Workflow.md

@@ -20,13 +20,12 @@ when comparing variables from ICOADS (See the [list of ICOADS variables](https:/
 **Processing stages**
 --------------------
 
-The following diagram is a summary of the data processing workflow follow by 
+The diagram below is a summary of the data processing workflow followed by 
 the shell scripts defined in ```scr```. Each block 
 represents a main task done by one script in```rscripts```. 
-The corresponding `.R` file name is highlight in grey between each stage 
-(For more information on eah `.R` script, please see the [API-reference](api-reference))  
+The corresponding `.R` file name has been added in grey between each block. For more information on eah `.R` script, please see look at [API reference page.](api-reference)  
 
-Orange blocks represent pre-processing tasks done to the ICOADS data, 
+- Orange blocks represent pre-processing tasks done to the ICOADS data, 
 in order to:
 
 1. Select data taken only by commercial ships, excluding 
@@ -37,7 +36,7 @@ identification and linking of `id`'s between each pair of duplicate reports.
 3. Preformed [quality control](Workflow/quality-control) on the data to point 
 out the best duplicate.
 
-The rest of the blocks represent processing scripts that concentrate in the duplicates 
+- The rest of the blocks represent processing scripts that concentrate in the duplicates 
 identification and [matching of reports ID's](Workflow/matching-criteria).  
 
 ```mermaid