Text edits

docs/source/redact/index.rst

@@ -1,33 +1,33 @@
 Redact
 =============
 
-The Textual redact functionality allows you to identify entities in files, and then optionally tokenize/synthesize these entities to create a safe version of your unstructured text.  This functionality works on both raw strings and files, including PDF, DOCX, XLSX, and other formats.
+The Textual redact functionality allows you to identify entities in files, and then optionally tokenizeor synthesize these entities to create a safe version of your unstructured text. This functionality works on both raw strings and files, including PDF, DOCX, XLSX, and other formats.
 
 Before you can use these functions, read the :doc:`Getting started <../quickstart/getting_started>` guide and create an API key.
 
-Redacting Text
+Redacting text
 -----------------
 
-You can redact text directly in a variety of formats such as plain text, json, xml, and html.  All redaction requests return a response which includes the original text, redacted text, a list of found entities and their locations.  Additionally all redact functions allow you to specify which entities are tokenized and which are synthesized.
+You can redact text directly in a variety of formats, such as plain text, JSON, XML, and HTML. All redaction requests return a response that includes the original text, redacted text, a list of found entities, and the entity locations. All redact functions also allow you to specify which entities to tokenize and which to synthesize.
 
-The common set of inputs to are redact functions are:
+The common set of inputs to redact functions are:
 
 * **generator_default**
-   The default operation performed on an entity. The options are 'Redact', 'Synthesis', and 'Off'
+   The default operation to perform on an entity. The options are 'Redact', 'Synthesis', and 'Off'.
 * **generator_config**
-   A dictionary whose keys are entity labels and values are how to redact the entity.  The options are 'Redact', 'Synthesis', and 'Off'.
+   A dictionary where the keys are entity labels and the values are how to redact the entity. The options are 'Redact', 'Synthesis', and 'Off'.
 
    Example: {'NAME_GIVEN': 'Synthesis'}
 * **label_allow_lists**
-   A dictionary whose keys are entity labels and values are lists of regexes.  If a piece of text matches a regex it is flagged as that entity type.
+   A dictionary where the keys are entity labels and the values are lists of regular expressions. If a piece of text matches a regular expression, it is flagged as that entity type.
 
    Example: {'HEALTHCARE_ID': [r'[a-zA-zZ]{3}\\d{6,}']
 * **label_block_lists**
-   A dictionary whose keys are entity labels and values are lists of regexes.  If a piece of text matches a regex it is ignored for that entity type.
+   A dictionary where the keys are entity labels and the values are lists of regular expressions. If a piece of text matches a regular expression, it is ignored for that entity type.
 
    Example: {'NUMERIC_VALUE': [r'\\d{3}']
 
-The JSON and XML redact functions also have additional inputs which you can read about in their respective sections.
+The JSON and XML redact functions also have additional inputs, which you can read about in their respective sections.
 
 .. toctree::
    :hidden:
@@ -42,7 +42,7 @@ Textual can also identify entities within files, including PDF, DOCX, XLSX, CSV,
 
 Textual can then recreate these files with entities that are redacted or synthesized.
 
-To generated redacted/synthesized files:
+To generated redacted and synthesized files:
 
 .. code-block:: python
 
@@ -71,9 +71,9 @@ To learn more about how to generate redacted and synthesized files, go to :doc:`
 Working with datasets
 ---------------------
 
-A dataset is a feature in the Textual UI. It is a collection of files that all share the same redaction/synthesis configuration.
+A dataset is a feature in the Textual application. It is a collection of files that all share the same redaction and synthesis configuration.
 
-To help automate workflows, you can work with datasets directly from the SDK. To learn more about how you can use the SDK to work with datasets, go to :doc:`Datasets <datasets>`.
+To help automate workflows, you can work with datasets directly from the SDK. To learn more about how to use the SDK to work with datasets, go to :doc:`Datasets <datasets>`.
 
 
 .. toctree::