diff --git a/notebooks/book1/01/linreg_poly_vs_degree.ipynb b/notebooks/book1/01/linreg_poly_vs_degree.ipynb
index 6a1672ca4e..72494754fd 100644
--- a/notebooks/book1/01/linreg_poly_vs_degree.ipynb
+++ b/notebooks/book1/01/linreg_poly_vs_degree.ipynb
@@ -1,34 +1,30 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5bc30580",
+   "metadata": {},
+   "source": [
+    "# Setup"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "afd7e0f5",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "\n",
-    "import probml_utils\n",
-    "!export FIG_DIR=\"/teamspace/studios/this_studio/pyprobml/notebooks/figures\"\n",
-    "!echo $FIG_DIR\n",
     "\n",
     "import os\n",
     "os.environ[\"FIG_DIR\"] = \"/teamspace/studios/this_studio/pyprobml/notebooks/figures\"\n",
     "os.environ[\"DUAL_SAVE\"] = \"1\"\n",
-    "#os.environ[\"LATEXIFY\"] = \"1\""
+    "os.environ[\"LATEXIFY\"] = \"1\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "id": "ffac3768",
    "metadata": {},
    "outputs": [],
@@ -112,7 +108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "id": "54da8fe6",
    "metadata": {},
    "outputs": [
@@ -120,7 +116,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -128,7 +124,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitVsDegree_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -166,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 4,
    "id": "364d4d58",
    "metadata": {},
    "outputs": [
@@ -174,7 +170,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -182,7 +178,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -200,7 +196,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -208,7 +204,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -226,7 +222,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -234,7 +230,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -252,7 +248,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -260,7 +256,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -278,7 +274,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -286,7 +282,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -326,7 +322,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 5,
    "id": "2cf3971f",
    "metadata": {},
    "outputs": [
@@ -334,7 +330,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1Residuals.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1Residuals.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1Residuals.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1Residuals_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -342,7 +338,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1Residuals.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1Residuals_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -360,7 +356,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2Residuals.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2Residuals.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2Residuals.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2Residuals_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -368,7 +364,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2Residuals.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2Residuals_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -412,7 +408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 6,
    "id": "ba6ddc7a",
    "metadata": {},
    "outputs": [
@@ -420,7 +416,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTrain.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTrain.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTrain.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTrain_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -428,7 +424,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTrain.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTrain_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -446,7 +442,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTest.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTest.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTest.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTest_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -454,7 +450,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTest.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1FitVsActualTest_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -472,7 +468,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTrain.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTrain.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTrain.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTrain_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -480,7 +476,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTrain.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTrain_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -498,7 +494,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTest.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTest.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTest.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTest_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -506,7 +502,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTest.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2FitVsActualTest_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -558,7 +554,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 7,
    "id": "51115091",
    "metadata": {},
    "outputs": [
@@ -566,7 +562,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -574,7 +570,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -592,7 +588,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -600,7 +596,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -618,7 +614,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -626,7 +622,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
      ]
     },
@@ -644,7 +640,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
      ]
     },
@@ -652,7 +648,7 @@
      "name": "stdout",
      "output_type": "stream",
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-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
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@@ -670,7 +666,7 @@
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-      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf because LATEXIFY is False\n",
+      "/home/zeus/miniconda3/envs/cloudspace/lib/python3.10/site-packages/probml_utils/plotting.py:70: UserWarning: renaming /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20_latexified.pdf because LATEXIFY is True\n",
       "  warnings.warn(\n"
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-      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20.pdf\n",
+      "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree20_latexified.pdf\n",
       "Figure size: [6.4 4.8]\n"
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