,14 +633,14 @@
      "output_type": "stream",
      "text": [
       "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2_range21.pdf\n",
-      "Figure size: [3.75 2.5 ]\n"
+      "Figure size: [4.5 3. ]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
-       "<Figure size 375x250 with 1 Axes>"
+       "<Figure size 450x300 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -659,14 +659,14 @@
      "output_type": "stream",
      "text": [
       "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14_range21.pdf\n",
-      "Figure size: [3.75 2.5 ]\n"
+      "Figure size: [4.5 3. ]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 375x250 with 1 Axes>"
+       "<Figure size 450x300 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -685,14 +685,14 @@
      "output_type": "stream",
      "text": [
       "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20_range21.pdf\n",
-      "Figure size: [3.75 2.5 ]\n"
+      "Figure size: [4.5 3. ]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 375x250 with 1 Axes>"
+       "<Figure size 450x300 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -710,8 +710,10 @@
     "#os.environ.pop('LATEXIFY', None)\n",
     "#pml.latexify()\n",
     "\n",
+    "os.environ.pop(\"DUAL_SAVE\", None)\n",
+    "\n",
     "#my_latexify(fig_width=5, fig_height=3.5)\n",
-    "my_latexify(fig_width=3.75, fig_height=2.5)\n",
+    "my_latexify(fig_width=4.5, fig_height=3)\n",
     "#my_latexify(width_scale_factor=2, fig_height=1.5)\n",
     "#my_latexify(width_scale_factor=2, fig_height=2)\n",
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