deploy: bd888aa

_sources/assignments/06-evaluate.md

@@ -29,7 +29,7 @@ Researchers reconstructed the Adult dataset with the actual value of the income.
 
 Both data files have a unique identifier column included.
 
-```{admonition} Think Ahead
+```{hint}
 Why might the dataset have more samples in it than the model predictions one? 
 ```
 

assignments/06-evaluate.html

@@ -475,8 +475,8 @@ <h2><span class="section-number">6.2. </span>About the data<a class="headerlink"
 <li><p><code class="docutils literal notranslate"><span class="pre">adult_reconstruction_bin.csv</span></code> has the data.</p></li>
 </ul>
 <p>Both data files have a unique identifier column included.</p>
-<div class="admonition-think-ahead admonition">
-<p class="admonition-title">Think Ahead</p>
+<div class="admonition hint">
+<p class="admonition-title">Hint</p>
 <p>Why might the dataset have more samples in it than the model predictions one?</p>
 </div>
 </section>

notes/2024-09-17.html

@@ -653,54 +653,54 @@ <h3><span class="section-number">4.1.1. </span>Summarizing and Visualizing Data
   </thead>
   <tbody>
     <tr>
-      <th>9587</th>
-      <td>2001</td>
-      <td>Russian Federation</td>
-      <td>Nation State</td>
-      <td>Bituminous Coal</td>
-      <td>114.809905</td>
-      <td>Million tonnes/yr</td>
-      <td>311.610044</td>
+      <th>6912</th>
+      <td>2017</td>
+      <td>Novatek</td>
+      <td>Investor-owned Company</td>
+      <td>Oil &amp; NGL</td>
+      <td>86.303420</td>
+      <td>Million bbl/yr</td>
+      <td>34.415896</td>
     </tr>
     <tr>
-      <th>6620</th>
-      <td>2001</td>
-      <td>Nigerian National Petroleum Corp.</td>
-      <td>State-owned Entity</td>
-      <td>Natural Gas</td>
-      <td>123.700000</td>
-      <td>Bcf/yr</td>
-      <td>9.016541</td>
+      <th>2009</th>
+      <td>1928</td>
+      <td>China (Cement)</td>
+      <td>Nation State</td>
+      <td>Cement</td>
+      <td>0.095334</td>
+      <td>Million Tonnes CO2</td>
+      <td>0.047667</td>
     </tr>
     <tr>
-      <th>306</th>
-      <td>2002</td>
-      <td>American Consolidated Natural Resources</td>
+      <th>7602</th>
+      <td>1974</td>
+      <td>Peabody Coal Group</td>
       <td>Investor-owned Company</td>
-      <td>Bituminous Coal</td>
-      <td>17.962442</td>
+      <td>Metallurgical Coal</td>
+      <td>4.397773</td>
       <td>Million tonnes/yr</td>
-      <td>48.752565</td>
+      <td>13.046508</td>
     </tr>
     <tr>
-      <th>3221</th>
-      <td>2020</td>
-      <td>CONSOL Energy</td>
+      <th>7110</th>
+      <td>1980</td>
+      <td>Occidental Petroleum</td>
       <td>Investor-owned Company</td>
       <td>Metallurgical Coal</td>
-      <td>1.924168</td>
+      <td>5.638475</td>
       <td>Million tonnes/yr</td>
-      <td>5.708269</td>
+      <td>16.727196</td>
     </tr>
     <tr>
-      <th>3841</th>
-      <td>2019</td>
-      <td>Egyptian General Petroleum</td>
-      <td>State-owned Entity</td>
+      <th>7485</th>
+      <td>1994</td>
+      <td>Ovintiv</td>
+      <td>Investor-owned Company</td>
       <td>Oil &amp; NGL</td>
-      <td>121.861440</td>
+      <td>64.894000</td>
       <td>Million bbl/yr</td>
-      <td>48.595649</td>
+      <td>25.878293</td>
     </tr>
   </tbody>
 </table>
@@ -1097,58 +1097,58 @@ <h3><span class="section-number">4.5.4. </span>How a column is added<a class="he
   </thead>
   <tbody>
     <tr>
-      <th>3560</th>
-      <td>1983</td>
-      <td>Czechoslovakia</td>
+      <th>11751</th>
+      <td>2015</td>
+      <td>Ukraine</td>
       <td>Nation State</td>
-      <td>Lignite Coal</td>
-      <td>4.907051</td>
+      <td>Sub-Bituminous Coal</td>
+      <td>0.128227</td>
       <td>Million tonnes/yr</td>
-      <td>6.571572</td>
+      <td>0.258901</td>
       <td>Coal</td>
     </tr>
     <tr>
-      <th>2100</th>
-      <td>2019</td>
-      <td>China (Cement)</td>
-      <td>Nation State</td>
-      <td>Cement</td>
-      <td>2300.000000</td>
-      <td>Million Tonnes CO2</td>
-      <td>1150.000000</td>
-      <td>Cement</td>
+      <th>4029</th>
+      <td>2008</td>
+      <td>EOG Resources</td>
+      <td>Investor-owned Company</td>
+      <td>Oil &amp; NGL</td>
+      <td>22.447500</td>
+      <td>Million bbl/yr</td>
+      <td>8.951567</td>
+      <td>Oil &amp; NGL</td>
     </tr>
     <tr>
-      <th>1158</th>
-      <td>2007</td>
-      <td>BHP</td>
-      <td>Investor-owned Company</td>
-      <td>Metallurgical Coal</td>
-      <td>38.429000</td>
-      <td>Million tonnes/yr</td>
-      <td>114.004128</td>
-      <td>Coal</td>
+      <th>6452</th>
+      <td>1985</td>
+      <td>National Iranian Oil Co.</td>
+      <td>State-owned Entity</td>
+      <td>Oil &amp; NGL</td>
+      <td>821.423077</td>
+      <td>Million bbl/yr</td>
+      <td>327.565367</td>
+      <td>Oil &amp; NGL</td>
     </tr>
     <tr>
-      <th>6696</th>
-      <td>1983</td>
-      <td>North American Coal</td>
+      <th>2947</th>
+      <td>2008</td>
+      <td>ConocoPhillips</td>
       <td>Investor-owned Company</td>
-      <td>Lignite Coal</td>
-      <td>13.497233</td>
-      <td>Million tonnes/yr</td>
-      <td>18.075631</td>
-      <td>Coal</td>
+      <td>Oil &amp; NGL</td>
+      <td>503.541000</td>
+      <td>Million bbl/yr</td>
+      <td>200.801021</td>
+      <td>Oil &amp; NGL</td>
     </tr>
     <tr>
-      <th>2323</th>
-      <td>1999</td>
-      <td>China (Coal)</td>
-      <td>Nation State</td>
-      <td>Metallurgical Coal</td>
-      <td>214.713120</td>
+      <th>386</th>
+      <td>1968</td>
+      <td>Anglo American</td>
+      <td>Investor-owned Company</td>
+      <td>Thermal Coal</td>
+      <td>14.571850</td>
       <td>Million tonnes/yr</td>
-      <td>636.971608</td>
+      <td>34.526951</td>
       <td>Coal</td>
     </tr>
   </tbody>

notes/2024-09-19.html

@@ -694,10 +694,10 @@ <h2><span class="section-number">5.8. </span>Emissions by type<a class="headerli
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f27a491c910&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f9703bb7bb0&gt;
 </pre></div>
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-<img alt="../_images/0fa4db0830ff26984c1fe8d1c44a6367452a0e82d4950c0267d70b36b3ffadea.png" src="../_images/0fa4db0830ff26984c1fe8d1c44a6367452a0e82d4950c0267d70b36b3ffadea.png" />
+<img alt="../_images/7c9b36f665ac10020bb80845cfdae2770692dd8f7239f65e8517cf9c6980acde.png" src="../_images/7c9b36f665ac10020bb80845cfdae2770692dd8f7239f65e8517cf9c6980acde.png" />
 </div>
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 <div class="cell docutils container">
@@ -707,10 +707,10 @@ <h2><span class="section-number">5.8. </span>Emissions by type<a class="headerli
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f27e87f5190&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f9703a54760&gt;
 </pre></div>
 </div>
-<img alt="../_images/30da1c3bf87862db9810d755b93eb0e249caf08d9f39042e013a0fcdec3afb3e.png" src="../_images/30da1c3bf87862db9810d755b93eb0e249caf08d9f39042e013a0fcdec3afb3e.png" />
+<img alt="../_images/f1e34bd2166e35dd8f19137c0c06acbf30eb70c2140536a397ce4bcac323baf7.png" src="../_images/f1e34bd2166e35dd8f19137c0c06acbf30eb70c2140536a397ce4bcac323baf7.png" />
 </div>
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 <div class="cell docutils container">
@@ -721,10 +721,10 @@ <h2><span class="section-number">5.8. </span>Emissions by type<a class="headerli
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f27e87dd8e0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f97039dfb50&gt;
 </pre></div>
 </div>
-<img alt="../_images/78ccae0b5b4cf8743bb7d1e0fae7f8d86ccefc8b97066bf2f4abf3d1ca7401cb.png" src="../_images/78ccae0b5b4cf8743bb7d1e0fae7f8d86ccefc8b97066bf2f4abf3d1ca7401cb.png" />
+<img alt="../_images/07a2aba7901068e5bcc8f5eea436db4ac14fdd916c74337b9398835ae8137a03.png" src="../_images/07a2aba7901068e5bcc8f5eea436db4ac14fdd916c74337b9398835ae8137a03.png" />
 </div>
 </div>
 <div class="cell docutils container">
@@ -735,10 +735,10 @@ <h2><span class="section-number">5.8. </span>Emissions by type<a class="headerli
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f27a23ffc70&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f97035b1f40&gt;
 </pre></div>
 </div>
-<img alt="../_images/8919a66c65870f264d5390311b60d0736e28af55c6f717e0675cc22c0a74bddd.png" src="../_images/8919a66c65870f264d5390311b60d0736e28af55c6f717e0675cc22c0a74bddd.png" />
+<img alt="../_images/15fb8557b6d3500649c895c8732f621c023d606b3ee2a00e2e430bdc6b25d7e0.png" src="../_images/15fb8557b6d3500649c895c8732f621c023d606b3ee2a00e2e430bdc6b25d7e0.png" />
 </div>
 </div>
 <p>Example okay questions:</p>
@@ -761,7 +761,7 @@ <h2><span class="section-number">5.9. </span>Emissions over time?<a class="heade
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f27a1cf6d00&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f9703bb7340&gt;
 </pre></div>
 </div>
 <img alt="../_images/ec4bdfdbb84e45f3ba73c0394aa651e29c627e83aa50e02df833dab1767490c9.png" src="../_images/ec4bdfdbb84e45f3ba73c0394aa651e29c627e83aa50e02df833dab1767490c9.png" />

notes/2024-09-24.html

@@ -1635,7 +1635,7 @@ <h1><span class="section-number">7. </span>Transforming the Coffee data<a class=
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7fd63a5ecf70&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;seaborn.axisgrid.FacetGrid at 0x7f1cec8defa0&gt;
 </pre></div>
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 <img alt="../_images/676006e745ab971e76123035435acc4fbdf1dc410f310127d29f6d6b7e4efb05.png" src="../_images/676006e745ab971e76123035435acc4fbdf1dc410f310127d29f6d6b7e4efb05.png" />

notes/2024-09-26.html

@@ -1917,16 +1917,16 @@ <h2><span class="section-number">8.7. </span>Combining parts of dataframes<a cla
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>559     (-1.062, 354.0]
-707     (-1.062, 354.0]
-1279    (-1.062, 354.0]
-1308     (354.0, 708.0]
-642     (-1.062, 354.0]
-1234    (-1.062, 354.0]
-1246    (-1.062, 354.0]
-1307    (-1.062, 354.0]
-863     (-1.062, 354.0]
-20      (-1.062, 354.0]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1226    (-1.062, 354.0]
+1134    (-1.062, 354.0]
+1282    (-1.062, 354.0]
+418     (-1.062, 354.0]
+363     (-1.062, 354.0]
+736     (-1.062, 354.0]
+180     (-1.062, 354.0]
+21      (-1.062, 354.0]
+797     (-1.062, 354.0]
+750     (-1.062, 354.0]
 Name: Number.of.Bags, dtype: category
 Categories (3, interval[float64, right]): [(-1.062, 354.0] &lt; (354.0, 708.0] &lt; (708.0, 1062.0]]
 </pre></div>

notes/2024-10-03.html

@@ -1069,7 +1069,7 @@ <h3><span class="section-number">10.2.2. </span>Accessing a Database from Python
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(&#39;nba1819.db&#39;, &lt;http.client.HTTPMessage at 0x7effdbd65df0&gt;)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(&#39;nba1819.db&#39;, &lt;http.client.HTTPMessage at 0x7fc5841cb940&gt;)
 </pre></div>
 </div>
 </div>
@@ -1092,7 +1092,7 @@ <h3><span class="section-number">10.2.2. </span>Accessing a Database from Python
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;sqlite3.Cursor at 0x7effdbcff5e0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;sqlite3.Cursor at 0x7fc5841a8d50&gt;
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