small changes

Analysis.ipynb

@@ -5,12 +5,13 @@
    "id": "8b66d061",
    "metadata": {},
    "source": [
-    "### Creates a correlation matrix"
+    "### Creates a correlation matrix\n",
+    "We should probably remove or combine some features"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "557ed2b5",
    "metadata": {},
    "outputs": [
@@ -263,7 +264,7 @@
        "12       1  "
       ]
      },
-     "execution_count": 28,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -304,8 +305,8 @@
     "plt.title(\"Correlation Heatmap\")\n",
     "plt.show()\n",
     "\n",
-    "df_encoded.head(10)\n",
-    "#df.head()\n"
+    "#df_encoded.head(10)\n",
+    "\n"
    ]
   },
   {
@@ -314,7 +315,7 @@
    "metadata": {},
    "source": [
     "### Creates a pairplot\n",
-    "This demonstrates that We need a model that is appropriate for discrete data (Decision Tree, Random Forest, Naive Bayes)"
+    "This demonstrates that we need a model that is appropriate for discrete data (Decision Tree, Random Forest, Naive Bayes)"
    ]
   },
   {