diff --git a/Classification/1-Data/README.md b/Classification/1-Data/README.md
index 1ca50ebf5..42f119fd1 100644
--- a/Classification/1-Data/README.md
+++ b/Classification/1-Data/README.md
@@ -1,6 +1,4 @@
-# [Lesson Topic]
-
-Add a sketchnote if possible/appropriate
+# Introduction to Classification
 
 [![Introduction to Classification](https://img.youtube.com/vi/eg8DJYwdMyg/0.jpg)](https://youtu.be/eg8DJYwdMyg "Introduction to Classification")
 > MIT's John Guttag introduces Classification
diff --git a/Classification/1-Data/solution/notebook.ipynb b/Classification/1-Data/solution/notebook.ipynb
index 28a1c1f02..f4e46c0c5 100644
--- a/Classification/1-Data/solution/notebook.ipynb
+++ b/Classification/1-Data/solution/notebook.ipynb
@@ -756,17 +756,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
      "output_type": "stream",
+     "name": "stdout",
      "text": [
-      "Accuracy (train) for L1 logistic: 80.7% \n",
-      "Accuracy (train) for L2 logistic (Multinomial): 80.9% \n",
-      "Accuracy (train) for L2 logistic (OvR): 80.7% \n",
-      "Accuracy (train) for Linear SVC: 79.9% \n"
+      "Accuracy (train) for L1 logistic: 78.0% \n",
+      "Accuracy (train) for L2 logistic (Multinomial): 78.7% \n",
+      "Accuracy (train) for L2 logistic (OvR): 79.6% \n",
+      "Accuracy (train) for Linear SVC: 77.4% \n"
      ]
     }
    ],