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diff --git a/docs/source/readme.rst b/docs/source/readme.rst
index a839231..e7c2bd1 100644
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@@ -2,7 +2,7 @@ POT: Python Optimal Transport
=============================
|PyPI version| |Anaconda Cloud| |Build Status| |Documentation Status|
-|Anaconda downloads| |License|
+|Downloads| |Anaconda downloads| |License|
This open source Python library provide several solvers for optimization
problems related to Optimal Transport for signal, image processing and
@@ -108,7 +108,7 @@ Dependencies
Some sub-modules require additional dependences which are discussed
below
-- **ot.dr** (Wasserstein dimensionality rediuction) depends on autograd
+- **ot.dr** (Wasserstein dimensionality reduction) depends on autograd
and pymanopt that can be installed with:
::
@@ -374,6 +374,8 @@ Advances in Neural Information Processing Systems (NIPS) 31
:target: https://travis-ci.org/rflamary/POT
.. |Documentation Status| image:: https://readthedocs.org/projects/pot/badge/?version=latest
:target: http://pot.readthedocs.io/en/latest/?badge=latest
+.. |Downloads| image:: https://pepy.tech/badge/pot
+ :target: https://pepy.tech/project/pot
.. |Anaconda downloads| image:: https://anaconda.org/conda-forge/pot/badges/downloads.svg
:target: https://anaconda.org/conda-forge/pot
.. |License| image:: https://anaconda.org/conda-forge/pot/badges/license.svg