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diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -4,7 +4,6 @@ All notable changes to this project will be documented in this file. This change
 ## unreleased
 - updated deps
 
-
 ## [2-alpha5-SNAPSHOT] - 2024-08-25
 - version updates: metamorph.ml, scicloj.ml.tribuo - using mvn versions rather than git deps to resolve some conflicts
 

diff --git a/docs/index.html b/docs/index.html
@@ -237,6 +237,8 @@ <h1 class="title">Scinojure Documentation</h1>
 }
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diff --git a/docs/noj_book.automl.html b/docs/noj_book.automl.html
diff --git a/docs/noj_book.datasets.html b/docs/noj_book.datasets.html
@@ -263,6 +263,8 @@ <h1 class="title"><span class="chapter-number">9</span>&nbsp; <span class="chapt
 }
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diff --git a/docs/noj_book.interactions_ols.html b/docs/noj_book.interactions_ols.html
@@ -299,6 +299,8 @@ <h1 class="title"><span class="chapter-number">8</span>&nbsp; <span class="chapt
 }
 </style>
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@@ -376,24 +378,24 @@ <h2 data-number="8.1" class="anchored" data-anchor-id="additive-model"><span cla
 <tbody>
 <tr class="odd">
 <td>:sales</td>
-<td style="text-align: right;">8.28224401</td>
-<td style="text-align: right;">3.74026564</td>
-<td style="text-align: right;">1.27897692E-13</td>
-<td style="text-align: right;">0.45160051</td>
+<td style="text-align: right;">8.91426562</td>
+<td style="text-align: right;">3.78858122</td>
+<td style="text-align: right;">3.77475828E-15</td>
+<td style="text-align: right;">0.42500206</td>
 </tr>
 <tr class="even">
 <td>:youtube</td>
-<td style="text-align: right;">25.31583388</td>
-<td style="text-align: right;">0.04457599</td>
+<td style="text-align: right;">27.30817285</td>
+<td style="text-align: right;">0.04762760</td>
 <td style="text-align: right;">0.00000000E+00</td>
-<td style="text-align: right;">0.00176079</td>
+<td style="text-align: right;">0.00174408</td>
 </tr>
 <tr class="odd">
 <td>:facebook</td>
-<td style="text-align: right;">17.47154194</td>
-<td style="text-align: right;">0.18463652</td>
+<td style="text-align: right;">16.46764210</td>
+<td style="text-align: right;">0.16868244</td>
 <td style="text-align: right;">0.00000000E+00</td>
-<td style="text-align: right;">0.01056784</td>
+<td style="text-align: right;">0.01024327</td>
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@@ -404,14 +406,14 @@ <h2 data-number="8.1" 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">1.8774147801447245</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">2.0189400553227923</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">0.9238756366955202</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">0.8846834579752657</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="8.2">
@@ -460,31 +462,31 @@ <h2 data-number="8.2" class="anchored" data-anchor-id="interaction-effects"><spa
 <tbody>
 <tr class="odd">
 <td>:sales</td>
-<td style="text-align: right;">24.66535691</td>
-<td style="text-align: right;">7.82880378</td>
+<td style="text-align: right;">20.16528893</td>
+<td style="text-align: right;">7.91021487</td>
 <td style="text-align: right;">0.00000000</td>
-<td style="text-align: right;">0.31740079</td>
+<td style="text-align: right;">0.39226886</td>
 </tr>
 <tr class="even">
 <td>:youtube</td>
-<td style="text-align: right;">12.58639116</td>
-<td style="text-align: right;">0.02023406</td>
+<td style="text-align: right;">9.96093974</td>
+<td style="text-align: right;">0.01970855</td>
 <td style="text-align: right;">0.00000000</td>
-<td style="text-align: right;">0.00160761</td>
+<td style="text-align: right;">0.00197858</td>
 </tr>
 <tr class="odd">
 <td>:facebook</td>
-<td style="text-align: right;">4.42996133</td>
-<td style="text-align: right;">0.04320670</td>
-<td style="text-align: right;">0.00001991</td>
-<td style="text-align: right;">0.00975329</td>
+<td style="text-align: right;">2.23590405</td>
+<td style="text-align: right;">0.02730447</td>
+<td style="text-align: right;">0.02707669</td>
+<td style="text-align: right;">0.01221182</td>
 </tr>
 <tr class="even">
 <td>:youtube*facebook</td>
-<td style="text-align: right;">17.77867311</td>
-<td style="text-align: right;">0.00084701</td>
+<td style="text-align: right;">15.35678259</td>
+<td style="text-align: right;">0.00092404</td>
 <td style="text-align: right;">0.00000000</td>
-<td style="text-align: right;">0.00004764</td>
+<td style="text-align: right;">0.00006017</td>
 </tr>
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@@ -495,14 +497,14 @@ <h2 data-number="8.2" 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">1.4237504121856317</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">0.8599045611943678</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">0.9513241890843654</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">0.9851756958691773</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>

diff --git a/docs/noj_book.known_issues.html b/docs/noj_book.known_issues.html
@@ -229,6 +229,8 @@ <h1 class="title"><span class="chapter-number">4</span>&nbsp; <span class="chapt
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diff --git a/docs/noj_book.ml_basic.html b/docs/noj_book.ml_basic.html
@@ -277,6 +277,8 @@ <h1 class="title"><span class="chapter-number">5</span>&nbsp; <span class="chapt
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diff --git a/docs/noj_book.prepare_for_ml.html b/docs/noj_book.prepare_for_ml.html
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diff --git a/docs/noj_book.recommended_libraries.html b/docs/noj_book.recommended_libraries.html
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diff --git a/docs/noj_book.underlying_libraries.html b/docs/noj_book.underlying_libraries.html
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diff --git a/docs/noj_book.visualizing_correlation_matrices.html b/docs/noj_book.visualizing_correlation_matrices.html