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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
@@ -45,7 +45,7 @@
     <link rel="search" title="Search" href="../../search.html" />
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+    <meta name="docbuild:last-update" content="Apr 15, 2024, 6:51:14 PM"/>
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diff --git a/_modules/geomstats/datasets/prepare_emg_data.html b/_modules/geomstats/datasets/prepare_emg_data.html
@@ -45,7 +45,7 @@
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+    <meta name="docbuild:last-update" content="Apr 15, 2024, 6:51:14 PM"/>
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diff --git a/_modules/geomstats/datasets/prepare_graph_data.html b/_modules/geomstats/datasets/prepare_graph_data.html
@@ -45,7 +45,7 @@
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+    <meta name="docbuild:last-update" content="Apr 15, 2024, 6:51:14 PM"/>
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diff --git a/_modules/geomstats/datasets/utils.html b/_modules/geomstats/datasets/utils.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/distributions/brownian_motion.html b/_modules/geomstats/distributions/brownian_motion.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/distributions/lognormal.html b/_modules/geomstats/distributions/lognormal.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/errors.html b/_modules/geomstats/errors.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/exceptions.html b/_modules/geomstats/exceptions.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/geometry/base.html b/_modules/geomstats/geometry/base.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/geometry/complex_manifold.html b/_modules/geomstats/geometry/complex_manifold.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/geometry/complex_matrices.html b/_modules/geomstats/geometry/complex_matrices.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/geometry/complex_poincare_disk.html b/_modules/geomstats/geometry/complex_poincare_disk.html
@@ -45,7 +45,7 @@
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diff --git a/_modules/geomstats/geometry/complex_riemannian_metric.html b/_modules/geomstats/geometry/complex_riemannian_metric.html
@@ -45,7 +45,7 @@
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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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+    <meta name="docbuild:last-update" content="Apr 15, 2024, 6:51:14 PM"/>
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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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+    <meta name="docbuild:last-update" content="Apr 15, 2024, 6:51:14 PM"/>
   </head>
 
 
@@ -2233,27 +2233,6 @@ <h1>Source code for geomstats.geometry.discrete_curves</h1><div class="highlight
             <span class="k">return</span> <span class="n">tangent_vec_ver</span><span class="p">,</span> <span class="n">vertical_norm</span>
 
         <span class="k">return</span> <span class="n">tangent_vec_ver</span></div>
-
-
-<div class="viewcode-block" id="SRVReparametrizationBundle.horizontal_projection">
-<a class="viewcode-back" href="../../../api/geomstats.geometry.html#geomstats.geometry.discrete_curves.SRVReparametrizationBundle.horizontal_projection">[docs]</a>
-    <span class="k">def</span> <span class="nf">horizontal_projection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tangent_vec</span><span class="p">,</span> <span class="n">base_point</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Compute horizontal part of tangent vector at base point.</span>
-
-<span class="sd">        Parameters</span>
-<span class="sd">        ----------</span>
-<span class="sd">        tangent_vec : array-like, shape=[..., k_sampling_points, ambient_dim]</span>
-<span class="sd">            Tangent vector to decompose into horizontal and vertical parts.</span>
-<span class="sd">        base_point : array-like, shape=[..., k_sampling_points, ambient_dim]</span>
-<span class="sd">            Discrete curve, base point of tangent_vec in the manifold of curves.</span>
-
-<span class="sd">        Returns</span>
-<span class="sd">        -------</span>
-<span class="sd">        tangent_vec_hor : array-like, shape=[..., k_sampling_points, ambient_dim]</span>
-<span class="sd">            Horizontal part of tangent_vec.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">tangent_vec_ver</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">vertical_projection</span><span class="p">(</span><span class="n">tangent_vec</span><span class="p">,</span> <span class="n">base_point</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">tangent_vec</span> <span class="o">-</span> <span class="n">tangent_vec_ver</span></div>
 </div>
 
 
@@ -2277,13 +2256,6 @@ <h1>Source code for geomstats.geometry.discrete_curves</h1><div class="highlight
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Rotate discrete curve starting at origin.&quot;&quot;&quot;</span>
         <span class="k">return</span> <span class="n">Matrices</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">gs</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">rotation</span><span class="p">,</span> <span class="n">Matrices</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">point</span><span class="p">)))</span>
 
-<div class="viewcode-block" id="SRVRotationBundle.horizontal_projection">
-<a class="viewcode-back" href="../../../api/geomstats.geometry.html#geomstats.geometry.discrete_curves.SRVRotationBundle.horizontal_projection">[docs]</a>
-    <span class="k">def</span> <span class="nf">horizontal_projection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tangent_vec</span><span class="p">,</span> <span class="n">base_point</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Project to horizontal subspace.&quot;&quot;&quot;</span>
-        <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span><span class="s2">&quot;Horizontal projection is not implemented.&quot;</span><span class="p">)</span></div>
-
-
 <div class="viewcode-block" id="SRVRotationBundle.align">
 <a class="viewcode-back" href="../../../api/geomstats.geometry.html#geomstats.geometry.discrete_curves.SRVRotationBundle.align">[docs]</a>
     <span class="k">def</span> <span class="nf">align</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span> <span class="n">base_point</span><span class="p">,</span> <span class="n">return_rotation</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
@@ -2376,13 +2348,6 @@ <h1>Source code for geomstats.geometry.discrete_curves</h1><div class="highlight
         <span class="n">space</span><span class="o">.</span><span class="n">fiber_bundle</span> <span class="o">=</span> <span class="n">SRVReparametrizationBundle</span><span class="p">(</span><span class="n">space</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">space</span>
 
-<div class="viewcode-block" id="SRVRotationReparametrizationBundle.horizontal_projection">
-<a class="viewcode-back" href="../../../api/geomstats.geometry.html#geomstats.geometry.discrete_curves.SRVRotationReparametrizationBundle.horizontal_projection">[docs]</a>
-    <span class="k">def</span> <span class="nf">horizontal_projection</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tangent_vec</span><span class="p">,</span> <span class="n">base_point</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Project to horizontal subspace.&quot;&quot;&quot;</span>
-        <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span><span class="s2">&quot;Horizontal projection is not implemented.&quot;</span><span class="p">)</span></div>
-
-
 <div class="viewcode-block" id="SRVRotationReparametrizationBundle.align_rotation">
 <a class="viewcode-back" href="../../../api/geomstats.geometry.html#geomstats.geometry.discrete_curves.SRVRotationReparametrizationBundle.align_rotation">[docs]</a>
     <span class="k">def</span> <span class="nf">align_rotation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">point</span><span class="p">,</span> <span class="n">base_point</span><span class="p">,</span> <span class="n">return_rotation</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>

diff --git a/_modules/geomstats/geometry/discrete_surfaces.html b/_modules/geomstats/geometry/discrete_surfaces.html
@@ -45,7 +45,7 @@
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+    <meta name="docbuild:last-update" content="Apr 15, 2024, 6:51:14 PM"/>
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diff --git a/_modules/geomstats/geometry/euclidean.html b/_modules/geomstats/geometry/euclidean.html
@@ -45,7 +45,7 @@
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+    <meta name="docbuild:last-update" content="Apr 15, 2024, 6:51:14 PM"/>
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