From 0df137389ce51f1daee15dc0e257ea474ee739d7 Mon Sep 17 00:00:00 2001
From: Jake Radzikowski <JakeRad@Microsoft.com>
Date: Mon, 18 Jul 2022 21:18:10 -0700
Subject: [PATCH 1/2] Update DataFrame to download json player salary.
---
.../REF-Data Processing with DataFrame.ipynb | 28 ++++++++++---------
1 file changed, 15 insertions(+), 13 deletions(-)
diff --git a/machine-learning/REF-Data Processing with DataFrame.ipynb b/machine-learning/REF-Data Processing with DataFrame.ipynb
index 7de0b9b..0144437 100644
--- a/machine-learning/REF-Data Processing with DataFrame.ipynb
+++ b/machine-learning/REF-Data Processing with DataFrame.ipynb
@@ -165,7 +165,7 @@
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class=\"dni-plaintext\">108323</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>86-01-08</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">190</div></td><td><div class=\"dni-plaintext\">2005</div></td><td><div class=\"dni-plaintext\">216</div></td><td>R</td><td>Stralman</td><td>Anton</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">1963</div></td><td><div class=\"dni-plaintext\">100304</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>92-12-11</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">216</div></td><td><div class=\"dni-plaintext\">2011</div></td><td><div class=\"dni-plaintext\">4</div></td><td>R</td><td>Larsson</td><td>Adam</td><td>D</td><td>EDM</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">55</div></td><td><div class=\"dni-plaintext\">2055</div></td><td><div class=\"dni-plaintext\">95509</div></td></tr><tr><td><i><div class=\"dni-plaintext\">19</div></i></td><td>89-21-11</td><td>FRA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\"><null></div></td><td><div class=\"dni-plaintext\"><null></div></td><td>L</td><td>Roussel</td><td>Antoine</td><td>LW</td><td>DAL</td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">1427</div></td><td><div class=\"dni-plaintext\">55866</div></td></tr></tbody></table>"
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class=\"dni-plaintext\">37</div></td><td>R</td><td>Carlo</td><td>Brandon</td><td>D</td><td>BOS</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">2080</div></td><td><div class=\"dni-plaintext\">102414</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>90-16-11</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">219</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>Schaller</td><td>Tim</td><td>C</td><td>BOS</td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">1035</div></td><td><div class=\"dni-plaintext\">43436</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td>92-20-03</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">215</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>Faulk</td><td>Justin</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">32</div></td><td><div class=\"dni-plaintext\">1987</div></td><td><div class=\"dni-plaintext\">104133</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>94-01-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">120</div></td><td>L</td><td>Slavin</td><td>Jaccob</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">29</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">2135</div></td><td><div class=\"dni-plaintext\">115316</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>90-20-06</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">128</div></td><td>R</td><td>Pateryn</td><td>Greg</td><td>D</td><td>DAL/MTL</td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">720</div></td><td><div class=\"dni-plaintext\">33312</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td>90-27-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">196</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">198</div></td><td>R</td><td>Dowd</td><td>Nic</td><td>C</td><td>L.A</td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">25</div></td><td><div class=\"dni-plaintext\">1230</div></td><td><div class=\"dni-plaintext\">52314</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td>90-16-07</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>Lashoff</td><td>Brian</td><td>D</td><td>DET</td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">3754</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td>86-09-08</td><td>USA</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">197</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>Cannone</td><td>Patrick</td><td>C</td><td>MIN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">1419</div></td></tr><tr><td><i><div class=\"dni-plaintext\">10</div></i></td><td>90-21-11</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">185</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">53</div></td><td>L</td><td>Rodin</td><td>Anton</td><td>RW</td><td>VAN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">40</div></td><td><div class=\"dni-plaintext\">1604</div></td></tr><tr><td><i><div class=\"dni-plaintext\">11</div></i></td><td>86-28-04</td><td>CZE</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">236</div></td><td><div class=\"dni-plaintext\">2004</div></td><td><div class=\"dni-plaintext\">180</div></td><td>R</td><td>Polak</td><td>Roman</td><td>D</td><td>TOR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">1817</div></td><td><div class=\"dni-plaintext\">80643</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>90-29-11</td><td>CZE</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">220</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>Sustr</td><td>Andrej</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">80</div></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">43</div></td><td><div class=\"dni-plaintext\">1813</div></td><td><div class=\"dni-plaintext\">84427</div></td></tr><tr><td><i><div class=\"dni-plaintext\">13</div></i></td><td>96-25-05</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">181</div></td><td><div class=\"dni-plaintext\">2014</div></td><td><div class=\"dni-plaintext\">25</div></td><td>R</td><td>Pastrnak</td><td>David</td><td>RW/LW</td><td>BOS</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">1597</div></td><td><div class=\"dni-plaintext\">80921</div></td></tr><tr><td><i><div class=\"dni-plaintext\">14</div></i></td><td>94-23-03</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">209</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">81</div></td><td>R</td><td>Sundqvist</td><td>Oskar</td><td>C</td><td>PIT</td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">138</div></td><td><div class=\"dni-plaintext\">5504</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>90-05-06</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">66</div></td><td>R</td><td>Gudas</td><td>Radko</td><td>D</td><td>PHI</td><td><div class=\"dni-plaintext\">67</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">1739</div></td><td><div class=\"dni-plaintext\">77555</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>90-01-06</td><td>CHE</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">38</div></td><td>L</td><td>Josi</td><td>Roman</td><td>D</td><td>NSH</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">49</div></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">2076</div></td><td><div class=\"dni-plaintext\">108323</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>86-01-08</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">190</div></td><td><div class=\"dni-plaintext\">2005</div></td><td><div class=\"dni-plaintext\">216</div></td><td>R</td><td>Stralman</td><td>Anton</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">1963</div></td><td><div class=\"dni-plaintext\">100304</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>92-12-11</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">216</div></td><td><div class=\"dni-plaintext\">2011</div></td><td><div class=\"dni-plaintext\">4</div></td><td>R</td><td>Larsson</td><td>Adam</td><td>D</td><td>EDM</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">55</div></td><td><div class=\"dni-plaintext\">2055</div></td><td><div class=\"dni-plaintext\">95509</div></td></tr><tr><td><i><div class=\"dni-plaintext\">19</div></i></td><td>89-21-11</td><td>FRA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>Roussel</td><td>Antoine</td><td>LW</td><td>DAL</td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">1427</div></td><td><div class=\"dni-plaintext\">55866</div></td></tr></tbody></table>"
+ "text/html": "<table id=\"table_637937758104669514\"><thead><tr><th><i>index</i></th><th>Birthday</th><th>Nat</th><th>Height</th><th>Weight</th><th>DraftYear</th><th>OverallDraft</th><th>Hand</th><th>Last Name</th><th>First Name</th><th>Position</th><th>Team</th><th>GamesPlayed</th><th>Goals</th><th>Assists</th><th>Points</th><th>PIM</th><th>Shifts</th><th>TimeOnIce</th></tr></thead><tbody><tr><td><i><div class=\"dni-plaintext\">0</div></i></td><td>88-16-04</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">218</div></td><td><div class=\"dni-plaintext\">2006</div></td><td><div class=\"dni-plaintext\">7</div></td><td>R</td><td>Okposo</td><td>Kyle</td><td>RW</td><td>BUF</td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">26</div></td><td><div class=\"dni-plaintext\">45</div></td><td><div class=\"dni-plaintext\">24</div></td><td><div class=\"dni-plaintext\">1443</div></td><td><div class=\"dni-plaintext\">73983</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td>90-08-10</td><td>USA</td><td><div class=\"dni-plaintext\">76</div></td><td><div class=\"dni-plaintext\">210</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">114</div></td><td>L</td><td>Helgeson</td><td>Seth</td><td>D</td><td>N.J</td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">177</div></td><td><div class=\"dni-plaintext\">7273</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td>96-26-11</td><td>USA</td><td><div class=\"dni-plaintext\">77</div></td><td><div class=\"dni-plaintext\">203</div></td><td><div class=\"dni-plaintext\">2015</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>Carlo</td><td>Brandon</td><td>D</td><td>BOS</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">2080</div></td><td><div class=\"dni-plaintext\">102414</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>90-16-11</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">219</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>Schaller</td><td>Tim</td><td>C</td><td>BOS</td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">1035</div></td><td><div class=\"dni-plaintext\">43436</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td>92-20-03</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">215</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>Faulk</td><td>Justin</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">32</div></td><td><div class=\"dni-plaintext\">1987</div></td><td><div class=\"dni-plaintext\">104133</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>94-01-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">120</div></td><td>L</td><td>Slavin</td><td>Jaccob</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">29</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">2135</div></td><td><div class=\"dni-plaintext\">115316</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>90-20-06</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">128</div></td><td>R</td><td>Pateryn</td><td>Greg</td><td>D</td><td>DAL/MTL</td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">720</div></td><td><div class=\"dni-plaintext\">33312</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td>90-27-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">196</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">198</div></td><td>R</td><td>Dowd</td><td>Nic</td><td>C</td><td>L.A</td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">25</div></td><td><div class=\"dni-plaintext\">1230</div></td><td><div class=\"dni-plaintext\">52314</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td>90-16-07</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>Lashoff</td><td>Brian</td><td>D</td><td>DET</td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">3754</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td>86-09-08</td><td>USA</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">197</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>Cannone</td><td>Patrick</td><td>C</td><td>MIN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">1419</div></td></tr><tr><td><i><div class=\"dni-plaintext\">10</div></i></td><td>90-21-11</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">185</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">53</div></td><td>L</td><td>Rodin</td><td>Anton</td><td>RW</td><td>VAN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">40</div></td><td><div class=\"dni-plaintext\">1604</div></td></tr><tr><td><i><div class=\"dni-plaintext\">11</div></i></td><td>86-28-04</td><td>CZE</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">236</div></td><td><div class=\"dni-plaintext\">2004</div></td><td><div class=\"dni-plaintext\">180</div></td><td>R</td><td>Polak</td><td>Roman</td><td>D</td><td>TOR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">1817</div></td><td><div class=\"dni-plaintext\">80643</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>90-29-11</td><td>CZE</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">220</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>Sustr</td><td>Andrej</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">80</div></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">43</div></td><td><div class=\"dni-plaintext\">1813</div></td><td><div class=\"dni-plaintext\">84427</div></td></tr><tr><td><i><div class=\"dni-plaintext\">13</div></i></td><td>96-25-05</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">181</div></td><td><div class=\"dni-plaintext\">2014</div></td><td><div class=\"dni-plaintext\">25</div></td><td>R</td><td>Pastrnak</td><td>David</td><td>RW/LW</td><td>BOS</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">1597</div></td><td><div class=\"dni-plaintext\">80921</div></td></tr><tr><td><i><div class=\"dni-plaintext\">14</div></i></td><td>94-23-03</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">209</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">81</div></td><td>R</td><td>Sundqvist</td><td>Oskar</td><td>C</td><td>PIT</td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">138</div></td><td><div class=\"dni-plaintext\">5504</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>90-05-06</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">66</div></td><td>R</td><td>Gudas</td><td>Radko</td><td>D</td><td>PHI</td><td><div class=\"dni-plaintext\">67</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">1739</div></td><td><div class=\"dni-plaintext\">77555</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>90-01-06</td><td>CHE</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">38</div></td><td>L</td><td>Josi</td><td>Roman</td><td>D</td><td>NSH</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">49</div></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">2076</div></td><td><div class=\"dni-plaintext\">108323</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>86-01-08</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">190</div></td><td><div class=\"dni-plaintext\">2005</div></td><td><div class=\"dni-plaintext\">216</div></td><td>R</td><td>Stralman</td><td>Anton</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">1963</div></td><td><div class=\"dni-plaintext\">100304</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>92-12-11</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">216</div></td><td><div class=\"dni-plaintext\">2011</div></td><td><div class=\"dni-plaintext\">4</div></td><td>R</td><td>Larsson</td><td>Adam</td><td>D</td><td>EDM</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">55</div></td><td><div class=\"dni-plaintext\">2055</div></td><td><div class=\"dni-plaintext\">95509</div></td></tr><tr><td><i><div class=\"dni-plaintext\">19</div></i></td><td>89-21-11</td><td>FRA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>Roussel</td><td>Antoine</td><td>LW</td><td>DAL</td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">1427</div></td><td><div class=\"dni-plaintext\">55866</div></td></tr></tbody></table>"
},
"execution_count": 1,
"metadata": {}
@@ -530,8 +530,10 @@
"using System.IO; \n",
"using Microsoft.ML; \n",
"\n",
+ "var playerSalaryPath = EnsureDataSetDownloaded(\"playerSalary.json\");\n",
+ "\n",
"// Read in JSON file\n",
- "string jsonString = File.ReadAllText(@\"data/playerSalary.json\");\n",
+ "string jsonString = File.ReadAllText(playerSalaryPath);\n",
"var players = JsonSerializer.Deserialize<List<PlayerSalary>>(jsonString);\n",
"\n",
"// Load it into an IDataView\n",
@@ -547,7 +549,7 @@
{
"output_type": "execute_result",
"data": {
- "text/html": "<table id=\"table_637934949564105780\"><thead><tr><th><i>index</i></th><th>Name</th><th>Salary</th></tr></thead><tbody><tr><td><i><div class=\"dni-plaintext\">0</div></i></td><td>Adam Larsson</td><td><div class=\"dni-plaintext\">3000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td>Andrej Sustr</td><td><div class=\"dni-plaintext\">1600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td>Antoine Roussel</td><td><div class=\"dni-plaintext\">2200000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>Anton Rodin</td><td><div class=\"dni-plaintext\">950000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td>Anton Stralman</td><td><div class=\"dni-plaintext\">4500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>Brandon Carlo</td><td><div class=\"dni-plaintext\">717500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>Brian Lashoff</td><td><div class=\"dni-plaintext\">650000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td>David Pastrnak</td><td><div class=\"dni-plaintext\">925000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td>Greg Pateryn</td><td><div class=\"dni-plaintext\">750000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td>Jaccob Slavin</td><td><div class=\"dni-plaintext\">742500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">10</div></i></td><td>Justin Faulk</td><td><div class=\"dni-plaintext\">5500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">11</div></i></td><td>Kyle Okposo</td><td><div class=\"dni-plaintext\">8000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>Oskar Sundqvist</td><td><div class=\"dni-plaintext\">792500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">13</div></i></td><td>Patrick Cannone</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">14</div></i></td><td>Radko Gudas</td><td><div class=\"dni-plaintext\">4000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>Roman Josi</td><td><div class=\"dni-plaintext\">4250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>Roman Polak</td><td><div class=\"dni-plaintext\">2250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>Seth Helgeson</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>Tim Schaller</td><td><div class=\"dni-plaintext\">600000</div></td></tr></tbody></table>"
+ "text/html": "<table id=\"table_637937758110671752\"><thead><tr><th><i>index</i></th><th>Name</th><th>Salary</th></tr></thead><tbody><tr><td><i><div class=\"dni-plaintext\">0</div></i></td><td>Adam Larsson</td><td><div class=\"dni-plaintext\">3000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td>Andrej Sustr</td><td><div class=\"dni-plaintext\">1600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td>Antoine Roussel</td><td><div class=\"dni-plaintext\">2200000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>Anton Rodin</td><td><div class=\"dni-plaintext\">950000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td>Anton Stralman</td><td><div class=\"dni-plaintext\">4500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>Brandon Carlo</td><td><div class=\"dni-plaintext\">717500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>Brian Lashoff</td><td><div class=\"dni-plaintext\">650000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td>David Pastrnak</td><td><div class=\"dni-plaintext\">925000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td>Greg Pateryn</td><td><div class=\"dni-plaintext\">750000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td>Jaccob Slavin</td><td><div class=\"dni-plaintext\">742500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">10</div></i></td><td>Justin Faulk</td><td><div class=\"dni-plaintext\">5500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">11</div></i></td><td>Kyle Okposo</td><td><div class=\"dni-plaintext\">8000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>Oskar Sundqvist</td><td><div class=\"dni-plaintext\">792500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">13</div></i></td><td>Patrick Cannone</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">14</div></i></td><td>Radko Gudas</td><td><div class=\"dni-plaintext\">4000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>Roman Josi</td><td><div class=\"dni-plaintext\">4250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>Roman Polak</td><td><div class=\"dni-plaintext\">2250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>Seth Helgeson</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>Tim Schaller</td><td><div class=\"dni-plaintext\">600000</div></td></tr></tbody></table>"
},
"execution_count": 1,
"metadata": {}
@@ -630,7 +632,7 @@
{
"output_type": "execute_result",
"data": {
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class=\"dni-plaintext\">95509</div></td><td>Adam Larsson</td><td><div class=\"dni-plaintext\">3000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td>90-29-11</td><td>CZE</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">220</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">80</div></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">43</div></td><td><div class=\"dni-plaintext\">1813</div></td><td><div class=\"dni-plaintext\">84427</div></td><td>Andrej Sustr</td><td><div class=\"dni-plaintext\">1600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td>89-21-11</td><td>FRA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>LW</td><td>DAL</td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">1427</div></td><td><div class=\"dni-plaintext\">55866</div></td><td>Antoine Roussel</td><td><div class=\"dni-plaintext\">2200000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>90-21-11</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">185</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">53</div></td><td>L</td><td>RW</td><td>VAN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">40</div></td><td><div class=\"dni-plaintext\">1604</div></td><td>Anton Rodin</td><td><div class=\"dni-plaintext\">950000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td>86-01-08</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">190</div></td><td><div class=\"dni-plaintext\">2005</div></td><td><div class=\"dni-plaintext\">216</div></td><td>R</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">1963</div></td><td><div class=\"dni-plaintext\">100304</div></td><td>Anton Stralman</td><td><div class=\"dni-plaintext\">4500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>96-26-11</td><td>USA</td><td><div class=\"dni-plaintext\">77</div></td><td><div class=\"dni-plaintext\">203</div></td><td><div class=\"dni-plaintext\">2015</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>D</td><td>BOS</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">2080</div></td><td><div class=\"dni-plaintext\">102414</div></td><td>Brandon Carlo</td><td><div class=\"dni-plaintext\">717500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>90-16-07</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>D</td><td>DET</td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">3754</div></td><td>Brian Lashoff</td><td><div class=\"dni-plaintext\">650000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td>96-25-05</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">181</div></td><td><div class=\"dni-plaintext\">2014</div></td><td><div class=\"dni-plaintext\">25</div></td><td>R</td><td>RW/LW</td><td>BOS</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">1597</div></td><td><div class=\"dni-plaintext\">80921</div></td><td>David Pastrnak</td><td><div class=\"dni-plaintext\">925000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td>90-20-06</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">128</div></td><td>R</td><td>D</td><td>DAL/MTL</td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">720</div></td><td><div class=\"dni-plaintext\">33312</div></td><td>Greg Pateryn</td><td><div class=\"dni-plaintext\">750000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td>94-01-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">120</div></td><td>L</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">29</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">2135</div></td><td><div class=\"dni-plaintext\">115316</div></td><td>Jaccob Slavin</td><td><div class=\"dni-plaintext\">742500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">10</div></i></td><td>92-20-03</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">215</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">32</div></td><td><div class=\"dni-plaintext\">1987</div></td><td><div class=\"dni-plaintext\">104133</div></td><td>Justin Faulk</td><td><div class=\"dni-plaintext\">5500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">11</div></i></td><td>88-16-04</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">218</div></td><td><div class=\"dni-plaintext\">2006</div></td><td><div class=\"dni-plaintext\">7</div></td><td>R</td><td>RW</td><td>BUF</td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">26</div></td><td><div class=\"dni-plaintext\">45</div></td><td><div class=\"dni-plaintext\">24</div></td><td><div class=\"dni-plaintext\">1443</div></td><td><div class=\"dni-plaintext\">73983</div></td><td>Kyle Okposo</td><td><div class=\"dni-plaintext\">8000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>90-27-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">196</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">198</div></td><td>R</td><td>C</td><td>L.A</td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">25</div></td><td><div class=\"dni-plaintext\">1230</div></td><td><div class=\"dni-plaintext\">52314</div></td><td>Nic Dowd</td><td><div class=\"dni-plaintext\"><null></div></td></tr><tr><td><i><div class=\"dni-plaintext\">13</div></i></td><td>94-23-03</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">209</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">81</div></td><td>R</td><td>C</td><td>PIT</td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">138</div></td><td><div class=\"dni-plaintext\">5504</div></td><td>Oskar Sundqvist</td><td><div class=\"dni-plaintext\">792500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">14</div></i></td><td>86-09-08</td><td>USA</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">197</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>C</td><td>MIN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">1419</div></td><td>Patrick Cannone</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>90-05-06</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">66</div></td><td>R</td><td>D</td><td>PHI</td><td><div class=\"dni-plaintext\">67</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">1739</div></td><td><div class=\"dni-plaintext\">77555</div></td><td>Radko Gudas</td><td><div class=\"dni-plaintext\">4000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>90-01-06</td><td>CHE</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">38</div></td><td>L</td><td>D</td><td>NSH</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">49</div></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">2076</div></td><td><div class=\"dni-plaintext\">108323</div></td><td>Roman Josi</td><td><div class=\"dni-plaintext\">4250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>86-28-04</td><td>CZE</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">236</div></td><td><div class=\"dni-plaintext\">2004</div></td><td><div class=\"dni-plaintext\">180</div></td><td>R</td><td>D</td><td>TOR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">1817</div></td><td><div class=\"dni-plaintext\">80643</div></td><td>Roman Polak</td><td><div class=\"dni-plaintext\">2250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>90-08-10</td><td>USA</td><td><div class=\"dni-plaintext\">76</div></td><td><div class=\"dni-plaintext\">210</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">114</div></td><td>L</td><td>D</td><td>N.J</td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">177</div></td><td><div class=\"dni-plaintext\">7273</div></td><td>Seth Helgeson</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">19</div></i></td><td>90-16-11</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">219</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>C</td><td>BOS</td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">1035</div></td><td><div class=\"dni-plaintext\">43436</div></td><td>Tim Schaller</td><td><div class=\"dni-plaintext\">600000</div></td></tr></tbody></table>"
+ "text/html": "<table id=\"table_637937758124510031\"><thead><tr><th><i>index</i></th><th>Birthday</th><th>Nat</th><th>Height</th><th>Weight</th><th>DraftYear</th><th>OverallDraft</th><th>Hand</th><th>Position</th><th>Team</th><th>GamesPlayed</th><th>Goals</th><th>Assists</th><th>Points</th><th>PIM</th><th>Shifts</th><th>TimeOnIce</th><th>FullName</th><th>Salary</th></tr></thead><tbody><tr><td><i><div class=\"dni-plaintext\">0</div></i></td><td>92-12-11</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">216</div></td><td><div class=\"dni-plaintext\">2011</div></td><td><div class=\"dni-plaintext\">4</div></td><td>R</td><td>D</td><td>EDM</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">55</div></td><td><div class=\"dni-plaintext\">2055</div></td><td><div class=\"dni-plaintext\">95509</div></td><td>Adam Larsson</td><td><div class=\"dni-plaintext\">3000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td>90-29-11</td><td>CZE</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">220</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">80</div></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">43</div></td><td><div class=\"dni-plaintext\">1813</div></td><td><div class=\"dni-plaintext\">84427</div></td><td>Andrej Sustr</td><td><div class=\"dni-plaintext\">1600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td>89-21-11</td><td>FRA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>LW</td><td>DAL</td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">1427</div></td><td><div class=\"dni-plaintext\">55866</div></td><td>Antoine Roussel</td><td><div class=\"dni-plaintext\">2200000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>90-21-11</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">185</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">53</div></td><td>L</td><td>RW</td><td>VAN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">40</div></td><td><div class=\"dni-plaintext\">1604</div></td><td>Anton Rodin</td><td><div class=\"dni-plaintext\">950000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td>86-01-08</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">190</div></td><td><div class=\"dni-plaintext\">2005</div></td><td><div class=\"dni-plaintext\">216</div></td><td>R</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">1963</div></td><td><div class=\"dni-plaintext\">100304</div></td><td>Anton Stralman</td><td><div class=\"dni-plaintext\">4500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>96-26-11</td><td>USA</td><td><div class=\"dni-plaintext\">77</div></td><td><div class=\"dni-plaintext\">203</div></td><td><div class=\"dni-plaintext\">2015</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>D</td><td>BOS</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">2080</div></td><td><div class=\"dni-plaintext\">102414</div></td><td>Brandon Carlo</td><td><div class=\"dni-plaintext\">717500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>90-16-07</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>D</td><td>DET</td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">3754</div></td><td>Brian Lashoff</td><td><div class=\"dni-plaintext\">650000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td>96-25-05</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">181</div></td><td><div class=\"dni-plaintext\">2014</div></td><td><div class=\"dni-plaintext\">25</div></td><td>R</td><td>RW/LW</td><td>BOS</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">1597</div></td><td><div class=\"dni-plaintext\">80921</div></td><td>David Pastrnak</td><td><div class=\"dni-plaintext\">925000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td>90-20-06</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">128</div></td><td>R</td><td>D</td><td>DAL/MTL</td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">720</div></td><td><div class=\"dni-plaintext\">33312</div></td><td>Greg Pateryn</td><td><div class=\"dni-plaintext\">750000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td>94-01-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">120</div></td><td>L</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">29</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">2135</div></td><td><div class=\"dni-plaintext\">115316</div></td><td>Jaccob Slavin</td><td><div class=\"dni-plaintext\">742500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">10</div></i></td><td>92-20-03</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">215</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">32</div></td><td><div class=\"dni-plaintext\">1987</div></td><td><div class=\"dni-plaintext\">104133</div></td><td>Justin Faulk</td><td><div class=\"dni-plaintext\">5500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">11</div></i></td><td>88-16-04</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">218</div></td><td><div class=\"dni-plaintext\">2006</div></td><td><div class=\"dni-plaintext\">7</div></td><td>R</td><td>RW</td><td>BUF</td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">26</div></td><td><div class=\"dni-plaintext\">45</div></td><td><div class=\"dni-plaintext\">24</div></td><td><div class=\"dni-plaintext\">1443</div></td><td><div class=\"dni-plaintext\">73983</div></td><td>Kyle Okposo</td><td><div class=\"dni-plaintext\">8000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>90-27-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">196</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">198</div></td><td>R</td><td>C</td><td>L.A</td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">25</div></td><td><div class=\"dni-plaintext\">1230</div></td><td><div class=\"dni-plaintext\">52314</div></td><td>Nic Dowd</td><td><div class=\"dni-plaintext\"><null></div></td></tr><tr><td><i><div class=\"dni-plaintext\">13</div></i></td><td>94-23-03</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">209</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">81</div></td><td>R</td><td>C</td><td>PIT</td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">138</div></td><td><div class=\"dni-plaintext\">5504</div></td><td>Oskar Sundqvist</td><td><div class=\"dni-plaintext\">792500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">14</div></i></td><td>86-09-08</td><td>USA</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">197</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>C</td><td>MIN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">1419</div></td><td>Patrick Cannone</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>90-05-06</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">66</div></td><td>R</td><td>D</td><td>PHI</td><td><div class=\"dni-plaintext\">67</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">1739</div></td><td><div class=\"dni-plaintext\">77555</div></td><td>Radko Gudas</td><td><div class=\"dni-plaintext\">4000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>90-01-06</td><td>CHE</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">38</div></td><td>L</td><td>D</td><td>NSH</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">49</div></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">2076</div></td><td><div class=\"dni-plaintext\">108323</div></td><td>Roman Josi</td><td><div class=\"dni-plaintext\">4250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>86-28-04</td><td>CZE</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">236</div></td><td><div class=\"dni-plaintext\">2004</div></td><td><div class=\"dni-plaintext\">180</div></td><td>R</td><td>D</td><td>TOR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">1817</div></td><td><div class=\"dni-plaintext\">80643</div></td><td>Roman Polak</td><td><div class=\"dni-plaintext\">2250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>90-08-10</td><td>USA</td><td><div class=\"dni-plaintext\">76</div></td><td><div class=\"dni-plaintext\">210</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">114</div></td><td>L</td><td>D</td><td>N.J</td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">177</div></td><td><div class=\"dni-plaintext\">7273</div></td><td>Seth Helgeson</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">19</div></i></td><td>90-16-11</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">219</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>C</td><td>BOS</td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">1035</div></td><td><div class=\"dni-plaintext\">43436</div></td><td>Tim Schaller</td><td><div class=\"dni-plaintext\">600000</div></td></tr></tbody></table>"
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@@ -660,7 +662,7 @@
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class=\"dni-plaintext\">95509</div></td><td>Adam Larsson</td><td><div class=\"dni-plaintext\">3000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td>90-29-11</td><td>CZE</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">220</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">80</div></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">43</div></td><td><div class=\"dni-plaintext\">1813</div></td><td><div class=\"dni-plaintext\">84427</div></td><td>Andrej Sustr</td><td><div class=\"dni-plaintext\">1600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td>89-21-11</td><td>FRA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>LW</td><td>DAL</td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">1427</div></td><td><div class=\"dni-plaintext\">55866</div></td><td>Antoine Roussel</td><td><div class=\"dni-plaintext\">2200000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>90-21-11</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">185</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">53</div></td><td>L</td><td>RW</td><td>VAN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div 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class=\"dni-plaintext\">4500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>96-26-11</td><td>USA</td><td><div class=\"dni-plaintext\">77</div></td><td><div class=\"dni-plaintext\">203</div></td><td><div class=\"dni-plaintext\">2015</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>D</td><td>BOS</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">2080</div></td><td><div class=\"dni-plaintext\">102414</div></td><td>Brandon Carlo</td><td><div class=\"dni-plaintext\">717500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>90-16-07</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div 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class=\"dni-plaintext\">24</div></td><td><div class=\"dni-plaintext\">1443</div></td><td><div class=\"dni-plaintext\">73983</div></td><td>Kyle Okposo</td><td><div class=\"dni-plaintext\">8000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>94-23-03</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">209</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">81</div></td><td>R</td><td>C</td><td>PIT</td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">138</div></td><td><div class=\"dni-plaintext\">5504</div></td><td>Oskar Sundqvist</td><td><div class=\"dni-plaintext\">792500</div></td></tr><tr><td><i><div 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class=\"dni-plaintext\">66</div></td><td>R</td><td>D</td><td>PHI</td><td><div class=\"dni-plaintext\">67</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">1739</div></td><td><div class=\"dni-plaintext\">77555</div></td><td>Radko Gudas</td><td><div class=\"dni-plaintext\">4000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>90-01-06</td><td>CHE</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">38</div></td><td>L</td><td>D</td><td>NSH</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">49</div></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">2076</div></td><td><div class=\"dni-plaintext\">108323</div></td><td>Roman Josi</td><td><div class=\"dni-plaintext\">4250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>86-28-04</td><td>CZE</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">236</div></td><td><div class=\"dni-plaintext\">2004</div></td><td><div class=\"dni-plaintext\">180</div></td><td>R</td><td>D</td><td>TOR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">1817</div></td><td><div class=\"dni-plaintext\">80643</div></td><td>Roman Polak</td><td><div class=\"dni-plaintext\">2250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>90-08-10</td><td>USA</td><td><div class=\"dni-plaintext\">76</div></td><td><div class=\"dni-plaintext\">210</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">114</div></td><td>L</td><td>D</td><td>N.J</td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">177</div></td><td><div class=\"dni-plaintext\">7273</div></td><td>Seth Helgeson</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>90-16-11</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">219</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>C</td><td>BOS</td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">1035</div></td><td><div class=\"dni-plaintext\">43436</div></td><td>Tim Schaller</td><td><div class=\"dni-plaintext\">600000</div></td></tr></tbody></table>"
+ "text/html": "<table id=\"table_637937758124795557\"><thead><tr><th><i>index</i></th><th>Birthday</th><th>Nat</th><th>Height</th><th>Weight</th><th>DraftYear</th><th>OverallDraft</th><th>Hand</th><th>Position</th><th>Team</th><th>GamesPlayed</th><th>Goals</th><th>Assists</th><th>Points</th><th>PIM</th><th>Shifts</th><th>TimeOnIce</th><th>FullName</th><th>Salary</th></tr></thead><tbody><tr><td><i><div class=\"dni-plaintext\">0</div></i></td><td>92-12-11</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">216</div></td><td><div class=\"dni-plaintext\">2011</div></td><td><div class=\"dni-plaintext\">4</div></td><td>R</td><td>D</td><td>EDM</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">55</div></td><td><div class=\"dni-plaintext\">2055</div></td><td><div class=\"dni-plaintext\">95509</div></td><td>Adam Larsson</td><td><div class=\"dni-plaintext\">3000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">1</div></i></td><td>90-29-11</td><td>CZE</td><td><div class=\"dni-plaintext\">79</div></td><td><div class=\"dni-plaintext\">220</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">80</div></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">43</div></td><td><div class=\"dni-plaintext\">1813</div></td><td><div class=\"dni-plaintext\">84427</div></td><td>Andrej Sustr</td><td><div class=\"dni-plaintext\">1600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">2</div></i></td><td>89-21-11</td><td>FRA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>LW</td><td>DAL</td><td><div class=\"dni-plaintext\">60</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">27</div></td><td><div class=\"dni-plaintext\">115</div></td><td><div class=\"dni-plaintext\">1427</div></td><td><div class=\"dni-plaintext\">55866</div></td><td>Antoine Roussel</td><td><div class=\"dni-plaintext\">2200000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">3</div></i></td><td>90-21-11</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">185</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">53</div></td><td>L</td><td>RW</td><td>VAN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">40</div></td><td><div class=\"dni-plaintext\">1604</div></td><td>Anton Rodin</td><td><div class=\"dni-plaintext\">950000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">4</div></i></td><td>86-01-08</td><td>SWE</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">190</div></td><td><div class=\"dni-plaintext\">2005</div></td><td><div class=\"dni-plaintext\">216</div></td><td>R</td><td>D</td><td>T.B</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">1963</div></td><td><div class=\"dni-plaintext\">100304</div></td><td>Anton Stralman</td><td><div class=\"dni-plaintext\">4500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">5</div></i></td><td>96-26-11</td><td>USA</td><td><div class=\"dni-plaintext\">77</div></td><td><div class=\"dni-plaintext\">203</div></td><td><div class=\"dni-plaintext\">2015</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>D</td><td>BOS</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">2080</div></td><td><div class=\"dni-plaintext\">102414</div></td><td>Brandon Carlo</td><td><div class=\"dni-plaintext\">717500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">6</div></i></td><td>90-16-07</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>D</td><td>DET</td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">3754</div></td><td>Brian Lashoff</td><td><div class=\"dni-plaintext\">650000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">7</div></i></td><td>96-25-05</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">181</div></td><td><div class=\"dni-plaintext\">2014</div></td><td><div class=\"dni-plaintext\">25</div></td><td>R</td><td>RW/LW</td><td>BOS</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">70</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">1597</div></td><td><div class=\"dni-plaintext\">80921</div></td><td>David Pastrnak</td><td><div class=\"dni-plaintext\">925000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">8</div></i></td><td>90-20-06</td><td>USA</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">221</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">128</div></td><td>R</td><td>D</td><td>DAL/MTL</td><td><div class=\"dni-plaintext\">36</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">720</div></td><td><div class=\"dni-plaintext\">33312</div></td><td>Greg Pateryn</td><td><div class=\"dni-plaintext\">750000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">9</div></i></td><td>94-01-05</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">120</div></td><td>L</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">82</div></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">29</div></td><td><div class=\"dni-plaintext\">34</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">2135</div></td><td><div class=\"dni-plaintext\">115316</div></td><td>Jaccob Slavin</td><td><div class=\"dni-plaintext\">742500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">10</div></i></td><td>92-20-03</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">215</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">37</div></td><td>R</td><td>D</td><td>CAR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">32</div></td><td><div class=\"dni-plaintext\">1987</div></td><td><div class=\"dni-plaintext\">104133</div></td><td>Justin Faulk</td><td><div class=\"dni-plaintext\">5500000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">11</div></i></td><td>88-16-04</td><td>USA</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">218</div></td><td><div class=\"dni-plaintext\">2006</div></td><td><div class=\"dni-plaintext\">7</div></td><td>R</td><td>RW</td><td>BUF</td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">26</div></td><td><div class=\"dni-plaintext\">45</div></td><td><div class=\"dni-plaintext\">24</div></td><td><div class=\"dni-plaintext\">1443</div></td><td><div class=\"dni-plaintext\">73983</div></td><td>Kyle Okposo</td><td><div class=\"dni-plaintext\">8000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">12</div></i></td><td>94-23-03</td><td>SWE</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">209</div></td><td><div class=\"dni-plaintext\">2012</div></td><td><div class=\"dni-plaintext\">81</div></td><td>R</td><td>C</td><td>PIT</td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">138</div></td><td><div class=\"dni-plaintext\">5504</div></td><td>Oskar Sundqvist</td><td><div class=\"dni-plaintext\">792500</div></td></tr><tr><td><i><div class=\"dni-plaintext\">13</div></i></td><td>86-09-08</td><td>USA</td><td><div class=\"dni-plaintext\">71</div></td><td><div class=\"dni-plaintext\">197</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>R</td><td>C</td><td>MIN</td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">35</div></td><td><div class=\"dni-plaintext\">1419</div></td><td>Patrick Cannone</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">14</div></i></td><td>90-05-06</td><td>CZE</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">205</div></td><td><div class=\"dni-plaintext\">2010</div></td><td><div class=\"dni-plaintext\">66</div></td><td>R</td><td>D</td><td>PHI</td><td><div class=\"dni-plaintext\">67</div></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">93</div></td><td><div class=\"dni-plaintext\">1739</div></td><td><div class=\"dni-plaintext\">77555</div></td><td>Radko Gudas</td><td><div class=\"dni-plaintext\">4000000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">15</div></i></td><td>90-01-06</td><td>CHE</td><td><div class=\"dni-plaintext\">73</div></td><td><div class=\"dni-plaintext\">201</div></td><td><div class=\"dni-plaintext\">2008</div></td><td><div class=\"dni-plaintext\">38</div></td><td>L</td><td>D</td><td>NSH</td><td><div class=\"dni-plaintext\">72</div></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">37</div></td><td><div class=\"dni-plaintext\">49</div></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">2076</div></td><td><div class=\"dni-plaintext\">108323</div></td><td>Roman Josi</td><td><div class=\"dni-plaintext\">4250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">16</div></i></td><td>86-28-04</td><td>CZE</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">236</div></td><td><div class=\"dni-plaintext\">2004</div></td><td><div class=\"dni-plaintext\">180</div></td><td>R</td><td>D</td><td>TOR</td><td><div class=\"dni-plaintext\">75</div></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">65</div></td><td><div class=\"dni-plaintext\">1817</div></td><td><div class=\"dni-plaintext\">80643</div></td><td>Roman Polak</td><td><div class=\"dni-plaintext\">2250000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">17</div></i></td><td>90-08-10</td><td>USA</td><td><div class=\"dni-plaintext\">76</div></td><td><div class=\"dni-plaintext\">210</div></td><td><div class=\"dni-plaintext\">2009</div></td><td><div class=\"dni-plaintext\">114</div></td><td>L</td><td>D</td><td>N.J</td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">177</div></td><td><div class=\"dni-plaintext\">7273</div></td><td>Seth Helgeson</td><td><div class=\"dni-plaintext\">600000</div></td></tr><tr><td><i><div class=\"dni-plaintext\">18</div></i></td><td>90-16-11</td><td>USA</td><td><div class=\"dni-plaintext\">74</div></td><td><div class=\"dni-plaintext\">219</div></td><td><div class=\"dni-plaintext\">2000</div></td><td><div class=\"dni-plaintext\">59.5</div></td><td>L</td><td>C</td><td>BOS</td><td><div class=\"dni-plaintext\">59</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">1035</div></td><td><div class=\"dni-plaintext\">43436</div></td><td>Tim Schaller</td><td><div class=\"dni-plaintext\">600000</div></td></tr></tbody></table>"
},
"execution_count": 1,
"metadata": {}
From 5b8de9d0737764e8d0e6fa51d8c7fd2cb8f61804 Mon Sep 17 00:00:00 2001
From: Jake Radzikowski <JakeRad@Microsoft.com>
Date: Mon, 18 Jul 2022 21:30:28 -0700
Subject: [PATCH 2/2] Fix Taxi Notebook
---
.../E2E-Regression with Taxi Dataset.ipynb | 182 +++---------------
1 file changed, 26 insertions(+), 156 deletions(-)
diff --git a/machine-learning/E2E-Regression with Taxi Dataset.ipynb b/machine-learning/E2E-Regression with Taxi Dataset.ipynb
index c602dc3..a1cfa23 100644
--- a/machine-learning/E2E-Regression with Taxi Dataset.ipynb
+++ b/machine-learning/E2E-Regression with Taxi Dataset.ipynb
@@ -49,9 +49,7 @@
{
"output_type": "execute_result",
"data": {
- "text/html": [
- "<div><div><strong>Restore sources</strong><ul><li><span>https://pkgs.dev.azure.com/dnceng/public/_packaging/MachineLearning/nuget/v3/index.json</span></li></ul></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Microsoft.Data.Analysis, 0.20.0-preview.22356.1</span></li><li><span>Microsoft.ML.AutoML, 0.20.0-preview.22356.1</span></li><li><span>Plotly.NET.CSharp, 0.0.1</span></li><li><span>Plotly.NET.Interactive, 3.0.2</span></li></ul></div></div>"
- ]
+ "text/html": "<div><div><strong>Restore sources</strong><ul><li><span>https://pkgs.dev.azure.com/dnceng/public/_packaging/MachineLearning/nuget/v3/index.json</span></li></ul></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Microsoft.Data.Analysis, 0.20.0-preview.22356.1</span></li><li><span>Microsoft.ML.AutoML, 0.20.0-preview.22356.1</span></li><li><span>Plotly.NET.CSharp, 0.0.1</span></li><li><span>Plotly.NET.Interactive, 3.0.2</span></li></ul></div></div>"
},
"execution_count": 1,
"metadata": {}
@@ -59,9 +57,7 @@
{
"output_type": "execute_result",
"data": {
- "text/markdown": [
- "Loading extensions from `Plotly.NET.Interactive.dll`"
- ]
+ "text/markdown": "Loading extensions from `Microsoft.Data.Analysis.Interactive.dll`"
},
"execution_count": 1,
"metadata": {}
@@ -69,9 +65,7 @@
{
"output_type": "execute_result",
"data": {
- "text/markdown": [
- "Loading extensions from `Microsoft.ML.AutoML.Interactive.dll`"
- ]
+ "text/markdown": "Loading extensions from `Plotly.NET.Interactive.dll`"
},
"execution_count": 1,
"metadata": {}
@@ -79,9 +73,7 @@
{
"output_type": "execute_result",
"data": {
- "text/markdown": [
- "Loading extensions from `Microsoft.Data.Analysis.Interactive.dll`"
- ]
+ "text/markdown": "Loading extensions from `Microsoft.ML.AutoML.Interactive.dll`"
},
"execution_count": 1,
"metadata": {}
@@ -186,7 +178,7 @@
"\n",
" var experiment = mlContext.Auto().CreateExperiment()\n",
" .SetPipeline(pipeline)\n",
- " .SetTrainingTimeInSeconds(50)\n",
+ " .SetTrainingTimeInSeconds(10)\n",
" .SetDataset(trainTestSplit.TrainSet, validateTestSplit.TrainSet)\n",
" .SetEvaluateMetric(RegressionMetric.RSquared, \"fare_amount\", \"Score\")\n",
"\t\t\t\t\t.SetMonitor(monitor);\n",
@@ -199,12 +191,20 @@
],
"outputs": [
{
- "output_type": "error",
- "ename": "",
- "evalue": "(3,10): error CS0103: The name 'DataFrame' does not exist in the current context\r\n(4,21): error CS0246: The type or namespace name 'MLContext' could not be found (are you missing a using directive or an assembly reference?)\r\n(13,19): error CS0246: The type or namespace name 'NotebookMonitor' could not be found (are you missing a using directive or an assembly reference?)\r\n(19,40): error CS0103: The name 'RegressionMetric' does not exist in the current context",
- "traceback": [
- null
- ]
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": "taxi-fare.csv found here: C:\\dev\\csharp-notebooks\\machine-learning\\data\\taxi-fare.csv\r\n"
+ },
+ "execution_count": 1,
+ "metadata": {}
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": "<div><h3>Best Trial</h3><p>Id: 23</p><p>Trainer: ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>FastTreeRegression</p><p>Parameters: {\r\n "0": {\r\n "OutputColumnNames": [\r\n "rate_code",\r\n "passenger_count",\r\n "trip_time_in_secs",\r\n "trip_distance"\r\n ],\r\n "InputColumnNames": [\r\n "rate_code",\r\n "passenger_count",\r\n "trip_time_in_secs",\r\n "trip_distance"\r\n ]\r\n },\r\n "1": {\r\n "OutputColumnNames": [\r\n "vendor_id",\r\n "payment_type"\r\n ],\r\n "InputColumnNames": [\r\n "vendor_id",\r\n "payment_type"\r\n ]\r\n },\r\n "2": {\r\n "InputColumnNames": [\r\n "rate_code",\r\n "passenger_count",\r\n "trip_time_in_secs",\r\n "trip_distance",\r\n "vendor_id",\r\n "payment_type"\r\n ],\r\n "OutputColumnName": "Features"\r\n },\r\n "3": {\r\n "NumberOfLeaves": 6,\r\n "MinimumExampleCountPerLeaf": 26,\r\n "NumberOfTrees": 18,\r\n "MaximumBinCountPerFeature": 238,\r\n "FeatureFraction": 0.99999999,\r\n "LearningRate": 0.9999997766729865,\r\n 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Table</h3></div><table id=\"table_637937765286404800\"><caption><h3 style=\"text-align: center;\">DataFrame - 27 rows </h3></caption><thead><tr><th><i>index</i></th><th>Trial</th><th>Metric</th><th>Trainer</th><th>Parameters</th></tr></thead><tbody><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">0</div></i></td><td><div class=\"dni-plaintext\">0</div></td><td><div class=\"dni-plaintext\">0.9191953</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>FastForestRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfTrees":4,"NumberOfLeaves":4,"FeatureFraction":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">1</div></i></td><td><div class=\"dni-plaintext\">1</div></td><td><div class=\"dni-plaintext\">0.9191953</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>FastForestRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfTrees":4,"NumberOfLeaves":4,"FeatureFraction":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">2</div></i></td><td><div class=\"dni-plaintext\">2</div></td><td><div class=\"dni-plaintext\">0.87440413</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>LightGbmRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":20,"LearningRate":1,"NumberOfTrees":4,"SubsampleFraction":1,"MaximumBinCountPerFeature":255,"FeatureFraction":1,"L1Regularization":2E-10,"L2Regularization":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">3</div></i></td><td><div class=\"dni-plaintext\">3</div></td><td><div class=\"dni-plaintext\">-0.20010807</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>FastTreeRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":20,"NumberOfTrees":4,"MaximumBinCountPerFeature":255,"FeatureFraction":1,"LearningRate":0.09999999999999998,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">4</div></i></td><td><div class=\"dni-plaintext\">4</div></td><td><div class=\"dni-plaintext\">0.69277</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>SdcaRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":1,"L2Regularization":0.1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">5</div></i></td><td><div class=\"dni-plaintext\">5</div></td><td><div class=\"dni-plaintext\">-0.20007557</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>FastTreeRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":20,"NumberOfTrees":4,"MaximumBinCountPerFeature":254,"FeatureFraction":1,"LearningRate":0.09999999999999998,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">6</div></i></td><td><div class=\"dni-plaintext\">6</div></td><td><div class=\"dni-plaintext\">0.6884077</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>SdcaRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":1,"L2Regularization":0.1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">7</div></i></td><td><div class=\"dni-plaintext\">7</div></td><td><div class=\"dni-plaintext\">-2.490156</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>LbfgsPoissonRegressionRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":1,"L2Regularization":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">8</div></i></td><td><div class=\"dni-plaintext\">8</div></td><td><div class=\"dni-plaintext\">0.8733287</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>LightGbmRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":20,"LearningRate":1,"NumberOfTrees":4,"SubsampleFraction":1,"MaximumBinCountPerFeature":254,"FeatureFraction":1,"L1Regularization":2E-10,"L2Regularization":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">9</div></i></td><td><div class=\"dni-plaintext\">9</div></td><td><div class=\"dni-plaintext\">0.9233686</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>FastForestRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfTrees":11,"NumberOfLeaves":4,"FeatureFraction":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">10</div></i></td><td><div class=\"dni-plaintext\">10</div></td><td><div class=\"dni-plaintext\">0.9191953</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>FastForestRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfTrees":4,"NumberOfLeaves":4,"FeatureFraction":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">11</div></i></td><td><div class=\"dni-plaintext\">11</div></td><td><div class=\"dni-plaintext\">-2.4718552</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>LbfgsPoissonRegressionRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":1,"L2Regularization":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">12</div></i></td><td><div class=\"dni-plaintext\">12</div></td><td><div class=\"dni-plaintext\">0.8746236</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>LightGbmRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":20,"LearningRate":0.9999997766729865,"NumberOfTrees":4,"SubsampleFraction":0.9999997766729865,"MaximumBinCountPerFeature":154,"FeatureFraction":0.99999999,"L1Regularization":3.379681956443246E-10,"L2Regularization":0.9999997766729865,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">13</div></i></td><td><div class=\"dni-plaintext\">13</div></td><td><div class=\"dni-plaintext\">0.6880244</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>FastTreeRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":39,"NumberOfTrees":6,"MaximumBinCountPerFeature":305,"FeatureFraction":0.9837840191521533,"LearningRate":0.20718877532322955,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">14</div></i></td><td><div class=\"dni-plaintext\">14</div></td><td><div class=\"dni-plaintext\">0.67887706</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>SdcaRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":2.1625226,"L2Regularization":1.4341433,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">15</div></i></td><td><div class=\"dni-plaintext\">15</div></td><td><div class=\"dni-plaintext\">0.8612328</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>FastTreeRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":19,"NumberOfTrees":4,"MaximumBinCountPerFeature":122,"FeatureFraction":0.99999999,"LearningRate":0.5090129633464775,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">16</div></i></td><td><div class=\"dni-plaintext\">16</div></td><td><div class=\"dni-plaintext\">0.68568695</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>SdcaRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":0.06310504,"L2Regularization":0.079379335,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">17</div></i></td><td><div class=\"dni-plaintext\">17</div></td><td><div class=\"dni-plaintext\">-2.4738095</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>LbfgsPoissonRegressionRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":0.07517863,"L2Regularization":2.7048025,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">18</div></i></td><td><div class=\"dni-plaintext\">18</div></td><td><div class=\"dni-plaintext\">0.9222903</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>FastForestRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfTrees":59,"NumberOfLeaves":31,"FeatureFraction":1,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">19</div></i></td><td><div class=\"dni-plaintext\">19</div></td><td><div class=\"dni-plaintext\">0.9215755</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>LightGbmRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":21,"LearningRate":0.7199164789739659,"NumberOfTrees":10,"SubsampleFraction":0.4249173292039678,"MaximumBinCountPerFeature":216,"FeatureFraction":0.99999999,"L1Regularization":2.893108729767549E-09,"L2Regularization":0.5629755267771762,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">20</div></i></td><td><div class=\"dni-plaintext\">20</div></td><td><div class=\"dni-plaintext\">0.90774864</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>FastForestRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfTrees":4,"NumberOfLeaves":13,"FeatureFraction":0.8620007,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">21</div></i></td><td><div class=\"dni-plaintext\">21</div></td><td><div class=\"dni-plaintext\">-2.463893</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>LbfgsPoissonRegressionRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":0.73406476,"L2Regularization":15.725734,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">22</div></i></td><td><div class=\"dni-plaintext\">22</div></td><td><div class=\"dni-plaintext\">0.91161895</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>LightGbmRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":36,"LearningRate":0.9999997766729865,"NumberOfTrees":10,"SubsampleFraction":0.09153406435524249,"MaximumBinCountPerFeature":104,"FeatureFraction":0.9836223114153516,"L1Regularization":6.761285733176898E-09,"L2Regularization":0.06779600816862573,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">23</div></i></td><td><div class=\"dni-plaintext\">23</div></td><td><div class=\"dni-plaintext\">0.94230247</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>FastTreeRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":6,"MinimumExampleCountPerLeaf":26,"NumberOfTrees":18,"MaximumBinCountPerFeature":238,"FeatureFraction":0.99999999,"LearningRate":0.9999997766729865,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">24</div></i></td><td><div class=\"dni-plaintext\">24</div></td><td><div class=\"dni-plaintext\">0.7748336</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>SdcaRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":0.46242294,"L2Regularization":0.03125,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">25</div></i></td><td><div class=\"dni-plaintext\">25</div></td><td><div class=\"dni-plaintext\">0.8846048</div></td><td>ReplaceMissingValues=>OneHotEncoding=>Concatenate=>FastTreeRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"NumberOfLeaves":4,"MinimumExampleCountPerLeaf":13,"NumberOfTrees":5,"MaximumBinCountPerFeature":183,"FeatureFraction":0.9854389369700658,"LearningRate":0.9999997766729865,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr><tr style=\"display: none\"><td><i><div class=\"dni-plaintext\">26</div></i></td><td><div class=\"dni-plaintext\">26</div></td><td><div class=\"dni-plaintext\">-0.011939165</div></td><td>ReplaceMissingValues=>OneHotHashEncoding=>Concatenate=>SdcaRegression</td><td>{"0":{"OutputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"],"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance"]},"1":{"OutputColumnNames":["vendor_id","payment_type"],"InputColumnNames":["vendor_id","payment_type"]},"2":{"InputColumnNames":["rate_code","passenger_count","trip_time_in_secs","trip_distance","vendor_id","payment_type"],"OutputColumnName":"Features"},"3":{"L1Regularization":15.846596,"L2Regularization":0.12597738,"LabelColumnName":"fare_amount","FeatureColumnName":"Features"}}</td></tr></tbody><tfoot><tr><td colspan=\"5\" style=\"text-align: center;\"><button style=\"margin: 2px;\" onclick=\"var allRows = document.querySelectorAll('#table_637937765286404800 tbody tr:nth-child(n)'); for (let i = 0; i < allRows.length; i++) { allRows[i].style.display='none'; } 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${page * 25 + 1 })`); for (let j = 0; j < 25; j++) { pageRows[j].style.display='table-row'; } \">⏪</button><button style=\"margin: 2px;\" onclick=\"var allRows = document.querySelectorAll('#table_637937765286404800 tbody tr:nth-child(n)'); for (let i = 0; i < allRows.length; i++) { allRows[i].style.display='none'; } var page = parseInt(document.querySelector('#page_637937765286404800').innerHTML) - 1; page = parseInt(page) + parseInt(-1); page = page < 0 ? 0 : page; page = page > 1 ? 1 : page; document.querySelector('#page_637937765286404800').innerHTML = page + 1; var page = parseInt(document.querySelector('#page_637937765286404800').innerHTML) - 1; var pageRows = document.querySelectorAll(`#table_637937765286404800 tbody tr:nth-child(n + ${page * 25 + 1 })`); for (let j = 0; j < 25; j++) { pageRows[j].style.display='table-row'; } \">◀️</button><b style=\"margin: 2px;\">Page</b><b id=\"page_637937765286404800\" style=\"margin: 2px;\">1</b><button style=\"margin: 2px;\" onclick=\"var 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},
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"metadata": {}
@@ -439,38 +404,7 @@
{
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