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diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/examples/bio_custom/bio_custom.doctree b/.doctrees/examples/bio_custom/bio_custom.doctree
diff --git a/.doctrees/examples/bio_eventrelated/bio_eventrelated.doctree b/.doctrees/examples/bio_eventrelated/bio_eventrelated.doctree
diff --git a/.doctrees/examples/ecg_generate_12leads/ecg_generate_12leads.doctree b/.doctrees/examples/ecg_generate_12leads/ecg_generate_12leads.doctree
diff --git a/.doctrees/examples/ecg_heartbeats/ecg_heartbeats.doctree b/.doctrees/examples/ecg_heartbeats/ecg_heartbeats.doctree
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diff --git a/examples/bio_custom/bio_custom.html b/examples/bio_custom/bio_custom.html
@@ -480,7 +480,7 @@ <h2>The Default NeuroKit processing pipeline<a class="headerlink" href="#the-def
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/3f0aa988c076773b742ff66f4f9adb6e7a4799a949a9fda4b16b6baf065ee946.png" src="../../_images/3f0aa988c076773b742ff66f4f9adb6e7a4799a949a9fda4b16b6baf065ee946.png" />
+<img alt="../../_images/09c337a9ba3be94cf5d65bfbd0f4431a0e2212195c11cd5aaa2aea252c476923.png" src="../../_images/09c337a9ba3be94cf5d65bfbd0f4431a0e2212195c11cd5aaa2aea252c476923.png" />
 </div>
 </div>
 </section>
@@ -528,7 +528,7 @@ <h2>Building your own <code class="docutils literal notranslate"><span class="pr
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/5fd97e853534a6cbfec9d9deadd4d05894bc45474a458905a0d3579c287e5268.png" src="../../_images/5fd97e853534a6cbfec9d9deadd4d05894bc45474a458905a0d3579c287e5268.png" />
+<img alt="../../_images/3d88f07d64774a6ef51c37b4e234cacab436fd2689357fc924ef10fba700e022.png" src="../../_images/3d88f07d64774a6ef51c37b4e234cacab436fd2689357fc924ef10fba700e022.png" />
 </div>
 </div>
 </section>
@@ -620,7 +620,7 @@ <h2>Customize even more!<a class="headerlink" href="#customize-even-more" title=
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/e28a255ce1ac06f48350541b5c72dfb2bc4bb2adc3dbb518faaaaea60c60c41d.png" src="../../_images/e28a255ce1ac06f48350541b5c72dfb2bc4bb2adc3dbb518faaaaea60c60c41d.png" />
+<img alt="../../_images/5301ff37418df5c069c7541d0ad75979bf9008ab1a237b3bdf3dfe0a99e16626.png" src="../../_images/5301ff37418df5c069c7541d0ad75979bf9008ab1a237b3bdf3dfe0a99e16626.png" />
 </div>
 </div>
 <p>This doesn’t look bad :) <strong>Can you do better?</strong></p>

diff --git a/examples/bio_eventrelated/bio_eventrelated.html b/examples/bio_eventrelated/bio_eventrelated.html
@@ -515,7 +515,7 @@ <h2>Find Events<a class="headerlink" href="#find-events" title="Permalink to thi
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/c0a92c78e34d6ea09659a216e1a9f94e5f78fa7aadcb9da42c1cd4d137becf75.png" src="../../_images/c0a92c78e34d6ea09659a216e1a9f94e5f78fa7aadcb9da42c1cd4d137becf75.png" />
+<img alt="../../_images/547dd419fe938a125029b8d3dd833de3dbd0e55cbf7bda48cd50a85bfd27701f.png" src="../../_images/547dd419fe938a125029b8d3dd833de3dbd0e55cbf7bda48cd50a85bfd27701f.png" />
 </div>
 </div>
 <p>The output of <a class="reference external" href="https://neuropsychology.github.io/NeuroKit/functions/functions_events.html#events-plot">events_plot()</a> shows the corresponding events in the signal, with the blue dashed line representing a Negative event and red dashed line representing a Neutral event.</p>
@@ -626,11 +626,11 @@ <h2>Manually Extract Event Related Features<a class="headerlink" href="#manually
 </div>
 </div>
 <div class="cell_output docutils container">
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+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>C:\Users\runneradmin\AppData\Local\Temp\ipykernel_2404\4246861920.py:12: FutureWarning: The behavior of obj[i:j] with a float-dtype index is deprecated. In a future version, this will be treated as positional instead of label-based. For label-based slicing, use obj.loc[i:j] instead
   ecg_mean = epoch[&quot;ECG_Rate&quot;][0:4].mean()  # Mean heart rate in the 0-4 seconds
-C:\Users\runneradmin\AppData\Local\Temp\ipykernel_2976\4246861920.py:18: FutureWarning: The behavior of obj[i:j] with a float-dtype index is deprecated. In a future version, this will be treated as positional instead of label-based. For label-based slicing, use obj.loc[i:j] instead
+C:\Users\runneradmin\AppData\Local\Temp\ipykernel_2404\4246861920.py:18: FutureWarning: The behavior of obj[i:j] with a float-dtype index is deprecated. In a future version, this will be treated as positional instead of label-based. For label-based slicing, use obj.loc[i:j] instead
   rsp_rate = epoch[&quot;RSP_Rate&quot;][0:6].mean()  # Longer window for RSP that has a slower dynamic
-C:\Users\runneradmin\AppData\Local\Temp\ipykernel_2976\4246861920.py:24: FutureWarning: The behavior of obj[i:j] with a float-dtype index is deprecated. In a future version, this will be treated as positional instead of label-based. For label-based slicing, use obj.loc[i:j] instead
+C:\Users\runneradmin\AppData\Local\Temp\ipykernel_2404\4246861920.py:24: FutureWarning: The behavior of obj[i:j] with a float-dtype index is deprecated. In a future version, this will be treated as positional instead of label-based. For label-based slicing, use obj.loc[i:j] instead
   scr_max = epoch[&quot;SCR_Amplitude&quot;][0:6].max()  # Maximum SCR peak
 </pre></div>
 </div>

diff --git a/examples/ecg_generate_12leads/ecg_generate_12leads.html b/examples/ecg_generate_12leads/ecg_generate_12leads.html
@@ -466,7 +466,7 @@ <h2>Normal Multi-lead ECG<a class="headerlink" href="#normal-multi-lead-ecg" tit
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+<img alt="../../_images/e41100aafd8b188faa8e7d25661a34c875b30e88b81a73a527e18697a3b68b95.png" src="../../_images/e41100aafd8b188faa8e7d25661a34c875b30e88b81a73a527e18697a3b68b95.png" />
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diff --git a/examples/ecg_heartbeats/ecg_heartbeats.html b/examples/ecg_heartbeats/ecg_heartbeats.html
@@ -505,7 +505,7 @@ <h2>Extract R-peaks location<a class="headerlink" href="#extract-r-peaks-locatio
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 </div>
 </div>
 <p>Once that we know where the R-peaks are located, we can create windows of signal around them (of a length of for instance 1 second, ranging from 400 ms before the R-peak), which we can refer to as <em>epochs</em>.</p>
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 <p>This create a dictionary of dataframes for each ‘epoch’ (in this case, each heart beat).</p>
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       <td>...</td>
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       <th>-0.283908</th>
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       <td>...</td>
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+      <td>-0.127892</td>
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   </tbody>
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@@ -835,7 +835,7 @@ <h3>Custom colors and legend<a class="headerlink" href="#custom-colors-and-legen
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+<img alt="../../_images/e5ca7ff9fae6b8732f7c445a22e0391dd6e64acd74410870f7a823225f9cc1a1.png" src="../../_images/e5ca7ff9fae6b8732f7c445a22e0391dd6e64acd74410870f7a823225f9cc1a1.png" />
 </div>
 </div>
 </section>

diff --git a/examples/eda_peaks/eda_peaks.html b/examples/eda_peaks/eda_peaks.html
@@ -499,7 +499,7 @@ <h2>Locate Skin Conductance Response (SCR) features<a class="headerlink" href="#
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 </div>
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+<img alt="../../_images/2909279ee98f3256ee76b4133891841f7e9f26eb40ad381e89a7d7e339605a47.png" src="../../_images/2909279ee98f3256ee76b4133891841f7e9f26eb40ad381e89a7d7e339605a47.png" />
 </div>
 </div>
 </section>
@@ -528,7 +528,7 @@ <h2>Decompose EDA into Phasic and Tonic components<a class="headerlink" href="#d
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: &gt;
 </pre></div>
 </div>
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+<img alt="../../_images/04f4330803fbcb7d321567fec0012515992f9b82683d64b9b532dec6312fd6a8.png" src="../../_images/04f4330803fbcb7d321567fec0012515992f9b82683d64b9b532dec6312fd6a8.png" />
 </div>
 </div>
 </section>
@@ -547,7 +547,7 @@ <h2>Quick Plot<a class="headerlink" href="#quick-plot" title="Permalink to this
   warn(
 </pre></div>
 </div>
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+<img alt="../../_images/9b9f7020791036f47ecc4b5da524654b8e63586051c701024f0f7e3a61030b50.png" src="../../_images/9b9f7020791036f47ecc4b5da524654b8e63586051c701024f0f7e3a61030b50.png" />
 </div>
 </div>
 </section>