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-rw-r--r--doc/source/reference/random/bit_generators/index.rst2
-rw-r--r--doc/source/reference/random/index.rst2
-rw-r--r--doc/source/reference/random/performance.rst2
3 files changed, 3 insertions, 3 deletions
diff --git a/doc/source/reference/random/bit_generators/index.rst b/doc/source/reference/random/bit_generators/index.rst
index c5c349806..211f0d60e 100644
--- a/doc/source/reference/random/bit_generators/index.rst
+++ b/doc/source/reference/random/bit_generators/index.rst
@@ -4,7 +4,7 @@ Bit Generators
--------------
The random values produced by :class:`~Generator`
-orignate in a BitGenerator. The BitGenerators do not directly provide
+originate in a BitGenerator. The BitGenerators do not directly provide
random numbers and only contains methods used for seeding, getting or
setting the state, jumping or advancing the state, and for accessing
low-level wrappers for consumption by code that can efficiently
diff --git a/doc/source/reference/random/index.rst b/doc/source/reference/random/index.rst
index 96cd47017..aaabc9b39 100644
--- a/doc/source/reference/random/index.rst
+++ b/doc/source/reference/random/index.rst
@@ -55,7 +55,7 @@ properties than the legacy `MT19937` used in `RandomState`.
more_vals = random.standard_normal(10)
`Generator` can be used as a replacement for `RandomState`. Both class
-instances hold a internal `BitGenerator` instance to provide the bit
+instances hold an internal `BitGenerator` instance to provide the bit
stream, it is accessible as ``gen.bit_generator``. Some long-overdue API
cleanup means that legacy and compatibility methods have been removed from
`Generator`
diff --git a/doc/source/reference/random/performance.rst b/doc/source/reference/random/performance.rst
index 85855be59..cb9b94113 100644
--- a/doc/source/reference/random/performance.rst
+++ b/doc/source/reference/random/performance.rst
@@ -13,7 +13,7 @@ full-featured, and fast on most platforms, but somewhat slow when compiled for
parallelism would indicate using `PCG64DXSM`.
`Philox` is fairly slow, but its statistical properties have
-very high quality, and it is easy to get assuredly-independent stream by using
+very high quality, and it is easy to get an assuredly-independent stream by using
unique keys. If that is the style you wish to use for parallel streams, or you
are porting from another system that uses that style, then
`Philox` is your choice.