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diff --git a/.doctrees/api/geomstats.geometry.doctree b/.doctrees/api/geomstats.geometry.doctree
diff --git a/.doctrees/api/geomstats.test.doctree b/.doctrees/api/geomstats.test.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/notebooks/00_foundations__introduction_to_geomstats.doctree b/.doctrees/notebooks/00_foundations__introduction_to_geomstats.doctree
diff --git a/.doctrees/notebooks/01_foundations__manifolds.doctree b/.doctrees/notebooks/01_foundations__manifolds.doctree
diff --git a/.doctrees/notebooks/02_foundations__connection_riemannian_metric.doctree b/.doctrees/notebooks/02_foundations__connection_riemannian_metric.doctree
diff --git a/.doctrees/notebooks/11_real_world_applications__cell_shapes_analysis.doctree b/.doctrees/notebooks/11_real_world_applications__cell_shapes_analysis.doctree
diff --git a/...ees/notebooks/12_real_world_applications__emg_sign_classification_in_spd_manifold.doctree b/...ees/notebooks/12_real_world_applications__emg_sign_classification_in_spd_manifold.doctree
diff --git a/...ks/13_real_world_applications__graph_embedding_and_clustering_in_hyperbolic_space.doctree b/...ks/13_real_world_applications__graph_embedding_and_clustering_in_hyperbolic_space.doctree
diff --git a/.../notebooks/14_real_world_applications__hand_poses_analysis_in_kendall_shape_space.doctree b/.../notebooks/14_real_world_applications__hand_poses_analysis_in_kendall_shape_space.doctree
diff --git a/...oks/15_real_world_applications__optic_nerve_heads_analysis_in_kendall_shape_space.doctree b/...oks/15_real_world_applications__optic_nerve_heads_analysis_in_kendall_shape_space.doctree
diff --git a/.doctrees/notebooks/17_foundations__stratified_spaces.doctree b/.doctrees/notebooks/17_foundations__stratified_spaces.doctree
diff --git a/.doctrees/notebooks/18_real_world_applications__sao_paulo_traffic_optimization.doctree b/.doctrees/notebooks/18_real_world_applications__sao_paulo_traffic_optimization.doctree
diff --git a/_modules/geomstats/algebra_utils.html b/_modules/geomstats/algebra_utils.html
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diff --git a/_modules/geomstats/datasets/prepare_emg_data.html b/_modules/geomstats/datasets/prepare_emg_data.html
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diff --git a/_modules/geomstats/datasets/prepare_graph_data.html b/_modules/geomstats/datasets/prepare_graph_data.html
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diff --git a/_modules/geomstats/datasets/utils.html b/_modules/geomstats/datasets/utils.html
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diff --git a/_modules/geomstats/distributions/brownian_motion.html b/_modules/geomstats/distributions/brownian_motion.html
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diff --git a/_modules/geomstats/distributions/lognormal.html b/_modules/geomstats/distributions/lognormal.html
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diff --git a/_modules/geomstats/errors.html b/_modules/geomstats/errors.html
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diff --git a/_modules/geomstats/exceptions.html b/_modules/geomstats/exceptions.html
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diff --git a/_modules/geomstats/geometry/base.html b/_modules/geomstats/geometry/base.html
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diff --git a/_modules/geomstats/geometry/complex_manifold.html b/_modules/geomstats/geometry/complex_manifold.html
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diff --git a/_modules/geomstats/geometry/complex_matrices.html b/_modules/geomstats/geometry/complex_matrices.html
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diff --git a/_modules/geomstats/geometry/complex_poincare_disk.html b/_modules/geomstats/geometry/complex_poincare_disk.html
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diff --git a/_modules/geomstats/geometry/complex_riemannian_metric.html b/_modules/geomstats/geometry/complex_riemannian_metric.html
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diff --git a/_modules/geomstats/geometry/connection.html b/_modules/geomstats/geometry/connection.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/geometry/diffeo.html b/_modules/geomstats/geometry/diffeo.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/geometry/discrete_curves.html b/_modules/geomstats/geometry/discrete_curves.html
@@ -45,7 +45,7 @@
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@@ -2086,10 +2086,10 @@ <h1>Source code for geomstats.geometry.discrete_curves</h1><div class="highlight
 <div class="viewcode-block" id="SRVReparametrizationBundle">
 <a class="viewcode-back" href="../../../api/geomstats.geometry.html#geomstats.geometry.discrete_curves.SRVReparametrizationBundle">[docs]</a>
 <span class="k">class</span> <span class="nc">SRVReparametrizationBundle</span><span class="p">(</span><span class="n">FiberBundle</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Principal bundle of curves modulo reparameterizations with the SRV metric.</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Principal bundle of curves modulo reparametrizations with the SRV metric.</span>
 
 <span class="sd">    The space of parameterized curves is the total space of a principal bundle</span>
-<span class="sd">    where the group action is given by reparameterization and the base space is</span>
+<span class="sd">    where the group action is given by reparametrization and the base space is</span>
 <span class="sd">    the shape space of curves modulo reparametrization, i.e.unparametrized</span>
 <span class="sd">    curves. In the discrete case, reparametrization corresponds to resampling.</span>
 

diff --git a/_modules/geomstats/geometry/discrete_surfaces.html b/_modules/geomstats/geometry/discrete_surfaces.html
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diff --git a/_modules/geomstats/geometry/euclidean.html b/_modules/geomstats/geometry/euclidean.html
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diff --git a/_modules/geomstats/geometry/fiber_bundle.html b/_modules/geomstats/geometry/fiber_bundle.html
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diff --git a/_modules/geomstats/geometry/full_rank_correlation_matrices.html b/_modules/geomstats/geometry/full_rank_correlation_matrices.html
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diff --git a/_modules/geomstats/geometry/full_rank_matrices.html b/_modules/geomstats/geometry/full_rank_matrices.html
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diff --git a/_modules/geomstats/geometry/functions.html b/_modules/geomstats/geometry/functions.html
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diff --git a/_modules/geomstats/geometry/general_linear.html b/_modules/geomstats/geometry/general_linear.html
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diff --git a/_modules/geomstats/geometry/grassmannian.html b/_modules/geomstats/geometry/grassmannian.html
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diff --git a/_modules/geomstats/geometry/group_action.html b/_modules/geomstats/geometry/group_action.html
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diff --git a/_modules/geomstats/geometry/heisenberg.html b/_modules/geomstats/geometry/heisenberg.html
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diff --git a/_modules/geomstats/geometry/hermitian.html b/_modules/geomstats/geometry/hermitian.html
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diff --git a/_modules/geomstats/geometry/hermitian_matrices.html b/_modules/geomstats/geometry/hermitian_matrices.html
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diff --git a/_modules/geomstats/geometry/hpd_matrices.html b/_modules/geomstats/geometry/hpd_matrices.html
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diff --git a/_modules/geomstats/geometry/hyperbolic.html b/_modules/geomstats/geometry/hyperbolic.html
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diff --git a/_modules/geomstats/geometry/hyperboloid.html b/_modules/geomstats/geometry/hyperboloid.html
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diff --git a/_modules/geomstats/geometry/hypersphere.html b/_modules/geomstats/geometry/hypersphere.html
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diff --git a/_modules/geomstats/geometry/invariant_metric.html b/_modules/geomstats/geometry/invariant_metric.html
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diff --git a/_modules/geomstats/geometry/klein_bottle.html b/_modules/geomstats/geometry/klein_bottle.html
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diff --git a/_modules/geomstats/geometry/landmarks.html b/_modules/geomstats/geometry/landmarks.html
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diff --git a/_modules/geomstats/geometry/lie_algebra.html b/_modules/geomstats/geometry/lie_algebra.html
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diff --git a/_modules/geomstats/geometry/lie_group.html b/_modules/geomstats/geometry/lie_group.html
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diff --git a/_modules/geomstats/geometry/lower_triangular_matrices.html b/_modules/geomstats/geometry/lower_triangular_matrices.html
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diff --git a/_modules/geomstats/geometry/manifold.html b/_modules/geomstats/geometry/manifold.html
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   </head>
 
 

diff --git a/_modules/geomstats/geometry/matrices.html b/_modules/geomstats/geometry/matrices.html
@@ -45,7 +45,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Jun 10, 2024, 4:40:25 PM"/>
+    <meta name="docbuild:last-update" content="Jun 10, 2024, 5:02:54 PM"/>
   </head>
 
 

diff --git a/_modules/geomstats/geometry/minkowski.html b/_modules/geomstats/geometry/minkowski.html
@@ -45,7 +45,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Jun 10, 2024, 4:40:25 PM"/>
+    <meta name="docbuild:last-update" content="Jun 10, 2024, 5:02:54 PM"/>
   </head>
 
 

diff --git a/_modules/geomstats/geometry/nfold_manifold.html b/_modules/geomstats/geometry/nfold_manifold.html
@@ -45,7 +45,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Jun 10, 2024, 4:40:25 PM"/>
+    <meta name="docbuild:last-update" content="Jun 10, 2024, 5:02:54 PM"/>
   </head>
 
 

diff --git a/_modules/geomstats/geometry/open_hemisphere.html b/_modules/geomstats/geometry/open_hemisphere.html
@@ -45,7 +45,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="Jun 10, 2024, 4:40:25 PM"/>
+    <meta name="docbuild:last-update" content="Jun 10, 2024, 5:02:54 PM"/>
   </head>