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diff --git a/Chapter1-GettingStarted/1.1_open_reproducible_science.html b/Chapter1-GettingStarted/1.1_open_reproducible_science.html
@@ -222,26 +222,31 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_filtering_data.html">
+   2.9 Filtering Data
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_synthetic_noise.html">
+   2.10 Synthetic noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_feature_engineering.html">
    2.9 Feature engineering
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    2.10 Dimensionality Reduction
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diff --git a/Chapter1-GettingStarted/1.2_jupyter_environment.html b/Chapter1-GettingStarted/1.2_jupyter_environment.html
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+   2.9 Filtering Data
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+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_synthetic_noise.html">
+   2.10 Synthetic noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_feature_engineering.html">
    2.9 Feature engineering
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diff --git a/Chapter1-GettingStarted/1.3_python_environment.html b/Chapter1-GettingStarted/1.3_python_environment.html
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+   2.9 Filtering Data
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+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_synthetic_noise.html">
+   2.10 Synthetic noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_feature_engineering.html">
    2.9 Feature engineering
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diff --git a/Chapter1-GettingStarted/1.4_computational_environments.html b/Chapter1-GettingStarted/1.4_computational_environments.html
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+   2.9 Filtering Data
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_synthetic_noise.html">
+   2.10 Synthetic noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_feature_engineering.html">
    2.9 Feature engineering
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
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    2.10 Dimensionality Reduction
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.12_MLready_data.html">
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diff --git a/Chapter1-GettingStarted/1.5_version_control_git.html b/Chapter1-GettingStarted/1.5_version_control_git.html
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+   2.9 Filtering Data
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_synthetic_noise.html">
+   2.10 Synthetic noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_feature_engineering.html">
    2.9 Feature engineering
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
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diff --git a/Chapter1-GettingStarted/1.6_data_gallery.html b/Chapter1-GettingStarted/1.6_data_gallery.html
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+   2.9 Filtering Data
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_synthetic_noise.html">
+   2.10 Synthetic noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_feature_engineering.html">
    2.9 Feature engineering
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
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diff --git a/Chapter1-GettingStarted/readme.html b/Chapter1-GettingStarted/readme.html
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+  <a class="reference internal" href="../Chapter2-DataManipulation/2.9_filtering_data.html">
+   2.9 Filtering Data
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_feature_engineering.html">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.10_synthetic_noise.html">
+   2.10 Synthetic noise
+  </a>
+ </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_feature_engineering.html">
    2.9 Feature engineering
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-  <a class="reference internal" href="../Chapter2-DataManipulation/2.11_dimensionality_reduction.html">
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