diff --git a/README.md b/README.md
index cf6070d..ad2ad9b 100644
--- a/README.md
+++ b/README.md
@@ -45,7 +45,7 @@ Pandas on Spark implementation. The original ``SparkCompare`` implementation dif
 from all the other native implementations. To align the API better,  and keep behaviour
 consistent we are deprecating the original ``SparkCompare`` into a new module ``LegacySparkCompare``
 
-Subsequently in ``v0.13.0`` a PySaprk DataFrame class has been introduced (``SparkSQLCompare``)
+Subsequently in ``v0.13.0`` a PySpark DataFrame class has been introduced (``SparkSQLCompare``)
 which accepts ``pyspark.sql.DataFrame`` and should provide better performance. With this version
 the Pandas on Spark implementation has been renamed to ``SparkPandasCompare`` and all the spark
 logic is now under the ``spark`` submodule.
diff --git a/docs/source/spark_usage.rst b/docs/source/spark_usage.rst
index 7bd942c..269840b 100644
--- a/docs/source/spark_usage.rst
+++ b/docs/source/spark_usage.rst
@@ -9,7 +9,7 @@ Spark Usage
     and keep behaviour consistent we are deprecating the original ``SparkCompare``
     into a new module ``LegacySparkCompare``
 
-    Subsequently in ``v0.13.0`` a PySaprk DataFrame class has been introduced (``SparkSQLCompare``)
+    Subsequently in ``v0.13.0`` a PySpark DataFrame class has been introduced (``SparkSQLCompare``)
     which accepts ``pyspark.sql.DataFrame`` and should provide better performance. With this version
     the Pandas on Spark implementation has been renamed to ``SparkPandasCompare`` and all the spark
     logic is now under the ``spark`` submodule.