Fixed typos

Author: rogerfitz

Lineup Optimizer.ipynb

@@ -3086,7 +3086,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -3166,7 +3166,7 @@
        "2  PIT@CLE 01:00PM ET       PIT  "
       ]
      },
-     "execution_count": 51,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3178,112 +3178,17 @@
     "id_table=id_table[[9,10,11,12,13,14,15]]\n",
     "id_table.columns=[\"position\",\"Name + ID\",\"player_name\",\"ID\",\"Salary\",\"Game Info\",\"team_name\"]\n",
     "def cleanName(name):\n",
-    "    return \n",
+    "    #sites handle surnames/nicknames differently. We will remove them and have verified this is ok at the time of writing\n",
+    "    return name.replace(' Jr.', '').replace(\"'\",\"\").replace(\" Sr.\",\"\")\n",
     "id_table['player_name']=id_table['player_name'].apply(cleanName)\n",
     "id_table.head(3)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "David Johnson\n",
-      "Zay Jones\n",
-      "Terrelle Pryor\n",
-      "Matt Ryan\n",
-      "C.J. Fiedorowicz\n",
-      "Ravens \n",
-      "Devonta Freeman\n",
-      "Sterling Shepard\n",
-      "Rob Gronkowski\n",
-      "Larry Fitzgerald\n",
-      "David Johnson\n",
-      "Matt Ryan\n",
-      "Marquise Goodwin\n",
-      "Alshon Jeffery\n",
-      "Kenny Britt\n",
-      "Ravens \n",
-      "Shane Vereen\n",
-      "Rob Gronkowski\n",
-      "David Johnson\n",
-      "Brandon Marshall\n",
-      "Matt Ryan\n",
-      "Kenny Britt\n",
-      "Ravens \n",
-      "Chris Thompson\n",
-      "Sterling Shepard\n",
-      "Rob Gronkowski\n",
-      "James White\n",
-      "David Johnson\n",
-      "Marlon Mack\n",
-      "Matt Ryan\n",
-      "Marquise Goodwin\n",
-      "Ravens \n",
-      "Brandon Marshall\n",
-      "Robby Anderson\n",
-      "Rob Gronkowski\n",
-      "DeAndre Hopkins\n",
-      "David Johnson\n",
-      "Dez Bryant\n",
-      "Alvin Kamara\n",
-      "Matt Ryan\n",
-      "Marquise Goodwin\n",
-      "Brandon LaFell\n",
-      "Ravens \n",
-      "Brandon Marshall\n",
-      "Rob Gronkowski\n",
-      "David Johnson\n",
-      "Clive Walford\n",
-      "Tarik Cohen\n",
-      "Matt Ryan\n",
-      "Davante Adams\n",
-      "Ravens \n",
-      "Rob Gronkowski\n",
-      "Donte Moncrief\n",
-      "DeAndre Hopkins\n",
-      "Larry Fitzgerald\n",
-      "David Johnson\n",
-      "Clive Walford\n",
-      "Julio Jones\n",
-      "Tarik Cohen\n",
-      "Matt Ryan\n",
-      "Ravens \n",
-      "Andre Holmes\n",
-      "Rob Gronkowski\n",
-      "David Johnson\n",
-      "Terrelle Pryor\n",
-      "Matt Ryan\n",
-      "Mike Wallace\n",
-      "Ravens \n",
-      "Andre Holmes\n",
-      "Shane Vereen\n",
-      "Rob Gronkowski\n",
-      "James White\n",
-      "David Johnson\n",
-      "Jermaine Gresham\n",
-      "Zay Jones\n",
-      "Matt Ryan\n",
-      "Marquise Goodwin\n",
-      "Ravens \n",
-      "Chris Thompson\n",
-      "Rob Gronkowski\n",
-      "Donte Moncrief\n",
-      "David Johnson\n",
-      "Clive Walford\n",
-      "Alvin Kamara\n",
-      "Matt Ryan\n",
-      "Ravens \n",
-      "Keenan Allen\n",
-      "Andre Holmes\n",
-      "Robby Anderson\n",
-      "Rob Gronkowski\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -3467,7 +3372,7 @@
        "9  9358762  "
       ]
      },
-     "execution_count": 52,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3501,7 +3406,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [],
    "source": [

Power Rankings.ipynb

@@ -503,7 +503,7 @@
    "source": [
     "### We will use 538's Elo Algorithm\n",
     "- [538's Elo Introduction](https://fivethirtyeight.com/datalab/introducing-nfl-elo-ratings/)\n",
-    "- [More Elo Description](https://fivethirtyeight.com/datalab/nfl-elo-ratings-are-back/)\n",
+    "- [More Elo Description](https://fivethirtyeight.com/datalab/nfl-elo-ratings-are-back/)  \n",
     "### The features for this model are:\n",
     "- game location (home, away, neutral)\n",
     "- team score\n",