acrolinx issues

Author: midesa

articles/synapse-analytics/spark/apache-spark-data-visualization.md

@@ -283,7 +283,7 @@ The R ecosystem offers multiple graphing libraries that come packed with many di
 
 The [ggplot2](https://ggplot2.tidyverse.org/) library is popular for data visualization and exploratory data analysis. 
 
-   ![ggplot2 graph example.](./media/apache-spark-data-viz/ggplot2.png#lightbox)
+   ![Screenshot of a ggplot2 graph example.](./media/apache-spark-data-viz/ggplot2.png#lightbox)
 
 ```r
 library(ggplot2)
@@ -314,7 +314,7 @@ install.packages("rbokeh")
 
 Once installed, you can leverage rBokeh to create interactive visualizations.
 
-   ![rBokeh graph example.](./media/apache-spark-data-viz/bokeh_plot.png#lightbox)
+   ![Screenshot of a rBokeh graph example.](./media/apache-spark-data-viz/bokeh_plot.png#lightbox)
 
 ```r
 library(rbokeh)
@@ -336,7 +336,7 @@ install.packages("plotly")
 
 Once installed, you can leverage Plotly to create interactive visualizations.
 
-   ![Plotly graph example.](./media/apache-spark-data-viz/plotly-r.png#lightbox)
+   ![Screenshot of a Plotly graph example.](./media/apache-spark-data-viz/plotly-r.png#lightbox)
 
 ```r
 library(plotly) 
@@ -360,7 +360,7 @@ install.packages("highcharter")
 
 Once installed, you can leverage Highcharter to create interactive visualizations.
 
-   ![Highcharter graph example.](./media/apache-spark-data-viz/highcharter.png#lightbox)
+   ![Screenshot of a Highcharter graph example.](./media/apache-spark-data-viz/highcharter.png#lightbox)
 
 ```r
 library(magrittr)
@@ -376,7 +376,7 @@ Azure Synapse Analytics integrates deeply with Power BI allowing data engineers
 
 Azure Synapse Analytics allows the different workspace computational engines to share databases and tables between its Spark pools and serverless SQL pool. Using the [shared metadata model](../metadata/overview.md),you can query your Apache Spark tables using SQL on-demand. Once done, you can connect your SQL on-demand endpoint to Power BI to easily query your synced Spark tables.
 
-
 ## Next steps
+
 - For more information on how to set up the Spark SQL DW Connector: [Synapse SQL connector](./spark/../synapse-spark-sql-pool-import-export.md)
 - View the default libraries: [Azure Synapse Analytics runtime](../spark/apache-spark-version-support.md)

articles/synapse-analytics/spark/apache-spark-manage-session-packages.md

@@ -63,7 +63,7 @@ We recommend you to run the %%configure at the beginning of your notebook. You c
 
 Azure Synapse Analytics pools include many popular R libraries out-of-the-box. You can also install additional 3rd party libraries during your Apache Spark notebook session.
 
-Session-scoped R libraries allow you to customize the R environment for a specific notebook session. When you install an R session-scoped library, only the notebook associated with that notebook session will have access to the newly installed libraries. Other notebooks or sessions using the same Spark pool definition will not be impacted. In addition, session-scoped R libraries do not persist across sessions. These libraries will be installed at the start of each session when the related installation commands are executed. Last, session-scoped R libraries are automatically installed across both the driver and worker nodes
+Session-scoped R libraries allow you to customize the R environment for a specific notebook session. When you install an R session-scoped library, only the notebook associated with that notebook session will have access to the newly installed libraries. Other notebooks or sessions using the same Spark pool definition will not be impacted. In addition, session-scoped R libraries do not persist across sessions. These libraries will be installed at the start of each session when the installation commands are executed. Last, session-scoped R libraries are automatically installed across both the driver and worker nodes.
 
 ### Install a package
 

articles/synapse-analytics/spark/apache-spark-r-language.md

@@ -29,9 +29,9 @@ An Azure Synapse notebook is a web interface for you to create files that contai
 
 To get started with R in Synapse notebooks, you can change the primary language by setting the **language option** to *SparkR (R)*.
 
-   ![R Language Option.](./media/apache-spark-data-viz/r-language-option.png#lightbox)
+   ![Screenshot of the R language option.](./media/apache-spark-data-viz/r-language-option.png#lightbox)
 
-In addition, you can multiple languages in one notebook by specifying the language magic command at the beginning of a cell.
+In addition, you can use multiple languages in one notebook by specifying the language magic command at the beginning of a cell.
 
 ```r
 %%sparkr
@@ -68,8 +68,7 @@ For example, users can install an R library from CRAN and CRAN snapshots. In the
 install.packages("highcharter", repos = "https://cran.microsoft.com/snapshot/2021-07-16/")
 ```
 
-To learn more about how to manage session R libraries, you can visit the following article:
-    - [Manage R session packages](./apache-spark-manage-session-packages.md#session-scoped-r-packages-preview)
+To learn more about how to manage session R libraries, you can visit the following article: [manage R session packages](./apache-spark-manage-session-packages.md#session-scoped-r-packages-preview)
 
 ## Notebook Utilities
 
@@ -82,8 +81,7 @@ library(notebookutils)
 mssparkutils.fs.help()
 ```
 
-You can learn more about the supported MSSparkUtils commands by vising the following article:
-    - [Use Microsoft Spark Utilities](./microsoft-spark-utilities.md)
+You can learn more about the supported MSSparkUtils commands by visiting the following article: [use Microsoft Spark Utilities](./microsoft-spark-utilities.md)
 
 ## Use SparkR