diff --git a/docs/.vimrc b/docs/.vimrc index d7ad65f85..139ec46ba 100644 --- a/docs/.vimrc +++ b/docs/.vimrc @@ -1,2 +1,3 @@ map \f :w:!clear;make html map \d :w:!clear;make clean html +map \z :w:%!h2rfoo diff --git a/docs/README.md b/docs/README.md index fb4f70626..9fef0019e 100644 --- a/docs/README.md +++ b/docs/README.md @@ -38,4 +38,6 @@ ## To do * Port various content from `../doc`. + * `./h2rfoo < ../doc/content-for-foo.html > ./foo.rst.in` is a rough first pass for autoconverting some things, but many bits will still need manual editing. See also https://www.sphinx-doc.org/en/1.8/usage/restructuredtext/basics.html. + * Add the new `foo` to `./genrst` and `./index.rst`. * Let's all discuss if/how we want the v2 docs to be structured better than the v1 docs. diff --git a/docs/data/a.csv b/docs/data/a.csv new file mode 100644 index 000000000..88700c714 --- /dev/null +++ b/docs/data/a.csv @@ -0,0 +1,3 @@ +a,b,c +1,2,3 +4,5,6 diff --git a/docs/data/a.dkvp b/docs/data/a.dkvp new file mode 100644 index 000000000..c9e1a06ef --- /dev/null +++ b/docs/data/a.dkvp @@ -0,0 +1,2 @@ +a=1,b=2,c=3 +a=4,b=5,c=6 diff --git a/docs/data/b.csv b/docs/data/b.csv new file mode 100644 index 000000000..45f82f9f9 --- /dev/null +++ b/docs/data/b.csv @@ -0,0 +1,2 @@ +a,b,c +7,8,9 diff --git a/docs/data/b.dkvp b/docs/data/b.dkvp new file mode 100644 index 000000000..d9be5c2ce --- /dev/null +++ b/docs/data/b.dkvp @@ -0,0 +1 @@ +a=7,b=8,c=9 diff --git a/docs/data/begin-end-example-1.sh b/docs/data/begin-end-example-1.sh new file mode 100644 index 000000000..f66beaa7e --- /dev/null +++ b/docs/data/begin-end-example-1.sh @@ -0,0 +1,5 @@ +mlr put ' + begin { @sum = 0 }; + @x_sum += $x; + end { emit @x_sum } +' ../data/small diff --git a/docs/data/begin-end-example-2.sh b/docs/data/begin-end-example-2.sh new file mode 100644 index 000000000..55ad689f6 --- /dev/null +++ b/docs/data/begin-end-example-2.sh @@ -0,0 +1,4 @@ +mlr put ' + @x_sum += $x; + end { emit @x_sum } +' ../data/small diff --git a/docs/data/begin-end-example-3.sh b/docs/data/begin-end-example-3.sh new file mode 100644 index 000000000..d88dbe3c7 --- /dev/null +++ b/docs/data/begin-end-example-3.sh @@ -0,0 +1,4 @@ +mlr put -q ' + @x_sum += $x; + end { emit @x_sum } +' ../data/small diff --git a/docs/data/begin-end-example-4.sh b/docs/data/begin-end-example-4.sh new file mode 100644 index 000000000..5ac1c112b --- /dev/null +++ b/docs/data/begin-end-example-4.sh @@ -0,0 +1,8 @@ +mlr put -q ' + @x_count += 1; + @x_sum += $x; + end { + emit @x_count; + emit @x_sum; + } +' ../data/small diff --git a/docs/data/begin-end-example-5.sh b/docs/data/begin-end-example-5.sh new file mode 100644 index 000000000..dbd2efed1 --- /dev/null +++ b/docs/data/begin-end-example-5.sh @@ -0,0 +1 @@ +mlr stats1 -a count,sum -f x ../data/small diff --git a/docs/data/begin-end-example-6.sh b/docs/data/begin-end-example-6.sh new file mode 100644 index 000000000..7f9bbb6d1 --- /dev/null +++ b/docs/data/begin-end-example-6.sh @@ -0,0 +1,8 @@ +mlr put -q ' + @x_count[$a] += 1; + @x_sum[$a] += $x; + end { + emit @x_count, "a"; + emit @x_sum, "a"; + } +' ../data/small diff --git a/docs/data/begin-end-example-6a.sh b/docs/data/begin-end-example-6a.sh new file mode 100644 index 000000000..6b9e46bea --- /dev/null +++ b/docs/data/begin-end-example-6a.sh @@ -0,0 +1,7 @@ +mlr --from data/medium put -q ' + @x_count[$a][$b] += 1; + @x_sum[$a][$b] += $x; + end { + emit (@x_count, @x_sum), "a", "b"; + } +' diff --git a/docs/data/begin-end-example-7.sh b/docs/data/begin-end-example-7.sh new file mode 100644 index 000000000..5c0101659 --- /dev/null +++ b/docs/data/begin-end-example-7.sh @@ -0,0 +1 @@ +mlr stats1 -a count,sum -f x -g a ../data/small diff --git a/docs/data/begin-end-example-7b.sh b/docs/data/begin-end-example-7b.sh new file mode 100644 index 000000000..e69de29bb diff --git a/docs/data/begin-end-example-8.sh b/docs/data/begin-end-example-8.sh new file mode 100644 index 000000000..4a239310d --- /dev/null +++ b/docs/data/begin-end-example-8.sh @@ -0,0 +1,15 @@ +mlr put ' + begin { + @num_total = 0; + @num_positive = 0; + }; + @num_total += 1; + $x > 0.0 { + @num_positive += 1; + $y = log10($x); $z = sqrt($y) + }; + end { + emitf @num_total, @num_positive + } +' data/put-gating-example-1.dkvp + diff --git a/docs/data/budget.csv b/docs/data/budget.csv new file mode 100644 index 000000000..1791a8657 --- /dev/null +++ b/docs/data/budget.csv @@ -0,0 +1,5 @@ +# Asana -- here are the budget figures you asked for! +type,quantity +purple,456.78 +green,678.12 +orange,123.45 diff --git a/docs/data/bulk-rename-for-loop.mlr b/docs/data/bulk-rename-for-loop.mlr new file mode 100644 index 000000000..ec648319c --- /dev/null +++ b/docs/data/bulk-rename-for-loop.mlr @@ -0,0 +1,5 @@ +map newrec = {}; +for (oldk, v in $*) { + newrec[gsub(oldk, " ", "_")] = v; +} +$* = newrec diff --git a/docs/data/clean-whitespace.csv b/docs/data/clean-whitespace.csv new file mode 100644 index 000000000..655f65a1b --- /dev/null +++ b/docs/data/clean-whitespace.csv @@ -0,0 +1,4 @@ + Name , Preference + Ann Simons, blue +Bob Wang , red + Carol Vee, yellow diff --git a/docs/data/color-codes.csv b/docs/data/color-codes.csv new file mode 100644 index 000000000..b23e146e9 --- /dev/null +++ b/docs/data/color-codes.csv @@ -0,0 +1,4 @@ +id,code +3,0000ff +2,00ff00 +4,ff0000 diff --git a/docs/data/color-names.csv b/docs/data/color-names.csv new file mode 100644 index 000000000..4677150b6 --- /dev/null +++ b/docs/data/color-names.csv @@ -0,0 +1,3 @@ +id,color +4,red +2,green diff --git a/docs/data/colored-shapes.dkvp b/docs/data/colored-shapes.dkvp new file mode 100644 index 000000000..d10602709 --- /dev/null +++ b/docs/data/colored-shapes.dkvp @@ -0,0 +1,10078 @@ +color=yellow,shape=triangle,flag=1,i=11,u=0.6321695890307647,v=0.9887207810889004,w=0.4364983936735774,x=5.7981881667050565 +color=red,shape=square,flag=1,i=15,u=0.21966833570651523,v=0.001257332190235938,w=0.7927778364718627,x=2.944117399716207 +color=red,shape=circle,flag=1,i=16,u=0.20901671281497636,v=0.29005231936593445,w=0.13810280912907674,x=5.065034003400998 +color=red,shape=square,flag=0,i=48,u=0.9562743938458542,v=0.7467203085342884,w=0.7755423050923582,x=7.117831369597269 +color=purple,shape=triangle,flag=0,i=51,u=0.4355354501763202,v=0.8591292672156728,w=0.8122903963006748,x=5.753094629505863 +color=red,shape=square,flag=0,i=64,u=0.2015510269821953,v=0.9531098083420033,w=0.7719912015786777,x=5.612050466474166 +color=purple,shape=triangle,flag=0,i=65,u=0.6842806710360729,v=0.5823723856331258,w=0.8014053396013747,x=5.805148213865135 +color=yellow,shape=circle,flag=1,i=73,u=0.6033649768090676,v=0.42370791211283076,w=0.639785141788745,x=7.006414410739997 +color=yellow,shape=circle,flag=1,i=87,u=0.2856563669907619,v=0.8335161523929382,w=0.6350579406858395,x=6.350035616385983 +color=purple,shape=square,flag=0,i=91,u=0.25992639068499135,v=0.824321938346312,w=0.7237347131411271,x=6.854221024776646 +color=red,shape=circle,flag=0,i=108,u=0.024802572314538085,v=-0.018793703176088375,w=0.1671176659369718,x=5.055666375592517 +color=yellow,shape=square,flag=1,i=109,u=0.9974736736046079,v=0.6760028458359627,w=0.41864350936782024,x=3.901025801203988 +color=red,shape=circle,flag=0,i=118,u=0.34117602470323594,v=0.38062693570973866,w=0.17327129470515584,x=3.29791352816602 +color=red,shape=triangle,flag=0,i=123,u=0.4278178693661939,v=0.3960696006932547,w=0.4669075799722325,x=6.075593868973896 +color=green,shape=triangle,flag=1,i=126,u=0.1513010528347546,v=0.40346767294704544,w=0.051213231883952326,x=5.955109300797182 +color=red,shape=circle,flag=0,i=132,u=0.00415869281443515,v=0.07120668907359722,w=0.18024088018973658,x=6.081369507941527 +color=red,shape=square,flag=1,i=136,u=0.7115806575648764,v=0.6358066944310004,w=0.733362749189488,x=2.0929047447188442 +color=purple,shape=triangle,flag=0,i=140,u=0.7170724772864769,v=0.971982521419424,w=0.7877975577532164,x=4.099359540509919 +color=purple,shape=triangle,flag=0,i=151,u=0.032614487569017414,v=0.7346633365041219,w=0.7812143304483805,x=2.6831992610568047 +color=green,shape=square,flag=0,i=152,u=0.6684429446914862,v=0.016056003736548696,w=0.4656148241291592,x=5.434588759225423 +color=yellow,shape=square,flag=1,i=158,u=0.41527900739142165,v=0.7118027080775757,w=0.4200799665161291,x=5.33279067554884 +color=red,shape=triangle,flag=1,i=177,u=0.46223900862848977,v=0.3756372162560322,w=0.46677374441501546,x=3.868738145214838 +color=red,shape=square,flag=1,i=181,u=0.7499237717390023,v=0.3011685472073139,w=0.7067889134216544,x=5.658717346090616 +color=red,shape=square,flag=0,i=207,u=0.8418732590895626,v=0.6829961308284442,w=0.6777973811978997,x=6.429841924437199 +color=blue,shape=circle,flag=0,i=215,u=0.7803586969333292,v=0.33146680638888126,w=0.04289047852629113,x=5.725365736377487 +color=blue,shape=triangle,flag=0,i=220,u=0.441773289968473,v=0.44597731903759075,w=0.6329360666849821,x=4.3064608776550894 +color=yellow,shape=triangle,flag=1,i=230,u=0.662341253298938,v=0.1395610797840987,w=0.4253162003550002,x=7.4205012813680336 +color=purple,shape=square,flag=0,i=247,u=0.7157068193458154,v=0.30556667456142306,w=0.7082214193677417,x=6.27840284372013 +color=blue,shape=circle,flag=1,i=282,u=0.4107894174130632,v=0.5237663206650146,w=0.04318568730902819,x=3.7814299131517406 +color=green,shape=triangle,flag=0,i=284,u=0.09184444247342893,v=0.4977908548241379,w=0.07847551915092178,x=5.171903191298225 +color=purple,shape=circle,flag=0,i=314,u=0.9970979544448977,v=0.19371928997895382,w=0.4669332097132727,x=6.253743240180984 +color=red,shape=circle,flag=0,i=317,u=0.3806668694886812,v=0.4639086417841095,w=0.24155540443368562,x=5.233591001880515 +color=blue,shape=square,flag=0,i=320,u=0.6567438551446514,v=0.6872579918742652,w=0.3126631069620033,x=4.783384797137046 +color=blue,shape=circle,flag=1,i=323,u=0.6831389508634012,v=0.5164266496909541,w=0.04279502510289964,x=6.430767892082264 +color=red,shape=circle,flag=0,i=342,u=0.022581234669267536,v=0.07297945199030628,w=0.24820497536870453,x=4.8817903893282315 +color=red,shape=circle,flag=0,i=343,u=0.19109789177540426,v=0.09277368510132841,w=0.25217038732339636,x=6.3438770884826345 +color=green,shape=square,flag=0,i=356,u=0.7674272008085286,v=0.341578843118008,w=0.4570224877870851,x=4.830320062215299 +color=yellow,shape=triangle,flag=1,i=360,u=0.04059511540040217,v=0.12175098644715998,w=0.4252690428843536,x=6.189923389321772 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+color=yellow,shape=square,flag=1,i=99737,u=0.7817216417913274,v=0.5151975809561844,w=0.5120362880736075,x=5.094375748508235 +color=purple,shape=square,flag=0,i=99752,u=0.2933784074149981,v=0.28316289440376663,w=0.5195849897897076,x=4.466194613824574 +color=red,shape=triangle,flag=0,i=99771,u=0.7499528240734045,v=0.510649322249461,w=0.48848536220862615,x=5.379912183986147 +color=blue,shape=circle,flag=1,i=99792,u=0.3076962240598582,v=0.8882325633423691,w=0.4920877813292329,x=4.835327839887664 +color=green,shape=circle,flag=0,i=99794,u=0.8350677370237658,v=0.18712252292764242,w=0.4857238383933379,x=3.9041984421067504 +color=red,shape=square,flag=0,i=99820,u=0.4110846740079569,v=0.1409845690629965,w=0.5148459393384885,x=5.755754455114368 +color=red,shape=triangle,flag=0,i=99854,u=0.0580164801671621,v=0.10149907122466983,w=0.48474226744746424,x=4.175624509332196 +color=yellow,shape=square,flag=1,i=99855,u=0.654308310890614,v=0.04227513301555064,w=0.5186850271601244,x=3.129028558096429 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+color=purple,shape=square,flag=0,i=99923,u=0.22587344110808483,v=0.3529160737725947,w=0.519883718053089,x=3.421331967577624 +color=blue,shape=circle,flag=1,i=99925,u=0.41222408674206745,v=0.4302961063823483,w=0.5006899693333398,x=3.2881616182365114 +color=green,shape=circle,flag=0,i=99938,u=0.31517128587360044,v=0.9370877470212836,w=0.4970914108233537,x=5.006451117858268 +color=red,shape=triangle,flag=0,i=99948,u=0.9107115544023052,v=0.32519669604939616,w=0.49373516335938644,x=2.931371497952684 +color=purple,shape=triangle,flag=0,i=99955,u=0.516433078636893,v=0.10057092319662564,w=0.5052269474197051,x=4.048839550090146 +color=blue,shape=circle,flag=1,i=99969,u=0.4845171309004245,v=0.8572710188113218,w=0.49452921927634125,x=4.034770268996462 +color=blue,shape=square,flag=1,i=99974,u=0.6189062525431605,v=0.2637962404841453,w=0.5311465405784674,x=6.210738209085753 +color=blue,shape=triangle,flag=0,i=99976,u=0.008110504040268474,v=0.8267274952432482,w=0.4732962944898885,x=6.146956761817328 +color=yellow,shape=triangle,flag=0,i=99990,u=0.3839424618160777,v=0.55952913620132,w=0.5113763011485609,x=4.307973891915119 +color=yellow,shape=circle,flag=1,i=99994,u=0.764950884927175,v=0.25284227383991364,w=0.49969878539567425,x=5.013809741826425 diff --git a/docs/data/colours.csv b/docs/data/colours.csv new file mode 100644 index 000000000..f6dbe24aa --- /dev/null +++ b/docs/data/colours.csv @@ -0,0 +1,3 @@ +KEY;DE;EN;ES;FI;FR;IT;NL;PL;RO;TR +masterdata_colourcode_1;Weiß;White;Blanco;Valkoinen;Blanc;Bianco;Wit;Biały;Alb;Beyaz +masterdata_colourcode_2;Schwarz;Black;Negro;Musta;Noir;Nero;Zwart;Czarny;Negru;Siyah diff --git a/docs/data/current_counters.csv b/docs/data/current_counters.csv new file mode 100644 index 000000000..3193153cd --- /dev/null +++ b/docs/data/current_counters.csv @@ -0,0 +1,5 @@ +color,count +red,3467 +orange,670 +yellow,27 +blue,6944 diff --git a/docs/data/currtemp.csv b/docs/data/currtemp.csv new file mode 100644 index 000000000..7b335ce9e --- /dev/null +++ b/docs/data/currtemp.csv @@ -0,0 +1,5 @@ +color,current_count +red,3467 +orange,670 +yellow,27 +blue,6944 diff --git a/docs/data/delimiter-examples.txt b/docs/data/delimiter-examples.txt new file mode 100644 index 000000000..27d7c7233 --- /dev/null +++ b/docs/data/delimiter-examples.txt @@ -0,0 +1,57 @@ +# Use the `file` command to see if there are CR/LF terminators (in this case, +# there are not): +$ file data/colours.csv +data/colours.csv: UTF-8 Unicode text + +# Look at the file to find names of fields +$ cat data/colours.csv +KEY;DE;EN;ES;FI;FR;IT;NL;PL;RO;TR +masterdata_colourcode_1;Weiß;White;Blanco;Valkoinen;Blanc;Bianco;Wit;Biały;Alb;Beyaz +masterdata_colourcode_2;Schwarz;Black;Negro;Musta;Noir;Nero;Zwart;Czarny;Negru;Siyah + +# Extract a few fields: +$ mlr --csv cut -f KEY,PL,RO data/colours.csv +(only blank lines appear) + +# Use XTAB output format to get a sharper picture of where records/fields +# are being split: +$ mlr --icsv --oxtab cat data/colours.csv +KEY;DE;EN;ES;FI;FR;IT;NL;PL;RO;TR masterdata_colourcode_1;Weiß;White;Blanco;Valkoinen;Blanc;Bianco;Wit;Biały;Alb;Beyaz + +KEY;DE;EN;ES;FI;FR;IT;NL;PL;RO;TR masterdata_colourcode_2;Schwarz;Black;Negro;Musta;Noir;Nero;Zwart;Czarny;Negru;Siyah + +# Using XTAB output format makes it clearer that KEY;DE;...;RO;TR is being +# treated as a single field name in the CSV header, and likewise each +# subsequent line is being treated as a single field value. This is because +# the default field separator is a comma but we have semicolons here. +# Use XTAB again with different field separator (--fs semicolon): + mlr --icsv --ifs semicolon --oxtab cat data/colours.csv +KEY masterdata_colourcode_1 +DE Weiß +EN White +ES Blanco +FI Valkoinen +FR Blanc +IT Bianco +NL Wit +PL Biały +RO Alb +TR Beyaz + +KEY masterdata_colourcode_2 +DE Schwarz +EN Black +ES Negro +FI Musta +FR Noir +IT Nero +NL Zwart +PL Czarny +RO Negru +TR Siyah + +# Using the new field-separator, retry the cut: + mlr --csv --fs semicolon cut -f KEY,PL,RO data/colours.csv +KEY;PL;RO +masterdata_colourcode_1;Biały;Alb +masterdata_colourcode_2;Czarny;Negru diff --git a/docs/data/dollar-sign.txt b/docs/data/dollar-sign.txt new file mode 100644 index 000000000..dbd5fddf7 --- /dev/null +++ b/docs/data/dollar-sign.txt @@ -0,0 +1,32 @@ +$ cat sample.csv +EventOccurred,EventType,Description,Status,PaymentType,NameonAccount,TransactionNumber,Amount +10/1/2015,Charged Back,Reason: Authorization Revoked By Customer,Disputed,Checking,John,1,$230.36 +10/1/2015,Charged Back,Reason: Authorization Revoked By Customer,Disputed,Checking,Fred,2,$32.25 +10/1/2015,Charged Back,Reason: Customer Advises Not Authorized,Disputed,Checking,Bob,3,$39.02 +10/1/2015,Charged Back,Reason: Authorization Revoked By Customer,Disputed,Checking,Alice,4,$57.54 +10/1/2015,Charged Back,Reason: Authorization Revoked By Customer,Disputed,Checking,Jungle,5,$230.36 +10/1/2015,Charged Back,Reason: Payment Stopped,Disputed,Checking,Joe,6,$281.96 +10/2/2015,Charged Back,Reason: Customer Advises Not Authorized,Disputed,Checking,Joseph,7,$188.19 +10/2/2015,Charged Back,Reason: Customer Advises Not Authorized,Disputed,Checking,Joseph,8,$188.19 +10/2/2015,Charged Back,Reason: Payment Stopped,Disputed,Checking,Anthony,9,$250.00 + +$ mlr --icsv --opprint cat sample.csv +EventOccurred EventType Description Status PaymentType NameonAccount TransactionNumber Amount +10/1/2015 Charged Back Reason: Authorization Revoked By Customer Disputed Checking John 1 $230.36 +10/1/2015 Charged Back Reason: Authorization Revoked By Customer Disputed Checking Fred 2 $32.25 +10/1/2015 Charged Back Reason: Customer Advises Not Authorized Disputed Checking Bob 3 $39.02 +10/1/2015 Charged Back Reason: Authorization Revoked By Customer Disputed Checking Alice 4 $57.54 +10/1/2015 Charged Back Reason: Authorization Revoked By Customer Disputed Checking Jungle 5 $230.36 +10/1/2015 Charged Back Reason: Payment Stopped Disputed Checking Joe 6 $281.96 +10/2/2015 Charged Back Reason: Customer Advises Not Authorized Disputed Checking Joseph 7 $188.19 +10/2/2015 Charged Back Reason: Customer Advises Not Authorized Disputed Checking Joseph 8 $188.19 +10/2/2015 Charged Back Reason: Payment Stopped Disputed Checking Anthony 9 $250.00 + +$ mlr --csv put '$Amount = sub(string($Amount), "\$", "")' then stats1 -a sum -f Amount sample.csv +Amount_sum +1497.870000 + +$ mlr --csv --ofmt '%.2lf' put '$Amount = sub(string($Amount), "\$", "")' then stats1 -a sum -f Amount sample.csv +Amount_sum +1497.87 + diff --git a/docs/data/dynamic-nr.sh b/docs/data/dynamic-nr.sh new file mode 100644 index 000000000..b9bfb73e9 --- /dev/null +++ b/docs/data/dynamic-nr.sh @@ -0,0 +1,11 @@ +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; + $nr2 = @nr2 +' diff --git a/docs/data/emit-lashed.sh b/docs/data/emit-lashed.sh new file mode 100644 index 000000000..29dd4787c --- /dev/null +++ b/docs/data/emit-lashed.sh @@ -0,0 +1,10 @@ +mlr --from data/medium --opprint put -q ' + @x_count[$a][$b] += 1; + @x_sum[$a][$b] += $x; + end { + for ((a, b), _ in @x_count) { + @x_mean[a][b] = @x_sum[a][b] / @x_count[a][b] + } + emit (@x_sum, @x_count, @x_mean), "a", "b" + } +' diff --git a/docs/data/english-words.txt b/docs/data/english-words.txt new file mode 100644 index 000000000..9e382cd81 --- /dev/null +++ b/docs/data/english-words.txt @@ -0,0 +1,210687 @@ +a +aa +aal +aalii +aam +aardvark +aardwolf +aba +abac +abaca +abacate +abacay +abacinate +abacination +abaciscus +abacist +aback +abactinal +abactinally +abaction +abactor +abaculus +abacus +abaff +abaft +abaisance +abaiser +abaissed +abalienate +abalienation +abalone +abampere +abandon +abandonable +abandoned +abandonedly +abandonee +abandoner +abandonment +abaptiston +abarthrosis +abarticular +abarticulation +abas +abase +abased +abasedly +abasedness +abasement +abaser +abash +abashed +abashedly +abashedness +abashless +abashlessly +abashment +abasia +abasic +abask +abastardize +abatable +abate +abatement +abater +abatis +abatised +abaton +abator +abattoir +abature +abave +abaxial +abaxile +abaze +abb +abbacomes +abbacy +abbas +abbasi +abbassi +abbatial +abbatical +abbess +abbey +abbeystede +abbot +abbotcy +abbotnullius +abbotship +abbreviate +abbreviately +abbreviation +abbreviator +abbreviatory +abbreviature +abcoulomb +abdal 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+zuurveldt +zuza +zwanziger +zwieback +zwitter +zwitterion +zwitterionic +zyga +zygadenine +zygaenid +zygal +zygantra +zygantrum +zygapophyseal +zygapophysis +zygion +zygite +zygnemataceous +zygobranch +zygobranchiate +zygodactyl +zygodactylic +zygodactylism +zygodactylous +zygodont +zygolabialis +zygoma +zygomata +zygomatic +zygomaticoauricular +zygomaticoauricularis +zygomaticofacial +zygomaticofrontal +zygomaticomaxillary +zygomaticoorbital +zygomaticosphenoid +zygomaticotemporal +zygomaticum +zygomaticus +zygomaxillare +zygomaxillary +zygomorphic +zygomorphism +zygomorphous +zygomycete +zygomycetous +zygon +zygoneure +zygophore +zygophoric +zygophyceous +zygophyllaceous +zygophyte +zygopleural +zygopteran +zygopterid +zygopteron +zygopterous +zygose +zygosis +zygosperm +zygosphenal +zygosphene +zygosphere +zygosporange +zygosporangium +zygospore +zygosporic +zygosporophore +zygostyle +zygotactic +zygotaxis +zygote +zygotene +zygotic +zygotoblast +zygotoid +zygotomere +zygous +zygozoospore +zymase +zyme +zymic +zymin +zymite +zymogen +zymogene +zymogenesis +zymogenic +zymogenous +zymoid +zymologic +zymological +zymologist +zymology +zymolyis +zymolysis +zymolytic +zymome +zymometer +zymomin +zymophore +zymophoric +zymophosphate +zymophyte +zymoplastic +zymoscope +zymosimeter +zymosis +zymosterol +zymosthenic +zymotechnic +zymotechnical +zymotechnics +zymotechny +zymotic +zymotically +zymotize +zymotoxic +zymurgy +zythem +zythum diff --git a/docs/data/factorial-example.sh b/docs/data/factorial-example.sh new file mode 100644 index 000000000..c3984d568 --- /dev/null +++ b/docs/data/factorial-example.sh @@ -0,0 +1,14 @@ +mlr --opprint --from data/small put ' + func f(n) { + if (is_numeric(n)) { + if (n > 0) { + return n * f(n-1); + } else { + return 1; + } + } + # implicitly return absent-null if non-numeric + } + $ox = f($x + NR); + $oi = f($i); +' diff --git a/docs/data/fe-example-1.sh b/docs/data/fe-example-1.sh new file mode 100644 index 000000000..9575e4cf9 --- /dev/null +++ b/docs/data/fe-example-1.sh @@ -0,0 +1 @@ +mlr --from data/small put '$xy = sqrt($x**2 + $y**2)' diff --git a/docs/data/fe-example-2.sh b/docs/data/fe-example-2.sh new file mode 100644 index 000000000..048c3672e --- /dev/null +++ b/docs/data/fe-example-2.sh @@ -0,0 +1 @@ +mlr --from data/small put 'func f(a, b) { return sqrt(a**2 + b**2) } $xy = f($x, $y)' diff --git a/docs/data/fe-example-3.mlr b/docs/data/fe-example-3.mlr new file mode 100644 index 000000000..1ba3f9e48 --- /dev/null +++ b/docs/data/fe-example-3.mlr @@ -0,0 +1,4 @@ +func f(a, b) { + return sqrt(a**2 + b**2) +} +$xy = f($x, $y) diff --git a/docs/data/fe-example-4.mlr b/docs/data/fe-example-4.mlr new file mode 100644 index 000000000..7d668474d --- /dev/null +++ b/docs/data/fe-example-4.mlr @@ -0,0 +1,3 @@ +func f(a, b) { + return sqrt(a**2 + b**2) +} diff --git a/docs/data/feature-count.mlr b/docs/data/feature-count.mlr new file mode 100644 index 000000000..4a4a97691 --- /dev/null +++ b/docs/data/feature-count.mlr @@ -0,0 +1,13 @@ +for (key in $*) { + @key_counts[key] += 1; +} +@record_count += 1; + +end { + for (key in @key_counts) { + @key_fraction[key] = @key_counts[key] / @record_count + } + emit @record_count; + emit @key_counts, "key"; + emit @key_fraction,"key" +} diff --git a/docs/data/features.json b/docs/data/features.json new file mode 100644 index 000000000..a4b21e916 --- /dev/null +++ b/docs/data/features.json @@ -0,0 +1,12 @@ +{ "qoh": 29874, "rate": 1.68, "latency": 0.02 } +{ "name": "alice", "uid": 572 } +{ "qoh": 1227, "rate": 1.01, "latency": 0.07 } +{ "qoh": 13458, "rate": 1.72, "latency": 0.04 } +{ "qoh": 56782, "rate": 1.64 } +{ "qoh": 23512, "rate": 1.71, "latency": 0.03 } +{ "qoh": 9876, "rate": 1.89, "latency": 0.08 } +{ "name": "bill", "uid": 684 } +{ "name": "chuck", "uid2": 908 } +{ "name": "dottie", "uid": 440 } +{ "qoh": 0, "rate": 0.40, "latency": 0.01 } +{ "qoh": 5438, "rate": 1.56, "latency": 0.17 } diff --git a/docs/data/fibo-cached.sh b/docs/data/fibo-cached.sh new file mode 100644 index 000000000..a6ae172bb --- /dev/null +++ b/docs/data/fibo-cached.sh @@ -0,0 +1,18 @@ +mlr --ofmt '%.9lf' --opprint seqgen --start 1 --stop 28 then put ' + func f(n) { + @fcount += 1; # count number of calls to the function + if (is_present(@fcache[n])) { # cache hit + return @fcache[n] + } else { # cache miss + num rv = 1; + if (n >= 2) { + rv = f(n-1) + f(n-2) # recurse + } + @fcache[n] = rv; + return rv + } + } + @fcount = 0; + $o = f($i); + $fcount = @fcount; +' then put '$seconds=systime()' then step -a delta -f seconds then cut -x -f seconds diff --git a/docs/data/fibo-uncached.sh b/docs/data/fibo-uncached.sh new file mode 100644 index 000000000..1c6d85c9b --- /dev/null +++ b/docs/data/fibo-uncached.sh @@ -0,0 +1,16 @@ +mlr --ofmt '%.9lf' --opprint seqgen --start 1 --stop 28 then put ' + func f(n) { + @fcount += 1; # count number of calls to the function + if (n < 2) { + return 1 + } else { + return f(n-1) + f(n-2) # recurse + } + } + + @fcount = 0; + $o = f($i); + $fcount = @fcount; + +' then put '$seconds=systime()' then step -a delta -f seconds then cut -x -f seconds + diff --git a/docs/data/fill-down.csv b/docs/data/fill-down.csv new file mode 100644 index 000000000..88477a59d --- /dev/null +++ b/docs/data/fill-down.csv @@ -0,0 +1,4 @@ +a,b,c +1,,3 +4,5,6 +7,,9 diff --git a/docs/data/filter-multiline-example.txt b/docs/data/filter-multiline-example.txt new file mode 100644 index 000000000..2a3421ec0 --- /dev/null +++ b/docs/data/filter-multiline-example.txt @@ -0,0 +1,5 @@ +mlr --opprint filter ' + ($x > 0.5 && $y < 0.5) + || + ($x < 0.5 && $y > 0.5) +' then stats2 -a corr -f x,y data/medium diff --git a/docs/data/flins.csv b/docs/data/flins.csv new file mode 100644 index 000000000..ce48ea897 --- /dev/null +++ b/docs/data/flins.csv @@ -0,0 +1,9 @@ +county,tiv_2011,tiv_2012,line +Seminole,22890.55,20848.71,Residential +Miami Dade,1158674.85,1076001.08,Residential +Palm Beach,1174081.5,1856589.17,Residential +Miami Dade,2850980.31,2650932.72,Commercial +Highlands,23006.41,19757.91,Residential +Highlands,49155.16,47362.96,Residential +Duval,1731888.18,2785551.63,Residential +St. Johns,29589.12,35207.53,Residential diff --git a/docs/data/flins.json b/docs/data/flins.json new file mode 100644 index 000000000..1578256a3 --- /dev/null +++ b/docs/data/flins.json @@ -0,0 +1,8 @@ +{ "county": "Seminole", "tiv_2011": 22890.55, "tiv_2012": 20848.71, "line": "Residential" } +{ "county": "Miami Dade", "tiv_2011": 1158674.85, "tiv_2012": 1076001.08, "line": "Residential" } +{ "county": "Palm Beach", "tiv_2011": 1174081.5, "tiv_2012": 1856589.17, "line": "Residential" } +{ "county": "Miami Dade", "tiv_2011": 2850980.31, "tiv_2012": 2650932.72, "line": "Commercial" } +{ "county": "Highlands", "tiv_2011": 23006.41, "tiv_2012": 19757.91, "line": "Residential" } +{ "county": "Highlands", "tiv_2011": 49155.16, "tiv_2012": 47362.96, "line": "Residential" } +{ "county": "Duval", "tiv_2011": 1731888.18, "tiv_2012": 2785551.63, "line": "Residential" } +{ "county": "St. Johns", "tiv_2011": 29589.12, "tiv_2012": 35207.53, "line": "Residential" } diff --git a/docs/data/for-oosvar-example-0a.txt b/docs/data/for-oosvar-example-0a.txt new file mode 100644 index 000000000..06f960894 --- /dev/null +++ b/docs/data/for-oosvar-example-0a.txt @@ -0,0 +1,8 @@ +# Parentheses are optional for single key: +for (k1, v in @a["b"]["c"]) { ... } +for ((k1), v in @a["b"]["c"]) { ... } +# Parentheses are required for multiple keys: +for ((k1, k2), v in @a["b"]["c"]) { ... } # Loop over subhashmap of a variable +for ((k1, k2, k3), v in @a["b"]["c"]) { ... } # Ditto +for ((k1, k2, k3), v in @a { ... } # Loop over variable starting from basename +for ((k1, k2, k3), v in @* { ... } # Loop over all variables (k1 is bound to basename) diff --git a/docs/data/for-oosvar-example-0b.sh b/docs/data/for-oosvar-example-0b.sh new file mode 100644 index 000000000..538a8f58d --- /dev/null +++ b/docs/data/for-oosvar-example-0b.sh @@ -0,0 +1,10 @@ +mlr -n put --jknquoteint -q ' + begin { + @myvar = { + 1: 2, + 3: { 4 : 5 }, + 6: { 7: { 8: 9 } } + } + } + end { dump } +' diff --git a/docs/data/for-oosvar-example-0c.sh b/docs/data/for-oosvar-example-0c.sh new file mode 100644 index 000000000..d70455ccc --- /dev/null +++ b/docs/data/for-oosvar-example-0c.sh @@ -0,0 +1,16 @@ +mlr -n put --jknquoteint -q ' + begin { + @myvar = { + 1: 2, + 3: { 4 : 5 }, + 6: { 7: { 8: 9 } } + } + } + end { + for (k, v in @myvar) { + print + "key=" . k . + ",valuetype=" . typeof(v); + } + } +' diff --git a/docs/data/for-oosvar-example-0d.sh b/docs/data/for-oosvar-example-0d.sh new file mode 100644 index 000000000..b03441e75 --- /dev/null +++ b/docs/data/for-oosvar-example-0d.sh @@ -0,0 +1,17 @@ +mlr -n put --jknquoteint -q ' + begin { + @myvar = { + 1: 2, + 3: { 4 : 5 }, + 6: { 7: { 8: 9 } } + } + } + end { + for ((k1, k2), v in @myvar) { + print + "key1=" . k1 . + ",key2=" . k2 . + ",valuetype=" . typeof(v); + } + } +' diff --git a/docs/data/for-oosvar-example-0e.sh b/docs/data/for-oosvar-example-0e.sh new file mode 100644 index 000000000..1c0ae6238 --- /dev/null +++ b/docs/data/for-oosvar-example-0e.sh @@ -0,0 +1,17 @@ +mlr -n put --jknquoteint -q ' + begin { + @myvar = { + 1: 2, + 3: { 4 : 5 }, + 6: { 7: { 8: 9 } } + } + } + end { + for ((k1, k2), v in @myvar[6]) { + print + "key1=" . k1 . + ",key2=" . k2 . + ",valuetype=" . typeof(v); + } + } +' diff --git a/docs/data/for-srec-example-1.sh b/docs/data/for-srec-example-1.sh new file mode 100644 index 000000000..960ea65c9 --- /dev/null +++ b/docs/data/for-srec-example-1.sh @@ -0,0 +1,11 @@ +mlr --pprint --from data/for-srec-example.tbl put ' + $sum1 = $f1 + $f2 + $f3; + $sum2 = 0; + $sum3 = 0; + for (key, value in $*) { + if (key =~ "^f[0-9]+") { + $sum2 += value; + $sum3 += $[key]; + } + } +' diff --git a/docs/data/for-srec-example-2.sh b/docs/data/for-srec-example-2.sh new file mode 100644 index 000000000..ffefb4ad7 --- /dev/null +++ b/docs/data/for-srec-example-2.sh @@ -0,0 +1,10 @@ +mlr --from data/small --opprint put ' + $sum1 = 0; + $sum2 = 0; + for (k,v in $*) { + if (is_numeric(v)) { + $sum1 +=v; + $sum2 += $[k]; + } + } +' diff --git a/docs/data/for-srec-example-3.sh b/docs/data/for-srec-example-3.sh new file mode 100644 index 000000000..a6cc45ccb --- /dev/null +++ b/docs/data/for-srec-example-3.sh @@ -0,0 +1,9 @@ +mlr --from data/small --opprint put ' + sum = 0; + for (k,v in $*) { + if (is_numeric(v)) { + sum += $[k]; + } + } + $sum = sum +' diff --git a/docs/data/for-srec-example.tbl b/docs/data/for-srec-example.tbl new file mode 100644 index 000000000..64791c613 --- /dev/null +++ b/docs/data/for-srec-example.tbl @@ -0,0 +1,4 @@ +label1 label2 f1 f2 f3 +blue green 100 240 350 +red green 120 11 195 +yellow blue 140 0 240 diff --git a/docs/data/fraction-example.csv b/docs/data/fraction-example.csv new file mode 100644 index 000000000..21afdf043 --- /dev/null +++ b/docs/data/fraction-example.csv @@ -0,0 +1,12 @@ +u=female,v=red,n=2458 +u=female,v=green,n=192 +u=female,v=blue,n=337 +u=female,v=purple,n=468 +u=female,v=yellow,n=3 +u=female,v=orange,n=17 +u=male,v=red,n=143 +u=male,v=green,n=227 +u=male,v=blue,n=2034 +u=male,v=purple,n=12 +u=male,v=yellow,n=1192 +u=male,v=orange,n=448 diff --git a/docs/data/full-reorg.sh b/docs/data/full-reorg.sh new file mode 100644 index 000000000..fa56418a5 --- /dev/null +++ b/docs/data/full-reorg.sh @@ -0,0 +1,15 @@ +mlr put ' + begin { + @i_cumu = 0; + } + + @i_cumu += $i; + $* = { + "z": $x + y, + "KEYFIELD": $a, + "i": @i_cumu, + "b": $b, + "y": $x, + "x": $y, + }; +' data/small diff --git a/docs/data/headerless.csv b/docs/data/headerless.csv new file mode 100644 index 000000000..03b32576e --- /dev/null +++ b/docs/data/headerless.csv @@ -0,0 +1,4 @@ +John,23,present +Fred,34,present +Alice,56,missing +Carol,45,present diff --git a/docs/data/het-bool.csv b/docs/data/het-bool.csv new file mode 100644 index 000000000..cc094b90f --- /dev/null +++ b/docs/data/het-bool.csv @@ -0,0 +1,5 @@ +name,reachable +barney,false +betty,true +fred,true +wilma,1 diff --git a/docs/data/het.csv b/docs/data/het.csv new file mode 100644 index 000000000..f48f8f295 --- /dev/null +++ b/docs/data/het.csv @@ -0,0 +1,14 @@ +resource,loadsec,ok +/path/to/file,0.45,true + +record_count,resource +100,/path/to/file + +resource,loadsec,ok +/path/to/second/file,0.32,true + +record_count,resource +150,/path/to/second/file + +resource,loadsec,ok +/some/other/path,0.97,false diff --git a/docs/data/het.dkvp b/docs/data/het.dkvp new file mode 100644 index 000000000..68274011d --- /dev/null +++ b/docs/data/het.dkvp @@ -0,0 +1,5 @@ +resource=/path/to/file,loadsec=0.45,ok=true +record_count=100,resource=/path/to/file +resource=/path/to/second/file,loadsec=0.32,ok=true +record_count=150,resource=/path/to/second/file +resource=/some/other/path,loadsec=0.97,ok=false diff --git a/docs/data/if-chain.sh b/docs/data/if-chain.sh new file mode 100644 index 000000000..ebe2de795 --- /dev/null +++ b/docs/data/if-chain.sh @@ -0,0 +1,11 @@ +mlr put ' + if (NR == 2) { + ... + } elif (NR ==4) { + ... + } elif (NR ==6) { + ... + } else { + ... + } +' diff --git a/docs/data/inout.csv b/docs/data/inout.csv new file mode 100644 index 000000000..6e4f71c4f --- /dev/null +++ b/docs/data/inout.csv @@ -0,0 +1,4 @@ +a_in,a_out,b_in,b_out +436,490,446,195 +526,320,963,780 +220,888,705,831 diff --git a/docs/data/iqr1.sh b/docs/data/iqr1.sh new file mode 100644 index 000000000..d462c2ab3 --- /dev/null +++ b/docs/data/iqr1.sh @@ -0,0 +1,3 @@ +mlr --oxtab stats1 -f x -a p25,p75 \ + then put '$x_iqr = $x_p75 - $x_p25' \ + data/medium diff --git a/docs/data/iqrn.sh b/docs/data/iqrn.sh new file mode 100644 index 000000000..c3f2ce503 --- /dev/null +++ b/docs/data/iqrn.sh @@ -0,0 +1,7 @@ +mlr --oxtab stats1 --fr '[i-z]' -a p25,p75 \ + then put 'for (k,v in $*) { + if (k =~ "(.*)_p25") { + $["\1_iqr"] = $["\1_p75"] - $["\1_p25"] + } + }' \ + data/medium diff --git a/docs/data/join-left-example.csv b/docs/data/join-left-example.csv new file mode 100644 index 000000000..26588e65c --- /dev/null +++ b/docs/data/join-left-example.csv @@ -0,0 +1,6 @@ +id,name +100,alice +200,bob +300,carol +400,david +500,edgar diff --git a/docs/data/join-right-example.csv b/docs/data/join-right-example.csv new file mode 100644 index 000000000..c425328c9 --- /dev/null +++ b/docs/data/join-right-example.csv @@ -0,0 +1,21 @@ +status,idcode +present,400 +present,100 +missing,200 +present,100 +present,200 +missing,100 +missing,200 +present,300 +missing,600 +present,400 +present,400 +present,300 +present,100 +missing,400 +present,200 +present,200 +present,200 +present,200 +present,400 +present,300 diff --git a/docs/data/join-u-left.csv b/docs/data/join-u-left.csv new file mode 100644 index 000000000..0435ecae0 --- /dev/null +++ b/docs/data/join-u-left.csv @@ -0,0 +1,4 @@ +hostname,ipaddr +nadir.east.our.org,10.3.1.18 +zenith.west.our.org,10.3.1.27 +apoapsis.east.our.org,10.4.5.94 diff --git a/docs/data/join-u-right.csv b/docs/data/join-u-right.csv new file mode 100644 index 000000000..595823ac0 --- /dev/null +++ b/docs/data/join-u-right.csv @@ -0,0 +1,10 @@ +ipaddr,timestamp,bytes +10.3.1.27,1448762579,4568 +10.3.1.18,1448762578,8729 +10.4.5.94,1448762579,17445 +10.3.1.27,1448762589,12 +10.3.1.18,1448762588,44558 +10.4.5.94,1448762589,8899 +10.3.1.27,1448762599,0 +10.3.1.18,1448762598,73425 +10.4.5.94,1448762599,12200 diff --git a/docs/data/json-example-1.json b/docs/data/json-example-1.json new file mode 100644 index 000000000..f667efb22 --- /dev/null +++ b/docs/data/json-example-1.json @@ -0,0 +1,100 @@ +{ + "color": "yellow", + "shape": "triangle", + "flag": 1, + "i": 11, + "u": 0.6321695890307647, + "v": 0.9887207810889004, + "w": 0.4364983936735774, + "x": 5.7981881667050565 +} +{ + "color": "red", + "shape": "square", + "flag": 1, + "i": 15, + "u": 0.21966833570651523, + "v": 0.001257332190235938, + "w": 0.7927778364718627, + "x": 2.944117399716207 +} +{ + "color": "red", + "shape": "circle", + "flag": 1, + "i": 16, + "u": 0.20901671281497636, + "v": 0.29005231936593445, + "w": 0.13810280912907674, + "x": 5.065034003400998 +} +{ + "color": "red", + "shape": "square", + "flag": 0, + "i": 48, + "u": 0.9562743938458542, + "v": 0.7467203085342884, + "w": 0.7755423050923582, + "x": 7.117831369597269 +} +{ + "color": "purple", + "shape": "triangle", + "flag": 0, + "i": 51, + "u": 0.4355354501763202, + "v": 0.8591292672156728, + "w": 0.8122903963006748, + "x": 5.753094629505863 +} +{ + "color": "red", + "shape": "square", + "flag": 0, + "i": 64, + "u": 0.2015510269821953, + "v": 0.9531098083420033, + "w": 0.7719912015786777, + "x": 5.612050466474166 +} +{ + "color": "purple", + "shape": "triangle", + "flag": 0, + "i": 65, + "u": 0.6842806710360729, + "v": 0.5823723856331258, + "w": 0.8014053396013747, + "x": 5.805148213865135 +} +{ + "color": "yellow", + "shape": "circle", + "flag": 1, + "i": 73, + "u": 0.6033649768090676, + "v": 0.42370791211283076, + "w": 0.639785141788745, + "x": 7.006414410739997 +} +{ + "color": "yellow", + "shape": "circle", + "flag": 1, + "i": 87, + "u": 0.2856563669907619, + "v": 0.8335161523929382, + "w": 0.6350579406858395, + "x": 6.350035616385983 +} +{ + "color": "purple", + "shape": "square", + "flag": 0, + "i": 91, + "u": 0.25992639068499135, + "v": 0.824321938346312, + "w": 0.7237347131411271, + "x": 6.854221024776646 +} diff --git a/docs/data/json-example-2.json b/docs/data/json-example-2.json new file mode 100644 index 000000000..1af468a05 --- /dev/null +++ b/docs/data/json-example-2.json @@ -0,0 +1,140 @@ +{ + "flag": 1, + "i": 11, + "attributes": { + "color": "yellow", + "shape": "triangle" + }, + "values": { + "u": 0.632170, + "v": 0.988721, + "w": 0.436498, + "x": 5.798188 + } +} +{ + "flag": 1, + "i": 15, + "attributes": { + "color": "red", + "shape": "square" + }, + "values": { + "u": 0.219668, + "v": 0.001257, + "w": 0.792778, + "x": 2.944117 + } +} +{ + "flag": 1, + "i": 16, + "attributes": { + "color": "red", + "shape": "circle" + }, + "values": { + "u": 0.209017, + "v": 0.290052, + "w": 0.138103, + "x": 5.065034 + } +} +{ + "flag": 0, + "i": 48, + "attributes": { + "color": "red", + "shape": "square" + }, + "values": { + "u": 0.956274, + "v": 0.746720, + "w": 0.775542, + "x": 7.117831 + } +} +{ + "flag": 0, + "i": 51, + "attributes": { + "color": "purple", + "shape": "triangle" + }, + "values": { + "u": 0.435535, + "v": 0.859129, + "w": 0.812290, + "x": 5.753095 + } +} +{ + "flag": 0, + "i": 64, + "attributes": { + "color": "red", + "shape": "square" + }, + "values": { + "u": 0.201551, + "v": 0.953110, + "w": 0.771991, + "x": 5.612050 + } +} +{ + "flag": 0, + "i": 65, + "attributes": { + "color": "purple", + "shape": "triangle" + }, + "values": { + "u": 0.684281, + "v": 0.582372, + "w": 0.801405, + "x": 5.805148 + } +} +{ + "flag": 1, + "i": 73, + "attributes": { + "color": "yellow", + "shape": "circle" + }, + "values": { + "u": 0.603365, + "v": 0.423708, + "w": 0.639785, + "x": 7.006414 + } +} +{ + "flag": 1, + "i": 87, + "attributes": { + "color": "yellow", + "shape": "circle" + }, + "values": { + "u": 0.285656, + "v": 0.833516, + "w": 0.635058, + "x": 6.350036 + } +} +{ + "flag": 0, + "i": 91, + "attributes": { + "color": "purple", + "shape": "square" + }, + "values": { + "u": 0.259926, + "v": 0.824322, + "w": 0.723735, + "x": 6.854221 + } +} diff --git a/docs/data/json-example-3.json b/docs/data/json-example-3.json new file mode 100644 index 000000000..311f3963b --- /dev/null +++ b/docs/data/json-example-3.json @@ -0,0 +1,8 @@ +{ + "label": "orange", + "values": [12.2, 13.8, 17.2] +} +{ + "label": "purple", + "values": [27.0, 32.4] +} diff --git a/docs/data/keyed-mean-with-oosvars.sh b/docs/data/keyed-mean-with-oosvars.sh new file mode 100644 index 000000000..60675dff9 --- /dev/null +++ b/docs/data/keyed-mean-with-oosvars.sh @@ -0,0 +1,11 @@ +mlr --opprint put -q ' + @x_sum[$a][$b] += $x; + @x_count[$a][$b] += 1; + end{ + for ((a, b), v in @x_sum) { + @x_mean[a][b] = @x_sum[a][b] / @x_count[a][b]; + } + emit @x_mean, "a", "b" + } +' data/medium + diff --git a/docs/data/keyed-min-max-with-oosvars.sh b/docs/data/keyed-min-max-with-oosvars.sh new file mode 100644 index 000000000..48e9e6d5c --- /dev/null +++ b/docs/data/keyed-min-max-with-oosvars.sh @@ -0,0 +1,7 @@ +mlr --opprint --from data/medium put -q ' + @min[$a] = min(@min[$a], $x); + @max[$a] = max(@max[$a], $x); + end{ + emit (@min, @max), "a"; + } +' diff --git a/docs/data/label-example.txt b/docs/data/label-example.txt new file mode 100644 index 000000000..50f5466a5 --- /dev/null +++ b/docs/data/label-example.txt @@ -0,0 +1,11 @@ +% grep -v '^#' /etc/passwd | mlr --nidx --fs : --opprint label name,password,uid,gid,gecos,home_dir,shell | head +name password uid gid gecos home_dir shell +nobody * -2 -2 Unprivileged User /var/empty /usr/bin/false +root * 0 0 System Administrator /var/root /bin/sh +daemon * 1 1 System Services /var/root /usr/bin/false +_uucp * 4 4 Unix to Unix Copy Protocol /var/spool/uucp /usr/sbin/uucico +_taskgated * 13 13 Task Gate Daemon /var/empty /usr/bin/false +_networkd * 24 24 Network Services /var/networkd /usr/bin/false +_installassistant * 25 25 Install Assistant /var/empty /usr/bin/false +_lp * 26 26 Printing Services /var/spool/cups /usr/bin/false +_postfix * 27 27 Postfix Mail Server /var/spool/postfix /usr/bin/false diff --git a/docs/data/linreg-example.jpg b/docs/data/linreg-example.jpg new file mode 100644 index 000000000..2579fbc28 Binary files /dev/null and b/docs/data/linreg-example.jpg differ diff --git a/docs/data/linreg-example.txt b/docs/data/linreg-example.txt new file mode 100644 index 000000000..b7ac713e3 --- /dev/null +++ b/docs/data/linreg-example.txt @@ -0,0 +1,22 @@ + +# Prepare input data: +mlr filter '($x<.5 && $y<.5) || ($x>.5 && $y>.5)' data/medium > data/medium-squares + +# Do a linear regression and examine coefficients: +mlr --ofs newline stats2 -a linreg-pca -f x,y data/medium-squares +x_y_pca_m=1.014419 +x_y_pca_b=0.000308 +x_y_pca_quality=0.861354 + +# Option 1 to apply the regression coefficients and produce a linear fit: +# Set x_y_pca_m and x_y_pca_b as shell variables: +eval $(mlr --ofs newline stats2 -a linreg-pca -f x,y data/medium-squares) +# In addition to x and y, make a new yfit which is the line fit, then plot +# using your favorite tool: +mlr --onidx put '$yfit='$x_y_pca_m'*$x+'$x_y_pca_b then cut -x -f a,b,i data/medium-squares \ + | pgr -p -title 'linreg-pca example' -xmin 0 -xmax 1 -ymin 0 -ymax 1 + +# Option 2 to apply the regression coefficients and produce a linear fit: use --fit option +mlr --onidx stats2 -a linreg-pca --fit -f x,y then cut -f a,b,i data/medium-squares \ + | pgr -p -title 'linreg-pca example' -xmin 0 -xmax 1 -ymin 0 -ymax 1 + diff --git a/docs/data/local-example-1.sh b/docs/data/local-example-1.sh new file mode 100755 index 000000000..cc4d7bb82 --- /dev/null +++ b/docs/data/local-example-1.sh @@ -0,0 +1,16 @@ +# Here I'm using a specified random-number seed so this example always +# produces the same output for this web document: in everyday practice we +# would leave off the --seed 12345 part. +mlr --seed 12345 seqgen --start 1 --stop 10 then put ' + func f(a, b) { # function arguments a and b + r = 0.0; # local r scoped to the function + for (int i = 0; i < 6; i += 1) { # local i scoped to the for-loop + num u = urand(); # local u scoped to the for-loop + r += u; # updates r from the enclosing scope + } + r /= 6; + return a + (b - a) * r; + } + num o = f(10, 20); # local to the top-level scope + $o = o; +' diff --git a/docs/data/map-literal-example-1.sh b/docs/data/map-literal-example-1.sh new file mode 100755 index 000000000..90d04a9be --- /dev/null +++ b/docs/data/map-literal-example-1.sh @@ -0,0 +1,7 @@ +mlr --opprint put ' + $* = { + "a": $i, + "i": $a, + "y": $y * 10, + } +' data/small diff --git a/docs/data/map-literal-example-2.sh b/docs/data/map-literal-example-2.sh new file mode 100755 index 000000000..41f17c7b8 --- /dev/null +++ b/docs/data/map-literal-example-2.sh @@ -0,0 +1,7 @@ +mlr --from data/small put ' + func f(map m): map { + m["x"] *= 200; + return m; + } + $* = f({"a": $a, "x": $x}); +' diff --git a/docs/data/map-literal-example-3.sh b/docs/data/map-literal-example-3.sh new file mode 100755 index 000000000..2561ce741 --- /dev/null +++ b/docs/data/map-literal-example-3.sh @@ -0,0 +1,19 @@ +mlr --from data/small put -q ' + begin { + @o = { + "nrec": 0, + "nkey": {"numeric":0, "non-numeric":0}, + }; + } + @o["nrec"] += 1; + for (k, v in $*) { + if (is_numeric(v)) { + @o["nkey"]["numeric"] += 1; + } else { + @o["nkey"]["non-numeric"] += 1; + } + } + end { + dump @o; + } +' diff --git a/docs/data/maxrows.mlr b/docs/data/maxrows.mlr new file mode 100644 index 000000000..f9578b6be --- /dev/null +++ b/docs/data/maxrows.mlr @@ -0,0 +1,15 @@ +# Retain all records +@records[NR] = $*; +# Track max value of n +@maxn = max(@maxn, $n); + +# After all records have been read, loop through retained records +# and print those with the max n value. +end { + for (int nr in @records) { + map record = @records[nr]; + if (record["n"] == @maxn) { + emit record; + } + } +} diff --git a/docs/data/maxrows.tsv b/docs/data/maxrows.tsv new file mode 100644 index 000000000..d31985647 --- /dev/null +++ b/docs/data/maxrows.tsv @@ -0,0 +1,32 @@ +a b n score +purple red 5 0.743231 +blue purple 2 0.093710 +red purple 2 0.802103 +purple red 5 0.389055 +red purple 2 0.880457 +orange red 2 0.540349 +purple purple 1 0.634451 +orange purple 5 0.257223 +orange purple 5 0.693499 +red red 4 0.981355 +blue purple 5 0.157052 +purple purple 1 0.441784 +red purple 1 0.124912 +orange blue 1 0.921944 +blue purple 4 0.490909 +purple red 5 0.454779 +green purple 4 0.198278 +orange blue 5 0.705700 +red red 3 0.940705 +purple red 5 0.072936 +orange blue 3 0.389463 +orange purple 2 0.664985 +blue purple 1 0.371813 +red purple 4 0.984571 +green purple 5 0.203577 +green purple 3 0.900873 +purple purple 0 0.965677 +blue purple 2 0.208785 +purple purple 1 0.455077 +red purple 4 0.477187 +blue red 4 0.007487 diff --git a/docs/data/mean-with-oosvars.sh b/docs/data/mean-with-oosvars.sh new file mode 100644 index 000000000..672072b99 --- /dev/null +++ b/docs/data/mean-with-oosvars.sh @@ -0,0 +1,9 @@ +mlr --opprint put -q ' + @x_sum += $x; + @x_count += 1; + end { + @x_mean = @x_sum / @x_count; + emit @x_mean + } +' data/medium + diff --git a/docs/data/medium b/docs/data/medium new file mode 100644 index 000000000..bd2df22df --- /dev/null +++ b/docs/data/medium @@ -0,0 +1,10000 @@ +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 +a=zee,b=pan,i=6,x=0.5271261600918548,y=0.49322128674835697 +a=eks,b=zee,i=7,x=0.6117840605678454,y=0.1878849191181694 +a=zee,b=wye,i=8,x=0.5985540091064224,y=0.976181385699006 +a=hat,b=wye,i=9,x=0.03144187646093577,y=0.7495507603507059 +a=pan,b=wye,i=10,x=0.5026260055412137,y=0.9526183602969864 +a=pan,b=pan,i=11,x=0.7930488423451967,y=0.6505816637259333 +a=zee,b=pan,i=12,x=0.3676141320555616,y=0.23614420670296965 +a=eks,b=pan,i=13,x=0.4915175580479536,y=0.7709126592971468 +a=eks,b=zee,i=14,x=0.5207382318405251,y=0.34141681118811673 +a=eks,b=pan,i=15,x=0.07155556372719507,y=0.3596137145616235 +a=pan,b=pan,i=16,x=0.5736853980681922,y=0.7554169353781729 +a=zee,b=eks,i=17,x=0.29081949506712723,y=0.054478717073354166 +a=hat,b=zee,i=18,x=0.05727869223575699,y=0.13343527626645157 +a=zee,b=pan,i=19,x=0.43144132839222604,y=0.8442204830496998 +a=eks,b=wye,i=20,x=0.38245149780530685,y=0.4730652428100751 +a=hat,b=eks,i=21,x=0.0023058336158985338,y=0.16665492414949412 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+upsec=0.002,color=green,count=1203 +upsec=0.083,color=red,count=3817 +upsec=0.188,color=red,count=3801 +upsec=0.395,color=blue,count=2697 +upsec=0.526,color=purple,count=953 +upsec=0.671,color=blue,count=2684 +upsec=0.899,color=purple,count=926 +upsec=0.912,color=red,count=3798 +upsec=1.093,color=blue,count=2662 +upsec=1.327,color=purple,count=917 +upsec=1.407,color=green,count=1187 +upsec=1.416,color=red,count=3788 +upsec=1.448,color=green,count=1177 +upsec=1.587,color=red,count=3782 +upsec=1.601,color=red,count=3755 +upsec=1.703,color=purple,count=908 +upsec=1.832,color=red,count=3717 +upsec=2.064,color=blue,count=2659 +upsec=2.2880000000000003,color=blue,count=2647 +upsec=2.313,color=green,count=1161 +upsec=2.346,color=green,count=1129 +upsec=2.5580000000000003,color=red,count=3694 +upsec=2.716,color=purple,count=883 +upsec=2.834,color=blue,count=2646 +upsec=2.967,color=green,count=1100 +upsec=3.0740000000000003,color=purple,count=850 +upsec=3.2820000000000005,color=blue,count=2607 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+upsec=11.809000000000008,color=green,count=828 +upsec=11.904000000000009,color=purple,count=514 +upsec=12.09200000000001,color=red,count=3385 +upsec=12.317000000000009,color=red,count=3359 +upsec=12.37100000000001,color=green,count=789 +upsec=12.58800000000001,color=red,count=3355 +upsec=12.77200000000001,color=red,count=3348 +upsec=12.856000000000009,color=red,count=3346 +upsec=13.103000000000009,color=blue,count=2355 +upsec=13.346000000000009,color=green,count=752 +upsec=13.594000000000008,color=blue,count=2349 diff --git a/docs/data/multicountdown.rb b/docs/data/multicountdown.rb new file mode 100644 index 000000000..735057627 --- /dev/null +++ b/docs/data/multicountdown.rb @@ -0,0 +1,21 @@ +#!/usr/bin/ruby +$stdout.sync = true + +# Simulates some multi-threaded program making progress over time on some set of tasks +counts = {'red' => 3842, 'green' => 1224, 'blue' => 2697, 'purple' => 979} +colors = counts.keys +n = colors.length + +start_time = Time::now.to_f + +upsec = 0.0 +while counts.any?{|color,count| count > 0} + upsec += 0.001 * rand(250) + color = colors[rand(n)] + count = counts[color] + delta = rand(40) + count -= delta + count = [0, count].max + counts[color] = count + puts "upsec=#{upsec},color=#{color},count=#{counts[color]}" +end diff --git a/docs/data/mydata.txt b/docs/data/mydata.txt new file mode 100644 index 000000000..db020a5a5 --- /dev/null +++ b/docs/data/mydata.txt @@ -0,0 +1,3 @@ +oh say can you see +by the dawn's +early light diff --git a/docs/data/nested.tsv b/docs/data/nested.tsv new file mode 100644 index 000000000..6130a5b8e --- /dev/null +++ b/docs/data/nested.tsv @@ -0,0 +1,3 @@ +a b +x z +s u:v:w diff --git a/docs/data/newline-example.txt b/docs/data/newline-example.txt new file mode 100644 index 000000000..f885684d7 --- /dev/null +++ b/docs/data/newline-example.txt @@ -0,0 +1,9 @@ +mlr put ' + $x = 1 + $y = 2 # Syntax error +' + +mlr put ' + $x = 1; + $y = 2 # This is OK +' diff --git a/docs/data/ping-delta-example.txt b/docs/data/ping-delta-example.txt new file mode 100644 index 000000000..8e1c7814b --- /dev/null +++ b/docs/data/ping-delta-example.txt @@ -0,0 +1,11 @@ +$ each 10 uptime | mlr -p step -a delta -f 11 +... +20:08 up 36 days, 10:38, 5 users, load averages: 1.42 1.62 1.73 0.000000 +20:08 up 36 days, 10:38, 5 users, load averages: 1.55 1.64 1.74 0.020000 +20:08 up 36 days, 10:38, 7 users, load averages: 1.58 1.65 1.74 0.010000 +20:08 up 36 days, 10:38, 9 users, load averages: 1.78 1.69 1.76 0.040000 +20:08 up 36 days, 10:39, 9 users, load averages: 2.12 1.76 1.78 0.070000 +20:08 up 36 days, 10:39, 9 users, load averages: 2.51 1.85 1.81 0.090000 +20:08 up 36 days, 10:39, 8 users, load averages: 2.79 1.92 1.83 0.070000 +20:08 up 36 days, 10:39, 4 users, load averages: 2.64 1.90 1.83 -0.020000 + diff --git a/docs/data/previous-to-current.sh b/docs/data/previous-to-current.sh new file mode 100644 index 000000000..d7480d26c --- /dev/null +++ b/docs/data/previous-to-current.sh @@ -0,0 +1,5 @@ +mlr --icsv --opprint \ + join -j color --ul --ur -f data/prevtemp.csv \ + then unsparsify --fill-with 0 \ + then put '$count_delta = $current_count - $previous_count' \ + data/currtemp.csv diff --git a/docs/data/previous_counters.csv b/docs/data/previous_counters.csv new file mode 100644 index 000000000..93cff85af --- /dev/null +++ b/docs/data/previous_counters.csv @@ -0,0 +1,5 @@ +color,count +red,3472 +blue,6838 +orange,694 +purple,12 diff --git a/docs/data/prevtemp.csv b/docs/data/prevtemp.csv new file mode 100644 index 000000000..861dbcdf7 --- /dev/null +++ b/docs/data/prevtemp.csv @@ -0,0 +1,5 @@ +color,previous_count +red,3472 +blue,6838 +orange,694 +purple,12 diff --git a/docs/data/put-gating-example-1.dkvp b/docs/data/put-gating-example-1.dkvp new file mode 100644 index 000000000..0227870b8 --- /dev/null +++ b/docs/data/put-gating-example-1.dkvp @@ -0,0 +1,5 @@ +x=-1 +x=0 +x=1 +x=2 +x=3 diff --git a/docs/data/put-gating-example-2.dkvp b/docs/data/put-gating-example-2.dkvp new file mode 100644 index 000000000..a5795757b --- /dev/null +++ b/docs/data/put-gating-example-2.dkvp @@ -0,0 +1,3 @@ +a=abc_123 +a=some other name +a=xyz_789 diff --git a/docs/data/put-multiline-example.txt b/docs/data/put-multiline-example.txt new file mode 100644 index 000000000..7e1f9e213 --- /dev/null +++ b/docs/data/put-multiline-example.txt @@ -0,0 +1,7 @@ +mlr --opprint put ' + $nf = NF; + $nr = NR; + $fnr = FNR; + $filenum = FILENUM; + $filename = FILENAME +' data/small data/small2 diff --git a/docs/data/question.dat b/docs/data/question.dat new file mode 100644 index 000000000..d40b0adfd --- /dev/null +++ b/docs/data/question.dat @@ -0,0 +1 @@ +a=is it?,b=it is! diff --git a/docs/data/ragged-csv-2.sh b/docs/data/ragged-csv-2.sh new file mode 100644 index 000000000..a2664d8d7 --- /dev/null +++ b/docs/data/ragged-csv-2.sh @@ -0,0 +1,6 @@ +mlr --from data/ragged.csv --fs comma --nidx put ' + @maxnf = max(@maxnf, NF); + while(NF < @maxnf) { + $[NF+1] = ""; + } +' diff --git a/docs/data/ragged-csv.sh b/docs/data/ragged-csv.sh new file mode 100755 index 000000000..b53812050 --- /dev/null +++ b/docs/data/ragged-csv.sh @@ -0,0 +1,8 @@ +mlr --from data/ragged.csv --fs comma --nidx put ' + @maxnf = max(@maxnf, NF); + @nf = NF; + while(@nf < @maxnf) { + @nf += 1; + $[@nf] = "" + } +' diff --git a/docs/data/ragged.csv b/docs/data/ragged.csv new file mode 100644 index 000000000..ae7f0ec57 --- /dev/null +++ b/docs/data/ragged.csv @@ -0,0 +1,4 @@ +a,b,c +1,2,3 +4,5 +6,7,8,9 diff --git a/docs/data/rect-inner.txt b/docs/data/rect-inner.txt new file mode 100644 index 000000000..022682344 --- /dev/null +++ b/docs/data/rect-inner.txt @@ -0,0 +1,7 @@ +inner1=100,inner2=101 +inner1=120,inner2=121 +inner1=200,inner2=201 +inner1=210,inner2=211 +inner1=300,inner2=301 +inner1=312 +inner1=313,inner2=314 diff --git a/docs/data/rect-middle.txt b/docs/data/rect-middle.txt new file mode 100644 index 000000000..fae49ea83 --- /dev/null +++ b/docs/data/rect-middle.txt @@ -0,0 +1,7 @@ +middle=10 +middle=11 +middle=12 +middle=20 +middle=21 +middle=30 +middle=31 diff --git a/docs/data/rect-outer.txt b/docs/data/rect-outer.txt new file mode 100644 index 000000000..d62ea9965 --- /dev/null +++ b/docs/data/rect-outer.txt @@ -0,0 +1,3 @@ +outer=1 +outer=2 +outer=3 diff --git a/docs/data/rect.sh b/docs/data/rect.sh new file mode 100644 index 000000000..aa36b2861 --- /dev/null +++ b/docs/data/rect.sh @@ -0,0 +1,10 @@ +mlr --from data/rect.txt put -q ' + is_present($outer) { + unset @r + } + for (k, v in $*) { + @r[k] = v + } + is_present($inner1) { + emit @r + }' diff --git a/docs/data/rect.txt b/docs/data/rect.txt new file mode 100644 index 000000000..2bcaec2cb --- /dev/null +++ b/docs/data/rect.txt @@ -0,0 +1,17 @@ +outer=1 +middle=10 +inner1=100,inner2=101 +middle=11 +middle=12 +inner1=120,inner2=121 +outer=2 +middle=20 +inner1=200,inner2=201 +middle=21 +inner1=210,inner2=211 +outer=3 +middle=30 +inner1=300,inner2=301 +middle=31 +inner1=312 +inner1=313,inner2=314 diff --git a/docs/data/regex-in-data.dat b/docs/data/regex-in-data.dat new file mode 100644 index 000000000..a1b9ee14d --- /dev/null +++ b/docs/data/regex-in-data.dat @@ -0,0 +1,3 @@ +name=jane,regex=^j.*e$ +name=bill,regex=^b[ou]ll$ +name=bull,regex=^b[ou]ll$ diff --git a/docs/data/remove-empty-columns.csv b/docs/data/remove-empty-columns.csv new file mode 100644 index 000000000..9c485d345 --- /dev/null +++ b/docs/data/remove-empty-columns.csv @@ -0,0 +1,4 @@ +a,b,c,d,e +1,,3,,5 +2,,4,,5 +3,,5,,7 diff --git a/docs/data/repeat-example.dat b/docs/data/repeat-example.dat new file mode 100644 index 000000000..75b4b4099 --- /dev/null +++ b/docs/data/repeat-example.dat @@ -0,0 +1,3 @@ +color=blue,count=5 +color=red,count=4 +color=green,count=3 diff --git a/docs/data/repeats.dkvp b/docs/data/repeats.dkvp new file mode 100644 index 000000000..c19438e51 --- /dev/null +++ b/docs/data/repeats.dkvp @@ -0,0 +1,57 @@ +color=red,shape=square,flag=0 +color=purple,shape=triangle,flag=0 +color=yellow,shape=circle,flag=1 +color=red,shape=circle,flag=1 +color=red,shape=square,flag=0 +color=yellow,shape=circle,flag=1 +color=red,shape=square,flag=0 +color=red,shape=square,flag=0 +color=yellow,shape=circle,flag=1 +color=red,shape=circle,flag=1 +color=yellow,shape=circle,flag=1 +color=yellow,shape=circle,flag=1 +color=purple,shape=triangle,flag=0 +color=yellow,shape=circle,flag=1 +color=yellow,shape=circle,flag=1 +color=red,shape=circle,flag=1 +color=red,shape=square,flag=0 +color=purple,shape=triangle,flag=0 +color=yellow,shape=circle,flag=1 +color=red,shape=square,flag=0 +color=purple,shape=square,flag=0 +color=red,shape=square,flag=0 +color=red,shape=square,flag=1 +color=red,shape=square,flag=0 +color=red,shape=square,flag=0 +color=purple,shape=triangle,flag=0 +color=red,shape=square,flag=0 +color=purple,shape=triangle,flag=0 +color=red,shape=square,flag=0 +color=red,shape=square,flag=0 +color=purple,shape=square,flag=0 +color=red,shape=square,flag=0 +color=red,shape=square,flag=0 +color=purple,shape=triangle,flag=0 +color=yellow,shape=triangle,flag=1 +color=purple,shape=square,flag=0 +color=yellow,shape=circle,flag=1 +color=purple,shape=triangle,flag=0 +color=red,shape=circle,flag=1 +color=purple,shape=triangle,flag=0 +color=purple,shape=triangle,flag=0 +color=red,shape=square,flag=0 +color=red,shape=circle,flag=1 +color=red,shape=square,flag=1 +color=red,shape=square,flag=0 +color=red,shape=circle,flag=1 +color=purple,shape=square,flag=0 +color=purple,shape=square,flag=0 +color=red,shape=square,flag=1 +color=purple,shape=triangle,flag=0 +color=purple,shape=triangle,flag=0 +color=purple,shape=square,flag=0 +color=yellow,shape=circle,flag=1 +color=red,shape=square,flag=0 +color=yellow,shape=triangle,flag=1 +color=yellow,shape=circle,flag=1 +color=purple,shape=square,flag=0 diff --git a/docs/data/sample-example.txt b/docs/data/sample-example.txt new file mode 100644 index 000000000..a2be4d659 --- /dev/null +++ b/docs/data/sample-example.txt @@ -0,0 +1,44 @@ +$ mlr --opprint sample -k 4 data/colored-shapes.dkvp +color shape flag i u v w x +purple triangle 0 90122 0.9986871176198068 0.3037738877233719 0.5154934457238382 5.365962021016529 +red circle 0 3139 0.04835898233323954 -0.03964684310055758 0.5263660881848111 5.3758779366493625 +orange triangle 0 67847 0.36746306902109926 0.5161574810505635 0.5176199566173642 3.1748088656576567 +yellow square 1 33576 0.3098376725521097 0.8525628505287842 0.49774122460981685 4.494754378604669 + +$ mlr --opprint sample -k 4 data/colored-shapes.dkvp +color shape flag i u v w x +blue square 1 16783 0.09974385090654347 0.7243899920872646 0.5353718443278438 4.431057737383438 +orange square 1 93291 0.5944176543007182 0.17744449786454086 0.49262281749172077 3.1548117990710653 +yellow square 1 54436 0.5268161165014636 0.8785588662666121 0.5058773791931063 7.019185838783636 +yellow square 1 55491 0.0025440267883102274 0.05474106287787284 0.5102729153751984 3.526301273728043 + +$ mlr --opprint sample -k 2 -g color data/colored-shapes.dkvp +color shape flag i u v w x +yellow triangle 1 11 0.6321695890307647 0.9887207810889004 0.4364983936735774 5.7981881667050565 +yellow square 1 917 0.8547010348386344 0.7356782810796262 0.4531511689924275 5.774541777078352 +red circle 1 4000 0.05490416175132373 0.07392337815122155 0.49416101516594396 5.355725080701707 +red square 0 87506 0.6357719216821314 0.6970867759393995 0.4940826462055272 6.351579417310387 +purple triangle 0 14898 0.7800986870203719 0.23998073813992293 0.5014775988383656 3.141006771777843 +purple triangle 0 151 0.032614487569017414 0.7346633365041219 0.7812143304483805 2.6831992610568047 +green triangle 1 126 0.1513010528347546 0.40346767294704544 0.051213231883952326 5.955109300797182 +green circle 0 17635 0.029856606049114442 0.4724542934246524 0.49529606749929744 5.239153910272168 +blue circle 1 1020 0.414263129226617 0.8304946402876182 0.13151094520189244 4.397873687920433 +blue triangle 0 220 0.441773289968473 0.44597731903759075 0.6329360666849821 4.3064608776550894 +orange square 0 1885 0.8079311983747106 0.8685956833908394 0.3116410800256374 4.390864584500387 +orange triangle 0 1533 0.32904497195507487 0.23168161807490417 0.8722623057355134 5.164071635714438 + +$ mlr --opprint sample -k 2 -g color then sort -f color data/colored-shapes.dkvp +color shape flag i u v w x +blue circle 0 215 0.7803586969333292 0.33146680638888126 0.04289047852629113 5.725365736377487 +blue circle 1 3616 0.8548431579124808 0.4989623130006362 0.3339426415875795 3.696785877560498 +green square 0 356 0.7674272008085286 0.341578843118008 0.4570224877870851 4.830320062215299 +green square 0 152 0.6684429446914862 0.016056003736548696 0.4656148241291592 5.434588759225423 +orange triangle 0 587 0.5175826237797857 0.08989091493635304 0.9011709461770973 4.265854207755811 +orange triangle 0 1533 0.32904497195507487 0.23168161807490417 0.8722623057355134 5.164071635714438 +purple triangle 0 14192 0.5196327866973567 0.7860928603468063 0.4964368415453642 4.899167143824484 +purple triangle 0 65 0.6842806710360729 0.5823723856331258 0.8014053396013747 5.805148213865135 +red square 1 2431 0.38378504852300466 0.11445015005595527 0.49355539228753786 5.146756570128739 +red triangle 0 57097 0.43763430414406546 0.3355450325004481 0.5322349637512487 4.144267240289442 +yellow triangle 1 11 0.6321695890307647 0.9887207810889004 0.4364983936735774 5.7981881667050565 +yellow square 1 158 0.41527900739142165 0.7118027080775757 0.4200799665161291 5.33279067554884 + diff --git a/docs/data/sar.csv b/docs/data/sar.csv new file mode 100644 index 000000000..98568aa8c --- /dev/null +++ b/docs/data/sar.csv @@ -0,0 +1,3 @@ +a,b,c +the quick,brown fox,jumped +over,the,lazy dogs diff --git a/docs/data/sar.mlr b/docs/data/sar.mlr new file mode 100644 index 000000000..4b5d8ead3 --- /dev/null +++ b/docs/data/sar.mlr @@ -0,0 +1,3 @@ + for (k in $*) { + $[k] = gsub($[k], "e", "X"); + } diff --git a/docs/data/scan-example-1.tbl b/docs/data/scan-example-1.tbl new file mode 100644 index 000000000..2e63c642f --- /dev/null +++ b/docs/data/scan-example-1.tbl @@ -0,0 +1,5 @@ +value +1 +2.0 +3x +hello diff --git a/docs/data/scan-example-2.tbl b/docs/data/scan-example-2.tbl new file mode 100644 index 000000000..19bff87ca --- /dev/null +++ b/docs/data/scan-example-2.tbl @@ -0,0 +1,11 @@ +value +0001 +0002 +0005 +0005WA +0006 +0007 +0007WA +0008 +0009 +0010 diff --git a/docs/data/scope-example.dat b/docs/data/scope-example.dat new file mode 100644 index 000000000..cda549e60 --- /dev/null +++ b/docs/data/scope-example.dat @@ -0,0 +1,3 @@ +n=1,x=123 +n=2,x=456 +n=3,x=789 diff --git a/docs/data/scope-example.mlr b/docs/data/scope-example.mlr new file mode 100644 index 000000000..5a880bbb5 --- /dev/null +++ b/docs/data/scope-example.mlr @@ -0,0 +1,23 @@ +func f(a) { # argument is local to the function + var b = 100; # local to the function + c = 100; # local to the function; does not overwrite outer c + return a + 1; +} +var a = 10; # local at top level +var b = 20; # local at top level +c = 30; # local at top level; there is no more-outer-scope c +if (NR == 3) { + var a = 40; # scoped to the if-statement; doesn't overwrite outer a + b = 50; # not scoped to the if-statement; overwrites outer b + c = 60; # not scoped to the if-statement; overwrites outer c + d = 70; # there is no outer d so a local d is created here + + $inner_a = a; + $inner_b = b; + $inner_c = c; + $inner_d = d; +} +$outer_a = a; +$outer_b = b; +$outer_c = c; +$outer_d = d; # there is no outer d defined so no assignment happens diff --git a/docs/data/self-join.csv b/docs/data/self-join.csv new file mode 100644 index 000000000..9604a5b61 --- /dev/null +++ b/docs/data/self-join.csv @@ -0,0 +1,3 @@ +a,b,c +1,2,3 +1,4,5 diff --git a/docs/data/semicolon-example.txt b/docs/data/semicolon-example.txt new file mode 100644 index 000000000..6ae885601 --- /dev/null +++ b/docs/data/semicolon-example.txt @@ -0,0 +1,4 @@ +mlr put 'x=1' +mlr put 'x=1;$y=2' +mlr put 'x=1;$y=2;' +mlr put 'x=1;;;;$y=2;' diff --git a/docs/data/single-for-example-1.sh b/docs/data/single-for-example-1.sh new file mode 100755 index 000000000..b0b0735aa --- /dev/null +++ b/docs/data/single-for-example-1.sh @@ -0,0 +1,8 @@ +mlr --from data/small put ' + print "NR = ".NR; + for (key in $*) { + value = $[key]; + print " key:" . key . " value:".value; + } + +' diff --git a/docs/data/single-for-example-2.sh b/docs/data/single-for-example-2.sh new file mode 100755 index 000000000..1fa863209 --- /dev/null +++ b/docs/data/single-for-example-2.sh @@ -0,0 +1,8 @@ +mlr -n put ' + end { + o = {1:2, 3:{4:5}}; + for (key in o) { + print " key:" . key . " valuetype:" . typeof(o[key]); + } + } +' diff --git a/docs/data/single-quote-example.mlr b/docs/data/single-quote-example.mlr new file mode 100644 index 000000000..96b3ac00c --- /dev/null +++ b/docs/data/single-quote-example.mlr @@ -0,0 +1 @@ +$a = "It's OK, I said, then 'for now'." diff --git a/docs/data/small b/docs/data/small new file mode 100644 index 000000000..875611d8a --- /dev/null +++ b/docs/data/small @@ -0,0 +1,5 @@ +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 diff --git a/docs/data/small.csv b/docs/data/small.csv new file mode 100644 index 000000000..e60e6c64d --- /dev/null +++ b/docs/data/small.csv @@ -0,0 +1,6 @@ +a,b,i,x,y +pan,pan,1,0.3467901443380824,0.7268028627434533 +eks,pan,2,0.7586799647899636,0.5221511083334797 +wye,wye,3,0.20460330576630303,0.33831852551664776 +eks,wye,4,0.38139939387114097,0.13418874328430463 +wye,pan,5,0.5732889198020006,0.8636244699032729 diff --git a/docs/data/small2 b/docs/data/small2 new file mode 100644 index 000000000..fb98ae66d --- /dev/null +++ b/docs/data/small2 @@ -0,0 +1,5 @@ +a=pan,b=eks,i=9999,x=0.267481232652199086,y=0.557077185510228001 +a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134 +a=pan,b=wye,i=10001,x=0.870530722602517626,y=0.009854780514656930 +a=hat,b=wye,i=10002,x=0.321507044286237609,y=0.568893318795083758 +a=pan,b=zee,i=10003,x=0.272054845593895200,y=0.425789896597056627 diff --git a/docs/data/sort-het.dkvp b/docs/data/sort-het.dkvp new file mode 100644 index 000000000..e4bc52e47 --- /dev/null +++ b/docs/data/sort-het.dkvp @@ -0,0 +1,7 @@ +count=500,color=green +count=600 +status=ok,count=250,hours=0.22 +status=ok,count=200,hours=3.4 +count=300,color=blue +count=100,color=green +count=450 diff --git a/docs/data/sort-missing.dkvp b/docs/data/sort-missing.dkvp new file mode 100644 index 000000000..0896145f4 --- /dev/null +++ b/docs/data/sort-missing.dkvp @@ -0,0 +1,4 @@ +x=2 +a=3 +x=4 +x=1 diff --git a/docs/data/sort-null.dat b/docs/data/sort-null.dat new file mode 100644 index 000000000..e5072761b --- /dev/null +++ b/docs/data/sort-null.dat @@ -0,0 +1,5 @@ +a=3,b=2 +a=1,b=8 +a=,b=4 +x=9,b=10 +a=5,b=7 diff --git a/docs/data/spaces.csv b/docs/data/spaces.csv new file mode 100644 index 000000000..b2838bcf1 --- /dev/null +++ b/docs/data/spaces.csv @@ -0,0 +1,4 @@ +a b c,def,g h i +123,4567,890 +2468,1357,3579 +9987,3312,4543 diff --git a/docs/data/sparse.json b/docs/data/sparse.json new file mode 100644 index 000000000..47d21e719 --- /dev/null +++ b/docs/data/sparse.json @@ -0,0 +1,4 @@ +{"a":1,"b":2,"v":3} +{"u":1,"b":2} +{"a":1,"v":2,"x":3} +{"v":1,"w":2} diff --git a/docs/data/subcommand-example.txt b/docs/data/subcommand-example.txt new file mode 100644 index 000000000..ace8950d8 --- /dev/null +++ b/docs/data/subcommand-example.txt @@ -0,0 +1,3 @@ +mlr tac *.dat +mlr cut --complement -f os_version *.dat +mlr sort -f hostname,uptime *.dat diff --git a/docs/data/subr-example.sh b/docs/data/subr-example.sh new file mode 100644 index 000000000..07141a065 --- /dev/null +++ b/docs/data/subr-example.sh @@ -0,0 +1,17 @@ +mlr --opprint --from data/small put -q ' + begin { + @call_count = 0; + } + subr s(n) { + @call_count += 1; + if (is_numeric(n)) { + if (n > 1) { + call s(n-1); + } else { + print "numcalls=" . @call_count; + } + } + } + print "NR=" . NR; + call s(NR); +' diff --git a/docs/data/system-file-ojson-example.txt b/docs/data/system-file-ojson-example.txt new file mode 100644 index 000000000..029450caf --- /dev/null +++ b/docs/data/system-file-ojson-example.txt @@ -0,0 +1,22 @@ +$ grep -v '^#' /etc/passwd | head -n 2 | \ + mlr --nidx --fs : --ojson --jvstack --jlistwrap label name,password,uid,gid,gecos,home_dir,shell +[ +{ + "name": "nobody", + "password": "*", + "uid": -2, + "gid": -2, + "gecos": "Unprivileged User", + "home_dir": "/var/empty", + "shell": "/usr/bin/false" +} +,{ + "name": "root", + "password": "*", + "uid": 0, + "gid": 0, + "gecos": "System Administrator", + "home_dir": "/var/root", + "shell": "/bin/sh" +} +] diff --git a/docs/data/system-file-opprint-example.txt b/docs/data/system-file-opprint-example.txt new file mode 100644 index 000000000..0e1487221 --- /dev/null +++ b/docs/data/system-file-opprint-example.txt @@ -0,0 +1,8 @@ +$ grep -v '^#' /etc/passwd | head -n 6 | mlr --nidx --fs : --opprint cat +1 2 3 4 5 6 7 +nobody * -2 -2 Unprivileged User /var/empty /usr/bin/false +root * 0 0 System Administrator /var/root /bin/sh +daemon * 1 1 System Services /var/root /usr/bin/false +_uucp * 4 4 Unix to Unix Copy Protocol /var/spool/uucp /usr/sbin/uucico +_taskgated * 13 13 Task Gate Daemon /var/empty /usr/bin/false +_networkd * 24 24 Network Services /var/networkd /usr/bin/false diff --git a/docs/data/system-file-oxtab-example.txt b/docs/data/system-file-oxtab-example.txt new file mode 100644 index 000000000..0ee71109c --- /dev/null +++ b/docs/data/system-file-oxtab-example.txt @@ -0,0 +1,16 @@ +$ grep -v '^#' /etc/passwd | head -n 2 | mlr --nidx --fs : --oxtab cat +1 nobody +2 * +3 -2 +4 -2 +5 Unprivileged User +6 /var/empty +7 /usr/bin/false + +1 root +2 * +3 0 +4 0 +5 System Administrator +6 /var/root +7 /bin/sh diff --git a/docs/data/then-chaining-performance.txt b/docs/data/then-chaining-performance.txt new file mode 100644 index 000000000..4dd2ea5b2 --- /dev/null +++ b/docs/data/then-chaining-performance.txt @@ -0,0 +1,16 @@ +% cat piped.sh +mlr cut -x -f i,y data/big | mlr sort -n y > /dev/null + +% time sh piped.sh +real 0m2.828s +user 0m3.183s +sys 0m0.137s + + +% cat chained.sh +mlr cut -x -f i,y then sort -n y data/big > /dev/null + +% time sh chained.sh +real 0m2.082s +user 0m1.933s +sys 0m0.137s diff --git a/docs/data/then-example.csv b/docs/data/then-example.csv new file mode 100644 index 000000000..c77b32024 --- /dev/null +++ b/docs/data/then-example.csv @@ -0,0 +1,6 @@ +Status,Payment_Type,Amount +paid,cash,10.00 +pending,debit,20.00 +paid,cash,50.00 +pending,credit,40.00 +paid,debit,30.00 diff --git a/docs/data/timing-example.txt b/docs/data/timing-example.txt new file mode 100644 index 000000000..9f6d24727 --- /dev/null +++ b/docs/data/timing-example.txt @@ -0,0 +1,27 @@ +$ ruby -e '10000.times{|i|puts "i=#{i+1}"}' > lines.txt + +$ head -n 5 lines.txt +i=1 +i=2 +i=3 +i=4 +i=5 + +mlr --ofmt '%.9le' --opprint put '$t=systime()' then step -a delta -f t lines.txt | head -n 7 +i t t_delta +1 1430603027.018016 1.430603027e+09 +2 1430603027.018043 2.694129944e-05 +3 1430603027.018048 5.006790161e-06 +4 1430603027.018052 4.053115845e-06 +5 1430603027.018055 2.861022949e-06 +6 1430603027.018058 3.099441528e-06 + +mlr --ofmt '%.9le' --oxtab \ + put '$t=systime()' then \ + step -a delta -f t then \ + filter '$i>1' then \ + stats1 -a min,mean,max -f t_delta \ + lines.txt +t_delta_min 2.861022949e-06 +t_delta_mean 4.077508505e-06 +t_delta_max 5.388259888e-05 diff --git a/docs/data/trailing-commas.sh b/docs/data/trailing-commas.sh new file mode 100755 index 000000000..0f655cd89 --- /dev/null +++ b/docs/data/trailing-commas.sh @@ -0,0 +1,17 @@ +mlr --csvlite --from data/a.csv put ' + func f( + num a, + num b, + ): num { + return a**2 + b**2; + } + $* = { + "s": $a + $b, + "t": $a - $b, + "u": f( + $a, + $b, + ), + "v": NR, + } +' diff --git a/docs/data/triple-for-example-1.sh b/docs/data/triple-for-example-1.sh new file mode 100644 index 000000000..d92979fc3 --- /dev/null +++ b/docs/data/triple-for-example-1.sh @@ -0,0 +1,7 @@ +mlr --from data/small --opprint put ' + num suma = 0; + for (a = 1; a <= NR; a += 1) { + suma += a; + } + $suma = suma; +' diff --git a/docs/data/triple-for-example-2.sh b/docs/data/triple-for-example-2.sh new file mode 100644 index 000000000..928dddc59 --- /dev/null +++ b/docs/data/triple-for-example-2.sh @@ -0,0 +1,10 @@ +mlr --from data/small --opprint put ' + num suma = 0; + num sumb = 0; + for (num a = 1, num b = 1; a <= NR; a += 1, b *= 2) { + suma += a; + sumb += b; + } + $suma = suma; + $sumb = sumb; +' diff --git a/docs/data/trivial-records.csv b/docs/data/trivial-records.csv new file mode 100644 index 000000000..42d5e9304 --- /dev/null +++ b/docs/data/trivial-records.csv @@ -0,0 +1,5 @@ +a,b,c +1,2,3 +4,,6 +,, +,8,9 diff --git a/docs/data/two-pass-percentage.sh b/docs/data/two-pass-percentage.sh new file mode 100644 index 000000000..b7e1fc066 --- /dev/null +++ b/docs/data/two-pass-percentage.sh @@ -0,0 +1,16 @@ +mlr --from data/small --opprint put -q ' + # These are executed once per record, which is the first pass. + # The key is to use NR to index an out-of-stream variable to + # retain all the x-field values. + @x_min = min($x, @x_min); + @x_max = max($x, @x_max); + @x[NR] = $x; + + # The second pass is in a for-loop in an end-block. + end { + for (nr, x in @x) { + @x_pct[nr] = 100 * (x - @x_min) / (@x_max - @x_min); + } + emit (@x, @x_pct), "NR" + } +' diff --git a/docs/data/two-pass-record-numbers.sh b/docs/data/two-pass-record-numbers.sh new file mode 100644 index 000000000..051feb442 --- /dev/null +++ b/docs/data/two-pass-record-numbers.sh @@ -0,0 +1,11 @@ +mlr --opprint --from data/small put -q ' + @records[NR] = $*; + end { + for((I,k),v in @records) { + @records[I]["I"] = I; + @records[I]["N"] = NR; + @records[I]["PCT"] = 100*I/NR + } + emit @records,"I" + } +' then reorder -f I,N,PCT diff --git a/docs/data/type-decl-example.mlr b/docs/data/type-decl-example.mlr new file mode 100644 index 000000000..37db0739f --- /dev/null +++ b/docs/data/type-decl-example.mlr @@ -0,0 +1,37 @@ +subr s(a, str b, int c) { # a is implicitly var (untyped). + # b is explicitly str. + # c is explicitly int. + # The type-checking is done at the callsite + # when arguments are bound to parameters. + # + var b = 100; # error # Re-declaration in the same scope is disallowed. + int n = 10; # Declaration of variable local to the subroutine. + n = 20; # Assignment is OK. + int n = 30; # error # Re-declaration in the same scope is disallowed. + str n = "abc"; # error # Re-declaration in the same scope is disallowed. + # + float f1 = 1; # error # 1 is an int, not a float. + float f2 = 2.0; # 2.0 is a float. + num f3 = 3; # 3 is a num. + num f4 = 4.0; # 4.0 is a num. +} # + # +call s(1, 2, 3); # Type-assertion '3 is int' is done here at the callsite. + # +k = "def"; # Top-level variable k. + # +for (str k, v in $*) { # k and v are bound here, masking outer k. + print k . ":" . v; # k is explicitly str; v is implicitly var. +} # + # +print "k is".k; # k at this scope level is still "def". +print "v is".v; # v is undefined in this scope. + # +i = -1; # +for (i = 1, int j = 2; i <= 10; i += 1, j *= 2) { # C-style triple-for variables use enclosing scope, unless + # declared local: i is outer, j is local to the loop. + print "inner i =" . i; # + print "inner j =" . j; # +} # +print "outer i =" . i; # i has been modified by the loop. +print "outer j =" . j; # j is undefined in this scope. diff --git a/docs/data/unsparsify.mlr b/docs/data/unsparsify.mlr new file mode 100644 index 000000000..2544734b1 --- /dev/null +++ b/docs/data/unsparsify.mlr @@ -0,0 +1,26 @@ +# First pass: +# Remember all unique key names: +for (k in $*) { + @all_keys[k] = 1; +} +# Remember all input records: +@records[NR] = $*; + +# Second pass: +end { + for (nr in @records) { + # Get the sparsely keyed input record: + irecord = @records[nr]; + # Fill in missing keys with empty string: + map orecord = {}; + for (k in @all_keys) { + if (haskey(irecord, k)) { + orecord[k] = irecord[k]; + } else { + orecord[k] = ""; + } + } + # Produce the output: + emit orecord; + } +} diff --git a/docs/data/weighted-mean.sh b/docs/data/weighted-mean.sh new file mode 100644 index 000000000..1b627b782 --- /dev/null +++ b/docs/data/weighted-mean.sh @@ -0,0 +1,25 @@ +mlr --from data/medium put -q ' + # Using the y field for weighting in this example + weight = $y; + + # Using the a field for weighted aggregation in this example + @sumwx[$a] += weight * $i; + @sumw[$a] += weight; + + @sumx[$a] += $i; + @sumn[$a] += 1; + + end { + map wmean = {}; + map mean = {}; + for (a in @sumwx) { + wmean[a] = @sumwx[a] / @sumw[a] + } + for (a in @sumx) { + mean[a] = @sumx[a] / @sumn[a] + } + #emit wmean, "a"; + #emit mean, "a"; + emit (wmean, mean), "a"; + }' + diff --git a/docs/data/while-example-1.sh b/docs/data/while-example-1.sh new file mode 100644 index 000000000..16575ef86 --- /dev/null +++ b/docs/data/while-example-1.sh @@ -0,0 +1,6 @@ +echo x=1,y=2 | mlr put ' + while (NF < 10) { + $[NF+1] = "" + } + $foo = "bar" +' diff --git a/docs/data/while-example-2.sh b/docs/data/while-example-2.sh new file mode 100644 index 000000000..ffbb78d9e --- /dev/null +++ b/docs/data/while-example-2.sh @@ -0,0 +1,9 @@ +echo x=1,y=2 | mlr put ' + do { + $[NF+1] = ""; + if (NF == 5) { + break + } + } while (NF < 10); + $foo = "bar" +' diff --git a/docs/file-formats.rst b/docs/file-formats.rst new file mode 100644 index 000000000..2b9523d30 --- /dev/null +++ b/docs/file-formats.rst @@ -0,0 +1,568 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +File formats +================================================================ + +Miller handles name-indexed data using several formats: some you probably know by name, such as CSV, TSV, and JSON -- and other formats you're likely already seeing and using in your structured data. Additionally, Miller gives you the option of including comments within your data. + +Examples +---------------------------------------------------------------- + +:: + + $ mlr --usage-data-format-examples + DKVP: delimited key-value pairs (Miller default format) + +---------------------+ + | apple=1,bat=2,cog=3 | Record 1: "apple" => "1", "bat" => "2", "cog" => "3" + | dish=7,egg=8,flint | Record 2: "dish" => "7", "egg" => "8", "3" => "flint" + +---------------------+ + + NIDX: implicitly numerically indexed (Unix-toolkit style) + +---------------------+ + | the quick brown | Record 1: "1" => "the", "2" => "quick", "3" => "brown" + | fox jumped | Record 2: "1" => "fox", "2" => "jumped" + +---------------------+ + + CSV/CSV-lite: comma-separated values with separate header line + +---------------------+ + | apple,bat,cog | + | 1,2,3 | Record 1: "apple => "1", "bat" => "2", "cog" => "3" + | 4,5,6 | Record 2: "apple" => "4", "bat" => "5", "cog" => "6" + +---------------------+ + + Tabular JSON: nested objects are supported, although arrays within them are not: + +---------------------+ + | { | + | "apple": 1, | Record 1: "apple" => "1", "bat" => "2", "cog" => "3" + | "bat": 2, | + | "cog": 3 | + | } | + | { | + | "dish": { | Record 2: "dish:egg" => "7", "dish:flint" => "8", "garlic" => "" + | "egg": 7, | + | "flint": 8 | + | }, | + | "garlic": "" | + | } | + +---------------------+ + + PPRINT: pretty-printed tabular + +---------------------+ + | apple bat cog | + | 1 2 3 | Record 1: "apple => "1", "bat" => "2", "cog" => "3" + | 4 5 6 | Record 2: "apple" => "4", "bat" => "5", "cog" => "6" + +---------------------+ + + XTAB: pretty-printed transposed tabular + +---------------------+ + | apple 1 | Record 1: "apple" => "1", "bat" => "2", "cog" => "3" + | bat 2 | + | cog 3 | + | | + | dish 7 | Record 2: "dish" => "7", "egg" => "8" + | egg 8 | + +---------------------+ + + Markdown tabular (supported for output only): + +-----------------------+ + | | apple | bat | cog | | + | | --- | --- | --- | | + | | 1 | 2 | 3 | | Record 1: "apple => "1", "bat" => "2", "cog" => "3" + | | 4 | 5 | 6 | | Record 2: "apple" => "4", "bat" => "5", "cog" => "6" + +-----------------------+ + +CSV/TSV/ASV/USV/etc. +---------------------------------------------------------------- + + + +**TSV (tab-separated values):** the following are synonymous pairs: + +* ``--tsv`` and ``--csv --fs tab`` +* ``--itsv`` and ``--icsv --ifs tab`` +* ``--otsv`` and ``--ocsv --ofs tab`` +* ``--tsvlite`` and ``--csvlite --fs tab`` +* ``--itsvlite`` and ``--icsvlite --ifs tab`` +* ``--otsvlite`` and ``--ocsvlite --ofs tab`` + +**ASV (ASCII-separated values):** the flags ``--asv``, ``--iasv``, ``--oasv``, ``--asvlite``, ``--iasvlite``, and ``--oasvlite`` are analogous except they use ASCII FS and RS 0x1f and 0x1e, respectively. + +**USV (Unicode-separated values):** likewise, the flags ``--usv``, ``--iusv``, ``--ousv``, ``--usvlite``, ``--iusvlite``, and ``--ousvlite`` use Unicode FS and RS U+241F (UTF-8 0x0xe2909f) and U+241E (UTF-8 0xe2909e), respectively. + +Miller's ``--csv`` flag supports `RFC-4180 CSV `_. This includes CRLF line-terminators by default, regardless of platform. + +Here are the differences between CSV and CSV-lite: + +* CSV supports `RFC-4180 `_-style double-quoting, including the ability to have commas and/or LF/CRLF line-endings contained within an input field; CSV-lite does not. + +* CSV does not allow heterogeneous data; CSV-lite does (see also here). + +* The CSV-lite input-reading code is fractionally more efficient than the CSV input-reader. + +Here are things they have in common: + +* The ability to specify record/field separators other than the default, e.g. CR-LF vs. LF, or tab instead of comma for TSV, and so on. + +* The ``--implicit-csv-header`` flag for input and the ``--headerless-csv-output`` flag for output. + +DKVP: Key-value pairs +---------------------------------------------------------------- + +Miller's default file format is DKVP, for **delimited key-value pairs**. Example:: + + $ mlr 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 + +Such data are easy to generate, e.g. in Ruby with + +:: + + puts "host=#{hostname},seconds=#{t2-t1},message=#{msg}" + + puts mymap.collect{|k,v| "#{k}=#{v}"}.join(',') + +or ``print`` statements in various languages, e.g. + +:: + + echo "type=3,user=$USER,date=$date\n"; + + logger.log("type=3,user=$USER,date=$date\n"); + +Fields lacking an IPS will have positional index (starting at 1) used as the key, as in NIDX format. For example, ``dish=7,egg=8,flint`` is parsed as ``"dish" => "7", "egg" => "8", "3" => "flint"`` and ``dish,egg,flint`` is parsed as ``"1" => "dish", "2" => "egg", "3" => "flint"``. + + +:: + + resource=/path/to/file,loadsec=0.45,ok=true + record_count=100, resource=/path/to/file + resource=/some/other/path,loadsec=0.97,ok=false + +etc. and I just log them as needed. Then later, I can use ``grep``, ``mlr --opprint group-like``, etc. +to analyze my logs. + +the default equals-sign and comma. + +NIDX: Index-numbered (toolkit style) +---------------------------------------------------------------- + +With ``--inidx --ifs ' ' --repifs``, Miller splits lines on whitespace and assigns integer field names starting with 1. This recapitulates Unix-toolkit behavior. + +Example with index-numbered output: + +:: + + $ 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 + + $ mlr --onidx --ofs ' ' cat data/small + pan pan 1 0.3467901443380824 0.7268028627434533 + eks pan 2 0.7586799647899636 0.5221511083334797 + wye wye 3 0.20460330576630303 0.33831852551664776 + eks wye 4 0.38139939387114097 0.13418874328430463 + wye pan 5 0.5732889198020006 0.8636244699032729 + +Example with index-numbered input: + +:: + + $ cat data/mydata.txt + oh say can you see + by the dawn's + early light + + $ mlr --inidx --ifs ' ' --odkvp cat data/mydata.txt + 1=oh,2=say,3=can,4=you,5=see + 1=by,2=the,3=dawn's + 1=early,2=light + +Example with index-numbered input and output: + +:: + + $ cat data/mydata.txt + oh say can you see + by the dawn's + early light + + $ mlr --nidx --fs ' ' --repifs cut -f 2,3 data/mydata.txt + say can + the dawn's + light + +Tabular JSON +---------------------------------------------------------------- + +JSON is a format which supports arbitrarily deep nesting of "objects" (hashmaps) and "arrays" (lists), while Miller is a tool for handling **tabular data** only. This means Miller cannot (and should not) handle arbitrary JSON. (Check out `jq `_.) + +But if you have tabular data represented in JSON then Miller can handle that for you. + +Single-level JSON objects +^^^^^^^^^^^^^^^^^^^^^^^^^ + +An **array of single-level objects** is, quite simply, **a table**: + +:: + + $ mlr --json head -n 2 then cut -f color,shape data/json-example-1.json + { "color": "yellow", "shape": "triangle" } + { "color": "red", "shape": "square" } + + $ mlr --json --jvstack head -n 2 then cut -f color,u,v data/json-example-1.json + { + "color": "yellow", + "u": 0.6321695890307647, + "v": 0.9887207810889004 + } + { + "color": "red", + "u": 0.21966833570651523, + "v": 0.001257332190235938 + } + + $ mlr --ijson --opprint stats1 -a mean,stddev,count -f u -g shape data/json-example-1.json + shape u_mean u_stddev u_count + triangle 0.583995 0.131184 3 + square 0.409355 0.365428 4 + circle 0.366013 0.209094 3 + +Nested JSON objects +^^^^^^^^^^^^^^^^^^^^^^^^^ + +Additionally, Miller can **tabularize nested objects by concatentating keys**: + +:: + + $ mlr --json --jvstack head -n 2 data/json-example-2.json + { + "flag": 1, + "i": 11, + "attributes": { + "color": "yellow", + "shape": "triangle" + }, + "values": { + "u": 0.632170, + "v": 0.988721, + "w": 0.436498, + "x": 5.798188 + } + } + { + "flag": 1, + "i": 15, + "attributes": { + "color": "red", + "shape": "square" + }, + "values": { + "u": 0.219668, + "v": 0.001257, + "w": 0.792778, + "x": 2.944117 + } + } + + $ mlr --ijson --opprint head -n 4 data/json-example-2.json + flag i attributes:color attributes:shape values:u values:v values:w values:x + 1 11 yellow triangle 0.632170 0.988721 0.436498 5.798188 + 1 15 red square 0.219668 0.001257 0.792778 2.944117 + 1 16 red circle 0.209017 0.290052 0.138103 5.065034 + 0 48 red square 0.956274 0.746720 0.775542 7.117831 + +Note in particular that as far as Miller's ``put`` and ``filter``, as well as other I/O formats, are concerned, these are simply field names with colons in them:: + + $ mlr --json --jvstack head -n 1 then put '${values:uv} = ${values:u} * ${values:v}' data/json-example-2.json + { + "flag": 1, + "i": 11, + "attributes": { + "color": "yellow", + "shape": "triangle" + }, + "values": { + "u": 0.632170, + "v": 0.988721, + "w": 0.436498, + "x": 5.798188, + "uv": 0.625040 + } + } + +Arrays +^^^^^^^^^^^^^^^^^^^^^^^^^ + +Arrays aren't supported in Miller's ``put``/``filter`` DSL. By default, JSON arrays are read in as integer-keyed maps. + +Suppose you have arrays like this in our input data:: + + $ cat data/json-example-3.json + { + "label": "orange", + "values": [12.2, 13.8, 17.2] + } + { + "label": "purple", + "values": [27.0, 32.4] + } + +Then integer indices (starting from 0 and counting up) are used as map keys:: + + $ mlr --ijson --oxtab cat data/json-example-3.json + label orange + values:0 12.2 + values:1 13.8 + values:2 17.2 + + label purple + values:0 27.0 + values:1 32.4 + +When the data are written back out as JSON, field names are re-expanded as above, but what were arrays on input are now maps on output:: + + $ mlr --json --jvstack cat data/json-example-3.json + { + "label": "orange", + "values": { + "0": 12.2, + "1": 13.8, + "2": 17.2 + } + } + { + "label": "purple", + "values": { + "0": 27.0, + "1": 32.4 + } + } + +This is non-ideal, but it allows Miller (5.x release being latest as of this writing) to handle JSON arrays at all. + +You might also use ``mlr --json-skip-arrays-on-input`` or ``mlr --json-fatal-arrays-on-input``. + +To truly handle JSON, please use a JSON-processing tool such as `jq `_. + +Formatting JSON options +^^^^^^^^^^^^^^^^^^^^^^^^^ + +JSON isn't a parameterized format, so ``RS``, ``FS``, ``PS`` aren't specifiable. Nonetheless, you can do the following: + +* Use ``--jvstack`` to pretty-print JSON objects with multi-line (vertically stacked) spacing. By default, each Miller record (JSON object) is one per line. + +* Keystroke-savers: ``--jsonx`` simply means ``--json --jvstack``, and ``--ojsonx`` simply means ``--ojson --jvstack``. + +* Use ``--jlistwrap`` to print the sequence of JSON objects wrapped in an outermost ``[`` and ``]``. By default, these aren't printed. + +* Use ``--jquoteall`` to double-quote all object values. By default, integers, floating-point numbers, and booleans ``true`` and ``false`` are not double-quoted when they appear as JSON-object keys. + +* Use ``--jflatsep yourstringhere`` to specify the string used for key concatenation: this defaults to a single colon. + +* Use ``--jofmt`` to force Miller to apply the global ``--ofmt`` to floating-point values. First note: please use sprintf-style codes for double precision, e.g. ending in ``%lf``, ``%le``, or ``%lg``. Miller floats are double-precision so behavior using ``%f``, ``%d``, etc. is undefined. Second note: ``0.123`` is valid JSON; ``.123`` is not. Thus this feature allows you to emit JSON which may be unparseable by other tools. + +Again, please see `jq `_ for a truly powerful, JSON-specific tool. + +JSON non-streaming +^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The JSON parser Miller uses does not return until all input is parsed: in particular this means that, unlike for other file formats, Miller does not (at present) handle JSON files in ``tail -f`` contexts. + +PPRINT: Pretty-printed tabular +---------------------------------------------------------------- + +Miller's pretty-print format is like CSV, but column-aligned. For example, compare + +:: + + $ mlr --ocsv cat data/small + a,b,i,x,y + pan,pan,1,0.3467901443380824,0.7268028627434533 + eks,pan,2,0.7586799647899636,0.5221511083334797 + wye,wye,3,0.20460330576630303,0.33831852551664776 + eks,wye,4,0.38139939387114097,0.13418874328430463 + wye,pan,5,0.5732889198020006,0.8636244699032729 + + $ mlr --opprint cat data/small + a b i x y + pan pan 1 0.3467901443380824 0.7268028627434533 + eks pan 2 0.7586799647899636 0.5221511083334797 + wye wye 3 0.20460330576630303 0.33831852551664776 + eks wye 4 0.38139939387114097 0.13418874328430463 + wye pan 5 0.5732889198020006 0.8636244699032729 + +Note that while Miller is a line-at-a-time processor and retains input lines in memory only where necessary (e.g. for sort), pretty-print output requires it to accumulate all input lines (so that it can compute maximum column widths) before producing any output. This has two consequences: (a) pretty-print output won't work on ``tail -f`` contexts, where Miller will be waiting for an end-of-file marker which never arrives; (b) pretty-print output for large files is constrained by available machine memory. + + +For output only (this isn't supported in the input-scanner as of 5.0.0) you can use ``--barred`` with pprint output format:: + + $ mlr --opprint --barred cat data/small + +-----+-----+---+---------------------+---------------------+ + | a | b | i | x | y | + +-----+-----+---+---------------------+---------------------+ + | pan | pan | 1 | 0.3467901443380824 | 0.7268028627434533 | + | eks | pan | 2 | 0.7586799647899636 | 0.5221511083334797 | + | wye | wye | 3 | 0.20460330576630303 | 0.33831852551664776 | + | eks | wye | 4 | 0.38139939387114097 | 0.13418874328430463 | + | wye | pan | 5 | 0.5732889198020006 | 0.8636244699032729 | + +-----+-----+---+---------------------+---------------------+ + +XTAB: Vertical tabular +---------------------------------------------------------------- + +This is perhaps most useful for looking a very wide and/or multi-column data which causes line-wraps on the screen (but see also +`ngrid `_ for an entirely different, very powerful option). Namely:: + + $ grep -v '^#' /etc/passwd | head -n 6 | mlr --nidx --fs : --opprint cat + 1 2 3 4 5 6 7 + nobody * -2 -2 Unprivileged User /var/empty /usr/bin/false + root * 0 0 System Administrator /var/root /bin/sh + daemon * 1 1 System Services /var/root /usr/bin/false + _uucp * 4 4 Unix to Unix Copy Protocol /var/spool/uucp /usr/sbin/uucico + _taskgated * 13 13 Task Gate Daemon /var/empty /usr/bin/false + _networkd * 24 24 Network Services /var/networkd /usr/bin/false + + $ grep -v '^#' /etc/passwd | head -n 2 | mlr --nidx --fs : --oxtab cat + 1 nobody + 2 * + 3 -2 + 4 -2 + 5 Unprivileged User + 6 /var/empty + 7 /usr/bin/false + + 1 root + 2 * + 3 0 + 4 0 + 5 System Administrator + 6 /var/root + 7 /bin/sh + + $ grep -v '^#' /etc/passwd | head -n 2 | \ + mlr --nidx --fs : --ojson --jvstack --jlistwrap label name,password,uid,gid,gecos,home_dir,shell + [ + { + "name": "nobody", + "password": "*", + "uid": -2, + "gid": -2, + "gecos": "Unprivileged User", + "home_dir": "/var/empty", + "shell": "/usr/bin/false" + } + ,{ + "name": "root", + "password": "*", + "uid": 0, + "gid": 0, + "gecos": "System Administrator", + "home_dir": "/var/root", + "shell": "/bin/sh" + } + ] + +Markdown tabular +---------------------------------------------------------------- + +Markdown format looks like this:: + + $ mlr --omd cat data/small + | a | b | i | x | y | + | --- | --- | --- | --- | --- | + | pan | pan | 1 | 0.3467901443380824 | 0.7268028627434533 | + | eks | pan | 2 | 0.7586799647899636 | 0.5221511083334797 | + | wye | wye | 3 | 0.20460330576630303 | 0.33831852551664776 | + | eks | wye | 4 | 0.38139939387114097 | 0.13418874328430463 | + | wye | pan | 5 | 0.5732889198020006 | 0.8636244699032729 | + +which renders like this when dropped into various web tools (e.g. github comments): + +.. image:: pix/omd.png + +As of Miller 4.3.0, markdown format is supported only for output, not input. + +Data-conversion keystroke-savers +---------------------------------------------------------------- + +While you can do format conversion using ``mlr --icsv --ojson cat myfile.csv``, there are also keystroke-savers for this purpose, such as ``mlr --c2j cat myfile.csv``. For a complete list:: + + $ mlr --usage-format-conversion-keystroke-saver-options + As keystroke-savers for format-conversion you may use the following: + --c2t --c2d --c2n --c2j --c2x --c2p --c2m + --t2c --t2d --t2n --t2j --t2x --t2p --t2m + --d2c --d2t --d2n --d2j --d2x --d2p --d2m + --n2c --n2t --n2d --n2j --n2x --n2p --n2m + --j2c --j2t --j2d --j2n --j2x --j2p --j2m + --x2c --x2t --x2d --x2n --x2j --x2p --x2m + --p2c --p2t --p2d --p2n --p2j --p2x --p2m + The letters c t d n j x p m refer to formats CSV, TSV, DKVP, NIDX, JSON, XTAB, + PPRINT, and markdown, respectively. Note that markdown format is available for + output only. + +Autodetect of line endings +---------------------------------------------------------------- + +Default line endings (``--irs`` and ``--ors``) are ``'auto'`` which means **autodetect from the input file format**, as long as the input file(s) have lines ending in either LF (also known as linefeed, ``'\n'``, ``0x0a``, Unix-style) or CRLF (also known as carriage-return/linefeed pairs, ``'\r\n'``, ``0x0d 0x0a``, Windows style). + +**If both IRS and ORS are auto (which is the default) then LF input will lead to LF output and CRLF input will lead to CRLF output, regardless of the platform you're running on.** + +The line-ending autodetector triggers on the first line ending detected in the input stream. E.g. if you specify a CRLF-terminated file on the command line followed by an LF-terminated file then autodetected line endings will be CRLF. + +If you use ``--ors {something else}`` with (default or explicitly specified) ``--irs auto`` then line endings are autodetected on input and set to what you specify on output. + +If you use ``--irs {something else}`` with (default or explicitly specified) ``--ors auto`` then the output line endings used are LF on Unix/Linux/BSD/MacOSX, and CRLF on Windows. + + +Comments in data +---------------------------------------------------------------- + +You can include comments within your data files, and either have them ignored, or passed directly through to the standard output as soon as they are encountered:: + + $ mlr --usage-comments-in-data + --skip-comments Ignore commented lines (prefixed by "#") + within the input. + --skip-comments-with {string} Ignore commented lines within input, with + specified prefix. + --pass-comments Immediately print commented lines (prefixed by "#") + within the input. + --pass-comments-with {string} Immediately print commented lines within input, with + specified prefix. + Notes: + * Comments are only honored at the start of a line. + * In the absence of any of the above four options, comments are data like + any other text. + * When pass-comments is used, comment lines are written to standard output + immediately upon being read; they are not part of the record stream. + Results may be counterintuitive. A suggestion is to place comments at the + start of data files. + +Examples:: + + $ cat data/budget.csv + # Asana -- here are the budget figures you asked for! + type,quantity + purple,456.78 + green,678.12 + orange,123.45 + + $ mlr --skip-comments --icsv --opprint sort -nr quantity data/budget.csv + type quantity + green 678.12 + purple 456.78 + orange 123.45 + + $ mlr --pass-comments --icsv --opprint sort -nr quantity data/budget.csv + # Asana -- here are the budget figures you asked for! + type quantity + green 678.12 + purple 456.78 + orange 123.45 diff --git a/docs/file-formats.rst.in b/docs/file-formats.rst.in new file mode 100644 index 000000000..a1cb8542b --- /dev/null +++ b/docs/file-formats.rst.in @@ -0,0 +1,278 @@ +File formats +================================================================ + +Miller handles name-indexed data using several formats: some you probably know by name, such as CSV, TSV, and JSON -- and other formats you're likely already seeing and using in your structured data. Additionally, Miller gives you the option of including comments within your data. + +Examples +---------------------------------------------------------------- + +:: + +POKI_RUN_COMMAND{{mlr --usage-data-format-examples}}HERE + +CSV/TSV/ASV/USV/etc. +---------------------------------------------------------------- + +When ``mlr`` is invoked with the ``--csv`` or ``--csvlite`` option, key names are found on the first record and values are taken from subsequent records. This includes the case of CSV-formatted files. See POKI_PUT_LINK_FOR_PAGE(record-heterogeneity.html)HERE for how Miller handles changes of field names within a single data stream. + +Miller has record separator ``RS`` and field separator ``FS``, just as ``awk`` does. For TSV, use ``--fs tab``; to convert TSV to CSV, use ``--ifs tab --ofs comma``, etc. (See also POKI_PUT_LINK_FOR_PAGE(reference.html#Record/field/pair_separators)HERE.) + +**TSV (tab-separated values):** the following are synonymous pairs: + +* ``--tsv`` and ``--csv --fs tab`` +* ``--itsv`` and ``--icsv --ifs tab`` +* ``--otsv`` and ``--ocsv --ofs tab`` +* ``--tsvlite`` and ``--csvlite --fs tab`` +* ``--itsvlite`` and ``--icsvlite --ifs tab`` +* ``--otsvlite`` and ``--ocsvlite --ofs tab`` + +**ASV (ASCII-separated values):** the flags ``--asv``, ``--iasv``, ``--oasv``, ``--asvlite``, ``--iasvlite``, and ``--oasvlite`` are analogous except they use ASCII FS and RS 0x1f and 0x1e, respectively. + +**USV (Unicode-separated values):** likewise, the flags ``--usv``, ``--iusv``, ``--ousv``, ``--usvlite``, ``--iusvlite``, and ``--ousvlite`` use Unicode FS and RS U+241F (UTF-8 0x0xe2909f) and U+241E (UTF-8 0xe2909e), respectively. + +Miller's ``--csv`` flag supports `RFC-4180 CSV `_. This includes CRLF line-terminators by default, regardless of platform. + +Here are the differences between CSV and CSV-lite: + +* CSV supports `RFC-4180 `_-style double-quoting, including the ability to have commas and/or LF/CRLF line-endings contained within an input field; CSV-lite does not. + +* CSV does not allow heterogeneous data; CSV-lite does (see also here). + +* The CSV-lite input-reading code is fractionally more efficient than the CSV input-reader. + +Here are things they have in common: + +* The ability to specify record/field separators other than the default, e.g. CR-LF vs. LF, or tab instead of comma for TSV, and so on. + +* The ``--implicit-csv-header`` flag for input and the ``--headerless-csv-output`` flag for output. + +DKVP: Key-value pairs +---------------------------------------------------------------- + +Miller's default file format is DKVP, for **delimited key-value pairs**. Example:: + +POKI_RUN_COMMAND{{mlr cat data/small}}HERE + +Such data are easy to generate, e.g. in Ruby with + +:: + +POKI_CARDIFY(puts "host=#{hostname},seconds=#{t2-t1},message=#{msg}")HERE + +POKI_CARDIFY{{puts mymap.collect{|k,v| "#{k}=#{v}"}.join(',')}}HERE + +or ``print`` statements in various languages, e.g. + +:: + +POKI_CARDIFY(echo "type=3,user=$USER,date=$date\n";)HERE + +POKI_CARDIFY{{logger.log("type=3,user=$USER,date=$date\n");}}HERE + +Fields lacking an IPS will have positional index (starting at 1) used as the key, as in NIDX format. For example, ``dish=7,egg=8,flint`` is parsed as ``"dish" => "7", "egg" => "8", "3" => "flint"`` and ``dish,egg,flint`` is parsed as ``"1" => "dish", "2" => "egg", "3" => "flint"``. + +As discussed in POKI_PUT_LINK_FOR_PAGE(record-heterogeneity.html)HERE, Miller handles changes of field names within the same data stream. But using DKVP format this is particularly natural. One of my favorite use-cases for Miller is in application/server logs, where I log all sorts of lines such as + +:: + + resource=/path/to/file,loadsec=0.45,ok=true + record_count=100, resource=/path/to/file + resource=/some/other/path,loadsec=0.97,ok=false + +etc. and I just log them as needed. Then later, I can use ``grep``, ``mlr --opprint group-like``, etc. +to analyze my logs. + +See POKI_PUT_LINK_FOR_PAGE(reference.html)HERE regarding how to specify separators other than +the default equals-sign and comma. + +NIDX: Index-numbered (toolkit style) +---------------------------------------------------------------- + +With ``--inidx --ifs ' ' --repifs``, Miller splits lines on whitespace and assigns integer field names starting with 1. This recapitulates Unix-toolkit behavior. + +Example with index-numbered output: + +:: + +POKI_RUN_COMMAND{{cat data/small}}HERE + +POKI_RUN_COMMAND{{mlr --onidx --ofs ' ' cat data/small}}HERE + +Example with index-numbered input: + +:: + +POKI_RUN_COMMAND{{cat data/mydata.txt}}HERE + +POKI_RUN_COMMAND{{mlr --inidx --ifs ' ' --odkvp cat data/mydata.txt}}HERE + +Example with index-numbered input and output: + +:: + +POKI_RUN_COMMAND{{cat data/mydata.txt}}HERE + +POKI_RUN_COMMAND{{mlr --nidx --fs ' ' --repifs cut -f 2,3 data/mydata.txt}}HERE + +Tabular JSON +---------------------------------------------------------------- + +JSON is a format which supports arbitrarily deep nesting of "objects" (hashmaps) and "arrays" (lists), while Miller is a tool for handling **tabular data** only. This means Miller cannot (and should not) handle arbitrary JSON. (Check out `jq `_.) + +But if you have tabular data represented in JSON then Miller can handle that for you. + +Single-level JSON objects +^^^^^^^^^^^^^^^^^^^^^^^^^ + +An **array of single-level objects** is, quite simply, **a table**: + +:: + +POKI_RUN_COMMAND{{mlr --json head -n 2 then cut -f color,shape data/json-example-1.json}}HERE + +POKI_RUN_COMMAND{{mlr --json --jvstack head -n 2 then cut -f color,u,v data/json-example-1.json}}HERE + +POKI_RUN_COMMAND{{mlr --ijson --opprint stats1 -a mean,stddev,count -f u -g shape data/json-example-1.json}}HERE + +Nested JSON objects +^^^^^^^^^^^^^^^^^^^^^^^^^ + +Additionally, Miller can **tabularize nested objects by concatentating keys**: + +:: + +POKI_RUN_COMMAND{{mlr --json --jvstack head -n 2 data/json-example-2.json}}HERE + +POKI_RUN_COMMAND{{mlr --ijson --opprint head -n 4 data/json-example-2.json}}HERE + +Note in particular that as far as Miller's ``put`` and ``filter``, as well as other I/O formats, are concerned, these are simply field names with colons in them:: + +POKI_RUN_COMMAND{{mlr --json --jvstack head -n 1 then put '${values:uv} = ${values:u} * ${values:v}' data/json-example-2.json}}HERE + +Arrays +^^^^^^^^^^^^^^^^^^^^^^^^^ + +Arrays aren't supported in Miller's ``put``/``filter`` DSL. By default, JSON arrays are read in as integer-keyed maps. + +Suppose you have arrays like this in our input data:: + +POKI_RUN_COMMAND{{cat data/json-example-3.json}}HERE + +Then integer indices (starting from 0 and counting up) are used as map keys:: + +POKI_RUN_COMMAND{{mlr --ijson --oxtab cat data/json-example-3.json}}HERE + +When the data are written back out as JSON, field names are re-expanded as above, but what were arrays on input are now maps on output:: + +POKI_RUN_COMMAND{{mlr --json --jvstack cat data/json-example-3.json}}HERE + +This is non-ideal, but it allows Miller (5.x release being latest as of this writing) to handle JSON arrays at all. + +You might also use ``mlr --json-skip-arrays-on-input`` or ``mlr --json-fatal-arrays-on-input``. + +To truly handle JSON, please use a JSON-processing tool such as `jq `_. + +Formatting JSON options +^^^^^^^^^^^^^^^^^^^^^^^^^ + +JSON isn't a parameterized format, so ``RS``, ``FS``, ``PS`` aren't specifiable. Nonetheless, you can do the following: + +* Use ``--jvstack`` to pretty-print JSON objects with multi-line (vertically stacked) spacing. By default, each Miller record (JSON object) is one per line. + +* Keystroke-savers: ``--jsonx`` simply means ``--json --jvstack``, and ``--ojsonx`` simply means ``--ojson --jvstack``. + +* Use ``--jlistwrap`` to print the sequence of JSON objects wrapped in an outermost ``[`` and ``]``. By default, these aren't printed. + +* Use ``--jquoteall`` to double-quote all object values. By default, integers, floating-point numbers, and booleans ``true`` and ``false`` are not double-quoted when they appear as JSON-object keys. + +* Use ``--jflatsep yourstringhere`` to specify the string used for key concatenation: this defaults to a single colon. + +* Use ``--jofmt`` to force Miller to apply the global ``--ofmt`` to floating-point values. First note: please use sprintf-style codes for double precision, e.g. ending in ``%lf``, ``%le``, or ``%lg``. Miller floats are double-precision so behavior using ``%f``, ``%d``, etc. is undefined. Second note: ``0.123`` is valid JSON; ``.123`` is not. Thus this feature allows you to emit JSON which may be unparseable by other tools. + +Again, please see `jq `_ for a truly powerful, JSON-specific tool. + +JSON non-streaming +^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The JSON parser Miller uses does not return until all input is parsed: in particular this means that, unlike for other file formats, Miller does not (at present) handle JSON files in ``tail -f`` contexts. + +PPRINT: Pretty-printed tabular +---------------------------------------------------------------- + +Miller's pretty-print format is like CSV, but column-aligned. For example, compare + +:: + +POKI_RUN_COMMAND{{mlr --ocsv cat data/small}}HERE + +POKI_RUN_COMMAND{{mlr --opprint cat data/small}}HERE + +Note that while Miller is a line-at-a-time processor and retains input lines in memory only where necessary (e.g. for sort), pretty-print output requires it to accumulate all input lines (so that it can compute maximum column widths) before producing any output. This has two consequences: (a) pretty-print output won't work on ``tail -f`` contexts, where Miller will be waiting for an end-of-file marker which never arrives; (b) pretty-print output for large files is constrained by available machine memory. + +See POKI_PUT_LINK_FOR_PAGE(record-heterogeneity.html)HERE for how Miller handles changes of field names within a single data stream. + +For output only (this isn't supported in the input-scanner as of 5.0.0) you can use ``--barred`` with pprint output format:: + +POKI_RUN_COMMAND{{mlr --opprint --barred cat data/small}}HERE + +XTAB: Vertical tabular +---------------------------------------------------------------- + +This is perhaps most useful for looking a very wide and/or multi-column data which causes line-wraps on the screen (but see also +`ngrid `_ for an entirely different, very powerful option). Namely:: + +POKI_INCLUDE_ESCAPED(data/system-file-opprint-example.txt)HERE + +POKI_INCLUDE_ESCAPED(data/system-file-oxtab-example.txt)HERE + +POKI_INCLUDE_ESCAPED(data/system-file-ojson-example.txt)HERE + +Markdown tabular +---------------------------------------------------------------- + +Markdown format looks like this:: + +POKI_RUN_COMMAND{{mlr --omd cat data/small}}HERE + +which renders like this when dropped into various web tools (e.g. github comments): + +.. image:: pix/omd.png + +As of Miller 4.3.0, markdown format is supported only for output, not input. + +Data-conversion keystroke-savers +---------------------------------------------------------------- + +While you can do format conversion using ``mlr --icsv --ojson cat myfile.csv``, there are also keystroke-savers for this purpose, such as ``mlr --c2j cat myfile.csv``. For a complete list:: + +POKI_RUN_COMMAND{{mlr --usage-format-conversion-keystroke-saver-options}}HERE + +Autodetect of line endings +---------------------------------------------------------------- + +Default line endings (``--irs`` and ``--ors``) are ``'auto'`` which means **autodetect from the input file format**, as long as the input file(s) have lines ending in either LF (also known as linefeed, ``'\n'``, ``0x0a``, Unix-style) or CRLF (also known as carriage-return/linefeed pairs, ``'\r\n'``, ``0x0d 0x0a``, Windows style). + +**If both IRS and ORS are auto (which is the default) then LF input will lead to LF output and CRLF input will lead to CRLF output, regardless of the platform you're running on.** + +The line-ending autodetector triggers on the first line ending detected in the input stream. E.g. if you specify a CRLF-terminated file on the command line followed by an LF-terminated file then autodetected line endings will be CRLF. + +If you use ``--ors {something else}`` with (default or explicitly specified) ``--irs auto`` then line endings are autodetected on input and set to what you specify on output. + +If you use ``--irs {something else}`` with (default or explicitly specified) ``--ors auto`` then the output line endings used are LF on Unix/Linux/BSD/MacOSX, and CRLF on Windows. + +See also POKI_PUT_LINK_FOR_PAGE(reference.html#Record/field/pair_separators)HERE for more information about record/field/pair separators. + +Comments in data +---------------------------------------------------------------- + +You can include comments within your data files, and either have them ignored, or passed directly through to the standard output as soon as they are encountered:: + +POKI_RUN_COMMAND{{mlr --usage-comments-in-data}}HERE + +Examples:: + +POKI_RUN_COMMAND{{cat data/budget.csv}}HERE + +POKI_RUN_COMMAND{{mlr --skip-comments --icsv --opprint sort -nr quantity data/budget.csv}}HERE + +POKI_RUN_COMMAND{{mlr --pass-comments --icsv --opprint sort -nr quantity data/budget.csv}}HERE diff --git a/docs/h2rfoo b/docs/h2rfoo new file mode 100755 index 000000000..eda3538b6 --- /dev/null +++ b/docs/h2rfoo @@ -0,0 +1,28 @@ +#!/bin/bash + +# Tries to do the low-hanging fruit for v1 html to v2 rst. + +cat "$@" \ + | sed \ + -e 's:

::g' \ + -e 's:

::g' \ + -e 's:

::g' \ + -e 's::**:g' \ + -e 's::**:g' \ + -e 's::*:g' \ + -e 's::*:g' \ + -e 's::``:g' \ + -e 's::``:g' \ + -e 's:

  • :* :g' \ + -e 's:
  • :* :g' \ + -e 's:
    • ::g' \ + -e "s:’:':g" \ + -e 's:“:":g' \ + -e 's:”:":g' \ + -e 's:—:--:g' \ + -e 's:>:>:g' \ + -e 's:<:<:g' \ + | grep -v '
      ' \ + | grep -v '
    ' \ + | grep -v '^&1` - write_card(['$ '+cmd] + cmd_output.split(/\n/), output_handle, true) + write_card(['$ '+cmd] + cmd_output.split(/\n/), output_handle) end # ---------------------------------------------------------------- @@ -102,7 +102,11 @@ end # ---------------------------------------------------------------- def write_card(content_lines, output_handle) content_lines.each do |content_line| - output_handle.write(' ') + # The callsite should do the "::", blank line, then this, then blank line + # in order to adhere to Sphinx code-block syntax. (Another option would be + # us here doing the ::, blank line, , then the content line, then the other + # blank line.) + output_handle.write(' ') # four leading spaces for Sphinx, on each line output_handle.puts(content_line) end end