Pushing the docs to main/ for branch: main, commit d88402f243d6c4ceb0…

…98f4245b8fe5d6a7bd0c43

main/.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: d13a73b29cddfd5260d5311c00453192
+config: afa8fb9e60b0f3e09463b2135f0d68b1
 tags: 645f666f9bcd5a90fca523b33c5a78b7

main/_sources/auto_examples/index.rst.txt

@@ -21,6 +21,7 @@ adding new ones please consult the guide on
 
     <div class="sphx-glr-thumbnails">
 
+.. thumbnail-parent-div-open
 
 .. raw:: html
 
@@ -209,6 +210,8 @@ adding new ones please consult the guide on
     </div>
 
 
+.. thumbnail-parent-div-close
+
 .. raw:: html
 
     </div>

main/_sources/auto_examples/plot_correlationremover_before_after.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_correlationremover_before_after.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -228,7 +228,7 @@ not all the correlation being projected away.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.325 seconds)
+   **Total running time of the script:** (0 minutes 1.233 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_correlationremover_before_after.py:

main/_sources/auto_examples/plot_credit_loan_decisions.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_credit_loan_decisions.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -604,7 +604,7 @@ individuals who defaulted on their loan.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7fc0029e8410>
+    <matplotlib.legend.Legend object at 0x7f942580d810>
 
 
 
@@ -2250,7 +2250,7 @@ Now, let's plot the performance trade-offs between all of our models.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7fc001697e10>
+    <matplotlib.legend.Legend object at 0x7f9425327f90>
 
 
 
@@ -2678,7 +2678,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 2.267 seconds)
+   **Total running time of the script:** (0 minutes 35.226 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_credit_loan_decisions.py:

main/_sources/auto_examples/plot_grid_search_census.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_grid_search_census.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -1114,7 +1114,7 @@ Fairlearn also provides functionality to compare models much more easily.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 21.758 seconds)
+   **Total running time of the script:** (1 minutes 13.903 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_grid_search_census.py:

main/_sources/auto_examples/plot_intersectional_bias.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_intersectional_bias.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -1460,7 +1460,7 @@ frequency of diagnoses, stratified by intersectional groups.
  .. code-block:: none
 
 
-    <seaborn.axisgrid.FacetGrid object at 0x7fc00288c7d0>
+    <seaborn.axisgrid.FacetGrid object at 0x7f942571ec10>
 
 
 
@@ -1844,83 +1844,83 @@ Gets the weights associated with each feature, and scales them from 0-100
         </tr>
         <tr>
           <th>Housing_Unstable</th>
-          <td>90.858667</td>
+          <td>90.862753</td>
         </tr>
         <tr>
           <th>Tension</th>
-          <td>87.331126</td>
+          <td>87.331084</td>
         </tr>
         <tr>
           <th>Race_White</th>
-          <td>82.567158</td>
+          <td>82.566618</td>
         </tr>
         <tr>
           <th>Delusion</th>
-          <td>55.672187</td>
+          <td>55.672065</td>
         </tr>
         <tr>
           <th>Unusual_Thought</th>
-          <td>53.262026</td>
+          <td>53.261854</td>
         </tr>
         <tr>
           <th>Suspicious</th>
-          <td>45.994293</td>
+          <td>45.994277</td>
         </tr>
         <tr>
           <th>Concentration</th>
-          <td>45.474043</td>
+          <td>45.473785</td>
         </tr>
         <tr>
           <th>Anhedonia</th>
-          <td>41.976241</td>
+          <td>41.976402</td>
         </tr>
         <tr>
           <th>Tired</th>
-          <td>41.872679</td>
+          <td>41.872836</td>
         </tr>
         <tr>
           <th>Delay_Yes</th>
-          <td>41.833929</td>
+          <td>41.833823</td>
         </tr>
         <tr>
           <th>Sex_Female</th>
-          <td>38.435612</td>
+          <td>38.435676</td>
         </tr>
         <tr>
           <th>Psychomotor</th>
-          <td>29.892928</td>
+          <td>29.892926</td>
         </tr>
         <tr>
           <th>Dep_Mood</th>
-          <td>26.117158</td>
+          <td>26.117380</td>
         </tr>
         <tr>
           <th>Withdrawal</th>
-          <td>18.919507</td>
+          <td>18.919386</td>
         </tr>
         <tr>
           <th>Race_Black</th>
-          <td>10.113573</td>
+          <td>10.113193</td>
         </tr>
         <tr>
           <th>Race_Asian</th>
-          <td>5.349694</td>
+          <td>5.349994</td>
         </tr>
         <tr>
           <th>Sleep</th>
-          <td>5.186809</td>
+          <td>5.186665</td>
         </tr>
         <tr>
           <th>Housing_Stable</th>
-          <td>2.546658</td>
+          <td>2.542913</td>
         </tr>
         <tr>
           <th>Passive</th>
-          <td>0.532386</td>
+          <td>0.532403</td>
         </tr>
         <tr>
           <th>Appetite</th>
-          <td>0.057274</td>
+          <td>0.057418</td>
         </tr>
         <tr>
           <th>Sex_Male</th>
@@ -2126,7 +2126,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.869 seconds)
+   **Total running time of the script:** (0 minutes 6.474 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_intersectional_bias.py:

main/_sources/auto_examples/plot_make_derived_metric.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_make_derived_metric.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -347,8 +347,8 @@ To show that the returned function also works with sample weights:
 
  .. code-block:: none
 
-    From MetricFrame: 0.8113886715651315
-    From function   : 0.8113886715651315
+    From MetricFrame: 0.8123446415532273
+    From function   : 0.8123446415532273
 
 
 
@@ -388,7 +388,7 @@ First we evaluate this with a :class:`fairlearn.metrics.MetricFrame`:
 
  .. code-block:: none
 
-    From frame: 0.03932269442263747
+    From frame: 0.012824921929684652
 
 
 
@@ -426,7 +426,7 @@ we do not need to use :func:`functools.partial` to bind the
 
  .. code-block:: none
 
-    From function: 0.03932269442263747
+    From function: 0.012824921929684652
 
 
 
@@ -473,7 +473,7 @@ find the minimum over the accuracy scores:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.288 seconds)
+   **Total running time of the script:** (0 minutes 1.197 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_make_derived_metric.py:

main/_sources/auto_examples/plot_metricframe_beyond_binary_classification.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_metricframe_beyond_binary_classification.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -519,7 +519,7 @@ work).
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.112 seconds)
+   **Total running time of the script:** (0 minutes 0.093 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_metricframe_beyond_binary_classification.py:

main/_sources/auto_examples/plot_mitigation_pipeline.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_mitigation_pipeline.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -234,7 +234,7 @@ using the step name followed by two underscores and :code:`sample_weight`.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 17.238 seconds)
+   **Total running time of the script:** (0 minutes 16.820 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_mitigation_pipeline.py:

main/_sources/auto_examples/plot_new_metrics.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_new_metrics.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -839,8 +839,8 @@ We can inspect the overall values, and check they are as expected:
 
  .. code-block:: none
 
-    selection_rate        0.195399
-    fbeta_06              0.689327
+    selection_rate        0.196233
+    fbeta_06              0.687769
     count             14653.000000
     dtype: float64
 
@@ -897,14 +897,14 @@ We can also see the effect on the metric being evaluated on the subgroups:
       <tbody>
         <tr>
           <th>Female</th>
-          <td>0.067033</td>
-          <td>0.620335</td>
+          <td>0.069993</td>
+          <td>0.646792</td>
           <td>4838.0</td>
         </tr>
         <tr>
           <th>Male</th>
-          <td>0.258424</td>
-          <td>0.698926</td>
+          <td>0.257862</td>
+          <td>0.693651</td>
           <td>9815.0</td>
         </tr>
       </tbody>
@@ -2270,7 +2270,7 @@ be handled similarly, in the cases that it is not a scalar.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.932 seconds)
+   **Total running time of the script:** (0 minutes 2.708 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_new_metrics.py:

main/_sources/auto_examples/plot_plotting_metrics_with_error.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_plotting_metrics_with_error.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -469,7 +469,7 @@ Customizing plots
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.381 seconds)
+   **Total running time of the script:** (0 minutes 1.170 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_plotting_metrics_with_error.py:

main/_sources/auto_examples/plot_quickstart.rst.txt

@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_auto_examples_plot_quickstart.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -197,7 +197,7 @@ MetricFrame visualizations
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.822 seconds)
+   **Total running time of the script:** (0 minutes 2.511 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_quickstart.py: