diff --git a/Ch02-statlearn-lab.ipynb b/Ch02-statlearn-lab.ipynb
index e3cf777..1ad4eec 100644
--- a/Ch02-statlearn-lab.ipynb
+++ b/Ch02-statlearn-lab.ipynb
@@ -1107,16 +1107,16 @@
     {
      "data": {
       "text/plain": [
-       "array([-0.83511556,  0.43461482, -1.3810022 , -0.64162363, -0.86270682,\n",
-       "        0.6660104 ,  0.17543353,  0.68220139, -0.20392851, -1.47534629,\n",
-       "        0.18438201,  1.50157883,  0.47473968, -1.33062844,  1.57614184,\n",
-       "       -0.25596784,  0.66848396, -1.5410464 ,  0.25298297, -0.79118181,\n",
-       "       -0.49399731, -1.45139182,  0.71261617,  1.19862796,  0.52772362,\n",
-       "        0.57343239, -0.01577204,  2.56032683, -0.18936979, -0.09651695,\n",
-       "       -1.74331796,  0.11390389,  0.27595492,  1.2606086 ,  0.49282705,\n",
-       "        0.60603827,  0.24699795,  0.28636264,  0.54683924,  0.45133321,\n",
-       "        0.92563958,  1.20847512,  0.40993092,  0.01951345,  0.27271415,\n",
-       "        0.94231124,  0.47471813,  2.12851232,  0.128139  , -0.56681371])"
+       "array([ 0.37697843, -0.1714562 , -0.07387699,  0.88289542,  0.42403407,\n",
+       "       -1.25834631, -0.56281024,  0.96180301, -0.81464709, -0.18611985,\n",
+       "        1.55473926,  0.90549152, -1.36748952, -0.04172983,  1.33669081,\n",
+       "        0.4353957 ,  1.14591958,  0.0858525 ,  0.72945623, -0.57270057,\n",
+       "        1.30960282,  0.10564808,  0.32318427,  0.73300473, -1.16608308,\n",
+       "       -1.76114586,  0.69877186, -0.30159982, -1.16892964,  0.49920879,\n",
+       "       -0.04008576,  0.99724065,  0.41002051,  0.83231347, -0.42308487,\n",
+       "       -2.17126985,  1.84862662,  0.40182298, -0.03440717,  0.05143581,\n",
+       "        2.01972242, -0.41715298, -1.02696106,  0.80886424,  0.93826288,\n",
+       "       -1.08741113, -1.0994228 ,  0.39633369,  0.29890158, -0.51821285])"
       ]
      },
      "execution_count": 28,
@@ -1170,8 +1170,8 @@
     {
      "data": {
       "text/plain": [
-       "array([[1.        , 0.65985439],\n",
-       "       [0.65985439, 1.        ]])"
+       "array([[1.        , 0.65421904],\n",
+       "       [0.65421904, 1.        ]])"
       ]
      },
      "execution_count": 30,
@@ -1207,8 +1207,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 6.33922704 -0.66068102]\n",
-      "[-6.96104352 18.61644142]\n"
+      "[-5.49291495  2.33352471]\n",
+      "[8.45050027 0.00908238]\n"
      ]
     }
    ],
@@ -1677,7 +1677,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x117dc29e0>"
+       "<matplotlib.collections.PathCollection at 0x110a86c20>"
       ]
      },
      "execution_count": 43,
@@ -7711,6 +7711,11 @@
    "formats": "Rmd,ipynb",
    "main_language": "python"
   },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",