Workflow.md

 
 **Data input**
 --------------
-The following data is required by the scripts of this repository:
+The following data is required to run the scripts in this repository:
 
 - [ICOADS v3.0](https://icoads.noaa.gov/r3.html). [Freeman. *et al.,* (2017)](https://doi.org/10.1002/joc.4775). 
 - Metadata from WMO Publication 47. 
 [Kent. *et al.,* (2007)](https://doi.org/10.1175/JTECH1949.1)
-- CLIWOC logbook IDs. (**needs a link**)
+- [CLIWOC logbook IDs](https://stvno.github.io/page/cliwoc/)
 - Inventory of ship names in the 
 [US Maury Collection](https://icoads.noaa.gov/software/transpec/maury/mauri_out) 
 - generate_id (**needs description**) 
 - **Precision criteria file**. An estimate of the precision of each key variable (e.g. `sst, lat, lon`) per `dck`, 
-`yr` and or `sid`. This precision criteria is require in order to set tolerances 
-when comparing variables from ICOADS (See the [list of ICOADS variables](https://git.noc.ac.uk/brecinosrivas/icoads-r-hostace/-/wikis/API-Reference#icoads-variables-used) used in this repository). Comparison of variables allows for
- a match between reports in the duplicate identification procedure.  
+`yr` and or `sid`. This precision criteria is require in order to set tolerances when comparing variables from ICOADS (See the [list of ICOADS variables](https://git.noc.ac.uk/brecinosrivas/icoads-r-hostace/-/wikis/API-Reference#icoads-variables-used) used in this repository). Comparison of variables allows for
+ a match between reports in the [duplicate identification](Workflow/duplicate-identification) procedure.
 - **Json files** containing ITU callsign prefixes associated with a country.
 - **seq IDS.** (**needs description**) 
 
 **Processing stages**
 --------------------
 
-The diagram below is a summary of the data processing workflow followed by 
-the shell scripts defined in ```scr```. Each block 
+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 has been added in grey between each block. For more information on eah `.R` script, please look into the [API reference page.](api-reference)  
 
@@ -31,13 +29,12 @@ in order to:
 1. Select data taken only by commercial ships, excluding 
 specialist ship data sources, such as research vessels 
 (For more information see the [selection criteria](Workflow/data-selection)).
-2. [Preprocessing of ID's](Workflow/processing-of-ids) to improve duplicate 
-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.
+2. [Preprocessing of ID's](Workflow/processing-of-ids) to improve [duplicate identification](Workflow/duplicate-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 
-identification and [matching of reports ID's](Workflow/matching-criteria).  
+- The rest of the blocks represent processing scripts that concentrate in the duplicates identification and [matching of reports ID's](Workflow/matching-criteria).  
+
+More details on the data processing can be found in this [technical report]().
 
 ```mermaid
 graph TB
@@ -68,3 +65,4 @@ class id6,id7,id8,id9,id10,id11,id12 rest
 **Output data**
 --------------
 
+Maybe here we can add some of the plots that you created as output.