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DS-100 · Oct 12, 2023 · 0aa606d · 0aa606d
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diff --git a/_quarto.yml b/_quarto.yml
@@ -29,7 +29,7 @@ book:
         - constant_model_loss_transformations/loss_transformations.qmd
         - ols/ols.qmd
         - gradient_descent/gradient_descent.qmd
-        # - feature_engineering/feature_engineering.qmd
+        - feature_engineering/feature_engineering.qmd
         # - cv_regularization/cv_reg.qmd
         # - probability_1/probability_1.qmd
         # - probability_2/probability_2.qmd

diff --git a/docs/constant_model_loss_transformations/loss_transformations.html b/docs/constant_model_loss_transformations/loss_transformations.html
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diff --git a/docs/feature_engineering/images/bvt.png b/docs/feature_engineering/images/bvt.png
diff --git a/docs/feature_engineering/images/complex.png b/docs/feature_engineering/images/complex.png
diff --git a/docs/feature_engineering/images/degree_comparison.png b/docs/feature_engineering/images/degree_comparison.png
diff --git a/docs/feature_engineering/images/degree_comparison2.png b/docs/feature_engineering/images/degree_comparison2.png
diff --git a/docs/feature_engineering/images/ohe.png b/docs/feature_engineering/images/ohe.png
diff --git a/docs/feature_engineering/images/ohemodel.png b/docs/feature_engineering/images/ohemodel.png
diff --git a/docs/feature_engineering/images/perfect_poly_fits.png b/docs/feature_engineering/images/perfect_poly_fits.png
diff --git a/docs/feature_engineering/images/phi.png b/docs/feature_engineering/images/phi.png
diff --git a/docs/feature_engineering/images/remove.png b/docs/feature_engineering/images/remove.png
diff --git a/docs/feature_engineering/images/resamples.png b/docs/feature_engineering/images/resamples.png
diff --git a/docs/feature_engineering/images/train_error.png b/docs/feature_engineering/images/train_error.png
diff --git a/docs/gradient_descent/gradient_descent.html b/docs/gradient_descent/gradient_descent.html
diff --git a/docs/gradient_descent/gradient_descent_files/figure-html/cell-10-output-2.png b/docs/gradient_descent/gradient_descent_files/figure-html/cell-10-output-2.png
diff --git a/docs/index.html b/docs/index.html
@@ -197,6 +197,12 @@
   <a href="./gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/intro_lec/introduction.html b/docs/intro_lec/introduction.html
@@ -190,6 +190,12 @@
   <a href="../gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/intro_to_modeling/intro_to_modeling.html b/docs/intro_to_modeling/intro_to_modeling.html
@@ -226,6 +226,12 @@
   <a href="../gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/intro_to_modeling/intro_to_modeling_files/figure-html/cell-2-output-1.png b/docs/intro_to_modeling/intro_to_modeling_files/figure-html/cell-2-output-1.png
diff --git a/docs/intro_to_modeling/intro_to_modeling_files/figure-html/cell-3-output-1.png b/docs/intro_to_modeling/intro_to_modeling_files/figure-html/cell-3-output-1.png
diff --git a/docs/ols/ols.html b/docs/ols/ols.html
@@ -229,6 +229,12 @@
   <a href="../gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/pandas_1/pandas_1.html b/docs/pandas_1/pandas_1.html
@@ -229,6 +229,12 @@
   <a href="../gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/pandas_2/pandas_2.html b/docs/pandas_2/pandas_2.html
@@ -227,6 +227,12 @@
   <a href="../gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>
@@ -1611,12 +1617,12 @@ <h3 data-number="3.3.4" class="anchored" data-anchor-id="sample"><span class="he
 </thead>
 <tbody>
 <tr class="odd">
-<td data-quarto-table-cell-role="th">366987</td>
+<td data-quarto-table-cell-role="th">26249</td>
 <td>CA</td>
-<td>M</td>
-<td>2009</td>
-<td>Francisco</td>
-<td>608</td>
+<td>F</td>
+<td>1948</td>
+<td>Sharee</td>
+<td>5</td>
 </tr>
 </tbody>
 </table>
@@ -1643,34 +1649,34 @@ <h3 data-number="3.3.4" class="anchored" data-anchor-id="sample"><span class="he
 </thead>
 <tbody>
 <tr class="odd">
-<td data-quarto-table-cell-role="th">220248</td>
-<td>2017</td>
-<td>Maribella</td>
-<td>7</td>
+<td data-quarto-table-cell-role="th">259331</td>
+<td>1947</td>
+<td>Clay</td>
+<td>16</td>
 </tr>
 <tr class="even">
-<td data-quarto-table-cell-role="th">143446</td>
-<td>1998</td>
-<td>Nellie</td>
-<td>15</td>
+<td data-quarto-table-cell-role="th">134752</td>
+<td>1995</td>
+<td>Qiana</td>
+<td>5</td>
 </tr>
 <tr class="odd">
-<td data-quarto-table-cell-role="th">265603</td>
-<td>1954</td>
-<td>Orville</td>
-<td>14</td>
+<td data-quarto-table-cell-role="th">138229</td>
+<td>1996</td>
+<td>Maraya</td>
+<td>5</td>
 </tr>
 <tr class="even">
-<td data-quarto-table-cell-role="th">66517</td>
-<td>1972</td>
-<td>Mellisa</td>
-<td>9</td>
+<td data-quarto-table-cell-role="th">285638</td>
+<td>1971</td>
+<td>Jomo</td>
+<td>6</td>
 </tr>
 <tr class="odd">
-<td data-quarto-table-cell-role="th">156937</td>
-<td>2002</td>
-<td>Alma</td>
-<td>134</td>
+<td data-quarto-table-cell-role="th">368807</td>
+<td>2009</td>
+<td>Exodus</td>
+<td>8</td>
 </tr>
 </tbody>
 </table>
@@ -1696,28 +1702,28 @@ <h3 data-number="3.3.4" class="anchored" data-anchor-id="sample"><span class="he
 </thead>
 <tbody>
 <tr class="odd">
-<td data-quarto-table-cell-role="th">151153</td>
+<td data-quarto-table-cell-role="th">344219</td>
 <td>2000</td>
-<td>Karisma</td>
-<td>10</td>
+<td>Faustino</td>
+<td>7</td>
 </tr>
 <tr class="even">
-<td data-quarto-table-cell-role="th">344106</td>
+<td data-quarto-table-cell-role="th">150405</td>
 <td>2000</td>
-<td>Mohan</td>
-<td>8</td>
+<td>Ireland</td>
+<td>19</td>
 </tr>
 <tr class="odd">
-<td data-quarto-table-cell-role="th">151503</td>
+<td data-quarto-table-cell-role="th">342565</td>
 <td>2000</td>
-<td>Irlanda</td>
-<td>8</td>
+<td>George</td>
+<td>472</td>
 </tr>
 <tr class="even">
-<td data-quarto-table-cell-role="th">150829</td>
+<td data-quarto-table-cell-role="th">152540</td>
 <td>2000</td>
-<td>Ashtyn</td>
-<td>12</td>
+<td>Karrington</td>
+<td>5</td>
 </tr>
 </tbody>
 </table>
@@ -2284,7 +2290,7 @@ <h2 data-number="3.5" class="anchored" data-anchor-id="aggregating-data-with-.gr
 <div class="cell" data-execution_count="40">
 <div class="sourceCode cell-code" id="cb53"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb53-1"><a href="#cb53-1" aria-hidden="true" tabindex="-1"></a>babynames.groupby(<span class="st">"Year"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="40">
-<pre><code>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x7fa6838edc60&gt;</code></pre>
+<pre><code>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x126ae7880&gt;</code></pre>
 </div>
 </div>
 <p>What does this strange output mean? Calling <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.groupby.html"><code>.groupby</code></a> has generated a <code>GroupBy</code> object. You can imagine this as a set of “mini” sub-DataFrames, where each subframe contains all of the rows from <code>babynames</code> that correspond to a particular year.</p>

diff --git a/docs/pandas_3/pandas_3.html b/docs/pandas_3/pandas_3.html
diff --git a/docs/regex/regex.html b/docs/regex/regex.html
@@ -227,6 +227,12 @@
   <a href="../gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>
@@ -646,11 +652,11 @@ <h4 data-number="6.2.1.2" class="anchored" data-anchor-id="canonicalization-with
 <span id="cb6-13"><a href="#cb6-13" aria-hidden="true" tabindex="-1"></a>county_and_state[<span class="st">'clean_county_pandas'</span>] <span class="op">=</span> canonicalize_county_series(county_and_state[<span class="st">'County'</span>])</span>
 <span id="cb6-14"><a href="#cb6-14" aria-hidden="true" tabindex="-1"></a>display(county_and_pop), display(county_and_state)<span class="op">;</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stderr">
-<pre><code>/var/folders/sy/b85yc0p951zdr__z5hvdmbjm0000gn/T/ipykernel_31312/2523629438.py:7: FutureWarning:
+<pre><code>/var/folders/7t/zbwy02ts2m7cn64fvwjqb8xw0000gp/T/ipykernel_97476/2523629438.py:3: FutureWarning:
 
 The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.
 
-/var/folders/sy/b85yc0p951zdr__z5hvdmbjm0000gn/T/ipykernel_31312/2523629438.py:7: FutureWarning:
+/var/folders/7t/zbwy02ts2m7cn64fvwjqb8xw0000gp/T/ipykernel_97476/2523629438.py:3: FutureWarning:
 
 The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.
 </code></pre>

diff --git a/docs/sampling/sampling.html b/docs/sampling/sampling.html
@@ -227,6 +227,12 @@
   <a href="../gradient_descent/gradient_descent.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">13</span>&nbsp; <span class="chapter-title">Gradient Descent</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../feature_engineering/feature_engineering.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Sklearn and Feature Engineering</span></span></a>
+  </div>
 </li>
     </ul>
     </div>
@@ -656,7 +662,7 @@ <h4 data-number="9.3.3.3" class="anchored" data-anchor-id="simple-random-sample"
 <span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>random_sample <span class="op">=</span> movie.sample(n, replace <span class="op">=</span> <span class="va">False</span>) <span class="co">## By default, replace = False</span></span>
 <span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a>np.mean(random_sample[<span class="st">"barbie"</span>])</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="9">
-<pre><code>0.5292880276909037</code></pre>
+<pre><code>0.5312997362241093</code></pre>
 </div>
 </div>
 <p>This is very close to the actual vote of 0.5302792307692308!</p>
@@ -674,7 +680,7 @@ <h4 data-number="9.3.3.3" class="anchored" data-anchor-id="simple-random-sample"
 <span id="cb15-10"><a href="#cb15-10" aria-hidden="true" tabindex="-1"></a>Markdown(<span class="ss">f"**Actual** = </span><span class="sc">{</span>actual_barbie<span class="sc">:.4f}</span><span class="ss">, **Sample** = </span><span class="sc">{</span>sample_barbie<span class="sc">:.4f}</span><span class="ss">, "</span></span>
 <span id="cb15-11"><a href="#cb15-11" aria-hidden="true" tabindex="-1"></a>         <span class="ss">f"**Err** = </span><span class="sc">{</span><span class="dv">100</span><span class="op">*</span>err<span class="sc">:.2f}</span><span class="ss">%."</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="10">
-<p><strong>Actual</strong> = 0.5303, <strong>Sample</strong> = 0.5262, <strong>Err</strong> = 0.76%.</p>
+<p><strong>Actual</strong> = 0.5303, <strong>Sample</strong> = 0.5350, <strong>Err</strong> = 0.89%.</p>
 </div>
 </div>
 <p>We’ll learn how to choose this number when we (re)learn the Central Limit Theorem later in the semester.</p>
@@ -699,15 +705,15 @@ <h4 data-number="9.3.3.4" class="anchored" data-anchor-id="quantifying-chance-er
 <span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>ax.axvline(actual_barbie, color<span class="op">=</span><span class="st">"orange"</span>, lw<span class="op">=</span><span class="dv">4</span>)<span class="op">;</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </details>
 <div class="cell-output cell-output-display">
-<p><img src="sampling_files/figure-html/cell-13-output-1.png" width="605" height="421"></p>
+<p><img src="sampling_files/figure-html/cell-13-output-1.png" width="627" height="421"></p>
 </div>
 </div>
 <p>What fraction of these simulated samples would have predicted Barbie?</p>
 <div class="cell" data-execution_count="13">
 <div class="sourceCode cell-code" id="cb18"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>poll_result <span class="op">=</span> pd.Series(poll_result)</span>
 <span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>np.<span class="bu">sum</span>(poll_result <span class="op">&gt;</span> <span class="fl">0.5</span>)<span class="op">/</span><span class="dv">1000</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="13">
-<pre><code>0.954</code></pre>
+<pre><code>0.953</code></pre>
 </div>
 </div>
 <p>You can see the curve looks roughly Gaussian/normal. Using KDE:</p>
@@ -717,7 +723,7 @@ <h4 data-number="9.3.3.4" class="anchored" data-anchor-id="quantifying-chance-er
 <div class="sourceCode cell-code" id="cb20"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a>sns.histplot(poll_result, stat<span class="op">=</span><span class="st">'density'</span>, kde<span class="op">=</span><span class="va">True</span>)<span class="op">;</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </details>
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-<p><img src="sampling_files/figure-html/cell-15-output-1.png" width="605" height="421"></p>
+<p><img src="sampling_files/figure-html/cell-15-output-1.png" width="627" height="421"></p>
 </div>
 </div>
 </section>

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diff --git a/docs/sampling/sampling_files/figure-html/cell-15-output-1.png b/docs/sampling/sampling_files/figure-html/cell-15-output-1.png
diff --git a/docs/sampling/sampling_files/figure-html/cell-9-output-1.png b/docs/sampling/sampling_files/figure-html/cell-9-output-1.png