Amendment 9:41

Author: wadegrantjacobs

Wade Jacobs - Base Model/Team_GM5_BaseModel.ipynb

@@ -11314,6 +11314,30 @@
     "---"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "741da55e",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "Initial observations:\n",
+    "\n",
+    "1. The feature, more specifically, \"Valencia Pressure\" is missing various observations.  \n",
+    "\n",
+    "2. There is a feature called \"Unnamed: 0\", which does not add any substantive information to the overall dataset.   \n",
+    "\n",
+    "3. As we will be more fully shown below, the datatype of the features, more specifically, \"time\", \"Valencia_wind_deg\" and \"Seville_pressure\", are incorrectly classed as an object.    \n",
+    "\n",
+    "4. There quite a few features that are largely empty, and does not contain any valuable informatation that contributes to the overall dataset, such as the \"Seville_clouds_all\" and \"Bilbao_snow_3h\" columns.\n",
+    "\n",
+    "5. As will be more fully shown below, there are quite a few outliers present, which evidently disturbs the natural orientation of our dataset. \n",
+    "\n",
+    "6. Multicollinearity appears to be extremely prevalent between the various features.  \n",
+    "\n",
+    "---"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "50f14031",