diff --git a/README.rst b/README.rst
index 72b970efaacf4197eebb8eef6cbe771410a0ced1..d6d7eb67d529abc4365f8519b0c121270d4c30e3 100644
--- a/README.rst
+++ b/README.rst
@@ -2,9 +2,9 @@
 .. Thu 11 Aug 2016 09:34:29 CEST
 
 .. image:: http://img.shields.io/badge/docs-stable-yellow.svg
-   :target: http://pythonhosted.org/bob.math/index.html
+   :target: https://www.idiap.ch/software/bob/docs/bob/bob.math/stable/index.html
 .. image:: http://img.shields.io/badge/docs-latest-orange.svg
-   :target: https://www.idiap.ch/software/bob/docs/latest/bob/bob.math/master/index.html
+   :target: https://www.idiap.ch/software/bob/docs/bob/bob.math/master/index.html
 .. image:: https://gitlab.idiap.ch/bob/bob.math/badges/master/build.svg
    :target: https://gitlab.idiap.ch/bob/bob.math/commits/master
 .. image:: https://gitlab.idiap.ch/bob/bob.math/badges/master/coverage.svg
@@ -13,8 +13,6 @@
    :target: https://gitlab.idiap.ch/bob/bob.math
 .. image:: http://img.shields.io/pypi/v/bob.math.svg
    :target: https://pypi.python.org/pypi/bob.math
-.. image:: http://img.shields.io/pypi/dm/bob.math.svg
-   :target: https://pypi.python.org/pypi/bob.math
 
 
 ===============================
@@ -28,7 +26,7 @@ Bob_. This package contains Bob's math functionality.
 Installation
 ------------
 
-Complete Bob's `installation`_ instructions. Then, to install this pacakge,
+Complete Bob's `installation`_ instructions. Then, to install this package,
 run::
 
   $ conda install bob.math