diff --git a/python/pandas_exploratory_data_analysis.ipynb b/python/pandas_exploratory_data_analysis.ipynb
index e44ee9b..09214d5 100644
--- a/python/pandas_exploratory_data_analysis.ipynb
+++ b/python/pandas_exploratory_data_analysis.ipynb
@@ -2819,7 +2819,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -25509,7 +25509,7 @@
               "</div>"
             ],
             "text/plain": [
-              "                       Player    Pos  Age   Tm   G  ...  STL  BLK  TOV   PF   PTS\n",
+              "                       Player    Pos  Age Team   G  ...  STL  BLK  TOV   PF   PTS\n",
               "0                Álex Abrines     SG   25  OKC  31  ...  0.5  0.2  0.5  1.7   5.3\n",
               "1                  Quincy Acy     PF   28  PHO  10  ...  0.1  0.4  0.4  2.4   1.7\n",
               "2                Jaylen Adams     PG   22  ATL  34  ...  0.4  0.1  0.8  1.3   3.2\n",
@@ -26293,7 +26293,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -26680,7 +26680,7 @@
               "</div>"
             ],
             "text/plain": [
-              "           Player Pos  Age   Tm   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
+              "           Player Pos  Age Team   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
               "0    Álex Abrines  SG   25  OKC  31   2  ...  0.6  0.5  0.2  0.5  1.7   5.3\n",
               "1      Quincy Acy  PF   28  PHO  10   0  ...  0.8  0.1  0.4  0.4  2.4   1.7\n",
               "2    Jaylen Adams  PG   22  ATL  34   1  ...  1.9  0.4  0.1  0.8  1.3   3.2\n",
@@ -26736,7 +26736,7 @@
               "Player     object\n",
               "Pos        object\n",
               "Age         int64\n",
-              "Tm         object\n",
+              "Team       object\n",
               "G           int64\n",
               "           ...   \n",
               "STL       float64\n",
@@ -27219,7 +27219,7 @@
               "      <th></th>\n",
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "    </tr>\n",
               "  </thead>\n",
               "  <tbody>\n",
@@ -27295,7 +27295,7 @@
               "</div>"
             ],
             "text/plain": [
-              "           Player Pos   Tm\n",
+              "           Player Pos Team\n",
               "0    Álex Abrines  SG  OKC\n",
               "1      Quincy Acy  PF  PHO\n",
               "2    Jaylen Adams  PG  ATL\n",
@@ -27392,7 +27392,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -27458,7 +27458,7 @@
               "</div>"
             ],
             "text/plain": [
-              "           Player Pos  Age   Tm   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
+              "           Player Pos  Age Team   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
               "267  James Harden  PG   29  HOU  78  78  ...  7.5  2.0  0.7  5.0  3.1  36.1\n",
               "\n",
               "[1 rows x 29 columns]"
@@ -27496,7 +27496,7 @@
       },
       "source": [
         "PlayerMaxPoints = df[df.PTS == df.PTS.max()]\n",
-        "PlayerMaxPoints.Tm"
+        "PlayerMaxPoints.Team"
       ],
       "execution_count": 0,
       "outputs": [
@@ -27505,7 +27505,7 @@
           "data": {
             "text/plain": [
               "267    HOU\n",
-              "Name: Tm, dtype: object"
+              "Name: Team, dtype: object"
             ]
           },
           "metadata": {
@@ -27658,7 +27658,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -28045,7 +28045,7 @@
               "</div>"
             ],
             "text/plain": [
-              "                    Player Pos  Age   Tm   G  ...  STL  BLK  TOV   PF   PTS\n",
+              "                    Player Pos  Age Team   G  ...  STL  BLK  TOV   PF   PTS\n",
               "7        LaMarcus Aldridge   C   33  SAS  81  ...  0.5  1.3  1.8  2.2  21.3\n",
               "19   Giannis Antetokounmpo  PF   24  MIL  72  ...  1.3  1.5  3.7  3.2  27.7\n",
               "47            Bradley Beal  SG   25  WAS  82  ...  1.5  0.7  2.7  2.8  25.6\n",
@@ -28119,7 +28119,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -28185,7 +28185,7 @@
               "</div>"
             ],
             "text/plain": [
-              "            Player Pos  Age   Tm   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
+              "            Player Pos  Age Team   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
               "159  Stephen Curry  PG   30  GSW  69  69  ...  5.2  1.3  0.4  2.8  2.4  27.3\n",
               "\n",
               "[1 rows x 29 columns]"
@@ -28249,7 +28249,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -28315,7 +28315,7 @@
               "</div>"
             ],
             "text/plain": [
-              "                Player Pos  Age   Tm   G  GS  ...   AST  STL  BLK  TOV   PF   PTS\n",
+              "                Player Pos  Age   Team   G  GS  ...   AST  STL  BLK  TOV   PF   PTS\n",
               "675  Russell Westbrook  PG   30  OKC  73  73  ...  10.7  1.9  0.5  4.5  3.4  22.9\n",
               "\n",
               "[1 rows x 29 columns]"
@@ -28356,7 +28356,7 @@
         "colab": {}
       },
       "source": [
-        "LAL = df.groupby('Tm').get_group('LAL')"
+        "LAL = df.groupby('Team').get_group('LAL')"
       ],
       "execution_count": 0,
       "outputs": []
@@ -28402,7 +28402,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -28468,7 +28468,7 @@
               "</div>"
             ],
             "text/plain": [
-              "           Player Pos  Age   Tm   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
+              "           Player Pos  Age Team   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
               "332  LeBron James  SF   34  LAL  55  55  ...  8.3  1.3  0.6  3.6  1.7  27.4\n",
               "\n",
               "[1 rows x 29 columns]"
@@ -28742,7 +28742,7 @@
               "      <th>Player</th>\n",
               "      <th>Pos</th>\n",
               "      <th>Age</th>\n",
-              "      <th>Tm</th>\n",
+              "      <th>Team</th>\n",
               "      <th>G</th>\n",
               "      <th>GS</th>\n",
               "      <th>MP</th>\n",
@@ -29129,7 +29129,7 @@
               "</div>"
             ],
             "text/plain": [
-              "           Player Pos  Age   Tm   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
+              "           Player Pos  Age Team   G  GS  ...  AST  STL  BLK  TOV   PF   PTS\n",
               "0    Álex Abrines  SG   25  OKC  31   2  ...  0.6  0.5  0.2  0.5  1.7   5.3\n",
               "1      Quincy Acy  PF   28  PHO  10   0  ...  0.8  0.1  0.4  0.4  2.4   1.7\n",
               "2    Jaylen Adams  PG   22  ATL  34   1  ...  1.9  0.4  0.1  0.8  1.3   3.2\n",
@@ -31800,4 +31800,4 @@
       "outputs": []
     }
   ]
-}
\ No newline at end of file
+}