Generated by commit 12e1d01, pushed by GitHub run 17162258882.

Author: github-actions

_images/hist.png

@@ -49,7 +49,7 @@ <h1>Source code for datascience.maps</h1><div class="highlight"><pre>
 <span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">mpl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">pkg_resources</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">importlib.resources</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">branca.colormap</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">cm</span>
 
 <span class="kn">import</span><span class="w"> </span><span class="nn">abc</span>
@@ -1039,7 +1039,8 @@ <h1>Source code for datascience.maps</h1><div class="highlight"><pre>
 <span class="sd">        Table with latitude and longitude coordinates </span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="k">assert</span> <span class="s2">&quot;zip code&quot;</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">labels</span> <span class="ow">or</span> <span class="p">((</span><span class="s2">&quot;city&quot;</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">labels</span> <span class="ow">or</span> <span class="s2">&quot;county&quot;</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">labels</span><span class="p">)</span> <span class="ow">and</span> <span class="s2">&quot;state&quot;</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">labels</span><span class="p">)</span>
-    <span class="n">ref</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="n">pkg_resources</span><span class="o">.</span><span class="n">resource_filename</span><span class="p">(</span><span class="vm">__name__</span><span class="p">,</span> <span class="s2">&quot;geodata/geocode_states.csv&quot;</span><span class="p">))</span>
+    <span class="k">with</span> <span class="n">importlib</span><span class="o">.</span><span class="n">resources</span><span class="o">.</span><span class="n">files</span><span class="p">(</span><span class="n">__package__</span><span class="p">)</span><span class="o">.</span><span class="n">joinpath</span><span class="p">(</span><span class="s2">&quot;geodata/geocode_states.csv&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s2">&quot;r&quot;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s2">&quot;utf-8&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+        <span class="n">ref</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
 
     <span class="n">index_name</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">table</span><span class="o">.</span><span class="n">labels</span><span class="p">)</span> <span class="c1"># Ensures that index can&#39;t possibly be one of the preexisting columns</span>
     <span class="n">index_name</span> <span class="o">+=</span> <span class="s2">&quot; &quot;</span>

_images/hist_binned.png

@@ -49,7 +49,7 @@ <h1>Welcome to datascience’s documentation!<a class="headerlink" href="#welcom
 <dd class="field-odd"><p>0.17.6</p>
 </dd>
 <dt class="field-even">Date<span class="colon">:</span></dt>
-<dd class="field-even"><p>Jun 02, 2025</p>
+<dd class="field-even"><p>Aug 22, 2025</p>
 </dd>
 </dl>
 <p>The <code class="docutils literal notranslate"><span class="pre">datascience</span></code> package was written for use in Berkeley’s DS 8 course and

_images/hist_overlay.png

@@ -448,17 +448,17 @@ <h2><a class="toc-backref" href="#id5" role="doc-backlink">Visualizing Data</a><
 
 <span class="gp">In [47]: </span><span class="n">normal_data</span>
 <span class="gh">Out[47]: </span>
-<span class="go">data1     | data2</span>
-<span class="go">-1.20057  | 5.26343</span>
-<span class="go">2.01119   | 4.61466</span>
-<span class="go">3.17416   | -0.0940497</span>
-<span class="go">3.48384   | 1.35756</span>
-<span class="go">1.22408   | 3.90874</span>
-<span class="go">3.98062   | 5.76158</span>
-<span class="go">1.40427   | 2.84813</span>
-<span class="go">2.17119   | 6.77017</span>
-<span class="go">2.31505   | 2.92472</span>
-<span class="go">-0.291116 | 0.0595929</span>
+<span class="go">data1      | data2</span>
+<span class="go">-2.99136   | 7.5641</span>
+<span class="go">0.00337407 | 5.4377</span>
+<span class="go">1.27914    | 3.28751</span>
+<span class="go">5.39765    | 4.60697</span>
+<span class="go">1.74288    | 6.71235</span>
+<span class="go">2.17963    | 3.82164</span>
+<span class="go">1.31451    | -1.07203</span>
+<span class="go">-0.540435  | 3.42276</span>
+<span class="go">2.7143     | 1.26764</span>
+<span class="go">0.686547   | 5.09049</span>
 <span class="go">... (90 rows omitted)</span>
 </pre></div>
 </div>
@@ -517,17 +517,17 @@ <h2><a class="toc-backref" href="#id6" role="doc-backlink">Exporting</a><a class
 converting to a pandas dataframe with <a class="reference internal" href="_autosummary/datascience.tables.Table.to_df.html#datascience.tables.Table.to_df" title="datascience.tables.Table.to_df"><code class="xref py py-meth docutils literal notranslate"><span class="pre">to_df()</span></code></a>:</p>
 <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [56]: </span><span class="n">normal_data</span>
 <span class="gh">Out[56]: </span>
-<span class="go">data1     | data2</span>
-<span class="go">-1.20057  | 5.26343</span>
-<span class="go">2.01119   | 4.61466</span>
-<span class="go">3.17416   | -0.0940497</span>
-<span class="go">3.48384   | 1.35756</span>
-<span class="go">1.22408   | 3.90874</span>
-<span class="go">3.98062   | 5.76158</span>
-<span class="go">1.40427   | 2.84813</span>
-<span class="go">2.17119   | 6.77017</span>
-<span class="go">2.31505   | 2.92472</span>
-<span class="go">-0.291116 | 0.0595929</span>
+<span class="go">data1      | data2</span>
+<span class="go">-2.99136   | 7.5641</span>
+<span class="go">0.00337407 | 5.4377</span>
+<span class="go">1.27914    | 3.28751</span>
+<span class="go">5.39765    | 4.60697</span>
+<span class="go">1.74288    | 6.71235</span>
+<span class="go">2.17963    | 3.82164</span>
+<span class="go">1.31451    | -1.07203</span>
+<span class="go">-0.540435  | 3.42276</span>
+<span class="go">2.7143     | 1.26764</span>
+<span class="go">0.686547   | 5.09049</span>
 <span class="go">... (90 rows omitted)</span>
 
 <span class="go"># index = False prevents row numbers from appearing in the resulting CSV</span>
@@ -643,8 +643,8 @@ <h2><a class="toc-backref" href="#id7" role="doc-backlink">An Example</a><a clas
 
 <span class="gp">In [73]: </span><span class="n">bootstrapped_diff_means</span><span class="p">[:</span><span class="mi">10</span><span class="p">]</span>
 <span class="gh">Out[73]: </span>
-<span class="go">array([ 0.84676631, -0.83530326,  1.51360361,  0.6342703 ,  0.54462574,</span>
-<span class="go">        0.07282173,  2.15473285, -0.60353764, -3.63166507,  0.79866843])</span>
+<span class="go">array([ 0.96867316,  1.72785472, -1.45550528, -1.10873745,  1.34046651,</span>
+<span class="go">       -1.56344745, -0.33782775,  1.10103752, -2.07664275,  1.3905084 ])</span>
 
 <span class="gp">In [74]: </span><span class="n">num_diffs_greater</span> <span class="o">=</span> <span class="p">(</span><span class="nb">abs</span><span class="p">(</span><span class="n">bootstrapped_diff_means</span><span class="p">)</span> <span class="o">&gt;</span> <span class="nb">abs</span><span class="p">(</span><span class="n">observed_diff</span><span class="p">))</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>