Update README.md

Author: ehanson8

README.md

@@ -2,19 +2,19 @@
 Scripts for processing audio and images
 
 #### [dhashImageComparison.py](dhashImageComparison.py)
-Based on user input, this script creates dhashes for all of the image files in the specified directory and then compares them using a BK-tree and creates a CSV file of all dhashes matches that are below the specified threshold (e.g. '40' means the dhashes are 40% different and 60% similar).
+Based on user input, creates dhashes for all of the image files in the specified directory and then compares them using a BK-tree and creates a CSV file of all dhashes matches that are below the specified threshold (e.g. '40' means the dhashes are 40% different and 60% similar).
 
 #### [ocrDirectoryOfImages.py](ocrDirectoryOfImages.py)
-Based on user input, this script generates an optical character recognition text file for all of the jpgs in a specified directory.
+Based on user input, generates an optical character recognition text file for all of the jpgs in a specified directory.
 
 #### [stringComparisonFromCSV.py](stringComparisonFromCSV.py)
-Based on a specified file and a specified threshold (e.g. '90' means the strings are 90% similar and 10% different), the script compares each string against every other string in the file, identifies all strings with a similarity above the specified threshold, and prints it to a new CSV file.
+Based on a specified file and a specified threshold (e.g. '90' means the strings are 90% similar and 10% different), compares each string against every other string in the file, identifies all strings with a similarity above the specified threshold, and prints it to a new CSV file.
 
 #### [stringComparisonFromCSVOldAndNew.py](stringComparisonFromCSVOldAndNew.py)
-Based on a specified files of new and old strings and a specified threshold (e.g. '90' means the strings are 90% similar and 10% different), the script compares each string against every other string in the new strings file, identifies all strings with a similarity above the specified threshold, and prints it to a new CSV file. It also compares each string to a CSV file of old strings that have previously received an authorized form (e.g. adding new name headings to an existing authority file)
+Based on a specified files of new and old strings and a specified threshold (e.g. '90' means the strings are 90% similar and 10% different), compares each string against every other string in the new strings file, identifies all strings with a similarity above the specified threshold, and prints it to a new CSV file. It also compares each string to a CSV file of old strings that have previously received an authorized form (e.g. adding new name headings to an existing authority file)
 
 #### [transcribeAudioFile.py](transcribeAudioFile.py)
-This script generates a rough, unformatted transcript of a specified MP3 using the free Wit ([https://wit.ai/](https://wit.ai/)) speech-to-text API. The script requires a secrets.py file in the same directory that must contain the following text:
+Generates a rough, unformatted transcript of a specified MP3 using the free Wit ([https://wit.ai/](https://wit.ai/)) speech-to-text API. The script requires a secrets.py file in the same directory that must contain the following text:
 ```
         filePath ='[The file path where the source MP3]'
         witKey ='[The 'Server Access Token' on the 'Settings' page from your Wit.ai account]'