Then-chaining¶
How do I examine then-chaining?¶
Then-chaining found in Miller is intended to function the same as Unix pipes, but with less keystroking. You can print your data one pipeline step at a time, to see what intermediate output at one step becomes the input to the next step.
First, look at the input data:
cat data/then-example.csv
Status,Payment_Type,Amount
paid,cash,10.00
pending,debit,20.00
paid,cash,50.00
pending,credit,40.00
paid,debit,30.00
Next, run the first step of your command, omitting anything from the first then onward:
mlr --icsv --opprint count-distinct -f Status,Payment_Type data/then-example.csv
Status Payment_Type count
paid cash 2
pending debit 1
pending credit 1
paid debit 1
After that, run it with the next then step included:
mlr --icsv --opprint count-distinct -f Status,Payment_Type \
then sort -nr count \
data/then-example.csv
Status Payment_Type count
paid cash 2
pending debit 1
pending credit 1
paid debit 1
Now if you use then to include another verb after that, the columns Status, Payment_Type, and count will be the input to that verb.
Note, by the way, that you’ll get the same results using pipes:
mlr --csv count-distinct -f Status,Payment_Type data/then-example.csv \
| mlr --icsv --opprint sort -nr count
Status Payment_Type count
paid cash 2
pending debit 1
pending credit 1
paid debit 1
NR is not consecutive after then-chaining¶
Given this input data:
cat data/small
a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
why don’t I see NR=1 and NR=2 here??
mlr filter '$x > 0.5' then put '$NR = NR' data/small
a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NR=2
a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NR=5
The reason is that NR is computed for the original input records and isn’t dynamically updated. By contrast, NF is dynamically updated: it’s the number of fields in the current record, and if you add/remove a field, the value of NF will change:
echo x=1,y=2,z=3 | mlr put '$nf1 = NF; $u = 4; $nf2 = NF; unset $x,$y,$z; $nf3 = NF'
nf1=3,u=4,nf2=5,nf3=3
NR, by contrast (and FNR as well), retains the value from the original input stream, and records may be dropped by a filter within a then-chain. To recover consecutive record numbers, you can use out-of-stream variables as follows:
mlr --opprint --from data/small put '
begin{ @nr1 = 0 }
@nr1 += 1;
$nr1 = @nr1
' \
then filter '$x>0.5' \
then put '
begin{ @nr2 = 0 }
@nr2 += 1;
$nr2 = @nr2
'
a b i x y nr1 nr2
eks pan 2 0.7586799647899636 0.5221511083334797 2 1
wye pan 5 0.5732889198020006 0.8636244699032729 5 2
Or, simply use mlr cat -n:
mlr filter '$x > 0.5' then cat -n data/small
n=1,a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
n=2,a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729