diff --git a/docs/examples.md b/docs/examples.md
index 291d9063..4178cb72 100644
--- a/docs/examples.md
+++ b/docs/examples.md
@@ -3,7 +3,7 @@
 This part of the documentation provides some useful example code snippets that 
 can be used out of box.
 
-## Preparing PDF Form
+## Preparing a PDF Form
 
 The most common tool to create a PDF form is Adobe Acrobat. A tutorial can be found 
 [here](https://helpx.adobe.com/acrobat/using/creating-distributing-pdf-forms.html). 
@@ -26,11 +26,11 @@ PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM = os.path.join(
     os.path.expanduser("~/Downloads"), "sample_template.pdf"
 )  # Change this to where you downloaded the sample PDF form
 
-PATH_TO_FILLED_PDF_FORM = os.path.join(
+PATH_TO_PDF_FORM_PREVIEW = os.path.join(
     os.path.expanduser("~"), "output.pdf"
-)  # Change this to where you wish to put your filled PDF form
+)  # Change this to where you wish to put your PDF form preview
 
-with open(PATH_TO_FILLED_PDF_FORM, "wb+") as output:
+with open(PATH_TO_PDF_FORM_PREVIEW, "wb+") as output:
     output.write(
         PyPDFForm(PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM).preview
     )
@@ -286,11 +286,11 @@ PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM = os.path.join(
     os.path.expanduser("~/Downloads"), "sample_template.pdf"
 )  # Change this to where you downloaded the sample PDF form
 
-PATH_TO_FILLED_PDF_FORM = os.path.join(
+PATH_TO_OUTPUT_PDF_FORM = os.path.join(
     os.path.expanduser("~"), "output.pdf"
-)  # Change this to where you wish to put your filled PDF form
+)  # Change this to where you wish to put your output PDF form
 
-with open(PATH_TO_FILLED_PDF_FORM, "wb+") as output:
+with open(PATH_TO_OUTPUT_PDF_FORM, "wb+") as output:
     output.write(
         PyPDFForm(PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM)
         .draw_text("drawn_text", 1, 300, 225)
@@ -311,15 +311,15 @@ PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM = os.path.join(
     os.path.expanduser("~/Downloads"), "sample_template.pdf"
 )  # Change this to where you downloaded the sample PDF form
 
-PATH_TO_FILLED_PDF_FORM = os.path.join(
+PATH_TO_OUTPUT_PDF_FORM = os.path.join(
     os.path.expanduser("~"), "output.pdf"
-)  # Change this to where you wish to put your filled PDF form
+)  # Change this to where you wish to put your output PDF form
 
 PATH_TO_IMAGE = os.path.join(
     os.path.expanduser("~"), "sample_image.jpg"
 )  # Change this to the location of an image of your choice
 
-with open(PATH_TO_FILLED_PDF_FORM, "wb+") as output:
+with open(PATH_TO_OUTPUT_PDF_FORM, "wb+") as output:
     output.write(
         PyPDFForm(PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM)
         .draw_image(PATH_TO_IMAGE, 2, 100, 100, 400, 225, 0)
@@ -340,11 +340,11 @@ PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM = os.path.join(
     os.path.expanduser("~/Downloads"), "sample_template.pdf"
 )  # Change this to where you downloaded the sample PDF form
 
-PATH_TO_FILLED_PDF_FORM = os.path.join(
+PATH_TO_OUTPUT_PDF_FORM = os.path.join(
     os.path.expanduser("~"), "output.pdf"
-)  # Change this to where you wish to put your filled PDF form
+)  # Change this to where you wish to put your output PDF form
 
-with open(PATH_TO_FILLED_PDF_FORM, "wb+") as output:
+with open(PATH_TO_OUTPUT_PDF_FORM, "wb+") as output:
     filled_pdf = PyPDFForm()
 
     for i in range(3):
@@ -424,11 +424,11 @@ PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM = os.path.join(
     os.path.expanduser("~/Downloads"), "sample_template.pdf"
 )  # Change this to where you downloaded the sample PDF form
 
-PATH_TO_FILLED_PDF_FORM = os.path.join(
+PATH_TO_NEW_VERSION_PDF_FORM = os.path.join(
     os.path.expanduser("~"), "output.pdf"
-)  # Change this to where you wish to put your filled PDF form
+)  # Change this to where you wish to put your new version PDF form
 
-with open(PATH_TO_FILLED_PDF_FORM, "wb+") as output:
+with open(PATH_TO_NEW_VERSION_PDF_FORM, "wb+") as output:
     output.write(
         PyPDFForm(PATH_TO_DOWNLOADED_SAMPLE_PDF_FORM)
         .change_version("2.0")