diff --git a/slurm/20190411.Slurm-accounting.md b/slurm/20190411.Slurm-accounting.md
index 5db10f2..47d6e0c 100644
--- a/slurm/20190411.Slurm-accounting.md
+++ b/slurm/20190411.Slurm-accounting.md
@@ -1,7 +1,10 @@
 SLURM ACCOUNTING (sacct)
 ========================
 
-CAVEAT:
+Created: April 2019<br>
+Updated: November 2019
+
+**CAVEAT:**
 This document was originally developed by referencing SLURM
 18.08.1 used on Turing.
 I also tried to consult the newer version (master branch
@@ -11,6 +14,12 @@ incompatible with this version.
 Please use a grain of salt when reading, and always consult with
 manual pages, source code, etc in case of doubt.
 
+*Update 2019-11-06*:
+SLURM man page now contains the description of the accounting fields.
+Please look at
+<https://slurm.schedmd.com/sacct.html#lbAF> .
+
+
 
 UNDERSTANDING SLURM ACCOUNTING FIELDS
 -------------------------------------
@@ -21,7 +30,10 @@ SLURM accounting can produce very many fields.
 The "cooked" job ID. Please see the discussion below.
 
 `JobIDRaw`:
-The "raw" job ID. Please see the discussion below.
+The "raw" job ID.
+In a vast majority of cases, the `JobIDRaw` field is identical to `JobID`
+except in the case of array jobs.
+Please see the discussion below.
 
 `TimelimitRaw`:
 The raw value of time limit, in minutes.
@@ -76,7 +88,7 @@ A `JOBSTEP` can have several subtypes:
 * `SLURM_BATCH_SCRIPT`, in which case JobIDRaw will obtain the `.batch` suffix.
 * `SLURM_EXTERN_CONT`, in which case JobIDRaw will obtain the `.extern` suffix.
   Apparently, this is meant to indicate "external" type of job steps,
-  including.
+  described further below.
 * many others; but in this case, it will print JobIDRaw in `[0-9]+\.[0-9]+`
   pattern
 * Other types (usually it will have index numbers like 0, 1, 2, ...)
@@ -87,7 +99,7 @@ A `JOBSTEP` can have several subtypes:
 A "vanilla" job entry corresponds to a single job submitted by a user to SLURM.
 This will not be a job array.
 
-* Characteristics : `JobID ~ /^[0-9]+$/`.
+* Regexp match : `JobID ~ /^[0-9]+$/`.
 
 
 #### Array Job
@@ -95,7 +107,7 @@ This will not be a job array.
 An "array" job entry corresponds to a single job as part of a job
 array submitted by a user to SLURM.
 
-* Characteristics : `JobID ~ /^[0-9]+_[0-9]+$/`.
+* Regexp match : `JobID ~ /^[0-9]+_[0-9]+$/`.
 
 The Job ID contains two numbers separated by an underscore.
 The number before the underscore refers to the job ID as reported by
@@ -114,7 +126,7 @@ square brackets around the job suffix:
 A heterogenous job entry corresponds to a part of a heterogenous job
 submitted by a user to SLURM.
 
-* Characteristics : `JobID ~ /^[0-9]+\+[0-9]+$/`.
+* Regexp match: `JobID ~ /^[0-9]+\+[0-9]+$/`.
 
 The Job ID contains two numbers separated by a plus sign.
 The number before the underscore refers to the job ID as reported by
@@ -130,7 +142,7 @@ sbatch) when more than one CPU cores were requested by the job.
 
 Characteristics of SLURM_BATCH_SCRIPT accounting records:
 
-* JobIDRaw =~ /^[0-9]+\.batch$/
+* Regexp match: `JobIDRaw ~ /^[0-9]+\.batch$/`
 
 * The record does NOT have user ID (field `User`)
 
@@ -177,7 +189,7 @@ that may be only when a specific "job completion" task is specified.
 #### Questions & (Possible) Answers
 
 * Why there is a separate "NNNNN.batch" record?
-  It is perhaps when the job is multi-node.
+  Perhaps, this record was made when the job is multi-node.
   It appears to me that the ".batch" record is for accounting the batch script
   itself (which will run only on node #0 of the allocated resources).
 
@@ -192,7 +204,7 @@ This is what I found after this exploration:
 
 > We only need to include accounting records where the `JobIDRaw` field
 > contains only whole integers (i.e. matching regex `^[0-9]+$`).
-
+> Further, 
 
 
 ## References