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daslu committed Sep 18, 2024
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3 changes: 1 addition & 2 deletions docs/index.html
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Expand Up @@ -280,8 +280,7 @@ <h1 class="title">Scinojure Documentation</h1>

<section id="preface" class="level1" data-number="1">
<h1 data-number="1"><span class="header-section-number">1</span> Preface</h1>
<p>Scinojure (“Noj”) is an entry point to the Clojure stack for data &amp; science.</p>
<p>It collects a few of the main libraries and documents common ways to use them together.</p>
<p>Scinojure (“Noj”) is an entry point to the Clojure stack for data &amp; science. It collects the main libraries together, as one documented and tested artifact.</p>
<p><strong>Source:</strong> <a href="https://github.com/scicloj/noj"><img src="https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge&amp;logo=github&amp;logoColor=white" class="img-fluid" alt="(GitHub repo)"></a></p>
<p><strong>Deps:</strong></p>
<div class="sourceCode" id="cb1"><pre class="sourceCode clj code-with-copy"><code class="sourceCode clojure"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>org.scicloj/noj {<span class="at">:git/url</span> <span class="st">"https://github.com/scicloj/noj.git"</span></span>
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294 changes: 147 additions & 147 deletions docs/noj_book.automl.html
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70 changes: 35 additions & 35 deletions docs/noj_book.interactions_ols.html
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Expand Up @@ -378,24 +378,24 @@ <h2 data-number="9.1" class="anchored" data-anchor-id="additive-model"><span cla
<tbody>
<tr class="odd">
<td>:sales</td>
<td style="text-align: right;">7.35205014</td>
<td style="text-align: right;">3.37650874</td>
<td style="text-align: right;">1.93951522E-11</td>
<td style="text-align: right;">0.45926084</td>
<td style="text-align: right;">7.98780536</td>
<td style="text-align: right;">3.55748887</td>
<td style="text-align: right;">6.40598685E-13</td>
<td style="text-align: right;">0.44536499</td>
</tr>
<tr class="even">
<td>:youtube</td>
<td style="text-align: right;">26.36537945</td>
<td style="text-align: right;">0.04606103</td>
<td style="text-align: right;">26.89657430</td>
<td style="text-align: right;">0.04695497</td>
<td style="text-align: right;">0.00000000E+00</td>
<td style="text-align: right;">0.00174703</td>
<td style="text-align: right;">0.00174576</td>
</tr>
<tr class="odd">
<td>:facebook</td>
<td style="text-align: right;">17.92754811</td>
<td style="text-align: right;">0.18867811</td>
<td style="text-align: right;">17.52815930</td>
<td style="text-align: right;">0.17980349</td>
<td style="text-align: right;">0.00000000E+00</td>
<td style="text-align: right;">0.01052448</td>
<td style="text-align: right;">0.01025798</td>
</tr>
</tbody>
</table>
Expand All @@ -406,14 +406,14 @@ <h2 data-number="9.1" class="anchored" data-anchor-id="additive-model"><span cla
<div class="sourceCode" id="cb8"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb9"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fl">1.7969781330389176</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb9"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fl">1.9376791164806795</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><span class="math inline">\(R^2\)</span></p>
<div class="sourceClojure">
<div class="sourceCode" id="cb10"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:other-metrices</span> <span class="kw">first</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb11"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9118440396123145</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb11"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9018341725053589</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="interaction-effects" class="level2" data-number="9.2">
Expand Down Expand Up @@ -444,11 +444,11 @@ <h2 data-number="9.2" class="anchored" data-anchor-id="interaction-effects"><spa
<p>_unnamed [4 5]:</p>
<table class="table">
<colgroup>
<col style="width: 27%">
<col style="width: 19%">
<col style="width: 17%">
<col style="width: 17%">
<col style="width: 17%">
<col style="width: 26%">
<col style="width: 18%">
<col style="width: 16%">
<col style="width: 22%">
<col style="width: 16%">
</colgroup>
<thead>
<tr class="header">
Expand All @@ -462,31 +462,31 @@ <h2 data-number="9.2" class="anchored" data-anchor-id="interaction-effects"><spa
<tbody>
<tr class="odd">
<td>:sales</td>
<td style="text-align: right;">21.97881517</td>
<td style="text-align: right;">8.20944066</td>
<td style="text-align: right;">0.00000000</td>
<td style="text-align: right;">0.37351607</td>
<td style="text-align: right;">19.00026201</td>
<td style="text-align: right;">8.20623875</td>
<td style="text-align: right;">0.00000000E+00</td>
<td style="text-align: right;">0.43190135</td>
</tr>
<tr class="even">
<td>:youtube</td>
<td style="text-align: right;">9.86342964</td>
<td style="text-align: right;">0.01865229</td>
<td style="text-align: right;">0.00000000</td>
<td style="text-align: right;">0.00189106</td>
<td style="text-align: right;">8.69178064</td>
<td style="text-align: right;">0.01841639</td>
<td style="text-align: right;">1.39888101E-14</td>
<td style="text-align: right;">0.00211883</td>
</tr>
<tr class="odd">
<td>:facebook</td>
<td style="text-align: right;">1.80017197</td>
<td style="text-align: right;">0.02045523</td>
<td style="text-align: right;">0.07417034</td>
<td style="text-align: right;">0.01136293</td>
<td style="text-align: right;">2.00426772</td>
<td style="text-align: right;">0.02395980</td>
<td style="text-align: right;">4.71354243E-02</td>
<td style="text-align: right;">0.01195439</td>
</tr>
<tr class="even">
<td>:youtube*facebook</td>
<td style="text-align: right;">17.03837770</td>
<td style="text-align: right;">0.00094339</td>
<td style="text-align: right;">0.00000000</td>
<td style="text-align: right;">0.00005537</td>
<td style="text-align: right;">15.89868034</td>
<td style="text-align: right;">0.00093210</td>
<td style="text-align: right;">0.00000000E+00</td>
<td style="text-align: right;">0.00005863</td>
</tr>
</tbody>
</table>
Expand All @@ -497,14 +497,14 @@ <h2 data-number="9.2" class="anchored" data-anchor-id="interaction-effects"><spa
<div class="sourceCode" id="cb15"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb16"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fl">1.0919873186443243</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb16"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.8718858981447783</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><span class="math inline">\(R^2\)</span></p>
<div class="sourceClojure">
<div class="sourceCode" id="cb17"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:other-metrices</span> <span class="kw">first</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb18"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9695967649412696</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb18"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9786125752745802</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><span class="math inline">\(RMSE\)</span> and <span class="math inline">\(R^2\)</span> of the intercation model are sligtly better.</p>
<p>These results suggest that the model with the interaction term is better than the model that contains only main effects. So, for this specific data, we should go for the model with the interaction model.</p>
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2 changes: 1 addition & 1 deletion docs/noj_book.visualizing_correlation_matrices.html
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