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Fix figures indents how umap works docs
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lmcinnes committed Jul 14, 2018
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18 changes: 9 additions & 9 deletions doc/how_umap_works.rst
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Expand Up @@ -47,7 +47,7 @@ tetrahedron (with four 2-simplices as "faces"). Such a simple
construction allows for easy generalization to arbitrary dimensions.

.. figure:: images/simplices.png
:alt: Low dimensional simplices
:alt: Low dimensional simplices

Low dimensional simplices

Expand Down Expand Up @@ -129,7 +129,7 @@ circles (since we are in a nice visualizable two dimensional case). The
result is something like this

.. figure:: images/how_umap_works_open_cover.png
:alt: A basic open cover of the test data
:alt: A basic open cover of the test data

A basic open cover of the test data

Expand All @@ -139,7 +139,7 @@ We can then depict the the simplicial complex of 0-, 1-, and 2-simplices
as points, lines, and triangles

.. figure:: images/how_umap_works_basic_graph.png
:alt: A simplicial complex built from the test data
:alt: A simplicial complex built from the test data

A simplicial complex built from the test data

Expand Down Expand Up @@ -227,7 +227,7 @@ average distance between points) and the resulting open cover looks
pretty good:

.. figure:: images/how_umap_works_uniform_distribution_cover.png
:alt: Open balls over uniformly\_distributed\_data
:alt: Open balls over uniformly\_distributed\_data

Open balls over uniformly\_distributed\_data

Expand Down Expand Up @@ -263,7 +263,7 @@ function, and we can simply select balls of radius one with respect to
that local distance function!

.. figure:: images/how_umap_works_local_metric_open_cover.png
:alt: Open balls of radius one with a locally varying metric
:alt: Open balls of radius one with a locally varying metric

Open balls of radius one with a locally varying metric

Expand Down Expand Up @@ -310,7 +310,7 @@ from the center of the ball. We could visualize such a fuzzy cover as
looking something like this

.. figure:: images/how_umap_works_fuzzy_open_cover.png
:alt: Fuzzy open balls of radius one with a locally varying metric
:alt: Fuzzy open balls of radius one with a locally varying metric

Fuzzy open balls of radius one with a locally varying metric

Expand Down Expand Up @@ -355,7 +355,7 @@ neighbor. We can visualize the result in terms of our example dataset
again.

.. figure:: images/how_umap_works_umap_open_cover.png
:alt: Local connectivity and fuzzy open sets
:alt: Local connectivity and fuzzy open sets

Local connectivity and fuzzy open sets

Expand Down Expand Up @@ -384,7 +384,7 @@ intuition we can think of this as having directed edges with varying
weights something like this.

.. figure:: images/how_umap_works_raw_graph.png
:alt: Edges with incompatible weights
:alt: Edges with incompatible weights

Edges with incompatible weights

Expand Down Expand Up @@ -416,7 +416,7 @@ applying the edge weight combination formula across the whole graph
looks like this.

.. figure:: images/how_umap_works_umap_graph.png
:alt: Graph with combined edge weights
:alt: Graph with combined edge weights

Graph with combined edge weights

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