diff --git a/docs/source/benchmarks.rst b/docs/source/benchmarks.rst
index ffbee275b..959573ae3 100644
--- a/docs/source/benchmarks.rst
+++ b/docs/source/benchmarks.rst
@@ -2,7 +2,7 @@
 Rustworkx Comparison Benchmarks With Other Libraries
 ****************************************************
 
-rustworkx is competitive against other popular graph libraries for Python. We compared rustworkx to the igraph, graph-tools and NetworkIt libraries `in a benchmark consisting of four tasks available on Github for reproducibility <https://github.com/mtreinish/retworkx-comparison-benchmarks>`__ . We report the results from a machine with an Intel(R) i9-9900K CPU at 3.60GHz with eight cores, 16 theads, and 32GB of RAM avaialble. 
+rustworkx is competitive against other popular graph libraries for Python. We compared rustworkx to the igraph, graph-tools and NetworkIt libraries `in a benchmark consisting of four tasks available on Github for reproducibility <https://github.com/mtreinish/retworkx-comparison-benchmarks>`__. We report the results from a machine with an Intel(R) i9-9900K CPU at 3.60GHz with eight cores, 16 theads, and 32GB of RAM avaialble. 
 
 Graph Creation
 ==============
@@ -28,7 +28,7 @@ The third benchmark is to calculate the distance among all nodes in a weighted g
 Subgraph Isomorphism
 ====================
 
-Lastly, the fourth benchamrk is about graph isomorphism. We compare the time to answer if pairs of graphs from the ARG Database are subgraph-isomorphic (De Santo et al., 2003). See :func:`~rustworkx.is_subgraph_isomorphic` for more information on the benchmarked function.
+Lastly, the fourth benchmark is about graph isomorphism. We compare the time to answer if pairs of graphs from the ARG Database are subgraph-isomorphic (De Santo et al., 2003). See :func:`~rustworkx.is_subgraph_isomorphic` for more information on the benchmarked function.
 
 .. image:: /images/subgraph_isomorphism.svg
 
diff --git a/docs/source/networkx.rst b/docs/source/networkx.rst
index f56d63fe2..5e79ae0fc 100644
--- a/docs/source/networkx.rst
+++ b/docs/source/networkx.rst
@@ -14,8 +14,8 @@ Some Key Differences
 rustworkx (as the name implies) was inspired by networkx and the goal of the
 project is to provide a similar level of functionality and utility to what
 networkx offers but with much faster performance. However, because of
-limitations in the boundary between rust and python, different design
-decisions, and other differences the libraries are not identical.
+limitations in the boundary between rust and python, design
+decisions and other aspects of the libraries are not identical.
 
 The biggest difference to keep in mind is networkx is a very dynamic in how it
 can be used. It allows you to treat a graph object associatively (like a python
@@ -411,9 +411,9 @@ networkx graph then you can use :func:`rustworkx.networkx_converter` to convert
 that networkx ``Graph`` object into an equivalent rustworkx
 :class:`~rustworkx.PyGraph` or :class:`~rustworkx.PyDiGraph` object. Note that
 networkx is **not** a dependency for rustworkx and you are responsible for
-installing networkx to use this function. Accordingly, there is not equivalent
-function provided to convert the reverse direction (because doing so would add
-an unwanted dependency on networkx, even an optional one) but writing such a
+installing networkx to use this function. Accordingly, there isn't an equivalent
+function provided to convert in the reverse direction (because doing so would add
+an unwanted dependency on networkx, even if it is an optional one). However, writing such a
 function is straightforward, for example::
 
     import networkx as nx