numpy · charris · Jan 2, 2022 · Jan 1, 2022
diff --git a/doc/source/user/basics.broadcasting.rst b/doc/source/user/basics.broadcasting.rst
@@ -46,7 +46,7 @@ only conceptual.  NumPy is smart enough to use the original scalar value
 without actually making copies so that broadcasting operations are as
 memory and computationally efficient as possible.
 
-.. figure:: broadcasting_1.svg
+.. figure:: broadcasting_1.png
     :alt: A scalar is broadcast to match the shape of the 1-d array it
           is being multiplied to.
     :name: broadcasting.figure-1
@@ -177,7 +177,7 @@ As shown in :ref:`broadcasting.figure-2`, ``b`` is added to each row of ``a``.
 In :ref:`broadcasting.figure-3`, an exception is raised because of the
 incompatible shapes.
 
-.. figure:: broadcasting_2.svg
+.. figure:: broadcasting_2.png
     :alt: A 1-d array with shape (3) is strectched to match the 2-d array of
           shape (4, 3) it is being added to, and the result is a 2-d array of shape
           (4, 3).
@@ -189,7 +189,7 @@ incompatible shapes.
     broadcasting if number of 1-d array elements matches the number of 2-d
     array columns.*
 
-.. figure:: broadcasting_3.svg
+.. figure:: broadcasting_3.png
     :alt: A huge cross over the 2-d array of shape (4, 3) and the 1-d array
           of shape (4) shows that they can not be broadcast due to mismatch
           of shapes and thus produce no result.
@@ -213,7 +213,7 @@ outer addition operation of two 1-d arrays::
          [ 21.,  22.,  23.],
          [ 31.,  32.,  33.]])
 
-.. figure:: broadcasting_4.svg
+.. figure:: broadcasting_4.png
     :alt: A 2-d array of shape (4, 1) and a 1-d array of shape (3) are
           stretched to match their shapes and produce a resultant array
           of shape (4, 3).
@@ -261,7 +261,7 @@ the shape of the ``codes`` array::
   Codes            (2d array):  4 x 2
   Diff             (2d array):  4 x 2
 
-.. figure:: broadcasting_5.svg
+.. figure:: broadcasting_5.png
     :alt: A height versus weight graph that shows data of a female
           gymnast, marathon runner, basketball player, football
           lineman and the athlete to be classified. Shortest distance

diff --git a/doc/source/user/broadcasting_1.png b/doc/source/user/broadcasting_1.png
diff --git a/doc/source/user/broadcasting_2.png b/doc/source/user/broadcasting_2.png
diff --git a/doc/source/user/broadcasting_3.png b/doc/source/user/broadcasting_3.png
diff --git a/doc/source/user/broadcasting_4.png b/doc/source/user/broadcasting_4.png
diff --git a/doc/source/user/broadcasting_5.png b/doc/source/user/broadcasting_5.png