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The following commit(s) were added to refs/heads/branch-4.x by this push:
     new 5baa122640fa [SPARK-58920][DOC] Fix typos in the Quick Start and 
Security docs
5baa122640fa is described below

commit 5baa122640fa5e504555d0b1d9c19a40f59390f3
Author: Uros <[email protected]>
AuthorDate: Fri Aug 21 07:20:36 2026 +0000

    [SPARK-58920][DOC] Fix typos in the Quick Start and Security docs
    
    ### What changes were proposed in this pull request?
    
    Fixes typos in two rendered documentation pages:
    - `docs/quick-start.md`: "Spark's primary abstracted is called a Dataset" 
-> "abstraction" (2 occurrences, in the Scala and Python sections), and "the 
Spark souce directory" -> "source directory" (2 occurrences).
    - `docs/security.md`: "The secret key used authentication" -> "used for 
authentication".
    
    ### Why are the changes needed?
    
    These are user-facing typos and a grammar error. `quick-start.md` is the 
first tutorial many users read.
    
    ### Does this PR introduce _any_ user-facing change?
    
    No. Documentation-only typo fixes.
    
    ### How was this patch tested?
    
    No tests needed; documentation-only. The corrected words were checked to 
read correctly in context.
    
    ### Was this patch authored or co-authored using generative AI tooling?
    
    Generated-by: Claude Code (Opus 4.8)
    
    Closes #58179 from uros-b/typo-quickstart-security-grammar.
    
    Authored-by: Uros <[email protected]>
    Signed-off-by: Uros Bojanic <[email protected]>
    (cherry picked from commit e55ba12ba73fb83f020204743e418d92681b7043)
    Signed-off-by: Uros Bojanic <[email protected]>
---
 docs/quick-start.md | 8 ++++----
 docs/security.md    | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/quick-start.md b/docs/quick-start.md
index f9fd4921a9ba..4e24b94695b9 100644
--- a/docs/quick-start.md
+++ b/docs/quick-start.md
@@ -51,13 +51,13 @@ Or if PySpark is installed with pip in your current 
environment:
 
     pyspark
 
-Spark's primary abstracted is called a **Dataset**. A Dataset is a structured 
set of information. You can create datasets from Hadoop InputFormats (such as 
HDFS
+Spark's primary abstraction is called a **Dataset**. A Dataset is a structured 
set of information. You can create datasets from Hadoop InputFormats (such as 
HDFS
 files) or by transforming other Datasets. 
 
 Datasets behave differently in some languages. Because Python allows for 
dynamic typing, Datasets in Python are all `Dataset[Row]` on an implementation 
level.
 This leads to another key Spark concept: a `DataFrame`, or a Dataset with 
named columns. If you're familiar with DataFrames from pandas or R, you'll be 
familiar with how DataFrames work in Spark. In other languages, like Java, the 
difference between a Dataset and DataFrame is larger, but for now let's proceed 
with Python. 
 
-Let's make a new DataFrame using the `README.md` file in the Spark souce 
directory via the command line:
+Let's make a new DataFrame using the `README.md` file in the Spark source 
directory via the command line:
 
 {% highlight python %}
 >>> textFile = spark.read.text("README.md")
@@ -92,10 +92,10 @@ You can also chain together transformations and actions:
 
     ./bin/spark-shell
 
-Spark's primary abstracted is called a **Dataset**. A Dataset is a structured 
set of information. You can create datasets from Hadoop InputFormats (such as 
HDFS
+Spark's primary abstraction is called a **Dataset**. A Dataset is a structured 
set of information. You can create datasets from Hadoop InputFormats (such as 
HDFS
 files) or by transforming other Datasets.  
 
-Let's make a new DataFrame using the `README.md` file in the Spark souce 
directory via the command line:
+Let's make a new DataFrame using the `README.md` file in the Spark source 
directory via the command line:
 
 {% highlight scala %}
 scala> val textFile = spark.read.textFile("README.md")
diff --git a/docs/security.md b/docs/security.md
index d80250256066..15b8e498617f 100644
--- a/docs/security.md
+++ b/docs/security.md
@@ -98,7 +98,7 @@ Kubernetes admin to ensure that Spark authentication is 
secure.
   <td><code>spark.authenticate.secret</code></td>
   <td>None</td>
   <td>
-    The secret key used authentication. See above for when this configuration 
should be set.
+    The secret key used for authentication. See above for when this 
configuration should be set.
   </td>
   <td>1.0.0</td>
 </tr>


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