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diff --git a/Chapter1-GettingStarted/1.1_open_reproducible_science.html b/Chapter1-GettingStarted/1.1_open_reproducible_science.html
@@ -216,27 +216,32 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
   </a>
  </li>
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_synthetic_noise.html">
+   2.9 Synthetic noise
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
    2.9 Feature engineering
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_MLready_data.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
    2.11 ML-ready data
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diff --git a/Chapter1-GettingStarted/1.2_jupyter_environment.html b/Chapter1-GettingStarted/1.2_jupyter_environment.html
@@ -218,27 +218,32 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
   </a>
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_synthetic_noise.html">
+   2.9 Synthetic noise
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
    2.9 Feature engineering
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_MLready_data.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
    2.11 ML-ready data
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diff --git a/Chapter1-GettingStarted/1.3_python_environment.html b/Chapter1-GettingStarted/1.3_python_environment.html
@@ -218,27 +218,32 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
   </a>
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  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_synthetic_noise.html">
+   2.9 Synthetic noise
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
    2.9 Feature engineering
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
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  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_MLready_data.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
    2.11 ML-ready data
   </a>
  </li>

diff --git a/Chapter1-GettingStarted/1.4_computational_environments.html b/Chapter1-GettingStarted/1.4_computational_environments.html
@@ -216,27 +216,32 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_synthetic_noise.html">
+   2.9 Synthetic noise
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
    2.9 Feature engineering
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_MLready_data.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
    2.11 ML-ready data
   </a>
  </li>

diff --git a/Chapter1-GettingStarted/1.5_version_control_git.html b/Chapter1-GettingStarted/1.5_version_control_git.html
@@ -216,27 +216,32 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_synthetic_noise.html">
+   2.9 Synthetic noise
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
    2.9 Feature engineering
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_MLready_data.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
    2.11 ML-ready data
   </a>
  </li>

diff --git a/Chapter1-GettingStarted/1.6_data_gallery.html b/Chapter1-GettingStarted/1.6_data_gallery.html
@@ -216,27 +216,32 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_synthetic_noise.html">
+   2.9 Synthetic noise
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
    2.9 Feature engineering
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_MLready_data.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
    2.11 ML-ready data
   </a>
  </li>

diff --git a/Chapter1-GettingStarted/readme.html b/Chapter1-GettingStarted/readme.html
@@ -216,27 +216,32 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_synthetic_noise.html">
+   2.9 Synthetic noise
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
    2.9 Feature engineering
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_MLready_data.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
    2.11 ML-ready data
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  </li>

diff --git a/...Manipulation/2.9_feature_engineering.html → ...anipulation/2.10_feature_engineering.html b/...Manipulation/2.9_feature_engineering.html → ...anipulation/2.10_feature_engineering.html
@@ -54,8 +54,8 @@
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@@ -216,13 +216,18 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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-  <a class="reference internal" href="2.7_data_spectral_transforms.html">
+  <a class="reference internal" href="2.7_statistical_considerations.html">
+   2.7 Statistical Considerations for geoscientific Data and Noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="2.8_data_spectral_transforms.html">
    2.7 Spectral Transforms
   </a>
  </li>
  <li class="toctree-l1">
-  <a class="reference internal" href="2.8_statistical_considerations.html">
-   2.8 Statistical Considerations for geoscientific Data and Noise
+  <a class="reference internal" href="2.9_synthetic_noise.html">
+   2.9 Synthetic noise
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  <li class="toctree-l1 current active">
@@ -231,12 +236,12 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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-  <a class="reference internal" href="2.10_dimensionality_reduction.html">
+  <a class="reference internal" href="2.11_dimensionality_reduction.html">
    2.10 Dimensionality Reduction
   </a>
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  <li class="toctree-l1">
-  <a class="reference internal" href="2.11_MLready_data.html">
+  <a class="reference internal" href="2.12_MLready_data.html">
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@@ -454,7 +459,7 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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-        <a href="https://mybinder.org/v2/gh/geo-smart/mlgeo-book/main?urlpath=lab/tree/book/Chapter2-DataManipulation/2.9_feature_engineering.ipynb"
+        <a href="https://mybinder.org/v2/gh/geo-smart/mlgeo-book/main?urlpath=lab/tree/book/Chapter2-DataManipulation/2.10_feature_engineering.ipynb"
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@@ -514,7 +519,7 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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+        <a href="https://github.com/geo-smart/mlgeo-book/issues/new?title=Issue%20on%20page%20%2FChapter2-DataManipulation/2.10_feature_engineering.html&body=Your%20issue%20content%20here."
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@@ -531,7 +536,7 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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       <li>
-        <a href="https://github.com/geo-smart/mlgeo-book/edit/main/book/Chapter2-DataManipulation/2.9_feature_engineering.ipynb"
+        <a href="https://github.com/geo-smart/mlgeo-book/edit/main/book/Chapter2-DataManipulation/2.10_feature_engineering.ipynb"
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@@ -559,7 +564,7 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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-        <a href="../_sources/Chapter2-DataManipulation/2.9_feature_engineering.ipynb"
+        <a href="../_sources/Chapter2-DataManipulation/2.10_feature_engineering.ipynb"
    class="headerbtn"
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@@ -958,7 +963,7 @@ <h1>Metadata<a class="headerlink" href="#metadata" title="Permalink to this head
  &lt;BarContainer object of 10 artists&gt;)
 </pre></div>
 </div>
-<img alt="../_images/2.9_feature_engineering_15_1.png" src="../_images/2.9_feature_engineering_15_1.png" />
+<img alt="../_images/2.10_feature_engineering_15_1.png" src="../_images/2.10_feature_engineering_15_1.png" />
 </div>
 </div>
 <p>Now are read the data. It is stored in an HDF5 files under a finite number of groups. Each groups has an array of datasets that correspond to the waveforms. To link the metadata to the waveform files, the key trace_name has the dataset ID. The address is labeled as follows:</p>
@@ -1008,7 +1013,7 @@ <h1>Metadata<a class="headerlink" href="#metadata" title="Permalink to this head
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x1c90d4820&gt;]
 </pre></div>
 </div>
-<img alt="../_images/2.9_feature_engineering_22_2.png" src="../_images/2.9_feature_engineering_22_2.png" />
+<img alt="../_images/2.10_feature_engineering_22_2.png" src="../_images/2.10_feature_engineering_22_2.png" />
 </div>
 </div>
 <p>We will just extract the Z component and reshape them into a single array.</p>
@@ -1155,14 +1160,14 @@ <h1>Exploring the feature space<a class="headerlink" href="#exploring-the-featur
 
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