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The awk script provided by ChublerXL should work well as long as huge_file.txt contains a small number of different departments. The number of open files allowed varies with different...

Here is a solution in awk:

awk 'F{F=F "\n" $0}
/start regexp/ {F=$0}
/end regexp/ {
$0=F "\n"
if(gsub(/.*Department=/, "", F)) gsub(/\n.*/, ".txt", F)
else F="Unknown.txt"
print > F...