rerendered book

docs/noj_book.ml_basic.html

@@ -1423,9 +1423,9 @@ <h2 data-number="3.5" class="anchored" data-anchor-id="random-forrest"><span cla
 <span id="cb41-10"><a href="#cb41-10" aria-hidden="true" tabindex="-1"></a> <span class="kw">reverse</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="cb42"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb42-1"><a href="#cb42-1" aria-hidden="true" tabindex="-1"></a>({<span class="at">:predictor</span> <span class="at">:sex</span>, <span class="at">:importance</span> <span class="fl">42.490061768315336</span>}</span>
-<span id="cb42-2"><a href="#cb42-2" aria-hidden="true" tabindex="-1"></a> {<span class="at">:predictor</span> <span class="at">:pclass</span>, <span class="at">:importance</span> <span class="fl">9.756732981329696</span>}</span>
-<span id="cb42-3"><a href="#cb42-3" aria-hidden="true" tabindex="-1"></a> {<span class="at">:predictor</span> <span class="at">:embarked</span>, <span class="at">:importance</span> <span class="fl">1.7692050967497492</span>})</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode" id="cb42"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb42-1"><a href="#cb42-1" aria-hidden="true" tabindex="-1"></a>({<span class="at">:predictor</span> <span class="at">:sex</span>, <span class="at">:importance</span> <span class="fl">42.576035884688864</span>}</span>
+<span id="cb42-2"><a href="#cb42-2" aria-hidden="true" tabindex="-1"></a> {<span class="at">:predictor</span> <span class="at">:pclass</span>, <span class="at">:importance</span> <span class="fl">9.375033745517847</span>}</span>
+<span id="cb42-3"><a href="#cb42-3" aria-hidden="true" tabindex="-1"></a> {<span class="at">:predictor</span> <span class="at">:embarked</span>, <span class="at">:importance</span> <span class="fl">1.8356778147096064</span>})</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <p>we can see that :sex is more important to predict :survived then :pclass and :embark</p>
 </section>

docs/noj_book.statistics.html

@@ -290,12 +290,12 @@ <h2 data-number="8.2" class="anchored" data-anchor-id="multivariate-regression">
 <span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a> <span class="at">:target-columns</span> [<span class="at">:sepal-length</span>],</span>
 <span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a> <span class="at">:explained</span> #function[clojure.lang.AFunction/<span class="dv">1</span>],</span>
 <span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a> <span class="at">:R2</span> <span class="fl">0.8582120394596505</span>,</span>
-<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a> <span class="at">:id</span> #uuid <span class="st">"ce9b7469-4f95-4000-891a-dc933692de77"</span>,</span>
+<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a> <span class="at">:id</span> #uuid <span class="st">"f8348873-e3a6-48a6-a07d-a55288777eb8"</span>,</span>
 <span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a> <span class="at">:predictions</span> #tech.v3.dataset.column&lt;float64&gt;[<span class="dv">150</span>]</span>
 <span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a><span class="at">:sepal-length</span></span>
 <span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a>[<span class="fl">5.022</span>, <span class="fl">4.724</span>, <span class="fl">4.775</span>, <span class="fl">4.851</span>, <span class="fl">5.081</span>, <span class="fl">5.360</span>, <span class="fl">4.911</span>, <span class="fl">5.030</span>, <span class="fl">4.664</span>, <span class="fl">4.903</span>, <span class="fl">5.209</span>, <span class="fl">5.098</span>, <span class="fl">4.775</span>, <span class="fl">4.572</span>, <span class="fl">5.184</span>, <span class="fl">5.522</span>, <span class="fl">5.089</span>, <span class="fl">4.970</span>, <span class="fl">5.352</span>, <span class="dv">5</span>.<span class="dv">217</span>...],</span>
 <span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a> <span class="at">:predict</span></span>
-<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a> #function[scicloj.noj.v1.stats/regression-model/predict--<span class="dv">48410</span>],</span>
+<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a> #function[scicloj.noj.v1.stats/regression-model/predict--<span class="dv">67703</span>],</span>
 <span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a> <span class="at">:options</span> {<span class="at">:model-type</span> <span class="at">:smile.regression/elastic-net</span>}}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <div class="sourceClojure">
@@ -311,12 +311,12 @@ <h2 data-number="8.2" class="anchored" data-anchor-id="multivariate-regression">
 <span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> <span class="at">:target-columns</span> [<span class="at">:sepal-length</span>],</span>
 <span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> <span class="at">:explained</span> #function[clojure.lang.AFunction/<span class="dv">1</span>],</span>
 <span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a> <span class="at">:R2</span> <span class="fl">0.8586117200663171</span>,</span>
-<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a> <span class="at">:id</span> #uuid <span class="st">"2927cefe-0ec7-4d8a-806b-8306ea601251"</span>,</span>
+<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a> <span class="at">:id</span> #uuid <span class="st">"8c333ffb-c319-48dc-a236-8db6daa80ef6"</span>,</span>
 <span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a> <span class="at">:predictions</span> #tech.v3.dataset.column&lt;float64&gt;[<span class="dv">150</span>]</span>
 <span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a><span class="at">:sepal-length</span></span>
 <span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a>[<span class="fl">5.015</span>, <span class="fl">4.690</span>, <span class="fl">4.749</span>, <span class="fl">4.826</span>, <span class="fl">5.080</span>, <span class="fl">5.377</span>, <span class="fl">4.895</span>, <span class="fl">5.021</span>, <span class="fl">4.625</span>, <span class="fl">4.882</span>, <span class="fl">5.216</span>, <span class="fl">5.092</span>, <span class="fl">4.746</span>, <span class="fl">4.533</span>, <span class="fl">5.199</span>, <span class="fl">5.561</span>, <span class="fl">5.094</span>, <span class="fl">4.960</span>, <span class="fl">5.368</span>, <span class="dv">5</span>.<span class="dv">226</span>...],</span>
 <span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a> <span class="at">:predict</span></span>
-<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a> #function[scicloj.noj.v1.stats/regression-model/predict--<span class="dv">48410</span>],</span>
+<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a> #function[scicloj.noj.v1.stats/regression-model/predict--<span class="dv">67703</span>],</span>
 <span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a> <span class="at">:options</span> {<span class="at">:model-type</span> <span class="at">:smile.regression/ordinary-least-square</span>}}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <p>The <code>stats/linear-regression-model</code> convenience function uses specifically the <code>:smile.regression/ordinary-least-square</code> model type.</p>
@@ -332,12 +332,12 @@ <h2 data-number="8.2" class="anchored" data-anchor-id="multivariate-regression">
 <span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> <span class="at">:target-columns</span> [<span class="at">:sepal-length</span>],</span>
 <span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a> <span class="at">:explained</span> #function[clojure.lang.AFunction/<span class="dv">1</span>],</span>
 <span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a> <span class="at">:R2</span> <span class="fl">0.8586117200663171</span>,</span>
-<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a> <span class="at">:id</span> #uuid <span class="st">"80dcb40e-a0f0-49bb-aa2e-456e41c90c9c"</span>,</span>
+<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a> <span class="at">:id</span> #uuid <span class="st">"882010f3-8cd5-435f-9c00-536890cac437"</span>,</span>
 <span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a> <span class="at">:predictions</span> #tech.v3.dataset.column&lt;float64&gt;[<span class="dv">150</span>]</span>
 <span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a><span class="at">:sepal-length</span></span>
 <span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a>[<span class="fl">5.015</span>, <span class="fl">4.690</span>, <span class="fl">4.749</span>, <span class="fl">4.826</span>, <span class="fl">5.080</span>, <span class="fl">5.377</span>, <span class="fl">4.895</span>, <span class="fl">5.021</span>, <span class="fl">4.625</span>, <span class="fl">4.882</span>, <span class="fl">5.216</span>, <span class="fl">5.092</span>, <span class="fl">4.746</span>, <span class="fl">4.533</span>, <span class="fl">5.199</span>, <span class="fl">5.561</span>, <span class="fl">5.094</span>, <span class="fl">4.960</span>, <span class="fl">5.368</span>, <span class="dv">5</span>.<span class="dv">226</span>...],</span>
 <span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a> <span class="at">:predict</span></span>
-<span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a> #function[scicloj.noj.v1.stats/regression-model/predict--<span class="dv">48410</span>],</span>
+<span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a> #function[scicloj.noj.v1.stats/regression-model/predict--<span class="dv">67703</span>],</span>
 <span id="cb8-11"><a href="#cb8-11" aria-hidden="true" tabindex="-1"></a> <span class="at">:options</span> {<span class="at">:model-type</span> <span class="at">:smile.regression/ordinary-least-square</span>}}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 </section>
@@ -598,7 +598,7 @@ <h2 data-number="8.3" class="anchored" data-anchor-id="adding-regression-predict
 <span id="cb11-7"><a href="#cb11-7" aria-hidden="true" tabindex="-1"></a>  <span class="at">:target-columns</span> [<span class="at">:sepal-length</span>],</span>
 <span id="cb11-8"><a href="#cb11-8" aria-hidden="true" tabindex="-1"></a>  <span class="at">:explained</span> #function[clojure.lang.AFunction/<span class="dv">1</span>],</span>
 <span id="cb11-9"><a href="#cb11-9" aria-hidden="true" tabindex="-1"></a>  <span class="at">:R2</span> <span class="fl">0.8586117200663171</span>,</span>
-<span id="cb11-10"><a href="#cb11-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">:id</span> #uuid <span class="st">"4d80c7c6-75de-4a28-a4dc-ae593ca9a01e"</span>,</span>
+<span id="cb11-10"><a href="#cb11-10" aria-hidden="true" tabindex="-1"></a>  <span class="at">:id</span> #uuid <span class="st">"e6d51e1d-feee-4c2a-b3ed-34da4ec461b0"</span>,</span>
 <span id="cb11-11"><a href="#cb11-11" aria-hidden="true" tabindex="-1"></a>  <span class="at">:options</span> {<span class="at">:model-type</span> <span class="at">:smile.regression/ordinary-least-square</span>}}}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <div style="background-color:grey;height:2px;width:100%;"></div>

docs/noj_book.visualization.html

@@ -310,7 +310,7 @@ <h3 data-number="9.1.1" class="anchored" data-anchor-id="a-simple-plot"><span cl
 <span id="cb5-8"><a href="#cb5-8" aria-hidden="true" tabindex="-1"></a> <span class="at">:height</span> <span class="dv">300</span>,</span>
 <span id="cb5-9"><a href="#cb5-9" aria-hidden="true" tabindex="-1"></a> <span class="at">:data</span></span>
 <span id="cb5-10"><a href="#cb5-10" aria-hidden="true" tabindex="-1"></a> {<span class="at">:values</span></span>
-<span id="cb5-11"><a href="#cb5-11" aria-hidden="true" tabindex="-1"></a>  <span class="st">"x,y</span><span class="sc">\n</span><span class="st">0,0.2616107448828564</span><span class="sc">\n</span><span class="st">1,0.28096576268166706</span><span class="sc">\n</span><span class="st">2,0.13496254807998198</span><span class="sc">\n</span><span class="st">3,0.11452607518764868</span><span class="sc">\n</span><span class="st">4,-0.06450534372386818</span><span class="sc">\n</span><span class="st">5,-0.3818895549593462</span><span class="sc">\n</span><span class="st">6,-0.4886506890941922</span><span class="sc">\n</span><span class="st">7,-0.4334377583334832</span><span class="sc">\n</span><span class="st">8,-0.37995024802729116</span><span class="sc">\n</span><span class="st">9,-0.3367772048013423</span><span class="sc">\n</span><span class="st">10,-0.3610744059386739</span><span class="sc">\n</span><span class="st">11,-0.32117329496276803</span><span class="sc">\n</span><span class="st">12,-0.1053564008588096</span><span class="sc">\n</span><span class="st">13,0.25248252156371265</span><span class="sc">\n</span><span class="st">14,-0.2098044038446506</span><span class="sc">\n</span><span class="st">15,-0.4008769516007825</span><span class="sc">\n</span><span class="st">16,-0.5492654813034263</span><span class="sc">\n</span><span class="st">17,-0.4311268929201034</span><span class="sc">\n</span><span class="st">18,-0.5557677513430094</span><span class="sc">\n</span><span class="st">19,-0.33558195838389193</span><span class="sc">\n</span><span class="st">"</span>,</span>
+<span id="cb5-11"><a href="#cb5-11" aria-hidden="true" tabindex="-1"></a>  <span class="st">"x,y</span><span class="sc">\n</span><span class="st">0,-0.3357065033974215</span><span class="sc">\n</span><span class="st">1,-0.18611080912043554</span><span class="sc">\n</span><span class="st">2,-0.44064789587003306</span><span class="sc">\n</span><span class="st">3,-0.580000839787077</span><span class="sc">\n</span><span class="st">4,-0.8776368085031345</span><span class="sc">\n</span><span class="st">5,-0.38262074416833236</span><span class="sc">\n</span><span class="st">6,0.005803085083473047</span><span class="sc">\n</span><span class="st">7,-0.12610481094773063</span><span class="sc">\n</span><span class="st">8,0.35074354779160966</span><span class="sc">\n</span><span class="st">9,0.6155179862184389</span><span class="sc">\n</span><span class="st">10,1.0464407307622878</span><span class="sc">\n</span><span class="st">11,1.372296881421318</span><span class="sc">\n</span><span class="st">12,0.9860036280125484</span><span class="sc">\n</span><span class="st">13,0.5037787347944821</span><span class="sc">\n</span><span class="st">14,0.41832752436339815</span><span class="sc">\n</span><span class="st">15,-0.06478842903553139</span><span class="sc">\n</span><span class="st">16,-0.15175546785604666</span><span class="sc">\n</span><span class="st">17,-0.20490700170650533</span><span class="sc">\n</span><span class="st">18,-0.2331403926972372</span><span class="sc">\n</span><span class="st">19,-0.16364365223859523</span><span class="sc">\n</span><span class="st">"</span>,</span>
 <span id="cb5-12"><a href="#cb5-12" aria-hidden="true" tabindex="-1"></a>  <span class="at">:format</span> {<span class="at">:type</span> <span class="st">"csv"</span>}}}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 </section>

docs/noj_book.visualization_files/0.csv

@@ -1,21 +1,21 @@
 x,y
-0,0.2616107448828564
-1,0.28096576268166706
-2,0.13496254807998198
-3,0.11452607518764868
-4,-0.06450534372386818
-5,-0.3818895549593462
-6,-0.4886506890941922
-7,-0.4334377583334832
-8,-0.37995024802729116
-9,-0.3367772048013423
-10,-0.3610744059386739
-11,-0.32117329496276803
-12,-0.1053564008588096
-13,0.25248252156371265
-14,-0.2098044038446506
-15,-0.4008769516007825
-16,-0.5492654813034263
-17,-0.4311268929201034
-18,-0.5557677513430094
-19,-0.33558195838389193
+0,-0.3357065033974215
+1,-0.18611080912043554
+2,-0.44064789587003306
+3,-0.580000839787077
+4,-0.8776368085031345
+5,-0.38262074416833236
+6,0.005803085083473047
+7,-0.12610481094773063
+8,0.35074354779160966
+9,0.6155179862184389
+10,1.0464407307622878
+11,1.372296881421318
+12,0.9860036280125484
+13,0.5037787347944821
+14,0.41832752436339815
+15,-0.06478842903553139
+16,-0.15175546785604666
+17,-0.20490700170650533
+18,-0.2331403926972372
+19,-0.16364365223859523