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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Rk</th>
      <th>Player</th>
      <th>Pos</th>
      <th>Age</th>
      <th>Tm</th>
      <th>G</th>
      <th>GS</th>
      <th>MP</th>
      <th>FG</th>
      <th>FGA</th>
      <th>...</th>
      <th>ORB</th>
      <th>DRB</th>
      <th>TRB</th>
      <th>AST</th>
      <th>STL</th>
      <th>BLK</th>
      <th>TOV</th>
      <th>PF</th>
      <th>PTS</th>
      <th>playoffs</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>Precious Achiuwa</td>
      <td>C</td>
      <td>22</td>
      <td>TOR</td>
      <td>73</td>
      <td>28</td>
      <td>23.6</td>
      <td>3.6</td>
      <td>8.3</td>
      <td>...</td>
      <td>2.0</td>
      <td>4.5</td>
      <td>6.5</td>
      <td>1.1</td>
      <td>0.5</td>
      <td>0.6</td>
      <td>1.2</td>
      <td>2.1</td>
      <td>9.1</td>
      <td>False</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>Steven Adams</td>
      <td>C</td>
      <td>28</td>
      <td>MEM</td>
      <td>76</td>
      <td>75</td>
      <td>26.3</td>
      <td>2.8</td>
      <td>5.1</td>
      <td>...</td>
      <td>4.6</td>
      <td>5.4</td>
      <td>10.0</td>
      <td>3.4</td>
      <td>0.9</td>
      <td>0.8</td>
      <td>1.5</td>
      <td>2.0</td>
      <td>6.9</td>
      <td>False</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>Bam Adebayo</td>
      <td>C</td>
      <td>24</td>
      <td>MIA</td>
      <td>56</td>
      <td>56</td>
      <td>32.6</td>
      <td>7.3</td>
      <td>13.0</td>
      <td>...</td>
      <td>2.4</td>
      <td>7.6</td>
      <td>10.1</td>
      <td>3.4</td>
      <td>1.4</td>
      <td>0.8</td>
      <td>2.6</td>
      <td>3.1</td>
      <td>19.1</td>
      <td>False</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>Santi Aldama</td>
      <td>PF</td>
      <td>21</td>
      <td>MEM</td>
      <td>32</td>
      <td>0</td>
      <td>11.3</td>
      <td>1.7</td>
      <td>4.1</td>
      <td>...</td>
      <td>1.0</td>
      <td>1.7</td>
      <td>2.7</td>
      <td>0.7</td>
      <td>0.2</td>
      <td>0.3</td>
      <td>0.5</td>
      <td>1.1</td>
      <td>4.1</td>
      <td>False</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>LaMarcus Aldridge</td>
      <td>C</td>
      <td>36</td>
      <td>BRK</td>
      <td>47</td>
      <td>12</td>
      <td>22.3</td>
      <td>5.4</td>
      <td>9.7</td>
      <td>...</td>
      <td>1.6</td>
      <td>3.9</td>
      <td>5.5</td>
      <td>0.9</td>
      <td>0.3</td>
      <td>1.0</td>
      <td>0.9</td>
      <td>1.7</td>
      <td>12.9</td>
      <td>False</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 31 columns</p>
</div>

   Rk             Player Pos  Age   Tm   G  GS    MP   FG   FGA  ...  ORB  \
0   1   Precious Achiuwa   C   22  TOR  73  28  23.6  3.6   8.3  ...  2.0   
1   2       Steven Adams   C   28  MEM  76  75  26.3  2.8   5.1  ...  4.6   
2   3        Bam Adebayo   C   24  MIA  56  56  32.6  7.3  13.0  ...  2.4   
3   4       Santi Aldama  PF   21  MEM  32   0  11.3  1.7   4.1  ...  1.0   
4   5  LaMarcus Aldridge   C   36  BRK  47  12  22.3  5.4   9.7  ...  1.6   

   DRB   TRB  AST  STL  BLK  TOV   PF   PTS  playoffs  
0  4.5   6.5  1.1  0.5  0.6  1.2  2.1   9.1     False  
1  5.4  10.0  3.4  0.9  0.8  1.5  2.0   6.9     False  
2  7.6  10.1  3.4  1.4  0.8  2.6  3.1  19.1     False  
3  1.7   2.7  0.7  0.2  0.3  0.5  1.1   4.1     False  
4  3.9   5.5  0.9  0.3  1.0  0.9  1.7  12.9     False  

[5 rows x 31 columns]

<div>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Player</th>
      <th>PER_Approximation</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>763</th>
      <td>Brad Wanamaker</td>
      <td>17.000</td>
    </tr>
    <tr>
      <th>528</th>
      <td>Juwan Morgan</td>
      <td>9.000</td>
    </tr>
    <tr>
      <th>815</th>
      <td>Nickeil Alexander-Walker</td>
      <td>8.000</td>
    </tr>
    <tr>
      <th>949</th>
      <td>Khris Middleton</td>
      <td>7.750</td>
    </tr>
    <tr>
      <th>921</th>
      <td>Nikola Joki?</td>
      <td>7.560</td>
    </tr>
    <tr>
      <th>570</th>
      <td>Cameron Oliver</td>
      <td>7.000</td>
    </tr>
    <tr>
      <th>550</th>
      <td>Malik Newman</td>
      <td>7.000</td>
    </tr>
    <tr>
      <th>489</th>
      <td>Mac McClung</td>
      <td>7.000</td>
    </tr>
    <tr>
      <th>741</th>
      <td>Rayjon Tucker</td>
      <td>6.000</td>
    </tr>
    <tr>
      <th>916</th>
      <td>Kyrie Irving</td>
      <td>5.975</td>
    </tr>
  </tbody>
</table>
</div>

                       Player  PER_Approximation
763            Brad Wanamaker             17.000
528              Juwan Morgan              9.000
815  Nickeil Alexander-Walker              8.000
949           Khris Middleton              7.750
921              Nikola Joki?              7.560
570            Cameron Oliver              7.000
550              Malik Newman              7.000
489               Mac McClung              7.000
741             Rayjon Tucker              6.000
916              Kyrie Irving              5.975

Vizly: AI-powered data analysis

Notebook

Player efficiency ratings?