adding the opponent chalk seed so that we can make baseline predictions

data/AllSuperDetailedGames.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:565fdd04d067c0cc0b406ca74ac2fa7a8a6cf422961e14a971949b4fd72f1bc2
-size 929302721
+oid sha256:ed956b1d1296bd82b5f8da7e545e39e0ef6e93da301934abb3e0453391319073
+size 976650726

data/AllTeamsAgg.csv

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b458f333d57030cde3f975417c82fd5100acc787754e546102c83c2ada7c4d0e
-size 29572986
+oid sha256:c6829b8ed8a2a85a07297ddd87f3243fac14e08d5131d02bd32900576aab26b1
+size 31040659

src/baseline.ipynb

@@ -0,0 +1,92 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import os\n",
+    "\n",
+    "DATA_DIR = os.path.join(\"..\", \"data\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/v8/0hd98b512cn3ms2rz146k7jw0000gn/T/ipykernel_46104/712369024.py:1: DtypeWarning: Columns (481,482,483) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  games_df = pd.read_csv(os.path.join(DATA_DIR, \"AllSuperDetailedGames.csv\"))\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 377608 entries, 0 to 377607\n",
+      "Columns: 487 entries, Unnamed: 0 to ChalkSeed\n",
+      "dtypes: float64(347), int64(133), object(7)\n",
+      "memory usage: 1.4+ GB\n"
+     ]
+    }
+   ],
+   "source": [
+    "games_df = pd.read_csv(os.path.join(DATA_DIR, \"AllSuperDetailedGames.csv\"))\n",
+    "games_df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create baseline model that predicts the winner of the game only based on the team with the higher seed\n",
+    "# and if the seed is the same, have it be the winning percentage that determines the winner. We will compare\n",
+    "# our ML models to this one to decide if performance is actually good or not.\n",
+    "\n",
+    "def predict_baseline(row: pd.Series) -> int:\n",
+    "    if row[\"ChalkSeed Team\"] > row[\"OppChalkSeed Opp\"]:\n",
+    "        return 1\n",
+    "    if row[\"Win mean reg\"] > row[\"OppWin mean reg\"]:\n",
+    "        return 1\n",
+    "    return 0\n",
+    "\n",
+    "games_df[\"BaselinePrediction\"] = games_df.apply(\n",
+    "    lambda row: predict_baseline(row),\n",
+    "    axis=1,\n",
+    ")\n",
+    "\n",
+    "games_df[\"BaselinePrediction\"]"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

src/pre_processing.ipynb

@@ -475,46 +475,47 @@
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "RangeIndex: 373324 entries, 0 to 373323\n",
-      "Data columns (total 35 columns):\n",
+      "Data columns (total 36 columns):\n",
       " #   Column      Non-Null Count   Dtype \n",
       "---  ------      --------------   ----- \n",
       " 0   Season      373324 non-null  int64 \n",
       " 1   DayNum      373324 non-null  int64 \n",
       " 2   TeamID      373324 non-null  int64 \n",
       " 3   TeamScore   373324 non-null  int64 \n",
-      " 4   OppScore    373324 non-null  int64 \n",
-      " 5   WLoc        373324 non-null  object\n",
-      " 6   NumOT       373324 non-null  int64 \n",
-      " 7   TeamFGM     373324 non-null  int64 \n",
-      " 8   TeamFGA     373324 non-null  int64 \n",
-      " 9   TeamFGM3    373324 non-null  int64 \n",
-      " 10  WFGA3       373324 non-null  int64 \n",
-      " 11  TeamFTM     373324 non-null  int64 \n",
-      " 12  TeamFTA     373324 non-null  int64 \n",
-      " 13  TeamOR      373324 non-null  int64 \n",
-      " 14  TeamDR      373324 non-null  int64 \n",
-      " 15  TeamAst     373324 non-null  int64 \n",
-      " 16  TeamTO      373324 non-null  int64 \n",
-      " 17  TeamStl     373324 non-null  int64 \n",
-      " 18  TeamBlk     373324 non-null  int64 \n",
-      " 19  TeamPF      373324 non-null  int64 \n",
-      " 20  OppFGM      373324 non-null  int64 \n",
-      " 21  OppFGA      373324 non-null  int64 \n",
-      " 22  OppFGM3     373324 non-null  int64 \n",
-      " 23  LFGA3       373324 non-null  int64 \n",
-      " 24  OppFTM      373324 non-null  int64 \n",
-      " 25  OppFTA      373324 non-null  int64 \n",
-      " 26  OppOR       373324 non-null  int64 \n",
-      " 27  OppDR       373324 non-null  int64 \n",
-      " 28  OppAst      373324 non-null  int64 \n",
-      " 29  OppTO       373324 non-null  int64 \n",
-      " 30  OppStl      373324 non-null  int64 \n",
-      " 31  OppBlk      373324 non-null  int64 \n",
-      " 32  OppPF       373324 non-null  int64 \n",
-      " 33  League      373324 non-null  object\n",
-      " 34  GameResult  373324 non-null  object\n",
-      "dtypes: int64(32), object(3)\n",
-      "memory usage: 99.7+ MB\n"
+      " 4   OppTeamID   373324 non-null  int64 \n",
+      " 5   OppScore    373324 non-null  int64 \n",
+      " 6   WLoc        373324 non-null  object\n",
+      " 7   NumOT       373324 non-null  int64 \n",
+      " 8   TeamFGM     373324 non-null  int64 \n",
+      " 9   TeamFGA     373324 non-null  int64 \n",
+      " 10  TeamFGM3    373324 non-null  int64 \n",
+      " 11  WFGA3       373324 non-null  int64 \n",
+      " 12  TeamFTM     373324 non-null  int64 \n",
+      " 13  TeamFTA     373324 non-null  int64 \n",
+      " 14  TeamOR      373324 non-null  int64 \n",
+      " 15  TeamDR      373324 non-null  int64 \n",
+      " 16  TeamAst     373324 non-null  int64 \n",
+      " 17  TeamTO      373324 non-null  int64 \n",
+      " 18  TeamStl     373324 non-null  int64 \n",
+      " 19  TeamBlk     373324 non-null  int64 \n",
+      " 20  TeamPF      373324 non-null  int64 \n",
+      " 21  OppFGM      373324 non-null  int64 \n",
+      " 22  OppFGA      373324 non-null  int64 \n",
+      " 23  OppFGM3     373324 non-null  int64 \n",
+      " 24  LFGA3       373324 non-null  int64 \n",
+      " 25  OppFTM      373324 non-null  int64 \n",
+      " 26  OppFTA      373324 non-null  int64 \n",
+      " 27  OppOR       373324 non-null  int64 \n",
+      " 28  OppDR       373324 non-null  int64 \n",
+      " 29  OppAst      373324 non-null  int64 \n",
+      " 30  OppTO       373324 non-null  int64 \n",
+      " 31  OppStl      373324 non-null  int64 \n",
+      " 32  OppBlk      373324 non-null  int64 \n",
+      " 33  OppPF       373324 non-null  int64 \n",
+      " 34  League      373324 non-null  object\n",
+      " 35  GameResult  373324 non-null  object\n",
+      "dtypes: int64(33), object(3)\n",
+      "memory usage: 102.5+ MB\n"
      ]
     }
    ],
@@ -522,14 +523,16 @@
     "\n",
     "detailed_reg_games_df = pd.concat([\n",
     "    (\n",
-    "        detailed_reg_games_df[[col for col in detailed_reg_games_df.columns if col != \"LTeamID\"]]\n",
+    "        # detailed_reg_games_df[[col for col in detailed_reg_games_df.columns if col != \"LTeamID\"]]\n",
+    "        detailed_reg_games_df[[col for col in detailed_reg_games_df.columns]]\n",
     "        .assign(GameResult=\"W\")\n",
-    "        .rename(columns=w_renamed_cols | {\"WTeamID\": \"TeamID\"})\n",
+    "        .rename(columns=w_renamed_cols | {\"WTeamID\": \"TeamID\", \"LTeamID\": \"OppTeamID\"})\n",
     "    ),\n",
     "    (\n",
-    "        detailed_reg_games_df[[col for col in detailed_reg_games_df.columns if col != \"WTeamID\"]]\n",
+    "        # detailed_reg_games_df[[col for col in detailed_reg_games_df.columns if col != \"WTeamID\"]]\n",
+    "        detailed_reg_games_df[[col for col in detailed_reg_games_df.columns]]\n",
     "        .assign(GameResult=\"L\")\n",
-    "        .rename(columns=l_renamed_cols | {\"LTeamID\": \"TeamID\"})\n",
+    "        .rename(columns=l_renamed_cols | {\"LTeamID\": \"TeamID\", \"WTeamID\": \"OppTeamID\"})\n",
     "    )\n",
     "\n",
     "]).reset_index(drop=True)\n",
@@ -548,46 +551,47 @@
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "RangeIndex: 4284 entries, 0 to 4283\n",
-      "Data columns (total 35 columns):\n",
+      "Data columns (total 36 columns):\n",
       " #   Column      Non-Null Count  Dtype \n",
       "---  ------      --------------  ----- \n",
       " 0   Season      4284 non-null   int64 \n",
       " 1   DayNum      4284 non-null   int64 \n",
       " 2   TeamID      4284 non-null   int64 \n",
       " 3   TeamScore   4284 non-null   int64 \n",
-      " 4   OppScore    4284 non-null   int64 \n",
-      " 5   WLoc        4284 non-null   object\n",
-      " 6   NumOT       4284 non-null   int64 \n",
-      " 7   TeamFGM     4284 non-null   int64 \n",
-      " 8   TeamFGA     4284 non-null   int64 \n",
-      " 9   TeamFGM3    4284 non-null   int64 \n",
-      " 10  WFGA3       4284 non-null   int64 \n",
-      " 11  TeamFTM     4284 non-null   int64 \n",
-      " 12  TeamFTA     4284 non-null   int64 \n",
-      " 13  TeamOR      4284 non-null   int64 \n",
-      " 14  TeamDR      4284 non-null   int64 \n",
-      " 15  TeamAst     4284 non-null   int64 \n",
-      " 16  TeamTO      4284 non-null   int64 \n",
-      " 17  TeamStl     4284 non-null   int64 \n",
-      " 18  TeamBlk     4284 non-null   int64 \n",
-      " 19  TeamPF      4284 non-null   int64 \n",
-      " 20  OppFGM      4284 non-null   int64 \n",
-      " 21  OppFGA      4284 non-null   int64 \n",
-      " 22  OppFGM3     4284 non-null   int64 \n",
-      " 23  LFGA3       4284 non-null   int64 \n",
-      " 24  OppFTM      4284 non-null   int64 \n",
-      " 25  OppFTA      4284 non-null   int64 \n",
-      " 26  OppOR       4284 non-null   int64 \n",
-      " 27  OppDR       4284 non-null   int64 \n",
-      " 28  OppAst      4284 non-null   int64 \n",
-      " 29  OppTO       4284 non-null   int64 \n",
-      " 30  OppStl      4284 non-null   int64 \n",
-      " 31  OppBlk      4284 non-null   int64 \n",
-      " 32  OppPF       4284 non-null   int64 \n",
-      " 33  League      4284 non-null   object\n",
-      " 34  GameResult  4284 non-null   object\n",
-      "dtypes: int64(32), object(3)\n",
-      "memory usage: 1.1+ MB\n"
+      " 4   OppTeamID   4284 non-null   int64 \n",
+      " 5   OppScore    4284 non-null   int64 \n",
+      " 6   WLoc        4284 non-null   object\n",
+      " 7   NumOT       4284 non-null   int64 \n",
+      " 8   TeamFGM     4284 non-null   int64 \n",
+      " 9   TeamFGA     4284 non-null   int64 \n",
+      " 10  TeamFGM3    4284 non-null   int64 \n",
+      " 11  WFGA3       4284 non-null   int64 \n",
+      " 12  TeamFTM     4284 non-null   int64 \n",
+      " 13  TeamFTA     4284 non-null   int64 \n",
+      " 14  TeamOR      4284 non-null   int64 \n",
+      " 15  TeamDR      4284 non-null   int64 \n",
+      " 16  TeamAst     4284 non-null   int64 \n",
+      " 17  TeamTO      4284 non-null   int64 \n",
+      " 18  TeamStl     4284 non-null   int64 \n",
+      " 19  TeamBlk     4284 non-null   int64 \n",
+      " 20  TeamPF      4284 non-null   int64 \n",
+      " 21  OppFGM      4284 non-null   int64 \n",
+      " 22  OppFGA      4284 non-null   int64 \n",
+      " 23  OppFGM3     4284 non-null   int64 \n",
+      " 24  LFGA3       4284 non-null   int64 \n",
+      " 25  OppFTM      4284 non-null   int64 \n",
+      " 26  OppFTA      4284 non-null   int64 \n",
+      " 27  OppOR       4284 non-null   int64 \n",
+      " 28  OppDR       4284 non-null   int64 \n",
+      " 29  OppAst      4284 non-null   int64 \n",
+      " 30  OppTO       4284 non-null   int64 \n",
+      " 31  OppStl      4284 non-null   int64 \n",
+      " 32  OppBlk      4284 non-null   int64 \n",
+      " 33  OppPF       4284 non-null   int64 \n",
+      " 34  League      4284 non-null   object\n",
+      " 35  GameResult  4284 non-null   object\n",
+      "dtypes: int64(33), object(3)\n",
+      "memory usage: 1.2+ MB\n"
      ]
     }
    ],
@@ -595,14 +599,16 @@
     "# do the same thing for the tournament games\n",
     "detailed_tourney_games_df = pd.concat([\n",
     "    (\n",
-    "        detailed_tourney_games_df[[col for col in detailed_tourney_games_df.columns if col != \"LTeamID\"]]\n",
+    "        # detailed_tourney_games_df[[col for col in detailed_tourney_games_df.columns if col != \"LTeamID\"]]\n",
+    "        detailed_tourney_games_df[[col for col in detailed_tourney_games_df.columns]]\n",
     "        .assign(GameResult=\"W\")\n",
-    "        .rename(columns=w_renamed_cols | {\"WTeamID\": \"TeamID\"})\n",
+    "        .rename(columns=w_renamed_cols | {\"WTeamID\": \"TeamID\", \"LTeamID\": \"OppTeamID\"})\n",
     "    ),\n",
     "    (\n",
-    "        detailed_tourney_games_df[[col for col in detailed_tourney_games_df.columns if col != \"WTeamID\"]]\n",
+    "        # detailed_tourney_games_df[[col for col in detailed_tourney_games_df.columns if col != \"WTeamID\"]]\n",
+    "        detailed_tourney_games_df[[col for col in detailed_tourney_games_df.columns]]\n",
     "        .assign(GameResult=\"L\")\n",
-    "        .rename(columns=l_renamed_cols | {\"LTeamID\": \"TeamID\"})\n",
+    "        .rename(columns=l_renamed_cols | {\"LTeamID\": \"TeamID\", \"WTeamID\": \"OppTeamID\"})\n",
     "    )\n",
     "]).reset_index(drop=True)\n",
     "\n",
@@ -658,23 +664,23 @@
        "      <th>DayNum</th>\n",
        "      <th>TeamID</th>\n",
        "      <th>TeamScore</th>\n",
+       "      <th>OppTeamID</th>\n",
        "      <th>OppScore</th>\n",
        "      <th>WLoc</th>\n",
        "      <th>NumOT</th>\n",
        "      <th>TeamFGM</th>\n",
        "      <th>TeamFGA</th>\n",
-       "      <th>TeamFGM3</th>\n",
        "      <th>...</th>\n",
+       "      <th>AstDiff</th>\n",
+       "      <th>DRDiff</th>\n",
+       "      <th>ScoreDiff</th>\n",
        "      <th>TODiff</th>\n",
        "      <th>FTADiff</th>\n",
-       "      <th>FTMDiff</th>\n",
-       "      <th>FGM3Diff</th>\n",
-       "      <th>PFDiff</th>\n",
        "      <th>FGADiff</th>\n",
+       "      <th>FTMDiff</th>\n",
        "      <th>ORDiff</th>\n",
-       "      <th>BlkDiff</th>\n",
-       "      <th>ScoreDiff</th>\n",
-       "      <th>FGMDiff</th>\n",
+       "      <th>PFDiff</th>\n",
+       "      <th>FGM3Diff</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -684,23 +690,23 @@
        "      <td>74</td>\n",
        "      <td>3158</td>\n",
        "      <td>56</td>\n",
+       "      <td>3189</td>\n",
        "      <td>84</td>\n",
        "      <td>A</td>\n",
        "      <td>0</td>\n",
        "      <td>21</td>\n",
        "      <td>55</td>\n",
-       "      <td>3</td>\n",
        "      <td>...</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-4</td>\n",
+       "      <td>-28</td>\n",
        "      <td>7</td>\n",
        "      <td>-11</td>\n",
-       "      <td>-11</td>\n",
-       "      <td>-3</td>\n",
-       "      <td>9</td>\n",
        "      <td>-12</td>\n",
        "      <td>-11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-28</td>\n",
-       "      <td>-7</td>\n",
+       "      <td>-11</td>\n",
+       "      <td>9</td>\n",
+       "      <td>-3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>100732</th>\n",
@@ -708,23 +714,23 @@
        "      <td>103</td>\n",
        "      <td>1439</td>\n",
        "      <td>71</td>\n",
+       "      <td>1393</td>\n",
        "      <td>59</td>\n",
        "      <td>H</td>\n",
        "      <td>0</td>\n",
        "      <td>23</td>\n",
        "      <td>60</td>\n",
-       "      <td>8</td>\n",
        "      <td>...</td>\n",
+       "      <td>11</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
        "      <td>-6</td>\n",
        "      <td>17</td>\n",
-       "      <td>16</td>\n",
-       "      <td>-2</td>\n",
-       "      <td>-9</td>\n",
        "      <td>-4</td>\n",
+       "      <td>16</td>\n",
        "      <td>-1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>12</td>\n",
-       "      <td>-1</td>\n",
+       "      <td>-9</td>\n",
+       "      <td>-2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>83150</th>\n",
@@ -732,23 +738,23 @@
        "      <td>26</td>\n",
        "      <td>1180</td>\n",
        "      <td>82</td>\n",
+       "      <td>1352</td>\n",
        "      <td>69</td>\n",
        "      <td>H</td>\n",
        "      <td>0</td>\n",
        "      <td>27</td>\n",
        "      <td>58</td>\n",
-       "      <td>8</td>\n",
        "      <td>...</td>\n",
        "      <td>1</td>\n",
-       "      <td>10</td>\n",
-       "      <td>14</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
        "      <td>1</td>\n",
-       "      <td>-5</td>\n",
+       "      <td>10</td>\n",
        "      <td>-6</td>\n",
+       "      <td>14</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>13</td>\n",
-       "      <td>-1</td>\n",
+       "      <td>-5</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>345009</th>\n",
@@ -756,23 +762,23 @@
        "      <td>4</td>\n",
        "      <td>3435</td>\n",
        "      <td>58</td>\n",
+       "      <td>3292</td>\n",
        "      <td>65</td>\n",
        "      <td>H</td>\n",
        "      <td>0</td>\n",
        "      <td>19</td>\n",
        "      <td>55</td>\n",
-       "      <td>5</td>\n",
        "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-7</td>\n",
+       "      <td>-7</td>\n",
        "      <td>-5</td>\n",
        "      <td>-11</td>\n",
-       "      <td>-8</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>7</td>\n",
        "      <td>13</td>\n",
+       "      <td>-8</td>\n",
        "      <td>2</td>\n",
-       "      <td>-3</td>\n",
-       "      <td>-7</td>\n",
-       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>318707</th>\n",
@@ -780,52 +786,52 @@
        "      <td>128</td>\n",
        "      <td>3322</td>\n",
        "      <td>45</td>\n",
+       "      <td>3270</td>\n",
        "      <td>63</td>\n",
        "      <td>N</td>\n",
        "      <td>0</td>\n",
        "      <td>20</td>\n",
        "      <td>51</td>\n",
-       "      <td>3</td>\n",
        "      <td>...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-3</td>\n",
+       "      <td>-18</td>\n",
        "      <td>4</td>\n",
        "      <td>-11</td>\n",
+       "      <td>3</td>\n",
        "      <td>-9</td>\n",
-       "      <td>-3</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
        "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-18</td>\n",
        "      <td>-3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 48 columns</p>\n",
+       "<p>5 rows × 49 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "        Season  DayNum  TeamID  TeamScore  OppScore WLoc  NumOT  TeamFGM  \\\n",
-       "337067    2017      74    3158         56        84    A      0       21   \n",
-       "100732    2022     103    1439         71        59    H      0       23   \n",
-       "83150     2019      26    1180         82        69    H      0       27   \n",
-       "345009    2019       4    3435         58        65    H      0       19   \n",
-       "318707    2013     128    3322         45        63    N      0       20   \n",
+       "        Season  DayNum  TeamID  TeamScore  OppTeamID  OppScore WLoc  NumOT  \\\n",
+       "337067    2017      74    3158         56       3189        84    A      0   \n",
+       "100732    2022     103    1439         71       1393        59    H      0   \n",
+       "83150     2019      26    1180         82       1352        69    H      0   \n",
+       "345009    2019       4    3435         58       3292        65    H      0   \n",
+       "318707    2013     128    3322         45       3270        63    N      0   \n",
        "\n",
-       "        TeamFGA  TeamFGM3  ...  TODiff  FTADiff  FTMDiff  FGM3Diff  PFDiff  \\\n",
-       "337067       55         3  ...       7      -11      -11        -3       9   \n",
-       "100732       60         8  ...      -6       17       16        -2      -9   \n",
-       "83150        58         8  ...       1       10       14         1      -5   \n",
-       "345009       55         5  ...      -5      -11       -8        -1       7   \n",
-       "318707       51         3  ...       4      -11       -9        -3       2   \n",
+       "        TeamFGM  TeamFGA  ...  AstDiff  DRDiff  ScoreDiff  TODiff  FTADiff  \\\n",
+       "337067       21       55  ...       -1      -4        -28       7      -11   \n",
+       "100732       23       60  ...       11       1         12      -6       17   \n",
+       "83150        27       58  ...        1      13         13       1       10   \n",
+       "345009       19       55  ...        4      -7         -7      -5      -11   \n",
+       "318707       20       51  ...        2      -3        -18       4      -11   \n",
        "\n",
-       "        FGADiff  ORDiff  BlkDiff  ScoreDiff  FGMDiff  \n",
-       "337067      -12     -11        1        -28       -7  \n",
-       "100732       -4      -1        2         12       -1  \n",
-       "83150        -6       4        2         13       -1  \n",
-       "345009       13       2       -3         -7        1  \n",
-       "318707        3       2        1        -18       -3  \n",
+       "        FGADiff  FTMDiff  ORDiff  PFDiff  FGM3Diff  \n",
+       "337067      -12      -11     -11       9        -3  \n",
+       "100732       -4       16      -1      -9        -2  \n",
+       "83150        -6       14       4      -5         1  \n",
+       "345009       13       -8       2       7        -1  \n",
+       "318707        3       -9       2       2        -3  \n",
        "\n",
-       "[5 rows x 48 columns]"
+       "[5 rows x 49 columns]"
       ]
      },
      "execution_count": 8,
@@ -848,9 +854,19 @@
     "    axis=1,\n",
     ")\n",
     "\n",
+    "detailed_reg_games_df[\"OppWin\"] = detailed_reg_games_df.apply(\n",
+    "    lambda row: 1 if row[\"GameResult\"] == \"L\" else 0,\n",
+    "    axis=1,\n",
+    ")\n",
+    "\n",
     "detailed_tourney_games_df[\"Win\"] = detailed_tourney_games_df.apply(\n",
     "    lambda row: 0 if row[\"GameResult\"] == \"L\" else 1,\n",
     "    axis=1,\n",
+    ")\n",
+    "\n",
+    "detailed_tourney_games_df[\"OppWin\"] = detailed_tourney_games_df.apply(\n",
+    "    lambda row: 1 if row[\"GameResult\"] == \"L\" else 0,\n",
+    "    axis=1,\n",
     ")"
    ]
   },
@@ -868,6 +884,37 @@
     "])"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       1328\n",
+       "1       1393\n",
+       "2       1437\n",
+       "3       1457\n",
+       "4       1208\n",
+       "        ... \n",
+       "4279    3376\n",
+       "4280    3439\n",
+       "4281    3234\n",
+       "4282    3261\n",
+       "4283    3261\n",
+       "Name: OppTeamID, Length: 377608, dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_detailed_games_df[\"OppTeamID\"]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -877,7 +924,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -890,6 +937,7 @@
     "    \"TeamLoc\",\n",
     "    \"Season\",\n",
     "    \"DayNum\",\n",
+    "    # \"OppTeamID\",\n",
     "}\n",
     "\n",
     "agg_funcs = [\n",
@@ -903,7 +951,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {
     "tags": []
    },
@@ -937,19 +985,19 @@
        "      <th>TeamScore std</th>\n",
        "      <th>TeamScore median</th>\n",
        "      <th>TeamScore mean</th>\n",
-       "      <th>OppScore min</th>\n",
-       "      <th>OppScore max</th>\n",
+       "      <th>OppTeamID min</th>\n",
+       "      <th>OppTeamID max</th>\n",
        "      <th>...</th>\n",
-       "      <th>FGMDiff min</th>\n",
-       "      <th>FGMDiff max</th>\n",
-       "      <th>FGMDiff std</th>\n",
-       "      <th>FGMDiff median</th>\n",
-       "      <th>FGMDiff mean</th>\n",
        "      <th>Win min</th>\n",
        "      <th>Win max</th>\n",
        "      <th>Win std</th>\n",
        "      <th>Win median</th>\n",
        "      <th>Win mean</th>\n",
+       "      <th>OppWin min</th>\n",
+       "      <th>OppWin max</th>\n",
+       "      <th>OppWin std</th>\n",
+       "      <th>OppWin median</th>\n",
+       "      <th>OppWin mean</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -963,19 +1011,19 @@
        "      <td>10.808339</td>\n",
        "      <td>61.0</td>\n",
        "      <td>58.965517</td>\n",
-       "      <td>36</td>\n",
-       "      <td>85</td>\n",
+       "      <td>3129</td>\n",
+       "      <td>3451</td>\n",
        "      <td>...</td>\n",
-       "      <td>-17</td>\n",
-       "      <td>14</td>\n",
-       "      <td>7.252314</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>-1.896552</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.508548</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.482759</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.508548</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.517241</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6900</th>\n",
@@ -987,19 +1035,19 @@
        "      <td>12.283247</td>\n",
        "      <td>67.0</td>\n",
        "      <td>66.466667</td>\n",
-       "      <td>44</td>\n",
-       "      <td>97</td>\n",
+       "      <td>1111</td>\n",
+       "      <td>1450</td>\n",
        "      <td>...</td>\n",
-       "      <td>-18</td>\n",
-       "      <td>9</td>\n",
-       "      <td>6.210854</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>-0.666667</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.479463</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.333333</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.479463</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4406</th>\n",
@@ -1011,19 +1059,19 @@
        "      <td>10.019980</td>\n",
        "      <td>72.0</td>\n",
        "      <td>73.000000</td>\n",
-       "      <td>61</td>\n",
-       "      <td>103</td>\n",
+       "      <td>1132</td>\n",
+       "      <td>1458</td>\n",
        "      <td>...</td>\n",
-       "      <td>-17</td>\n",
-       "      <td>9</td>\n",
-       "      <td>5.037707</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-0.612903</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.508001</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.483871</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.508001</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.516129</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4233</th>\n",
@@ -1035,19 +1083,19 @@
        "      <td>12.911860</td>\n",
        "      <td>77.0</td>\n",
        "      <td>75.870968</td>\n",
-       "      <td>47</td>\n",
-       "      <td>81</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>1461</td>\n",
        "      <td>...</td>\n",
-       "      <td>-8</td>\n",
-       "      <td>12</td>\n",
-       "      <td>5.142904</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.129032</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.401610</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.806452</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.401610</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.193548</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3407</th>\n",
@@ -1059,19 +1107,19 @@
        "      <td>11.841315</td>\n",
        "      <td>75.5</td>\n",
        "      <td>75.906250</td>\n",
-       "      <td>37</td>\n",
-       "      <td>89</td>\n",
+       "      <td>1153</td>\n",
+       "      <td>1458</td>\n",
        "      <td>...</td>\n",
-       "      <td>-7</td>\n",
-       "      <td>18</td>\n",
-       "      <td>6.097246</td>\n",
-       "      <td>4.5</td>\n",
-       "      <td>4.281250</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.456803</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.718750</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.456803</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.281250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5190</th>\n",
@@ -1083,19 +1131,19 @@
        "      <td>10.298567</td>\n",
        "      <td>67.0</td>\n",
        "      <td>65.062500</td>\n",
-       "      <td>45</td>\n",
-       "      <td>106</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>1464</td>\n",
        "      <td>...</td>\n",
-       "      <td>-25</td>\n",
-       "      <td>7</td>\n",
-       "      <td>5.870151</td>\n",
-       "      <td>-0.5</td>\n",
-       "      <td>-1.843750</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.470929</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.312500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.470929</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.687500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1892</th>\n",
@@ -1107,19 +1155,19 @@
        "      <td>14.194618</td>\n",
        "      <td>76.0</td>\n",
        "      <td>76.777778</td>\n",
-       "      <td>59</td>\n",
-       "      <td>107</td>\n",
+       "      <td>1125</td>\n",
+       "      <td>1424</td>\n",
        "      <td>...</td>\n",
-       "      <td>-19</td>\n",
-       "      <td>13</td>\n",
-       "      <td>6.835261</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.481481</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.492103</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.370370</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.492103</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.629630</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10020</th>\n",
@@ -1131,19 +1179,19 @@
        "      <td>13.385137</td>\n",
        "      <td>53.0</td>\n",
        "      <td>55.476190</td>\n",
-       "      <td>41</td>\n",
-       "      <td>117</td>\n",
+       "      <td>3124</td>\n",
+       "      <td>3418</td>\n",
        "      <td>...</td>\n",
-       "      <td>-41</td>\n",
-       "      <td>11</td>\n",
-       "      <td>10.992205</td>\n",
-       "      <td>-4.0</td>\n",
-       "      <td>-6.142857</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.462910</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.285714</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.462910</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.714286</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9567</th>\n",
@@ -1155,19 +1203,19 @@
        "      <td>11.319009</td>\n",
        "      <td>62.5</td>\n",
        "      <td>63.593750</td>\n",
-       "      <td>45</td>\n",
-       "      <td>100</td>\n",
+       "      <td>3120</td>\n",
+       "      <td>3404</td>\n",
        "      <td>...</td>\n",
-       "      <td>-21</td>\n",
-       "      <td>9</td>\n",
-       "      <td>6.956083</td>\n",
-       "      <td>-3.0</td>\n",
-       "      <td>-3.250000</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.504016</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.437500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.504016</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.562500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12617</th>\n",
@@ -1179,23 +1227,23 @@
        "      <td>12.518374</td>\n",
        "      <td>65.0</td>\n",
        "      <td>65.750000</td>\n",
-       "      <td>21</td>\n",
-       "      <td>79</td>\n",
+       "      <td>3148</td>\n",
+       "      <td>3438</td>\n",
        "      <td>...</td>\n",
-       "      <td>-10</td>\n",
-       "      <td>22</td>\n",
-       "      <td>7.768254</td>\n",
-       "      <td>5.5</td>\n",
-       "      <td>5.906250</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.456803</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.718750</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.456803</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.281250</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>10 rows × 218 columns</p>\n",
+       "<p>10 rows × 228 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -1211,46 +1259,46 @@
        "9567     3240    2014      W             43             84      11.319009   \n",
        "12617    3452    2011      W             39             90      12.518374   \n",
        "\n",
-       "       TeamScore median  TeamScore mean  OppScore min  OppScore max  ...  \\\n",
-       "12348              61.0       58.965517            36            85  ...   \n",
-       "6900               67.0       66.466667            44            97  ...   \n",
-       "4406               72.0       73.000000            61           103  ...   \n",
-       "4233               77.0       75.870968            47            81  ...   \n",
-       "3407               75.5       75.906250            37            89  ...   \n",
-       "5190               67.0       65.062500            45           106  ...   \n",
-       "1892               76.0       76.777778            59           107  ...   \n",
-       "10020              53.0       55.476190            41           117  ...   \n",
-       "9567               62.5       63.593750            45           100  ...   \n",
-       "12617              65.0       65.750000            21            79  ...   \n",
+       "       TeamScore median  TeamScore mean  OppTeamID min  OppTeamID max  ...  \\\n",
+       "12348              61.0       58.965517           3129           3451  ...   \n",
+       "6900               67.0       66.466667           1111           1450  ...   \n",
+       "4406               72.0       73.000000           1132           1458  ...   \n",
+       "4233               77.0       75.870968           1102           1461  ...   \n",
+       "3407               75.5       75.906250           1153           1458  ...   \n",
+       "5190               67.0       65.062500           1102           1464  ...   \n",
+       "1892               76.0       76.777778           1125           1424  ...   \n",
+       "10020              53.0       55.476190           3124           3418  ...   \n",
+       "9567               62.5       63.593750           3120           3404  ...   \n",
+       "12617              65.0       65.750000           3148           3438  ...   \n",
        "\n",
-       "       FGMDiff min  FGMDiff max  FGMDiff std  FGMDiff median  FGMDiff mean  \\\n",
-       "12348          -17           14     7.252314            -2.0     -1.896552   \n",
-       "6900           -18            9     6.210854            -1.0     -0.666667   \n",
-       "4406           -17            9     5.037707             0.0     -0.612903   \n",
-       "4233            -8           12     5.142904             3.0      2.129032   \n",
-       "3407            -7           18     6.097246             4.5      4.281250   \n",
-       "5190           -25            7     5.870151            -0.5     -1.843750   \n",
-       "1892           -19           13     6.835261             1.0      0.481481   \n",
-       "10020          -41           11    10.992205            -4.0     -6.142857   \n",
-       "9567           -21            9     6.956083            -3.0     -3.250000   \n",
-       "12617          -10           22     7.768254             5.5      5.906250   \n",
+       "       Win min  Win max   Win std  Win median  Win mean  OppWin min  \\\n",
+       "12348        0        1  0.508548         0.0  0.482759           0   \n",
+       "6900         0        1  0.479463         0.0  0.333333           0   \n",
+       "4406         0        1  0.508001         0.0  0.483871           0   \n",
+       "4233         0        1  0.401610         1.0  0.806452           0   \n",
+       "3407         0        1  0.456803         1.0  0.718750           0   \n",
+       "5190         0        1  0.470929         0.0  0.312500           0   \n",
+       "1892         0        1  0.492103         0.0  0.370370           0   \n",
+       "10020        0        1  0.462910         0.0  0.285714           0   \n",
+       "9567         0        1  0.504016         0.0  0.437500           0   \n",
+       "12617        0        1  0.456803         1.0  0.718750           0   \n",
        "\n",
-       "       Win min  Win max   Win std  Win median  Win mean  \n",
-       "12348        0        1  0.508548         0.0  0.482759  \n",
-       "6900         0        1  0.479463         0.0  0.333333  \n",
-       "4406         0        1  0.508001         0.0  0.483871  \n",
-       "4233         0        1  0.401610         1.0  0.806452  \n",
-       "3407         0        1  0.456803         1.0  0.718750  \n",
-       "5190         0        1  0.470929         0.0  0.312500  \n",
-       "1892         0        1  0.492103         0.0  0.370370  \n",
-       "10020        0        1  0.462910         0.0  0.285714  \n",
-       "9567         0        1  0.504016         0.0  0.437500  \n",
-       "12617        0        1  0.456803         1.0  0.718750  \n",
+       "       OppWin max  OppWin std  OppWin median  OppWin mean  \n",
+       "12348           1    0.508548            1.0     0.517241  \n",
+       "6900            1    0.479463            1.0     0.666667  \n",
+       "4406            1    0.508001            1.0     0.516129  \n",
+       "4233            1    0.401610            0.0     0.193548  \n",
+       "3407            1    0.456803            0.0     0.281250  \n",
+       "5190            1    0.470929            1.0     0.687500  \n",
+       "1892            1    0.492103            1.0     0.629630  \n",
+       "10020           1    0.462910            1.0     0.714286  \n",
+       "9567            1    0.504016            1.0     0.562500  \n",
+       "12617           1    0.456803            0.0     0.281250  \n",
        "\n",
-       "[10 rows x 218 columns]"
+       "[10 rows x 228 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1269,7 +1317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1301,19 +1349,19 @@
        "      <th>TeamScore std</th>\n",
        "      <th>TeamScore median</th>\n",
        "      <th>TeamScore mean</th>\n",
-       "      <th>OppScore min</th>\n",
-       "      <th>OppScore max</th>\n",
+       "      <th>OppTeamID min</th>\n",
+       "      <th>OppTeamID max</th>\n",
        "      <th>...</th>\n",
-       "      <th>FGMDiff min</th>\n",
-       "      <th>FGMDiff max</th>\n",
-       "      <th>FGMDiff std</th>\n",
-       "      <th>FGMDiff median</th>\n",
-       "      <th>FGMDiff mean</th>\n",
        "      <th>Win min</th>\n",
        "      <th>Win max</th>\n",
        "      <th>Win std</th>\n",
        "      <th>Win median</th>\n",
        "      <th>Win mean</th>\n",
+       "      <th>OppWin min</th>\n",
+       "      <th>OppWin max</th>\n",
+       "      <th>OppWin std</th>\n",
+       "      <th>OppWin median</th>\n",
+       "      <th>OppWin mean</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -1327,19 +1375,19 @@
        "      <td>10.408330</td>\n",
        "      <td>77.0</td>\n",
        "      <td>73.666667</td>\n",
-       "      <td>53</td>\n",
-       "      <td>82</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>1400</td>\n",
        "      <td>...</td>\n",
-       "      <td>-10</td>\n",
-       "      <td>13</td>\n",
-       "      <td>11.789826</td>\n",
-       "      <td>-3.0</td>\n",
-       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.577350</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.666667</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.577350</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1601</th>\n",
@@ -1351,19 +1399,19 @@
        "      <td>NaN</td>\n",
        "      <td>63.0</td>\n",
        "      <td>63.000000</td>\n",
-       "      <td>71</td>\n",
-       "      <td>71</td>\n",
+       "      <td>3246</td>\n",
+       "      <td>3246</td>\n",
        "      <td>...</td>\n",
-       "      <td>-2</td>\n",
-       "      <td>-2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>-2.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1805</th>\n",
@@ -1375,19 +1423,19 @@
        "      <td>NaN</td>\n",
        "      <td>63.0</td>\n",
        "      <td>63.000000</td>\n",
-       "      <td>64</td>\n",
-       "      <td>64</td>\n",
+       "      <td>3343</td>\n",
+       "      <td>3343</td>\n",
        "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>952</th>\n",
@@ -1399,14 +1447,14 @@
        "      <td>1.414214</td>\n",
        "      <td>73.0</td>\n",
        "      <td>73.000000</td>\n",
-       "      <td>72</td>\n",
-       "      <td>79</td>\n",
+       "      <td>1257</td>\n",
+       "      <td>1326</td>\n",
        "      <td>...</td>\n",
-       "      <td>-3</td>\n",
        "      <td>0</td>\n",
-       "      <td>2.121320</td>\n",
-       "      <td>-1.5</td>\n",
-       "      <td>-1.500000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.707107</td>\n",
@@ -1423,19 +1471,19 @@
        "      <td>NaN</td>\n",
        "      <td>65.0</td>\n",
        "      <td>65.000000</td>\n",
-       "      <td>79</td>\n",
-       "      <td>79</td>\n",
+       "      <td>1301</td>\n",
+       "      <td>1301</td>\n",
        "      <td>...</td>\n",
-       "      <td>-8</td>\n",
-       "      <td>-8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-8.0</td>\n",
-       "      <td>-8.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1381</th>\n",
@@ -1447,19 +1495,19 @@
        "      <td>9.912114</td>\n",
        "      <td>81.0</td>\n",
        "      <td>80.250000</td>\n",
-       "      <td>56</td>\n",
-       "      <td>88</td>\n",
+       "      <td>3143</td>\n",
+       "      <td>3443</td>\n",
        "      <td>...</td>\n",
-       "      <td>-4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>5.123475</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>2.750000</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.500000</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.750000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.250000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1266</th>\n",
@@ -1471,14 +1519,14 @@
        "      <td>8.485281</td>\n",
        "      <td>78.0</td>\n",
        "      <td>78.000000</td>\n",
-       "      <td>67</td>\n",
-       "      <td>75</td>\n",
+       "      <td>1287</td>\n",
+       "      <td>1393</td>\n",
        "      <td>...</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4.949747</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>2.500000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.707107</td>\n",
@@ -1495,19 +1543,19 @@
        "      <td>NaN</td>\n",
        "      <td>69.0</td>\n",
        "      <td>69.000000</td>\n",
-       "      <td>72</td>\n",
-       "      <td>72</td>\n",
+       "      <td>3393</td>\n",
+       "      <td>3393</td>\n",
        "      <td>...</td>\n",
-       "      <td>-3</td>\n",
-       "      <td>-3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-3.0</td>\n",
-       "      <td>-3.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>697</th>\n",
@@ -1519,19 +1567,19 @@
        "      <td>NaN</td>\n",
        "      <td>63.0</td>\n",
        "      <td>63.000000</td>\n",
-       "      <td>72</td>\n",
-       "      <td>72</td>\n",
+       "      <td>1166</td>\n",
+       "      <td>1166</td>\n",
        "      <td>...</td>\n",
-       "      <td>-2</td>\n",
-       "      <td>-2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>-2.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>763</th>\n",
@@ -1543,23 +1591,23 @@
        "      <td>1.527525</td>\n",
        "      <td>70.0</td>\n",
        "      <td>69.666667</td>\n",
-       "      <td>60</td>\n",
-       "      <td>88</td>\n",
+       "      <td>1112</td>\n",
+       "      <td>1454</td>\n",
        "      <td>...</td>\n",
-       "      <td>-11</td>\n",
-       "      <td>3</td>\n",
-       "      <td>7.371115</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-2.666667</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0.577350</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.666667</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.577350</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.333333</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>10 rows × 218 columns</p>\n",
+       "<p>10 rows × 228 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -1575,46 +1623,46 @@
        "697     1301    2023      M             63             63            NaN   \n",
        "763     1323    2003      M             68             71       1.527525   \n",
        "\n",
-       "      TeamScore median  TeamScore mean  OppScore min  OppScore max  ...  \\\n",
-       "995               77.0       73.666667            53            82  ...   \n",
-       "1601              63.0       63.000000            71            71  ...   \n",
-       "1805              63.0       63.000000            64            64  ...   \n",
-       "952               73.0       73.000000            72            79  ...   \n",
-       "924               65.0       65.000000            79            79  ...   \n",
-       "1381              81.0       80.250000            56            88  ...   \n",
-       "1266              78.0       78.000000            67            75  ...   \n",
-       "1810              69.0       69.000000            72            72  ...   \n",
-       "697               63.0       63.000000            72            72  ...   \n",
-       "763               70.0       69.666667            60            88  ...   \n",
+       "      TeamScore median  TeamScore mean  OppTeamID min  OppTeamID max  ...  \\\n",
+       "995               77.0       73.666667           1165           1400  ...   \n",
+       "1601              63.0       63.000000           3246           3246  ...   \n",
+       "1805              63.0       63.000000           3343           3343  ...   \n",
+       "952               73.0       73.000000           1257           1326  ...   \n",
+       "924               65.0       65.000000           1301           1301  ...   \n",
+       "1381              81.0       80.250000           3143           3443  ...   \n",
+       "1266              78.0       78.000000           1287           1393  ...   \n",
+       "1810              69.0       69.000000           3393           3393  ...   \n",
+       "697               63.0       63.000000           1166           1166  ...   \n",
+       "763               70.0       69.666667           1112           1454  ...   \n",
        "\n",
-       "      FGMDiff min  FGMDiff max  FGMDiff std  FGMDiff median  FGMDiff mean  \\\n",
-       "995           -10           13    11.789826            -3.0      0.000000   \n",
-       "1601           -2           -2          NaN            -2.0     -2.000000   \n",
-       "1805            2            2          NaN             2.0      2.000000   \n",
-       "952            -3            0     2.121320            -1.5     -1.500000   \n",
-       "924            -8           -8          NaN            -8.0     -8.000000   \n",
-       "1381           -4            8     5.123475             3.5      2.750000   \n",
-       "1266           -1            6     4.949747             2.5      2.500000   \n",
-       "1810           -3           -3          NaN            -3.0     -3.000000   \n",
-       "697            -2           -2          NaN            -2.0     -2.000000   \n",
-       "763           -11            3     7.371115             0.0     -2.666667   \n",
+       "      Win min  Win max   Win std  Win median  Win mean  OppWin min  \\\n",
+       "995         0        1  0.577350         1.0  0.666667           0   \n",
+       "1601        0        0       NaN         0.0  0.000000           1   \n",
+       "1805        0        0       NaN         0.0  0.000000           1   \n",
+       "952         0        1  0.707107         0.5  0.500000           0   \n",
+       "924         0        0       NaN         0.0  0.000000           1   \n",
+       "1381        0        1  0.500000         1.0  0.750000           0   \n",
+       "1266        0        1  0.707107         0.5  0.500000           0   \n",
+       "1810        0        0       NaN         0.0  0.000000           1   \n",
+       "697         0        0       NaN         0.0  0.000000           1   \n",
+       "763         0        1  0.577350         1.0  0.666667           0   \n",
        "\n",
-       "      Win min  Win max   Win std  Win median  Win mean  \n",
-       "995         0        1  0.577350         1.0  0.666667  \n",
-       "1601        0        0       NaN         0.0  0.000000  \n",
-       "1805        0        0       NaN         0.0  0.000000  \n",
-       "952         0        1  0.707107         0.5  0.500000  \n",
-       "924         0        0       NaN         0.0  0.000000  \n",
-       "1381        0        1  0.500000         1.0  0.750000  \n",
-       "1266        0        1  0.707107         0.5  0.500000  \n",
-       "1810        0        0       NaN         0.0  0.000000  \n",
-       "697         0        0       NaN         0.0  0.000000  \n",
-       "763         0        1  0.577350         1.0  0.666667  \n",
+       "      OppWin max  OppWin std  OppWin median  OppWin mean  \n",
+       "995            1    0.577350            0.0     0.333333  \n",
+       "1601           1         NaN            1.0     1.000000  \n",
+       "1805           1         NaN            1.0     1.000000  \n",
+       "952            1    0.707107            0.5     0.500000  \n",
+       "924            1         NaN            1.0     1.000000  \n",
+       "1381           1    0.500000            0.0     0.250000  \n",
+       "1266           1    0.707107            0.5     0.500000  \n",
+       "1810           1         NaN            1.0     1.000000  \n",
+       "697            1         NaN            1.0     1.000000  \n",
+       "763            1    0.577350            0.0     0.333333  \n",
        "\n",
-       "[10 rows x 218 columns]"
+       "[10 rows x 228 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1642,7 +1690,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -1758,7 +1806,7 @@
        "4          2024          1  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1828,19 +1876,19 @@
        "      <th>TeamScore std reg</th>\n",
        "      <th>TeamScore median reg</th>\n",
        "      <th>TeamScore mean reg</th>\n",
-       "      <th>OppScore min reg</th>\n",
-       "      <th>OppScore max reg</th>\n",
+       "      <th>OppTeamID min reg</th>\n",
+       "      <th>OppTeamID max reg</th>\n",
        "      <th>...</th>\n",
-       "      <th>FGMDiff min tourney</th>\n",
-       "      <th>FGMDiff max tourney</th>\n",
-       "      <th>FGMDiff std tourney</th>\n",
-       "      <th>FGMDiff median tourney</th>\n",
-       "      <th>FGMDiff mean tourney</th>\n",
        "      <th>Win min tourney</th>\n",
        "      <th>Win max tourney</th>\n",
        "      <th>Win std tourney</th>\n",
        "      <th>Win median tourney</th>\n",
        "      <th>Win mean tourney</th>\n",
+       "      <th>OppWin min tourney</th>\n",
+       "      <th>OppWin max tourney</th>\n",
+       "      <th>OppWin std tourney</th>\n",
+       "      <th>OppWin median tourney</th>\n",
+       "      <th>OppWin mean tourney</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -1854,8 +1902,8 @@
        "      <td>10.808339</td>\n",
        "      <td>61.0</td>\n",
        "      <td>58.965517</td>\n",
-       "      <td>36</td>\n",
-       "      <td>85</td>\n",
+       "      <td>3129</td>\n",
+       "      <td>3451</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1878,8 +1926,8 @@
        "      <td>12.283247</td>\n",
        "      <td>67.0</td>\n",
        "      <td>66.466667</td>\n",
-       "      <td>44</td>\n",
-       "      <td>97</td>\n",
+       "      <td>1111</td>\n",
+       "      <td>1450</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1902,8 +1950,8 @@
        "      <td>10.019980</td>\n",
        "      <td>72.0</td>\n",
        "      <td>73.000000</td>\n",
-       "      <td>61</td>\n",
-       "      <td>103</td>\n",
+       "      <td>1132</td>\n",
+       "      <td>1458</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1926,19 +1974,19 @@
        "      <td>12.911860</td>\n",
        "      <td>77.0</td>\n",
        "      <td>75.870968</td>\n",
-       "      <td>47</td>\n",
-       "      <td>81</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>1461</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3407</th>\n",
@@ -1950,14 +1998,14 @@
        "      <td>11.841315</td>\n",
        "      <td>75.5</td>\n",
        "      <td>75.906250</td>\n",
-       "      <td>37</td>\n",
-       "      <td>89</td>\n",
+       "      <td>1153</td>\n",
+       "      <td>1458</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>2.121320</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>1.5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.707107</td>\n",
@@ -1974,8 +2022,8 @@
        "      <td>10.298567</td>\n",
        "      <td>67.0</td>\n",
        "      <td>65.062500</td>\n",
-       "      <td>45</td>\n",
-       "      <td>106</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>1464</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1998,8 +2046,8 @@
        "      <td>14.194618</td>\n",
        "      <td>76.0</td>\n",
        "      <td>76.777778</td>\n",
-       "      <td>59</td>\n",
-       "      <td>107</td>\n",
+       "      <td>1125</td>\n",
+       "      <td>1424</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -2022,8 +2070,8 @@
        "      <td>13.385137</td>\n",
        "      <td>53.0</td>\n",
        "      <td>55.476190</td>\n",
-       "      <td>41</td>\n",
-       "      <td>117</td>\n",
+       "      <td>3124</td>\n",
+       "      <td>3418</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -2046,8 +2094,8 @@
        "      <td>11.319009</td>\n",
        "      <td>62.5</td>\n",
        "      <td>63.593750</td>\n",
-       "      <td>45</td>\n",
-       "      <td>100</td>\n",
+       "      <td>3120</td>\n",
+       "      <td>3404</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -2070,14 +2118,14 @@
        "      <td>12.518374</td>\n",
        "      <td>65.0</td>\n",
        "      <td>65.750000</td>\n",
-       "      <td>21</td>\n",
-       "      <td>79</td>\n",
+       "      <td>3148</td>\n",
+       "      <td>3438</td>\n",
        "      <td>...</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>2.828427</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.707107</td>\n",
@@ -2086,7 +2134,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>10 rows × 433 columns</p>\n",
+       "<p>10 rows × 453 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -2114,55 +2162,55 @@
        "9567           11.319009                  62.5           63.593750   \n",
        "12617          12.518374                  65.0           65.750000   \n",
        "\n",
-       "       OppScore min reg  OppScore max reg  ...  FGMDiff min tourney  \\\n",
-       "12348                36                85  ...                  NaN   \n",
-       "6900                 44                97  ...                  NaN   \n",
-       "4406                 61               103  ...                  NaN   \n",
-       "4233                 47                81  ...                  2.0   \n",
-       "3407                 37                89  ...                  0.0   \n",
-       "5190                 45               106  ...                  NaN   \n",
-       "1892                 59               107  ...                  NaN   \n",
-       "10020                41               117  ...                  NaN   \n",
-       "9567                 45               100  ...                  NaN   \n",
-       "12617                21                79  ...                  0.0   \n",
+       "       OppTeamID min reg  OppTeamID max reg  ...  Win min tourney  \\\n",
+       "12348               3129               3451  ...              NaN   \n",
+       "6900                1111               1450  ...              NaN   \n",
+       "4406                1132               1458  ...              NaN   \n",
+       "4233                1102               1461  ...              0.0   \n",
+       "3407                1153               1458  ...              0.0   \n",
+       "5190                1102               1464  ...              NaN   \n",
+       "1892                1125               1424  ...              NaN   \n",
+       "10020               3124               3418  ...              NaN   \n",
+       "9567                3120               3404  ...              NaN   \n",
+       "12617               3148               3438  ...              0.0   \n",
        "\n",
-       "       FGMDiff max tourney  FGMDiff std tourney  FGMDiff median tourney  \\\n",
-       "12348                  NaN                  NaN                     NaN   \n",
-       "6900                   NaN                  NaN                     NaN   \n",
-       "4406                   NaN                  NaN                     NaN   \n",
-       "4233                   2.0                  NaN                     2.0   \n",
-       "3407                   3.0             2.121320                     1.5   \n",
-       "5190                   NaN                  NaN                     NaN   \n",
-       "1892                   NaN                  NaN                     NaN   \n",
-       "10020                  NaN                  NaN                     NaN   \n",
-       "9567                   NaN                  NaN                     NaN   \n",
-       "12617                  4.0             2.828427                     2.0   \n",
+       "       Win max tourney  Win std tourney  Win median tourney  Win mean tourney  \\\n",
+       "12348              NaN              NaN                 NaN               NaN   \n",
+       "6900               NaN              NaN                 NaN               NaN   \n",
+       "4406               NaN              NaN                 NaN               NaN   \n",
+       "4233               0.0              NaN                 0.0               0.0   \n",
+       "3407               1.0         0.707107                 0.5               0.5   \n",
+       "5190               NaN              NaN                 NaN               NaN   \n",
+       "1892               NaN              NaN                 NaN               NaN   \n",
+       "10020              NaN              NaN                 NaN               NaN   \n",
+       "9567               NaN              NaN                 NaN               NaN   \n",
+       "12617              1.0         0.707107                 0.5               0.5   \n",
        "\n",
-       "       FGMDiff mean tourney  Win min tourney  Win max tourney  \\\n",
-       "12348                   NaN              NaN              NaN   \n",
-       "6900                    NaN              NaN              NaN   \n",
-       "4406                    NaN              NaN              NaN   \n",
-       "4233                    2.0              0.0              0.0   \n",
-       "3407                    1.5              0.0              1.0   \n",
-       "5190                    NaN              NaN              NaN   \n",
-       "1892                    NaN              NaN              NaN   \n",
-       "10020                   NaN              NaN              NaN   \n",
-       "9567                    NaN              NaN              NaN   \n",
-       "12617                   2.0              0.0              1.0   \n",
+       "       OppWin min tourney  OppWin max tourney  OppWin std tourney  \\\n",
+       "12348                 NaN                 NaN                 NaN   \n",
+       "6900                  NaN                 NaN                 NaN   \n",
+       "4406                  NaN                 NaN                 NaN   \n",
+       "4233                  1.0                 1.0                 NaN   \n",
+       "3407                  0.0                 1.0            0.707107   \n",
+       "5190                  NaN                 NaN                 NaN   \n",
+       "1892                  NaN                 NaN                 NaN   \n",
+       "10020                 NaN                 NaN                 NaN   \n",
+       "9567                  NaN                 NaN                 NaN   \n",
+       "12617                 0.0                 1.0            0.707107   \n",
        "\n",
-       "       Win std tourney  Win median tourney  Win mean tourney  \n",
-       "12348              NaN                 NaN               NaN  \n",
-       "6900               NaN                 NaN               NaN  \n",
-       "4406               NaN                 NaN               NaN  \n",
-       "4233               NaN                 0.0               0.0  \n",
-       "3407          0.707107                 0.5               0.5  \n",
-       "5190               NaN                 NaN               NaN  \n",
-       "1892               NaN                 NaN               NaN  \n",
-       "10020              NaN                 NaN               NaN  \n",
-       "9567               NaN                 NaN               NaN  \n",
-       "12617         0.707107                 0.5               0.5  \n",
+       "       OppWin median tourney  OppWin mean tourney  \n",
+       "12348                    NaN                  NaN  \n",
+       "6900                     NaN                  NaN  \n",
+       "4406                     NaN                  NaN  \n",
+       "4233                     1.0                  1.0  \n",
+       "3407                     0.5                  0.5  \n",
+       "5190                     NaN                  NaN  \n",
+       "1892                     NaN                  NaN  \n",
+       "10020                    NaN                  NaN  \n",
+       "9567                     NaN                  NaN  \n",
+       "12617                    0.5                  0.5  \n",
        "\n",
-       "[10 rows x 433 columns]"
+       "[10 rows x 453 columns]"
       ]
      },
      "execution_count": 16,
@@ -2191,7 +2239,6 @@
    "outputs": [],
    "source": [
     "# merge the team_conf_seeds_df with team attributes into the aggregated data\n",
-    "\n",
     "team_agg_df2 = pd.merge(\n",
     "    left=team_agg_df,\n",
     "    right=team_conf_seeds_df[team_conf_seeds_df[\"Season\"] >= 2003],\n",
@@ -2214,9 +2261,9 @@
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "Int64Index: 12857 entries, 0 to 12856\n",
-      "Columns: 439 entries, TeamID to ChalkSeed\n",
-      "dtypes: float64(347), int64(88), object(4)\n",
-      "memory usage: 43.2+ MB\n"
+      "Columns: 459 entries, TeamID to ChalkSeed\n",
+      "dtypes: float64(363), int64(92), object(4)\n",
+      "memory usage: 45.1+ MB\n"
      ]
     }
    ],
@@ -2235,8 +2282,8 @@
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
       "Int64Index: 377608 entries, 0 to 377607\n",
-      "Columns: 486 entries, Season to ChalkSeed\n",
-      "dtypes: float64(347), int64(132), object(7)\n",
+      "Columns: 508 entries, Season to ChalkSeed\n",
+      "dtypes: float64(363), int64(138), object(7)\n",
       "memory usage: 1.4+ GB\n"
      ]
     }
@@ -2256,386 +2303,77 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Season</th>\n",
-       "      <th>DayNum</th>\n",
-       "      <th>TeamID</th>\n",
-       "      <th>TeamScore</th>\n",
-       "      <th>OppScore</th>\n",
-       "      <th>WLoc</th>\n",
-       "      <th>NumOT</th>\n",
-       "      <th>TeamFGM</th>\n",
-       "      <th>TeamFGA</th>\n",
-       "      <th>TeamFGM3</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Win max tourney</th>\n",
-       "      <th>Win std tourney</th>\n",
-       "      <th>Win median tourney</th>\n",
-       "      <th>Win mean tourney</th>\n",
-       "      <th>Seed</th>\n",
-       "      <th>ConfAbbrev</th>\n",
-       "      <th>TeamName</th>\n",
-       "      <th>FirstD1Season</th>\n",
-       "      <th>LastD1Season</th>\n",
-       "      <th>ChalkSeed</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2003</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1104</td>\n",
-       "      <td>68</td>\n",
-       "      <td>62</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>27</td>\n",
-       "      <td>58</td>\n",
-       "      <td>3</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>Y10</td>\n",
-       "      <td>sec</td>\n",
-       "      <td>Alabama</td>\n",
-       "      <td>1985.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>10.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2003</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1272</td>\n",
-       "      <td>70</td>\n",
-       "      <td>63</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>26</td>\n",
-       "      <td>62</td>\n",
-       "      <td>8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>Z07</td>\n",
-       "      <td>cusa</td>\n",
-       "      <td>Memphis</td>\n",
-       "      <td>1985.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>7.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2003</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1266</td>\n",
-       "      <td>73</td>\n",
-       "      <td>61</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>24</td>\n",
-       "      <td>58</td>\n",
-       "      <td>8</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.447214</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>Y03</td>\n",
-       "      <td>cusa</td>\n",
-       "      <td>Marquette</td>\n",
-       "      <td>1985.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2003</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1296</td>\n",
-       "      <td>56</td>\n",
-       "      <td>50</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>18</td>\n",
-       "      <td>38</td>\n",
-       "      <td>3</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2003</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1400</td>\n",
-       "      <td>77</td>\n",
-       "      <td>71</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>30</td>\n",
-       "      <td>61</td>\n",
-       "      <td>6</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.447214</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>X01</td>\n",
-       "      <td>big_twelve</td>\n",
-       "      <td>Texas</td>\n",
-       "      <td>1985.0</td>\n",
-       "      <td>2024.0</td>\n",
-       "      <td>1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>377603</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>147</td>\n",
-       "      <td>3268</td>\n",
-       "      <td>75</td>\n",
-       "      <td>86</td>\n",
-       "      <td>H</td>\n",
-       "      <td>0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>58</td>\n",
-       "      <td>7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>377604</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>147</td>\n",
-       "      <td>3326</td>\n",
-       "      <td>74</td>\n",
-       "      <td>84</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>26</td>\n",
-       "      <td>57</td>\n",
-       "      <td>7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>377605</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>151</td>\n",
-       "      <td>3376</td>\n",
-       "      <td>73</td>\n",
-       "      <td>77</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>30</td>\n",
-       "      <td>77</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.447214</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>377606</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>151</td>\n",
-       "      <td>3439</td>\n",
-       "      <td>72</td>\n",
-       "      <td>79</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>23</td>\n",
-       "      <td>57</td>\n",
-       "      <td>9</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.447214</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>377607</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>153</td>\n",
-       "      <td>3234</td>\n",
-       "      <td>85</td>\n",
-       "      <td>102</td>\n",
-       "      <td>N</td>\n",
-       "      <td>0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>56</td>\n",
-       "      <td>14</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.408248</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>377608 rows × 486 columns</p>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "        Season  DayNum  TeamID  TeamScore  OppScore WLoc  NumOT  TeamFGM  \\\n",
-       "0         2003      10    1104         68        62    N      0       27   \n",
-       "1         2003      10    1272         70        63    N      0       26   \n",
-       "2         2003      11    1266         73        61    N      0       24   \n",
-       "3         2003      11    1296         56        50    N      0       18   \n",
-       "4         2003      11    1400         77        71    N      0       30   \n",
-       "...        ...     ...     ...        ...       ...  ...    ...      ...   \n",
-       "377603    2023     147    3268         75        86    H      0       29   \n",
-       "377604    2023     147    3326         74        84    N      0       26   \n",
-       "377605    2023     151    3376         73        77    N      0       30   \n",
-       "377606    2023     151    3439         72        79    N      0       23   \n",
-       "377607    2023     153    3234         85       102    N      0       28   \n",
-       "\n",
-       "        TeamFGA  TeamFGM3  ...  Win max tourney  Win std tourney  \\\n",
-       "0            58         3  ...              0.0              NaN   \n",
-       "1            62         8  ...              0.0              NaN   \n",
-       "2            58         8  ...              1.0         0.447214   \n",
-       "3            38         3  ...              NaN              NaN   \n",
-       "4            61         6  ...              1.0         0.447214   \n",
-       "...         ...       ...  ...              ...              ...   \n",
-       "377603       58         7  ...              1.0         0.500000   \n",
-       "377604       57         7  ...              1.0         0.500000   \n",
-       "377605       77         4  ...              1.0         0.447214   \n",
-       "377606       57         9  ...              1.0         0.447214   \n",
-       "377607       56        14  ...              1.0         0.408248   \n",
-       "\n",
-       "        Win median tourney  Win mean tourney  Seed  ConfAbbrev   TeamName  \\\n",
-       "0                      0.0          0.000000   Y10         sec    Alabama   \n",
-       "1                      0.0          0.000000   Z07        cusa    Memphis   \n",
-       "2                      1.0          0.800000   Y03        cusa  Marquette   \n",
-       "3                      NaN               NaN   NaN         NaN        NaN   \n",
-       "4                      1.0          0.800000   X01  big_twelve      Texas   \n",
-       "...                    ...               ...   ...         ...        ...   \n",
-       "377603                 1.0          0.750000   NaN         NaN        NaN   \n",
-       "377604                 1.0          0.750000   NaN         NaN        NaN   \n",
-       "377605                 1.0          0.800000   NaN         NaN        NaN   \n",
-       "377606                 1.0          0.800000   NaN         NaN        NaN   \n",
-       "377607                 1.0          0.833333   NaN         NaN        NaN   \n",
-       "\n",
-       "        FirstD1Season  LastD1Season  ChalkSeed  \n",
-       "0              1985.0        2024.0       10.0  \n",
-       "1              1985.0        2024.0        7.0  \n",
-       "2              1985.0        2024.0        3.0  \n",
-       "3                 NaN           NaN        NaN  \n",
-       "4              1985.0        2024.0        1.0  \n",
-       "...               ...           ...        ...  \n",
-       "377603            NaN           NaN        NaN  \n",
-       "377604            NaN           NaN        NaN  \n",
-       "377605            NaN           NaN        NaN  \n",
-       "377606            NaN           NaN        NaN  \n",
-       "377607            NaN           NaN        NaN  \n",
-       "\n",
-       "[377608 rows x 486 columns]"
+       "0         1328\n",
+       "1         1393\n",
+       "2         1437\n",
+       "3         1457\n",
+       "4         1208\n",
+       "          ... \n",
+       "377603    3376\n",
+       "377604    3439\n",
+       "377605    3234\n",
+       "377606    3261\n",
+       "377607    3261\n",
+       "Name: OppTeamID, Length: 377608, dtype: int64"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "super_detailed_games_df[\"OppID\"]"
+    "super_detailed_games_df[\"OppTeamID\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "opp_chalk_seed_map = team_conf_seeds_df.groupby(\"TeamID\")[\"ChalkSeed\"].last()\n",
+    "\n",
+    "super_detailed_games_df[\"OppChalkSeed\"] = super_detailed_games_df[\"OppTeamID\"].map(opp_chalk_seed_map)\n",
+    "\n",
+    "super_detailed_games_df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0          8.0\n",
+       "1         11.0\n",
+       "2          2.0\n",
+       "3         12.0\n",
+       "4         10.0\n",
+       "          ... \n",
+       "377603     NaN\n",
+       "377604     NaN\n",
+       "377605     NaN\n",
+       "377606     NaN\n",
+       "377607     NaN\n",
+       "Name: OppChalkSeed, Length: 377608, dtype: float64"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "super_detailed_games_df[\"OppChalkSeed\"]"
    ]
   },
   {
@@ -2647,7 +2385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2659,7 +2397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [