From ab84ecd5612db52f0e4d5bea7aaf8d94f3a7a104 Mon Sep 17 00:00:00 2001 From: John Kerl Date: Wed, 4 Aug 2021 01:54:01 -0400 Subject: [PATCH] First pass at converting Miller 6 docs from Sphinx to Mkdocs (#616) * Accept more passing emit cases * Port docs from sphinx to mkdocs * iterating * rephrase internal-link syntax using mkdocs * iterating --- .gitignore | 2 + docs6b/docs/.vimrc | 2 + docs6b/docs/10-1.sh | 2 + docs6b/docs/10-2.sh | 4 + docs6b/docs/10min.md | 608 + docs6b/docs/10min.md.in | 370 + docs6b/docs/Makefile | 28 + docs6b/docs/README.md | 40 + docs6b/docs/_build/doctrees/10min.doctree | Bin 0 -> 69112 bytes docs6b/docs/_build/doctrees/build.doctree | Bin 0 -> 29127 bytes docs6b/docs/_build/doctrees/community.doctree | Bin 0 -> 5733 bytes docs6b/docs/_build/doctrees/contact.doctree | Bin 0 -> 3824 bytes .../docs/_build/doctrees/contributing.doctree | Bin 0 -> 13382 bytes docs6b/docs/_build/doctrees/cookbook.doctree | Bin 0 -> 16800 bytes 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experiments/dsl-parser/two/main experiments/cli-parser/cliparse experiments/cli-parser/cliparse.exe + +docs6b/site/ diff --git a/docs6b/docs/.vimrc b/docs6b/docs/.vimrc new file mode 100644 index 000000000..3c9b75a7a --- /dev/null +++ b/docs6b/docs/.vimrc @@ -0,0 +1,2 @@ +map \d :w:!clear;build-one % +map \f :w:!clear;make html diff --git a/docs6b/docs/10-1.sh b/docs6b/docs/10-1.sh new file mode 100755 index 000000000..749a161c7 --- /dev/null +++ b/docs6b/docs/10-1.sh @@ -0,0 +1,2 @@ +grep op=cache log.txt \ + | mlr --idkvp --opprint stats1 -a mean -f hit -g type then sort -f type diff --git a/docs6b/docs/10-2.sh b/docs6b/docs/10-2.sh new file mode 100755 index 000000000..b7f6cd779 --- /dev/null +++ b/docs6b/docs/10-2.sh @@ -0,0 +1,4 @@ +mlr --from log.txt --opprint \ + filter 'is_present($batch_size)' \ + then step -a delta -f time,num_filtered \ + then sec2gmt time diff --git a/docs6b/docs/10min.md b/docs6b/docs/10min.md new file mode 100644 index 000000000..448bd521d --- /dev/null +++ b/docs6b/docs/10min.md @@ -0,0 +1,608 @@ + +# Miller in 10 minutes + +## Obtaining Miller + +You can install Miller for various platforms as follows: + +* Linux: ``yum install miller`` or ``apt-get install miller`` depending on your flavor of Linux +* MacOS: ``brew install miller`` or ``port install miller`` depending on your preference of [Homebrew](https://brew.sh>`_ or `MacPorts +mlr --version +Miller v6.0.0-dev + + +As a second check, given [example.csv](./example.csv) you should be able to do + +
+mlr --csv cat example.csv
+color,shape,flag,index,quantity,rate
+yellow,triangle,true,11,43.6498,9.8870
+red,square,true,15,79.2778,0.0130
+red,circle,true,16,13.8103,2.9010
+red,square,false,48,77.5542,7.4670
+purple,triangle,false,51,81.2290,8.5910
+red,square,false,64,77.1991,9.5310
+purple,triangle,false,65,80.1405,5.8240
+yellow,circle,true,73,63.9785,4.2370
+yellow,circle,true,87,63.5058,8.3350
+purple,square,false,91,72.3735,8.2430
+
+ +
+mlr --icsv --opprint cat example.csv
+color  shape    flag  index quantity rate
+yellow triangle true  11    43.6498  9.8870
+red    square   true  15    79.2778  0.0130
+red    circle   true  16    13.8103  2.9010
+red    square   false 48    77.5542  7.4670
+purple triangle false 51    81.2290  8.5910
+red    square   false 64    77.1991  9.5310
+purple triangle false 65    80.1405  5.8240
+yellow circle   true  73    63.9785  4.2370
+yellow circle   true  87    63.5058  8.3350
+purple square   false 91    72.3735  8.2430
+
+ +If you run into issues on these checks, please check out the resources on the [community page](community.md) for help. + +## Miller verbs + +Let's take a quick look at some of the most useful Miller verbs -- file-format-aware, name-index-empowered equivalents of standard system commands. + +``mlr cat`` is like system ``cat`` (or ``type`` on Windows) -- it passes the data through unmodified: + +
+mlr --csv cat example.csv
+color,shape,flag,index,quantity,rate
+yellow,triangle,true,11,43.6498,9.8870
+red,square,true,15,79.2778,0.0130
+red,circle,true,16,13.8103,2.9010
+red,square,false,48,77.5542,7.4670
+purple,triangle,false,51,81.2290,8.5910
+red,square,false,64,77.1991,9.5310
+purple,triangle,false,65,80.1405,5.8240
+yellow,circle,true,73,63.9785,4.2370
+yellow,circle,true,87,63.5058,8.3350
+purple,square,false,91,72.3735,8.2430
+
+ +But ``mlr cat`` can also do format conversion -- for example, you can pretty-print in tabular format: + +
+mlr --icsv --opprint cat example.csv
+color  shape    flag  index quantity rate
+yellow triangle true  11    43.6498  9.8870
+red    square   true  15    79.2778  0.0130
+red    circle   true  16    13.8103  2.9010
+red    square   false 48    77.5542  7.4670
+purple triangle false 51    81.2290  8.5910
+red    square   false 64    77.1991  9.5310
+purple triangle false 65    80.1405  5.8240
+yellow circle   true  73    63.9785  4.2370
+yellow circle   true  87    63.5058  8.3350
+purple square   false 91    72.3735  8.2430
+
+ +``mlr head`` and ``mlr tail`` count records rather than lines. Whether you're getting the first few records or the last few, the CSV header is included either way: + +
+mlr --csv head -n 4 example.csv
+color,shape,flag,index,quantity,rate
+yellow,triangle,true,11,43.6498,9.8870
+red,square,true,15,79.2778,0.0130
+red,circle,true,16,13.8103,2.9010
+red,square,false,48,77.5542,7.4670
+
+ +
+mlr --csv tail -n 4 example.csv
+color,shape,flag,index,quantity,rate
+purple,triangle,false,65,80.1405,5.8240
+yellow,circle,true,73,63.9785,4.2370
+yellow,circle,true,87,63.5058,8.3350
+purple,square,false,91,72.3735,8.2430
+
+ +
+mlr --icsv --ojson tail -n 2 example.csv
+{
+  "color": "yellow",
+  "shape": "circle",
+  "flag": true,
+  "index": 87,
+  "quantity": 63.5058,
+  "rate": 8.3350
+}
+{
+  "color": "purple",
+  "shape": "square",
+  "flag": false,
+  "index": 91,
+  "quantity": 72.3735,
+  "rate": 8.2430
+}
+
+ +You can sort on a single field: + +
+mlr --icsv --opprint sort -f shape example.csv
+color  shape    flag  index quantity rate
+red    circle   true  16    13.8103  2.9010
+yellow circle   true  73    63.9785  4.2370
+yellow circle   true  87    63.5058  8.3350
+red    square   true  15    79.2778  0.0130
+red    square   false 48    77.5542  7.4670
+red    square   false 64    77.1991  9.5310
+purple square   false 91    72.3735  8.2430
+yellow triangle true  11    43.6498  9.8870
+purple triangle false 51    81.2290  8.5910
+purple triangle false 65    80.1405  5.8240
+
+ +Or, you can sort primarily alphabetically on one field, then secondarily numerically descending on another field, and so on: + +
+mlr --icsv --opprint sort -f shape -nr index example.csv
+color  shape    flag  index quantity rate
+yellow circle   true  87    63.5058  8.3350
+yellow circle   true  73    63.9785  4.2370
+red    circle   true  16    13.8103  2.9010
+purple square   false 91    72.3735  8.2430
+red    square   false 64    77.1991  9.5310
+red    square   false 48    77.5542  7.4670
+red    square   true  15    79.2778  0.0130
+purple triangle false 65    80.1405  5.8240
+purple triangle false 51    81.2290  8.5910
+yellow triangle true  11    43.6498  9.8870
+
+ +If there are fields you don't want to see in your data, you can use ``cut`` to keep only the ones you want, in the same order they appeared in the input data: + +
+mlr --icsv --opprint cut -f flag,shape example.csv
+shape    flag
+triangle true
+square   true
+circle   true
+square   false
+triangle false
+square   false
+triangle false
+circle   true
+circle   true
+square   false
+
+ +You can also use ``cut -o`` to keep specified fields, but in your preferred order: + +
+mlr --icsv --opprint cut -o -f flag,shape example.csv
+flag  shape
+true  triangle
+true  square
+true  circle
+false square
+false triangle
+false square
+false triangle
+true  circle
+true  circle
+false square
+
+ +You can use ``cut -x`` to omit fields you don't care about: + +
+mlr --icsv --opprint cut -x -f flag,shape example.csv
+color  index quantity rate
+yellow 11    43.6498  9.8870
+red    15    79.2778  0.0130
+red    16    13.8103  2.9010
+red    48    77.5542  7.4670
+purple 51    81.2290  8.5910
+red    64    77.1991  9.5310
+purple 65    80.1405  5.8240
+yellow 73    63.9785  4.2370
+yellow 87    63.5058  8.3350
+purple 91    72.3735  8.2430
+
+ +You can use ``filter`` to keep only records you care about: + +
+mlr --icsv --opprint filter '$color == "red"' example.csv
+color shape  flag  index quantity rate
+red   square true  15    79.2778  0.0130
+red   circle true  16    13.8103  2.9010
+red   square false 48    77.5542  7.4670
+red   square false 64    77.1991  9.5310
+
+ +
+mlr --icsv --opprint filter '$color == "red" && $flag == true' example.csv
+color shape  flag index quantity rate
+red   square true 15    79.2778  0.0130
+red   circle true 16    13.8103  2.9010
+
+ +You can use ``put`` to create new fields which are computed from other fields: + +
+mlr --icsv --opprint put '
+  $ratio = $quantity / $rate;
+  $color_shape = $color . "_" . $shape
+' example.csv
+color  shape    flag  index quantity rate   ratio              color_shape
+yellow triangle true  11    43.6498  9.8870 4.414868008496004  yellow_triangle
+red    square   true  15    79.2778  0.0130 6098.292307692308  red_square
+red    circle   true  16    13.8103  2.9010 4.760530851430541  red_circle
+red    square   false 48    77.5542  7.4670 10.386259541984733 red_square
+purple triangle false 51    81.2290  8.5910 9.455127458968688  purple_triangle
+red    square   false 64    77.1991  9.5310 8.099790158430384  red_square
+purple triangle false 65    80.1405  5.8240 13.760388049450551 purple_triangle
+yellow circle   true  73    63.9785  4.2370 15.09995279679018  yellow_circle
+yellow circle   true  87    63.5058  8.3350 7.619172165566886  yellow_circle
+purple square   false 91    72.3735  8.2430 8.779995147397793  purple_square
+
+ +Even though Miller's main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index. Use ``$[[3]]`` to access the name of field 3 or ``$[[[3]]]`` to access the value of field 3: + +
+mlr --icsv --opprint put '$[[3]] = "NEW"' example.csv
+color  shape    NEW   index quantity rate
+yellow triangle true  11    43.6498  9.8870
+red    square   true  15    79.2778  0.0130
+red    circle   true  16    13.8103  2.9010
+red    square   false 48    77.5542  7.4670
+purple triangle false 51    81.2290  8.5910
+red    square   false 64    77.1991  9.5310
+purple triangle false 65    80.1405  5.8240
+yellow circle   true  73    63.9785  4.2370
+yellow circle   true  87    63.5058  8.3350
+purple square   false 91    72.3735  8.2430
+
+ +
+mlr --icsv --opprint put '$[[[3]]] = "NEW"' example.csv
+color  shape    flag index quantity rate
+yellow triangle NEW  11    43.6498  9.8870
+red    square   NEW  15    79.2778  0.0130
+red    circle   NEW  16    13.8103  2.9010
+red    square   NEW  48    77.5542  7.4670
+purple triangle NEW  51    81.2290  8.5910
+red    square   NEW  64    77.1991  9.5310
+purple triangle NEW  65    80.1405  5.8240
+yellow circle   NEW  73    63.9785  4.2370
+yellow circle   NEW  87    63.5058  8.3350
+purple square   NEW  91    72.3735  8.2430
+
+ +You can find the full list of verbs at the [Verbs Reference](reference-verbs.md) page. + +## Multiple input files + +Miller takes all the files from the command line as an input stream. But it's format-aware, so it doesn't repeat CSV header lines. For example, with input files [data/a.csv](data/a.csv and [data/b.csv](data/b.csv), the system ``cat`` command will repeat header lines: + +
+cat data/a.csv
+a,b,c
+1,2,3
+4,5,6
+
+ +
+cat data/b.csv
+a,b,c
+7,8,9
+
+ +
+cat data/a.csv data/b.csv
+a,b,c
+1,2,3
+4,5,6
+a,b,c
+7,8,9
+
+ +However, ``mlr cat`` will not: + +
+mlr --csv cat data/a.csv data/b.csv
+a,b,c
+1,2,3
+4,5,6
+7,8,9
+
+ +## Chaining verbs together + +Often we want to chain queries together -- for example, sorting by a field and taking the top few values. We can do this using pipes: + +
+mlr --csv sort -nr index example.csv | mlr --icsv --opprint head -n 3
+color  shape  flag  index quantity rate
+purple square false 91    72.3735  8.2430
+yellow circle true  87    63.5058  8.3350
+yellow circle true  73    63.9785  4.2370
+
+ +This works fine -- but Miller also lets you chain verbs together using the word ``then``. Think of this as a Miller-internal pipe that lets you use fewer keystrokes: + +
+mlr --icsv --opprint sort -nr index then head -n 3 example.csv
+color  shape  flag  index quantity rate
+purple square false 91    72.3735  8.2430
+yellow circle true  87    63.5058  8.3350
+yellow circle true  73    63.9785  4.2370
+
+ +As another convenience, you can put the filename first using ``--from``. When you're interacting with your data at the command line, this makes it easier to up-arrow and append to the previous command: + +
+mlr --icsv --opprint --from example.csv sort -nr index then head -n 3
+color  shape  flag  index quantity rate
+purple square false 91    72.3735  8.2430
+yellow circle true  87    63.5058  8.3350
+yellow circle true  73    63.9785  4.2370
+
+ +
+mlr --icsv --opprint --from example.csv \
+  sort -nr index \
+  then head -n 3 \
+  then cut -f shape,quantity
+shape  quantity
+square 72.3735
+circle 63.5058
+circle 63.9785
+
+ +## Sorts and stats + +Now suppose you want to sort the data on a given column, *and then* take the top few in that ordering. You can use Miller's ``then`` feature to pipe commands together. + +Here are the records with the top three ``index`` values: + +
+mlr --icsv --opprint sort -nr index then head -n 3 example.csv
+color  shape  flag  index quantity rate
+purple square false 91    72.3735  8.2430
+yellow circle true  87    63.5058  8.3350
+yellow circle true  73    63.9785  4.2370
+
+ +Lots of Miller commands take a ``-g`` option for group-by: here, ``head -n 1 -g shape`` outputs the first record for each distinct value of the ``shape`` field. This means we're finding the record with highest ``index`` field for each distinct ``shape`` field: + +
+mlr --icsv --opprint sort -f shape -nr index then head -n 1 -g shape example.csv
+color  shape    flag  index quantity rate
+yellow circle   true  87    63.5058  8.3350
+purple square   false 91    72.3735  8.2430
+purple triangle false 65    80.1405  5.8240
+
+ +Statistics can be computed with or without group-by field(s): + +
+mlr --icsv --opprint --from example.csv \
+  stats1 -a count,min,mean,max -f quantity -g shape
+shape    quantity_count quantity_min quantity_mean     quantity_max
+triangle 3              43.6498      68.33976666666666 81.229
+square   4              72.3735      76.60114999999999 79.2778
+circle   3              13.8103      47.0982           63.9785
+
+ +
+mlr --icsv --opprint --from example.csv \
+  stats1 -a count,min,mean,max -f quantity -g shape,color
+shape    color  quantity_count quantity_min quantity_mean      quantity_max
+triangle yellow 1              43.6498      43.6498            43.6498
+square   red    3              77.1991      78.01036666666666  79.2778
+circle   red    1              13.8103      13.8103            13.8103
+triangle purple 2              80.1405      80.68475000000001  81.229
+circle   yellow 2              63.5058      63.742149999999995 63.9785
+square   purple 1              72.3735      72.3735            72.3735
+
+ +If your output has a lot of columns, you can use XTAB format to line things up vertically for you instead: + +
+mlr --icsv --oxtab --from example.csv \
+  stats1 -a p0,p10,p25,p50,p75,p90,p99,p100 -f rate
+rate_p0   0.0130
+rate_p10  2.9010
+rate_p25  4.2370
+rate_p50  8.2430
+rate_p75  8.5910
+rate_p90  9.8870
+rate_p99  9.8870
+rate_p100 9.8870
+
+ + +## File formats and format conversion + +Miller supports the following formats: + +* CSV (comma-separared values) +* TSV (tab-separated values) +* JSON (JavaScript Object Notation) +* PPRINT (pretty-printed tabular) +* XTAB (vertical-tabular or sideways-tabular) +* NIDX (numerically indexed, label-free, with implicit labels ``"1"``, ``"2"``, etc.) +* DKVP (delimited key-value pairs). + +What's a CSV file, really? It's an array of rows, or *records*, each being a list of key-value pairs, or *fields*: for CSV it so happens that all the keys are shared in the header line and the values vary from one data line to another. + +For example, if you have: + +
+shape,flag,index
+circle,1,24
+square,0,36
+
+ +then that's a way of saying: + +
+shape=circle,flag=1,index=24
+shape=square,flag=0,index=36
+
+ +Other ways to write the same data: + +
+CSV                   PPRINT
+shape,flag,index      shape  flag index
+circle,1,24           circle 1    24
+square,0,36           square 0    36
+
+JSON                  XTAB
+{                     shape circle
+  "shape": "circle",  flag  1
+  "flag": 1,          index 24
+  "index": 24         .
+}                     shape square
+{                     flag  0
+  "shape": "square",  index 36
+  "flag": 0,
+  "index": 36
+}
+
+DKVP
+shape=circle,flag=1,index=24
+shape=square,flag=0,index=36
+
+ +Anything we can do with CSV input data, we can do with any other format input data. And you can read from one format, do any record-processing, and output to the same format as the input, or to a different output format. + +How to specify these to Miller: + +* If you use ``--csv`` or ``--json`` or ``--pprint``, etc., then Miller will use that format for input and output. +* If you use ``--icsv`` and ``--ojson`` (note the extra ``i`` and ``o``) then Miller will use CSV for input and JSON for output, etc. See also [Keystroke Savers](keystroke-savers.md) for even shorter options like ``--c2j``. + +You can read more about this at the [File Formats](file-formats.md) page. + +.. _10min-choices-for-printing-to-files: + +## Choices for printing to files + +Often we want to print output to the screen. Miller does this by default, as we've seen in the previous examples. + +Sometimes, though, we want to print output to another file. Just use **> outputfilenamegoeshere** at the end of your command: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr --icsv --opprint cat example.csv > newfile.csv + # Output goes to the new file; + # nothing is printed to the screen. + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +Other times we just want our files to be **changed in-place**: just use **mlr -I**: + +.. code-block:: none + :emphasize-lines: 1,1 + + cp example.csv newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.txt + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + purple,triangle,false,51,81.2290,8.5910 + red,square,false,64,77.1991,9.5310 + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr -I --csv sort -f shape newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.txt + color,shape,flag,index,quantity,rate + red,circle,true,16,13.8103,2.9010 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + red,square,true,15,79.2778,0.0130 + red,square,false,48,77.5542,7.4670 + red,square,false,64,77.1991,9.5310 + purple,square,false,91,72.3735,8.2430 + yellow,triangle,true,11,43.6498,9.8870 + purple,triangle,false,51,81.2290,8.5910 + purple,triangle,false,65,80.1405,5.8240 + +Also using ``mlr -I`` you can bulk-operate on lots of files: e.g.: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr -I --csv cut -x -f unwanted_column_name *.csv + +If you like, you can first copy off your original data somewhere else, before doing in-place operations. + +Lastly, using ``tee`` within ``put``, you can split your input data into separate files per one or more field names: + +
+mlr --csv --from example.csv put -q 'tee > $shape.".csv", $*'
+
+ +
+cat circle.csv
+color,shape,flag,index,quantity,rate
+red,circle,true,16,13.8103,2.9010
+yellow,circle,true,73,63.9785,4.2370
+yellow,circle,true,87,63.5058,8.3350
+
+ +
+cat square.csv
+color,shape,flag,index,quantity,rate
+red,square,true,15,79.2778,0.0130
+red,square,false,48,77.5542,7.4670
+red,square,false,64,77.1991,9.5310
+purple,square,false,91,72.3735,8.2430
+
+ +
+cat triangle.csv
+color,shape,flag,index,quantity,rate
+yellow,triangle,true,11,43.6498,9.8870
+purple,triangle,false,51,81.2290,8.5910
+purple,triangle,false,65,80.1405,5.8240
+
diff --git a/docs6b/docs/10min.md.in b/docs6b/docs/10min.md.in new file mode 100644 index 000000000..d44e3b18f --- /dev/null +++ b/docs6b/docs/10min.md.in @@ -0,0 +1,370 @@ +# Miller in 10 minutes + +## Obtaining Miller + +You can install Miller for various platforms as follows: + +* Linux: ``yum install miller`` or ``apt-get install miller`` depending on your flavor of Linux +* MacOS: ``brew install miller`` or ``port install miller`` depending on your preference of [Homebrew](https://brew.sh>`_ or `MacPorts outputfilenamegoeshere** at the end of your command: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr --icsv --opprint cat example.csv > newfile.csv + # Output goes to the new file; + # nothing is printed to the screen. + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +Other times we just want our files to be **changed in-place**: just use **mlr -I**: + +.. code-block:: none + :emphasize-lines: 1,1 + + cp example.csv newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.txt + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + purple,triangle,false,51,81.2290,8.5910 + red,square,false,64,77.1991,9.5310 + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr -I --csv sort -f shape newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.txt + color,shape,flag,index,quantity,rate + red,circle,true,16,13.8103,2.9010 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + red,square,true,15,79.2778,0.0130 + red,square,false,48,77.5542,7.4670 + red,square,false,64,77.1991,9.5310 + purple,square,false,91,72.3735,8.2430 + yellow,triangle,true,11,43.6498,9.8870 + purple,triangle,false,51,81.2290,8.5910 + purple,triangle,false,65,80.1405,5.8240 + +Also using ``mlr -I`` you can bulk-operate on lots of files: e.g.: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr -I --csv cut -x -f unwanted_column_name *.csv + +If you like, you can first copy off your original data somewhere else, before doing in-place operations. + +Lastly, using ``tee`` within ``put``, you can split your input data into separate files per one or more field names: + +GENMD_RUN_COMMAND +mlr --csv --from example.csv put -q 'tee > $shape.".csv", $*' +GENMD_EOF + +GENMD_RUN_COMMAND +cat circle.csv +GENMD_EOF + +GENMD_RUN_COMMAND +cat square.csv +GENMD_EOF + +GENMD_RUN_COMMAND +cat triangle.csv +GENMD_EOF diff --git a/docs6b/docs/Makefile b/docs6b/docs/Makefile new file mode 100644 index 000000000..97b18a775 --- /dev/null +++ b/docs6b/docs/Makefile @@ -0,0 +1,28 @@ +# Minimal makefile for Sphinx documentation +# +# Note: run this after make in the ../c directory and make in the ../man directory +# since ../c/mlr is used to autogenerate ../man/manpage.txt which is used in this directory. +# See also https://miller.readthedocs.io/en/latest/build.html#creating-a-new-release-for-developers + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = . +BUILDDIR = _build + +# Respective MANPATH entries would include /usr/local/share/man or $HOME/man. +INSTALLDIR=/usr/local/share/man/man1 +INSTALLHOME=$(HOME)/man/man1 + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + ./genmds + $(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs6b/docs/README.md b/docs6b/docs/README.md new file mode 100644 index 000000000..d434ab8f5 --- /dev/null +++ b/docs6b/docs/README.md @@ -0,0 +1,40 @@ +# Miller Sphinx docs + +## Why use Sphinx + +* Connects to https://miller.readthedocs.io so people can get their docmods onto the web instead of the self-hosted https://johnkerl.org/miller/doc. Thanks to @pabloab for the great advice! +* More standard look and feel -- lots of people use readthedocs for other things so this should feel familiar +* We get a Search feature for free + +## Contributing + +* You need `pip install sphinx` (or `pip3 install sphinx`) +* The docs include lots of live code examples which will be invoked using `mlr` which must be somewhere in your `$PATH` +* Clone https://github.com/johnkerl/miller and cd into `docs/` within your clone +* Editing loop: + * Edit `*.md.in` + * Run `make html` + * Either `open _build/html/index.html` (MacOS) or point your browser to `file:///path/to/your/clone/of/miller/docs/_build/html/index.html` +* Submitting: + * `git add` your modified files, `git commit`, `git push`, and submit a PR at https://github.com/johnkerl/miller +* A nice markup reference: https://www.sphinx-doc.org/en/1.8/usage/restructuredtext/basics.html + +## Notes + +* CSS: + * I used the Sphinx Classic theme which I like a lot except the colors -- it's a blue scheme and Miller has never been blue. + * Files are in `docs/_static/*.css` where I marked my mods with `/* CHANGE ME */`. + * If you modify the CSS you must run `make clean html` (not just `make html`) then reload in your browser. +* Live code: + * I didn't find a way to include non-Python live-code examples within Sphinx so I adapted the pre-Sphinx Miller-doc strategy which is to have a generator script read a template file (here, `foo.md.in`), run the marked lines, and generate the output file (`foo.md`). + * Edit the `*.md.in` files, not `*.md` directly. + * Within the `*.md.in` files are lines like `GENMD_RUN_COMMAND`. These will be run, and their output included, by `make html` which calls the `genmds` script for you. +* readthedocs: + * https://readthedocs.org/ + * https://readthedocs.org/projects/miller/ + * https://readthedocs.org/projects/miller/builds/ + * https://miller.readthedocs.io/en/latest/ + +## To do + +* Let's all discuss if/how we want the v2 docs to be structured better than the v1 docs. diff --git a/docs6b/docs/_build/doctrees/10min.doctree b/docs6b/docs/_build/doctrees/10min.doctree new file mode 100644 index 0000000000000000000000000000000000000000..ad09e065cdf64fe4a69ccf1d9f6acc65d41c62aa GIT binary patch literal 69112 zcmeHw4UlA4b)Htcv%53eUF`_5i-d%pMvHc|bob8x&kBhM{UEX0S-}dln8-bEy5CH9 zZ%=pAuX}d}kc;4;NcM9nfhG=B4&@?%DJOP{q`;;~oWwW*Q&e1zLkd$62gPv_{>q8L zc7;@&@0|PlUcY|*dUggOX|`%-=G}MSz2}^J&bjBFd+xdK8~X4+x@ONc^e?#HZn^+J2ytF<~G>fH5rI!|@RgW;xo#jm%U1+NoagBpcWxms*`wa$}x zd4%e>%2hun8#qv?uZO-b4FzW&d-TEkEk6pp$F*tz5b0JoLz;4?5zLT&Hy4$xdlF*!Q@%K`>oaTOa5!Mx~+B{$PK@1rDuF 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zhH`@o#3#`as3HSH1a1(%Ne5p7uNr#G+&y`X);i?_?`;m+@_v#p)!){mO58mHw^H{Ie>@D$u=@~ye3g%{^T%)T@r(R%AFJJqA9*pwHYK$L0I60Nq{Rhk zZ9!UEkXF7aEi6dwh1`FDnYcA1;3o2oaEZ zalA@gGT!3|F32(>8LKyB0H&NmZ1s&Q2Lb_!^_p>5(yJ7G=g7;l^wdy`Q>Is`bnj66 z;N>u~K*RTqwxz!yff4LU&anqE6nD1ZfB-3A(jlTIpXK@Xc>g`%y89Un{qlkI>w{Ow z5^&Kf=of^A6fAa(EX)%r(%HP8d0UAjLHVCV5$m8o^IWcPZ0FWviOM*N`W(*hJPx2m zV&Wqzw+G(FCwD8)LpD(Zhiq1^2NIj(&qy}S9aDz=r=j)y=`Q7j2;5>q3(o_^VHICG zd}-nNmngxE>H+4!INIe2dJTSnR?)a|P3qXu2LMoUZ^_;b#$*ETEMLp&Jce+63~d85 KGSD{?&;CD^p* + + + + + + Miller in 10 minutes — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
    +
    +

    Miller in 10 minutes

    +
    + +
    + +
    + +
    +

    Miller in 10 minutes

    +
    +

    Obtaining Miller

    +

    You can install Miller for various platforms as follows:

    +
      +

    • Linux: yum install miller or apt-get install miller depending on your flavor of Linux

      • +

    • MacOS: brew install miller or port install miller depending on your preference of Homebrew or MacPorts.

      • +

    • Windows: choco install miller using Chocolatey.

      • +

    • You can get latest builds for Linux, MacOS, and Windows by visiting https://github.com/johnkerl/miller/actions, selecting the latest build, and clicking _Artifacts_. (These are retained for 5 days after each commit.)

      • +

    • See also Building from source if you prefer – in particular, if your platform’s package manager doesn’t have the latest release.

      • +
    +

    As a first check, you should be able to run mlr --version at your system’s command prompt and see something like the following:

    +
     mlr --version
+ Miller v6.0.0-dev
+
    +
    +

    As a second check, given (example.csv) you should be able to do

    +
     mlr --csv cat example.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ red,square,true,15,79.2778,0.0130
+ red,circle,true,16,13.8103,2.9010
+ red,square,false,48,77.5542,7.4670
+ purple,triangle,false,51,81.2290,8.5910
+ red,square,false,64,77.1991,9.5310
+ purple,triangle,false,65,80.1405,5.8240
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ purple,square,false,91,72.3735,8.2430
+
    +
    +
     mlr --icsv --opprint cat example.csv
+ color  shape    flag  index quantity rate
+ yellow triangle true  11    43.6498  9.8870
+ red    square   true  15    79.2778  0.0130
+ red    circle   true  16    13.8103  2.9010
+ red    square   false 48    77.5542  7.4670
+ purple triangle false 51    81.2290  8.5910
+ red    square   false 64    77.1991  9.5310
+ purple triangle false 65    80.1405  5.8240
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+
    +
    +

    If you run into issues on these checks, please check out the resources on the Community page for help.

    +
    +
    +

    Miller verbs

    +

    Let’s take a quick look at some of the most useful Miller verbs – file-format-aware, name-index-empowered equivalents of standard system commands.

    +

    mlr cat is like system cat (or type on Windows) – it passes the data through unmodified:

    +
     mlr --csv cat example.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ red,square,true,15,79.2778,0.0130
+ red,circle,true,16,13.8103,2.9010
+ red,square,false,48,77.5542,7.4670
+ purple,triangle,false,51,81.2290,8.5910
+ red,square,false,64,77.1991,9.5310
+ purple,triangle,false,65,80.1405,5.8240
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ purple,square,false,91,72.3735,8.2430
+
    +
    +

    But mlr cat can also do format conversion – for example, you can pretty-print in tabular format:

    +
     mlr --icsv --opprint cat example.csv
+ color  shape    flag  index quantity rate
+ yellow triangle true  11    43.6498  9.8870
+ red    square   true  15    79.2778  0.0130
+ red    circle   true  16    13.8103  2.9010
+ red    square   false 48    77.5542  7.4670
+ purple triangle false 51    81.2290  8.5910
+ red    square   false 64    77.1991  9.5310
+ purple triangle false 65    80.1405  5.8240
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+
    +
    +

    mlr head and mlr tail count records rather than lines. Whether you’re getting the first few records or the last few, the CSV header is included either way:

    +
     mlr --csv head -n 4 example.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ red,square,true,15,79.2778,0.0130
+ red,circle,true,16,13.8103,2.9010
+ red,square,false,48,77.5542,7.4670
+
    +
    +
     mlr --csv tail -n 4 example.csv
+ color,shape,flag,index,quantity,rate
+ purple,triangle,false,65,80.1405,5.8240
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ purple,square,false,91,72.3735,8.2430
+
    +
    +
     mlr --icsv --ojson tail -n 2 example.csv
+ {
+   "color": "yellow",
+   "shape": "circle",
+   "flag": true,
+   "index": 87,
+   "quantity": 63.5058,
+   "rate": 8.3350
+ }
+ {
+   "color": "purple",
+   "shape": "square",
+   "flag": false,
+   "index": 91,
+   "quantity": 72.3735,
+   "rate": 8.2430
+ }
+
    +
    +

    You can sort on a single field:

    +
     mlr --icsv --opprint sort -f shape example.csv
+ color  shape    flag  index quantity rate
+ red    circle   true  16    13.8103  2.9010
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ red    square   true  15    79.2778  0.0130
+ red    square   false 48    77.5542  7.4670
+ red    square   false 64    77.1991  9.5310
+ purple square   false 91    72.3735  8.2430
+ yellow triangle true  11    43.6498  9.8870
+ purple triangle false 51    81.2290  8.5910
+ purple triangle false 65    80.1405  5.8240
+
    +
    +

    Or, you can sort primarily alphabetically on one field, then secondarily numerically descending on another field, and so on:

    +
     mlr --icsv --opprint sort -f shape -nr index example.csv
+ color  shape    flag  index quantity rate
+ yellow circle   true  87    63.5058  8.3350
+ yellow circle   true  73    63.9785  4.2370
+ red    circle   true  16    13.8103  2.9010
+ purple square   false 91    72.3735  8.2430
+ red    square   false 64    77.1991  9.5310
+ red    square   false 48    77.5542  7.4670
+ red    square   true  15    79.2778  0.0130
+ purple triangle false 65    80.1405  5.8240
+ purple triangle false 51    81.2290  8.5910
+ yellow triangle true  11    43.6498  9.8870
+
    +
    +

    If there are fields you don’t want to see in your data, you can use cut to keep only the ones you want, in the same order they appeared in the input data:

    +
     mlr --icsv --opprint cut -f flag,shape example.csv
+ shape    flag
+ triangle true
+ square   true
+ circle   true
+ square   false
+ triangle false
+ square   false
+ triangle false
+ circle   true
+ circle   true
+ square   false
+
    +
    +

    You can also use cut -o to keep specified fields, but in your preferred order:

    +
     mlr --icsv --opprint cut -o -f flag,shape example.csv
+ flag  shape
+ true  triangle
+ true  square
+ true  circle
+ false square
+ false triangle
+ false square
+ false triangle
+ true  circle
+ true  circle
+ false square
+
    +
    +

    You can use cut -x to omit fields you don’t care about:

    +
     mlr --icsv --opprint cut -x -f flag,shape example.csv
+ color  index quantity rate
+ yellow 11    43.6498  9.8870
+ red    15    79.2778  0.0130
+ red    16    13.8103  2.9010
+ red    48    77.5542  7.4670
+ purple 51    81.2290  8.5910
+ red    64    77.1991  9.5310
+ purple 65    80.1405  5.8240
+ yellow 73    63.9785  4.2370
+ yellow 87    63.5058  8.3350
+ purple 91    72.3735  8.2430
+
    +
    +

    You can use filter to keep only records you care about:

    +
     mlr --icsv --opprint filter '$color == "red"' example.csv
+ color shape  flag  index quantity rate
+ red   square true  15    79.2778  0.0130
+ red   circle true  16    13.8103  2.9010
+ red   square false 48    77.5542  7.4670
+ red   square false 64    77.1991  9.5310
+
    +
    +
     mlr --icsv --opprint filter '$color == "red" && $flag == true' example.csv
+ color shape  flag index quantity rate
+ red   square true 15    79.2778  0.0130
+ red   circle true 16    13.8103  2.9010
+
    +
    +

    You can use put to create new fields which are computed from other fields:

    +
     mlr --icsv --opprint put '
+   $ratio = $quantity / $rate;
+   $color_shape = $color . "_" . $shape
+ ' example.csv
+ color  shape    flag  index quantity rate   ratio              color_shape
+ yellow triangle true  11    43.6498  9.8870 4.414868008496004  yellow_triangle
+ red    square   true  15    79.2778  0.0130 6098.292307692308  red_square
+ red    circle   true  16    13.8103  2.9010 4.760530851430541  red_circle
+ red    square   false 48    77.5542  7.4670 10.386259541984733 red_square
+ purple triangle false 51    81.2290  8.5910 9.455127458968688  purple_triangle
+ red    square   false 64    77.1991  9.5310 8.099790158430384  red_square
+ purple triangle false 65    80.1405  5.8240 13.760388049450551 purple_triangle
+ yellow circle   true  73    63.9785  4.2370 15.09995279679018  yellow_circle
+ yellow circle   true  87    63.5058  8.3350 7.619172165566886  yellow_circle
+ purple square   false 91    72.3735  8.2430 8.779995147397793  purple_square
+
    +
    +

    Even though Miller’s main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index. Use $[[3]] to access the name of field 3 or $[[[3]]] to access the value of field 3:

    +
     mlr --icsv --opprint put '$[[3]] = "NEW"' example.csv
+ color  shape    NEW   index quantity rate
+ yellow triangle true  11    43.6498  9.8870
+ red    square   true  15    79.2778  0.0130
+ red    circle   true  16    13.8103  2.9010
+ red    square   false 48    77.5542  7.4670
+ purple triangle false 51    81.2290  8.5910
+ red    square   false 64    77.1991  9.5310
+ purple triangle false 65    80.1405  5.8240
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+
    +
    +
     mlr --icsv --opprint put '$[[[3]]] = "NEW"' example.csv
+ color  shape    flag index quantity rate
+ yellow triangle NEW  11    43.6498  9.8870
+ red    square   NEW  15    79.2778  0.0130
+ red    circle   NEW  16    13.8103  2.9010
+ red    square   NEW  48    77.5542  7.4670
+ purple triangle NEW  51    81.2290  8.5910
+ red    square   NEW  64    77.1991  9.5310
+ purple triangle NEW  65    80.1405  5.8240
+ yellow circle   NEW  73    63.9785  4.2370
+ yellow circle   NEW  87    63.5058  8.3350
+ purple square   NEW  91    72.3735  8.2430
+
    +
    +

    You can find the full list of verbs at the Reference: list of verbs page.

    +
    +
    +

    Multiple input files

    +

    Miller takes all the files from the command line as an input stream. But it’s format-aware, so it doesn’t repeat CSV header lines. For example, with input files (data/a.csv) and (data/b.csv), the system cat command will repeat header lines:

    +
     cat data/a.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+
    +
    +
     cat data/b.csv
+ a,b,c
+ 7,8,9
+
    +
    +
     cat data/a.csv data/b.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+ a,b,c
+ 7,8,9
+
    +
    +

    However, mlr cat will not:

    +
     mlr --csv cat data/a.csv data/b.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+ 7,8,9
+
    +
    +
    +
    +

    Chaining verbs together

    +

    Often we want to chain queries together – for example, sorting by a field and taking the top few values. We can do this using pipes:

    +
     mlr --csv sort -nr index example.csv | mlr --icsv --opprint head -n 3
+ color  shape  flag  index quantity rate
+ purple square false 91    72.3735  8.2430
+ yellow circle true  87    63.5058  8.3350
+ yellow circle true  73    63.9785  4.2370
+
    +
    +

    This works fine – but Miller also lets you chain verbs together using the word then. Think of this as a Miller-internal pipe that lets you use fewer keystrokes:

    +
     mlr --icsv --opprint sort -nr index then head -n 3 example.csv
+ color  shape  flag  index quantity rate
+ purple square false 91    72.3735  8.2430
+ yellow circle true  87    63.5058  8.3350
+ yellow circle true  73    63.9785  4.2370
+
    +
    +

    As another convenience, you can put the filename first using --from. When you’re interacting with your data at the command line, this makes it easier to up-arrow and append to the previous command:

    +
     mlr --icsv --opprint --from example.csv sort -nr index then head -n 3
+ color  shape  flag  index quantity rate
+ purple square false 91    72.3735  8.2430
+ yellow circle true  87    63.5058  8.3350
+ yellow circle true  73    63.9785  4.2370
+
    +
    +
     mlr --icsv --opprint --from example.csv \
+   sort -nr index \
+   then head -n 3 \
+   then cut -f shape,quantity
+ shape  quantity
+ square 72.3735
+ circle 63.5058
+ circle 63.9785
+
    +
    +
    +
    +

    Sorts and stats

    +

    Now suppose you want to sort the data on a given column, and then take the top few in that ordering. You can use Miller’s then feature to pipe commands together.

    +

    Here are the records with the top three index values:

    +
     mlr --icsv --opprint sort -nr index then head -n 3 example.csv
+ color  shape  flag  index quantity rate
+ purple square false 91    72.3735  8.2430
+ yellow circle true  87    63.5058  8.3350
+ yellow circle true  73    63.9785  4.2370
+
    +
    +

    Lots of Miller commands take a -g option for group-by: here, head -n 1 -g shape outputs the first record for each distinct value of the shape field. This means we’re finding the record with highest index field for each distinct shape field:

    +
     mlr --icsv --opprint sort -f shape -nr index then head -n 1 -g shape example.csv
+ color  shape    flag  index quantity rate
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+ purple triangle false 65    80.1405  5.8240
+
    +
    +

    Statistics can be computed with or without group-by field(s):

    +
     mlr --icsv --opprint --from example.csv \
+   stats1 -a count,min,mean,max -f quantity -g shape
+ shape    quantity_count quantity_min quantity_mean     quantity_max
+ triangle 3              43.6498      68.33976666666666 81.229
+ square   4              72.3735      76.60114999999999 79.2778
+ circle   3              13.8103      47.0982           63.9785
+
    +
    +
     mlr --icsv --opprint --from example.csv \
+   stats1 -a count,min,mean,max -f quantity -g shape,color
+ shape    color  quantity_count quantity_min quantity_mean      quantity_max
+ triangle yellow 1              43.6498      43.6498            43.6498
+ square   red    3              77.1991      78.01036666666666  79.2778
+ circle   red    1              13.8103      13.8103            13.8103
+ triangle purple 2              80.1405      80.68475000000001  81.229
+ circle   yellow 2              63.5058      63.742149999999995 63.9785
+ square   purple 1              72.3735      72.3735            72.3735
+
    +
    +

    If your output has a lot of columns, you can use XTAB format to line things up vertically for you instead:

    +
     mlr --icsv --oxtab --from example.csv \
+   stats1 -a p0,p10,p25,p50,p75,p90,p99,p100 -f rate
+ rate_p0   0.0130
+ rate_p10  2.9010
+ rate_p25  4.2370
+ rate_p50  8.2430
+ rate_p75  8.5910
+ rate_p90  9.8870
+ rate_p99  9.8870
+ rate_p100 9.8870
+
    +
    +
    +
    +

    File formats and format conversion

    +

    Miller supports the following formats:

    +
      +

    • CSV (comma-separared values)

      • +

    • TSV (tab-separated values)

      • +

    • JSON (JavaScript Object Notation)

      • +

    • PPRINT (pretty-printed tabular)

      • +

    • XTAB (vertical-tabular or sideways-tabular)

      • +

    • NIDX (numerically indexed, label-free, with implicit labels "1", "2", etc.)

      • +

    • DKVP (delimited key-value pairs).

      • +
    +

    What’s a CSV file, really? It’s an array of rows, or records, each being a list of key-value pairs, or fields: for CSV it so happens that all the keys are shared in the header line and the values vary from one data line to another.

    +

    For example, if you have:

    +
    shape,flag,index
+circle,1,24
+square,0,36
+
    +
    +

    then that’s a way of saying:

    +
    shape=circle,flag=1,index=24
+shape=square,flag=0,index=36
+
    +
    +

    Other ways to write the same data:

    +
    CSV                   PPRINT
+shape,flag,index      shape  flag index
+circle,1,24           circle 1    24
+square,0,36           square 0    36
+
+JSON                  XTAB
+{                     shape circle
+  "shape": "circle",  flag  1
+  "flag": 1,          index 24
+  "index": 24         .
+}                     shape square
+{                     flag  0
+  "shape": "square",  index 36
+  "flag": 0,
+  "index": 36
+}
+
+   DKVP
+   shape=circle,flag=1,index=24
+   shape=square,flag=0,index=36
+
    +
    +

    Anything we can do with CSV input data, we can do with any other format input data. And you can read from one format, do any record-processing, and output to the same format as the input, or to a different output format.

    +

    How to specify these to Miller:

    +
      +

    • If you use --csv or --json or --pprint, etc., then Miller will use that format for input and output.

      • +

    • If you use --icsv and --ojson (note the extra i and o) then Miller will use CSV for input and JSON for output, etc. See also Keystroke-savers for even shorter options like --c2j.

      • +
    +

    You can read more about this at the File formats page.

    +
    +
    +

    Choices for printing to files

    +

    Often we want to print output to the screen. Miller does this by default, as we’ve seen in the previous examples.

    +

    Sometimes, though, we want to print output to another file. Just use > outputfilenamegoeshere at the end of your command:

    +
     mlr --icsv --opprint cat example.csv > newfile.csv
+ # Output goes to the new file;
+ # nothing is printed to the screen.
+
    +
    +
     cat newfile.csv
+ color  shape    flag     index quantity rate
+ yellow triangle true     11    43.6498  9.8870
+ red    square   true     15    79.2778  0.0130
+ red    circle   true     16    13.8103  2.9010
+ red    square   false    48    77.5542  7.4670
+ purple triangle false    51    81.2290  8.5910
+ red    square   false    64    77.1991  9.5310
+ purple triangle false    65    80.1405  5.8240
+ yellow circle   true     73    63.9785  4.2370
+ yellow circle   true     87    63.5058  8.3350
+ purple square   false    91    72.3735  8.2430
+
    +
    +

    Other times we just want our files to be changed in-place: just use mlr -I:

    +
     cp example.csv newfile.txt
+
    +
    +
     cat newfile.txt
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ red,square,true,15,79.2778,0.0130
+ red,circle,true,16,13.8103,2.9010
+ red,square,false,48,77.5542,7.4670
+ purple,triangle,false,51,81.2290,8.5910
+ red,square,false,64,77.1991,9.5310
+ purple,triangle,false,65,80.1405,5.8240
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ purple,square,false,91,72.3735,8.2430
+
    +
    +
     mlr -I --csv sort -f shape newfile.txt
+
    +
    +
     cat newfile.txt
+ color,shape,flag,index,quantity,rate
+ red,circle,true,16,13.8103,2.9010
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ red,square,true,15,79.2778,0.0130
+ red,square,false,48,77.5542,7.4670
+ red,square,false,64,77.1991,9.5310
+ purple,square,false,91,72.3735,8.2430
+ yellow,triangle,true,11,43.6498,9.8870
+ purple,triangle,false,51,81.2290,8.5910
+ purple,triangle,false,65,80.1405,5.8240
+
    +
    +

    Also using mlr -I you can bulk-operate on lots of files: e.g.:

    +
     mlr -I --csv cut -x -f unwanted_column_name *.csv
+
    +
    +

    If you like, you can first copy off your original data somewhere else, before doing in-place operations.

    +

    Lastly, using tee within put, you can split your input data into separate files per one or more field names:

    +
     mlr --csv --from example.csv put -q 'tee > $shape.".csv", $*'
+
    +
    +
     cat circle.csv
+ color,shape,flag,index,quantity,rate
+ red,circle,true,16,13.8103,2.9010
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+
    +
    +
     cat square.csv
+ color,shape,flag,index,quantity,rate
+ red,square,true,15,79.2778,0.0130
+ red,square,false,48,77.5542,7.4670
+ red,square,false,64,77.1991,9.5310
+ purple,square,false,91,72.3735,8.2430
+
    +
    +
     cat triangle.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ purple,triangle,false,51,81.2290,8.5910
+ purple,triangle,false,65,80.1405,5.8240
+
    +
    +
    +
    + + +
    +
    +
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zXnaajg42h&9sl)Hx}L8P-{WAEsqF$@W}MXRm$3J{Y~|NGoYncOA{&8Sx5D{@^R6qP zW-kU3A?3j0SpN1q{6MlxkLX4mNXmzwAA$vfUUd%f?v6nyH*$VgvMxqvg03(a^4yKb zbFh%hJ7&u8NeA>Wue2UO@VPAs{TX~51S@htt{zsvcK`BD2-3{?M~2GL$;qqb$mzjh$L3+P5dM5%%iMf?p(I)iNrY$|nu)a@YYN2h83!4iwUr6GhIpZm~&x^EWB6ahos zdCHWOTBs}^Kkm+#VY!Cjd``B}d0fC~5^_F`7Yl?c27*<#mtt;}4#> z$!OE{DYFhD4m|Wh=_7=XU?B0)U--R4YjT|E{AKF`O!?UwdF97;ytQ>ON4V4W+OuN=5aApNyG`muqgSF zYd2wcxPI;DnNT3na#3x(uAIhU670*T$pm=55xJ8J#0li!X`D8REo(MK=Lk&n$FF&iu|I!ev?ZGTt0=ut zPK0>m;`j=3>QtCynT@-3zTMWVBcaF)CA{r+$7tETov9H=(8lKc+UbiC>9TwwQnXYk z0?EHp!J`oTv|*ZUHlu~hDpY;1_u!w}YDJHPMCd(^LjYv)JrY_?x=e=MzDO)AEHYGy z0Ukb6J{(s8zq2RQ2L(DKQYT+bN74}3Tx5!R&U8K^gDyeeiQ50fJ9+NYl1}(<2mIRp z$a)=yRH<(Z-sBN@LI*tz<#Aq-E(}{Vvk*r|HBoGDwbBX^&K$vF*FkIIECHG|5m#yc z6U4jfyAk!XEs>m_1~mNgXtY{}cdtj+_=(J@+XTz5hb!vy-xcn#kVGVd5vu>buxomUe)+0ZbzE%)6X z5~a_FbndHKCBS@O`awiw;`a76WGIla`_ or `MacPorts `_. +* Windows: ``choco install miller`` using `Chocolatey `_. +* You can get latest builds for Linux, MacOS, and Windows by visiting https://github.com/johnkerl/miller/actions, selecting the latest build, and clicking _Artifacts_. (These are retained for 5 days after each commit.) +* See also :doc:`build` if you prefer -- in particular, if your platform's package manager doesn't have the latest release. + +As a first check, you should be able to run ``mlr --version`` at your system's command prompt and see something like the following: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --version + Miller v6.0.0-dev + +As a second check, given (`example.csv <./example.csv>`_) you should be able to do + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cat example.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + purple,triangle,false,51,81.2290,8.5910 + red,square,false,64,77.1991,9.5310 + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint cat example.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +If you run into issues on these checks, please check out the resources on the :doc:`community` page for help. + +Miller verbs +^^^^^^^^^^^^ + +Let's take a quick look at some of the most useful Miller verbs -- file-format-aware, name-index-empowered equivalents of standard system commands. + +``mlr cat`` is like system ``cat`` (or ``type`` on Windows) -- it passes the data through unmodified: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cat example.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + purple,triangle,false,51,81.2290,8.5910 + red,square,false,64,77.1991,9.5310 + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +But ``mlr cat`` can also do format conversion -- for example, you can pretty-print in tabular format: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint cat example.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +``mlr head`` and ``mlr tail`` count records rather than lines. Whether you're getting the first few records or the last few, the CSV header is included either way: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv head -n 4 example.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv tail -n 4 example.csv + color,shape,flag,index,quantity,rate + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --ojson tail -n 2 example.csv + { + "color": "yellow", + "shape": "circle", + "flag": true, + "index": 87, + "quantity": 63.5058, + "rate": 8.3350 + } + { + "color": "purple", + "shape": "square", + "flag": false, + "index": 91, + "quantity": 72.3735, + "rate": 8.2430 + } + +You can sort on a single field: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint sort -f shape example.csv + color shape flag index quantity rate + red circle true 16 13.8103 2.9010 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + red square true 15 79.2778 0.0130 + red square false 48 77.5542 7.4670 + red square false 64 77.1991 9.5310 + purple square false 91 72.3735 8.2430 + yellow triangle true 11 43.6498 9.8870 + purple triangle false 51 81.2290 8.5910 + purple triangle false 65 80.1405 5.8240 + +Or, you can sort primarily alphabetically on one field, then secondarily numerically descending on another field, and so on: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint sort -f shape -nr index example.csv + color shape flag index quantity rate + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + red circle true 16 13.8103 2.9010 + purple square false 91 72.3735 8.2430 + red square false 64 77.1991 9.5310 + red square false 48 77.5542 7.4670 + red square true 15 79.2778 0.0130 + purple triangle false 65 80.1405 5.8240 + purple triangle false 51 81.2290 8.5910 + yellow triangle true 11 43.6498 9.8870 + +If there are fields you don't want to see in your data, you can use ``cut`` to keep only the ones you want, in the same order they appeared in the input data: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint cut -f flag,shape example.csv + shape flag + triangle true + square true + circle true + square false + triangle false + square false + triangle false + circle true + circle true + square false + +You can also use ``cut -o`` to keep specified fields, but in your preferred order: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint cut -o -f flag,shape example.csv + flag shape + true triangle + true square + true circle + false square + false triangle + false square + false triangle + true circle + true circle + false square + +You can use ``cut -x`` to omit fields you don't care about: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint cut -x -f flag,shape example.csv + color index quantity rate + yellow 11 43.6498 9.8870 + red 15 79.2778 0.0130 + red 16 13.8103 2.9010 + red 48 77.5542 7.4670 + purple 51 81.2290 8.5910 + red 64 77.1991 9.5310 + purple 65 80.1405 5.8240 + yellow 73 63.9785 4.2370 + yellow 87 63.5058 8.3350 + purple 91 72.3735 8.2430 + +You can use ``filter`` to keep only records you care about: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint filter '$color == "red"' example.csv + color shape flag index quantity rate + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + red square false 64 77.1991 9.5310 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint filter '$color == "red" && $flag == true' example.csv + color shape flag index quantity rate + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + +You can use ``put`` to create new fields which are computed from other fields: + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --icsv --opprint put ' + $ratio = $quantity / $rate; + $color_shape = $color . "_" . $shape + ' example.csv + color shape flag index quantity rate ratio color_shape + yellow triangle true 11 43.6498 9.8870 4.414868008496004 yellow_triangle + red square true 15 79.2778 0.0130 6098.292307692308 red_square + red circle true 16 13.8103 2.9010 4.760530851430541 red_circle + red square false 48 77.5542 7.4670 10.386259541984733 red_square + purple triangle false 51 81.2290 8.5910 9.455127458968688 purple_triangle + red square false 64 77.1991 9.5310 8.099790158430384 red_square + purple triangle false 65 80.1405 5.8240 13.760388049450551 purple_triangle + yellow circle true 73 63.9785 4.2370 15.09995279679018 yellow_circle + yellow circle true 87 63.5058 8.3350 7.619172165566886 yellow_circle + purple square false 91 72.3735 8.2430 8.779995147397793 purple_square + +Even though Miller's main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index. Use ``$[[3]]`` to access the name of field 3 or ``$[[[3]]]`` to access the value of field 3: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint put '$[[3]] = "NEW"' example.csv + color shape NEW index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint put '$[[[3]]] = "NEW"' example.csv + color shape flag index quantity rate + yellow triangle NEW 11 43.6498 9.8870 + red square NEW 15 79.2778 0.0130 + red circle NEW 16 13.8103 2.9010 + red square NEW 48 77.5542 7.4670 + purple triangle NEW 51 81.2290 8.5910 + red square NEW 64 77.1991 9.5310 + purple triangle NEW 65 80.1405 5.8240 + yellow circle NEW 73 63.9785 4.2370 + yellow circle NEW 87 63.5058 8.3350 + purple square NEW 91 72.3735 8.2430 + +You can find the full list of verbs at the :doc:`reference-verbs` page. + +Multiple input files +^^^^^^^^^^^^^^^^^^^^ + +Miller takes all the files from the command line as an input stream. But it's format-aware, so it doesn't repeat CSV header lines. For example, with input files (`data/a.csv `_) and (`data/b.csv `_), the system ``cat`` command will repeat header lines: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/a.csv + a,b,c + 1,2,3 + 4,5,6 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/b.csv + a,b,c + 7,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/a.csv data/b.csv + a,b,c + 1,2,3 + 4,5,6 + a,b,c + 7,8,9 + +However, ``mlr cat`` will not: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cat data/a.csv data/b.csv + a,b,c + 1,2,3 + 4,5,6 + 7,8,9 + +Chaining verbs together +^^^^^^^^^^^^^^^^^^^^^^^ + +Often we want to chain queries together -- for example, sorting by a field and taking the top few values. We can do this using pipes: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv sort -nr index example.csv | mlr --icsv --opprint head -n 3 + color shape flag index quantity rate + purple square false 91 72.3735 8.2430 + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + +This works fine -- but Miller also lets you chain verbs together using the word ``then``. Think of this as a Miller-internal pipe that lets you use fewer keystrokes: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint sort -nr index then head -n 3 example.csv + color shape flag index quantity rate + purple square false 91 72.3735 8.2430 + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + +As another convenience, you can put the filename first using ``--from``. When you're interacting with your data at the command line, this makes it easier to up-arrow and append to the previous command: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint --from example.csv sort -nr index then head -n 3 + color shape flag index quantity rate + purple square false 91 72.3735 8.2430 + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --icsv --opprint --from example.csv \ + sort -nr index \ + then head -n 3 \ + then cut -f shape,quantity + shape quantity + square 72.3735 + circle 63.5058 + circle 63.9785 + +Sorts and stats +^^^^^^^^^^^^^^^ + +Now suppose you want to sort the data on a given column, *and then* take the top few in that ordering. You can use Miller's ``then`` feature to pipe commands together. + +Here are the records with the top three ``index`` values: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint sort -nr index then head -n 3 example.csv + color shape flag index quantity rate + purple square false 91 72.3735 8.2430 + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + +Lots of Miller commands take a ``-g`` option for group-by: here, ``head -n 1 -g shape`` outputs the first record for each distinct value of the ``shape`` field. This means we're finding the record with highest ``index`` field for each distinct ``shape`` field: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint sort -f shape -nr index then head -n 1 -g shape example.csv + color shape flag index quantity rate + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + purple triangle false 65 80.1405 5.8240 + +Statistics can be computed with or without group-by field(s): + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --icsv --opprint --from example.csv \ + stats1 -a count,min,mean,max -f quantity -g shape + shape quantity_count quantity_min quantity_mean quantity_max + triangle 3 43.6498 68.33976666666666 81.229 + square 4 72.3735 76.60114999999999 79.2778 + circle 3 13.8103 47.0982 63.9785 + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --icsv --opprint --from example.csv \ + stats1 -a count,min,mean,max -f quantity -g shape,color + shape color quantity_count quantity_min quantity_mean quantity_max + triangle yellow 1 43.6498 43.6498 43.6498 + square red 3 77.1991 78.01036666666666 79.2778 + circle red 1 13.8103 13.8103 13.8103 + triangle purple 2 80.1405 80.68475000000001 81.229 + circle yellow 2 63.5058 63.742149999999995 63.9785 + square purple 1 72.3735 72.3735 72.3735 + +If your output has a lot of columns, you can use XTAB format to line things up vertically for you instead: + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --icsv --oxtab --from example.csv \ + stats1 -a p0,p10,p25,p50,p75,p90,p99,p100 -f rate + rate_p0 0.0130 + rate_p10 2.9010 + rate_p25 4.2370 + rate_p50 8.2430 + rate_p75 8.5910 + rate_p90 9.8870 + rate_p99 9.8870 + rate_p100 9.8870 + + +File formats and format conversion +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller supports the following formats: + +* CSV (comma-separared values) +* TSV (tab-separated values) +* JSON (JavaScript Object Notation) +* PPRINT (pretty-printed tabular) +* XTAB (vertical-tabular or sideways-tabular) +* NIDX (numerically indexed, label-free, with implicit labels ``"1"``, ``"2"``, etc.) +* DKVP (delimited key-value pairs). + +What's a CSV file, really? It's an array of rows, or *records*, each being a list of key-value pairs, or *fields*: for CSV it so happens that all the keys are shared in the header line and the values vary from one data line to another. + +For example, if you have: + +.. code-block:: none + + shape,flag,index + circle,1,24 + square,0,36 + +then that's a way of saying: + +.. code-block:: none + + shape=circle,flag=1,index=24 + shape=square,flag=0,index=36 + +Other ways to write the same data: + +.. code-block:: none + + CSV PPRINT + shape,flag,index shape flag index + circle,1,24 circle 1 24 + square,0,36 square 0 36 + + JSON XTAB + { shape circle + "shape": "circle", flag 1 + "flag": 1, index 24 + "index": 24 . + } shape square + { flag 0 + "shape": "square", index 36 + "flag": 0, + "index": 36 + } + + DKVP + shape=circle,flag=1,index=24 + shape=square,flag=0,index=36 + +Anything we can do with CSV input data, we can do with any other format input data. And you can read from one format, do any record-processing, and output to the same format as the input, or to a different output format. + +How to specify these to Miller: + +* If you use ``--csv`` or ``--json`` or ``--pprint``, etc., then Miller will use that format for input and output. +* If you use ``--icsv`` and ``--ojson`` (note the extra ``i`` and ``o``) then Miller will use CSV for input and JSON for output, etc. See also :doc:`keystroke-savers` for even shorter options like ``--c2j``. + +You can read more about this at the :doc:`file-formats` page. + +.. _10min-choices-for-printing-to-files: + +Choices for printing to files +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Often we want to print output to the screen. Miller does this by default, as we've seen in the previous examples. + +Sometimes, though, we want to print output to another file. Just use **> outputfilenamegoeshere** at the end of your command: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr --icsv --opprint cat example.csv > newfile.csv + # Output goes to the new file; + # nothing is printed to the screen. + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +Other times we just want our files to be **changed in-place**: just use **mlr -I**: + +.. code-block:: none + :emphasize-lines: 1,1 + + cp example.csv newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.txt + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + purple,triangle,false,51,81.2290,8.5910 + red,square,false,64,77.1991,9.5310 + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr -I --csv sort -f shape newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + cat newfile.txt + color,shape,flag,index,quantity,rate + red,circle,true,16,13.8103,2.9010 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + red,square,true,15,79.2778,0.0130 + red,square,false,48,77.5542,7.4670 + red,square,false,64,77.1991,9.5310 + purple,square,false,91,72.3735,8.2430 + yellow,triangle,true,11,43.6498,9.8870 + purple,triangle,false,51,81.2290,8.5910 + purple,triangle,false,65,80.1405,5.8240 + +Also using ``mlr -I`` you can bulk-operate on lots of files: e.g.: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr -I --csv cut -x -f unwanted_column_name *.csv + +If you like, you can first copy off your original data somewhere else, before doing in-place operations. + +Lastly, using ``tee`` within ``put``, you can split your input data into separate files per one or more field names: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv --from example.csv put -q 'tee > $shape.".csv", $*' + +.. code-block:: none + :emphasize-lines: 1-1 + + cat circle.csv + color,shape,flag,index,quantity,rate + red,circle,true,16,13.8103,2.9010 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat square.csv + color,shape,flag,index,quantity,rate + red,square,true,15,79.2778,0.0130 + red,square,false,48,77.5542,7.4670 + red,square,false,64,77.1991,9.5310 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat triangle.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + purple,triangle,false,51,81.2290,8.5910 + purple,triangle,false,65,80.1405,5.8240 diff --git a/docs6b/docs/_build/html/_sources/build.rst.txt b/docs6b/docs/_build/html/_sources/build.rst.txt new file mode 100644 index 000000000..771c7363d --- /dev/null +++ b/docs6b/docs/_build/html/_sources/build.rst.txt @@ -0,0 +1,121 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Building from source +================================================================ + +Please also see :doc:`installation` for information about pre-built executables. + +Miller license +---------------------------------------------------------------- + +Two-clause BSD license https://github.com/johnkerl/miller/blob/master/LICENSE.txt. + +From release tarball +---------------------------------------------------------------- + +* Obtain ``mlr-i.j.k.tar.gz`` from https://github.com/johnkerl/miller/tags, replacing ``i.j.k`` with the desired release, e.g. ``6.1.0``. +* ``tar zxvf mlr-i.j.k.tar.gz`` +* ``cd mlr-i.j.k`` +* ``cd go`` +* ``./build`` creates the ``go/mlr`` executable and runs regression tests +* ``go build mlr.go`` creates the ``go/mlr`` executable without running regression tests + +From git clone +---------------------------------------------------------------- + +* ``git clone https://github.com/johnkerl/miller`` +* ``cd miller/go`` +* ``./build`` creates the ``go/mlr`` executable and runs regression tests +* ``go build mlr.go`` creates the ``go/mlr`` executable without running regression tests + +In case of problems +---------------------------------------------------------------- + +If you have any build errors, feel free to open an issue with "New Issue" at https://github.com/johnkerl/miller/issues. + +Dependencies +---------------------------------------------------------------- + +Required external dependencies +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are necessary to produce the ``mlr`` executable. + +* Go version 1.16 or higher +* Others packaged within ``go.mod`` and ``go.sum`` which you don't need to deal with manually -- the Go build process handles them for us + +Optional external dependencies +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +This documentation pageset is built using Sphinx. Please see https://github.com/johnkerl/miller/blob/main/docs6/README.md for details. + +Creating a new release: for developers +---------------------------------------------------------------- + +At present I'm the primary developer so this is just my checklist for making new releases. + +In this example I am using version 6.1.0 to 6.2.0; of course that will change for subsequent revisions. + +* Update version found in ``mlr --version`` and ``man mlr``: + + * Edit ``go/src/version/version.go`` from ``6.1.0-dev`` to ``6.2.0``. + * Likewise ``docs6/conf.py`` + * ``cd ../docs6`` + * ``export PATH=../go:$PATH`` + * ``make html`` + * The ordering is important: the first build creates ``mlr``; the second runs ``mlr`` to create ``manpage.txt``; the third includes ``manpage.txt`` into one of its outputs. + * Commit and push. + +* Create the release tarball and SRPM: + + * TBD for the Go port ... + * Linux/MacOS/Windows binaries from GitHub Actions ... + * Pull back release tarball ``mlr-6.2.0.tar.gz`` from buildbox, and ``mlr.{arch}`` binaries from whatever buildboxes. + +* Create the Github release tag: + + * Don't forget the ``v`` in ``v6.2.0`` + * Write the release notes + * Attach the release tarball and binaries. Double-check assets were successfully uploaded. + * Publish the release + +* Check the release-specific docs: + + * Look at https://miller.readthedocs.io for new-version docs, after a few minutes' propagation time. + +* Notify: + + * Submit ``brew`` pull request; notify any other distros which don't appear to have autoupdated since the previous release (notes below) + * Similarly for ``macports``: https://github.com/macports/macports-ports/blob/master/textproc/miller/Portfile. + * Social-media updates. + +.. code-block:: none + + git remote add upstream https://github.com/Homebrew/homebrew-core # one-time setup only + git fetch upstream + git rebase upstream/master + git checkout -b miller-6.1.0 + shasum -a 256 /path/to/mlr-6.1.0.tar.gz + edit Formula/miller.rb + # Test the URL from the line like + # url "https://github.com/johnkerl/miller/releases/download/v6.1.0/mlr-6.1.0.tar.gz" + # in a browser for typos + # A '@BrewTestBot Test this please' comment within the homebrew-core pull request will restart the homebrew travis build + git add Formula/miller.rb + git commit -m 'miller 6.1.0' + git push -u origin miller-6.1.0 + (submit the pull request) + +* Afterwork: + + * Edit ``go/src/version/version.go`` and ``docs6/conf.py`` to change version from ``6.2.0`` to ``6.2.0-dev``. + * ``cd go`` + * ``./build`` + * Commit and push. + + +Misc. development notes +---------------------------------------------------------------- + +I use terminal width 120 and tabwidth 4. diff --git a/docs6b/docs/_build/html/_sources/community.rst.txt b/docs6b/docs/_build/html/_sources/community.rst.txt new file mode 100644 index 000000000..5ad687ed6 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/community.rst.txt @@ -0,0 +1,10 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Community +========= + +* See `Miller GitHub Discussions `_ for general Q&A, advice, sharing success stories, etc. +* See also `Miller-tagged questions on Stack Overflow `_ +* See `Miller GitHub Issues `_ for bug reports and feature requests +* Other correspondence: mailto:kerl.john.r+miller@gmail.com diff --git a/docs6b/docs/_build/html/_sources/contact.rst.txt b/docs6b/docs/_build/html/_sources/contact.rst.txt new file mode 100644 index 000000000..05fcaf93a --- /dev/null +++ b/docs6b/docs/_build/html/_sources/contact.rst.txt @@ -0,0 +1,11 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Contact +================================================================ + +Bug reports, feature requests, etc.: https://github.com/johnkerl/miller/issues + +For issues involving this documentation site please also use https://github.com/johnkerl/miller/issues + +Other correspondence: mailto:kerl.john.r+miller@gmail.com diff --git a/docs6b/docs/_build/html/_sources/contributing.rst.txt b/docs6b/docs/_build/html/_sources/contributing.rst.txt new file mode 100644 index 000000000..836423ac3 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/contributing.rst.txt @@ -0,0 +1,47 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +How to contribute +================================================================ + +Community +---------------------------------------------------------------- + +You can ask questions -- or answer them! -- following the links at :doc:`community`. + +Documentation improvements +---------------------------------------------------------------- + +Pre-release Miller documentation is at https://github.com/johnkerl/miller/tree/main/docs6. + +Clone https://github.com/johnkerl/miller and `cd` into `docs6`. + +After ``sudo pip install sphinx`` (or ``pip3``) you should be able to do ``make html``. + +Edit ``*.rst.in`` files, then ``make html`` to generate ``*.rst``, then run the Sphinx document-generator. + +Open ``_build/html/index.html`` in your browser, e.g. ``file:////Users/yourname/git/miller/docs6/_build/html/contributing.html``, to verify. + +PRs are welcome at https://github.com/johnkerl/miller. + +Once PRs are merged, readthedocs creates https://miller.readthedocs.io using the following configs: + +* https://readthedocs.org/projects/miller/ +* https://readthedocs.org/projects/miller/builds/ +* https://github.com/johnkerl/miller/settings/hooks + +Testing +---------------------------------------------------------------- + +As of Miller-6's current pre-release status, the best way to test is to either build from source via :doc:`build`, or by getting a recent binary at https://github.com/johnkerl/miller/actions, then click latest build, then *Artifacts*. Then simply use Miller for whatever you do, and create an issue at https://github.com/johnkerl/miller/issues. + +Do note that as of 2021-06-17 a few things have not been ported to Miller 6 -- most notably, including regex captures and localtime DSL functions. + +Feature development +---------------------------------------------------------------- + +Issues: https://github.com/johnkerl/miller/issues + +Developer notes: https://github.com/johnkerl/miller/blob/main/go/README.md + +PRs which pass regression test (https://github.com/johnkerl/miller/blob/main/go/regtest/README.md) are always welcome! diff --git a/docs6b/docs/_build/html/_sources/cookbook.rst.txt b/docs6b/docs/_build/html/_sources/cookbook.rst.txt new file mode 100644 index 000000000..7c571d37f --- /dev/null +++ b/docs6b/docs/_build/html/_sources/cookbook.rst.txt @@ -0,0 +1,197 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Cookbook part 1: common patterns +================================================================ + +Showing differences between successive queries +---------------------------------------------------------------- + +Suppose you have a database query which you run at one point in time, producing the output on the left, then again later producing the output on the right: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/previous_counters.csv + color,count + red,3472 + blue,6838 + orange,694 + purple,12 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/current_counters.csv + color,count + red,3467 + orange,670 + yellow,27 + blue,6944 + +And, suppose you want to compute the differences in the counters between adjacent keys. Since the color names aren't all in the same order, nor are they all present on both sides, we can't just paste the two files side-by-side and do some column-four-minus-column-two arithmetic. + +First, rename counter columns to make them distinct: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv rename count,previous_count data/previous_counters.csv > data/prevtemp.csv + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/prevtemp.csv + color,previous_count + red,3472 + blue,6838 + orange,694 + purple,12 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv rename count,current_count data/current_counters.csv > data/currtemp.csv + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/currtemp.csv + color,current_count + red,3467 + orange,670 + yellow,27 + blue,6944 + +Then, join on the key field(s), and use unsparsify to zero-fill counters absent on one side but present on the other. Use ``--ul`` and ``--ur`` to emit unpaired records (namely, purple on the left and yellow on the right): + +.. code-block:: none + :emphasize-lines: 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 + color previous_count current_count count_delta + red 3472 3467 -5 + orange 694 670 -24 + yellow 0 27 (error) + blue 6838 6944 106 + purple 12 0 (error) + +.. _cookbook-memoization-with-oosvars: + +Memoization with out-of-stream variables +---------------------------------------------------------------- + +The recursive function for the Fibonacci sequence is famous for its computational complexity. Namely, using f(0)=1, f(1)=1, f(n)=f(n-1)+f(n-2) for n>=2, the evaluation tree branches left as well as right at each non-trivial level, resulting in millions or more paths to the root 0/1 nodes for larger n. This program + +.. code-block:: none + + 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 + +produces output like this: + +.. code-block:: none + + i o fcount seconds_delta + 1 1 1 0 + 2 2 3 0.000039101 + 3 3 5 0.000015974 + 4 5 9 0.000019073 + 5 8 15 0.000026941 + 6 13 25 0.000036955 + 7 21 41 0.000056028 + 8 34 67 0.000086069 + 9 55 109 0.000134945 + 10 89 177 0.000217915 + 11 144 287 0.000355959 + 12 233 465 0.000506163 + 13 377 753 0.000811815 + 14 610 1219 0.001297235 + 15 987 1973 0.001960993 + 16 1597 3193 0.003417969 + 17 2584 5167 0.006215811 + 18 4181 8361 0.008294106 + 19 6765 13529 0.012095928 + 20 10946 21891 0.019592047 + 21 17711 35421 0.031193972 + 22 28657 57313 0.057254076 + 23 46368 92735 0.080307961 + 24 75025 150049 0.129482031 + 25 121393 242785 0.213325977 + 26 196418 392835 0.334423065 + 27 317811 635621 0.605969906 + 28 514229 1028457 0.971235037 + +Note that the time it takes to evaluate the function is blowing up exponentially as the input argument increases. Using ``@``-variables, which persist across records, we can cache and reuse the results of previous computations: + +.. code-block:: none + + 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 + +with output like this: + +.. code-block:: none + + i o fcount seconds_delta + 1 1 1 0 + 2 2 3 0.000053883 + 3 3 3 0.000035048 + 4 5 3 0.000045061 + 5 8 3 0.000014067 + 6 13 3 0.000028849 + 7 21 3 0.000028133 + 8 34 3 0.000027895 + 9 55 3 0.000014067 + 10 89 3 0.000015020 + 11 144 3 0.000012875 + 12 233 3 0.000033140 + 13 377 3 0.000014067 + 14 610 3 0.000012875 + 15 987 3 0.000029087 + 16 1597 3 0.000013828 + 17 2584 3 0.000013113 + 18 4181 3 0.000012875 + 19 6765 3 0.000013113 + 20 10946 3 0.000012875 + 21 17711 3 0.000013113 + 22 28657 3 0.000013113 + 23 46368 3 0.000015974 + 24 75025 3 0.000012875 + 25 121393 3 0.000013113 + 26 196418 3 0.000012875 + 27 317811 3 0.000013113 + 28 514229 3 0.000012875 diff --git a/docs6b/docs/_build/html/_sources/cookbook2.rst.txt b/docs6b/docs/_build/html/_sources/cookbook2.rst.txt new file mode 100644 index 000000000..0eadc9406 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/cookbook2.rst.txt @@ -0,0 +1,261 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Programming examples +================================================================ + +Here are a few things focusing on Miller's DSL as a programming language per se. + +Sieve of Eratosthenes +---------------------------------------------------------------- + +The `Sieve of Eratosthenes `_ is a standard introductory programming topic. The idea is to find all primes up to some *N* by making a list of the numbers 1 to *N*, then striking out all multiples of 2 except 2 itself, all multiples of 3 except 3 itself, all multiples of 4 except 4 itself, and so on. Whatever survives that without getting marked is a prime. This is easy enough in Miller. Notice that here all the work is in ``begin`` and ``end`` statements; there is no file input (so we use ``mlr -n`` to keep Miller from waiting for input data). + +.. code-block:: none + :emphasize-lines: 1-1 + + cat programs/sieve.mlr + # ================================================================ + # Sieve of Eratosthenes: simple example of Miller DSL as programming language. + # ================================================================ + + # Put this in a begin-block so we can do either + # mlr -n put -q -f name-of-this-file.mlr + # or + # mlr -n put -q -f name-of-this-file.mlr -e '@n = 200' + # i.e. 100 is the default upper limit, and another can be specified using -e. + begin { + @n = 100; + } + + end { + for (int i = 0; i <= @n; i += 1) { + @s[i] = true; + } + @s[0] = false; # 0 is neither prime nor composite + @s[1] = false; # 1 is neither prime nor composite + # Strike out multiples + for (int i = 2; i <= @n; i += 1) { + for (int j = i+i; j <= @n; j += i) { + @s[j] = false; + } + } + # Print survivors + for (int i = 0; i <= @n; i += 1) { + if (@s[i]) { + print i; + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr -n put -f programs/sieve.mlr + 2 + 3 + 5 + 7 + 11 + 13 + 17 + 19 + 23 + 29 + 31 + 37 + 41 + 43 + 47 + 53 + 59 + 61 + 67 + 71 + 73 + 79 + 83 + 89 + 97 + +Mandelbrot-set generator +---------------------------------------------------------------- + +The `Mandelbrot set `_ is also easily expressed. This isn't an important case of data-processing in the vein for which Miller was designed, but it is an example of Miller as a general-purpose programming language -- a test case for the expressiveness of the language. + +The (approximate) computation of points in the complex plane which are and aren't members is just a few lines of complex arithmetic (see the Wikipedia article); how to render them is another task. Using graphics libraries you can create PNG or JPEG files, but another fun way to do this is by printing various characters to the screen: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat programs/mand.mlr + # Mandelbrot set generator: simple example of Miller DSL as programming language. + begin { + # Set defaults + @rcorn = -2.0; + @icorn = -2.0; + @side = 4.0; + @iheight = 50; + @iwidth = 100; + @maxits = 100; + @levelstep = 5; + @chars = "@X*o-."; # Palette of characters to print to the screen. + @verbose = false; + @do_julia = false; + @jr = 0.0; # Real part of Julia point, if any + @ji = 0.0; # Imaginary part of Julia point, if any + } + + # Here, we can override defaults from an input file (if any). In Miller's + # put/filter DSL, absent-null right-hand sides result in no assignment so we + # can simply put @rcorn = $rcorn: if there is a field in the input like + # 'rcorn = -1.847' we'll read and use it, else we'll keep the default. + @rcorn = $rcorn; + @icorn = $icorn; + @side = $side; + @iheight = $iheight; + @iwidth = $iwidth; + @maxits = $maxits; + @levelstep = $levelstep; + @chars = $chars; + @verbose = $verbose; + @do_julia = $do_julia; + @jr = $jr; + @ji = $ji; + + end { + if (@verbose) { + print "RCORN = ".@rcorn; + print "ICORN = ".@icorn; + print "SIDE = ".@side; + print "IHEIGHT = ".@iheight; + print "IWIDTH = ".@iwidth; + print "MAXITS = ".@maxits; + print "LEVELSTEP = ".@levelstep; + print "CHARS = ".@chars; + } + + # Iterate over a matrix of rows and columns, printing one character for each cell. + for (int ii = @iheight-1; ii >= 0; ii -= 1) { + num pi = @icorn + (ii/@iheight) * @side; + for (int ir = 0; ir < @iwidth; ir += 1) { + num pr = @rcorn + (ir/@iwidth) * @side; + printn get_point_plot(pr, pi, @maxits, @do_julia, @jr, @ji); + } + print; + } + } + + # This is a function to approximate membership in the Mandelbrot set (or Julia + # set for a given Julia point if do_julia == true) for a given point in the + # complex plane. + func get_point_plot(pr, pi, maxits, do_julia, jr, ji) { + num zr = 0.0; + num zi = 0.0; + num cr = 0.0; + num ci = 0.0; + + if (!do_julia) { + zr = 0.0; + zi = 0.0; + cr = pr; + ci = pi; + } else { + zr = pr; + zi = pi; + cr = jr; + ci = ji; + } + + int iti = 0; + bool escaped = false; + num zt = 0; + for (iti = 0; iti < maxits; iti += 1) { + num mag = zr*zr + zi+zi; + if (mag > 4.0) { + escaped = true; + break; + } + # z := z^2 + c + zt = zr*zr - zi*zi + cr; + zi = 2*zr*zi + ci; + zr = zt; + } + if (!escaped) { + return "."; + } else { + # The // operator is Miller's (pythonic) integer-division operator + int level = (iti // @levelstep) % strlen(@chars); + return substr(@chars, level, level); + } + } + +At standard resolution this makes a nice little ASCII plot: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr -n put -f ./programs/mand.mlr + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXX.XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXooXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX**o..*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX*-....-oXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@XXXXXXXXXX*......o*XXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXX**oo*-.-........oo.XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX....................X..o-XXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@XXXXXXXXXXXXXXX*oo......................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@XXX*XXXXXXXXXXXX**o........................*X*X@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@XXXXXXooo***o*.*XX**X..........................o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@XXXXXXXX*-.......-***.............................oXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@XXXXXXXX*@..........Xo............................*XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@XXXX@XXXXXXXX*o@oX...........@...........................oXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + .........................................................o*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@XXXXXXXXX*-.oX...........@...........................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@XXXXXXXXXX**@..........*o............................*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@XXXXXXXXXXXXX-........***.............................oXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@XXXXXXXXXXXXoo****o*.XX***@..........................o-XXXXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@XXXXX*XXXX*XXXXXXX**-........................***XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*.....................@o*XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX*....................*..o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX*ooo*-.o........oo.X*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX**@.....*XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX*o....-o*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXo*o..*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*XXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX@XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + +But using a very small font size (as small as my Mac will let me go), and by choosing the coordinates to zoom in on a particular part of the complex plane, we can get a nice little picture: + +.. code-block:: none + + #!/bin/bash + # Get the number of rows and columns from the terminal window dimensions + iheight=$(stty size | mlr --nidx --fs space cut -f 1) + iwidth=$(stty size | mlr --nidx --fs space cut -f 2) + echo "rcorn=-1.755350,icorn=+0.014230,side=0.000020,maxits=10000,iheight=$iheight,iwidth=$iwidth" \ + | mlr put -f programs/mand.mlr + +.. image:: pix/mand.png diff --git a/docs6b/docs/_build/html/_sources/cookbook3.rst.txt b/docs6b/docs/_build/html/_sources/cookbook3.rst.txt new file mode 100644 index 000000000..f3fd137ef --- /dev/null +++ b/docs6b/docs/_build/html/_sources/cookbook3.rst.txt @@ -0,0 +1,353 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Cookbook part 3: Stats with and without out-of-stream variables +================================================================ + +Overview +---------------------------------------------------------------- + +One of Miller's strengths is its compact notation: for example, given input of the form + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 5 ../data/medium + 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 + +you can simply do + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a sum -f x ../data/medium + x_sum 4986.019681679581 + +or + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a sum -f x -g b ../data/medium + b x_sum + pan 965.7636699425815 + wye 1023.5484702619565 + zee 979.7420161495838 + eks 1016.7728571314786 + hat 1000.192668193983 + +rather than the more tedious + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --oxtab put -q ' + @x_sum += $x; + end { + emit @x_sum + } + ' data/medium + x_sum 4986.019681679581 + +or + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --opprint put -q ' + @x_sum[$b] += $x; + end { + emit @x_sum, "b" + } + ' data/medium + b x_sum + pan 965.7636699425815 + wye 1023.5484702619565 + zee 979.7420161495838 + eks 1016.7728571314786 + hat 1000.192668193983 + +The former (``mlr stats1`` et al.) has the advantages of being easier to type, being less error-prone to type, and running faster. + +Nonetheless, out-of-stream variables (which I whimsically call *oosvars*), begin/end blocks, and emit statements give you the ability to implement logic -- if you wish to do so -- which isn't present in other Miller verbs. (If you find yourself often using the same out-of-stream-variable logic over and over, please file a request at https://github.com/johnkerl/miller/issues to get it implemented directly in Go as a Miller verb of its own.) + +The following examples compute some things using oosvars which are already computable using Miller verbs, by way of providing food for thought. + +Mean without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a mean -f x data/medium + x_mean + 0.49860196816795804 + +.. code-block:: none + :emphasize-lines: 1-8 + + mlr --opprint put -q ' + @x_sum += $x; + @x_count += 1; + end { + @x_mean = @x_sum / @x_count; + emit @x_mean + } + ' data/medium + x_mean + 0.49860196816795804 + +Keyed mean without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a mean -f x -g a,b data/medium + a b x_mean + pan pan 0.5133141190437597 + eks pan 0.48507555383425127 + wye wye 0.49150092785839306 + eks wye 0.4838950517724162 + wye pan 0.4996119901034838 + zee pan 0.5198298297816007 + eks zee 0.49546320772681596 + zee wye 0.5142667998230479 + hat wye 0.49381326184632596 + pan wye 0.5023618498923658 + zee eks 0.4883932942792647 + hat zee 0.5099985721987774 + hat eks 0.48587864619953547 + wye hat 0.4977304763723314 + pan eks 0.5036718595143479 + eks eks 0.5227992666570941 + hat hat 0.47993053101017374 + hat pan 0.4643355557376876 + zee zee 0.5127559183726382 + pan hat 0.492140950155604 + pan zee 0.4966041598627583 + zee hat 0.46772617655014515 + wye zee 0.5059066170573692 + eks hat 0.5006790659966355 + wye eks 0.5306035254809106 + +.. code-block:: none + :emphasize-lines: 1-10 + + mlr --opprint put -q ' + @x_sum[$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 + a b x_mean + pan pan 0.5133141190437597 + pan wye 0.5023618498923658 + pan eks 0.5036718595143479 + pan hat 0.492140950155604 + pan zee 0.4966041598627583 + eks pan 0.48507555383425127 + eks wye 0.4838950517724162 + eks zee 0.49546320772681596 + eks eks 0.5227992666570941 + eks hat 0.5006790659966355 + wye wye 0.49150092785839306 + wye pan 0.4996119901034838 + wye hat 0.4977304763723314 + wye zee 0.5059066170573692 + wye eks 0.5306035254809106 + zee pan 0.5198298297816007 + zee wye 0.5142667998230479 + zee eks 0.4883932942792647 + zee zee 0.5127559183726382 + zee hat 0.46772617655014515 + hat wye 0.49381326184632596 + hat zee 0.5099985721987774 + hat eks 0.48587864619953547 + hat hat 0.47993053101017374 + hat pan 0.4643355557376876 + +Variance and standard deviation without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a count,sum,mean,var,stddev -f x data/medium + x_count 10000 + x_sum 4986.019681679581 + x_mean 0.49860196816795804 + x_var 0.08426974433144456 + x_stddev 0.2902925151144007 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat variance.mlr + @n += 1; + @sumx += $x; + @sumx2 += $x**2; + end { + @mean = @sumx / @n; + @var = (@sumx2 - @mean * (2 * @sumx - @n * @mean)) / (@n - 1); + @stddev = sqrt(@var); + emitf @n, @sumx, @sumx2, @mean, @var, @stddev + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab put -q -f variance.mlr data/medium + n 10000 + sumx 4986.019681679581 + sumx2 3328.652400179729 + mean 0.49860196816795804 + var 0.08426974433144456 + stddev 0.2902925151144007 + +You can also do this keyed, of course, imitating the keyed-mean example above. + +Min/max without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a min,max -f x data/medium + x_min 4.509679127584487e-05 + x_max 0.999952670371898 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --oxtab put -q ' + @x_min = min(@x_min, $x); + @x_max = max(@x_max, $x); + end{emitf @x_min, @x_max} + ' data/medium + x_min 4.509679127584487e-05 + x_max 0.999952670371898 + +Keyed min/max without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a min,max -f x -g a data/medium + a x_min x_max + pan 0.00020390740306253097 0.9994029107062516 + eks 0.0006917972627396018 0.9988110946859143 + wye 0.0001874794831505655 0.9998228522652893 + zee 0.0005486114815762555 0.9994904324789629 + hat 4.509679127584487e-05 0.999952670371898 + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --opprint --from data/medium put -q ' + @min[$a] = min(@min[$a], $x); + @max[$a] = max(@max[$a], $x); + end{ + emit (@min, @max), "a"; + } + ' + a min max + pan 0.00020390740306253097 0.9994029107062516 + eks 0.0006917972627396018 0.9988110946859143 + wye 0.0001874794831505655 0.9998228522652893 + zee 0.0005486114815762555 0.9994904324789629 + hat 4.509679127584487e-05 0.999952670371898 + +Delta without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a delta -f x data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0.41188982045188116 + wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605 + eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793 + wye pan 5 0.5732889198020006 0.8636244699032729 0.19188952593085962 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --opprint put ' + $x_delta = is_present(@last) ? $x - @last : 0; + @last = $x + ' data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0.41188982045188116 + wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605 + eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793 + wye pan 5 0.5732889198020006 0.8636244699032729 0.19188952593085962 + +Keyed delta without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a delta -f x -g a data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0 + wye wye 3 0.20460330576630303 0.33831852551664776 0 + eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226 + wye pan 5 0.5732889198020006 0.8636244699032729 0.36868561403569755 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --opprint put ' + $x_delta = is_present(@last[$a]) ? $x - @last[$a] : 0; + @last[$a]=$x + ' data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0 + wye wye 3 0.20460330576630303 0.33831852551664776 0 + eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226 + wye pan 5 0.5732889198020006 0.8636244699032729 0.36868561403569755 + +Exponentially weighted moving averages without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a ewma -d 0.1 -f x data/small + a b i x y x_ewma_0.1 + pan pan 1 0.3467901443380824 0.7268028627434533 0.3467901443380824 + eks pan 2 0.7586799647899636 0.5221511083334797 0.3879791263832706 + wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387 + eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055 + wye pan 5 0.5732889198020006 0.8636244699032729 0.3910644883290776 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --opprint put ' + begin{ @a=0.1 }; + $e = NR==1 ? $x : @a * $x + (1 - @a) * @e; + @e=$e + ' data/small + a b i x y e + pan pan 1 0.3467901443380824 0.7268028627434533 0.3467901443380824 + eks pan 2 0.7586799647899636 0.5221511083334797 0.3879791263832706 + wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387 + eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055 + wye pan 5 0.5732889198020006 0.8636244699032729 0.3910644883290776 diff --git a/docs6b/docs/_build/html/_sources/cookbook4.rst.txt b/docs6b/docs/_build/html/_sources/cookbook4.rst.txt new file mode 100644 index 000000000..40e0ac446 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/cookbook4.rst.txt @@ -0,0 +1,253 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Cookbook4: to be filed +====================== + +DKVP I/O in Python +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Here are the I/O routines: + +.. code-block:: none + + #!/usr/bin/env python + + # ================================================================ + # Example of DKVP I/O using Python. + # + # Key point: Use Miller for what it's good at; pass data into/out of tools in + # other languages to do what they're good at. + # + # bash$ python -i dkvp_io.py + # + # # READ + # >>> map = dkvpline2map('x=1,y=2', '=', ',') + # >>> map + # OrderedDict([('x', '1'), ('y', '2')]) + # + # # MODIFY + # >>> map['z'] = map['x'] + map['y'] + # >>> map + # OrderedDict([('x', '1'), ('y', '2'), ('z', 3)]) + # + # # WRITE + # >>> line = map2dkvpline(map, '=', ',') + # >>> line + # 'x=1,y=2,z=3' + # + # ================================================================ + + import re + import collections + + # ---------------------------------------------------------------- + # ips and ifs (input pair separator and input field separator) are nominally '=' and ','. + def dkvpline2map(line, ips, ifs): + pairs = re.split(ifs, line) + map = collections.OrderedDict() + for pair in pairs: + key, value = re.split(ips, pair, 1) + + # Type inference: + try: + value = int(value) + except: + try: + value = float(value) + except: + pass + + map[key] = value + return map + + # ---------------------------------------------------------------- + # ops and ofs (output pair separator and output field separator) are nominally '=' and ','. + def map2dkvpline(map , ops, ofs): + line = '' + pairs = [] + for key in map: + pairs.append(str(key) + ops + str(map[key])) + return str.join(ofs, pairs) + +And here is an example using them: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat polyglot-dkvp-io/example.py + #!/usr/bin/env python + + import sys + import re + import copy + import dkvp_io + + while True: + # Read the original record: + line = sys.stdin.readline().strip() + if line == '': + break + map = dkvp_io.dkvpline2map(line, '=', ',') + + # Drop a field: + map.pop('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + omap = copy.copy(map) # since otherwise the for-loop will modify what it loops over + keys = omap.keys() + for key in keys: + # Convert "" to just "int", etc.: + type_string = str(map[key].__class__) + type_string = re.sub("", "", type_string) + map['t'+key] = type_string + + # Write the modified record: + print(dkvp_io.map2dkvpline(map, '=', ',')) + +Run as-is: + +.. code-block:: none + :emphasize-lines: 1-1 + + python polyglot-dkvp-io/example.py < data/small + a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + +Run as-is, then pipe to Miller for pretty-printing: + +.. code-block:: none + :emphasize-lines: 1-1 + + python polyglot-dkvp-io/example.py < data/small | mlr --opprint cat + a b i y ab iy ta tb ti ty tab tiy + pan pan 1 0.7268028627434533 panpan 1.7268028627434533 str str int float str float + eks pan 2 0.5221511083334797 ekspan 2.5221511083334796 str str int float str float + wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 str str int float str float + eks wye 4 0.13418874328430463 ekswye 4.134188743284304 str str int float str float + wye pan 5 0.8636244699032729 wyepan 5.863624469903273 str str int float str float + +DKVP I/O in Ruby +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Here are the I/O routines: + +.. code-block:: none + + #!/usr/bin/env ruby + + # ================================================================ + # Example of DKVP I/O using Ruby. + # + # Key point: Use Miller for what it's good at; pass data into/out of tools in + # other languages to do what they're good at. + # + # bash$ irb -I. -r dkvp_io.rb + # + # # READ + # irb(main):001:0> map = dkvpline2map('x=1,y=2', '=', ',') + # => {"x"=>"1", "y"=>"2"} + # + # # MODIFY + # irb(main):001:0> map['z'] = map['x'] + map['y'] + # => 3 + # + # # WRITE + # irb(main):002:0> line = map2dkvpline(map, '=', ',') + # => "x=1,y=2,z=3" + # + # ================================================================ + + # ---------------------------------------------------------------- + # ips and ifs (input pair separator and input field separator) are nominally '=' and ','. + def dkvpline2map(line, ips, ifs) + map = {} + line.split(ifs).each do |pair| + (k, v) = pair.split(ips, 2) + + # Type inference: + begin + v = Integer(v) + rescue ArgumentError + begin + v = Float(v) + rescue ArgumentError + # Leave as string + end + end + + map[k] = v + end + map + end + + # ---------------------------------------------------------------- + # ops and ofs (output pair separator and output field separator) are nominally '=' and ','. + def map2dkvpline(map, ops, ofs) + map.collect{|k,v| k.to_s + ops + v.to_s}.join(ofs) + end + +And here is an example using them: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat polyglot-dkvp-io/example.rb + #!/usr/bin/env ruby + + require 'dkvp_io' + + ARGF.each do |line| + # Read the original record: + map = dkvpline2map(line.chomp, '=', ',') + + # Drop a field: + map.delete('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + keys = map.keys + keys.each do |key| + map['t'+key] = map[key].class + end + + # Write the modified record: + puts map2dkvpline(map, '=', ',') + end + +Run as-is: + +.. code-block:: none + :emphasize-lines: 1-1 + + ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small + a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + +Run as-is, then pipe to Miller for pretty-printing: + +.. code-block:: none + :emphasize-lines: 1-1 + + ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small | mlr --opprint cat + a b i y ab iy ta tb ti ty tab tiy + pan pan 1 0.7268028627434533 panpan 1.7268028627434533 String String Integer Float String Float + eks pan 2 0.5221511083334797 ekspan 2.5221511083334796 String String Integer Float String Float + wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 String String Integer Float String Float + eks wye 4 0.13418874328430463 ekswye 4.134188743284304 String String Integer Float String Float + wye pan 5 0.8636244699032729 wyepan 5.863624469903273 String String Integer Float String Float diff --git a/docs6b/docs/_build/html/_sources/csv-with-and-without-headers.rst.txt b/docs6b/docs/_build/html/_sources/csv-with-and-without-headers.rst.txt new file mode 100644 index 000000000..930529e41 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/csv-with-and-without-headers.rst.txt @@ -0,0 +1,149 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +CSV, with and without headers +============================= + +Headerless CSV on input or output +---------------------------------------------------------------- + +Sometimes we get CSV files which lack a header. For example (`data/headerless.csv <./data/headerless.csv>`_): + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/headerless.csv + John,23,present + Fred,34,present + Alice,56,missing + Carol,45,present + +You can use Miller to add a header. The ``--implicit-csv-header`` applies positionally indexed labels: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv --implicit-csv-header cat data/headerless.csv + 1,2,3 + John,23,present + Fred,34,present + Alice,56,missing + Carol,45,present + +Following that, you can rename the positionally indexed labels to names with meaning for your context. For example: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv --implicit-csv-header label name,age,status data/headerless.csv + name,age,status + John,23,present + Fred,34,present + Alice,56,missing + Carol,45,present + +Likewise, if you need to produce CSV which is lacking its header, you can pipe Miller's output to the system command ``sed 1d``, or you can use Miller's ``--headerless-csv-output`` option: + +.. code-block:: none + :emphasize-lines: 1-1 + + head -5 data/colored-shapes.dkvp | mlr --ocsv cat + color,shape,flag,i,u,v,w,x + yellow,triangle,1,11,0.6321695890307647,0.9887207810889004,0.4364983936735774,5.7981881667050565 + red,square,1,15,0.21966833570651523,0.001257332190235938,0.7927778364718627,2.944117399716207 + red,circle,1,16,0.20901671281497636,0.29005231936593445,0.13810280912907674,5.065034003400998 + red,square,0,48,0.9562743938458542,0.7467203085342884,0.7755423050923582,7.117831369597269 + purple,triangle,0,51,0.4355354501763202,0.8591292672156728,0.8122903963006748,5.753094629505863 + +.. code-block:: none + :emphasize-lines: 1-1 + + head -5 data/colored-shapes.dkvp | mlr --ocsv --headerless-csv-output cat + yellow,triangle,1,11,0.6321695890307647,0.9887207810889004,0.4364983936735774,5.7981881667050565 + red,square,1,15,0.21966833570651523,0.001257332190235938,0.7927778364718627,2.944117399716207 + red,circle,1,16,0.20901671281497636,0.29005231936593445,0.13810280912907674,5.065034003400998 + red,square,0,48,0.9562743938458542,0.7467203085342884,0.7755423050923582,7.117831369597269 + purple,triangle,0,51,0.4355354501763202,0.8591292672156728,0.8122903963006748,5.753094629505863 + +Lastly, often we say "CSV" or "TSV" when we have positionally indexed data in columns which are separated by commas or tabs, respectively. In this case it's perhaps simpler to **just use NIDX format** which was designed for this purpose. (See also :doc:`file-formats`.) For example: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --inidx --ifs comma --oxtab cut -f 1,3 data/headerless.csv + 1 John + 3 present + + 1 Fred + 3 present + + 1 Alice + 3 missing + + 1 Carol + 3 present + +Headerless CSV with duplicate field values +------------------------------------------ + +Miller is (by central design) a mapping from name to value, rather than integer position to value as in most tools in the Unix toolkit such as ``sort``, ``cut``, ``awk``, etc. So given input ``Yea=1,Yea=2`` on the same input line, first ``Yea=1`` is stored, then updated with ``Yea=2``. This is in the input-parser and the value ``Yea=1`` is unavailable to any further processing. The following example line comes from a headerless CSV file and includes 5 times the string (value) ``'NA'``: + +.. code-block:: none + :emphasize-lines: 1-1 + + ag '0.9' nas.csv | head -1 + 2:-349801.10097848,4537221.43295653,2,1,NA,NA,NA,NA,NA + +The repeated ``'NA'`` strings (values) in the same line will be treated as fields (columns) with same name, thus only one is kept in the output. + +This can be worked around by telling ``mlr`` that there is no header row by using ``--implicit-csv-header`` or changing the input format by using ``nidx`` like so: + +.. code-block:: none + + ag '0.9' nas.csv | mlr --n2c --fs "," label xsn,ysn,x,y,t,a,e29,e31,e32 then head + +Regularizing ragged CSV +---------------------------------------------------------------- + +Miller handles compliant CSV: in particular, it's an error if the number of data fields in a given data line don't match the number of header lines. But in the event that you have a CSV file in which some lines have less than the full number of fields, you can use Miller to pad them out. The trick is to use NIDX format, for which each line stands on its own without respect to a header line. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/ragged.csv + a,b,c + 1,2,3 + 4,5 + 6,7,8,9 + +.. code-block:: none + :emphasize-lines: 1-8 + + mlr --from data/ragged.csv --fs comma --nidx put ' + @maxnf = max(@maxnf, NF); + @nf = NF; + while(@nf < @maxnf) { + @nf += 1; + $[@nf] = "" + } + ' + a,b,c + 1,2,3 + 4,5 + 6,7,8,9 + +or, more simply, + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --from data/ragged.csv --fs comma --nidx put ' + @maxnf = max(@maxnf, NF); + while(NF < @maxnf) { + $[NF+1] = ""; + } + ' + a,b,c + 1,2,3 + 4,5 + 6,7,8,9 diff --git a/docs6b/docs/_build/html/_sources/customization.rst.txt b/docs6b/docs/_build/html/_sources/customization.rst.txt new file mode 100644 index 000000000..0ad89e8a5 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/customization.rst.txt @@ -0,0 +1,96 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Customization: .mlrrc +================================================================ + +How to use .mlrrc +---------------------------------------------------------------- + +Suppose you always use CSV files. Then instead of always having to type ``--csv`` as in + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cut -x -f extra mydata.csv + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv sort -n id mydata.csv + +and so on, you can instead put the following into your ``$HOME/.mlrrc``: + +.. code-block:: none + + --csv + +Then you can just type things like + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cut -x -f extra mydata.csv + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort -n id mydata.csv + +and the ``--csv`` part will automatically be understood. (If you do want to process, say, a JSON file then ``mlr --json ...`` at the command line will override the default from your ``.mlrrc``.) + +What you can put in your .mlrrc +---------------------------------------------------------------- + +* You can include any command-line flags, except the "terminal" ones such as ``--help``. + +* The ``--prepipe``, ``--load``, and ``--mload`` flags aren't allowed in ``.mlrrc`` as they control code execution, and could result in your scripts running things you don't expect if you receive data from someone with a ``.mlrrc`` in it. + +* The formatting rule is you need to put one flag beginning with ``--`` per line: for example, ``--csv`` on one line and ``--nr-progress-mod 1000`` on a separate line. + +* Since every line starts with a ``--`` option, you can leave off the initial ``--`` if you want. For example, ``ojson`` is the same as ``--ojson``, and ``nr-progress-mod 1000`` is the same as ``--nr-progress-mod 1000``. + +* Comments are from a ``#`` to the end of the line. + +* Empty lines are ignored -- including lines which are empty after comments are removed. + +Here is an example ``.mlrrc`` file: + +.. code-block:: none + + # Input and output formats are CSV by default (unless otherwise specified + # on the mlr command line): + csv + + # If a data line has fewer fields than the header line, instead of erroring + # (which is the default), just insert empty values for the missing ones: + allow-ragged-csv-input + + # These are no-ops for CSV, but when I do use JSON output, I want these + # pretty-printing options to be used: + jvstack + jlistwrap + + # Use "@", rather than "#", for comments within data files: + skip-comments-with @ + +Where to put your .mlrrc +---------------------------------------------------------------- + +If the environment variable ``MLRRC`` is set: + +* If its value is ``__none__`` then no ``.mlrrc`` files are processed. (This is nice for things like regression testing.) + +* Otherwise, its value (as a filename) is loaded and processed. If there are syntax errors, they abort ``mlr`` with a usage message (as if you had mistyped something on the command line). If the file can't be loaded at all, though, it is silently skipped. + +* Any ``.mlrrc`` in your home directory or current directory is ignored whenever ``MLRRC`` is set in the environment. + +* Example line in your shell's rc file: ``export MLRRC=/path/to/my/mlrrc`` + +Otherwise: + +* If ``$HOME/.mlrrc`` exists, it's processed as above. + +* If ``./.mlrrc`` exists, it's then also processed as above. + +* The idea is you can have all your settings in your ``$HOME/.mlrrc``, then override maybe one or two for your current directory if you like. diff --git a/docs6b/docs/_build/html/_sources/data-cleaning-examples.rst.txt b/docs6b/docs/_build/html/_sources/data-cleaning-examples.rst.txt new file mode 100644 index 000000000..4e4638bdc --- /dev/null +++ b/docs6b/docs/_build/html/_sources/data-cleaning-examples.rst.txt @@ -0,0 +1,77 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Data-cleaning examples +================================================================ + +Here are some ways to use the type-checking options as described in :ref:`reference-dsl-type-tests-and-assertions` Suppose you have the following data file, with inconsistent typing for boolean. (Also imagine that, for the sake of discussion, we have a million-line file rather than a four-line file, so we can't see it all at once and some automation is called for.) + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/het-bool.csv + name,reachable + barney,false + betty,true + fred,true + wilma,1 + +One option is to coerce everything to boolean, or integer: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint put '$reachable = boolean($reachable)' data/het-bool.csv + name reachable + barney false + betty true + fred true + wilma true + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint put '$reachable = int(boolean($reachable))' data/het-bool.csv + name reachable + barney 0 + betty 1 + fred 1 + wilma 1 + +A second option is to flag badly formatted data within the output stream: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint put '$format_ok = is_string($reachable)' data/het-bool.csv + name reachable format_ok + barney false false + betty true false + fred true false + wilma 1 false + +Or perhaps to flag badly formatted data outside the output stream: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --icsv --opprint put ' + if (!is_string($reachable)) {eprint "Malformed at NR=".NR} + ' data/het-bool.csv + Malformed at NR=1 + Malformed at NR=2 + Malformed at NR=3 + Malformed at NR=4 + name reachable + barney false + betty true + fred true + wilma 1 + +A third way is to abort the process on first instance of bad data: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv put '$reachable = asserting_string($reachable)' data/het-bool.csv + Miller: is_string type-assertion failed at NR=1 FNR=1 FILENAME=data/het-bool.csv diff --git a/docs6b/docs/_build/html/_sources/data-diving-examples.rst.txt b/docs6b/docs/_build/html/_sources/data-diving-examples.rst.txt new file mode 100644 index 000000000..83ec92760 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/data-diving-examples.rst.txt @@ -0,0 +1,234 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Data-diving examples +================================================================ + +flins data +---------------------------------------------------------------- + +The `flins.csv `_ file is some sample data obtained from https://support.spatialkey.com/spatialkey-sample-csv-data. + +Vertical-tabular format is good for a quick look at CSV data layout -- seeing what columns you have to work with: + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 2 data/flins.csv | mlr --icsv --oxtab cat + county Seminole + tiv_2011 22890.55 + tiv_2012 20848.71 + line Residential + +A few simple queries: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/flins.csv --icsv --opprint count-distinct -f county | head + county count + Seminole 1 + Miami Dade 2 + Palm Beach 1 + Highlands 2 + Duval 1 + St. Johns 1 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/flins.csv --icsv --opprint count-distinct -f construction,line + +Categorization of total insured value: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/flins.csv --icsv --opprint stats1 -a min,mean,max -f tiv_2012 + tiv_2012_min tiv_2012_mean tiv_2012_max + 19757.91 1061531.4637499999 2785551.63 + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --from data/flins.csv --icsv --opprint \ + stats1 -a min,mean,max -f tiv_2012 -g construction,line + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --from data/flins.csv --icsv --oxtab \ + stats1 -a p0,p10,p50,p90,p95,p99,p100 -f hu_site_deductible + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --from data/flins.csv --icsv --opprint \ + stats1 -a p95,p99,p100 -f hu_site_deductible -g county \ + then sort -f county | head + county + Duval + Highlands + Miami Dade + Palm Beach + Seminole + St. Johns + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --from data/flins.csv --icsv --oxtab \ + stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012 + tiv_2011_tiv_2012_corr 0.9353629581411828 + tiv_2011_tiv_2012_ols_m 1.0890905877734807 + tiv_2011_tiv_2012_ols_b 103095.52335638746 + tiv_2011_tiv_2012_ols_n 8 + tiv_2011_tiv_2012_r2 0.8749038634626236 + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --from data/flins.csv --icsv --opprint \ + stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012 -g county + county tiv_2011_tiv_2012_corr tiv_2011_tiv_2012_ols_m tiv_2011_tiv_2012_ols_b tiv_2011_tiv_2012_ols_n tiv_2011_tiv_2012_r2 + Seminole - - - 1 - + Miami Dade 1 0.9306426512386247 -2311.1543275160047 2 0.9999999999999999 + Palm Beach - - - 1 - + Highlands 0.9999999999999997 1.055692910750992 -4529.7939388307705 2 0.9999999999999992 + Duval - - - 1 - + St. Johns - - - 1 - + +Color/shape data +---------------------------------------------------------------- + +The `colored-shapes.dkvp `_ file is some sample data produced by the `mkdat2 `_ script. The idea is: + +* Produce some data with known distributions and correlations, and verify that Miller recovers those properties empirically. +* Each record is labeled with one of a few colors and one of a few shapes. +* The ``flag`` field is 0 or 1, with probability dependent on color +* The ``u`` field is plain uniform on the unit interval. +* The ``v`` field is the same, except tightly correlated with ``u`` for red circles. +* The ``w`` field is autocorrelated for each color/shape pair. +* The ``x`` field is boring Gaussian with mean 5 and standard deviation about 1.2, with no dependence on color or shape. + +Peek at the data: + +.. code-block:: none + :emphasize-lines: 1-1 + + wc -l data/colored-shapes.dkvp + 10078 data/colored-shapes.dkvp + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 6 data/colored-shapes.dkvp | mlr --opprint cat + color shape flag i u v w x + yellow triangle 1 11 0.6321695890307647 0.9887207810889004 0.4364983936735774 5.7981881667050565 + red square 1 15 0.21966833570651523 0.001257332190235938 0.7927778364718627 2.944117399716207 + red circle 1 16 0.20901671281497636 0.29005231936593445 0.13810280912907674 5.065034003400998 + red square 0 48 0.9562743938458542 0.7467203085342884 0.7755423050923582 7.117831369597269 + purple triangle 0 51 0.4355354501763202 0.8591292672156728 0.8122903963006748 5.753094629505863 + red square 0 64 0.2015510269821953 0.9531098083420033 0.7719912015786777 5.612050466474166 + +Look at uncategorized stats (using `creach `_ for spacing). + +Here it looks reasonable that ``u`` is unit-uniform; something's up with ``v`` but we can't yet see what: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a min,mean,max -f flag,u,v data/colored-shapes.dkvp | creach 3 + flag_min 0 + flag_mean 0.39888866838658465 + flag_max 1 + + u_min 0.000043912454007477564 + u_mean 0.4983263438118866 + u_max 0.9999687954968421 + + v_min -0.09270905318501277 + v_mean 0.49778696527477023 + v_max 1.0724998185026013 + +The histogram shows the different distribution of 0/1 flags: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint histogram -f flag,u,v --lo -0.1 --hi 1.1 --nbins 12 data/colored-shapes.dkvp + bin_lo bin_hi flag_count u_count v_count + -0.010000000000000002 0.09000000000000002 6058 0 36 + 0.09000000000000002 0.19000000000000003 0 1062 988 + 0.19000000000000003 0.29000000000000004 0 985 1003 + 0.29000000000000004 0.39000000000000007 0 1024 1014 + 0.39000000000000007 0.4900000000000001 0 1002 991 + 0.4900000000000001 0.5900000000000002 0 989 1041 + 0.5900000000000002 0.6900000000000002 0 1001 1016 + 0.6900000000000002 0.7900000000000001 0 972 962 + 0.7900000000000001 0.8900000000000002 0 1035 1070 + 0.8900000000000002 0.9900000000000002 0 995 993 + 0.9900000000000002 1.0900000000000003 4020 1013 939 + 1.0900000000000003 1.1900000000000002 0 0 25 + +Look at univariate stats by color and shape. In particular, color-dependent flag probabilities pop out, aligning with their original Bernoulli probablities from the data-generator script: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint stats1 -a min,mean,max -f flag,u,v -g color \ + then sort -f color \ + data/colored-shapes.dkvp + color flag_min flag_mean flag_max u_min u_mean u_max v_min v_mean v_max + blue 0 0.5843537414965987 1 0.000043912454007477564 0.517717155039078 0.9999687954968421 0.0014886830387470518 0.49105642841387653 0.9995761761685742 + green 0 0.20919747520288548 1 0.00048750676198217047 0.5048610622924616 0.9999361779701204 0.0005012669003675585 0.49908475928072205 0.9996764373885353 + orange 0 0.5214521452145214 1 0.00123537823160913 0.49053241689014415 0.9988853487546249 0.0024486660337188493 0.4877637745987629 0.998475130432018 + purple 0 0.09019264448336252 1 0.0002655214518428872 0.4940049543793683 0.9996465731736793 0.0003641137096487279 0.497050699948439 0.9999751864255598 + red 0 0.3031674208144796 1 0.0006711367180041172 0.49255964831571375 0.9998822102016469 -0.09270905318501277 0.4965350959465078 1.0724998185026013 + yellow 0 0.8924274593064402 1 0.001300228762057487 0.49712912165196765 0.99992313390574 0.0007109695568577878 0.510626599360317 0.9999189897724752 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint stats1 -a min,mean,max -f flag,u,v -g shape \ + then sort -f shape \ + data/colored-shapes.dkvp + shape flag_min flag_mean flag_max u_min u_mean u_max v_min v_mean v_max + circle 0 0.3998456194519491 1 0.000043912454007477564 0.49855450951394115 0.99992313390574 -0.09270905318501277 0.49552415740048406 1.0724998185026013 + square 0 0.39611178614823817 1 0.0001881939925673093 0.499385458061097 0.9999687954968421 0.00008930277299445954 0.49653825501903986 0.9999751864255598 + triangle 0 0.4015421115065243 1 0.000881025170573424 0.4968585405884252 0.9996614910922645 0.000716883409890845 0.501049532862137 0.9999946837499262 + +Look at bivariate stats by color and shape. In particular, ``u,v`` pairwise correlation for red circles pops out: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --right stats2 -a corr -f u,v,w,x data/colored-shapes.dkvp + u_v_corr w_x_corr + 0.13341803768384553 -0.011319938208638764 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint --right \ + stats2 -a corr -f u,v,w,x -g color,shape then sort -nr u_v_corr \ + data/colored-shapes.dkvp + color shape u_v_corr w_x_corr + red circle 0.9807984157534667 -0.018565046320623148 + orange square 0.17685846147882145 -0.07104374629148885 + green circle 0.05764430126828069 0.011795210176784067 + red square 0.055744791559722166 -0.0006802175149145207 + yellow triangle 0.04457267106380469 0.02460476240108526 + yellow square 0.04379171794446621 -0.04462267239937856 + purple circle 0.03587354791796681 0.13411247530136805 + blue square 0.03241156493114544 -0.05350791240143263 + blue triangle 0.015356295190464324 -0.0006084778850362686 + orange circle 0.01051866723398945 -0.1627949723421722 + red triangle 0.00809781003735548 0.012485753551391776 + purple triangle 0.005155038421780437 -0.04505792148014131 + purple square -0.02568020549187632 0.05769444883779078 + green square -0.025775985300150128 -0.003265248022084335 + orange triangle -0.030456930370361554 -0.131870019629393 + yellow circle -0.06477338560056926 0.07369474300245252 + blue circle -0.1023476302678634 -0.030529007506883508 + green triangle -0.10901830007460846 -0.0484881707807228 diff --git a/docs6b/docs/_build/html/_sources/data-examples.rst.txt b/docs6b/docs/_build/html/_sources/data-examples.rst.txt new file mode 100644 index 000000000..587978f6d --- /dev/null +++ b/docs6b/docs/_build/html/_sources/data-examples.rst.txt @@ -0,0 +1,222 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Data-diving examples +================================================================ + +flins data +---------------------------------------------------------------- + +The `flins.csv `_ file is some sample data obtained from https://support.spatialkey.com/spatialkey-sample-csv-data. + +Vertical-tabular format is good for a quick look at CSV data layout -- seeing what columns you have to work with: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ head -n 2 data/flins.csv | mlr --icsv --oxtab cat + county Seminole + tiv_2011 22890.55 + tiv_2012 20848.71 + line Residential + +A few simple queries: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --opprint count-distinct -f county | head + county count + Seminole 1 + Miami Dade 2 + Palm Beach 1 + Highlands 2 + Duval 1 + St. Johns 1 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --opprint count-distinct -f construction,line + +Categorization of total insured value: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --opprint stats1 -a min,mean,max -f tiv_2012 + tiv_2012_min tiv_2012_mean tiv_2012_max + 19757.91 1.0615314637499999e+06 2.78555163e+06 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --opprint stats1 -a min,mean,max -f tiv_2012 -g construction,line + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --oxtab stats1 -a p0,p10,p50,p90,p95,p99,p100 -f hu_site_deductible + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --opprint stats1 -a p95,p99,p100 -f hu_site_deductible -g county then sort -f county | head + county + Duval + Highlands + Miami Dade + Palm Beach + Seminole + St. Johns + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --oxtab stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012 + tiv_2011_tiv_2012_corr 0.9353629581411828 + tiv_2011_tiv_2012_ols_m 1.0890905877734807 + tiv_2011_tiv_2012_ols_b 103095.52335638746 + tiv_2011_tiv_2012_ols_n 8 + tiv_2011_tiv_2012_r2 0.8749038634626236 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --from data/flins.csv --icsv --opprint stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012 -g county + county tiv_2011_tiv_2012_corr tiv_2011_tiv_2012_ols_m tiv_2011_tiv_2012_ols_b tiv_2011_tiv_2012_ols_n tiv_2011_tiv_2012_r2 + Seminole - - - 1 - + Miami Dade 1 0.9306426512386247 -2311.1543275160047 2 0.9999999999999999 + Palm Beach - - - 1 - + Highlands 0.9999999999999997 1.055692910750992 -4529.7939388307705 2 0.9999999999999992 + Duval - - - 1 - + St. Johns - - - 1 - + +Color/shape data +---------------------------------------------------------------- + +The `colored-shapes.dkvp `_ file is some sample data produced by the `mkdat2 `_ script. The idea is: + +* Produce some data with known distributions and correlations, and verify that Miller recovers those properties empirically. +* Each record is labeled with one of a few colors and one of a few shapes. +* The ``flag`` field is 0 or 1, with probability dependent on color +* The ``u`` field is plain uniform on the unit interval. +* The ``v`` field is the same, except tightly correlated with ``u`` for red circles. +* The ``w`` field is autocorrelated for each color/shape pair. +* The ``x`` field is boring Gaussian with mean 5 and standard deviation about 1.2, with no dependence on color or shape. + +Peek at the data: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ wc -l data/colored-shapes.dkvp + 10078 data/colored-shapes.dkvp + +.. code-block:: none + :emphasize-lines: 1,1 + + $ head -n 6 data/colored-shapes.dkvp | mlr --opprint cat + color shape flag i u v w x + yellow triangle 1 11 0.6321695890307647 0.9887207810889004 0.4364983936735774 5.7981881667050565 + red square 1 15 0.21966833570651523 0.001257332190235938 0.7927778364718627 2.944117399716207 + red circle 1 16 0.20901671281497636 0.29005231936593445 0.13810280912907674 5.065034003400998 + red square 0 48 0.9562743938458542 0.7467203085342884 0.7755423050923582 7.117831369597269 + purple triangle 0 51 0.4355354501763202 0.8591292672156728 0.8122903963006748 5.753094629505863 + red square 0 64 0.2015510269821953 0.9531098083420033 0.7719912015786777 5.612050466474166 + +Look at uncategorized stats (using `creach `_ for spacing). + +Here it looks reasonable that ``u`` is unit-uniform; something's up with ``v`` but we can't yet see what: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --oxtab stats1 -a min,mean,max -f flag,u,v data/colored-shapes.dkvp | creach 3 + flag_min 0 + flag_mean 0.39888866838658465 + flag_max 1 + + u_min 4.3912454007477564e-05 + u_mean 0.4983263438118866 + u_max 0.9999687954968421 + + v_min -0.09270905318501277 + v_mean 0.49778696527477023 + v_max 1.0724998185026013 + +The histogram shows the different distribution of 0/1 flags: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint histogram -f flag,u,v --lo -0.1 --hi 1.1 --nbins 12 data/colored-shapes.dkvp + bin_lo bin_hi flag_count u_count v_count + -0.010000000000000002 0.09000000000000002 6058 0 36 + 0.09000000000000002 0.19000000000000003 0 1062 988 + 0.19000000000000003 0.29000000000000004 0 985 1003 + 0.29000000000000004 0.39000000000000007 0 1024 1014 + 0.39000000000000007 0.4900000000000001 0 1002 991 + 0.4900000000000001 0.5900000000000002 0 989 1041 + 0.5900000000000002 0.6900000000000002 0 1001 1016 + 0.6900000000000002 0.7900000000000001 0 972 962 + 0.7900000000000001 0.8900000000000002 0 1035 1070 + 0.8900000000000002 0.9900000000000002 0 995 993 + 0.9900000000000002 1.0900000000000003 4020 1013 939 + 1.0900000000000003 1.1900000000000002 0 0 25 + +Look at univariate stats by color and shape. In particular, color-dependent flag probabilities pop out, aligning with their original Bernoulli probablities from the data-generator script: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint stats1 -a min,mean,max -f flag,u,v -g color then sort -f color data/colored-shapes.dkvp + color flag_min flag_mean flag_max u_min u_mean u_max v_min v_mean v_max + blue 0 0.5843537414965987 1 4.3912454007477564e-05 0.517717155039078 0.9999687954968421 0.0014886830387470518 0.49105642841387653 0.9995761761685742 + green 0 0.20919747520288548 1 0.00048750676198217047 0.5048610622924616 0.9999361779701204 0.0005012669003675585 0.49908475928072205 0.9996764373885353 + orange 0 0.5214521452145214 1 0.00123537823160913 0.49053241689014415 0.9988853487546249 0.0024486660337188493 0.4877637745987629 0.998475130432018 + purple 0 0.09019264448336252 1 0.0002655214518428872 0.4940049543793683 0.9996465731736793 0.0003641137096487279 0.497050699948439 0.9999751864255598 + red 0 0.3031674208144796 1 0.0006711367180041172 0.49255964831571375 0.9998822102016469 -0.09270905318501277 0.4965350959465078 1.0724998185026013 + yellow 0 0.8924274593064402 1 0.001300228762057487 0.49712912165196765 0.99992313390574 0.0007109695568577878 0.510626599360317 0.9999189897724752 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint stats1 -a min,mean,max -f flag,u,v -g shape then sort -f shape data/colored-shapes.dkvp + shape flag_min flag_mean flag_max u_min u_mean u_max v_min v_mean v_max + circle 0 0.3998456194519491 1 4.3912454007477564e-05 0.49855450951394115 0.99992313390574 -0.09270905318501277 0.49552415740048406 1.0724998185026013 + square 0 0.39611178614823817 1 0.0001881939925673093 0.499385458061097 0.9999687954968421 8.930277299445954e-05 0.49653825501903986 0.9999751864255598 + triangle 0 0.4015421115065243 1 0.000881025170573424 0.4968585405884252 0.9996614910922645 0.000716883409890845 0.501049532862137 0.9999946837499262 + +Look at bivariate stats by color and shape. In particular, ``u,v`` pairwise correlation for red circles pops out: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint --right stats2 -a corr -f u,v,w,x data/colored-shapes.dkvp + u_v_corr w_x_corr + 0.13341803768384553 -0.011319938208638764 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint --right stats2 -a corr -f u,v,w,x -g color,shape then sort -nr u_v_corr data/colored-shapes.dkvp + color shape u_v_corr w_x_corr + red circle 0.9807984157534667 -0.018565046320623148 + orange square 0.17685846147882145 -0.07104374629148885 + green circle 0.05764430126828069 0.011795210176784067 + red square 0.055744791559722166 -0.0006802175149145207 + yellow triangle 0.04457267106380469 0.02460476240108526 + yellow square 0.04379171794446621 -0.04462267239937856 + purple circle 0.03587354791796681 0.13411247530136805 + blue square 0.03241156493114544 -0.05350791240143263 + blue triangle 0.015356295190464324 -0.0006084778850362686 + orange circle 0.01051866723398945 -0.1627949723421722 + red triangle 0.00809781003735548 0.012485753551391776 + purple triangle 0.005155038421780437 -0.04505792148014131 + purple square -0.02568020549187632 0.05769444883779078 + green square -0.025775985300150128 -0.003265248022084335 + orange triangle -0.030456930370361554 -0.131870019629393 + yellow circle -0.06477338560056926 0.07369474300245252 + blue circle -0.1023476302678634 -0.030529007506883508 + green triangle -0.10901830007460846 -0.0484881707807228 diff --git a/docs6b/docs/_build/html/_sources/data-sharing.rst.txt b/docs6b/docs/_build/html/_sources/data-sharing.rst.txt new file mode 100644 index 000000000..06edbda89 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/data-sharing.rst.txt @@ -0,0 +1,330 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Mixing with other languages +================================================================ + +As discussed in the section on :doc:`file-formats`, Miller supports several different file formats. Different tools are good at different things, so it's important to be able to move data into and out of other languages. **CSV** and **JSON** are well-known, of course; here are some examples using **DKVP** format, with **Ruby** and **Python**. Last, we show how to use arbitrary **shell commands** to extend functionality beyond Miller's domain-specific language. + +DKVP I/O in Python +---------------------------------------------------------------- + +Here are the I/O routines: + +.. code-block:: none + + #!/usr/bin/env python + + # ================================================================ + # Example of DKVP I/O using Python. + # + # Key point: Use Miller for what it's good at; pass data into/out of tools in + # other languages to do what they're good at. + # + # bash$ python -i dkvp_io.py + # + # # READ + # >>> map = dkvpline2map('x=1,y=2', '=', ',') + # >>> map + # OrderedDict([('x', '1'), ('y', '2')]) + # + # # MODIFY + # >>> map['z'] = map['x'] + map['y'] + # >>> map + # OrderedDict([('x', '1'), ('y', '2'), ('z', 3)]) + # + # # WRITE + # >>> line = map2dkvpline(map, '=', ',') + # >>> line + # 'x=1,y=2,z=3' + # + # ================================================================ + + import re + import collections + + # ---------------------------------------------------------------- + # ips and ifs (input pair separator and input field separator) are nominally '=' and ','. + def dkvpline2map(line, ips, ifs): + pairs = re.split(ifs, line) + map = collections.OrderedDict() + for pair in pairs: + key, value = re.split(ips, pair, 1) + + # Type inference: + try: + value = int(value) + except: + try: + value = float(value) + except: + pass + + map[key] = value + return map + + # ---------------------------------------------------------------- + # ops and ofs (output pair separator and output field separator) are nominally '=' and ','. + def map2dkvpline(map , ops, ofs): + line = '' + pairs = [] + for key in map: + pairs.append(str(key) + ops + str(map[key])) + return str.join(ofs, pairs) + +And here is an example using them: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat polyglot-dkvp-io/example.py + #!/usr/bin/env python + + import sys + import re + import copy + import dkvp_io + + while True: + # Read the original record: + line = sys.stdin.readline().strip() + if line == '': + break + map = dkvp_io.dkvpline2map(line, '=', ',') + + # Drop a field: + map.pop('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + omap = copy.copy(map) # since otherwise the for-loop will modify what it loops over + keys = omap.keys() + for key in keys: + # Convert "" to just "int", etc.: + type_string = str(map[key].__class__) + type_string = re.sub("", "", type_string) + map['t'+key] = type_string + + # Write the modified record: + print(dkvp_io.map2dkvpline(map, '=', ',')) + +Run as-is: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ python polyglot-dkvp-io/example.py < data/small + a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + +Run as-is, then pipe to Miller for pretty-printing: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ python polyglot-dkvp-io/example.py < data/small | mlr --opprint cat + a b i y ab iy ta tb ti ty tab tiy + pan pan 1 0.7268028627434533 panpan 1.7268028627434533 str str int float str float + eks pan 2 0.5221511083334797 ekspan 2.5221511083334796 str str int float str float + wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 str str int float str float + eks wye 4 0.13418874328430463 ekswye 4.134188743284304 str str int float str float + wye pan 5 0.8636244699032729 wyepan 5.863624469903273 str str int float str float + +DKVP I/O in Ruby +---------------------------------------------------------------- + +Here are the I/O routines: + +.. code-block:: none + + #!/usr/bin/env ruby + + # ================================================================ + # Example of DKVP I/O using Ruby. + # + # Key point: Use Miller for what it's good at; pass data into/out of tools in + # other languages to do what they're good at. + # + # bash$ irb -I. -r dkvp_io.rb + # + # # READ + # irb(main):001:0> map = dkvpline2map('x=1,y=2', '=', ',') + # => {"x"=>"1", "y"=>"2"} + # + # # MODIFY + # irb(main):001:0> map['z'] = map['x'] + map['y'] + # => 3 + # + # # WRITE + # irb(main):002:0> line = map2dkvpline(map, '=', ',') + # => "x=1,y=2,z=3" + # + # ================================================================ + + # ---------------------------------------------------------------- + # ips and ifs (input pair separator and input field separator) are nominally '=' and ','. + def dkvpline2map(line, ips, ifs) + map = {} + line.split(ifs).each do |pair| + (k, v) = pair.split(ips, 2) + + # Type inference: + begin + v = Integer(v) + rescue ArgumentError + begin + v = Float(v) + rescue ArgumentError + # Leave as string + end + end + + map[k] = v + end + map + end + + # ---------------------------------------------------------------- + # ops and ofs (output pair separator and output field separator) are nominally '=' and ','. + def map2dkvpline(map, ops, ofs) + map.collect{|k,v| k.to_s + ops + v.to_s}.join(ofs) + end + +And here is an example using them: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat polyglot-dkvp-io/example.rb + #!/usr/bin/env ruby + + require 'dkvp_io' + + ARGF.each do |line| + # Read the original record: + map = dkvpline2map(line.chomp, '=', ',') + + # Drop a field: + map.delete('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + keys = map.keys + keys.each do |key| + map['t'+key] = map[key].class + end + + # Write the modified record: + puts map2dkvpline(map, '=', ',') + end + +Run as-is: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small + a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + +Run as-is, then pipe to Miller for pretty-printing: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small | mlr --opprint cat + a b i y ab iy ta tb ti ty tab tiy + pan pan 1 0.7268028627434533 panpan 1.7268028627434533 String String Integer Float String Float + eks pan 2 0.5221511083334797 ekspan 2.5221511083334796 String String Integer Float String Float + wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 String String Integer Float String Float + eks wye 4 0.13418874328430463 ekswye 4.134188743284304 String String Integer Float String Float + wye pan 5 0.8636244699032729 wyepan 5.863624469903273 String String Integer Float String Float + +SQL-output examples +---------------------------------------------------------------- + +Please see :ref:`sql-output-examples`. + +SQL-input examples +---------------------------------------------------------------- + +Please see :ref:`sql-input-examples`. + +Running shell commands +---------------------------------------------------------------- + +The :ref:`reference-dsl-system` DSL function allows you to run a specific shell command and put its output -- minus the final newline -- into a record field. The command itself is any string, either a literal string, or a concatenation of strings, perhaps including other field values or what have you. + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint put '$o = system("echo hello world")' data/small + a b i x y o + pan pan 1 0.3467901443380824 0.7268028627434533 hello world + eks pan 2 0.7586799647899636 0.5221511083334797 hello world + wye wye 3 0.20460330576630303 0.33831852551664776 hello world + eks wye 4 0.38139939387114097 0.13418874328430463 hello world + wye pan 5 0.5732889198020006 0.8636244699032729 hello world + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint put '$o = system("echo {" . NR . "}")' data/small + a b i x y o + pan pan 1 0.3467901443380824 0.7268028627434533 {1} + eks pan 2 0.7586799647899636 0.5221511083334797 {2} + wye wye 3 0.20460330576630303 0.33831852551664776 {3} + eks wye 4 0.38139939387114097 0.13418874328430463 {4} + wye pan 5 0.5732889198020006 0.8636244699032729 {5} + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint put '$o = system("echo -n ".$a."| sha1sum")' data/small + a b i x y o + pan pan 1 0.3467901443380824 0.7268028627434533 f29c748220331c273ef16d5115f6ecd799947f13 - + eks pan 2 0.7586799647899636 0.5221511083334797 456d988ecb3bf1b75f057fc6e9fe70db464e9388 - + wye wye 3 0.20460330576630303 0.33831852551664776 eab0de043d67f441c7fd1e335f0ca38708e6ebf7 - + eks wye 4 0.38139939387114097 0.13418874328430463 456d988ecb3bf1b75f057fc6e9fe70db464e9388 - + wye pan 5 0.5732889198020006 0.8636244699032729 eab0de043d67f441c7fd1e335f0ca38708e6ebf7 - + +Note that running a subprocess on every record takes a non-trivial amount of time. Comparing asking the system ``date`` command for the current time in nanoseconds versus computing it in process: + +.. + hard-coded, not live-code, since %N doesn't exist on all platforms + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint put '$t=system("date +%s.%N")' then step -a delta -f t data/small + a b i x y t t_delta + pan pan 1 0.3467901443380824 0.7268028627434533 1568774318.513903817 0 + eks pan 2 0.7586799647899636 0.5221511083334797 1568774318.514722876 0.000819 + wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.515618046 0.000895 + eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.516547441 0.000929 + wye pan 5 0.5732889198020006 0.8636244699032729 1568774318.517518828 0.000971 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint put '$t=systime()' then step -a delta -f t data/small + a b i x y t t_delta + pan pan 1 0.3467901443380824 0.7268028627434533 1568774318.518699 0 + eks pan 2 0.7586799647899636 0.5221511083334797 1568774318.518717 0.000018 + wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.518723 0.000006 + eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.518727 0.000004 + wye pan 5 0.5732889198020006 0.8636244699032729 1568774318.518730 0.000003 diff --git a/docs6b/docs/_build/html/_sources/dates-and-times.rst.txt b/docs6b/docs/_build/html/_sources/dates-and-times.rst.txt new file mode 100644 index 000000000..3c4caa90e --- /dev/null +++ b/docs6b/docs/_build/html/_sources/dates-and-times.rst.txt @@ -0,0 +1,126 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Dates and times +=============== + +How can I filter by date? +---------------------------------------------------------------- + +Given input like + +.. code-block:: none + :emphasize-lines: 1-1 + + cat dates.csv + date,event + 2018-02-03,initialization + 2018-03-07,discovery + 2018-02-03,allocation + +we can use ``strptime`` to parse the date field into seconds-since-epoch and then do numeric comparisons. Simply match your input dataset's date-formatting to the :ref:`reference-dsl-strptime` format-string. For example: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --csv filter ' + strptime($date, "%Y-%m-%d") > strptime("2018-03-03", "%Y-%m-%d") + ' dates.csv + date,event + 2018-03-07,discovery + +Caveat: localtime-handling in timezones with DST is still a work in progress; see https://github.com/johnkerl/miller/issues/170. See also https://github.com/johnkerl/miller/issues/208 -- thanks @aborruso! + +Finding missing dates +---------------------------------------------------------------- + +Suppose you have some date-stamped data which may (or may not) be missing entries for one or more dates: + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 10 data/miss-date.csv + date,qoh + 2012-03-05,10055 + 2012-03-06,10486 + 2012-03-07,10430 + 2012-03-08,10674 + 2012-03-09,10880 + 2012-03-10,10718 + 2012-03-11,10795 + 2012-03-12,11043 + 2012-03-13,11177 + +.. code-block:: none + :emphasize-lines: 1-1 + + wc -l data/miss-date.csv + 1372 data/miss-date.csv + +Since there are 1372 lines in the data file, some automation is called for. To find the missing dates, you can convert the dates to seconds since the epoch using ``strptime``, then compute adjacent differences (the ``cat -n`` simply inserts record-counters): + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --from data/miss-date.csv --icsv \ + cat -n \ + then put '$datestamp = strptime($date, "%Y-%m-%d")' \ + then step -a delta -f datestamp \ + | head + n=1,date=2012-03-05,qoh=10055,datestamp=1330905600,datestamp_delta=0 + n=2,date=2012-03-06,qoh=10486,datestamp=1330992000,datestamp_delta=86400 + n=3,date=2012-03-07,qoh=10430,datestamp=1331078400,datestamp_delta=86400 + n=4,date=2012-03-08,qoh=10674,datestamp=1331164800,datestamp_delta=86400 + n=5,date=2012-03-09,qoh=10880,datestamp=1331251200,datestamp_delta=86400 + n=6,date=2012-03-10,qoh=10718,datestamp=1331337600,datestamp_delta=86400 + n=7,date=2012-03-11,qoh=10795,datestamp=1331424000,datestamp_delta=86400 + n=8,date=2012-03-12,qoh=11043,datestamp=1331510400,datestamp_delta=86400 + n=9,date=2012-03-13,qoh=11177,datestamp=1331596800,datestamp_delta=86400 + n=10,date=2012-03-14,qoh=11498,datestamp=1331683200,datestamp_delta=86400 + +Then, filter for adjacent difference not being 86400 (the number of seconds in a day): + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --from data/miss-date.csv --icsv \ + cat -n \ + then put '$datestamp = strptime($date, "%Y-%m-%d")' \ + then step -a delta -f datestamp \ + then filter '$datestamp_delta != 86400 && $n != 1' + n=774,date=2014-04-19,qoh=130140,datestamp=1397865600,datestamp_delta=259200 + n=1119,date=2015-03-31,qoh=181625,datestamp=1427760000,datestamp_delta=172800 + +Given this, it's now easy to see where the gaps are: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat -n then filter '$n >= 770 && $n <= 780' data/miss-date.csv + n=770,1=2014-04-12,2=129435 + n=771,1=2014-04-13,2=129868 + n=772,1=2014-04-14,2=129797 + n=773,1=2014-04-15,2=129919 + n=774,1=2014-04-16,2=130181 + n=775,1=2014-04-19,2=130140 + n=776,1=2014-04-20,2=130271 + n=777,1=2014-04-21,2=130368 + n=778,1=2014-04-22,2=130368 + n=779,1=2014-04-23,2=130849 + n=780,1=2014-04-24,2=131026 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat -n then filter '$n >= 1115 && $n <= 1125' data/miss-date.csv + n=1115,1=2015-03-25,2=181006 + n=1116,1=2015-03-26,2=180995 + n=1117,1=2015-03-27,2=181043 + n=1118,1=2015-03-28,2=181112 + n=1119,1=2015-03-29,2=181306 + n=1120,1=2015-03-31,2=181625 + n=1121,1=2015-04-01,2=181494 + n=1122,1=2015-04-02,2=181718 + n=1123,1=2015-04-03,2=181835 + n=1124,1=2015-04-04,2=182104 + n=1125,1=2015-04-05,2=182528 diff --git a/docs6b/docs/_build/html/_sources/dkvp-examples.rst.txt b/docs6b/docs/_build/html/_sources/dkvp-examples.rst.txt new file mode 100644 index 000000000..840e84d07 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/dkvp-examples.rst.txt @@ -0,0 +1,253 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DKVP I/O examples +====================== + +DKVP I/O in Python +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Here are the I/O routines: + +.. code-block:: none + + #!/usr/bin/env python + + # ================================================================ + # Example of DKVP I/O using Python. + # + # Key point: Use Miller for what it's good at; pass data into/out of tools in + # other languages to do what they're good at. + # + # bash$ python -i dkvp_io.py + # + # # READ + # >>> map = dkvpline2map('x=1,y=2', '=', ',') + # >>> map + # OrderedDict([('x', '1'), ('y', '2')]) + # + # # MODIFY + # >>> map['z'] = map['x'] + map['y'] + # >>> map + # OrderedDict([('x', '1'), ('y', '2'), ('z', 3)]) + # + # # WRITE + # >>> line = map2dkvpline(map, '=', ',') + # >>> line + # 'x=1,y=2,z=3' + # + # ================================================================ + + import re + import collections + + # ---------------------------------------------------------------- + # ips and ifs (input pair separator and input field separator) are nominally '=' and ','. + def dkvpline2map(line, ips, ifs): + pairs = re.split(ifs, line) + map = collections.OrderedDict() + for pair in pairs: + key, value = re.split(ips, pair, 1) + + # Type inference: + try: + value = int(value) + except: + try: + value = float(value) + except: + pass + + map[key] = value + return map + + # ---------------------------------------------------------------- + # ops and ofs (output pair separator and output field separator) are nominally '=' and ','. + def map2dkvpline(map , ops, ofs): + line = '' + pairs = [] + for key in map: + pairs.append(str(key) + ops + str(map[key])) + return str.join(ofs, pairs) + +And here is an example using them: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat polyglot-dkvp-io/example.py + #!/usr/bin/env python + + import sys + import re + import copy + import dkvp_io + + while True: + # Read the original record: + line = sys.stdin.readline().strip() + if line == '': + break + map = dkvp_io.dkvpline2map(line, '=', ',') + + # Drop a field: + map.pop('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + omap = copy.copy(map) # since otherwise the for-loop will modify what it loops over + keys = omap.keys() + for key in keys: + # Convert "" to just "int", etc.: + type_string = str(map[key].__class__) + type_string = re.sub("", "", type_string) + map['t'+key] = type_string + + # Write the modified record: + print(dkvp_io.map2dkvpline(map, '=', ',')) + +Run as-is: + +.. code-block:: none + :emphasize-lines: 1-1 + + python polyglot-dkvp-io/example.py < data/small + a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float + +Run as-is, then pipe to Miller for pretty-printing: + +.. code-block:: none + :emphasize-lines: 1-1 + + python polyglot-dkvp-io/example.py < data/small | mlr --opprint cat + a b i y ab iy ta tb ti ty tab tiy + pan pan 1 0.7268028627434533 panpan 1.7268028627434533 str str int float str float + eks pan 2 0.5221511083334797 ekspan 2.5221511083334796 str str int float str float + wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 str str int float str float + eks wye 4 0.13418874328430463 ekswye 4.134188743284304 str str int float str float + wye pan 5 0.8636244699032729 wyepan 5.863624469903273 str str int float str float + +DKVP I/O in Ruby +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Here are the I/O routines: + +.. code-block:: none + + #!/usr/bin/env ruby + + # ================================================================ + # Example of DKVP I/O using Ruby. + # + # Key point: Use Miller for what it's good at; pass data into/out of tools in + # other languages to do what they're good at. + # + # bash$ irb -I. -r dkvp_io.rb + # + # # READ + # irb(main):001:0> map = dkvpline2map('x=1,y=2', '=', ',') + # => {"x"=>"1", "y"=>"2"} + # + # # MODIFY + # irb(main):001:0> map['z'] = map['x'] + map['y'] + # => 3 + # + # # WRITE + # irb(main):002:0> line = map2dkvpline(map, '=', ',') + # => "x=1,y=2,z=3" + # + # ================================================================ + + # ---------------------------------------------------------------- + # ips and ifs (input pair separator and input field separator) are nominally '=' and ','. + def dkvpline2map(line, ips, ifs) + map = {} + line.split(ifs).each do |pair| + (k, v) = pair.split(ips, 2) + + # Type inference: + begin + v = Integer(v) + rescue ArgumentError + begin + v = Float(v) + rescue ArgumentError + # Leave as string + end + end + + map[k] = v + end + map + end + + # ---------------------------------------------------------------- + # ops and ofs (output pair separator and output field separator) are nominally '=' and ','. + def map2dkvpline(map, ops, ofs) + map.collect{|k,v| k.to_s + ops + v.to_s}.join(ofs) + end + +And here is an example using them: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat polyglot-dkvp-io/example.rb + #!/usr/bin/env ruby + + require 'dkvp_io' + + ARGF.each do |line| + # Read the original record: + map = dkvpline2map(line.chomp, '=', ',') + + # Drop a field: + map.delete('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + keys = map.keys + keys.each do |key| + map['t'+key] = map[key].class + end + + # Write the modified record: + puts map2dkvpline(map, '=', ',') + end + +Run as-is: + +.. code-block:: none + :emphasize-lines: 1-1 + + ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small + a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float + +Run as-is, then pipe to Miller for pretty-printing: + +.. code-block:: none + :emphasize-lines: 1-1 + + ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small | mlr --opprint cat + a b i y ab iy ta tb ti ty tab tiy + pan pan 1 0.7268028627434533 panpan 1.7268028627434533 String String Integer Float String Float + eks pan 2 0.5221511083334797 ekspan 2.5221511083334796 String String Integer Float String Float + wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 String String Integer Float String Float + eks wye 4 0.13418874328430463 ekswye 4.134188743284304 String String Integer Float String Float + wye pan 5 0.8636244699032729 wyepan 5.863624469903273 String String Integer Float String Float diff --git a/docs6b/docs/_build/html/_sources/etymology.rst.txt b/docs6b/docs/_build/html/_sources/etymology.rst.txt new file mode 100644 index 000000000..ca0fc48f0 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/etymology.rst.txt @@ -0,0 +1,9 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Why call it Miller? +================================================================ + +The Unix toolkit was created in the **1970s** and is a mainstay to this day. Miller's look and feel adheres closely to the `classic toolkit style `_: if this were music, Miller would be a **tribute album**. Likewise, since commands are subcommands of the ``mlr`` executable, the result is a **band**, if you will, of command-line tools. Put these together and the namesake is another classic product of the 1970s: the `Steve Miller Band `_. + +(Additionally, and far more prosaically ... just as a miller is someone who grinds and mixes grain into flour to extend its usefulness, Miller grinds and mixes data for you.) diff --git a/docs6b/docs/_build/html/_sources/ex-fields-not-selected.rst.txt b/docs6b/docs/_build/html/_sources/ex-fields-not-selected.rst.txt new file mode 100644 index 000000000..8e5af57b2 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/ex-fields-not-selected.rst.txt @@ -0,0 +1,10 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + + +Fields not selected +---------------------------------------------------------------- + +Check the field-separators of the data, e.g. with the command-line ``head`` program. Example: for CSV, Miller's default record separator is comma; if your data is tab-delimited, e.g. ``aTABbTABc``, then Miller won't find three fields named ``a``, ``b``, and ``c`` but rather just one named ``aTABbTABc``. Solution in this case: ``mlr --fs tab {remaining arguments ...}``. + +Also try ``od -xcv`` and/or ``cat -e`` on your file to check for non-printable characters. diff --git a/docs6b/docs/_build/html/_sources/ex-no-output-at-all.rst.txt b/docs6b/docs/_build/html/_sources/ex-no-output-at-all.rst.txt new file mode 100644 index 000000000..e11e9dd12 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/ex-no-output-at-all.rst.txt @@ -0,0 +1,10 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + + +No output at all +---------------------------------------------------------------- + +Try ``od -xcv`` and/or ``cat -e`` on your file to check for non-printable characters. + +If you're using Miller version less than 5.0.0 (try ``mlr --version`` on your system to find out), when the line-ending-autodetect feature was introduced, please see http://johnkerl.org/miller-releases/miller-4.5.0/doc/index.html. diff --git a/docs6b/docs/_build/html/_sources/faq.rst.txt b/docs6b/docs/_build/html/_sources/faq.rst.txt new file mode 100644 index 000000000..accb92031 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/faq.rst.txt @@ -0,0 +1,503 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +FAQ +========= + +How do I suppress numeric conversion? +---------------------------------------------------------------- + +**TL;DR use put -S**. + +Within ``mlr put`` and ``mlr filter``, the default behavior for scanning input records is to parse them as integer, if possible, then as float, if possible, else leave them as string: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat data/scan-example-1.tbl + value + 1 + 2.0 + 3x + hello + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --pprint put '$copy = $value; $type = typeof($value)' data/scan-example-1.tbl + value copy type + 1 1 int + 2.0 2.0 float + 3x 3x string + hello hello string + +The numeric-conversion rule is simple: + +* Try to scan as integer (``"1"`` should be int); +* If that doesn't succeed, try to scan as float (``"1.0"`` should be float); +* If that doesn't succeed, leave the value as a string (``"1x"`` is string). + +This is a sensible default: you should be able to put ``'$z = $x + $y'`` without having to write ``'$z = int($x) + float($y)'``. Also note that default output format for floating-point numbers created by ``put`` (and other verbs such as ``stats1``) is six decimal places; you can override this using ``mlr --ofmt``. Also note that Miller uses your system's Go library functions whenever possible: e.g. ``sscanf`` for converting strings to integer or floating-point. + +But now suppose you have data like these: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat data/scan-example-2.tbl + value + 0001 + 0002 + 0005 + 0005WA + 0006 + 0007 + 0007WA + 0008 + 0009 + 0010 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --pprint put '$copy = $value; $type = typeof($value)' data/scan-example-2.tbl + value copy type + 0001 0001 int + 0002 0002 int + 0005 0005 int + 0005WA 0005WA string + 0006 0006 int + 0007 0007 int + 0007WA 0007WA string + 0008 0008 float + 0009 0009 float + 0010 0010 int + +The same conversion rules as above are being used. Namely: + +* By default field values are inferred to int, else float, else string; + +* leading zeroes indicate octal for integers (``sscanf`` semantics); + +* since ``0008`` doesn't scan as integer (leading 0 requests octal but 8 isn't a valid octal digit), the float scan is tried next and it succeeds; + +* default floating-point output format is 6 decimal places (override with ``mlr --ofmt``). + +Taken individually the rules make sense; taken collectively they produce a mishmash of types here. + +The solution is to **use the -S flag** for ``mlr put`` and/or ``mlr filter``. Then all field values are left as string. You can type-coerce on demand using syntax like ``'$z = int($x) + float($y)'``. (See also :doc:`reference-dsl`; see also https://github.com/johnkerl/miller/issues/150.) + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --pprint put -S '$copy = $value; $type = typeof($value)' data/scan-example-2.tbl + value copy type + 0001 0001 int + 0002 0002 int + 0005 0005 int + 0005WA 0005WA string + 0006 0006 int + 0007 0007 int + 0007WA 0007WA string + 0008 0008 float + 0009 0009 float + 0010 0010 int + +How do I examine then-chaining? +---------------------------------------------------------------- + +Then-chaining found in Miller is intended to function the same as Unix pipes, but with less keystroking. You can print your data one pipeline step at a time, to see what intermediate output at one step becomes the input to the next step. + +First, look at the input data: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat data/then-example.csv + Status,Payment_Type,Amount + paid,cash,10.00 + pending,debit,20.00 + paid,cash,50.00 + pending,credit,40.00 + paid,debit,30.00 + +Next, run the first step of your command, omitting anything from the first ``then`` onward: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint count-distinct -f Status,Payment_Type data/then-example.csv + Status Payment_Type count + paid cash 2 + pending debit 1 + pending credit 1 + paid debit 1 + +After that, run it with the next ``then`` step included: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint count-distinct -f Status,Payment_Type then sort -nr count data/then-example.csv + Status Payment_Type count + paid cash 2 + pending debit 1 + pending credit 1 + paid debit 1 + +Now if you use ``then`` to include another verb after that, the columns ``Status``, ``Payment_Type``, and ``count`` will be the input to that verb. + +Note, by the way, that you'll get the same results using pipes: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv count-distinct -f Status,Payment_Type data/then-example.csv | mlr --icsv --opprint sort -nr count + Status Payment_Type count + paid cash 2 + pending debit 1 + pending credit 1 + paid debit 1 + +How can I filter by date? +---------------------------------------------------------------- + +Given input like + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat dates.csv + date,event + 2018-02-03,initialization + 2018-03-07,discovery + 2018-02-03,allocation + +we can use ``strptime`` to parse the date field into seconds-since-epoch and then do numeric comparisons. Simply match your input dataset's date-formatting to the :ref:`reference-dsl-strptime` format-string. For example: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv filter 'strptime($date, "%Y-%m-%d") > strptime("2018-03-03", "%Y-%m-%d")' dates.csv + date,event + 2018-03-07,discovery + +Caveat: localtime-handling in timezones with DST is still a work in progress; see https://github.com/johnkerl/miller/issues/170. See also https://github.com/johnkerl/miller/issues/208 -- thanks @aborruso! + +How can I handle commas-as-data in various formats? +---------------------------------------------------------------- + +:doc:`CSV ` handles this well and by design: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat commas.csv + Name,Role + "Xiao, Lin",administrator + "Khavari, Darius",tester + +Likewise :ref:`file-formats-json`: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --ojson cat commas.csv + { + "Name": "Xiao, Lin", + "Role": "administrator" + } + { + "Name": "Khavari, Darius", + "Role": "tester" + } + +For Miller's :ref:`vertical-tabular format ` there is no escaping for carriage returns, but commas work fine: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --oxtab cat commas.csv + Name Xiao, Lin + Role administrator + + Name Khavari, Darius + Role tester + +But for :ref:`Key-value_pairs ` and :ref:`index-numbered `, commas are the default field separator. And -- as of Miller 5.4.0 anyway -- there is no CSV-style double-quote-handling like there is for CSV. So commas within the data look like delimiters: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --odkvp cat commas.csv + Name=Xiao, Lin,Role=administrator + Name=Khavari, Darius,Role=tester + +One solution is to use a different delimiter, such as a pipe character: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --odkvp --ofs pipe cat commas.csv + Name=Xiao, Lin|Role=administrator + Name=Khavari, Darius|Role=tester + +To be extra-sure to avoid data/delimiter clashes, you can also use control +characters as delimiters -- here, control-A: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --odkvp --ofs '\001' cat commas.csv | cat -v + Name=Xiao, Lin\001Role=administrator + Name=Khavari, Darius\001Role=tester + +How can I handle field names with special symbols in them? +---------------------------------------------------------------- + +Simply surround the field names with curly braces: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ echo 'x.a=3,y:b=4,z/c=5' | mlr put '${product.all} = ${x.a} * ${y:b} * ${z/c}' + x.a=3,y:b=4,z/c=5,product.all=60 + +How to escape '?' in regexes? +---------------------------------------------------------------- + +One way is to use square brackets; an alternative is to use simple string-substitution rather than a regular expression. + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat data/question.dat + a=is it?,b=it is! +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --oxtab put '$c = gsub($a, "[?]"," ...")' data/question.dat + a is it? + b it is! + c is it ... +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --oxtab put '$c = ssub($a, "?"," ...")' data/question.dat + a is it? + b it is! + c is it ... + +The ``ssub`` function exists precisely for this reason: so you don't have to escape anything. + +How can I put single-quotes into strings? +---------------------------------------------------------------- + +This is a little tricky due to the shell's handling of quotes. For simplicity, let's first put an update script into a file: + +.. code-block:: none + + $a = "It's OK, I said, then 'for now'." + +.. code-block:: none + :emphasize-lines: 1,1 + + $ echo a=bcd | mlr put -f data/single-quote-example.mlr + a=It's OK, I said, then 'for now'. + +So, it's simple: Miller's DSL uses double quotes for strings, and you can put single quotes (or backslash-escaped double-quotes) inside strings, no problem. + +Without putting the update expression in a file, it's messier: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ echo a=bcd | mlr put '$a="It'\''s OK, I said, '\''for now'\''."' + a=It's OK, I said, 'for now'. + +The idea is that the outermost single-quotes are to protect the ``put`` expression from the shell, and the double quotes within them are for Miller. To get a single quote in the middle there, you need to actually put it *outside* the single-quoting for the shell. The pieces are the following, all concatenated together: + +* ``$a="It`` +* ``\'`` +* ``s OK, I said,`` +* ``\'`` +* ``for now`` +* ``\'`` +* ``.`` + +NR is not consecutive after then-chaining +---------------------------------------------------------------- + +Given this input data: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +why don't I see ``NR=1`` and ``NR=2`` here?? + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr filter '$x > 0.5' then put '$NR = NR' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NR=2 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NR=5 + +The reason is that ``NR`` is computed for the original input records and isn't dynamically updated. By contrast, ``NF`` is dynamically updated: it's the number of fields in the current record, and if you add/remove a field, the value of ``NF`` will change: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ echo x=1,y=2,z=3 | mlr put '$nf1 = NF; $u = 4; $nf2 = NF; unset $x,$y,$z; $nf3 = NF' + nf1=3,u=4,nf2=5,nf3=3 + +``NR``, by contrast (and ``FNR`` as well), retains the value from the original input stream, and records may be dropped by a ``filter`` within a ``then``-chain. To recover consecutive record numbers, you can use out-of-stream variables as follows: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --opprint --from data/small put ' + begin{ @nr1 = 0 } + @nr1 += 1; + $nr1 = @nr1 + ' \ + then filter '$x>0.5' \ + then put ' + begin{ @nr2 = 0 } + @nr2 += 1; + $nr2 = @nr2 + ' + a b i x y nr1 nr2 + eks pan 2 0.7586799647899636 0.5221511083334797 2 1 + wye pan 5 0.5732889198020006 0.8636244699032729 5 2 + +Or, simply use ``mlr cat -n``: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr filter '$x > 0.5' then cat -n data/small + n=1,a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + n=2,a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +Why am I not seeing all possible joins occur? +---------------------------------------------------------------- + +**This section describes behavior before Miller 5.1.0. As of 5.1.0, -u is the default.** + +For example, the right file here has nine records, and the left file should add in the ``hostname`` column -- so the join output should also have 9 records: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsvlite --opprint cat data/join-u-left.csv + 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 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsvlite --opprint cat data/join-u-right.csv + 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 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsvlite --opprint join -s -j ipaddr -f data/join-u-left.csv data/join-u-right.csv + ipaddr hostname timestamp bytes + 10.3.1.27 zenith.west.our.org 1448762579 4568 + 10.4.5.94 apoapsis.east.our.org 1448762579 17445 + 10.4.5.94 apoapsis.east.our.org 1448762589 8899 + 10.4.5.94 apoapsis.east.our.org 1448762599 12200 + +The issue is that Miller's ``join``, by default (before 5.1.0), took input sorted (lexically ascending) by the sort keys on both the left and right files. This design decision was made intentionally to parallel the Unix/Linux system ``join`` command, which has the same semantics. The benefit of this default is that the joiner program can stream through the left and right files, needing to load neither entirely into memory. The drawback, of course, is that is requires sorted input. + +The solution (besides pre-sorting the input files on the join keys) is to simply use **mlr join -u** (which is now the default). This loads the left file entirely into memory (while the right file is still streamed one line at a time) and does all possible joins without requiring sorted input: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsvlite --opprint join -u -j ipaddr -f data/join-u-left.csv data/join-u-right.csv + ipaddr hostname timestamp bytes + 10.3.1.27 zenith.west.our.org 1448762579 4568 + 10.3.1.18 nadir.east.our.org 1448762578 8729 + 10.4.5.94 apoapsis.east.our.org 1448762579 17445 + 10.3.1.27 zenith.west.our.org 1448762589 12 + 10.3.1.18 nadir.east.our.org 1448762588 44558 + 10.4.5.94 apoapsis.east.our.org 1448762589 8899 + 10.3.1.27 zenith.west.our.org 1448762599 0 + 10.3.1.18 nadir.east.our.org 1448762598 73425 + 10.4.5.94 apoapsis.east.our.org 1448762599 12200 + +General advice is to make sure the left-file is relatively small, e.g. containing name-to-number mappings, while saving large amounts of data for the right file. + +How to rectangularize after joins with unpaired? +---------------------------------------------------------------- + +Suppose you have the following two data files: + +.. code-block:: none + + id,code + 3,0000ff + 2,00ff00 + 4,ff0000 + +.. code-block:: none + + id,color + 4,red + 2,green + +Joining on color the results are as expected: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv join -j id -f data/color-codes.csv data/color-names.csv + id,code,color + 4,ff0000,red + 2,00ff00,green + +However, if we ask for left-unpaireds, since there's no ``color`` column, we get a row not having the same column names as the other: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv join --ul -j id -f data/color-codes.csv data/color-names.csv + id,code,color + 4,ff0000,red + 2,00ff00,green + + id,code + 3,0000ff + +To fix this, we can use **unsparsify**: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv join --ul -j id -f data/color-codes.csv then unsparsify --fill-with "" data/color-names.csv + id,code,color + 4,ff0000,red + 2,00ff00,green + 3,0000ff, + +Thanks to @aborruso for the tip! diff --git a/docs6b/docs/_build/html/_sources/feature-comparison.rst.txt b/docs6b/docs/_build/html/_sources/feature-comparison.rst.txt new file mode 100644 index 000000000..2d7ed3d49 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/feature-comparison.rst.txt @@ -0,0 +1,71 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Unix-toolkit context +================================================================ + +How does Miller fit within the Unix toolkit (``grep``, ``sed``, ``awk``, etc.)? + +File-format awareness +---------------------------------------------------------------- + +Miller respects CSV headers. If you do ``mlr --csv cat *.csv`` then the header line is written once: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/a.csv + a,b,c + 1,2,3 + 4,5,6 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/b.csv + a,b,c + 7,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cat data/a.csv data/b.csv + a,b,c + 1,2,3 + 4,5,6 + 7,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv sort -nr b data/a.csv data/b.csv + a,b,c + 7,8,9 + 4,5,6 + 1,2,3 + +Likewise with ``mlr sort``, ``mlr tac``, and so on. + +awk-like features: mlr filter and mlr put +---------------------------------------------------------------- + +* ``mlr filter`` includes/excludes records based on a filter expression, e.g. ``mlr filter '$count > 10'``. + +* ``mlr put`` adds a new field as a function of others, e.g. ``mlr put '$xy = $x * $y'`` or ``mlr put '$counter = NR'``. + +* The ``$name`` syntax is straight from ``awk``'s ``$1 $2 $3`` (adapted to name-based indexing), as are the variables ``FS``, ``OFS``, ``RS``, ``ORS``, ``NF``, ``NR``, and ``FILENAME``. The ``ENV[...]`` syntax is from Ruby. + +* While ``awk`` functions are record-based, Miller subcommands (or *verbs*) are stream-based: each of them maps a stream of records into another stream of records. + +* Like ``awk``, Miller (as of v5.0.0) allows you to define new functions within its ``put`` and ``filter`` expression language. Further programmability comes from chaining with ``then``. + +* As with ``awk``, ``$``-variables are stream variables and all verbs (such as ``cut``, ``stats1``, ``put``, etc.) as well as ``put``/``filter`` statements operate on streams. This means that you define actions to be done on each record and then stream your data through those actions. The built-in variables ``NF``, ``NR``, etc. change from one line to another, ``$x`` is a label for field ``x`` in the current record, and the input to ``sqrt($x)`` changes from one record to the next. The expression language for the ``put`` and ``filter`` verbs additionally allows you to define ``begin {...}`` and ``end {...}`` blocks for actions to be taken before and after records are processed, respectively. + +* As with ``awk``, Miller's ``put``/``filter`` language lets you set ``@sum=0`` before records are read, then update that sum on each record, then print its value at the end. Unlike ``awk``, Miller makes syntactically explicit the difference between variables with extent across all records (names starting with ``@``, such as ``@sum``) and variables which are local to the current expression (names starting without ``@``, such as ``sum``). + +* Miller can be faster than ``awk``, ``cut``, and so on, depending on platform; see also :doc:`performance`. In particular, Miller's DSL syntax is parsed into Go control structures at startup time, with the bulk data-stream processing all done in Go. + +See also +---------------------------------------------------------------- + +See :doc:`reference-verbs` for more on Miller's subcommands ``cat``, ``cut``, ``head``, ``sort``, ``tac``, ``tail``, ``top``, and ``uniq``, as well as :doc:`reference-dsl` for more on the awk-like ``mlr filter`` and ``mlr put``. diff --git a/docs6b/docs/_build/html/_sources/features.rst.txt b/docs6b/docs/_build/html/_sources/features.rst.txt new file mode 100644 index 000000000..03401c470 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/features.rst.txt @@ -0,0 +1,43 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Features +================================================================ + +Miller is like awk, sed, cut, join, and sort for **name-indexed data such as +CSV, TSV, and tabular JSON**. You get to work with your data using named +fields, without needing to count positional column indices. + +This is something the Unix toolkit always could have done, and arguably +always should have done. It operates on key-value-pair data while the familiar +Unix tools operate on integer-indexed fields: if the natural data structure for +the latter is the array, then Miller's natural data structure is the +insertion-ordered hash map. This encompasses a **variety of data formats**, +including but not limited to the familiar CSV, TSV, and JSON. (Miller can handle +**positionally-indexed data** as a special case.) + +* Miller is **multi-purpose**: it's useful for **data cleaning**, **data reduction**, **statistical reporting**, **devops**, **system administration**, **log-file processing**, **format conversion**, and **database-query post-processing**. + +* You can use Miller to snarf and munge **log-file data**, including selecting out relevant substreams, then produce CSV format and load that into all-in-memory/data-frame utilities for further statistical and/or graphical processing. + +* Miller complements **data-analysis tools** such as **R**, **pandas**, etc.: you can use Miller to **clean** and **prepare** your data. While you can do **basic statistics** entirely in Miller, its streaming-data feature and single-pass algorithms enable you to **reduce very large data sets**. + +* Miller complements SQL **databases**: you can slice, dice, and reformat data on the client side on its way into or out of a database. (Examples :ref:`here ` and :ref:`here `.) You can also reap some of the benefits of databases for quick, setup-free one-off tasks when you just need to query some data in disk files in a hurry. + +* Miller also goes beyond the classic Unix tools by stepping fully into our modern, **no-SQL** world: its essential record-heterogeneity property allows Miller to operate on data where records with different schema (field names) are interleaved. + +* Miller is **streaming**: most operations need only a single record in memory at a time, rather than ingesting all input before producing any output. For those operations which require deeper retention (``sort``, ``tac``, ``stats1``), Miller retains only as much data as needed. This means that whenever functionally possible, you can operate on files which are larger than your system's available RAM, and you can use Miller in **tail -f** contexts. + +* Miller is **pipe-friendly** and interoperates with the Unix toolkit + +* Miller's I/O formats include **tabular pretty-printing**, **positionally indexed** (Unix-toolkit style), CSV, JSON, and others + +* Miller does **conversion** between formats + +* Miller's **processing is format-aware**: e.g. CSV ``sort`` and ``tac`` keep header lines first + +* Miller has high-throughput **performance** on par with the Unix toolkit + +* Not unlike `jq `_ (for JSON), Miller is written in Go which is a portable, modern language, and Miller has no runtime dependencies. You can download or compile a single binary, ``scp`` it to a faraway machine, and expect it to work. + +Releases and release notes: https://github.com/johnkerl/miller/releases. diff --git a/docs6b/docs/_build/html/_sources/file-formats.rst.txt b/docs6b/docs/_build/html/_sources/file-formats.rst.txt new file mode 100644 index 000000000..77127340d --- /dev/null +++ b/docs6b/docs/_build/html/_sources/file-formats.rst.txt @@ -0,0 +1,660 @@ +.. + 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 +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help data-formats + CSV/CSV-lite: comma-separated values with separate header line + TSV: same but with tabs in places of commas + +---------------------+ + | 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" + +---------------------+ + + JSON (sequence or array of objects): + +---------------------+ + | { | + | "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" + +---------------------+ + + 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" + +-----------------------+ + + 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 | + +---------------------+ + + 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" + +---------------------+ + +.. _file-formats-csv: + +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 :doc:`record-heterogeneity` 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 :ref:`reference-separators`.) + +**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 :doc:`record-heterogeneity`). + +* 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. + +.. _file-formats-dkvp: + +DKVP: Key-value pairs +---------------------------------------------------------------- + +Miller's default file format is DKVP, for **delimited key-value pairs**. Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + + puts "host=#{hostname},seconds=#{t2-t1},message=#{msg}" + +.. code-block:: none + + puts mymap.collect{|k,v| "#{k}=#{v}"}.join(',') + +or ``print`` statements in various languages, e.g. + +.. code-block:: none + + echo "type=3,user=$USER,date=$date\n"; + +.. code-block:: none + + 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"``. + +As discussed in :doc:`record-heterogeneity`, 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 + +.. code-block:: none + + 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 :doc:`reference-main-io-options` regarding how to specify separators other than the default equals-sign and comma. + +.. _file-formats-nidx: + +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: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/mydata.txt + oh say can you see + by the dawn's + early light + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/mydata.txt + oh say can you see + by the dawn's + early light + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --nidx --fs ' ' --repifs cut -f 2,3 data/mydata.txt + say can + the dawn's + light + +.. _file-formats-json: + +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. + +By *tabular JSON* I mean the data is either a sequence of one or more objects, or an array consisting of one or more orjects. Miller treats JSON objects as name-indexed records. + +Single-level JSON objects +^^^^^^^^^^^^^^^^^^^^^^^^^ + +An **array of single-level objects** is, quite simply, **a table**: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json head -n 2 then cut -f color,shape data/json-example-1.json + { + "color": "yellow", + "shape": "triangle" + } + { + "color": "red", + "shape": "square" + } + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 0.5839952367477192 0.13118354465618046 3 + square 0.409355036804889 0.3654281755508655 4 + circle 0.36601268553826866 0.2090944565900053 3 + +Nested JSON objects +^^^^^^^^^^^^^^^^^^^^^^^^^ + +Additionally, Miller can **tabularize nested objects by concatentating keys**: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-3 + + 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 + } + } + +Arrays +^^^^^^^^^^^^^^^^^^^^^^^^^ + +Arrays (TODO: update for Miller6) aren't supported in Miller's ``put``/``filter`` DSL. By default, JSON arrays are read in as integer-keyed maps. + +Suppose we have arrays like this in our input data: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --oxtab cat data/json-example-3.json + label orange + values.1 12.2 + values.2 13.8 + values.3 17.2 + + label purple + values.1 27.0 + values.2 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json --jvstack cat data/json-example-3.json + { + "label": "orange", + "values": [12.2, 13.8, 17.2] + } + { + "label": "purple", + "values": [27.0, 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. + +Again, please see `jq `_ for a truly powerful, JSON-specific tool. + +.. _file-formats-pprint: + +PPRINT: Pretty-printed tabular +---------------------------------------------------------------- + +Miller's pretty-print format is like CSV, but column-aligned. For example, compare + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + 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. + +See :doc:`record-heterogeneity` 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 | + +-----+-----+---+---------------------+---------------------+ + +.. _file-formats-xtab: + +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: + +.. code-block:: none + + $ 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 + +.. code-block:: none + + $ 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 + +.. code-block:: none + + $ 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help format-conversion + 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. + +See also :ref:`reference-separators` 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/budget.csv + # Asana -- here are the budget figures you asked for! + type,quantity + purple,456.78 + green,678.12 + orange,123.45 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --skip-comments --icsv --opprint sort -nr quantity data/budget.csv + type quantity + green 678.12 + purple 456.78 + orange 123.45 + +.. code-block:: none + :emphasize-lines: 1-1 + + 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/docs6b/docs/_build/html/_sources/foo.rst.txt b/docs6b/docs/_build/html/_sources/foo.rst.txt new file mode 100644 index 000000000..bd52117fc --- /dev/null +++ b/docs6b/docs/_build/html/_sources/foo.rst.txt @@ -0,0 +1,7 @@ + +No output at all +---------------------------------------------------------------- + +Try ``od -xcv`` and/or ``cat -e`` on your file to check for non-printable characters. + +If you're using Miller version less than 5.0.0 (try ``mlr --version`` on your system to find out), when the line-ending-autodetect feature was introduced, please see http://johnkerl.org/miller-releases/miller-4.5.0/doc/index.html. diff --git a/docs6b/docs/_build/html/_sources/getting-started.rst.txt b/docs6b/docs/_build/html/_sources/getting-started.rst.txt new file mode 100644 index 000000000..90f553043 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/getting-started.rst.txt @@ -0,0 +1,16 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Getting started +=============== + + download/install + + sample data files w/ 'click here' or copy/paste + colored-shapes.csv + + format-conversion by example + + data-manipulation by example: cut/sort for example + + DSL by example: keep it easy diff --git a/docs6b/docs/_build/html/_sources/index.rst.txt b/docs6b/docs/_build/html/_sources/index.rst.txt new file mode 100644 index 000000000..edfcfb03f --- /dev/null +++ b/docs6b/docs/_build/html/_sources/index.rst.txt @@ -0,0 +1,108 @@ +Miller Documentation +==================== + +Getting started +---------------------------------------------------------------- + +.. toctree:: + :maxdepth: 1 + + introduction + 10min + keystroke-savers + programming-language + miller-on-windows + community + +Miller in more detail +---------------------------------------------------------------- + +.. toctree:: + :maxdepth: 1 + + features + feature-comparison + file-formats + record-heterogeneity + internationalization + output-colorization + customization + repl + new-in-miller-6 + contributing + +FAQs and recipes +---------------------------------------------------------------- + +.. toctree:: + :maxdepth: 1 + + csv-with-and-without-headers + shapes-of-data + operating-on-all-fields + special-symbols-and-formatting + dates-and-times + then-chaining + joins + shell-commands + data-diving-examples + log-processing-examples + sql-examples + data-cleaning-examples + statistics-examples + randomizing-examples + two-pass-algorithms + dkvp-examples + programming-examples + misc-examples + +Background +---------------------------------------------------------------- + +.. toctree:: + :maxdepth: 1 + + why + etymology + originality + performance + +Reference +---------------------------------------------------------------- + +.. toctree:: + :maxdepth: 1 + + reference-main-overview + reference-verbs + reference-main-io-options + reference-main-then-chaining + reference-main-auxiliary-commands + reference-main-data-types + reference-dsl-arrays + reference-main-null-data + reference-main-arithmetic + reference-main-regular-expressions + reference-main-env-vars + reference-main-online-help + reference-dsl + reference-dsl-syntax + reference-dsl-variables + reference-dsl-operators + reference-dsl-control-structures + reference-dsl-user-defined-functions + reference-dsl-builtin-functions + reference-dsl-output-statements + reference-dsl-unset-statements + reference-dsl-filter-statements + reference-dsl-errors + reference-dsl-complexity + manpage + release-docs + installation + build + +Index +---------------------------------------------------------------- + +* :ref:`search` diff --git a/docs6b/docs/_build/html/_sources/install.rst.txt b/docs6b/docs/_build/html/_sources/install.rst.txt new file mode 100644 index 000000000..f8544b2ec --- /dev/null +++ b/docs6b/docs/_build/html/_sources/install.rst.txt @@ -0,0 +1,58 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Installation +================================================================ + +Prebuilt executables via package managers +---------------------------------------------------------------- + +`Homebrew `_ installation support for OSX is available via + +.. code-block:: none + :emphasize-lines: 1,1 + + brew update && brew install miller + +...and also via `MacPorts `_: + +.. code-block:: none + :emphasize-lines: 1,1 + + sudo port selfupdate && sudo port install miller + +You may already have the ``mlr`` executable available in your platform's package manager on NetBSD, Debian Linux, Ubuntu Xenial and upward, Arch Linux, or perhaps other distributions. For example, on various Linux distributions you might do one of the following: + +.. code-block:: none + :emphasize-lines: 1,1 + + sudo apt-get install miller + +.. code-block:: none + :emphasize-lines: 1,1 + + sudo apt install miller + +.. code-block:: none + :emphasize-lines: 1,1 + + sudo yum install miller + +On Windows, Miller is available via `Chocolatey `_: + +.. code-block:: none + :emphasize-lines: 1,1 + + choco install miller + +Prebuilt executables via GitHub per release +---------------------------------------------------------------- + +Please see https://github.com/johnkerl/miller/releases where there are builds for OSX Yosemite, Linux x86-64 (dynamically linked), and Windows. + +Miller is autobuilt for **Linux**, **MacOS**, and **Windows** using **GitHub Actions** on every commit (https://github.com/johnkerl/miller/actions). + +Building from source +---------------------------------------------------------------- + +Please see :doc:`build`. diff --git a/docs6b/docs/_build/html/_sources/installation.rst.txt b/docs6b/docs/_build/html/_sources/installation.rst.txt new file mode 100644 index 000000000..6af3bb17d --- /dev/null +++ b/docs6b/docs/_build/html/_sources/installation.rst.txt @@ -0,0 +1,65 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Installation +================================================================ + +Prebuilt executables via package managers +---------------------------------------------------------------- + +*Note: Miller 6 is in pre-release so the above commands will get you Miller 5. +Once Miller 6 is released, the commands in this section will install Miller 6 for you. +Until then, please see the following sections for how to get Miller 6.* + +`Homebrew `_ installation support for OSX is available via + +.. code-block:: none + :emphasize-lines: 1-1 + + brew update && brew install miller + +...and also via `MacPorts `_: + +.. code-block:: none + :emphasize-lines: 1-1 + + sudo port selfupdate && sudo port install miller + +You may already have the ``mlr`` executable available in your platform's package manager on NetBSD, Debian Linux, Ubuntu Xenial and upward, Arch Linux, or perhaps other distributions. For example, on various Linux distributions you might do one of the following: + +.. code-block:: none + :emphasize-lines: 1-1 + + sudo apt-get install miller + +.. code-block:: none + :emphasize-lines: 1-1 + + sudo apt install miller + +.. code-block:: none + :emphasize-lines: 1-1 + + sudo yum install miller + +On Windows, Miller is available via `Chocolatey `_: + +.. code-block:: none + :emphasize-lines: 1-1 + + choco install miller + +Prebuilt executables via GitHub per release +---------------------------------------------------------------- + +Please see https://github.com/johnkerl/miller/releases where there are builds for OSX Yosemite, Linux x86-64 (dynamically linked), and Windows. + +Prebuilt executables via GitHub per commit +---------------------------------------------------------------- + +Miller is autobuilt for **Linux**, **MacOS**, and **Windows** using **GitHub Actions** on every commit (https://github.com/johnkerl/miller/actions): select the latest build and click _Artifacts_. (These are retained for 5 days after each commit.) + +Building from source +---------------------------------------------------------------- + +Please see :doc:`build`. diff --git a/docs6b/docs/_build/html/_sources/internationalization.rst.txt b/docs6b/docs/_build/html/_sources/internationalization.rst.txt new file mode 100644 index 000000000..c8ca70874 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/internationalization.rst.txt @@ -0,0 +1,15 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Internationalization +================================================================ + +Miller handles ASCII and UTF-8 strings. (I have no plans to support UTF-16 or ISO-8859-1.) + +Support for internationalization includes: + +* Tabular output formats such pprint and xtab (see :doc:`file-formats`) are aligned correctly. +* The :ref:`reference-dsl-strlen` function correctly counts UTF-8 codepoints rather than bytes. +* The :ref:`reference-dsl-toupper`, :ref:`reference-dsl-tolower`, and :ref:`reference-dsl-capitalize` DSL functions operate within the capabilities of the Go libraries. + +Please file an issue at https://github.com/johnkerl/miller if you encounter bugs related to internationalization (or anything else for that matter). diff --git a/docs6b/docs/_build/html/_sources/introduction.rst.txt b/docs6b/docs/_build/html/_sources/introduction.rst.txt new file mode 100644 index 000000000..7263636f2 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/introduction.rst.txt @@ -0,0 +1,24 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Introduction +============ + +**Miller is a command-line tool for querying, shaping, and reformatting data files in various formats including CSV and JSON.** + +In several senses, Miller is more than one tool: + +**Format conversion:** You can convert CSV files to JSON, or vice versa, or +pretty-print your data horizontally or vertically to make it easier to read. + +**Data manipulation:** With a few keystrokes you can remove columns you don't care about -- or, make new ones using expressions like ``$rate = $units / $seconds``. + +**Pre-processing/post-processing vs standalone use:** You can use Miller to clean data files and put them into standard formats, perhaps in preparation to load them into a database or a hands-off data-processing pipeline. Or you can use it post-process and summary database-query output. As well, you can use Miller to explore and analyze your data interactively. + +**Compact verbs vs programming language:** For low-keystroking you can do things like ``mlr --csv sort -f name input.csv`` or ``mlr --json head -n 1 myfile.json``. The ``sort``, ``head``, etc are called *verbs*. They're analogs of familiar command-line tools like ``sort``, ``head``, and so on -- but they're aware of name-indexed, multi-line file formats like CSV and JSON. In addition, though, using Miller's ``put`` verb you can use programming-language statements for expressions like ``$rate = $units / $seconds`` which allow you to succintly express your own logic. + +**Multiple domains:** People use Miller for data analysis, data science, software engineering, devops/system-administration, journalism, scientific research, and more. + +In the following (color added for the illustration) you can see how CSV, tabular, JSON, and other **file formats** share a common theme which is **lists of key-value-pairs**. Miller embraces this common theme. + +.. image:: coverart/cover-combined.png diff --git a/docs6b/docs/_build/html/_sources/joins.rst.txt b/docs6b/docs/_build/html/_sources/joins.rst.txt new file mode 100644 index 000000000..842f68908 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/joins.rst.txt @@ -0,0 +1,180 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Joins +===== + +Why am I not seeing all possible joins occur? +---------------------------------------------------------------- + +**This section describes behavior before Miller 5.1.0. As of 5.1.0, -u is the default.** + +For example, the right file here has nine records, and the left file should add in the ``hostname`` column -- so the join output should also have 9 records: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsvlite --opprint cat data/join-u-left.csv + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsvlite --opprint cat data/join-u-right.csv + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsvlite --opprint join -s -j ipaddr -f data/join-u-left.csv data/join-u-right.csv + ipaddr hostname timestamp bytes + 10.3.1.27 zenith.west.our.org 1448762579 4568 + 10.4.5.94 apoapsis.east.our.org 1448762579 17445 + 10.4.5.94 apoapsis.east.our.org 1448762589 8899 + 10.4.5.94 apoapsis.east.our.org 1448762599 12200 + +The issue is that Miller's ``join``, by default (before 5.1.0), took input sorted (lexically ascending) by the sort keys on both the left and right files. This design decision was made intentionally to parallel the Unix/Linux system ``join`` command, which has the same semantics. The benefit of this default is that the joiner program can stream through the left and right files, needing to load neither entirely into memory. The drawback, of course, is that is requires sorted input. + +The solution (besides pre-sorting the input files on the join keys) is to simply use **mlr join -u** (which is now the default). This loads the left file entirely into memory (while the right file is still streamed one line at a time) and does all possible joins without requiring sorted input: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsvlite --opprint join -u -j ipaddr -f data/join-u-left.csv data/join-u-right.csv + ipaddr hostname timestamp bytes + 10.3.1.27 zenith.west.our.org 1448762579 4568 + 10.3.1.18 nadir.east.our.org 1448762578 8729 + 10.4.5.94 apoapsis.east.our.org 1448762579 17445 + 10.3.1.27 zenith.west.our.org 1448762589 12 + 10.3.1.18 nadir.east.our.org 1448762588 44558 + 10.4.5.94 apoapsis.east.our.org 1448762589 8899 + 10.3.1.27 zenith.west.our.org 1448762599 0 + 10.3.1.18 nadir.east.our.org 1448762598 73425 + 10.4.5.94 apoapsis.east.our.org 1448762599 12200 + +General advice is to make sure the left-file is relatively small, e.g. containing name-to-number mappings, while saving large amounts of data for the right file. + +How to rectangularize after joins with unpaired? +---------------------------------------------------------------- + +Suppose you have the following two data files: + +.. code-block:: none + + id,code + 3,0000ff + 2,00ff00 + 4,ff0000 + +.. code-block:: none + + id,color + 4,red + 2,green + +Joining on color the results are as expected: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv join -j id -f data/color-codes.csv data/color-names.csv + id,code,color + 4,ff0000,red + 2,00ff00,green + +However, if we ask for left-unpaireds, since there's no ``color`` column, we get a row not having the same column names as the other: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv join --ul -j id -f data/color-codes.csv data/color-names.csv + id,code,color + 4,ff0000,red + 2,00ff00,green + + id,code + 3,0000ff + +To fix this, we can use **unsparsify**: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --csv join --ul -j id -f data/color-codes.csv \ + then unsparsify --fill-with "" \ + data/color-names.csv + id,code,color + 4,ff0000,red + 2,00ff00,green + 3,0000ff, + +Thanks to @aborruso for the tip! + +Doing multiple joins +---------------------------------------------------------------- + +Suppose we have the following data: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat multi-join/input.csv + id,task + 10,chop + 20,puree + 20,wash + 30,fold + 10,bake + 20,mix + 10,knead + 30,clean + +And we want to augment the ``id`` column with lookups from the following data files: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat multi-join/name-lookup.csv + id,name + 30,Alice + 10,Bob + 20,Carol + +.. code-block:: none + :emphasize-lines: 1-1 + + cat multi-join/status-lookup.csv + id,status + 30,occupied + 10,idle + 20,idle + +We can run the input file through multiple ``join`` commands in a ``then``-chain: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --icsv --opprint join -f multi-join/name-lookup.csv -j id \ + then join -f multi-join/status-lookup.csv -j id \ + multi-join/input.csv + id status name task + 10 idle Bob chop + 20 idle Carol puree + 20 idle Carol wash + 30 occupied Alice fold + 10 idle Bob bake + 20 idle Carol mix + 10 idle Bob knead + 30 occupied Alice clean diff --git a/docs6b/docs/_build/html/_sources/keystroke-savers.rst.txt b/docs6b/docs/_build/html/_sources/keystroke-savers.rst.txt new file mode 100644 index 000000000..d32b4a1e9 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/keystroke-savers.rst.txt @@ -0,0 +1,78 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Keystroke-savers +================ + +Short format specifiers +^^^^^^^^^^^^^^^^^^^^^^^ + +In our examples so far we've often made use of ``mlr --icsv --opprint`` or ``mlr --icsv --ojson``. These are such frequently occurring patterns that they have short options like **--c2p** and **--c2j**: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p head -n 2 example.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2j head -n 2 example.csv + { + "color": "yellow", + "shape": "triangle", + "flag": true, + "index": 11, + "quantity": 43.6498, + "rate": 9.8870 + } + { + "color": "red", + "shape": "square", + "flag": true, + "index": 15, + "quantity": 79.2778, + "rate": 0.0130 + } + +You can get the full list here (TODO:linkify). + +File names up front +^^^^^^^^^^^^^^^^^^^ + +Already we saw that you can put the filename first using ``--from``. When you're interacting with your data at the command line, this makes it easier to up-arrow and append to the previous command: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p --from example.csv sort -nr index then head -n 3 + color shape flag index quantity rate + purple square false 91 72.3735 8.2430 + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p --from example.csv sort -nr index then head -n 3 then cut -f shape,quantity + shape quantity + square 72.3735 + circle 63.5058 + circle 63.9785 + +If there's more than one input file, you can use ``--mfrom``, then however many file names, then ``--`` to indicate the end of your input-file-name list: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p --mfrom data/*.csv -- sort -n index + +.mlrrc file +^^^^^^^^^^^ + +If you want the default file format for Miller to be CSV you can simply put ``--csv`` on a line by itself in your ``~/.mlrrc`` file. Then instead of ``mlr --csv cat example.csv`` you can just do ``mlr cat example.csv``. This is just the default, though, so ``mlr --opprint cat example.csv`` will still use default CSV format for input, and PPRINT (tabular) for output. + +You can read more about this at the :doc:`customization` page. diff --git a/docs6b/docs/_build/html/_sources/log-processing-examples.rst.txt b/docs6b/docs/_build/html/_sources/log-processing-examples.rst.txt new file mode 100644 index 000000000..99c7866a9 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/log-processing-examples.rst.txt @@ -0,0 +1,217 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Log-processing examples +================================================================ + +Another of my favorite use-cases for Miller is doing ad-hoc processing of log-file data. Here's where DKVP format really shines: one, since the field names and field values are present on every line, every line stands on its own. That means you can ``grep`` or what have you. Also it means not every line needs to have the same list of field names ("schema"). + +Generating and aggregating log-file output +---------------------------------------------------------------- + +Again, all the examples in the CSV section apply here -- just change the input-format flags. But there's more you can do when not all the records have the same shape. + +Writing a program -- in any language whatsoever -- you can have it print out log lines as it goes along, with items for various events jumbled together. After the program has finished running you can sort it all out, filter it, analyze it, and learn from it. + +Suppose your program has printed something like this (`log.txt <./log.txt>`_): + +.. code-block:: none + :emphasize-lines: 1-1 + + cat log.txt + op=enter,time=1472819681 + op=cache,type=A9,hit=0 + op=cache,type=A4,hit=1 + time=1472819690,batch_size=100,num_filtered=237 + op=cache,type=A1,hit=1 + op=cache,type=A9,hit=0 + op=cache,type=A1,hit=1 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A1,hit=1 + time=1472819705,batch_size=100,num_filtered=348 + op=cache,type=A4,hit=1 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A4,hit=1 + time=1472819713,batch_size=100,num_filtered=493 + op=cache,type=A9,hit=1 + op=cache,type=A1,hit=1 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=1 + time=1472819720,batch_size=100,num_filtered=554 + op=cache,type=A1,hit=0 + op=cache,type=A4,hit=1 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A4,hit=0 + op=cache,type=A4,hit=0 + op=cache,type=A9,hit=0 + time=1472819736,batch_size=100,num_filtered=612 + op=cache,type=A1,hit=1 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + op=cache,type=A4,hit=1 + op=cache,type=A1,hit=1 + op=cache,type=A9,hit=0 + op=cache,type=A9,hit=0 + time=1472819742,batch_size=100,num_filtered=728 + +Each print statement simply contains local information: the current timestamp, whether a particular cache was hit or not, etc. Then using either the system ``grep`` command, or Miller's ``having-fields``, or ``is_present``, we can pick out the parts we want and analyze them: + +.. code-block:: none + :emphasize-lines: 1-2 + + grep op=cache log.txt \ + | mlr --idkvp --opprint stats1 -a mean -f hit -g type then sort -f type + type hit_mean + A1 0.8571428571428571 + A4 0.7142857142857143 + A9 0.09090909090909091 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --from log.txt --opprint \ + filter 'is_present($batch_size)' \ + then step -a delta -f time,num_filtered \ + then sec2gmt time + time batch_size num_filtered time_delta num_filtered_delta + 2016-09-02T12:34:50Z 100 237 0 0 + 2016-09-02T12:35:05Z 100 348 15 111 + 2016-09-02T12:35:13Z 100 493 8 145 + 2016-09-02T12:35:20Z 100 554 7 61 + 2016-09-02T12:35:36Z 100 612 16 58 + 2016-09-02T12:35:42Z 100 728 6 116 + +Alternatively, we can simply group the similar data for a better look: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint group-like log.txt + op time + enter 1472819681 + + op type hit + cache A9 0 + cache A4 1 + cache A1 1 + cache A9 0 + cache A1 1 + cache A9 0 + cache A9 0 + cache A1 1 + cache A4 1 + cache A9 0 + cache A9 0 + cache A9 0 + cache A9 0 + cache A4 1 + cache A9 1 + cache A1 1 + cache A9 0 + cache A9 0 + cache A9 1 + cache A1 0 + cache A4 1 + cache A9 0 + cache A9 0 + cache A9 0 + cache A4 0 + cache A4 0 + cache A9 0 + cache A1 1 + cache A9 0 + cache A9 0 + cache A9 0 + cache A9 0 + cache A4 1 + cache A1 1 + cache A9 0 + cache A9 0 + + time batch_size num_filtered + 1472819690 100 237 + 1472819705 100 348 + 1472819713 100 493 + 1472819720 100 554 + 1472819736 100 612 + 1472819742 100 728 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint group-like then sec2gmt time log.txt + op time + enter 2016-09-02T12:34:41Z + + op type hit + cache A9 0 + cache A4 1 + cache A1 1 + cache A9 0 + cache A1 1 + cache A9 0 + cache A9 0 + cache A1 1 + cache A4 1 + cache A9 0 + cache A9 0 + cache A9 0 + cache A9 0 + cache A4 1 + cache A9 1 + cache A1 1 + cache A9 0 + cache A9 0 + cache A9 1 + cache A1 0 + cache A4 1 + cache A9 0 + cache A9 0 + cache A9 0 + cache A4 0 + cache A4 0 + cache A9 0 + cache A1 1 + cache A9 0 + cache A9 0 + cache A9 0 + cache A9 0 + cache A4 1 + cache A1 1 + cache A9 0 + cache A9 0 + + time batch_size num_filtered + 2016-09-02T12:34:50Z 100 237 + 2016-09-02T12:35:05Z 100 348 + 2016-09-02T12:35:13Z 100 493 + 2016-09-02T12:35:20Z 100 554 + 2016-09-02T12:35:36Z 100 612 + 2016-09-02T12:35:42Z 100 728 + +Parsing log-file output +---------------------------------------------------------------- + +This, of course, depends highly on what's in your log files. But, as an example, suppose you have log-file lines such as + +.. code-block:: none + + 2015-10-08 08:29:09,445 INFO com.company.path.to.ClassName @ [sometext] various/sorts/of data {& punctuation} hits=1 status=0 time=2.378 + +I prefer to pre-filter with ``grep`` and/or ``sed`` to extract the structured text, then hand that to Miller. Example: + +.. code-block:: none + :emphasize-lines: 1-3 + + grep 'various sorts' *.log \ + | sed 's/.*} //' \ + | mlr --fs space --repifs --oxtab stats1 -a min,p10,p50,p90,max -f time -g status diff --git a/docs6b/docs/_build/html/_sources/manpage.rst.txt b/docs6b/docs/_build/html/_sources/manpage.rst.txt new file mode 100644 index 000000000..34d6fa074 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/manpage.rst.txt @@ -0,0 +1,2381 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Manpage +================================================================ + +This is simply a copy of what you should see on running **man mlr** at a command prompt, once Miller is installed on your system. + +.. code-block:: none + + MILLER(1) MILLER(1) + + + + NAME + miller - like awk, sed, cut, join, and sort for name-indexed data such + as CSV and tabular JSON. + + SYNOPSIS + Usage: mlr [I/O options] {verb} [verb-dependent options ...] {zero or + more file names} + + + DESCRIPTION + Miller operates on key-value-pair data while the familiar Unix tools + operate on integer-indexed fields: if the natural data structure for + the latter is the array, then Miller's natural data structure is the + insertion-ordered hash map. This encompasses a variety of data + formats, including but not limited to the familiar CSV, TSV, and JSON. + (Miller can handle positionally-indexed data as a special case.) This + manpage documents Miller v5.10.1. + + EXAMPLES + COMMAND-LINE SYNTAX + mlr --csv cut -f hostname,uptime mydata.csv + mlr --tsv --rs lf filter '$status != "down" && $upsec >= 10000' *.tsv + mlr --nidx put '$sum = $7 < 0.0 ? 3.5 : $7 + 2.1*$8' *.dat + grep -v '^#' /etc/group | mlr --ifs : --nidx --opprint label group,pass,gid,member then sort -f group + mlr join -j account_id -f accounts.dat then group-by account_name balances.dat + mlr --json put '$attr = sub($attr, "([0-9]+)_([0-9]+)_.*", "\1:\2")' data/*.json + mlr stats1 -a min,mean,max,p10,p50,p90 -f flag,u,v data/* + mlr stats2 -a linreg-pca -f u,v -g shape data/* + mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' data/* + mlr --from estimates.tbl put ' + for (k,v in $*) { + if (is_numeric(v) && k =~ "^[t-z].*$") { + $sum += v; $count += 1 + } + } + $mean = $sum / $count # no assignment if count unset' + mlr --from infile.dat put -f analyze.mlr + mlr --from infile.dat put 'tee > "./taps/data-".$a."-".$b, $*' + mlr --from infile.dat put 'tee | "gzip > ./taps/data-".$a."-".$b.".gz", $*' + mlr --from infile.dat put -q '@v=$*; dump | "jq .[]"' + mlr --from infile.dat put '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}' + + DATA FORMATS + 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" + +-----------------------+ + + OPTIONS + In the following option flags, the version with "i" designates the + input stream, "o" the output stream, and the version without prefix + sets the option for both input and output stream. For example: --irs + sets the input record separator, --ors the output record separator, and + --rs sets both the input and output separator to the given value. + + HELP OPTIONS + -h or --help Show this message. + --version Show the software version. + {verb name} --help Show verb-specific help. + --help-all-verbs Show help on all verbs. + -l or --list-all-verbs List only verb names. + -L List only verb names, one per line. + -f or --help-all-functions Show help on all built-in functions. + -F Show a bare listing of built-in functions by name. + -k or --help-all-keywords Show help on all keywords. + -K Show a bare listing of keywords by name. + + VERB LIST + altkv bar bootstrap cat check clean-whitespace count count-distinct + count-similar cut decimate fill-down filter format-values fraction grep + group-by group-like having-fields head histogram join label least-frequent + merge-fields most-frequent nest nothing put regularize remove-empty-columns + rename reorder repeat reshape sample sec2gmt sec2gmtdate seqgen shuffle + skip-trivial-records sort sort-within-records stats1 stats2 step tac tail tee + top uniq unsparsify + + FUNCTION LIST + + + - - * / // .+ .+ .- .- .* ./ .// % ** | ^ & ~ << >> bitcount == != =~ !=~ + > >= < <= && || ^^ ! ? : . gsub regextract regextract_or_else strlen sub ssub + substr tolower toupper truncate capitalize lstrip rstrip strip + collapse_whitespace clean_whitespace system abs acos acosh asin asinh atan + atan2 atanh cbrt ceil cos cosh erf erfc exp expm1 floor invqnorm log log10 + log1p logifit madd max mexp min mmul msub pow qnorm round roundm sgn sin sinh + sqrt tan tanh urand urandrange urand32 urandint dhms2fsec dhms2sec fsec2dhms + fsec2hms gmt2sec localtime2sec hms2fsec hms2sec sec2dhms sec2gmt sec2gmt + sec2gmtdate sec2localtime sec2localtime sec2localdate sec2hms strftime + strftime_local strptime strptime_local systime is_absent is_bool is_boolean + is_empty is_empty_map is_float is_int is_map is_nonempty_map is_not_empty + is_not_map is_not_null is_null is_numeric is_present is_string + asserting_absent asserting_bool asserting_boolean asserting_empty + asserting_empty_map asserting_float asserting_int asserting_map + asserting_nonempty_map asserting_not_empty asserting_not_map + asserting_not_null asserting_null asserting_numeric asserting_present + asserting_string boolean float fmtnum hexfmt int string typeof depth haskey + joink joinkv joinv leafcount length mapdiff mapexcept mapselect mapsum splitkv + splitkvx splitnv splitnvx + + Please use "mlr --help-function {function name}" for function-specific help. + + I/O FORMATTING + --idkvp --odkvp --dkvp Delimited key-value pairs, e.g "a=1,b=2" + (this is Miller's default format). + + --inidx --onidx --nidx Implicitly-integer-indexed fields + (Unix-toolkit style). + -T Synonymous with "--nidx --fs tab". + + --icsv --ocsv --csv Comma-separated value (or tab-separated + with --fs tab, etc.) + + --itsv --otsv --tsv Keystroke-savers for "--icsv --ifs tab", + "--ocsv --ofs tab", "--csv --fs tab". + --iasv --oasv --asv Similar but using ASCII FS 0x1f and RS 0x1e + --iusv --ousv --usv Similar but using Unicode FS U+241F (UTF-8 0xe2909f) + and RS U+241E (UTF-8 0xe2909e) + + --icsvlite --ocsvlite --csvlite Comma-separated value (or tab-separated + with --fs tab, etc.). The 'lite' CSV does not handle + RFC-CSV double-quoting rules; is slightly faster; + and handles heterogeneity in the input stream via + empty newline followed by new header line. See also + http://johnkerl.org/miller/doc/file-formats.html#CSV/TSV/etc. + + --itsvlite --otsvlite --tsvlite Keystroke-savers for "--icsvlite --ifs tab", + "--ocsvlite --ofs tab", "--csvlite --fs tab". + -t Synonymous with --tsvlite. + --iasvlite --oasvlite --asvlite Similar to --itsvlite et al. but using ASCII FS 0x1f and RS 0x1e + --iusvlite --ousvlite --usvlite Similar to --itsvlite et al. but using Unicode FS U+241F (UTF-8 0xe2909f) + and RS U+241E (UTF-8 0xe2909e) + + --ipprint --opprint --pprint Pretty-printed tabular (produces no + output until all input is in). + --right Right-justifies all fields for PPRINT output. + --barred Prints a border around PPRINT output + (only available for output). + + --omd Markdown-tabular (only available for output). + + --ixtab --oxtab --xtab Pretty-printed vertical-tabular. + --xvright Right-justifies values for XTAB format. + + --ijson --ojson --json JSON tabular: sequence or list of one-level + maps: {...}{...} or [{...},{...}]. + --json-map-arrays-on-input JSON arrays are unmillerable. --json-map-arrays-on-input + --json-skip-arrays-on-input is the default: arrays are converted to integer-indexed + --json-fatal-arrays-on-input maps. The other two options cause them to be skipped, or + to be treated as errors. Please use the jq tool for full + JSON (pre)processing. + --jvstack Put one key-value pair per line for JSON + output. + --jsonx --ojsonx Keystroke-savers for --json --jvstack + --jsonx --ojsonx and --ojson --jvstack, respectively. + --jlistwrap Wrap JSON output in outermost [ ]. + --jknquoteint Do not quote non-string map keys in JSON output. + --jvquoteall Quote map values in JSON output, even if they're + numeric. + --jflatsep {string} Separator for flattening multi-level JSON keys, + e.g. '{"a":{"b":3}}' becomes a:b => 3 for + non-JSON formats. Defaults to :. + + -p is a keystroke-saver for --nidx --fs space --repifs + + Examples: --csv for CSV-formatted input and output; --idkvp --opprint for + DKVP-formatted input and pretty-printed output. + + Please use --iformat1 --oformat2 rather than --format1 --oformat2. + The latter sets up input and output flags for format1, not all of which + are overridden in all cases by setting output format to format2. + + 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. + + FORMAT-CONVERSION KEYSTROKE-SAVERS + 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. + + COMPRESSED I/O + --prepipe {command} This allows Miller to handle compressed inputs. You can do + without this for single input files, e.g. "gunzip < myfile.csv.gz | mlr ...". + + However, when multiple input files are present, between-file separations are + lost; also, the FILENAME variable doesn't iterate. Using --prepipe you can + specify an action to be taken on each input file. This pre-pipe command must + be able to read from standard input; it will be invoked with + {command} < {filename}. + Examples: + mlr --prepipe 'gunzip' + mlr --prepipe 'zcat -cf' + mlr --prepipe 'xz -cd' + mlr --prepipe cat + mlr --prepipe-gunzip + mlr --prepipe-zcat + Note that this feature is quite general and is not limited to decompression + utilities. You can use it to apply per-file filters of your choice. + For output compression (or other) utilities, simply pipe the output: + mlr ... | {your compression command} + + There are shorthands --prepipe-zcat and --prepipe-gunzip which are + valid in .mlrrc files. The --prepipe flag is not valid in .mlrrc + files since that would put execution of the prepipe command under + control of the .mlrrc file. + + SEPARATORS + --rs --irs --ors Record separators, e.g. 'lf' or '\r\n' + --fs --ifs --ofs --repifs Field separators, e.g. comma + --ps --ips --ops Pair separators, e.g. equals sign + + Notes about 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. + + Notes about all other separators: + * IPS/OPS are only used for DKVP and XTAB formats, since only in these formats + do key-value pairs appear juxtaposed. + * IRS/ORS are ignored for XTAB format. Nominally IFS and OFS are newlines; + XTAB records are separated by two or more consecutive IFS/OFS -- i.e. + a blank line. Everything above about --irs/--ors/--rs auto becomes --ifs/--ofs/--fs + auto for XTAB format. (XTAB's default IFS/OFS are "auto".) + * OFS must be single-character for PPRINT format. This is because it is used + with repetition for alignment; multi-character separators would make + alignment impossible. + * OPS may be multi-character for XTAB format, in which case alignment is + disabled. + * TSV is simply CSV using tab as field separator ("--fs tab"). + * FS/PS are ignored for markdown format; RS is used. + * All FS and PS options are ignored for JSON format, since they are not relevant + to the JSON format. + * You can specify separators in any of the following ways, shown by example: + - Type them out, quoting as necessary for shell escapes, e.g. + "--fs '|' --ips :" + - C-style escape sequences, e.g. "--rs '\r\n' --fs '\t'". + - To avoid backslashing, you can use any of the following names: + cr crcr newline lf lflf crlf crlfcrlf tab space comma pipe slash colon semicolon equals + * Default separators by format: + File format RS FS PS + gen N/A (N/A) (N/A) + dkvp auto , = + json auto (N/A) (N/A) + nidx auto space (N/A) + csv auto , (N/A) + csvlite auto , (N/A) + markdown auto (N/A) (N/A) + pprint auto space (N/A) + xtab (N/A) auto space + + CSV-SPECIFIC OPTIONS + --implicit-csv-header Use 1,2,3,... as field labels, rather than from line 1 + of input files. Tip: combine with "label" to recreate + missing headers. + --allow-ragged-csv-input|--ragged If a data line has fewer fields than the header line, + fill remaining keys with empty string. If a data line has more + fields than the header line, use integer field labels as in + the implicit-header case. + --headerless-csv-output Print only CSV data lines. + -N Keystroke-saver for --implicit-csv-header --headerless-csv-output. + + DOUBLE-QUOTING FOR CSV/CSVLITE OUTPUT + --quote-all Wrap all fields in double quotes + --quote-none Do not wrap any fields in double quotes, even if they have + OFS or ORS in them + --quote-minimal Wrap fields in double quotes only if they have OFS or ORS + in them (default) + --quote-numeric Wrap fields in double quotes only if they have numbers + in them + --quote-original Wrap fields in double quotes if and only if they were + quoted on input. This isn't sticky for computed fields: + e.g. if fields a and b were quoted on input and you do + "put '$c = $a . $b'" then field c won't inherit a or b's + was-quoted-on-input flag. + + NUMERICAL FORMATTING + --ofmt {format} E.g. %.18lf, %.0lf. Please use sprintf-style codes for + double-precision. Applies to verbs which compute new + values, e.g. put, stats1, stats2. See also the fmtnum + function within mlr put (mlr --help-all-functions). + Defaults to %lf. + + OTHER OPTIONS + --seed {n} with n of the form 12345678 or 0xcafefeed. For put/filter + urand()/urandint()/urand32(). + --nr-progress-mod {m}, with m a positive integer: print filename and record + count to stderr every m input records. + --from {filename} Use this to specify an input file before the verb(s), + rather than after. May be used more than once. Example: + "mlr --from a.dat --from b.dat cat" is the same as + "mlr cat a.dat b.dat". + -n Process no input files, nor standard input either. Useful + for mlr put with begin/end statements only. (Same as --from + /dev/null.) Also useful in "mlr -n put -v '...'" for + analyzing abstract syntax trees (if that's your thing). + -I Process files in-place. For each file name on the command + line, output is written to a temp file in the same + directory, which is then renamed over the original. Each + file is processed in isolation: if the output format is + CSV, CSV headers will be present in each output file; + statistics are only over each file's own records; and so on. + + THEN-CHAINING + Output of one verb may be chained as input to another using "then", e.g. + mlr stats1 -a min,mean,max -f flag,u,v -g color then sort -f color + + AUXILIARY COMMANDS + Miller has a few otherwise-standalone executables packaged within it. + They do not participate in any other parts of Miller. + Available subcommands: + aux-list + lecat + termcvt + hex + unhex + netbsd-strptime + For more information, please invoke mlr {subcommand} --help + + MLRRC + You can set up personal defaults via a $HOME/.mlrrc and/or ./.mlrrc. + For example, if you usually process CSV, then you can put "--csv" in your .mlrrc file + and that will be the default input/output format unless otherwise specified on the command line. + + The .mlrrc file format is one "--flag" or "--option value" per line, with the leading "--" optional. + Hash-style comments and blank lines are ignored. + + Sample .mlrrc: + # Input and output formats are CSV by default (unless otherwise specified + # on the mlr command line): + csv + # These are no-ops for CSV, but when I do use JSON output, I want these + # pretty-printing options to be used: + jvstack + jlistwrap + + How to specify location of .mlrrc: + * If $MLRRC is set: + o If its value is "__none__" then no .mlrrc files are processed. + o Otherwise, its value (as a filename) is loaded and processed. If there are syntax + errors, they abort mlr with a usage message (as if you had mistyped something on the + command line). If the file can't be loaded at all, though, it is silently skipped. + o Any .mlrrc in your home directory or current directory is ignored whenever $MLRRC is + set in the environment. + * Otherwise: + o If $HOME/.mlrrc exists, it's then processed as above. + o If ./.mlrrc exists, it's then also processed as above. + (I.e. current-directory .mlrrc defaults are stacked over home-directory .mlrrc defaults.) + + See also: + https://johnkerl.org/miller/doc/customization.html + + VERBS + altkv + Usage: mlr altkv [no options] + Given fields with values of the form a,b,c,d,e,f emits a=b,c=d,e=f pairs. + + bar + Usage: mlr bar [options] + Replaces a numeric field with a number of asterisks, allowing for cheesy + bar plots. These align best with --opprint or --oxtab output format. + Options: + -f {a,b,c} Field names to convert to bars. + -c {character} Fill character: default '*'. + -x {character} Out-of-bounds character: default '#'. + -b {character} Blank character: default '.'. + --lo {lo} Lower-limit value for min-width bar: default '0.000000'. + --hi {hi} Upper-limit value for max-width bar: default '100.000000'. + -w {n} Bar-field width: default '40'. + --auto Automatically computes limits, ignoring --lo and --hi. + Holds all records in memory before producing any output. + + bootstrap + Usage: mlr bootstrap [options] + Emits an n-sample, with replacement, of the input records. + Options: + -n {number} Number of samples to output. Defaults to number of input records. + Must be non-negative. + See also mlr sample and mlr shuffle. + + cat + Usage: mlr cat [options] + Passes input records directly to output. Most useful for format conversion. + Options: + -n Prepend field "n" to each record with record-counter starting at 1 + -g {comma-separated field name(s)} When used with -n/-N, writes record-counters + keyed by specified field name(s). + -v Write a low-level record-structure dump to stderr. + -N {name} Prepend field {name} to each record with record-counter starting at 1 + + check + Usage: mlr check + Consumes records without printing any output. + Useful for doing a well-formatted check on input data. + + clean-whitespace + Usage: mlr clean-whitespace [options] + For each record, for each field in the record, whitespace-cleans the keys and + values. Whitespace-cleaning entails stripping leading and trailing whitespace, + and replacing multiple whitespace with singles. For finer-grained control, + please see the DSL functions lstrip, rstrip, strip, collapse_whitespace, + and clean_whitespace. + + Options: + -k|--keys-only Do not touch values. + -v|--values-only Do not touch keys. + It is an error to specify -k as well as -v -- to clean keys and values, + leave off -k as well as -v. + + count + Usage: mlr count [options] + Prints number of records, optionally grouped by distinct values for specified field names. + + Options: + -g {a,b,c} Field names for distinct count. + -n Show only the number of distinct values. Not interesting without -g. + -o {name} Field name for output count. Default "count". + + count-distinct + Usage: mlr count-distinct [options] + Prints number of records having distinct values for specified field names. + Same as uniq -c. + + Options: + -f {a,b,c} Field names for distinct count. + -n Show only the number of distinct values. Not compatible with -u. + -o {name} Field name for output count. Default "count". + Ignored with -u. + -u Do unlashed counts for multiple field names. With -f a,b and + without -u, computes counts for distinct combinations of a + and b field values. With -f a,b and with -u, computes counts + for distinct a field values and counts for distinct b field + values separately. + + count-similar + Usage: mlr count-similar [options] + Ingests all records, then emits each record augmented by a count of + the number of other records having the same group-by field values. + Options: + -g {d,e,f} Group-by-field names for counts. + -o {name} Field name for output count. Default "count". + + cut + Usage: mlr cut [options] + Passes through input records with specified fields included/excluded. + -f {a,b,c} Field names to include for cut. + -o Retain fields in the order specified here in the argument list. + Default is to retain them in the order found in the input data. + -x|--complement Exclude, rather than include, field names specified by -f. + -r Treat field names as regular expressions. "ab", "a.*b" will + match any field name containing the substring "ab" or matching + "a.*b", respectively; anchors of the form "^ab$", "^a.*b$" may + be used. The -o flag is ignored when -r is present. + Examples: + mlr cut -f hostname,status + mlr cut -x -f hostname,status + mlr cut -r -f '^status$,sda[0-9]' + mlr cut -r -f '^status$,"sda[0-9]"' + mlr cut -r -f '^status$,"sda[0-9]"i' (this is case-insensitive) + + decimate + Usage: mlr decimate [options] + -n {count} Decimation factor; default 10 + -b Decimate by printing first of every n. + -e Decimate by printing last of every n (default). + -g {a,b,c} Optional group-by-field names for decimate counts + Passes through one of every n records, optionally by category. + + fill-down + Usage: mlr fill-down [options] + -f {a,b,c} Field names for fill-down + -a|--only-if-absent Field names for fill-down + If a given record has a missing value for a given field, fill that from + the corresponding value from a previous record, if any. + By default, a 'missing' field either is absent, or has the empty-string value. + With -a, a field is 'missing' only if it is absent. + + filter + Usage: mlr filter [options] {expression} + Prints records for which {expression} evaluates to true. + If there are multiple semicolon-delimited expressions, all of them are + evaluated and the last one is used as the filter criterion. + + Conversion options: + -S: Keeps field values as strings with no type inference to int or float. + -F: Keeps field values as strings or floats with no inference to int. + All field values are type-inferred to int/float/string unless this behavior is + suppressed with -S or -F. + + Output/formatting options: + --oflatsep {string}: Separator to use when flattening multi-level @-variables + to output records for emit. Default ":". + --jknquoteint: For dump output (JSON-formatted), do not quote map keys if non-string. + --jvquoteall: For dump output (JSON-formatted), quote map values even if non-string. + Any of the output-format command-line flags (see mlr -h). Example: using + mlr --icsv --opprint ... then put --ojson 'tee > "mytap-".$a.".dat", $*' then ... + the input is CSV, the output is pretty-print tabular, but the tee-file output + is written in JSON format. + --no-fflush: for emit, tee, print, and dump, don't call fflush() after every + record. + + Expression-specification options: + -f {filename}: the DSL expression is taken from the specified file rather + than from the command line. Outer single quotes wrapping the expression + should not be placed in the file. If -f is specified more than once, + all input files specified using -f are concatenated to produce the expression. + (For example, you can define functions in one file and call them from another.) + -e {expression}: You can use this after -f to add an expression. Example use + case: define functions/subroutines in a file you specify with -f, then call + them with an expression you specify with -e. + (If you mix -e and -f then the expressions are evaluated in the order encountered. + Since the expression pieces are simply concatenated, please be sure to use intervening + semicolons to separate expressions.) + + -s name=value: Predefines out-of-stream variable @name to have value "value". + Thus mlr filter put -s foo=97 '$column += @foo' is like + mlr filter put 'begin {@foo = 97} $column += @foo'. + The value part is subject to type-inferencing as specified by -S/-F. + May be specified more than once, e.g. -s name1=value1 -s name2=value2. + Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE + + Tracing options: + -v: Prints the expressions's AST (abstract syntax tree), which gives + full transparency on the precedence and associativity rules of + Miller's grammar, to stdout. + -a: Prints a low-level stack-allocation trace to stdout. + -t: Prints a low-level parser trace to stderr. + -T: Prints a every statement to stderr as it is executed. + + Other options: + -x: Prints records for which {expression} evaluates to false. + + Please use a dollar sign for field names and double-quotes for string + literals. If field names have special characters such as "." then you might + use braces, e.g. '${field.name}'. Miller built-in variables are + NF NR FNR FILENUM FILENAME M_PI M_E, and ENV["namegoeshere"] to access environment + variables. The environment-variable name may be an expression, e.g. a field + value. + + Use # to comment to end of line. + + Examples: + mlr filter 'log10($count) > 4.0' + mlr filter 'FNR == 2' (second record in each file) + mlr filter 'urand() < 0.001' (subsampling) + mlr filter '$color != "blue" && $value > 4.2' + mlr filter '($x<.5 && $y<.5) || ($x>.5 && $y>.5)' + mlr filter '($name =~ "^sys.*east$") || ($name =~ "^dev.[0-9]+"i)' + mlr filter '$ab = $a+$b; $cd = $c+$d; $ab != $cd' + mlr filter ' + NR == 1 || + #NR == 2 || + NR == 3 + ' + + Please see https://miller.readthedocs.io/en/latest/reference.html for more information + including function list. Or "mlr -f". Please also see "mlr grep" which is + useful when you don't yet know which field name(s) you're looking for. + Please see in particular: + http://www.johnkerl.org/miller/doc/reference-verbs.html#filter + + format-values + Usage: mlr format-values [options] + Applies format strings to all field values, depending on autodetected type. + * If a field value is detected to be integer, applies integer format. + * Else, if a field value is detected to be float, applies float format. + * Else, applies string format. + + Note: this is a low-keystroke way to apply formatting to many fields. To get + finer control, please see the fmtnum function within the mlr put DSL. + + Note: this verb lets you apply arbitrary format strings, which can produce + undefined behavior and/or program crashes. See your system's "man printf". + + Options: + -i {integer format} Defaults to "%lld". + Examples: "%06lld", "%08llx". + Note that Miller integers are long long so you must use + formats which apply to long long, e.g. with ll in them. + Undefined behavior results otherwise. + -f {float format} Defaults to "%lf". + Examples: "%8.3lf", "%.6le". + Note that Miller floats are double-precision so you must + use formats which apply to double, e.g. with l[efg] in them. + Undefined behavior results otherwise. + -s {string format} Defaults to "%s". + Examples: "_%s", "%08s". + Note that you must use formats which apply to string, e.g. + with s in them. Undefined behavior results otherwise. + -n Coerce field values autodetected as int to float, and then + apply the float format. + + fraction + Usage: mlr fraction [options] + For each record's value in specified fields, computes the ratio of that + value to the sum of values in that field over all input records. + E.g. with input records x=1 x=2 x=3 and x=4, emits output records + x=1,x_fraction=0.1 x=2,x_fraction=0.2 x=3,x_fraction=0.3 and x=4,x_fraction=0.4 + + Note: this is internally a two-pass algorithm: on the first pass it retains + input records and accumulates sums; on the second pass it computes quotients + and emits output records. This means it produces no output until all input is read. + + Options: + -f {a,b,c} Field name(s) for fraction calculation + -g {d,e,f} Optional group-by-field name(s) for fraction counts + -p Produce percents [0..100], not fractions [0..1]. Output field names + end with "_percent" rather than "_fraction" + -c Produce cumulative distributions, i.e. running sums: each output + value folds in the sum of the previous for the specified group + E.g. with input records x=1 x=2 x=3 and x=4, emits output records + x=1,x_cumulative_fraction=0.1 x=2,x_cumulative_fraction=0.3 + x=3,x_cumulative_fraction=0.6 and x=4,x_cumulative_fraction=1.0 + + grep + Usage: mlr grep [options] {regular expression} + Passes through records which match {regex}. + Options: + -i Use case-insensitive search. + -v Invert: pass through records which do not match the regex. + Note that "mlr filter" is more powerful, but requires you to know field names. + By contrast, "mlr grep" allows you to regex-match the entire record. It does + this by formatting each record in memory as DKVP, using command-line-specified + ORS/OFS/OPS, and matching the resulting line against the regex specified + here. In particular, the regex is not applied to the input stream: if you + have CSV with header line "x,y,z" and data line "1,2,3" then the regex will + be matched, not against either of these lines, but against the DKVP line + "x=1,y=2,z=3". Furthermore, not all the options to system grep are supported, + and this command is intended to be merely a keystroke-saver. To get all the + features of system grep, you can do + "mlr --odkvp ... | grep ... | mlr --idkvp ..." + + group-by + Usage: mlr group-by {comma-separated field names} + Outputs records in batches having identical values at specified field names. + + group-like + Usage: mlr group-like + Outputs records in batches having identical field names. + + having-fields + Usage: mlr having-fields [options] + Conditionally passes through records depending on each record's field names. + Options: + --at-least {comma-separated names} + --which-are {comma-separated names} + --at-most {comma-separated names} + --all-matching {regular expression} + --any-matching {regular expression} + --none-matching {regular expression} + Examples: + mlr having-fields --which-are amount,status,owner + mlr having-fields --any-matching 'sda[0-9]' + mlr having-fields --any-matching '"sda[0-9]"' + mlr having-fields --any-matching '"sda[0-9]"i' (this is case-insensitive) + + head + Usage: mlr head [options] + -n {count} Head count to print; default 10 + -g {a,b,c} Optional group-by-field names for head counts + Passes through the first n records, optionally by category. + Without -g, ceases consuming more input (i.e. is fast) when n + records have been read. + + histogram + Usage: mlr histogram [options] + -f {a,b,c} Value-field names for histogram counts + --lo {lo} Histogram low value + --hi {hi} Histogram high value + --nbins {n} Number of histogram bins + --auto Automatically computes limits, ignoring --lo and --hi. + Holds all values in memory before producing any output. + -o {prefix} Prefix for output field name. Default: no prefix. + Just a histogram. Input values < lo or > hi are not counted. + + join + Usage: mlr join [options] + Joins records from specified left file name with records from all file names + at the end of the Miller argument list. + Functionality is essentially the same as the system "join" command, but for + record streams. + Options: + -f {left file name} + -j {a,b,c} Comma-separated join-field names for output + -l {a,b,c} Comma-separated join-field names for left input file; + defaults to -j values if omitted. + -r {a,b,c} Comma-separated join-field names for right input file(s); + defaults to -j values if omitted. + --lp {text} Additional prefix for non-join output field names from + the left file + --rp {text} Additional prefix for non-join output field names from + the right file(s) + --np Do not emit paired records + --ul Emit unpaired records from the left file + --ur Emit unpaired records from the right file(s) + -s|--sorted-input Require sorted input: records must be sorted + lexically by their join-field names, else not all records will + be paired. The only likely use case for this is with a left + file which is too big to fit into system memory otherwise. + -u Enable unsorted input. (This is the default even without -u.) + In this case, the entire left file will be loaded into memory. + --prepipe {command} As in main input options; see mlr --help for details. + If you wish to use a prepipe command for the main input as well + as here, it must be specified there as well as here. + File-format options default to those for the right file names on the Miller + argument list, but may be overridden for the left file as follows. Please see + the main "mlr --help" for more information on syntax for these arguments. + -i {one of csv,dkvp,nidx,pprint,xtab} + --irs {record-separator character} + --ifs {field-separator character} + --ips {pair-separator character} + --repifs + --repips + Please use "mlr --usage-separator-options" for information on specifying separators. + Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#join for more information + including examples. + + label + Usage: mlr label {new1,new2,new3,...} + Given n comma-separated names, renames the first n fields of each record to + have the respective name. (Fields past the nth are left with their original + names.) Particularly useful with --inidx or --implicit-csv-header, to give + useful names to otherwise integer-indexed fields. + Examples: + "echo 'a b c d' | mlr --inidx --odkvp cat" gives "1=a,2=b,3=c,4=d" + "echo 'a b c d' | mlr --inidx --odkvp label s,t" gives "s=a,t=b,3=c,4=d" + + least-frequent + Usage: mlr least-frequent [options] + Shows the least frequently occurring distinct values for specified field names. + The first entry is the statistical anti-mode; the remaining are runners-up. + Options: + -f {one or more comma-separated field names}. Required flag. + -n {count}. Optional flag defaulting to 10. + -b Suppress counts; show only field values. + -o {name} Field name for output count. Default "count". + See also "mlr most-frequent". + + merge-fields + Usage: mlr merge-fields [options] + Computes univariate statistics for each input record, accumulated across + specified fields. + Options: + -a {sum,count,...} Names of accumulators. One or more of: + count Count instances of fields + mode Find most-frequently-occurring values for fields; first-found wins tie + antimode Find least-frequently-occurring values for fields; first-found wins tie + sum Compute sums of specified fields + mean Compute averages (sample means) of specified fields + stddev Compute sample standard deviation of specified fields + var Compute sample variance of specified fields + meaneb Estimate error bars for averages (assuming no sample autocorrelation) + skewness Compute sample skewness of specified fields + kurtosis Compute sample kurtosis of specified fields + min Compute minimum values of specified fields + max Compute maximum values of specified fields + -f {a,b,c} Value-field names on which to compute statistics. Requires -o. + -r {a,b,c} Regular expressions for value-field names on which to compute + statistics. Requires -o. + -c {a,b,c} Substrings for collapse mode. All fields which have the same names + after removing substrings will be accumulated together. Please see + examples below. + -i Use interpolated percentiles, like R's type=7; default like type=1. + Not sensical for string-valued fields. + -o {name} Output field basename for -f/-r. + -k Keep the input fields which contributed to the output statistics; + the default is to omit them. + -F Computes integerable things (e.g. count) in floating point. + + String-valued data make sense unless arithmetic on them is required, + e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data, + numbers are less than strings. + + Example input data: "a_in_x=1,a_out_x=2,b_in_y=4,b_out_x=8". + Example: mlr merge-fields -a sum,count -f a_in_x,a_out_x -o foo + produces "b_in_y=4,b_out_x=8,foo_sum=3,foo_count=2" since "a_in_x,a_out_x" are + summed over. + Example: mlr merge-fields -a sum,count -r in_,out_ -o bar + produces "bar_sum=15,bar_count=4" since all four fields are summed over. + Example: mlr merge-fields -a sum,count -c in_,out_ + produces "a_x_sum=3,a_x_count=2,b_y_sum=4,b_y_count=1,b_x_sum=8,b_x_count=1" + since "a_in_x" and "a_out_x" both collapse to "a_x", "b_in_y" collapses to + "b_y", and "b_out_x" collapses to "b_x". + + most-frequent + Usage: mlr most-frequent [options] + Shows the most frequently occurring distinct values for specified field names. + The first entry is the statistical mode; the remaining are runners-up. + Options: + -f {one or more comma-separated field names}. Required flag. + -n {count}. Optional flag defaulting to 10. + -b Suppress counts; show only field values. + -o {name} Field name for output count. Default "count". + See also "mlr least-frequent". + + nest + Usage: mlr nest [options] + Explodes specified field values into separate fields/records, or reverses this. + Options: + --explode,--implode One is required. + --values,--pairs One is required. + --across-records,--across-fields One is required. + -f {field name} Required. + --nested-fs {string} Defaults to ";". Field separator for nested values. + --nested-ps {string} Defaults to ":". Pair separator for nested key-value pairs. + --evar {string} Shorthand for --explode --values ---across-records --nested-fs {string} + --ivar {string} Shorthand for --implode --values ---across-records --nested-fs {string} + Please use "mlr --usage-separator-options" for information on specifying separators. + + Examples: + + mlr nest --explode --values --across-records -f x + with input record "x=a;b;c,y=d" produces output records + "x=a,y=d" + "x=b,y=d" + "x=c,y=d" + Use --implode to do the reverse. + + mlr nest --explode --values --across-fields -f x + with input record "x=a;b;c,y=d" produces output records + "x_1=a,x_2=b,x_3=c,y=d" + Use --implode to do the reverse. + + mlr nest --explode --pairs --across-records -f x + with input record "x=a:1;b:2;c:3,y=d" produces output records + "a=1,y=d" + "b=2,y=d" + "c=3,y=d" + + mlr nest --explode --pairs --across-fields -f x + with input record "x=a:1;b:2;c:3,y=d" produces output records + "a=1,b=2,c=3,y=d" + + Notes: + * With --pairs, --implode doesn't make sense since the original field name has + been lost. + * The combination "--implode --values --across-records" is non-streaming: + no output records are produced until all input records have been read. In + particular, this means it won't work in tail -f contexts. But all other flag + combinations result in streaming (tail -f friendly) data processing. + * It's up to you to ensure that the nested-fs is distinct from your data's IFS: + e.g. by default the former is semicolon and the latter is comma. + See also mlr reshape. + + nothing + Usage: mlr nothing + Drops all input records. Useful for testing, or after tee/print/etc. have + produced other output. + + put + Usage: mlr put [options] {expression} + Adds/updates specified field(s). Expressions are semicolon-separated and must + either be assignments, or evaluate to boolean. Booleans with following + statements in curly braces control whether those statements are executed; + booleans without following curly braces do nothing except side effects (e.g. + regex-captures into \1, \2, etc.). + + Conversion options: + -S: Keeps field values as strings with no type inference to int or float. + -F: Keeps field values as strings or floats with no inference to int. + All field values are type-inferred to int/float/string unless this behavior is + suppressed with -S or -F. + + Output/formatting options: + --oflatsep {string}: Separator to use when flattening multi-level @-variables + to output records for emit. Default ":". + --jknquoteint: For dump output (JSON-formatted), do not quote map keys if non-string. + --jvquoteall: For dump output (JSON-formatted), quote map values even if non-string. + Any of the output-format command-line flags (see mlr -h). Example: using + mlr --icsv --opprint ... then put --ojson 'tee > "mytap-".$a.".dat", $*' then ... + the input is CSV, the output is pretty-print tabular, but the tee-file output + is written in JSON format. + --no-fflush: for emit, tee, print, and dump, don't call fflush() after every + record. + + Expression-specification options: + -f {filename}: the DSL expression is taken from the specified file rather + than from the command line. Outer single quotes wrapping the expression + should not be placed in the file. If -f is specified more than once, + all input files specified using -f are concatenated to produce the expression. + (For example, you can define functions in one file and call them from another.) + -e {expression}: You can use this after -f to add an expression. Example use + case: define functions/subroutines in a file you specify with -f, then call + them with an expression you specify with -e. + (If you mix -e and -f then the expressions are evaluated in the order encountered. + Since the expression pieces are simply concatenated, please be sure to use intervening + semicolons to separate expressions.) + + -s name=value: Predefines out-of-stream variable @name to have value "value". + Thus mlr put put -s foo=97 '$column += @foo' is like + mlr put put 'begin {@foo = 97} $column += @foo'. + The value part is subject to type-inferencing as specified by -S/-F. + May be specified more than once, e.g. -s name1=value1 -s name2=value2. + Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE + + Tracing options: + -v: Prints the expressions's AST (abstract syntax tree), which gives + full transparency on the precedence and associativity rules of + Miller's grammar, to stdout. + -a: Prints a low-level stack-allocation trace to stdout. + -t: Prints a low-level parser trace to stderr. + -T: Prints a every statement to stderr as it is executed. + + Other options: + -q: Does not include the modified record in the output stream. Useful for when + all desired output is in begin and/or end blocks. + + Please use a dollar sign for field names and double-quotes for string + literals. If field names have special characters such as "." then you might + use braces, e.g. '${field.name}'. Miller built-in variables are + NF NR FNR FILENUM FILENAME M_PI M_E, and ENV["namegoeshere"] to access environment + variables. The environment-variable name may be an expression, e.g. a field + value. + + Use # to comment to end of line. + + Examples: + mlr put '$y = log10($x); $z = sqrt($y)' + mlr put '$x>0.0 { $y=log10($x); $z=sqrt($y) }' # does {...} only if $x > 0.0 + mlr put '$x>0.0; $y=log10($x); $z=sqrt($y)' # does all three statements + mlr put '$a =~ "([a-z]+)_([0-9]+); $b = "left_\1"; $c = "right_\2"' + mlr put '$a =~ "([a-z]+)_([0-9]+) { $b = "left_\1"; $c = "right_\2" }' + mlr put '$filename = FILENAME' + mlr put '$colored_shape = $color . "_" . $shape' + mlr put '$y = cos($theta); $z = atan2($y, $x)' + mlr put '$name = sub($name, "http.*com"i, "")' + mlr put -q '@sum += $x; end {emit @sum}' + mlr put -q '@sum[$a] += $x; end {emit @sum, "a"}' + mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' + mlr put -q '@min=min(@min,$x);@max=max(@max,$x); end{emitf @min, @max}' + mlr put -q 'is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*}; end {emit @recmax}' + mlr put ' + $x = 1; + #$y = 2; + $z = 3 + ' + + Please see also 'mlr -k' for examples using redirected output. + + Please see https://miller.readthedocs.io/en/latest/reference.html for more information + including function list. Or "mlr -f". + Please see in particular: + http://www.johnkerl.org/miller/doc/reference-verbs.html#put + + regularize + Usage: mlr regularize + For records seen earlier in the data stream with same field names in + a different order, outputs them with field names in the previously + encountered order. + Example: input records a=1,c=2,b=3, then e=4,d=5, then c=7,a=6,b=8 + output as a=1,c=2,b=3, then e=4,d=5, then a=6,c=7,b=8 + + remove-empty-columns + Usage: mlr remove-empty-columns + Omits fields which are empty on every input row. Non-streaming. + + rename + Usage: mlr rename [options] {old1,new1,old2,new2,...} + Renames specified fields. + Options: + -r Treat old field names as regular expressions. "ab", "a.*b" + will match any field name containing the substring "ab" or + matching "a.*b", respectively; anchors of the form "^ab$", + "^a.*b$" may be used. New field names may be plain strings, + or may contain capture groups of the form "\1" through + "\9". Wrapping the regex in double quotes is optional, but + is required if you wish to follow it with 'i' to indicate + case-insensitivity. + -g Do global replacement within each field name rather than + first-match replacement. + Examples: + mlr rename old_name,new_name' + mlr rename old_name_1,new_name_1,old_name_2,new_name_2' + mlr rename -r 'Date_[0-9]+,Date,' Rename all such fields to be "Date" + mlr rename -r '"Date_[0-9]+",Date' Same + mlr rename -r 'Date_([0-9]+).*,\1' Rename all such fields to be of the form 20151015 + mlr rename -r '"name"i,Name' Rename "name", "Name", "NAME", etc. to "Name" + + reorder + Usage: mlr reorder [options] + -f {a,b,c} Field names to reorder. + -e Put specified field names at record end: default is to put + them at record start. + Examples: + mlr reorder -f a,b sends input record "d=4,b=2,a=1,c=3" to "a=1,b=2,d=4,c=3". + mlr reorder -e -f a,b sends input record "d=4,b=2,a=1,c=3" to "d=4,c=3,a=1,b=2". + + repeat + Usage: mlr repeat [options] + Copies input records to output records multiple times. + Options must be exactly one of the following: + -n {repeat count} Repeat each input record this many times. + -f {field name} Same, but take the repeat count from the specified + field name of each input record. + Example: + echo x=0 | mlr repeat -n 4 then put '$x=urand()' + produces: + x=0.488189 + x=0.484973 + x=0.704983 + x=0.147311 + Example: + echo a=1,b=2,c=3 | mlr repeat -f b + produces: + a=1,b=2,c=3 + a=1,b=2,c=3 + Example: + echo a=1,b=2,c=3 | mlr repeat -f c + produces: + a=1,b=2,c=3 + a=1,b=2,c=3 + a=1,b=2,c=3 + + reshape + Usage: mlr reshape [options] + Wide-to-long options: + -i {input field names} -o {key-field name,value-field name} + -r {input field regexes} -o {key-field name,value-field name} + These pivot/reshape the input data such that the input fields are removed + and separate records are emitted for each key/value pair. + Note: this works with tail -f and produces output records for each input + record seen. + Long-to-wide options: + -s {key-field name,value-field name} + These pivot/reshape the input data to undo the wide-to-long operation. + Note: this does not work with tail -f; it produces output records only after + all input records have been read. + + Examples: + + Input file "wide.txt": + time X Y + 2009-01-01 0.65473572 2.4520609 + 2009-01-02 -0.89248112 0.2154713 + 2009-01-03 0.98012375 1.3179287 + + mlr --pprint reshape -i X,Y -o item,value wide.txt + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + mlr --pprint reshape -r '[A-Z]' -o item,value wide.txt + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + Input file "long.txt": + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + mlr --pprint reshape -s item,value long.txt + time X Y + 2009-01-01 0.65473572 2.4520609 + 2009-01-02 -0.89248112 0.2154713 + 2009-01-03 0.98012375 1.3179287 + See also mlr nest. + + sample + Usage: mlr sample [options] + Reservoir sampling (subsampling without replacement), optionally by category. + -k {count} Required: number of records to output, total, or by group if using -g. + -g {a,b,c} Optional: group-by-field names for samples. + See also mlr bootstrap and mlr shuffle. + + sec2gmt + Usage: mlr sec2gmt [options] {comma-separated list of field names} + Replaces a numeric field representing seconds since the epoch with the + corresponding GMT timestamp; leaves non-numbers as-is. This is nothing + more than a keystroke-saver for the sec2gmt function: + mlr sec2gmt time1,time2 + is the same as + mlr put '$time1=sec2gmt($time1);$time2=sec2gmt($time2)' + Options: + -1 through -9: format the seconds using 1..9 decimal places, respectively. + + sec2gmtdate + Usage: mlr sec2gmtdate {comma-separated list of field names} + Replaces a numeric field representing seconds since the epoch with the + corresponding GMT year-month-day timestamp; leaves non-numbers as-is. + This is nothing more than a keystroke-saver for the sec2gmtdate function: + mlr sec2gmtdate time1,time2 + is the same as + mlr put '$time1=sec2gmtdate($time1);$time2=sec2gmtdate($time2)' + + seqgen + Usage: mlr seqgen [options] + Produces a sequence of counters. Discards the input record stream. Produces + output as specified by the following options: + -f {name} Field name for counters; default "i". + --start {number} Inclusive start value; default "1". + --stop {number} Inclusive stop value; default "100". + --step {number} Step value; default "1". + Start, stop, and/or step may be floating-point. Output is integer if start, + stop, and step are all integers. Step may be negative. It may not be zero + unless start == stop. + + shuffle + Usage: mlr shuffle {no options} + Outputs records randomly permuted. No output records are produced until + all input records are read. + See also mlr bootstrap and mlr sample. + + skip-trivial-records + Usage: mlr skip-trivial-records [options] + Passes through all records except: + * those with zero fields; + * those for which all fields have empty value. + + sort + Usage: mlr sort {flags} + Flags: + -f {comma-separated field names} Lexical ascending + -n {comma-separated field names} Numerical ascending; nulls sort last + -nf {comma-separated field names} Same as -n + -r {comma-separated field names} Lexical descending + -nr {comma-separated field names} Numerical descending; nulls sort first + Sorts records primarily by the first specified field, secondarily by the second + field, and so on. (Any records not having all specified sort keys will appear + at the end of the output, in the order they were encountered, regardless of the + specified sort order.) The sort is stable: records that compare equal will sort + in the order they were encountered in the input record stream. + + Example: + mlr sort -f a,b -nr x,y,z + which is the same as: + mlr sort -f a -f b -nr x -nr y -nr z + + sort-within-records + Usage: mlr sort-within-records [no options] + Outputs records sorted lexically ascending by keys. + + stats1 + Usage: mlr stats1 [options] + Computes univariate statistics for one or more given fields, accumulated across + the input record stream. + Options: + -a {sum,count,...} Names of accumulators: p10 p25.2 p50 p98 p100 etc. and/or + one or more of: + count Count instances of fields + mode Find most-frequently-occurring values for fields; first-found wins tie + antimode Find least-frequently-occurring values for fields; first-found wins tie + sum Compute sums of specified fields + mean Compute averages (sample means) of specified fields + stddev Compute sample standard deviation of specified fields + var Compute sample variance of specified fields + meaneb Estimate error bars for averages (assuming no sample autocorrelation) + skewness Compute sample skewness of specified fields + kurtosis Compute sample kurtosis of specified fields + min Compute minimum values of specified fields + max Compute maximum values of specified fields + -f {a,b,c} Value-field names on which to compute statistics + --fr {regex} Regex for value-field names on which to compute statistics + (compute statistics on values in all field names matching regex) + --fx {regex} Inverted regex for value-field names on which to compute statistics + (compute statistics on values in all field names not matching regex) + -g {d,e,f} Optional group-by-field names + --gr {regex} Regex for optional group-by-field names + (group by values in field names matching regex) + --gx {regex} Inverted regex for optional group-by-field names + (group by values in field names not matching regex) + --grfx {regex} Shorthand for --gr {regex} --fx {that same regex} + -i Use interpolated percentiles, like R's type=7; default like type=1. + Not sensical for string-valued fields. + -s Print iterative stats. Useful in tail -f contexts (in which + case please avoid pprint-format output since end of input + stream will never be seen). + -F Computes integerable things (e.g. count) in floating point. + Example: mlr stats1 -a min,p10,p50,p90,max -f value -g size,shape + Example: mlr stats1 -a count,mode -f size + Example: mlr stats1 -a count,mode -f size -g shape + Example: mlr stats1 -a count,mode --fr '^[a-h].*$' -gr '^k.*$' + This computes count and mode statistics on all field names beginning + with a through h, grouped by all field names starting with k. + Notes: + * p50 and median are synonymous. + * min and max output the same results as p0 and p100, respectively, but use + less memory. + * String-valued data make sense unless arithmetic on them is required, + e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data, + numbers are less than strings. + * count and mode allow text input; the rest require numeric input. + In particular, 1 and 1.0 are distinct text for count and mode. + * When there are mode ties, the first-encountered datum wins. + + stats2 + Usage: mlr stats2 [options] + Computes bivariate statistics for one or more given field-name pairs, + accumulated across the input record stream. + -a {linreg-ols,corr,...} Names of accumulators: one or more of: + linreg-pca Linear regression using principal component analysis + linreg-ols Linear regression using ordinary least squares + r2 Quality metric for linreg-ols (linreg-pca emits its own) + logireg Logistic regression + corr Sample correlation + cov Sample covariance + covx Sample-covariance matrix + -f {a,b,c,d} Value-field name-pairs on which to compute statistics. + There must be an even number of names. + -g {e,f,g} Optional group-by-field names. + -v Print additional output for linreg-pca. + -s Print iterative stats. Useful in tail -f contexts (in which + case please avoid pprint-format output since end of input + stream will never be seen). + --fit Rather than printing regression parameters, applies them to + the input data to compute new fit fields. All input records are + held in memory until end of input stream. Has effect only for + linreg-ols, linreg-pca, and logireg. + Only one of -s or --fit may be used. + Example: mlr stats2 -a linreg-pca -f x,y + Example: mlr stats2 -a linreg-ols,r2 -f x,y -g size,shape + Example: mlr stats2 -a corr -f x,y + + step + Usage: mlr step [options] + Computes values dependent on the previous record, optionally grouped + by category. + + Options: + -a {delta,rsum,...} Names of steppers: comma-separated, one or more of: + delta Compute differences in field(s) between successive records + shift Include value(s) in field(s) from previous record, if any + from-first Compute differences in field(s) from first record + ratio Compute ratios in field(s) between successive records + rsum Compute running sums of field(s) between successive records + counter Count instances of field(s) between successive records + ewma Exponentially weighted moving average over successive records + -f {a,b,c} Value-field names on which to compute statistics + -g {d,e,f} Optional group-by-field names + -F Computes integerable things (e.g. counter) in floating point. + -d {x,y,z} Weights for ewma. 1 means current sample gets all weight (no + smoothing), near under under 1 is light smoothing, near over 0 is + heavy smoothing. Multiple weights may be specified, e.g. + "mlr step -a ewma -f sys_load -d 0.01,0.1,0.9". Default if omitted + is "-d 0.5". + -o {a,b,c} Custom suffixes for EWMA output fields. If omitted, these default to + the -d values. If supplied, the number of -o values must be the same + as the number of -d values. + + Examples: + mlr step -a rsum -f request_size + mlr step -a delta -f request_size -g hostname + mlr step -a ewma -d 0.1,0.9 -f x,y + mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y + mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y -g group_name + + Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#filter or + https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average + for more information on EWMA. + + tac + Usage: mlr tac + Prints records in reverse order from the order in which they were encountered. + + tail + Usage: mlr tail [options] + -n {count} Tail count to print; default 10 + -g {a,b,c} Optional group-by-field names for tail counts + Passes through the last n records, optionally by category. + + tee + Usage: mlr tee [options] {filename} + Passes through input records (like mlr cat) but also writes to specified output + file, using output-format flags from the command line (e.g. --ocsv). See also + the "tee" keyword within mlr put, which allows data-dependent filenames. + Options: + -a: append to existing file, if any, rather than overwriting. + --no-fflush: don't call fflush() after every record. + Any of the output-format command-line flags (see mlr -h). Example: using + mlr --icsv --opprint put '...' then tee --ojson ./mytap.dat then stats1 ... + the input is CSV, the output is pretty-print tabular, but the tee-file output + is written in JSON format. + + top + Usage: mlr top [options] + -f {a,b,c} Value-field names for top counts. + -g {d,e,f} Optional group-by-field names for top counts. + -n {count} How many records to print per category; default 1. + -a Print all fields for top-value records; default is + to print only value and group-by fields. Requires a single + value-field name only. + --min Print top smallest values; default is top largest values. + -F Keep top values as floats even if they look like integers. + -o {name} Field name for output indices. Default "top_idx". + Prints the n records with smallest/largest values at specified fields, + optionally by category. + + uniq + Usage: mlr uniq [options] + Prints distinct values for specified field names. With -c, same as + count-distinct. For uniq, -f is a synonym for -g. + + Options: + -g {d,e,f} Group-by-field names for uniq counts. + -c Show repeat counts in addition to unique values. + -n Show only the number of distinct values. + -o {name} Field name for output count. Default "count". + -a Output each unique record only once. Incompatible with -g. + With -c, produces unique records, with repeat counts for each. + With -n, produces only one record which is the unique-record count. + With neither -c nor -n, produces unique records. + + unsparsify + Usage: mlr unsparsify [options] + Prints records with the union of field names over all input records. + For field names absent in a given record but present in others, fills in a + value. Without -f, this verb retains all input before producing any output. + + Options: + --fill-with {filler string} What to fill absent fields with. Defaults to + the empty string. + -f {a,b,c} Specify field names to be operated on. Any other fields won't be + modified, and operation will be streaming. + + Example: if the input is two records, one being 'a=1,b=2' and the other + being 'b=3,c=4', then the output is the two records 'a=1,b=2,c=' and + 'a=,b=3,c=4'. + + FUNCTIONS FOR FILTER/PUT + + + (class=arithmetic #args=2): Addition. + + + (class=arithmetic #args=1): Unary plus. + + - + (class=arithmetic #args=2): Subtraction. + + - (class=arithmetic #args=1): Unary minus. + + * + (class=arithmetic #args=2): Multiplication. + + / + (class=arithmetic #args=2): Division. + + // + (class=arithmetic #args=2): Integer division: rounds to negative (pythonic). + + .+ + (class=arithmetic #args=2): Addition, with integer-to-integer overflow + + .+ (class=arithmetic #args=1): Unary plus, with integer-to-integer overflow. + + .- + (class=arithmetic #args=2): Subtraction, with integer-to-integer overflow. + + .- (class=arithmetic #args=1): Unary minus, with integer-to-integer overflow. + + .* + (class=arithmetic #args=2): Multiplication, with integer-to-integer overflow. + + ./ + (class=arithmetic #args=2): Division, with integer-to-integer overflow. + + .// + (class=arithmetic #args=2): Integer division: rounds to negative (pythonic), with integer-to-integer overflow. + + % + (class=arithmetic #args=2): Remainder; never negative-valued (pythonic). + + ** + (class=arithmetic #args=2): Exponentiation; same as pow, but as an infix + operator. + + | + (class=arithmetic #args=2): Bitwise OR. + + ^ + (class=arithmetic #args=2): Bitwise XOR. + + & + (class=arithmetic #args=2): Bitwise AND. + + ~ + (class=arithmetic #args=1): Bitwise NOT. Beware '$y=~$x' since =~ is the + regex-match operator: try '$y = ~$x'. + + << + (class=arithmetic #args=2): Bitwise left-shift. + + >> + (class=arithmetic #args=2): Bitwise right-shift. + + bitcount + (class=arithmetic #args=1): Count of 1-bits + + == + (class=boolean #args=2): String/numeric equality. Mixing number and string + results in string compare. + + != + (class=boolean #args=2): String/numeric inequality. Mixing number and string + results in string compare. + + =~ + (class=boolean #args=2): String (left-hand side) matches regex (right-hand + side), e.g. '$name =~ "^a.*b$"'. + + !=~ + (class=boolean #args=2): String (left-hand side) does not match regex + (right-hand side), e.g. '$name !=~ "^a.*b$"'. + + > + (class=boolean #args=2): String/numeric greater-than. Mixing number and string + results in string compare. + + >= + (class=boolean #args=2): String/numeric greater-than-or-equals. Mixing number + and string results in string compare. + + < + (class=boolean #args=2): String/numeric less-than. Mixing number and string + results in string compare. + + <= + (class=boolean #args=2): String/numeric less-than-or-equals. Mixing number + and string results in string compare. + + && + (class=boolean #args=2): Logical AND. + + || + (class=boolean #args=2): Logical OR. + + ^^ + (class=boolean #args=2): Logical XOR. + + ! + (class=boolean #args=1): Logical negation. + + ? : + (class=boolean #args=3): Ternary operator. + + . + (class=string #args=2): String concatenation. + + gsub + (class=string #args=3): Example: '$name=gsub($name, "old", "new")' + (replace all). + + regextract + (class=string #args=2): Example: '$name=regextract($name, "[A-Z]{3}[0-9]{2}")' + . + + regextract_or_else + (class=string #args=3): Example: '$name=regextract_or_else($name, "[A-Z]{3}[0-9]{2}", "default")' + . + + strlen + (class=string #args=1): String length. + + sub + (class=string #args=3): Example: '$name=sub($name, "old", "new")' + (replace once). + + ssub + (class=string #args=3): Like sub but does no regexing. No characters are special. + + substr + (class=string #args=3): substr(s,m,n) gives substring of s from 0-up position m to n + inclusive. Negative indices -len .. -1 alias to 0 .. len-1. + + tolower + (class=string #args=1): Convert string to lowercase. + + toupper + (class=string #args=1): Convert string to uppercase. + + truncate + (class=string #args=2): Truncates string first argument to max length of int second argument. + + capitalize + (class=string #args=1): Convert string's first character to uppercase. + + lstrip + (class=string #args=1): Strip leading whitespace from string. + + rstrip + (class=string #args=1): Strip trailing whitespace from string. + + strip + (class=string #args=1): Strip leading and trailing whitespace from string. + + collapse_whitespace + (class=string #args=1): Strip repeated whitespace from string. + + clean_whitespace + (class=string #args=1): Same as collapse_whitespace and strip. + + system + (class=string #args=1): Run command string, yielding its stdout minus final carriage return. + + abs + (class=math #args=1): Absolute value. + + acos + (class=math #args=1): Inverse trigonometric cosine. + + acosh + (class=math #args=1): Inverse hyperbolic cosine. + + asin + (class=math #args=1): Inverse trigonometric sine. + + asinh + (class=math #args=1): Inverse hyperbolic sine. + + atan + (class=math #args=1): One-argument arctangent. + + atan2 + (class=math #args=2): Two-argument arctangent. + + atanh + (class=math #args=1): Inverse hyperbolic tangent. + + cbrt + (class=math #args=1): Cube root. + + ceil + (class=math #args=1): Ceiling: nearest integer at or above. + + cos + (class=math #args=1): Trigonometric cosine. + + cosh + (class=math #args=1): Hyperbolic cosine. + + erf + (class=math #args=1): Error function. + + erfc + (class=math #args=1): Complementary error function. + + exp + (class=math #args=1): Exponential function e**x. + + expm1 + (class=math #args=1): e**x - 1. + + floor + (class=math #args=1): Floor: nearest integer at or below. + + invqnorm + (class=math #args=1): Inverse of normal cumulative distribution + function. Note that invqorm(urand()) is normally distributed. + + log + (class=math #args=1): Natural (base-e) logarithm. + + log10 + (class=math #args=1): Base-10 logarithm. + + log1p + (class=math #args=1): log(1-x). + + logifit + (class=math #args=3): Given m and b from logistic regression, compute + fit: $yhat=logifit($x,$m,$b). + + madd + (class=math #args=3): a + b mod m (integers) + + max + (class=math variadic): max of n numbers; null loses + + mexp + (class=math #args=3): a ** b mod m (integers) + + min + (class=math variadic): Min of n numbers; null loses + + mmul + (class=math #args=3): a * b mod m (integers) + + msub + (class=math #args=3): a - b mod m (integers) + + pow + (class=math #args=2): Exponentiation; same as **. + + qnorm + (class=math #args=1): Normal cumulative distribution function. + + round + (class=math #args=1): Round to nearest integer. + + roundm + (class=math #args=2): Round to nearest multiple of m: roundm($x,$m) is + the same as round($x/$m)*$m + + sgn + (class=math #args=1): +1 for positive input, 0 for zero input, -1 for + negative input. + + sin + (class=math #args=1): Trigonometric sine. + + sinh + (class=math #args=1): Hyperbolic sine. + + sqrt + (class=math #args=1): Square root. + + tan + (class=math #args=1): Trigonometric tangent. + + tanh + (class=math #args=1): Hyperbolic tangent. + + urand + (class=math #args=0): Floating-point numbers uniformly distributed on the unit interval. + Int-valued example: '$n=floor(20+urand()*11)'. + + urandrange + (class=math #args=2): Floating-point numbers uniformly distributed on the interval [a, b). + + urand32 + (class=math #args=0): Integer uniformly distributed 0 and 2**32-1 + inclusive. + + urandint + (class=math #args=2): Integer uniformly distributed between inclusive + integer endpoints. + + dhms2fsec + (class=time #args=1): Recovers floating-point seconds as in + dhms2fsec("5d18h53m20.250000s") = 500000.250000 + + dhms2sec + (class=time #args=1): Recovers integer seconds as in + dhms2sec("5d18h53m20s") = 500000 + + fsec2dhms + (class=time #args=1): Formats floating-point seconds as in + fsec2dhms(500000.25) = "5d18h53m20.250000s" + + fsec2hms + (class=time #args=1): Formats floating-point seconds as in + fsec2hms(5000.25) = "01:23:20.250000" + + gmt2sec + (class=time #args=1): Parses GMT timestamp as integer seconds since + the epoch. + + localtime2sec + (class=time #args=1): Parses local timestamp as integer seconds since + the epoch. Consults $TZ environment variable. + + hms2fsec + (class=time #args=1): Recovers floating-point seconds as in + hms2fsec("01:23:20.250000") = 5000.250000 + + hms2sec + (class=time #args=1): Recovers integer seconds as in + hms2sec("01:23:20") = 5000 + + sec2dhms + (class=time #args=1): Formats integer seconds as in sec2dhms(500000) + = "5d18h53m20s" + + sec2gmt + (class=time #args=1): Formats seconds since epoch (integer part) + as GMT timestamp, e.g. sec2gmt(1440768801.7) = "2015-08-28T13:33:21Z". + Leaves non-numbers as-is. + + sec2gmt (class=time #args=2): Formats seconds since epoch as GMT timestamp with n + decimal places for seconds, e.g. sec2gmt(1440768801.7,1) = "2015-08-28T13:33:21.7Z". + Leaves non-numbers as-is. + + sec2gmtdate + (class=time #args=1): Formats seconds since epoch (integer part) + as GMT timestamp with year-month-date, e.g. sec2gmtdate(1440768801.7) = "2015-08-28". + Leaves non-numbers as-is. + + sec2localtime + (class=time #args=1): Formats seconds since epoch (integer part) + as local timestamp, e.g. sec2localtime(1440768801.7) = "2015-08-28T13:33:21Z". + Consults $TZ environment variable. Leaves non-numbers as-is. + + sec2localtime (class=time #args=2): Formats seconds since epoch as local timestamp with n + decimal places for seconds, e.g. sec2localtime(1440768801.7,1) = "2015-08-28T13:33:21.7Z". + Consults $TZ environment variable. Leaves non-numbers as-is. + + sec2localdate + (class=time #args=1): Formats seconds since epoch (integer part) + as local timestamp with year-month-date, e.g. sec2localdate(1440768801.7) = "2015-08-28". + Consults $TZ environment variable. Leaves non-numbers as-is. + + sec2hms + (class=time #args=1): Formats integer seconds as in + sec2hms(5000) = "01:23:20" + + strftime + (class=time #args=2): Formats seconds since the epoch as timestamp, e.g. + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%SZ") = "2015-08-28T13:33:21Z", and + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%3SZ") = "2015-08-28T13:33:21.700Z". + Format strings are as in the C library (please see "man strftime" on your system), + with the Miller-specific addition of "%1S" through "%9S" which format the seconds + with 1 through 9 decimal places, respectively. ("%S" uses no decimal places.) + See also strftime_local. + + strftime_local + (class=time #args=2): Like strftime but consults the $TZ environment variable to get local time zone. + + strptime + (class=time #args=2): Parses timestamp as floating-point seconds since the epoch, + e.g. strptime("2015-08-28T13:33:21Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.000000, + and strptime("2015-08-28T13:33:21.345Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.345000. + See also strptime_local. + + strptime_local + (class=time #args=2): Like strptime, but consults $TZ environment variable to find and use local timezone. + + systime + (class=time #args=0): Floating-point seconds since the epoch, + e.g. 1440768801.748936. + + is_absent + (class=typing #args=1): False if field is present in input, true otherwise + + is_bool + (class=typing #args=1): True if field is present with boolean value. Synonymous with is_boolean. + + is_boolean + (class=typing #args=1): True if field is present with boolean value. Synonymous with is_bool. + + is_empty + (class=typing #args=1): True if field is present in input with empty string value, false otherwise. + + is_empty_map + (class=typing #args=1): True if argument is a map which is empty. + + is_float + (class=typing #args=1): True if field is present with value inferred to be float + + is_int + (class=typing #args=1): True if field is present with value inferred to be int + + is_map + (class=typing #args=1): True if argument is a map. + + is_nonempty_map + (class=typing #args=1): True if argument is a map which is non-empty. + + is_not_empty + (class=typing #args=1): False if field is present in input with empty value, true otherwise + + is_not_map + (class=typing #args=1): True if argument is not a map. + + is_not_null + (class=typing #args=1): False if argument is null (empty or absent), true otherwise. + + is_null + (class=typing #args=1): True if argument is null (empty or absent), false otherwise. + + is_numeric + (class=typing #args=1): True if field is present with value inferred to be int or float + + is_present + (class=typing #args=1): True if field is present in input, false otherwise. + + is_string + (class=typing #args=1): True if field is present with string (including empty-string) value + + asserting_absent + (class=typing #args=1): Returns argument if it is absent in the input data, else + throws an error. + + asserting_bool + (class=typing #args=1): Returns argument if it is present with boolean value, else + throws an error. + + asserting_boolean + (class=typing #args=1): Returns argument if it is present with boolean value, else + throws an error. + + asserting_empty + (class=typing #args=1): Returns argument if it is present in input with empty value, + else throws an error. + + asserting_empty_map + (class=typing #args=1): Returns argument if it is a map with empty value, else + throws an error. + + asserting_float + (class=typing #args=1): Returns argument if it is present with float value, else + throws an error. + + asserting_int + (class=typing #args=1): Returns argument if it is present with int value, else + throws an error. + + asserting_map + (class=typing #args=1): Returns argument if it is a map, else throws an error. + + asserting_nonempty_map + (class=typing #args=1): Returns argument if it is a non-empty map, else throws + an error. + + asserting_not_empty + (class=typing #args=1): Returns argument if it is present in input with non-empty + value, else throws an error. + + asserting_not_map + (class=typing #args=1): Returns argument if it is not a map, else throws an error. + + asserting_not_null + (class=typing #args=1): Returns argument if it is non-null (non-empty and non-absent), + else throws an error. + + asserting_null + (class=typing #args=1): Returns argument if it is null (empty or absent), else throws + an error. + + asserting_numeric + (class=typing #args=1): Returns argument if it is present with int or float value, + else throws an error. + + asserting_present + (class=typing #args=1): Returns argument if it is present in input, else throws + an error. + + asserting_string + (class=typing #args=1): Returns argument if it is present with string (including + empty-string) value, else throws an error. + + boolean + (class=conversion #args=1): Convert int/float/bool/string to boolean. + + float + (class=conversion #args=1): Convert int/float/bool/string to float. + + fmtnum + (class=conversion #args=2): Convert int/float/bool to string using + printf-style format string, e.g. '$s = fmtnum($n, "%06lld")'. WARNING: Miller numbers + are all long long or double. If you use formats like %d or %f, behavior is undefined. + + hexfmt + (class=conversion #args=1): Convert int to string, e.g. 255 to "0xff". + + int + (class=conversion #args=1): Convert int/float/bool/string to int. + + string + (class=conversion #args=1): Convert int/float/bool/string to string. + + typeof + (class=conversion #args=1): Convert argument to type of argument (e.g. + MT_STRING). For debug. + + depth + (class=maps #args=1): Prints maximum depth of hashmap: ''. Scalars have depth 0. + + haskey + (class=maps #args=2): True/false if map has/hasn't key, e.g. 'haskey($*, "a")' or + 'haskey(mymap, mykey)'. Error if 1st argument is not a map. + + joink + (class=maps #args=2): Makes string from map keys. E.g. 'joink($*, ",")'. + + joinkv + (class=maps #args=3): Makes string from map key-value pairs. E.g. 'joinkv(@v[2], "=", ",")' + + joinv + (class=maps #args=2): Makes string from map values. E.g. 'joinv(mymap, ",")'. + + leafcount + (class=maps #args=1): Counts total number of terminal values in hashmap. For single-level maps, + same as length. + + length + (class=maps #args=1): Counts number of top-level entries in hashmap. Scalars have length 1. + + mapdiff + (class=maps variadic): With 0 args, returns empty map. With 1 arg, returns copy of arg. + With 2 or more, returns copy of arg 1 with all keys from any of remaining argument maps removed. + + mapexcept + (class=maps variadic): Returns a map with keys from remaining arguments, if any, unset. + E.g. 'mapexcept({1:2,3:4,5:6}, 1, 5, 7)' is '{3:4}'. + + mapselect + (class=maps variadic): Returns a map with only keys from remaining arguments set. + E.g. 'mapselect({1:2,3:4,5:6}, 1, 5, 7)' is '{1:2,5:6}'. + + mapsum + (class=maps variadic): With 0 args, returns empty map. With >= 1 arg, returns a map with + key-value pairs from all arguments. Rightmost collisions win, e.g. 'mapsum({1:2,3:4},{1:5})' is '{1:5,3:4}'. + + splitkv + (class=maps #args=3): Splits string by separators into map with type inference. + E.g. 'splitkv("a=1,b=2,c=3", "=", ",")' gives '{"a" : 1, "b" : 2, "c" : 3}'. + + splitkvx + (class=maps #args=3): Splits string by separators into map without type inference (keys and + values are strings). E.g. 'splitkv("a=1,b=2,c=3", "=", ",")' gives + '{"a" : "1", "b" : "2", "c" : "3"}'. + + splitnv + (class=maps #args=2): Splits string by separator into integer-indexed map with type inference. + E.g. 'splitnv("a,b,c" , ",")' gives '{1 : "a", 2 : "b", 3 : "c"}'. + + splitnvx + (class=maps #args=2): Splits string by separator into integer-indexed map without type + inference (values are strings). E.g. 'splitnv("4,5,6" , ",")' gives '{1 : "4", 2 : "5", 3 : "6"}'. + + KEYWORDS FOR PUT AND FILTER + all + all: used in "emit", "emitp", and "unset" as a synonym for @* + + begin + begin: defines a block of statements to be executed before input records + are ingested. The body statements must be wrapped in curly braces. + Example: 'begin { @count = 0 }' + + bool + bool: declares a boolean local variable in the current curly-braced scope. + Type-checking happens at assignment: 'bool b = 1' is an error. + + break + break: causes execution to continue after the body of the current + for/while/do-while loop. + + call + call: used for invoking a user-defined subroutine. + Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)' + + continue + continue: causes execution to skip the remaining statements in the body of + the current for/while/do-while loop. For-loop increments are still applied. + + do + do: with "while", introduces a do-while loop. The body statements must be wrapped + in curly braces. + + dump + dump: prints all currently defined out-of-stream variables immediately + to stdout as JSON. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump }' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump > "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >> "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump | "jq .[]"}' + + edump + edump: prints all currently defined out-of-stream variables immediately + to stderr as JSON. + + Example: mlr --from f.dat put -q '@v[NR]=$*; end { edump }' + + elif + elif: the way Miller spells "else if". The body statements must be wrapped + in curly braces. + + else + else: terminates an if/elif/elif chain. The body statements must be wrapped + in curly braces. + + emit + emit: inserts an out-of-stream variable into the output record stream. Hashmap + indices present in the data but not slotted by emit arguments are not output. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, mapexcept($*, "a")' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums' + Example: mlr --from f.dat put --ojson '@sums[$a][$b]+=$x; emit > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "grep somepattern", @*, "index1", "index2"' + + Please see http://johnkerl.org/miller/doc for more information. + + emitf + emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the + output record stream. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a' + Example: mlr --from f.dat put --oxtab '@a=$i;@b+=$x;@c+=$y; emitf > "tap-".$i.".dat", @a' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf >> "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > stderr, @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern > mytap.dat", @a, @b, @c' + + Please see http://johnkerl.org/miller/doc for more information. + + emitp + emitp: inserts an out-of-stream variable into the output record stream. + Hashmap indices present in the data but not slotted by emitp arguments are + output concatenated with ":". + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums' + Example: mlr --from f.dat put --opprint '@sums[$a][$b]+=$x; emitp > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "grep somepattern", @*, "index1", "index2"' + + Please see http://johnkerl.org/miller/doc for more information. + + end + end: defines a block of statements to be executed after input records + are ingested. The body statements must be wrapped in curly braces. + Example: 'end { emit @count }' + Example: 'end { eprint "Final count is " . @count }' + + eprint + eprint: prints expression immediately to stderr. + Example: mlr --from f.dat put -q 'eprint "The sum of x and y is ".($x+$y)' + Example: mlr --from f.dat put -q 'for (k, v in $*) { eprint k . " => " . v }' + Example: mlr --from f.dat put '(NR % 1000 == 0) { eprint "Checkpoint ".NR}' + + eprintn + eprintn: prints expression immediately to stderr, without trailing newline. + Example: mlr --from f.dat put -q 'eprintn "The sum of x and y is ".($x+$y); eprint ""' + + false + false: the boolean literal value. + + filter + filter: includes/excludes the record in the output record stream. + + Example: mlr --from f.dat put 'filter (NR == 2 || $x > 5.4)' + + Instead of put with 'filter false' you can simply use put -q. The following + uses the input record to accumulate data but only prints the running sum + without printing the input record: + + Example: mlr --from f.dat put -q '@running_sum += $x * $y; emit @running_sum' + + float + float: declares a floating-point local variable in the current curly-braced scope. + Type-checking happens at assignment: 'float x = 0' is an error. + + for + for: defines a for-loop using one of three styles. The body statements must + be wrapped in curly braces. + For-loop over stream record: + Example: 'for (k, v in $*) { ... }' + For-loop over out-of-stream variables: + Example: 'for (k, v in @counts) { ... }' + Example: 'for ((k1, k2), v in @counts) { ... }' + Example: 'for ((k1, k2, k3), v in @*) { ... }' + C-style for-loop: + Example: 'for (var i = 0, var b = 1; i < 10; i += 1, b *= 2) { ... }' + + func + func: used for defining a user-defined function. + Example: 'func f(a,b) { return sqrt(a**2+b**2)} $d = f($x, $y)' + + if + if: starts an if/elif/elif chain. The body statements must be wrapped + in curly braces. + + in + in: used in for-loops over stream records or out-of-stream variables. + + int + int: declares an integer local variable in the current curly-braced scope. + Type-checking happens at assignment: 'int x = 0.0' is an error. + + map + map: declares an map-valued local variable in the current curly-braced scope. + Type-checking happens at assignment: 'map b = 0' is an error. map b = {} is + always OK. map b = a is OK or not depending on whether a is a map. + + num + num: declares an int/float local variable in the current curly-braced scope. + Type-checking happens at assignment: 'num b = true' is an error. + + print + print: prints expression immediately to stdout. + Example: mlr --from f.dat put -q 'print "The sum of x and y is ".($x+$y)' + Example: mlr --from f.dat put -q 'for (k, v in $*) { print k . " => " . v }' + Example: mlr --from f.dat put '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}' + + printn + printn: prints expression immediately to stdout, without trailing newline. + Example: mlr --from f.dat put -q 'printn "."; end { print "" }' + + return + return: specifies the return value from a user-defined function. + Omitted return statements (including via if-branches) result in an absent-null + return value, which in turns results in a skipped assignment to an LHS. + + stderr + stderr: Used for tee, emit, emitf, emitp, print, and dump in place of filename + to print to standard error. + + stdout + stdout: Used for tee, emit, emitf, emitp, print, and dump in place of filename + to print to standard output. + + str + str: declares a string local variable in the current curly-braced scope. + Type-checking happens at assignment. + + subr + subr: used for defining a subroutine. + Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)' + + tee + tee: prints the current record to specified file. + This is an immediate print to the specified file (except for pprint format + which of course waits until the end of the input stream to format all output). + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output. See also mlr -h. + + emit with redirect and tee with redirect are identical, except tee can only + output $*. + + Example: mlr --from f.dat put 'tee > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'tee >> "/tmp/data-".$a.$b, $*' + Example: mlr --from f.dat put 'tee > stderr, $*' + Example: mlr --from f.dat put -q 'tee | "tr [a-z\] [A-Z\]", $*' + Example: mlr --from f.dat put -q 'tee | "tr [a-z\] [A-Z\] > /tmp/data-".$a, $*' + Example: mlr --from f.dat put -q 'tee | "gzip > /tmp/data-".$a.".gz", $*' + Example: mlr --from f.dat put -q --ojson 'tee | "gzip > /tmp/data-".$a.".gz", $*' + + true + true: the boolean literal value. + + unset + unset: clears field(s) from the current record, or an out-of-stream or local variable. + + Example: mlr --from f.dat put 'unset $x' + Example: mlr --from f.dat put 'unset $*' + Example: mlr --from f.dat put 'for (k, v in $*) { if (k =~ "a.*") { unset $[k] } }' + Example: mlr --from f.dat put '...; unset @sums' + Example: mlr --from f.dat put '...; unset @sums["green"]' + Example: mlr --from f.dat put '...; unset @*' + + var + var: declares an untyped local variable in the current curly-braced scope. + Examples: 'var a=1', 'var xyz=""' + + while + while: introduces a while loop, or with "do", introduces a do-while loop. + The body statements must be wrapped in curly braces. + + ENV + ENV: access to environment variables by name, e.g. '$home = ENV["HOME"]' + + FILENAME + FILENAME: evaluates to the name of the current file being processed. + + FILENUM + FILENUM: evaluates to the number of the current file being processed, + starting with 1. + + FNR + FNR: evaluates to the number of the current record within the current file + being processed, starting with 1. Resets at the start of each file. + + IFS + IFS: evaluates to the input field separator from the command line. + + IPS + IPS: evaluates to the input pair separator from the command line. + + IRS + IRS: evaluates to the input record separator from the command line, + or to LF or CRLF from the input data if in autodetect mode (which is + the default). + + M_E + M_E: the mathematical constant e. + + M_PI + M_PI: the mathematical constant pi. + + NF + NF: evaluates to the number of fields in the current record. + + NR + NR: evaluates to the number of the current record over all files + being processed, starting with 1. Does not reset at the start of each file. + + OFS + OFS: evaluates to the output field separator from the command line. + + OPS + OPS: evaluates to the output pair separator from the command line. + + ORS + ORS: evaluates to the output record separator from the command line, + or to LF or CRLF from the input data if in autodetect mode (which is + the default). + + AUTHOR + Miller is written by John Kerl . + + This manual page has been composed from Miller's help output by Eric + MSP Veith . + + SEE ALSO + awk(1), sed(1), cut(1), join(1), sort(1), RFC 4180: Common Format and + MIME Type for Comma-Separated Values (CSV) Files, the miller website + http://johnkerl.org/miller/doc + + + + 2021-03-22 MILLER(1) diff --git a/docs6b/docs/_build/html/_sources/miller-by-example.rst.txt b/docs6b/docs/_build/html/_sources/miller-by-example.rst.txt new file mode 100644 index 000000000..11fdf479f --- /dev/null +++ b/docs6b/docs/_build/html/_sources/miller-by-example.rst.txt @@ -0,0 +1,540 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Miller by example +================= + +Obtaining Miller +^^^^^^^^^^^^^^^^ + +You can install Miller for various platforms as follows: + +* Linux: ``yum install miller`` or ``apt-get install miller`` depending on your flavor of Linux +* MacOS: ``brew install miller`` or ``port install miller`` depending on your preference of `Homebrew `_ or `MacPorts `_ . +* Windows: ``choco install miller`` using `Chocolatey `_ . +* See also :doc:`build` if you prefer -- in particular, if your platform's package manager doesn't have the latest release. + +Regardless, as a first check, at your system's command prompt, you should be able to run ``mlr --version`` and see something like the following: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --version + Miller v6.0.0-dev + +As a second check, given (`example.csv <./example.csv>`_) you should be able to do + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv cat example.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + purple,triangle,false,51,81.2290,8.5910 + red,square,false,64,77.1991,9.5310 + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint cat example.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +If you run into issues on these checks, please check out the resources on the :doc:`community` page for help. + +Miller verbs +^^^^^^^^^^^^ + +Let's take a quick look at some of the most useful Miller verbs -- file-format-aware, name-index-empowered equivalents of standard system comments. + +``mlr cat`` is like cat -- it passes the data through unmodified: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv cat example.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + purple,triangle,false,51,81.2290,8.5910 + red,square,false,64,77.1991,9.5310 + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +but it can also do format conversion (here, you can pretty-print in tabular format): + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint cat example.csv + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --ojson cat example.csv + { + "color": "yellow", + "shape": "triangle", + "flag": true, + "index": 11, + "quantity": 43.6498, + "rate": 9.8870 + } + { + "color": "red", + "shape": "square", + "flag": true, + "index": 15, + "quantity": 79.2778, + "rate": 0.0130 + } + { + "color": "red", + "shape": "circle", + "flag": true, + "index": 16, + "quantity": 13.8103, + "rate": 2.9010 + } + { + "color": "red", + "shape": "square", + "flag": false, + "index": 48, + "quantity": 77.5542, + "rate": 7.4670 + } + { + "color": "purple", + "shape": "triangle", + "flag": false, + "index": 51, + "quantity": 81.2290, + "rate": 8.5910 + } + { + "color": "red", + "shape": "square", + "flag": false, + "index": 64, + "quantity": 77.1991, + "rate": 9.5310 + } + { + "color": "purple", + "shape": "triangle", + "flag": false, + "index": 65, + "quantity": 80.1405, + "rate": 5.8240 + } + { + "color": "yellow", + "shape": "circle", + "flag": true, + "index": 73, + "quantity": 63.9785, + "rate": 4.2370 + } + { + "color": "yellow", + "shape": "circle", + "flag": true, + "index": 87, + "quantity": 63.5058, + "rate": 8.3350 + } + { + "color": "purple", + "shape": "square", + "flag": false, + "index": 91, + "quantity": 72.3735, + "rate": 8.2430 + } + +``mlr head`` and ``mlr tail`` count records rather than lines. Whether you're getting the first few records or the last few, the CSV header is included either way: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv head -n 4 example.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + red,square,true,15,79.2778,0.0130 + red,circle,true,16,13.8103,2.9010 + red,square,false,48,77.5542,7.4670 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv tail -n 4 example.csv + color,shape,flag,index,quantity,rate + purple,triangle,false,65,80.1405,5.8240 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + purple,square,false,91,72.3735,8.2430 + +You can sort on a single field: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint sort -f shape example.csv + color shape flag index quantity rate + red circle true 16 13.8103 2.9010 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + red square true 15 79.2778 0.0130 + red square false 48 77.5542 7.4670 + red square false 64 77.1991 9.5310 + purple square false 91 72.3735 8.2430 + yellow triangle true 11 43.6498 9.8870 + purple triangle false 51 81.2290 8.5910 + purple triangle false 65 80.1405 5.8240 + +You can sort primarily alphabetically on one field, then secondarily numerically descending on another field: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint sort -f shape -nr index example.csv + color shape flag index quantity rate + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + red circle true 16 13.8103 2.9010 + purple square false 91 72.3735 8.2430 + red square false 64 77.1991 9.5310 + red square false 48 77.5542 7.4670 + red square true 15 79.2778 0.0130 + purple triangle false 65 80.1405 5.8240 + purple triangle false 51 81.2290 8.5910 + yellow triangle true 11 43.6498 9.8870 + +If there are fields you don't want to see in your data, you can use ``cut`` to keep only the ones you want, in the same order they appeared in the input data: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint cut -f flag,shape example.csv + shape flag + triangle true + square true + circle true + square false + triangle false + square false + triangle false + circle true + circle true + square false + +You can also use ``cut -o`` to keep specified fields, but in your preferred order: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint cut -o -f flag,shape example.csv + flag shape + true triangle + true square + true circle + false square + false triangle + false square + false triangle + true circle + true circle + false square + +You can use ``cut -x`` to omit fields you don't care about: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint cut -x -f flag,shape example.csv + color index quantity rate + yellow 11 43.6498 9.8870 + red 15 79.2778 0.0130 + red 16 13.8103 2.9010 + red 48 77.5542 7.4670 + purple 51 81.2290 8.5910 + red 64 77.1991 9.5310 + purple 65 80.1405 5.8240 + yellow 73 63.9785 4.2370 + yellow 87 63.5058 8.3350 + purple 91 72.3735 8.2430 + +You can use ``filter`` to keep only records you care about: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint filter '$color == "red"' example.csv + color shape flag index quantity rate + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + red square false 64 77.1991 9.5310 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint filter '$color == "red" && $flag == 1' example.csv + +You can use ``put`` to create new fields which are computed from other fields: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint put '$ratio = $quantity / $rate; $color_shape = $color . "_" . $shape' example.csv + color shape flag index quantity rate ratio color_shape + yellow triangle true 11 43.6498 9.8870 4.414868008496004 yellow_triangle + red square true 15 79.2778 0.0130 6098.292307692308 red_square + red circle true 16 13.8103 2.9010 4.760530851430541 red_circle + red square false 48 77.5542 7.4670 10.386259541984733 red_square + purple triangle false 51 81.2290 8.5910 9.455127458968688 purple_triangle + red square false 64 77.1991 9.5310 8.099790158430384 red_square + purple triangle false 65 80.1405 5.8240 13.760388049450551 purple_triangle + yellow circle true 73 63.9785 4.2370 15.09995279679018 yellow_circle + yellow circle true 87 63.5058 8.3350 7.619172165566886 yellow_circle + purple square false 91 72.3735 8.2430 8.779995147397793 purple_square + +Even though Miller's main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index. Use ``$[[3]]`` to access the name of field 3 or ``$[[[3]]]`` to access the value of field 3: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint put '$[[3]] = "NEW"' example.csv + color shape NEW index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint put '$[[[3]]] = "NEW"' example.csv + color shape flag index quantity rate + yellow triangle NEW 11 43.6498 9.8870 + red square NEW 15 79.2778 0.0130 + red circle NEW 16 13.8103 2.9010 + red square NEW 48 77.5542 7.4670 + purple triangle NEW 51 81.2290 8.5910 + red square NEW 64 77.1991 9.5310 + purple triangle NEW 65 80.1405 5.8240 + yellow circle NEW 73 63.9785 4.2370 + yellow circle NEW 87 63.5058 8.3350 + purple square NEW 91 72.3735 8.2430 + +You can find the full list of verbs at the :doc:`reference-verbs` page. + +TBF +^^^ + +some simple then-chains -- keep it simple + +printing to files -- keep it simple here too + + +Choices for printing to files +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Often we want to print output to the screen. Miller does this by default, as we've seen in the previous examples. + +Sometimes we want to print output to another file: just use **> outputfilenamegoeshere** at the end of your command: + +.. code-block:: none + :emphasize-lines: 1,1 + + % mlr --icsv --opprint cat example.csv > newfile.csv + # Output goes to the new file; + # nothing is printed to the screen. + +.. code-block:: none + :emphasize-lines: 1,1 + + % cat newfile.csv + color shape flag index quantity rate + yellow triangle 1 11 43.6498 9.8870 + red square 1 15 79.2778 0.0130 + red circle 1 16 13.8103 2.9010 + red square 0 48 77.5542 7.4670 + purple triangle 0 51 81.2290 8.5910 + red square 0 64 77.1991 9.5310 + purple triangle 0 65 80.1405 5.8240 + yellow circle 1 73 63.9785 4.2370 + yellow circle 1 87 63.5058 8.3350 + purple square 0 91 72.3735 8.2430 + +Other times we just want our files to be **changed in-place**: just use **mlr -I**: + + +.. code-block:: none + :emphasize-lines: 1,1 + + % cp example.csv newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + % cat newfile.txt + color,shape,flag,index,quantity,rate + yellow,triangle,1,11,43.6498,9.8870 + red,square,1,15,79.2778,0.0130 + red,circle,1,16,13.8103,2.9010 + red,square,0,48,77.5542,7.4670 + purple,triangle,0,51,81.2290,8.5910 + red,square,0,64,77.1991,9.5310 + purple,triangle,0,65,80.1405,5.8240 + yellow,circle,1,73,63.9785,4.2370 + yellow,circle,1,87,63.5058,8.3350 + purple,square,0,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + % mlr -I --icsv --opprint cat newfile.txt + +.. code-block:: none + :emphasize-lines: 1,1 + + % cat newfile.txt + color shape flag index quantity rate + yellow triangle 1 11 43.6498 9.8870 + red square 1 15 79.2778 0.0130 + red circle 1 16 13.8103 2.9010 + red square 0 48 77.5542 7.4670 + purple triangle 0 51 81.2290 8.5910 + red square 0 64 77.1991 9.5310 + purple triangle 0 65 80.1405 5.8240 + yellow circle 1 73 63.9785 4.2370 + yellow circle 1 87 63.5058 8.3350 + purple square 0 91 72.3735 8.2430 + +Also using ``mlr -I`` you can bulk-operate on lots of files: e.g.: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr -I --csv cut -x -f unwanted_column_name *.csv + +If you like, you can first copy off your original data somewhere else, before doing in-place operations. + +Lastly, using ``tee`` within ``put``, you can split your input data into separate files per one or more field names: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --csv --from example.csv put -q 'tee > $shape.".csv", $*' + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat circle.csv + color,shape,flag,index,quantity,rate + red,circle,true,16,13.8103,2.9010 + yellow,circle,true,73,63.9785,4.2370 + yellow,circle,true,87,63.5058,8.3350 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat square.csv + color,shape,flag,index,quantity,rate + red,square,true,15,79.2778,0.0130 + red,square,false,48,77.5542,7.4670 + red,square,false,64,77.1991,9.5310 + purple,square,false,91,72.3735,8.2430 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ cat triangle.csv + color,shape,flag,index,quantity,rate + yellow,triangle,true,11,43.6498,9.8870 + purple,triangle,false,51,81.2290,8.5910 + purple,triangle,false,65,80.1405,5.8240 + +TBF +^^^ + +What's a CSV file, really? It's an array of rows, or *records*, each being a list of key-value pairs, or *fields*: for CSV it so happens that all the keys are shared in the header line and the values vary data line by data line. + +For example, if you have: + +.. code-block:: none + + shape,flag,index + circle,1,24 + square,0,36 + +then that's a way of saying: + +.. code-block:: none + + shape=circle,flag=1,index=24 + shape=square,flag=0,index=36 + +Data written this way are called **DKVP**, for *delimited key-value pairs*. + +We've also already seen other ways to write the same data: + + +.. code-block:: none + + CSV PPRINT JSON + shape,flag,index shape flag index [ + circle,1,24 circle 1 24 { + square,0,36 square 0 36 "shape": "circle", + "flag": 1, + "index": 24 + }, + DKVP XTAB { + shape=circle,flag=1,index=24 shape circle "shape": "square", + shape=square,flag=0,index=36 flag 1 "flag": 0, + index 24 "index": 36 + } + shape square ] + flag 0 + index 36 + +Anything we can do with CSV input data, we can do with any other format input data. And you can read from one format, do any record-processing, and output to the same format as the input, or to a different output format. diff --git a/docs6b/docs/_build/html/_sources/miller-on-windows.rst.txt b/docs6b/docs/_build/html/_sources/miller-on-windows.rst.txt new file mode 100644 index 000000000..dc56f475b --- /dev/null +++ b/docs6b/docs/_build/html/_sources/miller-on-windows.rst.txt @@ -0,0 +1,48 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Miller on Windows +================================================================ + +Native builds as of Miller 6 +---------------------------------------------------------------- + +Miller was originally developed for Unix-like operating systems including Linux and MacOS. Since the initial release of Miller in 2015, support for Windows has been partial. But as of version 6.0.0, Miller builds directly on Windows. + +The experience is now almost the same as on Linux, NetBSD/FreeBSD, and MacOS. + +MSYS2 is no longer required, although you can use Miller from within MSYS2 if you like. There is now simply a single ``mlr.exe``, with no ``msys2.dll`` alongside anymore. + +See :doc:`installation` for how to get a copy of ``mlr.exe``. + +Setup +---------------------------------------------------------------- + +Simply place ``mlr.exe`` somewhere within your ``PATH`` variable. + +.. image:: pix/miller-windows.png + +To use Miller from within MSYS2/Cygwin, also make sure ``mlr.exe`` is within the ``PATH`` variable. + +.. image:: pix/miller-msys.png + +Differences +---------------------------------------------------------------- + +:doc:`output-colorization` doesn't work on Windows, outside of MSYS2. + +The Windows-support code within Miller makes effort to support Linux/Unix/MacOS-like command-line syntax including single-quoting of expressions for ``mlr put`` and ``mlr filter`` -- and in the examples above, this often works. However, there are still some cases where more complex expressions aren't successfully parsed from the Windows prompt, even though they are from MSYS2: + +.. image:: pix/miller-windows-complex.png + +.. image:: pix/miller-msys-complex.png + +Single quotes with ``&&`` or ``||`` inside are fundamentally unhandleable within Windows; there is nothing Miller can do here as the Windows command line is split before Miller ever receives it. + +One workaround is to use MSYS2. Another workaround is to put more complex DSL expressions into a file: + +.. image:: pix/miller-windows-complex-workaround.png + +A third workaround is to replace ``"`` with ``"""``, then ``'`` with ``"``: + +.. image:: pix/miller-windows-triple-double-quote.png diff --git a/docs6b/docs/_build/html/_sources/misc-examples.rst.txt b/docs6b/docs/_build/html/_sources/misc-examples.rst.txt new file mode 100644 index 000000000..d5cb55ba3 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/misc-examples.rst.txt @@ -0,0 +1,344 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Miscellaneous examples +================================================================ + +Column select: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cut -f hostname,uptime mydata.csv + +Add new columns as function of other columns: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --nidx put '$sum = $7 < 0.0 ? 3.5 : $7 + 2.1*$8' *.dat + +Row filter: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv filter '$status != "down" && $upsec >= 10000' *.csv + +Apply column labels and pretty-print: + +.. code-block:: none + :emphasize-lines: 1-1 + + grep -v '^#' /etc/group | mlr --ifs : --nidx --opprint label group,pass,gid,member then sort -f group + +Join multiple data sources on key columns: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr join -j account_id -f accounts.dat then group-by account_name balances.dat + +Mulltiple formats including JSON: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json put '$attr = sub($attr, "([0-9]+)_([0-9]+)_.*", "\1:\2")' data/*.json + +Aggregate per-column statistics: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats1 -a min,mean,max,p10,p50,p90 -f flag,u,v data/* + +Linear regression: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats2 -a linreg-pca -f u,v -g shape data/* + +Aggregate custom per-column statistics: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' data/* + +Iterate over data using DSL expressions: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from estimates.tbl put ' + for (k,v in $*) { + if (is_numeric(v) && k =~ "^[t-z].*$") { + $sum += v; $count += 1 + } + } + $mean = $sum / $count # no assignment if count unset + ' + +Run DSL expressions from a script file: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put -f analyze.mlr + +Split/reduce output to multiple filenames: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put 'tee > "./taps/data-".$a."-".$b, $*' + +Compressed I/O: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put 'tee | "gzip > ./taps/data-".$a."-".$b.".gz", $*' + +Interoperate with other data-processing tools using standard pipes: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put -q '@v=$*; dump | "jq .[]"' + +Tap/trace: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}' + +Program timing +---------------------------------------------------------------- + +This admittedly artificial example demonstrates using Miller time and stats functions to introspectively acquire some information about Miller's own runtime. The ``delta`` function computes the difference between successive timestamps. + +.. code-block:: none + + $ 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 + +Showing differences between successive queries +---------------------------------------------------------------- + +Suppose you have a database query which you run at one point in time, producing the output on the left, then again later producing the output on the right: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/previous_counters.csv + color,count + red,3472 + blue,6838 + orange,694 + purple,12 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/current_counters.csv + color,count + red,3467 + orange,670 + yellow,27 + blue,6944 + +And, suppose you want to compute the differences in the counters between adjacent keys. Since the color names aren't all in the same order, nor are they all present on both sides, we can't just paste the two files side-by-side and do some column-four-minus-column-two arithmetic. + +First, rename counter columns to make them distinct: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv rename count,previous_count data/previous_counters.csv > data/prevtemp.csv + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/prevtemp.csv + color,previous_count + red,3472 + blue,6838 + orange,694 + purple,12 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv rename count,current_count data/current_counters.csv > data/currtemp.csv + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/currtemp.csv + color,current_count + red,3467 + orange,670 + yellow,27 + blue,6944 + +Then, join on the key field(s), and use unsparsify to zero-fill counters absent on one side but present on the other. Use ``--ul`` and ``--ur`` to emit unpaired records (namely, purple on the left and yellow on the right): + +.. code-block:: none + :emphasize-lines: 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 + color previous_count current_count count_delta + red 3472 3467 -5 + orange 694 670 -24 + yellow 0 27 (error) + blue 6838 6944 106 + purple 12 0 (error) + +.. _cookbook-memoization-with-oosvars: + +Memoization with out-of-stream variables +---------------------------------------------------------------- + +The recursive function for the Fibonacci sequence is famous for its computational complexity. Namely, using f(0)=1, f(1)=1, f(n)=f(n-1)+f(n-2) for n>=2, the evaluation tree branches left as well as right at each non-trivial level, resulting in millions or more paths to the root 0/1 nodes for larger n. This program + +.. code-block:: none + + 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 + +produces output like this: + +.. code-block:: none + + i o fcount seconds_delta + 1 1 1 0 + 2 2 3 0.000039101 + 3 3 5 0.000015974 + 4 5 9 0.000019073 + 5 8 15 0.000026941 + 6 13 25 0.000036955 + 7 21 41 0.000056028 + 8 34 67 0.000086069 + 9 55 109 0.000134945 + 10 89 177 0.000217915 + 11 144 287 0.000355959 + 12 233 465 0.000506163 + 13 377 753 0.000811815 + 14 610 1219 0.001297235 + 15 987 1973 0.001960993 + 16 1597 3193 0.003417969 + 17 2584 5167 0.006215811 + 18 4181 8361 0.008294106 + 19 6765 13529 0.012095928 + 20 10946 21891 0.019592047 + 21 17711 35421 0.031193972 + 22 28657 57313 0.057254076 + 23 46368 92735 0.080307961 + 24 75025 150049 0.129482031 + 25 121393 242785 0.213325977 + 26 196418 392835 0.334423065 + 27 317811 635621 0.605969906 + 28 514229 1028457 0.971235037 + +Note that the time it takes to evaluate the function is blowing up exponentially as the input argument increases. Using ``@``-variables, which persist across records, we can cache and reuse the results of previous computations: + +.. code-block:: none + + 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 + +with output like this: + +.. code-block:: none + + i o fcount seconds_delta + 1 1 1 0 + 2 2 3 0.000053883 + 3 3 3 0.000035048 + 4 5 3 0.000045061 + 5 8 3 0.000014067 + 6 13 3 0.000028849 + 7 21 3 0.000028133 + 8 34 3 0.000027895 + 9 55 3 0.000014067 + 10 89 3 0.000015020 + 11 144 3 0.000012875 + 12 233 3 0.000033140 + 13 377 3 0.000014067 + 14 610 3 0.000012875 + 15 987 3 0.000029087 + 16 1597 3 0.000013828 + 17 2584 3 0.000013113 + 18 4181 3 0.000012875 + 19 6765 3 0.000013113 + 20 10946 3 0.000012875 + 21 17711 3 0.000013113 + 22 28657 3 0.000013113 + 23 46368 3 0.000015974 + 24 75025 3 0.000012875 + 25 121393 3 0.000013113 + 26 196418 3 0.000012875 + 27 317811 3 0.000013113 + 28 514229 3 0.000012875 diff --git a/docs6b/docs/_build/html/_sources/new-in-miller-6.rst.txt b/docs6b/docs/_build/html/_sources/new-in-miller-6.rst.txt new file mode 100644 index 000000000..9c12d835d --- /dev/null +++ b/docs6b/docs/_build/html/_sources/new-in-miller-6.rst.txt @@ -0,0 +1,141 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +What's new in Miller 6 +================================================================ + +See also the `list of issues tagged with go-port `_. + +Documentation improvements +---------------------------------------------------------------- + +Documentation (what you're reading here) and on-line help (``mlr --help``) have been completely reworked. + +In the initial release, the focus was convincing users already familiar with +``awk``/``grep``/``cut`` that Miller was a viable option. Over time it's become +clear that many users aren't expert with these. The focus has shifted toward a +higher quantity of more introductory/accessible material for command-line data +processing. + +Similarly, the FAQ/recipe material has been expanded to include more, and simpler, +use-cases including resolved questions from +https://github.com/johnkerl/miller/issues and +https://github.com/johnkerl/miller/discussions. More complex/niche material has +been pushed farther down. The long reference pages have been split up into +separate pages. + +Since CSV is overwhelmingly the most popular data format for Miller, it is +now discussed first, and more examples use CSV. + +JSON support, and arrays +---------------------------------------------------------------- + +Arrays are now supported in Miller's ``put``/``filter`` programming language, +as described at :doc:`reference-dsl-arrays`. Also, ``array`` is now a keyword +so this is no longer usable as a local-variable or UDF name. + +JSON support is improved: + +* Direct support for arrays means that you can now use Miller to process more JSON files. +* Streamable JSON parsing: Miller's internal record-processing pipeline starts as soon as the first record is read (which was already the case for other file formats). This means that, unless records are wrapped with outermost ``[...]``, Miller now handles JSON in ``tail -f`` contexts like it does for other file formats. +* Flatten/unflatten -- TODO pick a name and link to a separate page/section + +Improved Windows experience +---------------------------------------------------------------- + +Stronger support for Windows (with or without MSYS2), with a couple of +exceptions. See :doc:`miller-on-windows` for more information. + +Binaries are reliably available using GitHub Actions: see also :doc:`installation`. + +In-process support for compressed input +---------------------------------------------------------------- + +In addition to ``--prepipe gunzip``, you can now use the ``--gzin`` flag. In +fact, if your files end in ``.gz`` you don't even need to do that -- Miller +will autodetect by file extension and automatically uncompress ``mlr --csv cat +foo.csv.gz``. Similarly for ``.z`` and ``.bz2`` files. Please see section +[TODO:linkify] for more information. + +Output colorization +---------------------------------------------------------------- + +Miller uses separate, customizable colors for keys and values whenever the output is to a terminal. See :doc:`output-colorization`. + +Improved numeric conversion +---------------------------------------------------------------- + +The most central part of Miller 6 is a deep refactor of how data values are parsed +from file contents, how types are inferred, and how they're converted back to +text into output files. + +This was all initiated by https://github.com/johnkerl/miller/issues/151. + +In Miller 5 and below, all values were stored as strings, then only converted +to int/float as-needed, for example when a particular field was referenced in +the ``stats1`` or ``put`` verbs. This led to awkwardnesses such as the ``-S`` +and ``-F`` flags for ``put`` and ``filter``. + +In Miller 6, things parseable as int/float are treated as such from the moment +the input data is read, and these are passed along through the verb chain. All +values are typed from when they're read, and their types are passed along. +Meanwhile the original string representation of each value is also retained. If +a numeric field isn't modified during the processing chain, it's printed out +the way it arrived. Also, quoted values in JSON strings are flagged as being +strings throughout the processing chain. + +For example (see https://github.com/johnkerl/miller/issues/178) you can now do + +.. code-block:: none + :emphasize-lines: 1-1 + + echo '{ "a": "0123" }' | mlr --json cat + { + "a": "0123" + } + +.. code-block:: none + :emphasize-lines: 1-1 + + echo '{ "x": 1.230, "y": 1.230000000 }' | mlr --json cat + { + "x": 1.230, + "y": 1.230000000 + } + +REPL +---------------------------------------------------------------- + +Miller now has a read-evaluate-print-loop (:doc:`repl`) where you can single-step through your data-file record, express arbitrary statements to converse with the data, etc. + +New DSL functions / operators +---------------------------------------------------------------- + +* String-hashing functions :ref:`reference-dsl-md5`, :ref:`reference-dsl-sha1`, :ref:`reference-dsl-sha256`, and :ref:`reference-dsl-sha512`. +* Platform-property functions :ref:`reference-dsl-hostname`, :ref:`reference-dsl-os`, and :ref:`reference-dsl-version`. +* Unsigned right-shift :ref:`reference-dsl-ursh` along with ``>>>=``. + +Improved command-line parsing +---------------------------------------------------------------- + +Miller 6 has getoptish command-line parsing (https://github.com/johnkerl/miller/pull/467): + +* ``-xyz`` expands automatically to ``-x -y -z``, so (for example) ``mlr cut -of shape,flag`` is the same as ``mlr cut -o -f shape,flag``. +* ``--foo=bar`` expands automatically to ``--foo bar``, so (for example) ``mlr --ifs=comma`` is the same as ``mlr --ifs comma``. +* ``--mfrom``, ``--load``, ``--mload`` as described at [TODO:linkify]. + +Improved error messages for DSL parsing +---------------------------------------------------------------- + +For ``mlr put`` and ``mlr filter``, parse-error messages now include location information: + +.. code-block:: none + + mlr: cannot parse DSL expression. + Parse error on token ">" at line 63 columnn 7. + +Developer-specific aspects +---------------------------------------------------------------- + +* Miller has been ported from C to Go. Developer notes: https://github.com/johnkerl/miller/blob/main/go/README.md +* Completely reworked regression testing, including running on Windows diff --git a/docs6b/docs/_build/html/_sources/old-10min.rst.txt b/docs6b/docs/_build/html/_sources/old-10min.rst.txt new file mode 100644 index 000000000..13af32a9c --- /dev/null +++ b/docs6b/docs/_build/html/_sources/old-10min.rst.txt @@ -0,0 +1,117 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +TBF +=== + +Sorts and stats +^^^^^^^^^^^^^^^ + +Now suppose you want to sort the data on a given column, *and then* take the top few in that ordering. You can use Miller's ``then`` feature to pipe commands together. + +Here are the records with the top three ``index`` values: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint sort -f shape -nr index then head -n 3 example.csv + color shape flag index quantity rate + yellow circle true 87 63.5058 8.3350 + yellow circle true 73 63.9785 4.2370 + red circle true 16 13.8103 2.9010 + +Lots of Miller commands take a ``-g`` option for group-by: here, ``head -n 1 -g shape`` outputs the first record for each distinct value of the ``shape`` field. This means we're finding the record with highest ``index`` field for each distinct ``shape`` field: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint sort -f shape -nr index then head -n 1 -g shape example.csv + color shape flag index quantity rate + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + purple triangle false 65 80.1405 5.8240 + +Statistics can be computed with or without group-by field(s): + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint --from example.csv stats1 -a count,min,mean,max -f quantity -g shape + shape quantity_count quantity_min quantity_mean quantity_max + triangle 3 43.6498 68.33976666666666 81.229 + square 4 72.3735 76.60114999999999 79.2778 + circle 3 13.8103 47.0982 63.9785 + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --opprint --from example.csv stats1 -a count,min,mean,max -f quantity -g shape,color + shape color quantity_count quantity_min quantity_mean quantity_max + triangle yellow 1 43.6498 43.6498 43.6498 + square red 3 77.1991 78.01036666666666 79.2778 + circle red 1 13.8103 13.8103 13.8103 + triangle purple 2 80.1405 80.68475000000001 81.229 + circle yellow 2 63.5058 63.742149999999995 63.9785 + square purple 1 72.3735 72.3735 72.3735 + +If your output has a lot of columns, you can use XTAB format to line things up vertically for you instead: + +.. code-block:: none + :emphasize-lines: 1,1 + + $ mlr --icsv --oxtab --from example.csv stats1 -a p0,p10,p25,p50,p75,p90,p99,p100 -f rate + rate_p0 0.0130 + rate_p10 2.9010 + rate_p25 4.2370 + rate_p50 8.2430 + rate_p75 8.5910 + rate_p90 9.8870 + rate_p99 9.8870 + rate_p100 9.8870 + +.. _10min-choices-for-printing-to-files: + +Other-format examples +^^^^^^^^^^^^^^^^^^^^^ + +What's a CSV file, really? It's an array of rows, or *records*, each being a list of key-value pairs, or *fields*: for CSV it so happens that all the keys are shared in the header line and the values vary data line by data line. + +For example, if you have: + +.. code-block:: none + + shape,flag,index + circle,1,24 + square,0,36 + +then that's a way of saying: + +.. code-block:: none + + shape=circle,flag=1,index=24 + shape=square,flag=0,index=36 + +Data written this way are called **DKVP**, for *delimited key-value pairs*. + +We've also already seen other ways to write the same data: + + +.. code-block:: none + + CSV PPRINT JSON + shape,flag,index shape flag index [ + circle,1,24 circle 1 24 { + square,0,36 square 0 36 "shape": "circle", + "flag": 1, + "index": 24 + }, + DKVP XTAB { + shape=circle,flag=1,index=24 shape circle "shape": "square", + shape=square,flag=0,index=36 flag 1 "flag": 0, + index 24 "index": 36 + } + shape square ] + flag 0 + index 36 + +Anything we can do with CSV input data, we can do with any other format input data. And you can read from one format, do any record-processing, and output to the same format as the input, or to a different output format. diff --git a/docs6b/docs/_build/html/_sources/operating-on-all-fields.rst.txt b/docs6b/docs/_build/html/_sources/operating-on-all-fields.rst.txt new file mode 100644 index 000000000..479a4579d --- /dev/null +++ b/docs6b/docs/_build/html/_sources/operating-on-all-fields.rst.txt @@ -0,0 +1,128 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Operating on all fields +======================= + +Bulk rename of fields +---------------------------------------------------------------- + +Suppose you want to replace spaces with underscores in your column names: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/spaces.csv + a b c,def,g h i + 123,4567,890 + 2468,1357,3579 + 9987,3312,4543 + +The simplest way is to use ``mlr rename`` with ``-g`` (for global replace, not just first occurrence of space within each field) and ``-r`` for pattern-matching (rather than explicit single-column renames): + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv rename -g -r ' ,_' data/spaces.csv + a_b_c,def,g_h_i + 123,4567,890 + 2468,1357,3579 + 9987,3312,4543 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv --opprint rename -g -r ' ,_' data/spaces.csv + a_b_c def g_h_i + 123 4567 890 + 2468 1357 3579 + 9987 3312 4543 + +You can also do this with a for-loop: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/bulk-rename-for-loop.mlr + map newrec = {}; + for (oldk, v in $*) { + newrec[gsub(oldk, " ", "_")] = v; + } + $* = newrec + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint put -f data/bulk-rename-for-loop.mlr data/spaces.csv + a_b_c def g_h_i + 123 4567 890 + 2468 1357 3579 + 9987 3312 4543 + +Search-and-replace over all fields +---------------------------------------------------------------- + +How to do ``$name = gsub($name, "old", "new")`` for all fields? + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/sar.csv + a,b,c + the quick,brown fox,jumped + over,the,lazy dogs + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/sar.mlr + for (k in $*) { + $[k] = gsub($[k], "e", "X"); + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv put -f data/sar.mlr data/sar.csv + a,b,c + thX quick,brown fox,jumpXd + ovXr,thX,lazy dogs + +Full field renames and reassigns +---------------------------------------------------------------- + +Using Miller 5.0.0's map literals and assigning to ``$*``, you can fully generalize :ref:`mlr rename `, :ref:`mlr reorder `, etc. + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 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 + z=0.3467901443380824,KEYFIELD=pan,i=1,b=pan,y=0.3467901443380824,x=0.7268028627434533 + z=0.7586799647899636,KEYFIELD=eks,i=3,b=pan,y=0.7586799647899636,x=0.5221511083334797 + z=0.20460330576630303,KEYFIELD=wye,i=6,b=wye,y=0.20460330576630303,x=0.33831852551664776 + z=0.38139939387114097,KEYFIELD=eks,i=10,b=wye,y=0.38139939387114097,x=0.13418874328430463 + z=0.5732889198020006,KEYFIELD=wye,i=15,b=pan,y=0.5732889198020006,x=0.8636244699032729 diff --git a/docs6b/docs/_build/html/_sources/originality.rst.txt b/docs6b/docs/_build/html/_sources/originality.rst.txt new file mode 100644 index 000000000..3bc33f68c --- /dev/null +++ b/docs6b/docs/_build/html/_sources/originality.rst.txt @@ -0,0 +1,43 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +How original is Miller? +================================================================ + +It isn't. Miller is one of many, many participants in the online-analytical-processing culture. Other key participants include ``awk``, SQL, spreadsheets, etc. etc. etc. Far from being an original concept, Miller explicitly strives to imitate several existing tools: + +**The Unix toolkit**: Intentional similarities as described in :doc:`feature-comparison`. + +Recipes abound for command-line data analysis using the Unix toolkit. Here are just a couple of my favorites: + +* http://en.wikibooks.org/wiki/Ad_Hoc_Data_Analysis_From_The_Unix_Command_Line +* http://www.gregreda.com/2013/07/15/unix-commands-for-data-science +* https://github.com/dbohdan/structured-text-tools + +**RecordStream**: Miller owes particular inspiration to `RecordStream `_. The key difference is that RecordStream is a Perl-based tool for manipulating JSON (including requiring it to separately manipulate other formats such as CSV into and out of JSON), while Miller is fast Go which handles its formats natively. The similarities include the ``sort``, ``stats1`` (analog of RecordStream's ``collate``), and ``delta`` operations, as well as ``filter`` and ``put``, and pretty-print formatting. + +**stats_m**: A third source of lineage is my Python `stats_m `_ module. This includes simple single-pass algorithms which form Miller's ``stats1`` and ``stats2`` subcommands. + +**SQL**: Fourthly, Miller's ``group-by`` command name is from SQL, as is the term ``aggregate``. + +**Added value**: Miller's added values include: + +* Name-indexing, compared to the Unix toolkit's positional indexing. +* Raw speed, compared to ``awk``, RecordStream, ``stats_m``, or various other kinds of Python/Ruby/etc. scripts one can easily create. +* Compact keystroking for many common tasks, with a decent amount of flexibility. +* Ability to handle text files on the Unix pipe, without need for creating database tables, compared to SQL databases. +* Various file formats, and on-the-fly format conversion. + +**jq**: Miller does for name-indexed text what `jq `_ does for JSON. If you're not already familiar with ``jq``, please check it out!. + +**What about similar tools?** + +Here's a comprehensive list: https://github.com/dbohdan/structured-text-tools. Last I knew it doesn't mention `rows `_ so here's a plug for that as well. As it turns out, I learned about most of these after writing Miller. + +**What about DOTADIW?** One of the key points of the `Unix philosophy `_ is that a tool should do one thing and do it well. Hence ``sort`` and ``cut`` do just one thing. Why does Miller put ``awk``-like processing, a few SQL-like operations, and statistical reduction all into one tool? This is a fair question. First note that many standard tools, such as ``awk`` and ``perl``, do quite a few things -- as does ``jq``. But I could have pushed for putting format awareness and name-indexing options into ``cut``, ``awk``, and so on (so you could do ``cut -f hostname,uptime`` or ``awk '{sum += $x*$y}END{print sum}'``). Patching ``cut``, ``sort``, etc. on multiple operating systems is a non-starter in terms of uptake. Moreover, it makes sense for me to have Miller be a tool which collects together format-aware record-stream processing into one place, with good reuse of Miller-internal library code for its various features. + +**Why not use Perl/Python/Ruby etc.?** Maybe you should. With those tools you'll get far more expressive power, and sufficiently quick turnaround time for small-to-medium-sized data. Using Miller you'll get something less than a complete programming language, but which is fast, with moderate amounts of flexibility and much less keystroking. + +When I was first developing Miller I made a survey of several languages. Using low-level implementation languages like C, Go, Rust, and Nim, I'd need to create my own domain-specific language (DSL) which would always be less featured than a full programming language, but I'd get better performance. Using high-level interpreted languages such as Perl/Python/Ruby I'd get the language's ``eval`` for free and I wouldn't need a DSL; Miller would have mainly been a set of format-specific I/O hooks. If I'd gotten good enough performance from the latter I'd have done it without question and Miller would be far more flexible. But high-level languages win the performance criteria by a landslide so we have Miller in Go with a custom DSL. + +**No, really, why one more command-line data-manipulation tool?** I wrote Miller because I was frustrated with tools like ``grep``, ``sed``, and so on being *line-aware* without being *format-aware*. The single most poignant example I can think of is seeing people grep data lines out of their CSV files and sadly losing their header lines. While some lighter-than-SQL processing is very nice to have, at core I wanted the format-awareness of `RecordStream `_ combined with the raw speed of the Unix toolkit. Miller does precisely that. diff --git a/docs6b/docs/_build/html/_sources/output-colorization.rst.txt b/docs6b/docs/_build/html/_sources/output-colorization.rst.txt new file mode 100644 index 000000000..339e145c1 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/output-colorization.rst.txt @@ -0,0 +1,56 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Output colorization +================================================================ + +As of version 6.0.0, Miller supports output-colorization. Here are examples using side-by-side black-background and white-background terminals: + +.. image:: pix/colorization.png + +Things having colors: + +* Keys in CSV header lines, JSON keys, etc +* Values in CSV data lines, JSON scalar values, etc +* "PASS" and "FAIL" in regression-test output +* Some online-help strings + +Rules for colorization: + +* By default, colorize output only if writing to stdout and stdout is a TTY. + + * Example: color: ``mlr --csv cat foo.csv`` + * Example: no color: ``mlr --csv cat foo.csv > bar.csv`` + * Example: no color: ``mlr --csv cat foo.csv | less`` + +* The default colors were chosen since they look OK with white or black terminal background, and are differentiable with common varieties of human color vision. + +Mechanisms for colorization: + +* Miller uses ANSI escape sequences only. This does not work on Windows except on Cygwin. +* Requires ``TERM`` environment variable to be set to non-empty string. +* Doesn't try to check to see whether the terminal is capable of 256-color ANSI vs 16-color ANSI. Note that if colors are in the range 0..15 then 16-color ANSI escapes are used, so this is in the user's control. + +How you can control colorization: + +* Suppression/unsuppression: + + * ``export MLR_NO_COLOR=true`` means Miller won't color even when it normally would. + * ``export MLR_ALWAYS_COLOR=true`` means Miller will color even when it normally would not. For example, you might want to use this when piping ``mlr`` output to ``less -r``. + * Command-line flags ``--no-color`` or ``-M``, ``--always-color`` or ``-C``. + + +* Color choices can be specified by using environment variables or command-line flags, with values 0..255: + + * ``export MLR_KEY_COLOR=208`` + * ``export MLR_VALUE_COLOR=33`` + * Likewise for ``MLR_PASS_COLOR``, ``MLR_FAIL_COLOR``, ``MLR_HELP_COLOR``, ``MLR_REPL_PS1_COLOR``, and ``MLR_REPL_PS2_COLOR``. + * Command-line flags ``--key-color 208``, ``--value-color 33``, etc., and likewise for ``--pass-color``, ``--fail-color``, ``--repl-ps1-color``, ``--repl-ps2-color``, and ``--help-color``. + * This is particularly useful if your terminal's background color clashes with current settings. + +If environment-variable settings and command-line flags are both provided, the latter take precedence. + +Please do ``mlr --list-color-codes`` to see the available color codes (like ``170``), and ``mlr --list-color-names`` to see available names (like ``orchid``). + +.. image:: pix/colorization2.png + diff --git a/docs6b/docs/_build/html/_sources/performance.rst.txt b/docs6b/docs/_build/html/_sources/performance.rst.txt new file mode 100644 index 000000000..2d1d9d010 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/performance.rst.txt @@ -0,0 +1,23 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Performance +================================================================ + +Disclaimer +---------------------------------------------------------------- + +In a previous version of this page, I compared Miller to some items in the Unix toolkit in terms of run time. But such comparisons are very much not apples-to-apples: + +* Miller's principal strength is that it handles **key-value data in various formats** while the system tools **do not**. So if you time ``mlr sort`` on a CSV file against system ``sort``, it's not relevant to say which is faster by how many percent -- Miller will respect the header line, leaving it in place, while the system sort will move it, sorting it along with all the other header lines. This would be comparing the run times of two programs produce different outputs. Likewise, ``awk`` doesn't respect header lines, although you can code up some CSV-handling using ``if (NR==1) { ... } else { ... }``. And that's just CSV: I don't know any simple way to get ``sort``, ``awk``, etc. to handle DKVP, JSON, etc. -- which is the main reason I wrote Miller. + +* **Implementations differ by platform**: one ``awk`` may be fundamentally faster than another, and ``mawk`` has a very efficient bytecode implementation -- which handles positionally indexed data far faster than Miller does. + +* The system ``sort`` command will, on some systems, handle too-large-for-RAM datasets by spilling to disk; Miller (as of version 5.2.0, mid-2017) does not. Miller sorts are always stable; GNU supports stable and unstable variants. + +* Etc. + +Summary +---------------------------------------------------------------- + +Miller can do many kinds of processing on key-value-pair data using elapsed time roughly of the same order of magnitude as items in the Unix toolkit can handle positionally indexed data. Specific results vary widely by platform, implementation details, multi-core use (or not). Lastly, specific special-purpose non-record-aware processing will run far faster in ``grep``, ``sed``, etc. diff --git a/docs6b/docs/_build/html/_sources/programming-examples.rst.txt b/docs6b/docs/_build/html/_sources/programming-examples.rst.txt new file mode 100644 index 000000000..f05421833 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/programming-examples.rst.txt @@ -0,0 +1,261 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Programming-language examples +================================================================ + +Here are a few things focusing on Miller's DSL as a programming language per se, outside of its normal use for streaming record-processing. + +Sieve of Eratosthenes +---------------------------------------------------------------- + +The `Sieve of Eratosthenes `_ is a standard introductory programming topic. The idea is to find all primes up to some *N* by making a list of the numbers 1 to *N*, then striking out all multiples of 2 except 2 itself, all multiples of 3 except 3 itself, all multiples of 4 except 4 itself, and so on. Whatever survives that without getting marked is a prime. This is easy enough in Miller. Notice that here all the work is in ``begin`` and ``end`` statements; there is no file input (so we use ``mlr -n`` to keep Miller from waiting for input data). + +.. code-block:: none + :emphasize-lines: 1-1 + + cat programs/sieve.mlr + # ================================================================ + # Sieve of Eratosthenes: simple example of Miller DSL as programming language. + # ================================================================ + + # Put this in a begin-block so we can do either + # mlr -n put -q -f name-of-this-file.mlr + # or + # mlr -n put -q -f name-of-this-file.mlr -e '@n = 200' + # i.e. 100 is the default upper limit, and another can be specified using -e. + begin { + @n = 100; + } + + end { + for (int i = 0; i <= @n; i += 1) { + @s[i] = true; + } + @s[0] = false; # 0 is neither prime nor composite + @s[1] = false; # 1 is neither prime nor composite + # Strike out multiples + for (int i = 2; i <= @n; i += 1) { + for (int j = i+i; j <= @n; j += i) { + @s[j] = false; + } + } + # Print survivors + for (int i = 0; i <= @n; i += 1) { + if (@s[i]) { + print i; + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr -n put -f programs/sieve.mlr + 2 + 3 + 5 + 7 + 11 + 13 + 17 + 19 + 23 + 29 + 31 + 37 + 41 + 43 + 47 + 53 + 59 + 61 + 67 + 71 + 73 + 79 + 83 + 89 + 97 + +Mandelbrot-set generator +---------------------------------------------------------------- + +The `Mandelbrot set `_ is also easily expressed. This isn't an important case of data-processing in the vein for which Miller was designed, but it is an example of Miller as a general-purpose programming language -- a test case for the expressiveness of the language. + +The (approximate) computation of points in the complex plane which are and aren't members is just a few lines of complex arithmetic (see the Wikipedia article); how to render them is another task. Using graphics libraries you can create PNG or JPEG files, but another fun way to do this is by printing various characters to the screen: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat programs/mand.mlr + # Mandelbrot set generator: simple example of Miller DSL as programming language. + begin { + # Set defaults + @rcorn = -2.0; + @icorn = -2.0; + @side = 4.0; + @iheight = 50; + @iwidth = 100; + @maxits = 100; + @levelstep = 5; + @chars = "@X*o-."; # Palette of characters to print to the screen. + @verbose = false; + @do_julia = false; + @jr = 0.0; # Real part of Julia point, if any + @ji = 0.0; # Imaginary part of Julia point, if any + } + + # Here, we can override defaults from an input file (if any). In Miller's + # put/filter DSL, absent-null right-hand sides result in no assignment so we + # can simply put @rcorn = $rcorn: if there is a field in the input like + # 'rcorn = -1.847' we'll read and use it, else we'll keep the default. + @rcorn = $rcorn; + @icorn = $icorn; + @side = $side; + @iheight = $iheight; + @iwidth = $iwidth; + @maxits = $maxits; + @levelstep = $levelstep; + @chars = $chars; + @verbose = $verbose; + @do_julia = $do_julia; + @jr = $jr; + @ji = $ji; + + end { + if (@verbose) { + print "RCORN = ".@rcorn; + print "ICORN = ".@icorn; + print "SIDE = ".@side; + print "IHEIGHT = ".@iheight; + print "IWIDTH = ".@iwidth; + print "MAXITS = ".@maxits; + print "LEVELSTEP = ".@levelstep; + print "CHARS = ".@chars; + } + + # Iterate over a matrix of rows and columns, printing one character for each cell. + for (int ii = @iheight-1; ii >= 0; ii -= 1) { + num pi = @icorn + (ii/@iheight) * @side; + for (int ir = 0; ir < @iwidth; ir += 1) { + num pr = @rcorn + (ir/@iwidth) * @side; + printn get_point_plot(pr, pi, @maxits, @do_julia, @jr, @ji); + } + print; + } + } + + # This is a function to approximate membership in the Mandelbrot set (or Julia + # set for a given Julia point if do_julia == true) for a given point in the + # complex plane. + func get_point_plot(pr, pi, maxits, do_julia, jr, ji) { + num zr = 0.0; + num zi = 0.0; + num cr = 0.0; + num ci = 0.0; + + if (!do_julia) { + zr = 0.0; + zi = 0.0; + cr = pr; + ci = pi; + } else { + zr = pr; + zi = pi; + cr = jr; + ci = ji; + } + + int iti = 0; + bool escaped = false; + num zt = 0; + for (iti = 0; iti < maxits; iti += 1) { + num mag = zr*zr + zi+zi; + if (mag > 4.0) { + escaped = true; + break; + } + # z := z^2 + c + zt = zr*zr - zi*zi + cr; + zi = 2*zr*zi + ci; + zr = zt; + } + if (!escaped) { + return "."; + } else { + # The // operator is Miller's (pythonic) integer-division operator + int level = (iti // @levelstep) % strlen(@chars); + return substr(@chars, level, level); + } + } + +At standard resolution this makes a nice little ASCII plot: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr -n put -f ./programs/mand.mlr + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXX.XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXooXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX**o..*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX*-....-oXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@XXXXXXXXXX*......o*XXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXX**oo*-.-........oo.XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX....................X..o-XXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@XXXXXXXXXXXXXXX*oo......................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@XXX*XXXXXXXXXXXX**o........................*X*X@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@XXXXXXooo***o*.*XX**X..........................o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@XXXXXXXX*-.......-***.............................oXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@XXXXXXXX*@..........Xo............................*XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@XXXX@XXXXXXXX*o@oX...........@...........................oXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + .........................................................o*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@XXXXXXXXX*-.oX...........@...........................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@XXXXXXXXXX**@..........*o............................*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@XXXXXXXXXXXXX-........***.............................oXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@XXXXXXXXXXXXoo****o*.XX***@..........................o-XXXXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@XXXXX*XXXX*XXXXXXX**-........................***XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*.....................@o*XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX*....................*..o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX*ooo*-.o........oo.X*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX**@.....*XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX*o....-o*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXo*o..*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*XXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX@XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + +But using a very small font size (as small as my Mac will let me go), and by choosing the coordinates to zoom in on a particular part of the complex plane, we can get a nice little picture: + +.. code-block:: none + + #!/bin/bash + # Get the number of rows and columns from the terminal window dimensions + iheight=$(stty size | mlr --nidx --fs space cut -f 1) + iwidth=$(stty size | mlr --nidx --fs space cut -f 2) + echo "rcorn=-1.755350,icorn=+0.014230,side=0.000020,maxits=10000,iheight=$iheight,iwidth=$iwidth" \ + | mlr put -f programs/mand.mlr + +.. image:: pix/mand.png diff --git a/docs6b/docs/_build/html/_sources/programming-language.rst.txt b/docs6b/docs/_build/html/_sources/programming-language.rst.txt new file mode 100644 index 000000000..136831050 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/programming-language.rst.txt @@ -0,0 +1,370 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Intro to Miller's programming language +====================================== + +In the :doc:`10min` page we took a tour of some of Miller's most-used verbs including ``cat``, ``head``, ``tail``, ``cut``, and ``sort``. These are analogs of familiar system commands, but empowered by field-name indexing and file-format awareness: the system ``sort`` command only knows about lines and column names like ``1,2,3,4``, while ``mlr sort`` knows about CSV/TSV/JSON/etc records, and field names like ``color,shape,flag,index``. + +We also caught a glimpse of Miller's ``put`` and ``filter`` verbs. These two are special since they let you express statements using Miller's programming language. It's a *embedded domain-specific language* since it's inside Miller: often referred to simply as the *Miller DSL*. + +In the :doc:`reference-dsl` page we have a complete reference to Miller's programming language. For now, let's take a quick look at key features -- you can use as few or as many features as you like. + +Records and fields +^^^^^^^^^^^^^^^^^^^ + +Let's keep using the sample `example.csv <./example.csv>`_. When we type + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p put '$cost = $quantity * $rate' example.csv + color shape flag index quantity rate cost + yellow triangle true 11 43.6498 9.8870 431.5655726 + red square true 15 79.2778 0.0130 1.0306114 + red circle true 16 13.8103 2.9010 40.063680299999994 + red square false 48 77.5542 7.4670 579.0972113999999 + purple triangle false 51 81.2290 8.5910 697.8383389999999 + red square false 64 77.1991 9.5310 735.7846221000001 + purple triangle false 65 80.1405 5.8240 466.738272 + yellow circle true 73 63.9785 4.2370 271.0769045 + yellow circle true 87 63.5058 8.3350 529.3208430000001 + purple square false 91 72.3735 8.2430 596.5747605000001 + +a few things are happening: + +* We refer to fields in the input data using a dollar sign and then the field name, e.g. ``$quantity``. (If a field name has special characters like a dot or slash, just use curly braces: ``${field.name}``.) +* The expression ``$cost = $quantity * $rate`` is executed once per record of the data file. Our `example.csv <./example.csv>`_ has 10 records so this expression was executed 10 times, with the field names ``$quantity`` and ``$rate`` bound to the current record's values for those fields. +* On the left-hand side we have the new field name ``$cost`` which didn't come from the input data. Assignments to new variables result in a new field being placed after all the other ones. If we'd assigned to an existing field name, it would have been updated in-place. +* The entire expression is surrounded by single quotes, to get it past the system shell. Inside those, only double quotes have meaning in Miller's programming language. + +Multi-line statements, and statements-from-file +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +You can use more than one statement, separating them with semicolons, and optionally putting them on lines of their own: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p put '$cost = $quantity * $rate; $index = $index * 100' example.csv + color shape flag index quantity rate cost + yellow triangle true 1100 43.6498 9.8870 431.5655726 + red square true 1500 79.2778 0.0130 1.0306114 + red circle true 1600 13.8103 2.9010 40.063680299999994 + red square false 4800 77.5542 7.4670 579.0972113999999 + purple triangle false 5100 81.2290 8.5910 697.8383389999999 + red square false 6400 77.1991 9.5310 735.7846221000001 + purple triangle false 6500 80.1405 5.8240 466.738272 + yellow circle true 7300 63.9785 4.2370 271.0769045 + yellow circle true 8700 63.5058 8.3350 529.3208430000001 + purple square false 9100 72.3735 8.2430 596.5747605000001 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --c2p put ' + $cost = $quantity * $rate; + $index *= 100 + ' example.csv + color shape flag index quantity rate cost + yellow triangle true 1100 43.6498 9.8870 431.5655726 + red square true 1500 79.2778 0.0130 1.0306114 + red circle true 1600 13.8103 2.9010 40.063680299999994 + red square false 4800 77.5542 7.4670 579.0972113999999 + purple triangle false 5100 81.2290 8.5910 697.8383389999999 + red square false 6400 77.1991 9.5310 735.7846221000001 + purple triangle false 6500 80.1405 5.8240 466.738272 + yellow circle true 7300 63.9785 4.2370 271.0769045 + yellow circle true 8700 63.5058 8.3350 529.3208430000001 + purple square false 9100 72.3735 8.2430 596.5747605000001 + +One of Miller's key features is the ability to express data-transformation right there at the keyboard, interactively. But if you find yourself using expressions repeatedly, you can put everything between the single quotes into a file and refer to that using ``put -f``: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat dsl-example.mlr + $cost = $quantity * $rate; + $index *= 100 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p put -f dsl-example.mlr example.csv + color shape flag index quantity rate cost + yellow triangle true 1100 43.6498 9.8870 431.5655726 + red square true 1500 79.2778 0.0130 1.0306114 + red circle true 1600 13.8103 2.9010 40.063680299999994 + red square false 4800 77.5542 7.4670 579.0972113999999 + purple triangle false 5100 81.2290 8.5910 697.8383389999999 + red square false 6400 77.1991 9.5310 735.7846221000001 + purple triangle false 6500 80.1405 5.8240 466.738272 + yellow circle true 7300 63.9785 4.2370 271.0769045 + yellow circle true 8700 63.5058 8.3350 529.3208430000001 + purple square false 9100 72.3735 8.2430 596.5747605000001 + +This becomes particularly important on Windows. Quite a bit of effort was put into making Miller on Windows be able to handle the kinds of single-quoted expressions we're showing here, but if you get syntax-error messages on Windows using examples in this documentation, you can put the parts between single quotes into a file and refer to that using ``mlr put -f``. + +Out-of-stream variables, begin, and end +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Above we saw that your expression is executed once per record -- if a file has a million records, your expression will be executed a million times, once for each record. But you can mark statements to only be executed once, either before the record stream begins, or after the record stream is ended. If you know about `AWK `_, you might have noticed that Miller's programming language is loosely inspired by it, including the ``begin`` and ``end`` statements. + +Above we also saw that names like ``$quantity`` are bound to each record in turn. + +To make ``begin`` and ``end`` statements useful, we need somewhere to put things that persist across the duration of the record stream, and a way to emit them. Miller uses **out-of-stream variables** (or **oosvars** for short) whose names start with an ``@`` sigil, and the **emit** keyword to write them into the output record stream: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p --from example.csv put 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}' + color shape flag index quantity rate + yellow triangle true 11 43.6498 9.8870 + red square true 15 79.2778 0.0130 + red circle true 16 13.8103 2.9010 + red square false 48 77.5542 7.4670 + purple triangle false 51 81.2290 8.5910 + red square false 64 77.1991 9.5310 + purple triangle false 65 80.1405 5.8240 + yellow circle true 73 63.9785 4.2370 + yellow circle true 87 63.5058 8.3350 + purple square false 91 72.3735 8.2430 + + sum + 652.7185 + +If you want the end-block output to be the only output, and not include the input data, you can use ``mlr put -q``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p --from example.csv put -q 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}' + sum + 652.7185 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2j --from example.csv put -q 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}' + { + "sum": 652.7185 + } + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --c2j --from example.csv put -q ' + begin { @count = 0; @sum = 0 } + @count += 1; + @sum += $quantity; + end {emit (@count, @sum)} + ' + { + "count": 10, + "sum": 652.7185 + } + +We'll see in the documentation for :ref:`reference-verbs-stats1` that there's a lower-keystroking way to get counts and sums of things -- so, take this sum/count example as an indication of the kinds of things you can do using Miller's programming language. + +Context variables +^^^^^^^^^^^^^^^^^ + +Also inspired by `AWK `_, the Miller DSL has the following special **context variables**: + +* ``FILENAME`` -- the filename the current record came from. Especially useful in things like ``mlr ... *.csv``. +* ``FILENUM`` -- similarly, but integer 1,2,3,... rather than filenam.e +* ``NF`` -- the number of fields in the current record. Note that if you assign ``$newcolumn = some value`` then ``NF`` will increment. +* ``NR`` -- starting from 1, counter of how many records processed so far. +* ``FNR`` -- similar, but resets to 1 at the start of each file. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat context-example.mlr + $nf = NF; + $nr = NR; + $fnr = FNR; + $filename = FILENAME; + $filenum = FILENUM; + $newnf = NF; + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p put -f context-example.mlr data/a.csv data/b.csv + a b c nf nr fnr filename filenum newnf + 1 2 3 3 1 1 data/a.csv 1 8 + 4 5 6 3 2 2 data/a.csv 1 8 + 7 8 9 3 3 1 data/b.csv 2 8 + +Functions and local variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +You can define your own functions: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat factorial-example.mlr + func factorial(n) { + if (n <= 1) { + return n + } else { + return n * factorial(n-1) + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p --from example.csv put -f factorial-example.mlr -e '$fact = factorial(NR)' + color shape flag index quantity rate fact + yellow triangle true 11 43.6498 9.8870 1 + red square true 15 79.2778 0.0130 2 + red circle true 16 13.8103 2.9010 6 + red square false 48 77.5542 7.4670 24 + purple triangle false 51 81.2290 8.5910 120 + red square false 64 77.1991 9.5310 720 + purple triangle false 65 80.1405 5.8240 5040 + yellow circle true 73 63.9785 4.2370 40320 + yellow circle true 87 63.5058 8.3350 362880 + purple square false 91 72.3735 8.2430 3628800 + +Note that here we used the ``-f`` flag to ``put`` to load our function +definition, and also the ``-e`` flag to add another statement on the command +line. (We could have also put ``$fact = factorial(NR)`` inside +``factorial-example.mlr`` but that would have made that file less flexible for our +future use.) + +If-statements, loops, and local variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Suppose you want to only compute sums conditionally -- you can use an ``if`` statement: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat if-example.mlr + begin { + @count_of_red = 0; + @sum_of_red = 0 + } + + if ($color == "red") { + @count_of_red += 1; + @sum_of_red += $quantity; + } + + end { + emit (@count_of_red, @sum_of_red) + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --c2p --from example.csv put -q -f if-example.mlr + count_of_red sum_of_red + 4 247.84139999999996 + +Miller's else-if is spelled ``elif``. + +As we'll see more of in section (TODO:linkify), Miller has a few kinds of +for-loops. In addition to the usual 3-part ``for (i = 0; i < 10; i += 1)`` kind +that many programming languages have, Miller also lets you loop over arrays and +hashmaps. We haven't encountered arrays and hashmaps yet in this introduction, +but for now it suffices to know that ``$*`` is a special variable holding the +current record as a hashmap: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat for-example.mlr + for (k, v in $*) { + print "KEY IS ". k . " VALUE IS ". v; + } + print + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cat data/a.csv + a,b,c + 1,2,3 + 4,5,6 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv --from data/a.csv put -qf for-example.mlr + KEY IS a VALUE IS 1 + KEY IS b VALUE IS 2 + KEY IS c VALUE IS 3 + + KEY IS a VALUE IS 4 + KEY IS b VALUE IS 5 + KEY IS c VALUE IS 6 + +Here we used the local variables ``k`` and ``v``. Now we've seen four kinds of variables: + +* Record fields like ``$shape`` +* Out-of-stream variables like ``@sum`` +* Local variables like ``k`` +* Built-in context variables like ``NF`` and ``NR`` + +If you're curious about scope and extent of local variables, you can read more in (TODO:linkify) the section on variables. + +Arithmetic +^^^^^^^^^^^^ + +Numbers in Miller's programming language are intended to operate with the principle of least surprise: + +* Internally, numbers are either 64-bit signed integers or double-precision floating-point. +* Sums, differences, and products of integers are also integers (so ``2*3=6`` not ``6.0``) -- unless the result of the operation would overflow a 64-bit signed integer in which case the result is automatically converted to float. (If you ever want integer-to-integer arithmetic, use ``x .+ y``, ``x .* y``, etc.) +* Quotients of integers are integers if the division is exact, else floating-point: so ``6/2=3`` but ``7/2=3.5``. + +You can read more about this at (TODO:linkify). + +Absent data +^^^^^^^^^^^^ + +In addition to types including string, number (int/float), arrays, and hashmaps, Miller varibles can also be **absent**. This is when a variable never had a value assigned to it. Miller's treatment of absent data is intended to make it easy for you to handle non-heterogeneous data. We'll see more in section (TODO:linkify) but the basic idea is: + +* Adding a number to absent gives the number back. This means you don't have to put ``@sum = 0`` in your ``begin`` blocks. +* Any variable which has the absent value is not assigned. This means you don't have to check presence of things from one record to the next. + +For example, you can sum up all the ``$a`` values across records without having to check whether they're present or not: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json cat absent-example.json + { + "a": 1, + "b": 2 + } + { + "c": 3 + } + { + "a": 4, + "b": 5 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json put '@sum_of_a += $a; end {emit @sum_of_a}' absent-example.json + { + "a": 1, + "b": 2 + } + { + "c": 3 + } + { + "a": 4, + "b": 5 + } + { + "sum_of_a": 5 + } diff --git a/docs6b/docs/_build/html/_sources/quick-examples.rst.txt b/docs6b/docs/_build/html/_sources/quick-examples.rst.txt new file mode 100644 index 000000000..3c0857e19 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/quick-examples.rst.txt @@ -0,0 +1,117 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Quick examples +================================================================ + +Column select: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cut -f hostname,uptime mydata.csv + +Add new columns as function of other columns: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --nidx put '$sum = $7 < 0.0 ? 3.5 : $7 + 2.1*$8' *.dat + +Row filter: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv filter '$status != "down" && $upsec >= 10000' *.csv + +Apply column labels and pretty-print: + +.. code-block:: none + :emphasize-lines: 1-1 + + grep -v '^#' /etc/group | mlr --ifs : --nidx --opprint label group,pass,gid,member then sort -f group + +Join multiple data sources on key columns: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr join -j account_id -f accounts.dat then group-by account_name balances.dat + +Mulltiple formats including JSON: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json put '$attr = sub($attr, "([0-9]+)_([0-9]+)_.*", "\1:\2")' data/*.json + +Aggregate per-column statistics: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats1 -a min,mean,max,p10,p50,p90 -f flag,u,v data/* + +Linear regression: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats2 -a linreg-pca -f u,v -g shape data/* + +Aggregate custom per-column statistics: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' data/* + +Iterate over data using DSL expressions: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from estimates.tbl put ' + for (k,v in $*) { + if (is_numeric(v) && k =~ "^[t-z].*$") { + $sum += v; $count += 1 + } + } + $mean = $sum / $count # no assignment if count unset + ' + +Run DSL expressions from a script file: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put -f analyze.mlr + +Split/reduce output to multiple filenames: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put 'tee > "./taps/data-".$a."-".$b, $*' + +Compressed I/O: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put 'tee | "gzip > ./taps/data-".$a."-".$b.".gz", $*' + +Interoperate with other data-processing tools using standard pipes: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put -q '@v=$*; dump | "jq .[]"' + +Tap/trace: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from infile.dat put '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}' diff --git a/docs6b/docs/_build/html/_sources/randomizing-examples.rst.txt b/docs6b/docs/_build/html/_sources/randomizing-examples.rst.txt new file mode 100644 index 000000000..7a056738a --- /dev/null +++ b/docs6b/docs/_build/html/_sources/randomizing-examples.rst.txt @@ -0,0 +1,174 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Randomizing examples +================================================================ + +Generating random numbers from various distributions +---------------------------------------------------------------- + +Here we can chain together a few simple building blocks: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat expo-sample.sh + # Generate 100,000 pairs of independent and identically distributed + # exponentially distributed random variables with the same rate parameter + # (namely, 2.5). Then compute histograms of one of them, along with + # histograms for their sum and their product. + # + # See also https://en.wikipedia.org/wiki/Exponential_distribution + # + # 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 + # wouldn't do that. + + mlr -n \ + --seed 0 \ + --opprint \ + seqgen --stop 100000 \ + then put ' + # https://en.wikipedia.org/wiki/Inverse_transform_sampling + func expo_sample(lambda) { + return -log(1-urand())/lambda + } + $u = expo_sample(2.5); + $v = expo_sample(2.5); + $s = $u + $v; + $p = $u * $v; + ' \ + then histogram -f u,s,p --lo 0 --hi 2 --nbins 50 \ + then bar -f u_count,s_count,p_count --auto -w 20 + +Namely: + +* Set the Miller random-number seed so this webdoc looks the same every time I regenerate it. +* Use pretty-printed tabular output. +* Use pretty-printed tabular output. +* Use ``seqgen`` to produce 100,000 records ``i=0``, ``i=1``, etc. +* Send those to a ``put`` step which defines an inverse-transform-sampling function and calls it twice, then computes the sum and product of samples. +* Send those to a histogram, and from there to a bar-plotter. This is just for visualization; you could just as well output CSV and send that off to your own plotting tool, etc. + +The output is as follows: + +.. code-block:: none + :emphasize-lines: 1-1 + + sh expo-sample.sh + bin_lo bin_hi u_count s_count p_count + 0 0.04 [64]*******************#[9554] [326]#...................[3703] [19]*******************#[39809] + 0.04 0.08 [64]*****************...[9554] [326]*****...............[3703] [19]*******.............[39809] + 0.08 0.12 [64]****************....[9554] [326]*********...........[3703] [19]****................[39809] + 0.12 0.16 [64]**************......[9554] [326]************........[3703] [19]***.................[39809] + 0.16 0.2 [64]*************.......[9554] [326]**************......[3703] [19]**..................[39809] + 0.2 0.24 [64]************........[9554] [326]*****************...[3703] [19]*...................[39809] + 0.24 0.28 [64]**********..........[9554] [326]******************..[3703] [19]*...................[39809] + 0.28 0.32 [64]*********...........[9554] [326]******************..[3703] [19]*...................[39809] + 0.32 0.36 [64]********............[9554] [326]*******************.[3703] [19]#...................[39809] + 0.36 0.4 [64]*******.............[9554] [326]*******************#[3703] [19]#...................[39809] + 0.4 0.44 [64]*******.............[9554] [326]*******************.[3703] [19]#...................[39809] + 0.44 0.48 [64]******..............[9554] [326]*******************.[3703] [19]#...................[39809] + 0.48 0.52 [64]*****...............[9554] [326]******************..[3703] [19]#...................[39809] + 0.52 0.56 [64]*****...............[9554] [326]******************..[3703] [19]#...................[39809] + 0.56 0.6 [64]****................[9554] [326]*****************...[3703] [19]#...................[39809] + 0.6 0.64 [64]****................[9554] [326]******************..[3703] [19]#...................[39809] + 0.64 0.68 [64]***.................[9554] [326]****************....[3703] [19]#...................[39809] + 0.68 0.72 [64]***.................[9554] [326]****************....[3703] [19]#...................[39809] + 0.72 0.76 [64]***.................[9554] [326]***************.....[3703] [19]#...................[39809] + 0.76 0.8 [64]**..................[9554] [326]**************......[3703] [19]#...................[39809] + 0.8 0.84 [64]**..................[9554] [326]*************.......[3703] [19]#...................[39809] + 0.84 0.88 [64]**..................[9554] [326]************........[3703] [19]#...................[39809] + 0.88 0.92 [64]**..................[9554] [326]************........[3703] [19]#...................[39809] + 0.92 0.96 [64]*...................[9554] [326]***********.........[3703] [19]#...................[39809] + 0.96 1 [64]*...................[9554] [326]**********..........[3703] [19]#...................[39809] + 1 1.04 [64]*...................[9554] [326]*********...........[3703] [19]#...................[39809] + 1.04 1.08 [64]*...................[9554] [326]********............[3703] [19]#...................[39809] + 1.08 1.12 [64]*...................[9554] [326]********............[3703] [19]#...................[39809] + 1.12 1.16 [64]*...................[9554] [326]********............[3703] [19]#...................[39809] + 1.16 1.2 [64]*...................[9554] [326]*******.............[3703] [19]#...................[39809] + 1.2 1.24 [64]#...................[9554] [326]******..............[3703] [19]#...................[39809] + 1.24 1.28 [64]#...................[9554] [326]*****...............[3703] [19]#...................[39809] + 1.28 1.32 [64]#...................[9554] [326]*****...............[3703] [19]#...................[39809] + 1.32 1.36 [64]#...................[9554] [326]****................[3703] [19]#...................[39809] + 1.36 1.4 [64]#...................[9554] [326]****................[3703] [19]#...................[39809] + 1.4 1.44 [64]#...................[9554] [326]****................[3703] [19]#...................[39809] + 1.44 1.48 [64]#...................[9554] [326]***.................[3703] [19]#...................[39809] + 1.48 1.52 [64]#...................[9554] [326]***.................[3703] [19]#...................[39809] + 1.52 1.56 [64]#...................[9554] [326]***.................[3703] [19]#...................[39809] + 1.56 1.6 [64]#...................[9554] [326]**..................[3703] [19]#...................[39809] + 1.6 1.64 [64]#...................[9554] [326]**..................[3703] [19]#...................[39809] + 1.64 1.68 [64]#...................[9554] [326]**..................[3703] [19]#...................[39809] + 1.68 1.72 [64]#...................[9554] [326]*...................[3703] [19]#...................[39809] + 1.72 1.76 [64]#...................[9554] [326]*...................[3703] [19]#...................[39809] + 1.76 1.8 [64]#...................[9554] [326]*...................[3703] [19]#...................[39809] + 1.8 1.84 [64]#...................[9554] [326]#...................[3703] [19]#...................[39809] + 1.84 1.88 [64]#...................[9554] [326]#...................[3703] [19]#...................[39809] + 1.88 1.92 [64]#...................[9554] [326]#...................[3703] [19]#...................[39809] + 1.92 1.96 [64]#...................[9554] [326]#...................[3703] [19]#...................[39809] + 1.96 2 [64]#...................[9554] [326]#...................[3703] [19]#...................[39809] + +Randomly selecting words from a list +---------------------------------------------------------------- + +Given this `word list <./data/english-words.txt>`_, first take a look to see what the first few lines look like: + +.. code-block:: none + :emphasize-lines: 1-1 + + head data/english-words.txt + a + aa + aal + aalii + aam + aardvark + aardwolf + aba + abac + abaca + +Then the following will randomly sample ten words with four to eight characters in them: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/english-words.txt --nidx filter -S 'n=strlen($1);4<=n&&n<=8' then sample -k 10 + thionine + birchman + mildewy + avigate + addedly + abaze + askant + aiming + insulant + coinmate + +Randomly generating jabberwocky words +---------------------------------------------------------------- + +These are simple *n*-grams as `described here `_. Some common functions are `located here `_. Then here are scripts for `1-grams `_ `2-grams `_ `3-grams `_ `4-grams `_, and `5-grams `_. + +The idea is that words from the input file are consumed, then taken apart and pasted back together in ways which imitate the letter-to-letter transitions found in the word list -- giving us automatically generated words in the same vein as *bromance* and *spork*: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --nidx --from ./ngrams/gsl-2000.txt put -q -f ./ngrams/ngfuncs.mlr -f ./ngrams/ng5.mlr + beard + plastinguish + politicially + noise + loan + country + controductionary + suppery + lose + lessors + dollar + judge + rottendence + lessenger + diffendant + suggestional diff --git a/docs6b/docs/_build/html/_sources/record-heterogeneity.rst.txt b/docs6b/docs/_build/html/_sources/record-heterogeneity.rst.txt new file mode 100644 index 000000000..dc3da596d --- /dev/null +++ b/docs6b/docs/_build/html/_sources/record-heterogeneity.rst.txt @@ -0,0 +1,219 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Record-heterogeneity +================================================================ + +We think of CSV tables as rectangular: if there are 17 columns in the header then there are 17 columns for every row, else the data have a formatting error. + +But heterogeneous data abound (today's no-SQL databases for example). Miller handles this. + +For I/O +---------------------------------------------------------------- + +CSV and pretty-print +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller simply prints a newline and a new header when there is a schema change. When there is no schema change, you get CSV per se as a special case. Likewise, Miller reads heterogeneous CSV or pretty-print input the same way. The difference between CSV and CSV-lite is that the former is RFC4180-compliant, while the latter readily handles heterogeneous data (which is non-compliant). For example: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ocsvlite cat data/het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint cat data/het.dkvp + 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 + +Miller handles explicit header changes as just shown. If your CSV input contains ragged data -- if there are implicit header changes -- you can use ``--allow-ragged-csv-input`` (or keystroke-saver ``--ragged``). For too-short data lines, values are filled with empty string; for too-long data lines, missing field names are replaced with positional indices (counting up from 1, not 0), as follows: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/ragged.csv + a,b,c + 1,2,3 + 4,5 + 6,7,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --oxtab --allow-ragged-csv-input cat data/ragged.csv + a 1 + b 2 + c 3 + + a 4 + b 5 + c + + a 6 + b 7 + c 8 + 4 9 + +You may also find Miller's ``group-like`` feature handy (see also :doc:`reference-verbs`): + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ocsvlite group-like data/het.dkvp + resource,loadsec,ok + /path/to/file,0.45,true + /path/to/second/file,0.32,true + /some/other/path,0.97,false + + record_count,resource + 100,/path/to/file + 150,/path/to/second/file + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint group-like data/het.dkvp + resource loadsec ok + /path/to/file 0.45 true + /path/to/second/file 0.32 true + /some/other/path 0.97 false + + record_count resource + 100 /path/to/file + 150 /path/to/second/file + +Key-value-pair, vertical-tabular, and index-numbered formats +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +For these formats, record-heterogeneity comes naturally: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --onidx --ofs ' ' cat data/het.dkvp + /path/to/file 0.45 true + 100 /path/to/file + /path/to/second/file 0.32 true + 150 /path/to/second/file + /some/other/path 0.97 false + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab cat data/het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab group-like data/het.dkvp + resource /path/to/file + loadsec 0.45 + ok true + + resource /path/to/second/file + loadsec 0.32 + ok true + + resource /some/other/path + loadsec 0.97 + ok false + + record_count 100 + resource /path/to/file + + record_count 150 + resource /path/to/second/file + +For processing +---------------------------------------------------------------- + +Miller operates on specified fields and takes the rest along: for example, if you are sorting on the ``count`` field then all records in the input stream must have a ``count`` field but the other fields can vary, and moreover the sorted-on field name(s) don't need to be in the same position on each line: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/sort-het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort -n count data/sort-het.dkvp + count=100,color=green + status=ok,count=200,hours=3.4 + status=ok,count=250,hours=0.22 + count=300,color=blue + count=450 + count=500,color=green + count=600 diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-arrays.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-arrays.rst.txt new file mode 100644 index 000000000..0a6bf720c --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-arrays.rst.txt @@ -0,0 +1,20 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: arrays +================================================================ + +TODO + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json cat data/array-example.json + { + "key": "ax04", + "samples": [45, 67, 22] + } + { + "key": "cz09", + "samples": [11, 29, 84, 91] + } diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-builtin-functions.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-builtin-functions.rst.txt new file mode 100644 index 000000000..a585fea09 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-builtin-functions.rst.txt @@ -0,0 +1,2177 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: built-in functions +===================================== + +Summary +---------------------------------------------------------------- + +mlr: option "--list-all-functions-as-table" not recognized. +Please run "mlr --help" for usage information. + +List of functions +---------------------------------------------------------------- + +Each function takes a specific number of arguments, as shown below, except for functions marked as variadic such as ``min`` and ``max``. (The latter compute min and max of any number of numerical arguments.) There is no notion of optional or default-on-absent arguments. All argument-passing is positional rather than by name; arguments are passed by value, not by reference. + +You can get a list of all functions using **mlr -f**, with details using **mlr -F**. + + +.. _reference-dsl-colon: + +\! +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ! (class=boolean #args=1) Logical negation. + + + +.. _reference-dsl-!=: + +!= +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + != (class=boolean #args=2) String/numeric inequality. Mixing number and string results in string compare. + + + +.. _reference-dsl-!=~: + +!=~ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + !=~ (class=boolean #args=2) String (left-hand side) does not match regex (right-hand side), e.g. '$name !=~ "^a.*b$"'. + + + +.. _reference-dsl-%: + +% +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + % (class=arithmetic #args=2) Remainder; never negative-valued (pythonic). + + + +.. _reference-dsl-&: + +& +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + & (class=arithmetic #args=2) Bitwise AND. + + + +.. _reference-dsl-&&: + +&& +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + && (class=boolean #args=2) Logical AND. + + + +.. _reference-dsl-times: + +\* +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + * (class=arithmetic #args=2) Multiplication, with integer*integer overflow to float. + + + +.. _reference-dsl-exponentiation: + +\** +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ** (class=arithmetic #args=2) Exponentiation. Same as pow, but as an infix operator. + + + +.. _reference-dsl-plus: + +\+ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + + (class=arithmetic #args=1,2) Addition as binary operator; unary plus operator. + + + +.. _reference-dsl-minus: + +\- +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + - (class=arithmetic #args=1,2) Subtraction as binary operator; unary negation operator. + + + +.. _reference-dsl-.: + +. +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + . (class=string #args=2) String concatenation. + + + +.. _reference-dsl-.*: + +.* +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + .* (class=arithmetic #args=2) Multiplication, with integer-to-integer overflow. + + + +.. _reference-dsl-.+: + +.+ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + .+ (class=arithmetic #args=2) Addition, with integer-to-integer overflow. + + + +.. _reference-dsl-.-: + +.- +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + .- (class=arithmetic #args=2) Subtraction, with integer-to-integer overflow. + + + +.. _reference-dsl-./: + +./ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ./ (class=arithmetic #args=2) Integer division; not pythonic. + + + +.. _reference-dsl-/: + +/ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + / (class=arithmetic #args=2) Division. Integer / integer is floating-point. + + + +.. _reference-dsl-//: + +// +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + // (class=arithmetic #args=2) Pythonic integer division, rounding toward negative. + + + +.. _reference-dsl-<: + +< +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + < (class=boolean #args=2) String/numeric less-than. Mixing number and string results in string compare. + + + +.. _reference-dsl-<<: + +<< +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + << (class=arithmetic #args=2) Bitwise left-shift. + + + +.. _reference-dsl-<=: + +<= +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + <= (class=boolean #args=2) String/numeric less-than-or-equals. Mixing number and string results in string compare. + + + +.. _reference-dsl-==: + +== +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + == (class=boolean #args=2) String/numeric equality. Mixing number and string results in string compare. + + + +.. _reference-dsl-=~: + +=~ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + =~ (class=boolean #args=2) String (left-hand side) matches regex (right-hand side), e.g. '$name =~ "^a.*b$"'. + + + +.. _reference-dsl->: + +> +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + > (class=boolean #args=2) String/numeric greater-than. Mixing number and string results in string compare. + + + +.. _reference-dsl->=: + +>= +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + >= (class=boolean #args=2) String/numeric greater-than-or-equals. Mixing number and string results in string compare. + + + +.. _reference-dsl-srsh: + +\>\> +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + >> (class=arithmetic #args=2) Bitwise signed right-shift. + + + +.. _reference-dsl-ursh: + +\>\>\> +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + >>> (class=arithmetic #args=2) Bitwise unsigned right-shift. + + + +.. _reference-dsl-question-mark-colon: + +\? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ?: (class=boolean #args=3) Standard ternary operator. + + + +.. _reference-dsl-??: + +?? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ?? (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record. + + + +.. _reference-dsl-???: + +??? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ??? (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record, or has empty value. + + + +.. _reference-dsl-^: + +^ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ^ (class=arithmetic #args=2) Bitwise XOR. + + + +.. _reference-dsl-^^: + +^^ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ^^ (class=boolean #args=2) Logical XOR. + + + +.. _reference-dsl-bitwise-or: + +\| +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + | (class=arithmetic #args=2) Bitwise OR. + + + +.. _reference-dsl-||: + +|| +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + || (class=boolean #args=2) Logical OR. + + + +.. _reference-dsl-~: + +~ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ~ (class=arithmetic #args=1) Bitwise NOT. Beware '$y=~$x' since =~ is the + regex-match operator: try '$y = ~$x'. + + + +.. _reference-dsl-abs: + +abs +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + abs (class=math #args=1) Absolute value. + + + +.. _reference-dsl-acos: + +acos +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + acos (class=math #args=1) Inverse trigonometric cosine. + + + +.. _reference-dsl-acosh: + +acosh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + acosh (class=math #args=1) Inverse hyperbolic cosine. + + + +.. _reference-dsl-append: + +append +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + append (class=maps/arrays #args=2) Appends second argument to end of first argument, which must be an array. + + + +.. _reference-dsl-arrayify: + +arrayify +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + arrayify (class=maps/arrays #args=1) Walks through a nested map/array, converting any map with consecutive keys + "1", "2", ... into an array. Useful to wrap the output of unflatten. + + + +.. _reference-dsl-asin: + +asin +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asin (class=math #args=1) Inverse trigonometric sine. + + + +.. _reference-dsl-asinh: + +asinh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asinh (class=math #args=1) Inverse hyperbolic sine. + + + +.. _reference-dsl-asserting_absent: + +asserting_absent +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_absent (class=typing #args=1) Aborts with an error if is_absent on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_array: + +asserting_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_array (class=typing #args=1) Aborts with an error if is_array on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_bool: + +asserting_bool +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_bool (class=typing #args=1) Aborts with an error if is_bool on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_boolean: + +asserting_boolean +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_boolean (class=typing #args=1) Aborts with an error if is_boolean on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_empty: + +asserting_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_empty (class=typing #args=1) Aborts with an error if is_empty on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_empty_map: + +asserting_empty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_empty_map (class=typing #args=1) Aborts with an error if is_empty_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_error: + +asserting_error +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_error (class=typing #args=1) Aborts with an error if is_error on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_float: + +asserting_float +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_float (class=typing #args=1) Aborts with an error if is_float on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_int: + +asserting_int +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_int (class=typing #args=1) Aborts with an error if is_int on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_map: + +asserting_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_map (class=typing #args=1) Aborts with an error if is_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_nonempty_map: + +asserting_nonempty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_nonempty_map (class=typing #args=1) Aborts with an error if is_nonempty_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_array: + +asserting_not_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_not_array (class=typing #args=1) Aborts with an error if is_not_array on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_empty: + +asserting_not_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_not_empty (class=typing #args=1) Aborts with an error if is_not_empty on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_map: + +asserting_not_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_not_map (class=typing #args=1) Aborts with an error if is_not_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_null: + +asserting_not_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_not_null (class=typing #args=1) Aborts with an error if is_not_null on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_null: + +asserting_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_null (class=typing #args=1) Aborts with an error if is_null on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_numeric: + +asserting_numeric +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_numeric (class=typing #args=1) Aborts with an error if is_numeric on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_present: + +asserting_present +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_present (class=typing #args=1) Aborts with an error if is_present on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_string: + +asserting_string +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + asserting_string (class=typing #args=1) Aborts with an error if is_string on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-atan: + +atan +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + atan (class=math #args=1) One-argument arctangent. + + + +.. _reference-dsl-atan2: + +atan2 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + atan2 (class=math #args=2) Two-argument arctangent. + + + +.. _reference-dsl-atanh: + +atanh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + atanh (class=math #args=1) Inverse hyperbolic tangent. + + + +.. _reference-dsl-bitcount: + +bitcount +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + bitcount (class=arithmetic #args=1) Count of 1-bits. + + + +.. _reference-dsl-boolean: + +boolean +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + boolean (class=conversion #args=1) Convert int/float/bool/string to boolean. + + + +.. _reference-dsl-capitalize: + +capitalize +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + capitalize (class=string #args=1) Convert string's first character to uppercase. + + + +.. _reference-dsl-cbrt: + +cbrt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + cbrt (class=math #args=1) Cube root. + + + +.. _reference-dsl-ceil: + +ceil +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ceil (class=math #args=1) Ceiling: nearest integer at or above. + + + +.. _reference-dsl-clean_whitespace: + +clean_whitespace +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + clean_whitespace (class=string #args=1) Same as collapse_whitespace and strip. + + + +.. _reference-dsl-collapse_whitespace: + +collapse_whitespace +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + collapse_whitespace (class=string #args=1) Strip repeated whitespace from string. + + + +.. _reference-dsl-cos: + +cos +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + cos (class=math #args=1) Trigonometric cosine. + + + +.. _reference-dsl-cosh: + +cosh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + cosh (class=math #args=1) Hyperbolic cosine. + + + +.. _reference-dsl-depth: + +depth +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + depth (class=maps/arrays #args=1) Prints maximum depth of map/array. Scalars have depth 0. + + + +.. _reference-dsl-dhms2fsec: + +dhms2fsec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + dhms2fsec (class=time #args=1) Recovers floating-point seconds as in dhms2fsec("5d18h53m20.250000s") = 500000.250000 + + + +.. _reference-dsl-dhms2sec: + +dhms2sec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + dhms2sec (class=time #args=1) Recovers integer seconds as in dhms2sec("5d18h53m20s") = 500000 + + + +.. _reference-dsl-erf: + +erf +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + erf (class=math #args=1) Error function. + + + +.. _reference-dsl-erfc: + +erfc +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + erfc (class=math #args=1) Complementary error function. + + + +.. _reference-dsl-exp: + +exp +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + exp (class=math #args=1) Exponential function e**x. + + + +.. _reference-dsl-expm1: + +expm1 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + expm1 (class=math #args=1) e**x - 1. + + + +.. _reference-dsl-flatten: + +flatten +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + flatten (class=maps/arrays #args=3) Flattens multi-level maps to single-level ones. Examples: + flatten("a", ".", {"b": { "c": 4 }}) is {"a.b.c" : 4}. + flatten("", ".", {"a": { "b": 3 }}) is {"a.b" : 3}. + Two-argument version: flatten($*, ".") is the same as flatten("", ".", $*). + Useful for nested JSON-like structures for non-JSON file formats like CSV. + + + +.. _reference-dsl-float: + +float +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + float (class=conversion #args=1) Convert int/float/bool/string to float. + + + +.. _reference-dsl-floor: + +floor +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + floor (class=math #args=1) Floor: nearest integer at or below. + + + +.. _reference-dsl-fmtnum: + +fmtnum +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + fmtnum (class=conversion #args=2) Convert int/float/bool to string using + printf-style format string, e.g. '$s = fmtnum($n, "%06lld")'. + + + +.. _reference-dsl-fsec2dhms: + +fsec2dhms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + fsec2dhms (class=time #args=1) Formats floating-point seconds as in fsec2dhms(500000.25) = "5d18h53m20.250000s" + + + +.. _reference-dsl-fsec2hms: + +fsec2hms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + fsec2hms (class=time #args=1) Formats floating-point seconds as in fsec2hms(5000.25) = "01:23:20.250000" + + + +.. _reference-dsl-get_keys: + +get_keys +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + get_keys (class=maps/arrays #args=1) Returns array of keys of map or array + + + +.. _reference-dsl-get_values: + +get_values +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + get_values (class=maps/arrays #args=1) Returns array of keys of map or array -- in the latter case, returns a copy of the array + + + +.. _reference-dsl-gmt2sec: + +gmt2sec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + gmt2sec (class=time #args=1) Parses GMT timestamp as integer seconds since the epoch. + + + +.. _reference-dsl-gsub: + +gsub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + gsub (class=string #args=3) Example: '$name=gsub($name, "old", "new")' (replace all). + + + +.. _reference-dsl-haskey: + +haskey +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + haskey (class=maps/arrays #args=2) True/false if map has/hasn't key, e.g. 'haskey($*, "a")' or + 'haskey(mymap, mykey)', or true/false if array index is in bounds / out of bounds. + Error if 1st argument is not a map or array. Note -n..-1 alias to 1..n in Miller arrays. + + + +.. _reference-dsl-hexfmt: + +hexfmt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + hexfmt (class=conversion #args=1) Convert int to hex string, e.g. 255 to "0xff". + + + +.. _reference-dsl-hms2fsec: + +hms2fsec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + hms2fsec (class=time #args=1) Recovers floating-point seconds as in hms2fsec("01:23:20.250000") = 5000.250000 + + + +.. _reference-dsl-hms2sec: + +hms2sec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + hms2sec (class=time #args=1) Recovers integer seconds as in hms2sec("01:23:20") = 5000 + + + +.. _reference-dsl-hostname: + +hostname +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + hostname (class=system #args=0) Returns the hostname as a string. + + + +.. _reference-dsl-int: + +int +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + int (class=conversion #args=1) Convert int/float/bool/string to int. + + + +.. _reference-dsl-invqnorm: + +invqnorm +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + invqnorm (class=math #args=1) Inverse of normal cumulative distribution function. + Note that invqorm(urand()) is normally distributed. + + + +.. _reference-dsl-is_absent: + +is_absent +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_absent (class=typing #args=1) False if field is present in input, true otherwise + + + +.. _reference-dsl-is_array: + +is_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_array (class=typing #args=1) True if argument is an array. + + + +.. _reference-dsl-is_bool: + +is_bool +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_bool (class=typing #args=1) True if field is present with boolean value. Synonymous with is_boolean. + + + +.. _reference-dsl-is_boolean: + +is_boolean +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_boolean (class=typing #args=1) True if field is present with boolean value. Synonymous with is_bool. + + + +.. _reference-dsl-is_empty: + +is_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_empty (class=typing #args=1) True if field is present in input with empty string value, false otherwise. + + + +.. _reference-dsl-is_empty_map: + +is_empty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_empty_map (class=typing #args=1) True if argument is a map which is empty. + + + +.. _reference-dsl-is_error: + +is_error +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_error (class=typing #args=1) True if if argument is an error, such as taking string length of an integer. + + + +.. _reference-dsl-is_float: + +is_float +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_float (class=typing #args=1) True if field is present with value inferred to be float + + + +.. _reference-dsl-is_int: + +is_int +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_int (class=typing #args=1) True if field is present with value inferred to be int + + + +.. _reference-dsl-is_map: + +is_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_map (class=typing #args=1) True if argument is a map. + + + +.. _reference-dsl-is_nonempty_map: + +is_nonempty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_nonempty_map (class=typing #args=1) True if argument is a map which is non-empty. + + + +.. _reference-dsl-is_not_array: + +is_not_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_not_array (class=typing #args=1) True if argument is not an array. + + + +.. _reference-dsl-is_not_empty: + +is_not_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_not_empty (class=typing #args=1) False if field is present in input with empty value, true otherwise + + + +.. _reference-dsl-is_not_map: + +is_not_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_not_map (class=typing #args=1) True if argument is not a map. + + + +.. _reference-dsl-is_not_null: + +is_not_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_not_null (class=typing #args=1) False if argument is null (empty or absent), true otherwise. + + + +.. _reference-dsl-is_null: + +is_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_null (class=typing #args=1) True if argument is null (empty or absent), false otherwise. + + + +.. _reference-dsl-is_numeric: + +is_numeric +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_numeric (class=typing #args=1) True if field is present with value inferred to be int or float + + + +.. _reference-dsl-is_present: + +is_present +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_present (class=typing #args=1) True if field is present in input, false otherwise. + + + +.. _reference-dsl-is_string: + +is_string +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + is_string (class=typing #args=1) True if field is present with string (including empty-string) value + + + +.. _reference-dsl-joink: + +joink +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + joink (class=conversion #args=2) Makes string from map/array keys. Examples: + joink({"a":3,"b":4,"c":5}, ",") = "a,b,c" + joink([1,2,3], ",") = "1,2,3". + + + +.. _reference-dsl-joinkv: + +joinkv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + joinkv (class=conversion #args=3) Makes string from map/array key-value pairs. Examples: + joinkv([3,4,5], "=", ",") = "1=3,2=4,3=5" + joinkv({"a":3,"b":4,"c":5}, "=", ",") = "a=3,b=4,c=5" + + + +.. _reference-dsl-joinv: + +joinv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + joinv (class=conversion #args=2) Makes string from map/array values. + joinv([3,4,5], ",") = "3,4,5" + joinv({"a":3,"b":4,"c":5}, ",") = "3,4,5" + + + +.. _reference-dsl-json_parse: + +json_parse +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + json_parse (class=maps/arrays #args=1) Converts value from JSON-formatted string. + + + +.. _reference-dsl-json_stringify: + +json_stringify +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + json_stringify (class=maps/arrays #args=1,2) Converts value to JSON-formatted string. Default output is single-line. + With optional second boolean argument set to true, produces multiline output. + + + +.. _reference-dsl-leafcount: + +leafcount +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + leafcount (class=maps/arrays #args=1) Counts total number of terminal values in map/array. For single-level + map/array, same as length. + + + +.. _reference-dsl-length: + +length +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + length (class=maps/arrays #args=1) Counts number of top-level entries in array/map. Scalars have length 1. + + + +.. _reference-dsl-log: + +log +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + log (class=math #args=1) Natural (base-e) logarithm. + + + +.. _reference-dsl-log10: + +log10 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + log10 (class=math #args=1) Base-10 logarithm. + + + +.. _reference-dsl-log1p: + +log1p +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + log1p (class=math #args=1) log(1-x). + + + +.. _reference-dsl-logifit: + +logifit +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + logifit (class=math #args=3) Given m and b from logistic regression, compute fit: + $yhat=logifit($x,$m,$b). + + + +.. _reference-dsl-lstrip: + +lstrip +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + lstrip (class=string #args=1) Strip leading whitespace from string. + + + +.. _reference-dsl-madd: + +madd +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + madd (class=arithmetic #args=3) a + b mod m (integers) + + + +.. _reference-dsl-mapdiff: + +mapdiff +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + mapdiff (class=maps/arrays #args=variadic) With 0 args, returns empty map. With 1 arg, returns copy of arg. + With 2 or more, returns copy of arg 1 with all keys from any of remaining + argument maps removed. + + + +.. _reference-dsl-mapexcept: + +mapexcept +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + mapexcept (class=maps/arrays #args=variadic) Returns a map with keys from remaining arguments, if any, unset. + Remaining arguments can be strings or arrays of string. + E.g. 'mapexcept({1:2,3:4,5:6}, 1, 5, 7)' is '{3:4}' + and 'mapexcept({1:2,3:4,5:6}, [1, 5, 7])' is '{3:4}'. + + + +.. _reference-dsl-mapselect: + +mapselect +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + mapselect (class=maps/arrays #args=variadic) Returns a map with only keys from remaining arguments set. + Remaining arguments can be strings or arrays of string. + E.g. 'mapselect({1:2,3:4,5:6}, 1, 5, 7)' is '{1:2,5:6}' + and 'mapselect({1:2,3:4,5:6}, [1, 5, 7])' is '{1:2,5:6}'. + + + +.. _reference-dsl-mapsum: + +mapsum +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + mapsum (class=maps/arrays #args=variadic) With 0 args, returns empty map. With >= 1 arg, returns a map with + key-value pairs from all arguments. Rightmost collisions win, e.g. + 'mapsum({1:2,3:4},{1:5})' is '{1:5,3:4}'. + + + +.. _reference-dsl-max: + +max +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + max (class=math #args=variadic) Max of n numbers; null loses. + + + +.. _reference-dsl-md5: + +md5 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + md5 (class=hashing #args=1) MD5 hash. + + + +.. _reference-dsl-mexp: + +mexp +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + mexp (class=arithmetic #args=3) a ** b mod m (integers) + + + +.. _reference-dsl-min: + +min +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + min (class=math #args=variadic) Min of n numbers; null loses. + + + +.. _reference-dsl-mmul: + +mmul +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + mmul (class=arithmetic #args=3) a * b mod m (integers) + + + +.. _reference-dsl-msub: + +msub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + msub (class=arithmetic #args=3) a - b mod m (integers) + + + +.. _reference-dsl-os: + +os +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + os (class=system #args=0) Returns the operating-system name as a string. + + + +.. _reference-dsl-pow: + +pow +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + pow (class=arithmetic #args=2) Exponentiation. Same as **, but as a function. + + + +.. _reference-dsl-qnorm: + +qnorm +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + qnorm (class=math #args=1) Normal cumulative distribution function. + + + +.. _reference-dsl-regextract: + +regextract +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + regextract (class=string #args=2) Example: '$name=regextract($name, "[A-Z]{3}[0-9]{2}")' + + + +.. _reference-dsl-regextract_or_else: + +regextract_or_else +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + regextract_or_else (class=string #args=3) Example: '$name=regextract_or_else($name, "[A-Z]{3}[0-9]{2}", "default")' + + + +.. _reference-dsl-round: + +round +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + round (class=math #args=1) Round to nearest integer. + + + +.. _reference-dsl-roundm: + +roundm +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + roundm (class=math #args=2) Round to nearest multiple of m: roundm($x,$m) is + the same as round($x/$m)*$m. + + + +.. _reference-dsl-rstrip: + +rstrip +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + rstrip (class=string #args=1) Strip trailing whitespace from string. + + + +.. _reference-dsl-sec2dhms: + +sec2dhms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sec2dhms (class=time #args=1) Formats integer seconds as in sec2dhms(500000) = "5d18h53m20s" + + + +.. _reference-dsl-sec2gmt: + +sec2gmt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sec2gmt (class=time #args=1,2) Formats seconds since epoch (integer part) + as GMT timestamp, e.g. sec2gmt(1440768801.7) = "2015-08-28T13:33:21Z". + Leaves non-numbers as-is. With second integer argument n, includes n decimal places + for the seconds part + + + +.. _reference-dsl-sec2gmtdate: + +sec2gmtdate +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sec2gmtdate (class=time #args=1) Formats seconds since epoch (integer part) + as GMT timestamp with year-month-date, e.g. sec2gmtdate(1440768801.7) = "2015-08-28". + Leaves non-numbers as-is. + + + +.. _reference-dsl-sec2hms: + +sec2hms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sec2hms (class=time #args=1) Formats integer seconds as in sec2hms(5000) = "01:23:20" + + + +.. _reference-dsl-sgn: + +sgn +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sgn (class=math #args=1) +1, 0, -1 for positive, zero, negative input respectively. + + + +.. _reference-dsl-sha1: + +sha1 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sha1 (class=hashing #args=1) SHA1 hash. + + + +.. _reference-dsl-sha256: + +sha256 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sha256 (class=hashing #args=1) SHA256 hash. + + + +.. _reference-dsl-sha512: + +sha512 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sha512 (class=hashing #args=1) SHA512 hash. + + + +.. _reference-dsl-sin: + +sin +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sin (class=math #args=1) Trigonometric sine. + + + +.. _reference-dsl-sinh: + +sinh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sinh (class=math #args=1) Hyperbolic sine. + + + +.. _reference-dsl-splita: + +splita +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + splita (class=conversion #args=2) Splits string into array with type inference. Example: + splita("3,4,5", ",") = [3,4,5] + + + +.. _reference-dsl-splitax: + +splitax +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + splitax (class=conversion #args=2) Splits string into array without type inference. Example: + splita("3,4,5", ",") = ["3","4","5"] + + + +.. _reference-dsl-splitkv: + +splitkv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + splitkv (class=conversion #args=3) Splits string by separators into map with type inference. Example: + splitkv("a=3,b=4,c=5", "=", ",") = {"a":3,"b":4,"c":5} + + + +.. _reference-dsl-splitkvx: + +splitkvx +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + splitkvx (class=conversion #args=3) Splits string by separators into map without type inference (keys and + values are strings). Example: + splitkvx("a=3,b=4,c=5", "=", ",") = {"a":"3","b":"4","c":"5"} + + + +.. _reference-dsl-splitnv: + +splitnv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + splitnv (class=conversion #args=2) Splits string by separator into integer-indexed map with type inference. Example: + splitnv("a,b,c", ",") = {"1":"a","2":"b","3":"c"} + + + +.. _reference-dsl-splitnvx: + +splitnvx +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + splitnvx (class=conversion #args=2) Splits string by separator into integer-indexed map without type + inference (values are strings). Example: + splitnvx("3,4,5", ",") = {"1":"3","2":"4","3":"5"} + + + +.. _reference-dsl-sqrt: + +sqrt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sqrt (class=math #args=1) Square root. + + + +.. _reference-dsl-ssub: + +ssub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + ssub (class=string #args=3) Like sub but does no regexing. No characters are special. + + + +.. _reference-dsl-strftime: + +strftime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + strftime (class=time #args=2) Formats seconds since the epoch as timestamp, e.g. + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%SZ") = "2015-08-28T13:33:21Z", and + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%3SZ") = "2015-08-28T13:33:21.700Z". + Format strings are as in the C library (please see "man strftime" on your system), + with the Miller-specific addition of "%1S" through "%9S" which format the seconds + with 1 through 9 decimal places, respectively. ("%S" uses no decimal places.) + See also strftime_local. + + + +.. _reference-dsl-string: + +string +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + string (class=conversion #args=1) Convert int/float/bool/string/array/map to string. + + + +.. _reference-dsl-strip: + +strip +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + strip (class=string #args=1) Strip leading and trailing whitespace from string. + + + +.. _reference-dsl-strlen: + +strlen +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + strlen (class=string #args=1) String length. + + + +.. _reference-dsl-strptime: + +strptime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + strptime (class=time #args=2) strptime: Parses timestamp as floating-point seconds since the epoch, + e.g. strptime("2015-08-28T13:33:21Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.000000, + and strptime("2015-08-28T13:33:21.345Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.345000. + See also strptime_local. + + + +.. _reference-dsl-sub: + +sub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + sub (class=string #args=3) Example: '$name=sub($name, "old", "new")' (replace once). + + + +.. _reference-dsl-substr: + +substr +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + substr (class=string #args=3) substr is an alias for substr0. See also substr1. Miller is generally 1-up + with all array indices, but, this is a backward-compatibility issue with Miller 5 and below. + Arrays are new in Miller 6; the substr function is older. + + + +.. _reference-dsl-substr0: + +substr0 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + substr0 (class=string #args=3) substr0(s,m,n) gives substring of s from 0-up position m to n + inclusive. Negative indices -len .. -1 alias to 0 .. len-1. + + + +.. _reference-dsl-substr1: + +substr1 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + substr1 (class=string #args=3) substr1(s,m,n) gives substring of s from 1-up position m to n + inclusive. Negative indices -len .. -1 alias to 1 .. len. + + + +.. _reference-dsl-system: + +system +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + system (class=system #args=1) Run command string, yielding its stdout minus final carriage return. + + + +.. _reference-dsl-systime: + +systime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + systime (class=time #args=0) help string will go here + + + +.. _reference-dsl-systimeint: + +systimeint +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + systimeint (class=time #args=0) help string will go here + + + +.. _reference-dsl-tan: + +tan +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + tan (class=math #args=1) Trigonometric tangent. + + + +.. _reference-dsl-tanh: + +tanh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + tanh (class=math #args=1) Hyperbolic tangent. + + + +.. _reference-dsl-tolower: + +tolower +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + tolower (class=string #args=1) Convert string to lowercase. + + + +.. _reference-dsl-toupper: + +toupper +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + toupper (class=string #args=1) Convert string to uppercase. + + + +.. _reference-dsl-truncate: + +truncate +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + truncate (class=string #args=2) Truncates string first argument to max length of int second argument. + + + +.. _reference-dsl-typeof: + +typeof +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + typeof (class=typing #args=1) Convert argument to type of argument (e.g. "str"). For debug. + + + +.. _reference-dsl-unflatten: + +unflatten +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + unflatten (class=maps/arrays #args=2) Reverses flatten. Example: + unflatten({"a.b.c" : 4}, ".") is {"a": "b": { "c": 4 }}. + Useful for nested JSON-like structures for non-JSON file formats like CSV. + See also arrayify. + + + +.. _reference-dsl-uptime: + +uptime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + uptime (class=time #args=0) help string will go here + + + +.. _reference-dsl-urand: + +urand +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + urand (class=math #args=0) Floating-point numbers uniformly distributed on the unit interval. + Int-valued example: '$n=floor(20+urand()*11)'. + + + +.. _reference-dsl-urand32: + +urand32 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + urand32 (class=math #args=0) Integer uniformly distributed 0 and 2**32-1 inclusive. + + + +.. _reference-dsl-urandint: + +urandint +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + urandint (class=math #args=2) Integer uniformly distributed between inclusive integer endpoints. + + + +.. _reference-dsl-urandrange: + +urandrange +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + urandrange (class=math #args=2) Floating-point numbers uniformly distributed on the interval [a, b). + + + +.. _reference-dsl-version: + +version +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + + version (class=system #args=0) Returns the Miller version as a string. + + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-complexity.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-complexity.rst.txt new file mode 100644 index 000000000..a1e6938fc --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-complexity.rst.txt @@ -0,0 +1,12 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: a note on the complexity of Miller's expression language +======================================================================= + +One of Miller's strengths is its brevity: it's much quicker -- and less error-prone -- to type ``mlr stats1 -a sum -f x,y -g a,b`` than having to track summation variables as in ``awk``, or using Miller's out-of-stream variables. And the more language features Miller's put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the *less* powerful it begins to seem: because of the other programming-language features it *doesn't* have (classes, exceptions, and so on). + +When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust or Go, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the ``put`` statements be handled by the implementation language's own ``eval``: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL. + +I do want to keep focusing on what Miller is good at -- concise notation, low latency, and high throughput -- and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as ``awk``; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as ``awk`` along with optional type-declaration syntax; as of Miller 6 we have full support for arrays. While I'm excited by these powerful language features, I hope to keep new features focused on Miller's sweet spot which is speed plus simplicity. + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-complexlity.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-complexlity.rst.txt new file mode 100644 index 000000000..f5c1349e7 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-complexlity.rst.txt @@ -0,0 +1,12 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: a note on the complexity of Miller's expression language +======================================================================= + +One of Miller's strengths is its brevity: it's much quicker -- and less error-prone -- to type ``mlr stats1 -a sum -f x,y -g a,b`` than having to track summation variables as in ``awk``, or using Miller's out-of-stream variables. And the more language features Miller's put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the *less* powerful it begins to seem: because of the other programming-language features it *doesn't* have (classes, exceptions, and so on). + +When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust or Go, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the ``put`` statements be handled by the implementation language's own ``eval``: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL. + +I do want to keep focusing on what Miller is good at -- concise notation, low latency, and high throughput -- and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as ``awk``; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as ``awk`` along with optional type-declaration syntax. While I'm excited by these powerful language features, I hope to keep new features beyond 5.0.0 focused on Miller's sweet spot which is speed plus simplicity. + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-control-structures.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-control-structures.rst.txt new file mode 100644 index 000000000..505dc53cf --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-control-structures.rst.txt @@ -0,0 +1,549 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: control structures +================================================================ + +Pattern-action blocks +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are reminiscent of ``awk`` syntax. They can be used to allow assignments to be done only when appropriate -- e.g. for math-function domain restrictions, regex-matching, and so on: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat data/put-gating-example-1.dkvp + x=-1 + x=0 + x=1 + x=2 + x=3 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$x > 0.0 { $y = log10($x); $z = sqrt($y) }' data/put-gating-example-1.dkvp + x=-1 + x=0 + x=1,y=0,z=0 + x=2,y=0.3010299956639812,z=0.5486620049392715 + x=3,y=0.4771212547196624,z=0.6907396432228734 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat data/put-gating-example-2.dkvp + a=abc_123 + a=some other name + a=xyz_789 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr put ' + $a =~ "([a-z]+)_([0-9]+)" { + $b = "left_\1"; $c = "right_\2" + }' \ + data/put-gating-example-2.dkvp + a=abc_123,b=left_\1,c=right_\2 + a=some other name + a=xyz_789,b=left_\1,c=right_\2 + +This produces heteregenous output which Miller, of course, has no problems with (see :doc:`record-heterogeneity`). But if you want homogeneous output, the curly braces can be replaced with a semicolon between the expression and the body statements. This causes ``put`` to evaluate the boolean expression (along with any side effects, namely, regex-captures ``\1``, ``\2``, etc.) but doesn't use it as a criterion for whether subsequent assignments should be executed. Instead, subsequent assignments are done unconditionally: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$x > 0.0; $y = log10($x); $z = sqrt($y)' data/put-gating-example-1.dkvp + x=1,y=0,z=0 + x=2,y=0.3010299956639812,z=0.5486620049392715 + x=3,y=0.4771212547196624,z=0.6907396432228734 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr put ' + $a =~ "([a-z]+)_([0-9]+)"; + $b = "left_\1"; + $c = "right_\2" + ' data/put-gating-example-2.dkvp + a=abc_123,b=left_\1,c=right_\2 + a=xyz_789,b=left_\1,c=right_\2 + +If-statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are again reminiscent of ``awk``. Pattern-action blocks are a special case of ``if`` with no ``elif`` or ``else`` blocks, no ``if`` keyword, and parentheses optional around the boolean expression: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'NR == 4 {$foo = "bar"}' + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'if (NR == 4) {$foo = "bar"}' + +Compound statements use ``elif`` (rather than ``elsif`` or ``else if``): + +.. code-block:: none + + mlr put ' + if (NR == 2) { + ... + } elif (NR ==4) { + ... + } elif (NR ==6) { + ... + } else { + ... + } + ' + +While and do-while loops +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller's ``while`` and ``do-while`` are unsurprising in comparison to various languages, as are ``break`` and ``continue``: + +.. code-block:: none + :emphasize-lines: 1-6 + + echo x=1,y=2 | mlr put ' + while (NF < 10) { + $[NF+1] = "" + } + $foo = "bar" + ' + x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar + +.. code-block:: none + :emphasize-lines: 1-9 + + echo x=1,y=2 | mlr put ' + do { + $[NF+1] = ""; + if (NF == 5) { + break + } + } while (NF < 10); + $foo = "bar" + ' + x=1,y=2,3=,4=,5=,foo=bar + +A ``break`` or ``continue`` within nested conditional blocks or if-statements will, of course, propagate to the innermost loop enclosing them, if any. A ``break`` or ``continue`` outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested. +The existence of ``while``, ``do-while``, and ``for`` loops in Miller's DSL means that you can create infinite-loop scenarios inadvertently. In particular, please recall that DSL statements are executed once if in ``begin`` or ``end`` blocks, and once *per record* otherwise. For example, **while (NR < 10) will never terminate as NR is only incremented between records**. + +For-loops +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +While Miller's ``while`` and ``do-while`` statements are much as in many other languages, ``for`` loops are more idiosyncratic to Miller. They are loops over key-value pairs, whether in stream records, out-of-stream variables, local variables, or map-literals: more reminiscent of ``foreach``, as in (for example) PHP. There are **for-loops over map keys** and **for-loops over key-value tuples**. Additionally, Miller has a **C-style triple-for loop** with initialize, test, and update statements. + +As with ``while`` and ``do-while``, a ``break`` or ``continue`` within nested control structures will propagate to the innermost loop enclosing them, if any, and a ``break`` or ``continue`` outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested. + +Key-only for-loops +................................................................ + +The ``key`` variable is always bound to the *key* of key-value pairs: + +.. code-block:: none + :emphasize-lines: 1-8 + + mlr --from data/small put ' + print "NR = ".NR; + for (key in $*) { + value = $[key]; + print " key:" . key . " value:".value; + } + + ' + NR = 1 + key:a value:pan + key:b value:pan + key:i value:1 + key:x value:0.3467901443380824 + key:y value:0.7268028627434533 + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + NR = 2 + key:a value:eks + key:b value:pan + key:i value:2 + key:x value:0.7586799647899636 + key:y value:0.5221511083334797 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + NR = 3 + key:a value:wye + key:b value:wye + key:i value:3 + key:x value:0.20460330576630303 + key:y value:0.33831852551664776 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + NR = 4 + key:a value:eks + key:b value:wye + key:i value:4 + key:x value:0.38139939387114097 + key:y value:0.13418874328430463 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + NR = 5 + key:a value:wye + key:b value:pan + key:i value:5 + key:x value:0.5732889198020006 + key:y value:0.8636244699032729 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-8 + + mlr -n put ' + end { + o = {1:2, 3:{4:5}}; + for (key in o) { + print " key:" . key . " valuetype:" . typeof(o[key]); + } + } + ' + key:1 valuetype:int + key:3 valuetype:map + +Note that the value corresponding to a given key may be gotten as through a **computed field name** using square brackets as in ``$[key]`` for stream records, or by indexing the looped-over variable using square brackets. + +Key-value for-loops +................................................................ + +Single-level keys may be gotten at using either ``for(k,v)`` or ``for((k),v)``; multi-level keys may be gotten at using ``for((k1,k2,k3),v)`` and so on. The ``v`` variable will be bound to to a scalar value (a string or a number) if the map stops at that level, or to a map-valued variable if the map goes deeper. If the map isn't deep enough then the loop body won't be executed. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/for-srec-example.tbl + label1 label2 f1 f2 f3 + blue green 100 240 350 + red green 120 11 195 + yellow blue 140 0 240 + +.. code-block:: none + :emphasize-lines: 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]; + } + } + ' + label1 label2 f1 f2 f3 sum1 sum2 sum3 + blue green 100 240 350 690 690 690 + red green 120 11 195 326 326 326 + yellow blue 140 0 240 380 380 380 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/small --opprint put 'for (k,v in $*) { $[k."_type"] = typeof(v) }' + a b i x y a_type b_type i_type x_type y_type + pan pan 1 0.3467901443380824 0.7268028627434533 string string int float float + eks pan 2 0.7586799647899636 0.5221511083334797 string string int float float + wye wye 3 0.20460330576630303 0.33831852551664776 string string int float float + eks wye 4 0.38139939387114097 0.13418874328430463 string string int float float + wye pan 5 0.5732889198020006 0.8636244699032729 string string int float float + +Note that the value of the current field in the for-loop can be gotten either using the bound variable ``value``, or through a **computed field name** using square brackets as in ``$[key]``. + +Important note: to avoid inconsistent looping behavior in case you're setting new fields (and/or unsetting existing ones) while looping over the record, **Miller makes a copy of the record before the loop: loop variables are bound from the copy and all other reads/writes involve the record itself**: + +.. code-block:: none + :emphasize-lines: 1-10 + + mlr --from data/small --opprint put ' + $sum1 = 0; + $sum2 = 0; + for (k,v in $*) { + if (is_numeric(v)) { + $sum1 +=v; + $sum2 += $[k]; + } + } + ' + a b i x y sum1 sum2 + pan pan 1 0.3467901443380824 0.7268028627434533 2.0735930070815356 8.294372028326142 + eks pan 2 0.7586799647899636 0.5221511083334797 3.280831073123443 13.123324292493772 + wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507 14.171687325131803 + eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445 18.06235254862178 + wye pan 5 0.5732889198020006 0.8636244699032729 6.436913389705273 25.747653558821092 + +It can be confusing to modify the stream record while iterating over a copy of it, so instead you might find it simpler to use a local variable in the loop and only update the stream record after the loop: + +.. code-block:: none + :emphasize-lines: 1-9 + + mlr --from data/small --opprint put ' + sum = 0; + for (k,v in $*) { + if (is_numeric(v)) { + sum += $[k]; + } + } + $sum = sum + ' + a b i x y sum + pan pan 1 0.3467901443380824 0.7268028627434533 2.0735930070815356 + eks pan 2 0.7586799647899636 0.5221511083334797 3.280831073123443 + wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507 + eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445 + wye pan 5 0.5732889198020006 0.8636244699032729 6.436913389705273 + +You can also start iterating on sub-hashmaps of an out-of-stream or local variable; you can loop over nested keys; you can loop over all out-of-stream variables. The bound variables are bound to a copy of the sub-hashmap as it was before the loop started. The sub-hashmap is specified by square-bracketed indices after ``in``, and additional deeper indices are bound to loop key-variables. The terminal values are bound to the loop value-variable whenever the keys are not too shallow. The value-variable may refer to a terminal (string, number) or it may be map-valued if the map goes deeper. Example indexing is as follows: + +.. code-block:: none + + # 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) + +That's confusing in the abstract, so a concrete example is in order. Suppose the out-of-stream variable ``@myvar`` is populated as follows: + +.. code-block:: none + :emphasize-lines: 1-10 + + mlr -n put --jknquoteint -q ' + begin { + @myvar = { + 1: 2, + 3: { 4 : 5 }, + 6: { 7: { 8: 9 } } + } + } + end { dump } + ' + { + "myvar": { + "1": 2, + "3": { + "4": 5 + }, + "6": { + "7": { + "8": 9 + } + } + } + } + +Then we can get at various values as follows: + +.. code-block:: none + :emphasize-lines: 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); + } + } + ' + key=1,valuetype=int + key=3,valuetype=map + key=6,valuetype=map + +.. code-block:: none + :emphasize-lines: 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); + } + } + ' + key1=3,key2=4,valuetype=int + key1=6,key2=7,valuetype=map + +.. code-block:: none + :emphasize-lines: 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); + } + } + ' + key1=7,key2=8,valuetype=int + +C-style triple-for loops +................................................................ + +These are supported as follows: + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --from data/small --opprint put ' + num suma = 0; + for (a = 1; a <= NR; a += 1) { + suma += a; + } + $suma = suma; + ' + a b i x y suma + pan pan 1 0.3467901443380824 0.7268028627434533 1 + eks pan 2 0.7586799647899636 0.5221511083334797 3 + wye wye 3 0.20460330576630303 0.33831852551664776 6 + eks wye 4 0.38139939387114097 0.13418874328430463 10 + wye pan 5 0.5732889198020006 0.8636244699032729 15 + +.. code-block:: none + :emphasize-lines: 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; + $sumb = sumb; + ' + a b i x y suma sumb + pan pan 1 0.3467901443380824 0.7268028627434533 1 1 + eks pan 2 0.7586799647899636 0.5221511083334797 3 3 + wye wye 3 0.20460330576630303 0.33831852551664776 6 7 + eks wye 4 0.38139939387114097 0.13418874328430463 10 15 + wye pan 5 0.5732889198020006 0.8636244699032729 15 31 + +Notes: + +* In ``for (start; continuation; update) { body }``, the start, continuation, and update statements may be empty, single statements, or multiple comma-separated statements. If the continuation is empty (e.g. ``for(i=1;;i+=1)``) it defaults to true. + +* In particular, you may use ``$``-variables and/or ``@``-variables in the start, continuation, and/or update steps (as well as the body, of course). + +* The typedecls such as ``int`` or ``num`` are optional. If a typedecl is provided (for a local variable), it binds a variable scoped to the for-loop regardless of whether a same-name variable is present in outer scope. If a typedecl is not provided, then the variable is scoped to the for-loop if no same-name variable is present in outer scope, or if a same-name variable is present in outer scope then it is modified. + +* Miller has no ``++`` or ``--`` operators. + +* As with all for/if/while statements in Miller, the curly braces are required even if the body is a single statement, or empty. + +Begin/end blocks +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller supports an ``awk``-like ``begin/end`` syntax. The statements in the ``begin`` block are executed before any input records are read; the statements in the ``end`` block are executed after the last input record is read. (If you want to execute some statement at the start of each file, not at the start of the first file as with ``begin``, you might use a pattern/action block of the form ``FNR == 1 { ... }``.) All statements outside of ``begin`` or ``end`` are, of course, executed on every input record. Semicolons separate statements inside or outside of begin/end blocks; semicolons are required between begin/end block bodies and any subsequent statement. For example: + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr put ' + begin { @sum = 0 }; + @x_sum += $x; + end { emit @x_sum } + ' ../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 + 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 + x_sum=4.536293840335763 + +Since uninitialized out-of-stream variables default to 0 for addition/substraction and 1 for multiplication when they appear on expression right-hand sides (not quite as in ``awk``, where they'd default to 0 either way), the above can be written more succinctly as + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr put ' + @x_sum += $x; + end { emit @x_sum } + ' ../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 + 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 + x_sum=4.536293840335763 + +The **put -q** option is a shorthand which suppresses printing of each output record, with only ``emit`` statements being output. So to get only summary outputs, one could write + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr put -q ' + @x_sum += $x; + end { emit @x_sum } + ' ../data/small + x_sum=4.536293840335763 + +We can do similarly with multiple out-of-stream variables: + +.. code-block:: none + :emphasize-lines: 1-8 + + mlr put -q ' + @x_count += 1; + @x_sum += $x; + end { + emit @x_count; + emit @x_sum; + } + ' ../data/small + x_count=10 + x_sum=4.536293840335763 + +This is of course not much different than + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats1 -a count,sum -f x ../data/small + x_count=10,x_sum=4.536293840335763 + +Note that it's a syntax error for begin/end blocks to refer to field names (beginning with ``$``), since these execute outside the context of input records. + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-errors.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-errors.rst.txt new file mode 100644 index 000000000..def6d8db0 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-errors.rst.txt @@ -0,0 +1,27 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: errors and transparency +====================================== + +As soon as you have a programming language, you start having the problem *What is my code doing, and why?* This includes getting syntax errors -- which are always annoying -- as well as the even more annoying problem of a program which parses without syntax error but doesn't do what you expect. + +The ``syntax error`` message is cryptic: it says ``syntax error at `` followed by the next symbol it couldn't parse. This is good, but (as of 5.0.0) it doesn't say things like ``syntax error at line 17, character 22``. Here are some common causes of syntax errors: + +* Don't forget ``;`` at end of line, before another statement on the next line. + +* Miller's DSL lacks the ``++`` and ``--`` operators. + +* Curly braces are required for the bodies of ``if``/``while``/``for`` blocks, even when the body is a single statement. + +Now for transparency: + +* As in any language, you can do (see :ref:`reference-dsl-print-statements`) ``print`` (or ``eprint`` to print to stderr). See also :ref:`reference-dsl-dump-statements` and :ref:`reference-dsl-emit-statements`. + +* The ``-v`` option to ``mlr put`` and ``mlr filter`` prints abstract syntax trees for your code. While not all details here will be of interest to everyone, certainly this makes questions such as operator precedence completely unambiguous. + +* The ``-T`` option prints a trace of each statement executed. + +* The ``-t`` and ``-a`` options show low-level details for the parsing process and for stack-variable-index allocation, respectively. These will likely be of interest to people who enjoy compilers, and probably less useful for a more general audience. + +* Please see :ref:`reference-dsl-type-checking` for type declarations and type-assertions you can use to make sure expressions and the data flowing them are evaluating as you expect. I made them optional because one of Miller's important use-cases is being able to say simple things like ``mlr put '$y = $x + 1' myfile.dat`` with a minimum of punctuational bric-a-brac -- but for programs over a few lines I generally find that the more type-specification, the better. diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-filter-statements.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-filter-statements.rst.txt new file mode 100644 index 000000000..ae125047a --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-filter-statements.rst.txt @@ -0,0 +1,38 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: filter statements +================================================================ + +You can use ``filter`` within ``put``. In fact, the following two are synonymous: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter 'NR==2 || NR==3' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'filter NR==2 || NR==3' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + +The former, of course, is much easier to type. But the latter allows you to define more complex expressions for the filter, and/or do other things in addition to the filter: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '@running_sum += $x; filter @running_sum > 1.3' data/small + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$z = $x * $y; filter $z > 0.3' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,z=0.3961455844854848 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,z=0.4951063394654227 diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-operators.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-operators.rst.txt new file mode 100644 index 000000000..966572bc9 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-operators.rst.txt @@ -0,0 +1,45 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: operators +======================== + +Operator precedence +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Operators are listed in order of decreasing precedence, highest first. + +.. code-block:: none + + Operators Associativity + --------- ------------- + () left to right + ** right to left + ! ~ unary+ unary- & right to left + binary* / // % left to right + binary+ binary- . left to right + << >> left to right + & left to right + ^ left to right + | left to right + < <= > >= left to right + == != =~ !=~ left to right + && left to right + ^^ left to right + || left to right + ? : right to left + = N/A for Miller (there is no $a=$b=$c) + +Operator and function semantics +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +* Functions are often pass-throughs straight to the system-standard Go libraries. + +* The ``min`` and ``max`` functions are different from other multi-argument functions which return null if any of their inputs are null: for ``min`` and ``max``, by contrast, if one argument is absent-null, the other is returned. Empty-null loses min or max against numeric or boolean; empty-null is less than any other string. + +* Symmetrically with respect to the bitwise OR, XOR, and AND operators ``|``, ``^``, ``&``, Miller has logical operators ``||``, ``^^``, ``&&``: the logical XOR not existing in Go. + +* The exponentiation operator ``**`` is familiar from many languages. + +* The regex-match and regex-not-match operators ``=~`` and ``!=~`` are similar to those in Ruby and Perl. + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-output-statements.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-output-statements.rst.txt new file mode 100644 index 000000000..6b1603ccb --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-output-statements.rst.txt @@ -0,0 +1,583 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: output statements +================================================================ + +You can **output** variable-values or expressions in **five ways**: + +* **Assign** them to stream-record fields. For example, ``$cumulative_sum = @sum``. For another example, ``$nr = NR`` adds a field named ``nr`` to each output record, containing the value of the built-in variable ``NR`` as of when that record was ingested. + +* Use the **print** or **eprint** keywords which immediately print an expression *directly to standard output or standard error*, respectively. Note that ``dump``, ``edump``, ``print``, and ``eprint`` don't output records which participate in ``then``-chaining; rather, they're just immediate prints to stdout/stderr. The ``printn`` and ``eprintn`` keywords are the same except that they don't print final newlines. Additionally, you can print to a specified file instead of stdout/stderr. + +* Use the **dump** or **edump** keywords, which *immediately print all out-of-stream variables as a JSON data structure to the standard output or standard error* (respectively). + +* Use **tee** which formats the current stream record (not just an arbitrary string as with **print**) to a specific file. + +* Use **emit**/**emitp**/**emitf** to send out-of-stream variables' current values to the output record stream, e.g. ``@sum += $x; emit @sum`` which produces an extra output record such as ``sum=3.1648382``. + +For the first two options you are populating the output-records stream which feeds into the next verb in a ``then``-chain (if any), or which otherwise is formatted for output using ``--o...`` flags. + +For the last three options you are sending output directly to standard output, standard error, or a file. + +.. _reference-dsl-print-statements: + +Print statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The ``print`` statement is perhaps self-explanatory, but with a few light caveats: + +* There are four variants: ``print`` goes to stdout with final newline, ``printn`` goes to stdout without final newline (you can include one using "\n" in your output string), ``eprint`` goes to stderr with final newline, and ``eprintn`` goes to stderr without final newline. + +* Output goes directly to stdout/stderr, respectively: data produced this way do not go downstream to the next verb in a ``then``-chain. (Use ``emit`` for that.) + +* Print statements are for strings (``print "hello"``), or things which can be made into strings: numbers (``print 3``, ``print $a + $b``, or concatenations thereof (``print "a + b = " . ($a + $b)``). Maps (in ``$*``, map-valued out-of-stream or local variables, and map literals) aren't convertible into strings. If you print a map, you get ``{is-a-map}`` as output. Please use ``dump`` to print maps. + +* You can redirect print output to a file: ``mlr --from myfile.dat put 'print > "tap.txt", $x'`` ``mlr --from myfile.dat put 'o=$*; print > $a.".txt", $x'``. + +* See also :ref:`reference-dsl-redirected-output-statements` for examples. + +.. _reference-dsl-dump-statements: + +Dump statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The ``dump`` statement is for printing expressions, including maps, directly to stdout/stderr, respectively: + +* There are two variants: ``dump`` prints to stdout; ``edump`` prints to stderr. + +* Output goes directly to stdout/stderr, respectively: data produced this way do not go downstream to the next verb in a ``then``-chain. (Use ``emit`` for that.) + +* You can use ``dump`` to output single strings, numbers, or expressions including map-valued data. Map-valued data are printed as JSON. Miller allows string and integer keys in its map literals while JSON allows only string keys, so use ``mlr put --jknquoteint`` if you want integer-valued map keys not double-quoted. + +* If you use ``dump`` (or ``edump``) with no arguments, you get a JSON structure representing the current values of all out-of-stream variables. + +* As with ``print``, you can redirect output to files. + +* See also :ref:`reference-dsl-redirected-output-statements` for examples. + +Tee statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Records produced by a ``mlr put`` go downstream to the next verb in your ``then``-chain, if any, or otherwise to standard output. If you want to additionally copy out records to files, you can do that using ``tee``. + +The syntax is, by example, ``mlr --from myfile.dat put 'tee > "tap.dat", $*' then sort -n index``. First is ``tee >``, then the filename expression (which can be an expression such as ``"tap.".$a.".dat"``), then a comma, then ``$*``. (Nothing else but ``$*`` is teeable.) + +See also :ref:`reference-dsl-redirected-output-statements` for examples. + +.. _reference-dsl-redirected-output-statements: + +Redirected-output statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The **print**, **dump** **tee**, **emitf**, **emit**, and **emitp** keywords all allow you to redirect output to one or more files or pipe-to commands. The filenames/commands are strings which can be constructed using record-dependent values, so you can do things like splitting a table into multiple files, one for each account ID, and so on. + +Details: + +* The ``print`` and ``dump`` keywords produce output immediately to standard output, or to specified file(s) or pipe-to command if present. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help keyword print + print: prints expression immediately to stdout. + + Example: mlr --from f.dat put -q 'print "The sum of x and y is ".($x+$y)' + Example: mlr --from f.dat put -q 'for (k, v in $*) { print k . " => " . v }' + Example: mlr --from f.dat put '(NR %% 1000 == 0) { print > stderr, "Checkpoint ".NR}' + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help keyword dump + dump: prints all currently defined out-of-stream variables immediately + to stdout as JSON. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump }' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump > "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >> "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump | "jq .[]"}' + +* ``mlr put`` sends the current record (possibly modified by the ``put`` expression) to the output record stream. Records are then input to the following verb in a ``then``-chain (if any), else printed to standard output (unless ``put -q``). The **tee** keyword *additionally* writes the output record to specified file(s) or pipe-to command, or immediately to ``stdout``/``stderr``. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help keyword tee + tee: prints the current record to specified file. + This is an immediate print to the specified file (except for pprint format + which of course waits until the end of the input stream to format all output). + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output. See also mlr -h. + + emit with redirect and tee with redirect are identical, except tee can only + output $*. + + Example: mlr --from f.dat put 'tee > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'tee >> "/tmp/data-".$a.$b, $*' + Example: mlr --from f.dat put 'tee > stderr, $*' + Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\]", $*' + Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\] > /tmp/data-".$a, $*' + Example: mlr --from f.dat put -q 'tee | "gzip > /tmp/data-".$a.".gz", $*' + Example: mlr --from f.dat put -q --ojson 'tee | "gzip > /tmp/data-".$a.".gz", $*' + +* ``mlr put``'s ``emitf``, ``emitp``, and ``emit`` send out-of-stream variables to the output record stream. These are then input to the following verb in a ``then``-chain (if any), else printed to standard output. When redirected with ``>``, ``>>``, or ``|``, they *instead* write the out-of-stream variable(s) to specified file(s) or pipe-to command, or immediately to ``stdout``/``stderr``. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help keyword emitf + emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the + output record stream. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a' + Example: mlr --from f.dat put --oxtab '@a=$i;@b+=$x;@c+=$y; emitf > "tap-".$i.".dat", @a' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf >> "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > stderr, @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern > mytap.dat", @a, @b, @c' + + Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help keyword emitp + emitp: inserts an out-of-stream variable into the output record stream. + Hashmap indices present in the data but not slotted by emitp arguments are + output concatenated with ":". + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums' + Example: mlr --from f.dat put --opprint '@sums[$a][$b]+=$x; emitp > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "grep somepattern", @*, "index1", "index2"' + + Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help keyword emit + emit: inserts an out-of-stream variable into the output record stream. Hashmap + indices present in the data but not slotted by emit arguments are not output. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, mapexcept($*, "a")' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums' + Example: mlr --from f.dat put --ojson '@sums[$a][$b]+=$x; emit > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "grep somepattern", @*, "index1", "index2"' + + Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information. + +.. _reference-dsl-emit-statements: + +Emit statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +There are three variants: ``emitf``, ``emit``, and ``emitp``. Keep in mind that out-of-stream variables are a nested, multi-level hashmap (directly viewable as JSON using ``dump``), whereas Miller output records are lists of single-level key-value pairs. The three emit variants allow you to control how the multilevel hashmaps are flatten down to output records. You can emit any map-valued expression, including ``$*``, map-valued out-of-stream variables, the entire out-of-stream-variable collection ``@*``, map-valued local variables, map literals, or map-valued function return values. + +Use **emitf** to output several out-of-stream variables side-by-side in the same output record. For ``emitf`` these mustn't have indexing using ``@name[...]``. Example: + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr put -q ' + @count += 1; + @x_sum += $x; + @y_sum += $y; + end { emitf @count, @x_sum, @y_sum} + ' data/small + count=5,x_sum=2.264761728567491,y_sum=2.585085709781158 + +Use **emit** to output an out-of-stream variable. If it's non-indexed you'll get a simple key-value pair: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum += $x; end { dump }' data/small + { + "sum": 2.264761728567491 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum += $x; end { emit @sum }' data/small + sum=2.264761728567491 + +If it's indexed then use as many names after ``emit`` as there are indices: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a] += $x; end { dump }' data/small + { + "sum": { + "pan": 0.3467901443380824, + "eks": 1.1400793586611044, + "wye": 0.7778922255683036 + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a] += $x; end { emit @sum, "a" }' data/small + a=pan,sum=0.3467901443380824 + a=eks,sum=1.1400793586611044 + a=wye,sum=0.7778922255683036 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a", "b" }' data/small + a=pan,b=pan,sum=0.3467901443380824 + a=eks,b=pan,sum=0.7586799647899636 + a=eks,b=wye,sum=0.38139939387114097 + a=wye,b=wye,sum=0.20460330576630303 + a=wye,b=pan,sum=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b][$i] += $x; end { dump }' data/small + { + "sum": { + "pan": { + "pan": { + "1": 0.3467901443380824 + } + }, + "eks": { + "pan": { + "2": 0.7586799647899636 + }, + "wye": { + "4": 0.38139939387114097 + } + }, + "wye": { + "wye": { + "3": 0.20460330576630303 + }, + "pan": { + "5": 0.5732889198020006 + } + } + } + } + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr put -q ' + @sum[$a][$b][$i] += $x; + end { emit @sum, "a", "b", "i" } + ' data/small + a=pan,b=pan,i=1,sum=0.3467901443380824 + a=eks,b=pan,i=2,sum=0.7586799647899636 + a=eks,b=wye,i=4,sum=0.38139939387114097 + a=wye,b=wye,i=3,sum=0.20460330576630303 + a=wye,b=pan,i=5,sum=0.5732889198020006 + +Now for **emitp**: if you have as many names following ``emit`` as there are levels in the out-of-stream variable's hashmap, then ``emit`` and ``emitp`` do the same thing. Where they differ is when you don't specify as many names as there are hashmap levels. In this case, Miller needs to flatten multiple map indices down to output-record keys: ``emitp`` includes full prefixing (hence the ``p`` in ``emitp``) while ``emit`` takes the deepest hashmap key as the output-record key: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a" }' data/small + a=pan,pan=0.3467901443380824 + a=eks,pan=0.7586799647899636,wye=0.38139939387114097 + a=wye,wye=0.20460330576630303,pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { emit @sum }' data/small + pan.pan=0.3467901443380824,eks.pan=0.7586799647899636,eks.wye=0.38139939387114097,wye.wye=0.20460330576630303,wye.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small + a=pan,sum.pan=0.3467901443380824 + a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097 + a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small + sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small + sum.pan.pan 0.3467901443380824 + sum.eks.pan 0.7586799647899636 + sum.eks.wye 0.38139939387114097 + sum.wye.wye 0.20460330576630303 + sum.wye.pan 0.5732889198020006 + +Use **--oflatsep** to specify the character which joins multilevel +keys for ``emitp`` (it defaults to a colon): + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small + a=pan,sum.pan=0.3467901443380824 + a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097 + a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum }' data/small + sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --oxtab put -q --oflatsep / ' + @sum[$a][$b] += $x; + end { emitp @sum } + ' data/small + sum.pan.pan 0.3467901443380824 + sum.eks.pan 0.7586799647899636 + sum.eks.wye 0.38139939387114097 + sum.wye.wye 0.20460330576630303 + sum.wye.pan 0.5732889198020006 + +Multi-emit statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +You can emit **multiple map-valued expressions side-by-side** by +including their names in parentheses: + +.. code-block:: none + :emphasize-lines: 1-10 + + mlr --from data/medium --opprint put -q ' + @x_count[$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" + } + ' + a b x_sum x_count x_mean + pan pan 219.1851288316854 427 0.5133141190437597 + pan wye 198.43293070748447 395 0.5023618498923658 + pan eks 216.07522773165525 429 0.5036718595143479 + pan hat 205.22277621488686 417 0.492140950155604 + pan zee 205.09751802331917 413 0.4966041598627583 + eks pan 179.96303047250723 371 0.48507555383425127 + eks wye 196.9452860713734 407 0.4838950517724162 + eks zee 176.8803651584733 357 0.49546320772681596 + eks eks 215.91609712937984 413 0.5227992666570941 + eks hat 208.783170520597 417 0.5006790659966355 + wye wye 185.29584980261419 377 0.49150092785839306 + wye pan 195.84790012056564 392 0.4996119901034838 + wye hat 212.0331829346132 426 0.4977304763723314 + wye zee 194.77404756708714 385 0.5059066170573692 + wye eks 204.8129608356315 386 0.5306035254809106 + zee pan 202.21380378504267 389 0.5198298297816007 + zee wye 233.9913939194868 455 0.5142667998230479 + zee eks 190.9617780631925 391 0.4883932942792647 + zee zee 206.64063510417319 403 0.5127559183726382 + zee hat 191.30000620900935 409 0.46772617655014515 + hat wye 208.8830097609959 423 0.49381326184632596 + hat zee 196.3494502965293 385 0.5099985721987774 + hat eks 189.0067933716193 389 0.48587864619953547 + hat hat 182.8535323148762 381 0.47993053101017374 + hat pan 168.5538067327806 363 0.4643355557376876 + +What this does is walk through the first out-of-stream variable (``@x_sum`` in this example) as usual, then for each keylist found (e.g. ``pan,wye``), include the values for the remaining out-of-stream variables (here, ``@x_count`` and ``@x_mean``). You should use this when all out-of-stream variables in the emit statement have **the same shape and the same keylists**. + +Emit-all statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Use **emit all** (or ``emit @*`` which is synonymous) to output all out-of-stream variables. You can use the following idiom to get various accumulators output side-by-side (reminiscent of ``mlr stats1``): + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --from data/small --opprint put -q ' + @v[$a][$b]["sum"] += $x; + @v[$a][$b]["count"] += 1; + end{emit @*,"a","b"} + ' + a b pan.sum pan.count + v pan 0.3467901443380824 1 + + a b pan.sum pan.count wye.sum wye.count + v eks 0.7586799647899636 1 0.38139939387114097 1 + + a b wye.sum wye.count pan.sum pan.count + v wye 0.20460330576630303 1 0.5732889198020006 1 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --from data/small --opprint put -q ' + @sum[$a][$b] += $x; + @count[$a][$b] += 1; + end{emit @*,"a","b"} + ' + a b pan + sum pan 0.3467901443380824 + + a b pan wye + sum eks 0.7586799647899636 0.38139939387114097 + + a b wye pan + sum wye 0.20460330576630303 0.5732889198020006 + + a b pan + count pan 1 + + a b pan wye + count eks 1 1 + + a b wye pan + count wye 1 1 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --from data/small --opprint put -q ' + @sum[$a][$b] += $x; + @count[$a][$b] += 1; + end{emit (@sum, @count),"a","b"} + ' + a b sum count + pan pan 0.3467901443380824 1 + eks pan 0.7586799647899636 1 + eks wye 0.38139939387114097 1 + wye wye 0.20460330576630303 1 + wye pan 0.5732889198020006 1 + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-overview.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-overview.rst.txt new file mode 100644 index 000000000..85336c646 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-overview.rst.txt @@ -0,0 +1,4559 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference +================================================================ + +Overview +---------------------------------------------------------------- + +Here's comparison of verbs and ``put``/``filter`` DSL expressions: + +Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr stats1 -a sum -f x -g a data/small + a=pan,x_sum=0.3467901443380824 + a=eks,x_sum=1.1400793586611044 + a=wye,x_sum=0.7778922255683036 + +* Verbs are coded in Go +* They run a bit faster +* They take fewer keystrokes +* There is less to learn +* Their customization is limited to each verb's options + +Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@x_sum[$a] += $x; end{emit @x_sum, "a"}' data/small + a=pan,x_sum=0.3467901443380824 + a=eks,x_sum=1.1400793586611044 + a=wye,x_sum=0.7778922255683036 + +* You get to write your own DSL expressions +* They run a bit slower +* They take more keystrokes +* There is more to learn +* They are highly customizable + +Please see :doc:`reference-verbs` for information on verbs other than ``put`` and ``filter``. + +The essential usages of ``mlr filter`` and ``mlr put`` are for record-selection and record-updating expressions, respectively. For example, given the following input data: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ 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 + +you might retain only the records whose ``a`` field has value ``eks``: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr filter '$a == "eks"' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + +or you might add a new field which is a function of existing fields: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$ab = $a . "_" . $b ' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,ab=pan_pan + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,ab=eks_pan + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,ab=wye_wye + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,ab=eks_wye + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,ab=wye_pan + +The two verbs ``mlr filter`` and ``mlr put`` are essentially the same. The only differences are: + +* Expressions sent to ``mlr filter`` must end with a boolean expression, which is the filtering criterion; + +* ``mlr filter`` expressions may not reference the ``filter`` keyword within them; and + +* ``mlr filter`` expressions may not use ``tee``, ``emit``, ``emitp``, or ``emitf``. + +All the rest is the same: in particular, you can define and invoke functions and subroutines to help produce the final boolean statement, and record fields may be assigned to in the statements preceding the final boolean statement. + +There are more details and more choices, of course, as detailed in the following sections. + +Syntax +---------------------------------------------------------------- + +Expression formatting +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Multiple expressions may be given, separated by semicolons, and each may refer to the ones before: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ ruby -e '10.times{|i|puts "i=#{i}"}' | mlr --opprint put '$j = $i + 1; $k = $i +$j' + i j k + 0 1 1 + 1 2 3 + 2 3 5 + 3 4 7 + 4 5 9 + 5 6 11 + 6 7 13 + 7 8 15 + 8 9 17 + 9 10 19 + +Newlines within the expression are ignored, which can help increase legibility of complex expressions: + +.. code-block:: none + :emphasize-lines: 1-7 + + $ mlr --opprint put ' + $nf = NF; + $nr = NR; + $fnr = FNR; + $filenum = FILENUM; + $filename = FILENAME + ' data/small data/small2 + a b i x y nf nr fnr filenum filename + pan pan 1 0.3467901443380824 0.7268028627434533 5 1 1 1 data/small + eks pan 2 0.7586799647899636 0.5221511083334797 5 2 2 1 data/small + wye wye 3 0.20460330576630303 0.33831852551664776 5 3 3 1 data/small + eks wye 4 0.38139939387114097 0.13418874328430463 5 4 4 1 data/small + wye pan 5 0.5732889198020006 0.8636244699032729 5 5 5 1 data/small + pan eks 9999 0.267481232652199086 0.557077185510228001 5 6 1 2 data/small2 + wye eks 10000 0.734806020620654365 0.884788571337605134 5 7 2 2 data/small2 + pan wye 10001 0.870530722602517626 0.009854780514656930 5 8 3 2 data/small2 + hat wye 10002 0.321507044286237609 0.568893318795083758 5 9 4 2 data/small2 + pan zee 10003 0.272054845593895200 0.425789896597056627 5 10 5 2 data/small2 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --opprint filter '($x > 0.5 && $y < 0.5) || ($x < 0.5 && $y > 0.5)' then stats2 -a corr -f x,y data/medium + x_y_corr + -0.7479940285189345 + +.. _reference-dsl-expressions-from-files: + +Expressions from files +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The simplest way to enter expressions for ``put`` and ``filter`` is between single quotes on the command line, e.g. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small put '$xy = sqrt($x**2 + $y**2)' + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small put 'func f(a, b) { return sqrt(a**2 + b**2) } $xy = f($x, $y)' + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +You may, though, find it convenient to put expressions into files for reuse, and read them +**using the -f option**. For example: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ cat data/fe-example-3.mlr + func f(a, b) { + return sqrt(a**2 + b**2) + } + $xy = f($x, $y) + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small put -f data/fe-example-3.mlr + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +If you have some of the logic in a file and you want to write the rest on the command line, you can **use the -f and -e options together**: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ cat data/fe-example-4.mlr + func f(a, b) { + return sqrt(a**2 + b**2) + } + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small put -f data/fe-example-4.mlr -e '$xy = f($x, $y)' + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +A suggested use-case here is defining functions in files, and calling them from command-line expressions. + +Another suggested use-case is putting default parameter values in files, e.g. using ``begin{@count=is_present(@count)?@count:10}`` in the file, where you can precede that using ``begin{@count=40}`` using ``-e``. + +Moreover, you can have one or more ``-f`` expressions (maybe one function per file, for example) and one or more ``-e`` expressions on the command line. If you mix ``-f`` and ``-e`` then the expressions are evaluated in the order encountered. (Since the expressions are all simply concatenated together in order, don't forget intervening semicolons: e.g. not ``mlr put -e '$x=1' -e '$y=2 ...'`` but rather ``mlr put -e '$x=1;' -e '$y=2' ...``.) + +Semicolons, commas, newlines, and curly braces +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller uses **semicolons as statement separators**, not statement terminators. This means you can write: + +.. code-block:: none + + mlr put 'x=1' + mlr put 'x=1;$y=2' + mlr put 'x=1;$y=2;' + mlr put 'x=1;;;;$y=2;' + +Semicolons are optional after closing curly braces (which close conditionals and loops as discussed below). + +.. code-block:: none + :emphasize-lines: 1-1 + + $ echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""} $foo = "bar"' + x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar + +.. code-block:: none + :emphasize-lines: 1-1 + + $ echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""}; $foo = "bar"' + x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar + +Semicolons are required between statements even if those statements are on separate lines. **Newlines** are for your convenience but have no syntactic meaning: line endings do not terminate statements. For example, adjacent assignment statements must be separated by semicolons even if those statements are on separate lines: + +.. code-block:: none + + mlr put ' + $x = 1 + $y = 2 # Syntax error + ' + + mlr put ' + $x = 1; + $y = 2 # This is OK + ' + +**Trailing commas** are allowed in function/subroutine definitions, function/subroutine callsites, and map literals. This is intended for (although not restricted to) the multi-line case: + +.. code-block:: none + :emphasize-lines: 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, + $b, + ), + "v": NR, + } + ' + +Bodies for all compound statements must be enclosed in **curly braces**, even if the body is a single statement: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr put 'if ($x == 1) $y = 2' # Syntax error + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr put 'if ($x == 1) { $y = 2 }' # This is OK + +Bodies for compound statements may be empty: + +.. code-block:: none + :emphasize-lines: 1,1 + + mlr put 'if ($x == 1) { }' # This no-op is syntactically acceptable + +Variables +---------------------------------------------------------------- + +Miller has the following kinds of variables: + +**Built-in variables** such as ``NF``, ``NF``, ``FILENAME``, ``M_PI``, and ``M_E``. These are all capital letters and are read-only (although some of them change value from one record to another). + +**Fields of stream records**, accessed using the ``$`` prefix. These refer to fields of the current data-stream record. For example, in ``echo x=1,y=2 | mlr put '$z = $x + $y'``, ``$x`` and ``$y`` refer to input fields, and ``$z`` refers to a new, computed output field. In a few contexts, presented below, you can refer to the entire record as ``$*``. + +**Out-of-stream variables** accessed using the ``@`` prefix. These refer to data which persist from one record to the next, including in ``begin`` and ``end`` blocks (which execute before/after the record stream is consumed, respectively). You use them to remember values across records, such as sums, differences, counters, and so on. In a few contexts, presented below, you can refer to the entire out-of-stream-variables collection as ``@*``. + +**Local variables** are limited in scope and extent to the current statements being executed: these include function arguments, bound variables in for loops, and explicitly declared local variables. + +**Keywords** are not variables, but since their names are reserved, you cannot use these names for local variables. + +Built-in variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are written all in capital letters, such as ``NR``, ``NF``, ``FILENAME``, and only a small, specific set of them is defined by Miller. + +Namely, Miller supports the following five built-in variables for :doc:`filter and put `, all ``awk``-inspired: ``NF``, ``NR``, ``FNR``, ``FILENUM``, and ``FILENAME``, as well as the mathematical constants ``M_PI`` and ``M_E``. Lastly, the ``ENV`` hashmap allows read access to environment variables, e.g. ``ENV["HOME"]`` or ``ENV["foo_".$hostname]``. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr filter 'FNR == 2' data/small* + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533 + a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$fnr = FNR' data/small* + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,fnr=1 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,fnr=2 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,fnr=3 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,fnr=4 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,fnr=5 + 1=a,2=b,3=i,4=x,5=y,fnr=1 + 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533,fnr=2 + 1=eks,2=pan,3=2,4=0.7586799647899636,5=0.5221511083334797,fnr=3 + 1=wye,2=wye,3=3,4=0.20460330576630303,5=0.33831852551664776,fnr=4 + 1=eks,2=wye,3=4,4=0.38139939387114097,5=0.13418874328430463,fnr=5 + 1=wye,2=pan,3=5,4=0.5732889198020006,5=0.8636244699032729,fnr=6 + a=pan,b=eks,i=9999,x=0.267481232652199086,y=0.557077185510228001,fnr=1 + a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134,fnr=2 + a=pan,b=wye,i=10001,x=0.870530722602517626,y=0.009854780514656930,fnr=3 + a=hat,b=wye,i=10002,x=0.321507044286237609,y=0.568893318795083758,fnr=4 + a=pan,b=zee,i=10003,x=0.272054845593895200,y=0.425789896597056627,fnr=5 + +Their values of ``NF``, ``NR``, ``FNR``, ``FILENUM``, and ``FILENAME`` change from one record to the next as Miller scans through your input data stream. The mathematical constants, of course, do not change; ``ENV`` is populated from the system environment variables at the time Miller starts and is read-only for the remainder of program execution. + +Their **scope is global**: you can refer to them in any ``filter`` or ``put`` statement. Their values are assigned by the input-record reader: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --csv put '$nr = NR' data/a.csv + X,Y,Z,nr + m,n,o,1 + p,q,r,2 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --csv repeat -n 3 then put '$nr = NR' data/a.csv + X,Y,Z,nr + m,n,o,1 + m,n,o,1 + m,n,o,1 + p,q,r,2 + p,q,r,2 + p,q,r,2 + +The **extent** is for the duration of the put/filter: in a ``begin`` statement (which executes before the first input record is consumed) you will find ``NR=1`` and in an ``end`` statement (which is executed after the last input record is consumed) you will find ``NR`` to be the total number of records ingested. + +These are all **read-only** for the ``mlr put`` and ``mlr filter`` DSLs: they may be assigned from, e.g. ``$nr=NR``, but they may not be assigned to: ``NR=100`` is a syntax error. + +Field names +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Names of fields within stream records must be specified using a ``$`` in :doc:`filter and put expressions `, even though the dollar signs don't appear in the data stream itself. For integer-indexed data, this looks like ``awk``'s ``$1,$2,$3``, except that Miller allows non-numeric names such as ``$quantity`` or ``$hostname``. Likewise, enclose string literals in double quotes in ``filter`` expressions even though they don't appear in file data. In particular, ``mlr filter '$x=="abc"'`` passes through the record ``x=abc``. + +If field names have **special characters** such as ``.`` then you can use braces, e.g. ``'${field.name}'``. + +You may also use a **computed field name** in square brackets, e.g. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ echo a=3,b=4 | mlr filter '$["x"] < 0.5' + +.. code-block:: none + :emphasize-lines: 1-1 + + $ echo s=green,t=blue,a=3,b=4 | mlr put '$[$s."_".$t] = $a * $b' + s=green,t=blue,a=3,b=4,green_blue=12 + +Notes: + +The names of record fields depend on the contents of your input data stream, and their values change from one record to the next as Miller scans through your input data stream. + +Their **extent** is limited to the current record; their **scope** is the ``filter`` or ``put`` command in which they appear. + +These are **read-write**: you can do ``$y=2*$x``, ``$x=$x+1``, etc. + +Records are Miller's output: field names present in the input stream are passed through to output (written to standard output) unless fields are removed with ``cut``, or records are excluded with ``filter`` or ``put -q``, etc. Simply assign a value to a field and it will be output. + +Positional field names +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Even though Miller's main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index (starting from 1). + +Use ``$[[3]]`` to access the name of field 3. More generally, any expression evaluating to an integer can go between ``$[[`` and ``]]``. + +Then using a computed field name, ``$[ $[[3]] ]`` is the value in the third field. This has the shorter equivalent notation ``$[[[3]]]``. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$[[3]] = "NEW"' data/small + a=pan,b=pan,NEW=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,NEW=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,NEW=3,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,NEW=4,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,NEW=5,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$[[[3]]] = "NEW"' data/small + a=pan,b=pan,i=NEW,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,i=NEW,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=NEW,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,i=NEW,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$NEW = $[[NR]]' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=a + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=b + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=i + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=x + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=y + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$NEW = $[[[NR]]]' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=pan + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=pan + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=3 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=0.38139939387114097 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$[[[NR]]] = "NEW"' data/small + a=NEW,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=NEW,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=4,x=NEW,y=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,y=NEW + +Right-hand side accesses to non-existent fields -- i.e. with index less than 1 or greater than ``NF`` -- return an absent value. Likewise, left-hand side accesses only refer to fields which already exist. For example, if a field has 5 records then assigning the name or value of the 6th (or 600th) field results in a no-op. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$[[6]] = "NEW"' 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$[[[6]]] = "NEW"' 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 + +Out-of-stream variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are prefixed with an at-sign, e.g. ``@sum``. Furthermore, unlike built-in variables and stream-record fields, they are maintained in an arbitrarily nested hashmap: you can do ``@sum += $quanity``, or ``@sum[$color] += $quanity``, or ``@sum[$color][$shape] += $quanity``. The keys for the multi-level hashmap can be any expression which evaluates to string or integer: e.g. ``@sum[NR] = $a + $b``, ``@sum[$a."-".$b] = $x``, etc. + +Their names and their values are entirely under your control; they change only when you assign to them. + +Just as for field names in stream records, if you want to define out-of-stream variables with **special characters** such as ``.`` then you can use braces, e.g. ``'@{variable.name}["index"]'``. + +You may use a **computed key** in square brackets, e.g. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ echo s=green,t=blue,a=3,b=4 | mlr put -q '@[$s."_".$t] = $a * $b; emit all' + green_blue=12 + +Out-of-stream variables are **scoped** to the ``put`` command in which they appear. In particular, if you have two or more ``put`` commands separated by ``then``, each put will have its own set of out-of-stream variables: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ cat data/a.dkvp + a=1,b=2,c=3 + a=4,b=5,c=6 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '@sum += $a; end {emit @sum}' then put 'is_present($a) {$a=10*$a; @sum += $a}; end {emit @sum}' data/a.dkvp + a=10,b=2,c=3 + a=40,b=5,c=6 + sum=5 + sum=50 + +Out-of-stream variables' **extent** is from the start to the end of the record stream, i.e. every time the ``put`` or ``filter`` statement referring to them is executed. + +Out-of-stream variables are **read-write**: you can do ``$sum=@sum``, ``@sum=$sum``, etc. + +Indexed out-of-stream variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Using an index on the ``@count`` and ``@sum`` variables, we get the benefit of the ``-g`` (group-by) option which ``mlr stats1`` and various other Miller commands have: + +.. code-block:: none + :emphasize-lines: 1-8 + + $ mlr put -q ' + @x_count[$a] += 1; + @x_sum[$a] += $x; + end { + emit @x_count, "a"; + emit @x_sum, "a"; + } + ' ../data/small + a=pan,x_count=2 + a=eks,x_count=3 + a=wye,x_count=2 + a=zee,x_count=2 + a=hat,x_count=1 + a=pan,x_sum=0.8494161498792961 + a=eks,x_sum=1.75186341922895 + a=wye,x_sum=0.7778922255683036 + a=zee,x_sum=1.1256801691982772 + a=hat,x_sum=0.03144187646093577 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr stats1 -a count,sum -f x -g a ../data/small + a=pan,x_count=2,x_sum=0.8494161498792961 + a=eks,x_count=3,x_sum=1.75186341922895 + a=wye,x_count=2,x_sum=0.7778922255683036 + a=zee,x_count=2,x_sum=1.1256801691982772 + a=hat,x_count=1,x_sum=0.03144187646093577 + +Indices can be arbitrarily deep -- here there are two or more of them: + +.. code-block:: none + :emphasize-lines: 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"; + } + ' + a=pan,b=pan,x_count=427,x_sum=219.1851288316854 + a=pan,b=wye,x_count=395,x_sum=198.43293070748447 + a=pan,b=eks,x_count=429,x_sum=216.07522773165525 + a=pan,b=hat,x_count=417,x_sum=205.22277621488686 + a=pan,b=zee,x_count=413,x_sum=205.09751802331917 + a=eks,b=pan,x_count=371,x_sum=179.96303047250723 + a=eks,b=wye,x_count=407,x_sum=196.9452860713734 + a=eks,b=zee,x_count=357,x_sum=176.8803651584733 + a=eks,b=eks,x_count=413,x_sum=215.91609712937984 + a=eks,b=hat,x_count=417,x_sum=208.783170520597 + a=wye,b=wye,x_count=377,x_sum=185.29584980261419 + a=wye,b=pan,x_count=392,x_sum=195.84790012056564 + a=wye,b=hat,x_count=426,x_sum=212.0331829346132 + a=wye,b=zee,x_count=385,x_sum=194.77404756708714 + a=wye,b=eks,x_count=386,x_sum=204.8129608356315 + a=zee,b=pan,x_count=389,x_sum=202.21380378504267 + a=zee,b=wye,x_count=455,x_sum=233.9913939194868 + a=zee,b=eks,x_count=391,x_sum=190.9617780631925 + a=zee,b=zee,x_count=403,x_sum=206.64063510417319 + a=zee,b=hat,x_count=409,x_sum=191.30000620900935 + a=hat,b=wye,x_count=423,x_sum=208.8830097609959 + a=hat,b=zee,x_count=385,x_sum=196.3494502965293 + a=hat,b=eks,x_count=389,x_sum=189.0067933716193 + a=hat,b=hat,x_count=381,x_sum=182.8535323148762 + a=hat,b=pan,x_count=363,x_sum=168.5538067327806 + +The idea is that ``stats1``, and other Miller verbs, encapsulate frequently-used patterns with a minimum of keystroking (and run a little faster), whereas using out-of-stream variables you have more flexibility and control in what you do. + +Begin/end blocks can be mixed with pattern/action blocks. For example: + +.. code-block:: none + :emphasize-lines: 1-14 + + $ 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 + x=-1 + x=0 + x=1,y=0,z=0 + x=2,y=0.3010299956639812,z=0.5486620049392715 + x=3,y=0.4771212547196624,z=0.6907396432228734 + num_total=5,num_positive=3 + +.. _reference-dsl-local-variables: + +Local variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Local variables are similar to out-of-stream variables, except that their extent is limited to the expressions in which they appear (and their basenames can't be computed using square brackets). There are three kinds of local variables: **arguments** to functions/subroutines, **variables bound within for-loops**, and **locals** defined within control blocks. They may be untyped using ``var``, or typed using ``num``, ``int``, ``float``, ``str``, ``bool``, and ``map``. + +For example: + +.. code-block:: none + :emphasize-lines: 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; + ' + i=1,o=15.952526011537227 + i=2,o=12.782237754999116 + i=3,o=15.126606630220966 + i=4,o=14.794357488895775 + i=5,o=15.168665974047421 + i=6,o=16.20662783079942 + i=7,o=13.966128063060479 + i=8,o=13.99248245928659 + i=9,o=15.784270485515197 + i=10,o=15.37686787628025 + +Things which are completely unsurprising, resembling many other languages: + +* Parameter names are bound to their arguments but can be reassigned, e.g. if there is a parameter named ``a`` then you can reassign the value of ``a`` to be something else within the function if you like. + +* However, you cannot redeclare the *type* of an argument or a local: ``var a=1; var a=2`` is an error but ``var a=1; a=2`` is OK. + +* All argument-passing is positional rather than by name; arguments are passed by value, not by reference. (This is also true for map-valued variables: they are not, and cannot be, passed by reference) + +* You can define locals (using ``var``, ``num``, etc.) at any scope (if-statements, else-statements, while-loops, for-loops, or the top-level scope), and nested scopes will have access (more details on scope in the next section). If you define a local variable with the same name inside an inner scope, then a new variable is created with the narrower scope. + +* If you assign to a local variable for the first time in a scope without declaring it as ``var``, ``num``, etc. then: if it exists in an outer scope, that outer-scope variable will be updated; if not, it will be defined in the current scope as if ``var`` had been used. (See also :ref:`reference-dsl-type-checking` for an example.) I recommend always declaring variables explicitly to make the intended scoping clear. + +* Functions and subroutines never have access to locals from their callee (unless passed by value as arguments). + +Things which are perhaps surprising compared to other languages: + +* Type declarations using ``var``, or typed using ``num``, ``int``, ``float``, ``str``, and ``bool`` are necessary to declare local variables. Function arguments and variables bound in for-loops over stream records and out-of-stream variables are *implicitly* declared using ``var``. (Some examples are shown below.) + +* Type-checking is done at assignment time. For example, ``float f = 0`` is an error (since ``0`` is an integer), as is ``float f = 0.0; f = 1``. For this reason I prefer to use ``num`` over ``float`` in most contexts since ``num`` encompasses integer and floating-point values. More information about type-checking is at :ref:`reference-dsl-type-checking`. + +* Bound variables in for-loops over stream records and out-of-stream variables are implicitly local to that block. E.g. in ``for (k, v in $*) { ... }`` ``for ((k1, k2), v in @*) { ... }`` if there are ``k``, ``v``, etc. in the enclosing scope then those will be masked by the loop-local bound variables in the loop, and moreover the values of the loop-local bound variables are not available after the end of the loop. + +* For C-style triple-for loops, if a for-loop variable is defined using ``var``, ``int``, etc. then it is scoped to that for-loop. E.g. ``for (i = 0; i < 10; i += 1) { ... }`` and ``for (int i = 0; i < 10; i += 1) { ... }``. (This is unsurprising.). If there is no typedecl and an outer-scope variable of that name exists, then it is used. (This is also unsurprising.) But of there is no outer-scope variable of that name then the variable is scoped to the for-loop only. + +The following example demonstrates the scope rules: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ cat data/scope-example.mlr + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ cat data/scope-example.dat + n=1,x=123 + n=2,x=456 + n=3,x=789 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --oxtab --from data/scope-example.dat put -f data/scope-example.mlr + n 1 + x 123 + outer_a 10 + outer_b 20 + outer_c 30 + + n 2 + x 456 + outer_a 10 + outer_b 20 + outer_c 30 + + n 3 + x 789 + inner_a 40 + inner_b 50 + inner_c 60 + inner_d 70 + outer_a 10 + outer_b 50 + outer_c 60 + +And this example demonstrates the type-declaration rules: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ cat data/type-decl-example.mlr + 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 $*) { # k and v are bound here, masking outer k. + print k . ":" . v; # k is explicitly str; v is implicitly var. + } # + # + print "k is".k; # k at this scope level is still "def". + print "v is".v; # v is undefined in this scope. + # + i = -1; # + for (i = 1, int j = 2; i <= 10; i += 1, j *= 2) { # C-style triple-for variables use enclosing scope, unless + # declared local: i is outer, j is local to the loop. + print "inner i =" . i; # + print "inner j =" . j; # + } # + print "outer i =" . i; # i has been modified by the loop. + print "outer j =" . j; # j is undefined in this scope. + +Map literals +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller's ``put``/``filter`` DSL has four kinds of hashmaps. **Stream records** are (single-level) maps from name to value. **Out-of-stream variables** and **local variables** can also be maps, although they can be multi-level hashmaps (e.g. ``@sum[$x][$y]``). The fourth kind is **map literals**. These cannot be on the left-hand side of assignment expressions. Syntactically they look like JSON, although Miller allows string and integer keys in its map literals while JSON allows only string keys (e.g. ``"3"`` rather than ``3``). + +For example, the following swaps the input stream's ``a`` and ``i`` fields, modifies ``y``, and drops the rest: + +.. code-block:: none + :emphasize-lines: 1-7 + + $ mlr --opprint put ' + $* = { + "a": $i, + "i": $a, + "y": $y * 10, + } + ' data/small + a i y + 1 pan 7.268028627434533 + 2 eks 5.221511083334796 + 3 wye 3.3831852551664774 + 4 eks 1.3418874328430463 + 5 wye 8.63624469903273 + +Likewise, you can assign map literals to out-of-stream variables or local variables; pass them as arguments to user-defined functions, return them from functions, and so on: + +.. code-block:: none + :emphasize-lines: 1-7 + + $ mlr --from data/small put ' + func f(map m): map { + m["x"] *= 200; + return m; + } + $* = f({"a": $a, "x": $x}); + ' + a=pan,x=69.35802886761648 + a=eks,x=151.73599295799272 + a=wye,x=40.92066115326061 + a=eks,x=76.2798787742282 + a=wye,x=114.65778396040011 + +Like out-of-stream and local variables, map literals can be multi-level: + +.. code-block:: none + :emphasize-lines: 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; + } + ' + { + "nrec": 5, + "nkey": { + "numeric": 15, + "non-numeric": 10 + } + } + +By default, map-valued expressions are dumped using JSON formatting. If you use ``dump`` to print a hashmap with integer keys and you don't want them double-quoted (JSON-style) then you can use ``mlr put --jknquoteint``. See also ``mlr put --help``. + +.. _reference-dsl-type-checking: + +Type-checking +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller's ``put``/``filter`` DSLs support two optional kinds of type-checking. One is inline **type-tests** and **type-assertions** within expressions. The other is **type declarations** for assignments to local variables, binding of arguments to user-defined functions, and return values from user-defined functions, These are discussed in the following subsections. + +Use of type-checking is entirely up to you: omit it if you want flexibility with heterogeneous data; use it if you want to help catch misspellings in your DSL code or unexpected irregularities in your input data. + +.. _reference-dsl-type-tests-and-assertions: + +Type-test and type-assertion expressions +................................................................ + +The following ``is...`` functions take a value and return a boolean indicating whether the argument is of the indicated type. The ``assert_...`` functions return their argument if it is of the specified type, and cause a fatal error otherwise: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr -F | grep ^is + is_absent + is_array + is_bool + is_boolean + is_empty + is_empty_map + is_error + is_float + is_int + is_map + is_nonempty_map + is_not_empty + is_not_map + is_not_array + is_not_null + is_null + is_numeric + is_present + is_string + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr -F | grep ^assert + asserting_absent + asserting_array + asserting_bool + asserting_boolean + asserting_error + asserting_empty + asserting_empty_map + asserting_float + asserting_int + asserting_map + asserting_nonempty_map + asserting_not_empty + asserting_not_map + asserting_not_array + asserting_not_null + asserting_null + asserting_numeric + asserting_present + asserting_string + +Please see :ref:`cookbook-data-cleaning-examples` for examples of how to use these. + +Type-declarations for local variables, function parameter, and function return values +............................................................................................... + +Local variables can be defined either untyped as in ``x = 1``, or typed as in ``int x = 1``. Types include **var** (explicitly untyped), **int**, **float**, **num** (int or float), **str**, **bool**, and **map**. These optional type declarations are enforced at the time values are assigned to variables: whether at the initial value assignment as in ``int x = 1`` or in any subsequent assignments to the same variable farther down in the scope. + +The reason for ``num`` is that ``int`` and ``float`` typedecls are very precise: + +.. code-block:: none + + float a = 0; # Runtime error since 0 is int not float + int b = 1.0; # Runtime error since 1.0 is float not int + num c = 0; # OK + num d = 1.0; # OK + +A suggestion is to use ``num`` for general use when you want numeric content, and use ``int`` when you genuinely want integer-only values, e.g. in loop indices or map keys (since Miller map keys can only be strings or ints). + +The ``var`` type declaration indicates no type restrictions, e.g. ``var x = 1`` has the same type restrictions on ``x`` as ``x = 1``. The difference is in intentional shadowing: if you have ``x = 1`` in outer scope and ``x = 2`` in inner scope (e.g. within a for-loop or an if-statement) then outer-scope ``x`` has value 2 after the second assignment. But if you have ``var x = 2`` in the inner scope, then you are declaring a variable scoped to the inner block.) For example: + +.. code-block:: none + + x = 1; + if (NR == 4) { + x = 2; # Refers to outer-scope x: value changes from 1 to 2. + } + print x; # Value of x is now two + +.. code-block:: none + + x = 1; + if (NR == 4) { + var x = 2; # Defines a new inner-scope x with value 2 + } + print x; # Value of this x is still 1 + +Likewise function arguments can optionally be typed, with type enforced when the function is called: + +.. code-block:: none + + func f(map m, int i) { + ... + } + $a = f({1:2, 3:4}, 5); # OK + $b = f({1:2, 3:4}, "abc"); # Runtime error + $c = f({1:2, 3:4}, $x); # Runtime error for records with non-integer field named x + if (NR == 4) { + var x = 2; # Defines a new inner-scope x with value 2 + } + print x; # Value of this x is still 1 + +Thirdly, function return values can be type-checked at the point of ``return`` using ``:`` and a typedecl after the parameter list: + +.. code-block:: none + + func f(map m, int i): bool { + ... + ... + if (...) { + return "false"; # Runtime error if this branch is taken + } + ... + ... + if (...) { + return retval; # Runtime error if this function doesn't have an in-scope + # boolean-valued variable named retval + } + ... + ... + # In Miller if your functions don't explicitly return a value, they return absent-null. + # So it would also be a runtime error on reaching the end of this function without + # an explicit return statement. + } + +Null data: empty and absent +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Please see :ref:`reference-null-data`. + +Aggregate variable assignments +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +There are three remaining kinds of variable assignment using out-of-stream variables, the last two of which use the ``$*`` syntax: + +* Recursive copy of out-of-stream variables +* Out-of-stream variable assigned to full stream record +* Full stream record assigned to an out-of-stream variable + +Example recursive copy of out-of-stream variables: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --opprint put -q '@v["sum"] += $x; @v["count"] += 1; end{dump; @w = @v; dump}' data/small + { + "v": { + "sum": 2.264761728567491, + "count": 5 + } + } + { + "v": { + "sum": 2.264761728567491, + "count": 5 + }, + "w": { + "sum": 2.264761728567491, + "count": 5 + } + } + +Example of out-of-stream variable assigned to full stream record, where the 2nd record is stashed, and the 4th record is overwritten with that: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put 'NR == 2 {@keep = $*}; NR == 4 {$* = @keep}' 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=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +Example of full stream record assigned to an out-of-stream variable, finding the record for which the ``x`` field has the largest value in the input stream: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --opprint put -q 'is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*}; end {emit @recmax}' data/small + a b i x y + eks pan 2 0.7586799647899636 0.5221511083334797 + +Keywords for filter and put +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --help-all-keywords + TOD: port mlr_dsl_list_all_keywords + +Operator precedence +---------------------------------------------------------------- + +Operators are listed in order of decreasing precedence, highest first. + +.. code-block:: none + + Operators Associativity + --------- ------------- + () left to right + ** right to left + ! ~ unary+ unary- & right to left + binary* / // % left to right + binary+ binary- . left to right + << >> left to right + & left to right + ^ left to right + | left to right + < <= > >= left to right + == != =~ !=~ left to right + && left to right + ^^ left to right + || left to right + ? : right to left + = N/A for Miller (there is no $a=$b=$c) + +Operator and function semantics +---------------------------------------------------------------- + +* Functions are often pass-throughs straight to the system-standard Go libraries. + +* The ``min`` and ``max`` functions are different from other multi-argument functions which return null if any of their inputs are null: for ``min`` and ``max``, by contrast, if one argument is absent-null, the other is returned. Empty-null loses min or max against numeric or boolean; empty-null is less than any other string. + +* Symmetrically with respect to the bitwise OR, XOR, and AND operators ``|``, ``^``, ``&``, Miller has logical operators ``||``, ``^^``, ``&&``: the logical XOR not existing in Go. + +* The exponentiation operator ``**`` is familiar from many languages. + +* The regex-match and regex-not-match operators ``=~`` and ``!=~`` are similar to those in Ruby and Perl. + +Control structures +---------------------------------------------------------------- + +Pattern-action blocks +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are reminiscent of ``awk`` syntax. They can be used to allow assignments to be done only when appropriate -- e.g. for math-function domain restrictions, regex-matching, and so on: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr cat data/put-gating-example-1.dkvp + x=-1 + x=0 + x=1 + x=2 + x=3 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$x > 0.0 { $y = log10($x); $z = sqrt($y) }' data/put-gating-example-1.dkvp + x=-1 + x=0 + x=1,y=0,z=0 + x=2,y=0.3010299956639812,z=0.5486620049392715 + x=3,y=0.4771212547196624,z=0.6907396432228734 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr cat data/put-gating-example-2.dkvp + a=abc_123 + a=some other name + a=xyz_789 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$a =~ "([a-z]+)_([0-9]+)" { $b = "left_\1"; $c = "right_\2" }' data/put-gating-example-2.dkvp + a=abc_123,b=left_\1,c=right_\2 + a=some other name + a=xyz_789,b=left_\1,c=right_\2 + +This produces heteregenous output which Miller, of course, has no problems with (see :doc:`record-heterogeneity`). But if you want homogeneous output, the curly braces can be replaced with a semicolon between the expression and the body statements. This causes ``put`` to evaluate the boolean expression (along with any side effects, namely, regex-captures ``\1``, ``\2``, etc.) but doesn't use it as a criterion for whether subsequent assignments should be executed. Instead, subsequent assignments are done unconditionally: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$x > 0.0; $y = log10($x); $z = sqrt($y)' data/put-gating-example-1.dkvp + x=1,y=0,z=0 + x=2,y=0.3010299956639812,z=0.5486620049392715 + x=3,y=0.4771212547196624,z=0.6907396432228734 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$a =~ "([a-z]+)_([0-9]+)"; $b = "left_\1"; $c = "right_\2"' data/put-gating-example-2.dkvp + a=abc_123,b=left_\1,c=right_\2 + a=xyz_789,b=left_\1,c=right_\2 + +If-statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are again reminiscent of ``awk``. Pattern-action blocks are a special case of ``if`` with no ``elif`` or ``else`` blocks, no ``if`` keyword, and parentheses optional around the boolean expression: + +.. code-block:: none + + mlr put 'NR == 4 {$foo = "bar"}' + +.. code-block:: none + + mlr put 'if (NR == 4) {$foo = "bar"}' + +Compound statements use ``elif`` (rather than ``elsif`` or ``else if``): + +.. code-block:: none + + mlr put ' + if (NR == 2) { + ... + } elif (NR ==4) { + ... + } elif (NR ==6) { + ... + } else { + ... + } + ' + +While and do-while loops +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller's ``while`` and ``do-while`` are unsurprising in comparison to various languages, as are ``break`` and ``continue``: + +.. code-block:: none + :emphasize-lines: 1-6 + + $ echo x=1,y=2 | mlr put ' + while (NF < 10) { + $[NF+1] = "" + } + $foo = "bar" + ' + x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar + +.. code-block:: none + :emphasize-lines: 1-9 + + $ echo x=1,y=2 | mlr put ' + do { + $[NF+1] = ""; + if (NF == 5) { + break + } + } while (NF < 10); + $foo = "bar" + ' + x=1,y=2,3=,4=,5=,foo=bar + +A ``break`` or ``continue`` within nested conditional blocks or if-statements will, of course, propagate to the innermost loop enclosing them, if any. A ``break`` or ``continue`` outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested. +The existence of ``while``, ``do-while``, and ``for`` loops in Miller's DSL means that you can create infinite-loop scenarios inadvertently. In particular, please recall that DSL statements are executed once if in ``begin`` or ``end`` blocks, and once *per record* otherwise. For example, **while (NR < 10) will never terminate as NR is only incremented between records**. + +For-loops +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +While Miller's ``while`` and ``do-while`` statements are much as in many other languages, ``for`` loops are more idiosyncratic to Miller. They are loops over key-value pairs, whether in stream records, out-of-stream variables, local variables, or map-literals: more reminiscent of ``foreach``, as in (for example) PHP. There are **for-loops over map keys** and **for-loops over key-value tuples**. Additionally, Miller has a **C-style triple-for loop** with initialize, test, and update statements. + +As with ``while`` and ``do-while``, a ``break`` or ``continue`` within nested control structures will propagate to the innermost loop enclosing them, if any, and a ``break`` or ``continue`` outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested. + +Key-only for-loops +................................................................ + +The ``key`` variable is always bound to the *key* of key-value pairs: + +.. code-block:: none + :emphasize-lines: 1-8 + + $ mlr --from data/small put ' + print "NR = ".NR; + for (key in $*) { + value = $[key]; + print " key:" . key . " value:".value; + } + + ' + NR = 1 + key:a value:pan + key:b value:pan + key:i value:1 + key:x value:0.3467901443380824 + key:y value:0.7268028627434533 + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + NR = 2 + key:a value:eks + key:b value:pan + key:i value:2 + key:x value:0.7586799647899636 + key:y value:0.5221511083334797 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + NR = 3 + key:a value:wye + key:b value:wye + key:i value:3 + key:x value:0.20460330576630303 + key:y value:0.33831852551664776 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + NR = 4 + key:a value:eks + key:b value:wye + key:i value:4 + key:x value:0.38139939387114097 + key:y value:0.13418874328430463 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + NR = 5 + key:a value:wye + key:b value:pan + key:i value:5 + key:x value:0.5732889198020006 + key:y value:0.8636244699032729 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-8 + + $ mlr -n put ' + end { + o = {1:2, 3:{4:5}}; + for (key in o) { + print " key:" . key . " valuetype:" . typeof(o[key]); + } + } + ' + key:1 valuetype:int + key:3 valuetype:map + +Note that the value corresponding to a given key may be gotten as through a **computed field name** using square brackets as in ``$[key]`` for stream records, or by indexing the looped-over variable using square brackets. + +Key-value for-loops +................................................................ + +Single-level keys may be gotten at using either ``for(k,v)`` or ``for((k),v)``; multi-level keys may be gotten at using ``for((k1,k2,k3),v)`` and so on. The ``v`` variable will be bound to to a scalar value (a string or a number) if the map stops at that level, or to a map-valued variable if the map goes deeper. If the map isn't deep enough then the loop body won't be executed. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ cat data/for-srec-example.tbl + label1 label2 f1 f2 f3 + blue green 100 240 350 + red green 120 11 195 + yellow blue 140 0 240 + +.. code-block:: none + :emphasize-lines: 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]; + } + } + ' + label1 label2 f1 f2 f3 sum1 sum2 sum3 + blue green 100 240 350 690 690 690 + red green 120 11 195 326 326 326 + yellow blue 140 0 240 380 380 380 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small --opprint put 'for (k,v in $*) { $[k."_type"] = typeof(v) }' + a b i x y a_type b_type i_type x_type y_type + pan pan 1 0.3467901443380824 0.7268028627434533 string string int float float + eks pan 2 0.7586799647899636 0.5221511083334797 string string int float float + wye wye 3 0.20460330576630303 0.33831852551664776 string string int float float + eks wye 4 0.38139939387114097 0.13418874328430463 string string int float float + wye pan 5 0.5732889198020006 0.8636244699032729 string string int float float + +Note that the value of the current field in the for-loop can be gotten either using the bound variable ``value``, or through a **computed field name** using square brackets as in ``$[key]``. + +Important note: to avoid inconsistent looping behavior in case you're setting new fields (and/or unsetting existing ones) while looping over the record, **Miller makes a copy of the record before the loop: loop variables are bound from the copy and all other reads/writes involve the record itself**: + +.. code-block:: none + :emphasize-lines: 1-10 + + $ mlr --from data/small --opprint put ' + $sum1 = 0; + $sum2 = 0; + for (k,v in $*) { + if (is_numeric(v)) { + $sum1 +=v; + $sum2 += $[k]; + } + } + ' + a b i x y sum1 sum2 + pan pan 1 0.3467901443380824 0.7268028627434533 2.0735930070815356 8.294372028326142 + eks pan 2 0.7586799647899636 0.5221511083334797 3.280831073123443 13.123324292493772 + wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507 14.171687325131803 + eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445 18.06235254862178 + wye pan 5 0.5732889198020006 0.8636244699032729 6.436913389705273 25.747653558821092 + +It can be confusing to modify the stream record while iterating over a copy of it, so instead you might find it simpler to use a local variable in the loop and only update the stream record after the loop: + +.. code-block:: none + :emphasize-lines: 1-9 + + $ mlr --from data/small --opprint put ' + sum = 0; + for (k,v in $*) { + if (is_numeric(v)) { + sum += $[k]; + } + } + $sum = sum + ' + a b i x y sum + pan pan 1 0.3467901443380824 0.7268028627434533 2.0735930070815356 + eks pan 2 0.7586799647899636 0.5221511083334797 3.280831073123443 + wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507 + eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445 + wye pan 5 0.5732889198020006 0.8636244699032729 6.436913389705273 + +You can also start iterating on sub-hashmaps of an out-of-stream or local variable; you can loop over nested keys; you can loop over all out-of-stream variables. The bound variables are bound to a copy of the sub-hashmap as it was before the loop started. The sub-hashmap is specified by square-bracketed indices after ``in``, and additional deeper indices are bound to loop key-variables. The terminal values are bound to the loop value-variable whenever the keys are not too shallow. The value-variable may refer to a terminal (string, number) or it may be map-valued if the map goes deeper. Example indexing is as follows: + +.. code-block:: none + + # 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) + +That's confusing in the abstract, so a concrete example is in order. Suppose the out-of-stream variable ``@myvar`` is populated as follows: + +.. code-block:: none + :emphasize-lines: 1-10 + + $ mlr -n put --jknquoteint -q ' + begin { + @myvar = { + 1: 2, + 3: { 4 : 5 }, + 6: { 7: { 8: 9 } } + } + } + end { dump } + ' + { + "myvar": { + "1": 2, + "3": { + "4": 5 + }, + "6": { + "7": { + "8": 9 + } + } + } + } + +Then we can get at various values as follows: + +.. code-block:: none + :emphasize-lines: 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); + } + } + ' + key=1,valuetype=int + key=3,valuetype=map + key=6,valuetype=map + +.. code-block:: none + :emphasize-lines: 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); + } + } + ' + key1=3,key2=4,valuetype=int + key1=6,key2=7,valuetype=map + +.. code-block:: none + :emphasize-lines: 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); + } + } + ' + key1=7,key2=8,valuetype=int + +C-style triple-for loops +................................................................ + +These are supported as follows: + +.. code-block:: none + :emphasize-lines: 1-7 + + $ mlr --from data/small --opprint put ' + num suma = 0; + for (a = 1; a <= NR; a += 1) { + suma += a; + } + $suma = suma; + ' + a b i x y suma + pan pan 1 0.3467901443380824 0.7268028627434533 1 + eks pan 2 0.7586799647899636 0.5221511083334797 3 + wye wye 3 0.20460330576630303 0.33831852551664776 6 + eks wye 4 0.38139939387114097 0.13418874328430463 10 + wye pan 5 0.5732889198020006 0.8636244699032729 15 + +.. code-block:: none + :emphasize-lines: 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; + $sumb = sumb; + ' + a b i x y suma sumb + pan pan 1 0.3467901443380824 0.7268028627434533 1 1 + eks pan 2 0.7586799647899636 0.5221511083334797 3 3 + wye wye 3 0.20460330576630303 0.33831852551664776 6 7 + eks wye 4 0.38139939387114097 0.13418874328430463 10 15 + wye pan 5 0.5732889198020006 0.8636244699032729 15 31 + +Notes: + +* In ``for (start; continuation; update) { body }``, the start, continuation, and update statements may be empty, single statements, or multiple comma-separated statements. If the continuation is empty (e.g. ``for(i=1;;i+=1)``) it defaults to true. + +* In particular, you may use ``$``-variables and/or ``@``-variables in the start, continuation, and/or update steps (as well as the body, of course). + +* The typedecls such as ``int`` or ``num`` are optional. If a typedecl is provided (for a local variable), it binds a variable scoped to the for-loop regardless of whether a same-name variable is present in outer scope. If a typedecl is not provided, then the variable is scoped to the for-loop if no same-name variable is present in outer scope, or if a same-name variable is present in outer scope then it is modified. + +* Miller has no ``++`` or ``--`` operators. + +* As with all for/if/while statements in Miller, the curly braces are required even if the body is a single statement, or empty. + +Begin/end blocks +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller supports an ``awk``-like ``begin/end`` syntax. The statements in the ``begin`` block are executed before any input records are read; the statements in the ``end`` block are executed after the last input record is read. (If you want to execute some statement at the start of each file, not at the start of the first file as with ``begin``, you might use a pattern/action block of the form ``FNR == 1 { ... }``.) All statements outside of ``begin`` or ``end`` are, of course, executed on every input record. Semicolons separate statements inside or outside of begin/end blocks; semicolons are required between begin/end block bodies and any subsequent statement. For example: + +.. code-block:: none + :emphasize-lines: 1-5 + + $ mlr put ' + begin { @sum = 0 }; + @x_sum += $x; + end { emit @x_sum } + ' ../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 + 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 + x_sum=4.536293840335763 + +Since uninitialized out-of-stream variables default to 0 for addition/substraction and 1 for multiplication when they appear on expression right-hand sides (not quite as in ``awk``, where they'd default to 0 either way), the above can be written more succinctly as + +.. code-block:: none + :emphasize-lines: 1-4 + + $ mlr put ' + @x_sum += $x; + end { emit @x_sum } + ' ../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 + 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 + x_sum=4.536293840335763 + +The **put -q** option is a shorthand which suppresses printing of each output record, with only ``emit`` statements being output. So to get only summary outputs, one could write + +.. code-block:: none + :emphasize-lines: 1-4 + + $ mlr put -q ' + @x_sum += $x; + end { emit @x_sum } + ' ../data/small + x_sum=4.536293840335763 + +We can do similarly with multiple out-of-stream variables: + +.. code-block:: none + :emphasize-lines: 1-8 + + $ mlr put -q ' + @x_count += 1; + @x_sum += $x; + end { + emit @x_count; + emit @x_sum; + } + ' ../data/small + x_count=10 + x_sum=4.536293840335763 + +This is of course not much different than + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr stats1 -a count,sum -f x ../data/small + x_count=10,x_sum=4.536293840335763 + +Note that it's a syntax error for begin/end blocks to refer to field names (beginning with ``$``), since these execute outside the context of input records. + +Output statements +---------------------------------------------------------------- + +You can **output** variable-values or expressions in **five ways**: + +* **Assign** them to stream-record fields. For example, ``$cumulative_sum = @sum``. For another example, ``$nr = NR`` adds a field named ``nr`` to each output record, containing the value of the built-in variable ``NR`` as of when that record was ingested. + +* Use the **print** or **eprint** keywords which immediately print an expression *directly to standard output or standard error*, respectively. Note that ``dump``, ``edump``, ``print``, and ``eprint`` don't output records which participate in ``then``-chaining; rather, they're just immediate prints to stdout/stderr. The ``printn`` and ``eprintn`` keywords are the same except that they don't print final newlines. Additionally, you can print to a specified file instead of stdout/stderr. + +* Use the **dump** or **edump** keywords, which *immediately print all out-of-stream variables as a JSON data structure to the standard output or standard error* (respectively). + +* Use **tee** which formats the current stream record (not just an arbitrary string as with **print**) to a specific file. + +* Use **emit**/**emitp**/**emitf** to send out-of-stream variables' current values to the output record stream, e.g. ``@sum += $x; emit @sum`` which produces an extra output record such as ``sum=3.1648382``. + +For the first two options you are populating the output-records stream which feeds into the next verb in a ``then``-chain (if any), or which otherwise is formatted for output using ``--o...`` flags. + +For the last three options you are sending output directly to standard output, standard error, or a file. + +.. _reference-dsl-print-statements: + +Print statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The ``print`` statement is perhaps self-explanatory, but with a few light caveats: + +* There are four variants: ``print`` goes to stdout with final newline, ``printn`` goes to stdout without final newline (you can include one using "\n" in your output string), ``eprint`` goes to stderr with final newline, and ``eprintn`` goes to stderr without final newline. + +* Output goes directly to stdout/stderr, respectively: data produced this way do not go downstream to the next verb in a ``then``-chain. (Use ``emit`` for that.) + +* Print statements are for strings (``print "hello"``), or things which can be made into strings: numbers (``print 3``, ``print $a + $b``, or concatenations thereof (``print "a + b = " . ($a + $b)``). Maps (in ``$*``, map-valued out-of-stream or local variables, and map literals) aren't convertible into strings. If you print a map, you get ``{is-a-map}`` as output. Please use ``dump`` to print maps. + +* You can redirect print output to a file: ``mlr --from myfile.dat put 'print > "tap.txt", $x'`` ``mlr --from myfile.dat put 'o=$*; print > $a.".txt", $x'``. + +* See also :ref:`reference-dsl-redirected-output-statements` for examples. + +.. _reference-dsl-dump-statements: + +Dump statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The ``dump`` statement is for printing expressions, including maps, directly to stdout/stderr, respectively: + +* There are two variants: ``dump`` prints to stdout; ``edump`` prints to stderr. + +* Output goes directly to stdout/stderr, respectively: data produced this way do not go downstream to the next verb in a ``then``-chain. (Use ``emit`` for that.) + +* You can use ``dump`` to output single strings, numbers, or expressions including map-valued data. Map-valued data are printed as JSON. Miller allows string and integer keys in its map literals while JSON allows only string keys, so use ``mlr put --jknquoteint`` if you want integer-valued map keys not double-quoted. + +* If you use ``dump`` (or ``edump``) with no arguments, you get a JSON structure representing the current values of all out-of-stream variables. + +* As with ``print``, you can redirect output to files. + +* See also :ref:`reference-dsl-redirected-output-statements` for examples. + +Tee statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Records produced by a ``mlr put`` go downstream to the next verb in your ``then``-chain, if any, or otherwise to standard output. If you want to additionally copy out records to files, you can do that using ``tee``. + +The syntax is, by example, ``mlr --from myfile.dat put 'tee > "tap.dat", $*' then sort -n index``. First is ``tee >``, then the filename expression (which can be an expression such as ``"tap.".$a.".dat"``), then a comma, then ``$*``. (Nothing else but ``$*`` is teeable.) + +See also :ref:`reference-dsl-redirected-output-statements` for examples. + +.. _reference-dsl-redirected-output-statements: + +Redirected-output statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The **print**, **dump** **tee**, **emitf**, **emit**, and **emitp** keywords all allow you to redirect output to one or more files or pipe-to commands. The filenames/commands are strings which can be constructed using record-dependent values, so you can do things like splitting a table into multiple files, one for each account ID, and so on. + +Details: + +* The ``print`` and ``dump`` keywords produce output immediately to standard output, or to specified file(s) or pipe-to command if present. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --help-keyword print + TOD: port mlr_dsl_keyword_usage + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --help-keyword dump + TOD: port mlr_dsl_keyword_usage + +* ``mlr put`` sends the current record (possibly modified by the ``put`` expression) to the output record stream. Records are then input to the following verb in a ``then``-chain (if any), else printed to standard output (unless ``put -q``). The **tee** keyword *additionally* writes the output record to specified file(s) or pipe-to command, or immediately to ``stdout``/``stderr``. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --help-keyword tee + TOD: port mlr_dsl_keyword_usage + +* ``mlr put``'s ``emitf``, ``emitp``, and ``emit`` send out-of-stream variables to the output record stream. These are then input to the following verb in a ``then``-chain (if any), else printed to standard output. When redirected with ``>``, ``>>``, or ``|``, they *instead* write the out-of-stream variable(s) to specified file(s) or pipe-to command, or immediately to ``stdout``/``stderr``. + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --help-keyword emitf + TOD: port mlr_dsl_keyword_usage + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --help-keyword emitp + TOD: port mlr_dsl_keyword_usage + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --help-keyword emit + TOD: port mlr_dsl_keyword_usage + +.. _reference-dsl-emit-statements: + +Emit statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +There are three variants: ``emitf``, ``emit``, and ``emitp``. Keep in mind that out-of-stream variables are a nested, multi-level hashmap (directly viewable as JSON using ``dump``), whereas Miller output records are lists of single-level key-value pairs. The three emit variants allow you to control how the multilevel hashmaps are flatten down to output records. You can emit any map-valued expression, including ``$*``, map-valued out-of-stream variables, the entire out-of-stream-variable collection ``@*``, map-valued local variables, map literals, or map-valued function return values. + +Use **emitf** to output several out-of-stream variables side-by-side in the same output record. For ``emitf`` these mustn't have indexing using ``@name[...]``. Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@count += 1; @x_sum += $x; @y_sum += $y; end { emitf @count, @x_sum, @y_sum}' data/small + count=5,x_sum=2.264761728567491,y_sum=2.585085709781158 + +Use **emit** to output an out-of-stream variable. If it's non-indexed you'll get a simple key-value pair: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum += $x; end { dump }' data/small + { + "sum": 2.264761728567491 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum += $x; end { emit @sum }' data/small + sum=2.264761728567491 + +If it's indexed then use as many names after ``emit`` as there are indices: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a] += $x; end { dump }' data/small + { + "sum": { + "pan": 0.3467901443380824, + "eks": 1.1400793586611044, + "wye": 0.7778922255683036 + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a] += $x; end { emit @sum, "a" }' data/small + a=pan,sum=0.3467901443380824 + a=eks,sum=1.1400793586611044 + a=wye,sum=0.7778922255683036 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a", "b" }' data/small + a=pan,b=pan,sum=0.3467901443380824 + a=eks,b=pan,sum=0.7586799647899636 + a=eks,b=wye,sum=0.38139939387114097 + a=wye,b=wye,sum=0.20460330576630303 + a=wye,b=pan,sum=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b][$i] += $x; end { dump }' data/small + { + "sum": { + "pan": { + "pan": { + "1": 0.3467901443380824 + } + }, + "eks": { + "pan": { + "2": 0.7586799647899636 + }, + "wye": { + "4": 0.38139939387114097 + } + }, + "wye": { + "wye": { + "3": 0.20460330576630303 + }, + "pan": { + "5": 0.5732889198020006 + } + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b][$i] += $x; end { emit @sum, "a", "b", "i" }' data/small + a=pan,b=pan,i=1,sum=0.3467901443380824 + a=eks,b=pan,i=2,sum=0.7586799647899636 + a=eks,b=wye,i=4,sum=0.38139939387114097 + a=wye,b=wye,i=3,sum=0.20460330576630303 + a=wye,b=pan,i=5,sum=0.5732889198020006 + +Now for **emitp**: if you have as many names following ``emit`` as there are levels in the out-of-stream variable's hashmap, then ``emit`` and ``emitp`` do the same thing. Where they differ is when you don't specify as many names as there are hashmap levels. In this case, Miller needs to flatten multiple map indices down to output-record keys: ``emitp`` includes full prefixing (hence the ``p`` in ``emitp``) while ``emit`` takes the deepest hashmap key as the output-record key: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a" }' data/small + a=pan,pan=0.3467901443380824 + a=eks,pan=0.7586799647899636,wye=0.38139939387114097 + a=wye,wye=0.20460330576630303,pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { emit @sum }' data/small + pan.pan=0.3467901443380824,eks.pan=0.7586799647899636,eks.wye=0.38139939387114097,wye.wye=0.20460330576630303,wye.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small + a=pan,sum.pan=0.3467901443380824 + a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097 + a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small + sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --oxtab put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small + sum.pan.pan 0.3467901443380824 + sum.eks.pan 0.7586799647899636 + sum.eks.wye 0.38139939387114097 + sum.wye.wye 0.20460330576630303 + sum.wye.pan 0.5732889198020006 + +Use **--oflatsep** to specify the character which joins multilevel +keys for ``emitp`` (it defaults to a colon): + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small + a=pan,sum.pan=0.3467901443380824 + a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097 + a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum }' data/small + sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --oxtab put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum }' data/small + sum.pan.pan 0.3467901443380824 + sum.eks.pan 0.7586799647899636 + sum.eks.wye 0.38139939387114097 + sum.wye.wye 0.20460330576630303 + sum.wye.pan 0.5732889198020006 + +Multi-emit statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +You can emit **multiple map-valued expressions side-by-side** by +including their names in parentheses: + +.. code-block:: none + :emphasize-lines: 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" + } + ' + a b x_sum x_count x_mean + pan pan 219.1851288316854 427 0.5133141190437597 + pan wye 198.43293070748447 395 0.5023618498923658 + pan eks 216.07522773165525 429 0.5036718595143479 + pan hat 205.22277621488686 417 0.492140950155604 + pan zee 205.09751802331917 413 0.4966041598627583 + eks pan 179.96303047250723 371 0.48507555383425127 + eks wye 196.9452860713734 407 0.4838950517724162 + eks zee 176.8803651584733 357 0.49546320772681596 + eks eks 215.91609712937984 413 0.5227992666570941 + eks hat 208.783170520597 417 0.5006790659966355 + wye wye 185.29584980261419 377 0.49150092785839306 + wye pan 195.84790012056564 392 0.4996119901034838 + wye hat 212.0331829346132 426 0.4977304763723314 + wye zee 194.77404756708714 385 0.5059066170573692 + wye eks 204.8129608356315 386 0.5306035254809106 + zee pan 202.21380378504267 389 0.5198298297816007 + zee wye 233.9913939194868 455 0.5142667998230479 + zee eks 190.9617780631925 391 0.4883932942792647 + zee zee 206.64063510417319 403 0.5127559183726382 + zee hat 191.30000620900935 409 0.46772617655014515 + hat wye 208.8830097609959 423 0.49381326184632596 + hat zee 196.3494502965293 385 0.5099985721987774 + hat eks 189.0067933716193 389 0.48587864619953547 + hat hat 182.8535323148762 381 0.47993053101017374 + hat pan 168.5538067327806 363 0.4643355557376876 + +What this does is walk through the first out-of-stream variable (``@x_sum`` in this example) as usual, then for each keylist found (e.g. ``pan,wye``), include the values for the remaining out-of-stream variables (here, ``@x_count`` and ``@x_mean``). You should use this when all out-of-stream variables in the emit statement have **the same shape and the same keylists**. + +Emit-all statements +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Use **emit all** (or ``emit @*`` which is synonymous) to output all out-of-stream variables. You can use the following idiom to get various accumulators output side-by-side (reminiscent of ``mlr stats1``): + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small --opprint put -q '@v[$a][$b]["sum"] += $x; @v[$a][$b]["count"] += 1; end{emit @*,"a","b"}' + a b pan.sum pan.count + v pan 0.3467901443380824 1 + + a b pan.sum pan.count wye.sum wye.count + v eks 0.7586799647899636 1 0.38139939387114097 1 + + a b wye.sum wye.count pan.sum pan.count + v wye 0.20460330576630303 1 0.5732889198020006 1 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small --opprint put -q '@sum[$a][$b] += $x; @count[$a][$b] += 1; end{emit @*,"a","b"}' + a b pan + sum pan 0.3467901443380824 + + a b pan wye + sum eks 0.7586799647899636 0.38139939387114097 + + a b wye pan + sum wye 0.20460330576630303 0.5732889198020006 + + a b pan + count pan 1 + + a b pan wye + count eks 1 1 + + a b wye pan + count wye 1 1 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr --from data/small --opprint put -q '@sum[$a][$b] += $x; @count[$a][$b] += 1; end{emit (@sum, @count),"a","b"}' + a b sum count + pan pan 0.3467901443380824 1 + eks pan 0.7586799647899636 1 + eks wye 0.38139939387114097 1 + wye wye 0.20460330576630303 1 + wye pan 0.5732889198020006 1 + +Unset statements +---------------------------------------------------------------- + +You can clear a map key by assigning the empty string as its value: ``$x=""`` or ``@x=""``. Using ``unset`` you can remove the key entirely. Examples: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put 'unset $x, $a' data/small + b=pan,i=1,y=0.7268028627434533 + b=pan,i=2,y=0.5221511083334797 + b=wye,i=3,y=0.33831852551664776 + b=wye,i=4,y=0.13418874328430463 + b=pan,i=5,y=0.8636244699032729 + +This can also be done, of course, using ``mlr cut -x``. You can also clear out-of-stream or local variables, at the base name level, or at an indexed sublevel: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum; dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + {} + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum["eks"]; dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + +If you use ``unset all`` (or ``unset @*`` which is synonymous), that will unset all out-of-stream variables which have been defined up to that point. + +Filter statements +---------------------------------------------------------------- + +You can use ``filter`` within ``put``. In fact, the following two are synonymous: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr filter 'NR==2 || NR==3' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put 'filter NR==2 || NR==3' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + +The former, of course, is much easier to type. But the latter allows you to define more complex expressions for the filter, and/or do other things in addition to the filter: + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '@running_sum += $x; filter @running_sum > 1.3' data/small + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + $ mlr put '$z = $x * $y; filter $z > 0.3' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,z=0.3961455844854848 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,z=0.4951063394654227 + +Built-in functions for filter and put, summary +---------------------------------------------------------------- + +mlr: option "--list-all-functions-as-table" not recognized. +Please run "mlr --help" for usage information. + +Built-in functions for filter and put +---------------------------------------------------------------- + +Each function takes a specific number of arguments, as shown below, except for functions marked as variadic such as ``min`` and ``max``. (The latter compute min and max of any number of numerical arguments.) There is no notion of optional or default-on-absent arguments. All argument-passing is positional rather than by name; arguments are passed by value, not by reference. + +You can get a list of all functions using **mlr -F**. + + +.. _reference-dsl-plus: + +\+ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + + (class=arithmetic #args=1,2) Addition as binary operator; unary plus operator. + + + +.. _reference-dsl-minus: + +\- +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + - (class=arithmetic #args=1,2) Subtraction as binary operator; unary negation operator. + + + +.. _reference-dsl-times: + +\* +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + * (class=arithmetic #args=2) Multiplication, with integer*integer overflow to float. + + + +.. _reference-dsl-/: + +/ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + / (class=arithmetic #args=2) Division. Integer / integer is floating-point. + + + +.. _reference-dsl-//: + +// +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + // (class=arithmetic #args=2) Pythonic integer division, rounding toward negative. + + + +.. _reference-dsl-exponentiation: + +\** +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ** (class=arithmetic #args=2) Exponentiation. Same as pow, but as an infix operator. + + + +.. _reference-dsl-.+: + +.+ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + .+ (class=arithmetic #args=2) Addition, with integer-to-integer overflow. + + + +.. _reference-dsl-.-: + +.- +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + .- (class=arithmetic #args=2) Subtraction, with integer-to-integer overflow. + + + +.. _reference-dsl-.*: + +.* +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + .* (class=arithmetic #args=2) Multiplication, with integer-to-integer overflow. + + + +.. _reference-dsl-./: + +./ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ./ (class=arithmetic #args=2) Integer division; not pythonic. + + + +.. _reference-dsl-%: + +% +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + % (class=arithmetic #args=2) Remainder; never negative-valued (pythonic). + + + +.. _reference-dsl-~: + +~ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ~ (class=arithmetic #args=1) Bitwise NOT. Beware '$y=~$x' since =~ is the + regex-match operator: try '$y = ~$x'. + + + +.. _reference-dsl-&: + +& +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + & (class=arithmetic #args=2) Bitwise AND. + + + +.. _reference-dsl-bitwise-or: + +\| +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + | (class=arithmetic #args=2) Bitwise OR. + + + +.. _reference-dsl-^: + +^ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ^ (class=arithmetic #args=2) Bitwise XOR. + + + +.. _reference-dsl-<<: + +<< +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + << (class=arithmetic #args=2) Bitwise left-shift. + + + +.. _reference-dsl->>: + +>> +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + >> (class=arithmetic #args=2) Bitwise signed right-shift. + + + +.. _reference-dsl->>>: + +>>> +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + >>> (class=arithmetic #args=2) Bitwise unsigned right-shift. + + + +.. _reference-dsl-!: + +! +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ! (class=boolean #args=1) Logical negation. + + + +.. _reference-dsl-==: + +== +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + == (class=boolean #args=2) String/numeric equality. Mixing number and string results in string compare. + + + +.. _reference-dsl-!=: + +!= +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + != (class=boolean #args=2) String/numeric inequality. Mixing number and string results in string compare. + + + +.. _reference-dsl->: + +> +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + > (class=boolean #args=2) String/numeric greater-than. Mixing number and string results in string compare. + + + +.. _reference-dsl->=: + +>= +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + >= (class=boolean #args=2) String/numeric greater-than-or-equals. Mixing number and string results in string compare. + + + +.. _reference-dsl-<: + +< +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + < (class=boolean #args=2) String/numeric less-than. Mixing number and string results in string compare. + + + +.. _reference-dsl-<=: + +<= +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + <= (class=boolean #args=2) String/numeric less-than-or-equals. Mixing number and string results in string compare. + + + +.. _reference-dsl-=~: + +=~ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + =~ (class=boolean #args=2) String (left-hand side) matches regex (right-hand side), e.g. '$name =~ "^a.*b$"'. + + + +.. _reference-dsl-!=~: + +!=~ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + !=~ (class=boolean #args=2) String (left-hand side) does not match regex (right-hand side), e.g. '$name !=~ "^a.*b$"'. + + + +.. _reference-dsl-&&: + +&& +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + && (class=boolean #args=2) Logical AND. + + + +.. _reference-dsl-||: + +|| +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + || (class=boolean #args=2) Logical OR. + + + +.. _reference-dsl-^^: + +^^ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ^^ (class=boolean #args=2) Logical XOR. + + + +.. _reference-dsl-??: + +?? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ?? (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record. + + + +.. _reference-dsl-???: + +??? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ??? (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record, or has empty value. + + + +.. _reference-dsl-question-mark-colon: + +\? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ?: (class=boolean #args=3) Standard ternary operator. + + + +.. _reference-dsl-.: + +. +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + . (class=string #args=2) String concatenation. + + + +.. _reference-dsl-abs: + +abs +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + abs (class=math #args=1) Absolute value. + + + +.. _reference-dsl-acos: + +acos +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + acos (class=math #args=1) Inverse trigonometric cosine. + + + +.. _reference-dsl-acosh: + +acosh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + acosh (class=math #args=1) Inverse hyperbolic cosine. + + + +.. _reference-dsl-append: + +append +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + append (class=maps/arrays #args=2) Appends second argument to end of first argument, which must be an array. + + + +.. _reference-dsl-arrayify: + +arrayify +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + arrayify (class=maps/arrays #args=1) Walks through a nested map/array, converting any map with consecutive keys + "1", "2", ... into an array. Useful to wrap the output of unflatten. + + + +.. _reference-dsl-asin: + +asin +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asin (class=math #args=1) Inverse trigonometric sine. + + + +.. _reference-dsl-asinh: + +asinh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asinh (class=math #args=1) Inverse hyperbolic sine. + + + +.. _reference-dsl-asserting_absent: + +asserting_absent +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_absent (class=typing #args=1) Aborts with an error if is_absent on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_array: + +asserting_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_array (class=typing #args=1) Aborts with an error if is_array on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_bool: + +asserting_bool +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_bool (class=typing #args=1) Aborts with an error if is_bool on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_boolean: + +asserting_boolean +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_boolean (class=typing #args=1) Aborts with an error if is_boolean on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_empty: + +asserting_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_empty (class=typing #args=1) Aborts with an error if is_empty on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_empty_map: + +asserting_empty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_empty_map (class=typing #args=1) Aborts with an error if is_empty_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_error: + +asserting_error +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_error (class=typing #args=1) Aborts with an error if is_error on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_float: + +asserting_float +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_float (class=typing #args=1) Aborts with an error if is_float on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_int: + +asserting_int +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_int (class=typing #args=1) Aborts with an error if is_int on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_map: + +asserting_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_map (class=typing #args=1) Aborts with an error if is_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_nonempty_map: + +asserting_nonempty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_nonempty_map (class=typing #args=1) Aborts with an error if is_nonempty_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_array: + +asserting_not_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_not_array (class=typing #args=1) Aborts with an error if is_not_array on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_empty: + +asserting_not_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_not_empty (class=typing #args=1) Aborts with an error if is_not_empty on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_map: + +asserting_not_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_not_map (class=typing #args=1) Aborts with an error if is_not_map on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_not_null: + +asserting_not_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_not_null (class=typing #args=1) Aborts with an error if is_not_null on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_null: + +asserting_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_null (class=typing #args=1) Aborts with an error if is_null on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_numeric: + +asserting_numeric +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_numeric (class=typing #args=1) Aborts with an error if is_numeric on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_present: + +asserting_present +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_present (class=typing #args=1) Aborts with an error if is_present on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-asserting_string: + +asserting_string +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + asserting_string (class=typing #args=1) Aborts with an error if is_string on the argument returns false, + else returns its argument. + + + +.. _reference-dsl-atan: + +atan +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + atan (class=math #args=1) One-argument arctangent. + + + +.. _reference-dsl-atan2: + +atan2 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + atan2 (class=math #args=2) Two-argument arctangent. + + + +.. _reference-dsl-atanh: + +atanh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + atanh (class=math #args=1) Inverse hyperbolic tangent. + + + +.. _reference-dsl-bitcount: + +bitcount +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + bitcount (class=arithmetic #args=1) Count of 1-bits. + + + +.. _reference-dsl-boolean: + +boolean +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + boolean (class=conversion #args=1) Convert int/float/bool/string to boolean. + + + +.. _reference-dsl-capitalize: + +capitalize +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + capitalize (class=string #args=1) Convert string's first character to uppercase. + + + +.. _reference-dsl-cbrt: + +cbrt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + cbrt (class=math #args=1) Cube root. + + + +.. _reference-dsl-ceil: + +ceil +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ceil (class=math #args=1) Ceiling: nearest integer at or above. + + + +.. _reference-dsl-clean_whitespace: + +clean_whitespace +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + clean_whitespace (class=string #args=1) Same as collapse_whitespace and strip. + + + +.. _reference-dsl-collapse_whitespace: + +collapse_whitespace +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + collapse_whitespace (class=string #args=1) Strip repeated whitespace from string. + + + +.. _reference-dsl-cos: + +cos +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + cos (class=math #args=1) Trigonometric cosine. + + + +.. _reference-dsl-cosh: + +cosh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + cosh (class=math #args=1) Hyperbolic cosine. + + + +.. _reference-dsl-depth: + +depth +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + depth (class=maps/arrays #args=1) Prints maximum depth of map/array. Scalars have depth 0. + + + +.. _reference-dsl-dhms2fsec: + +dhms2fsec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + dhms2fsec (class=time #args=1) Recovers floating-point seconds as in dhms2fsec("5d18h53m20.250000s") = 500000.250000 + + + + +.. _reference-dsl-dhms2sec: + +dhms2sec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + dhms2sec (class=time #args=1) Recovers integer seconds as in dhms2sec("5d18h53m20s") = 500000 + + + + +.. _reference-dsl-erf: + +erf +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + erf (class=math #args=1) Error function. + + + +.. _reference-dsl-erfc: + +erfc +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + erfc (class=math #args=1) Complementary error function. + + + +.. _reference-dsl-exp: + +exp +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + exp (class=math #args=1) Exponential function e**x. + + + +.. _reference-dsl-expm1: + +expm1 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + expm1 (class=math #args=1) e**x - 1. + + + +.. _reference-dsl-flatten: + +flatten +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + flatten (class=maps/arrays #args=3) Flattens multi-level maps to single-level ones. Examples: + flatten("a", ".", {"b": { "c": 4 }}) is {"a.b.c" : 4}. + flatten("", ".", {"a": { "b": 3 }}) is {"a.b" : 3}. + Two-argument version: flatten($*, ".") is the same as flatten("", ".", $*). + Useful for nested JSON-like structures for non-JSON file formats like CSV. + + + +.. _reference-dsl-float: + +float +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + float (class=conversion #args=1) Convert int/float/bool/string to float. + + + +.. _reference-dsl-floor: + +floor +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + floor (class=math #args=1) Floor: nearest integer at or below. + + + +.. _reference-dsl-fmtnum: + +fmtnum +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + fmtnum (class=conversion #args=2) Convert int/float/bool to string using + printf-style format string, e.g. '$s = fmtnum($n, "%06lld")'. + + + +.. _reference-dsl-fsec2dhms: + +fsec2dhms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + fsec2dhms (class=time #args=1) Formats floating-point seconds as in fsec2dhms(500000.25) = "5d18h53m20.250000s" + + + + +.. _reference-dsl-fsec2hms: + +fsec2hms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + fsec2hms (class=time #args=1) Formats floating-point seconds as in fsec2hms(5000.25) = "01:23:20.250000" + + + + +.. _reference-dsl-get_keys: + +get_keys +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + get_keys (class=maps/arrays #args=1) Returns array of keys of map or array + + + +.. _reference-dsl-get_values: + +get_values +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + get_values (class=maps/arrays #args=1) Returns array of keys of map or array -- in the latter case, returns a copy of the array + + + +.. _reference-dsl-gmt2sec: + +gmt2sec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + gmt2sec (class=time #args=1) Parses GMT timestamp as integer seconds since the epoch. + + + +.. _reference-dsl-gsub: + +gsub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + gsub (class=string #args=3) Example: '$name=gsub($name, "old", "new")' (replace all). + + + +.. _reference-dsl-haskey: + +haskey +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + haskey (class=maps/arrays #args=2) True/false if map has/hasn't key, e.g. 'haskey($*, "a")' or + 'haskey(mymap, mykey)', or true/false if array index is in bounds / out of bounds. + Error if 1st argument is not a map or array. Note -n..-1 alias to 1..n in Miller arrays. + + + +.. _reference-dsl-hexfmt: + +hexfmt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + hexfmt (class=conversion #args=1) Convert int to hex string, e.g. 255 to "0xff". + + + +.. _reference-dsl-hms2fsec: + +hms2fsec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + hms2fsec (class=time #args=1) Recovers floating-point seconds as in hms2fsec("01:23:20.250000") = 5000.250000 + + + + +.. _reference-dsl-hms2sec: + +hms2sec +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + hms2sec (class=time #args=1) Recovers integer seconds as in hms2sec("01:23:20") = 5000 + + + + +.. _reference-dsl-hostname: + +hostname +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + hostname (class=system #args=0) Returns the hostname as a string. + + + +.. _reference-dsl-int: + +int +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + int (class=conversion #args=1) Convert int/float/bool/string to int. + + + +.. _reference-dsl-invqnorm: + +invqnorm +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + invqnorm (class=math #args=1) Inverse of normal cumulative distribution function. + Note that invqorm(urand()) is normally distributed. + + + +.. _reference-dsl-is_absent: + +is_absent +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_absent (class=typing #args=1) False if field is present in input, true otherwise + + + +.. _reference-dsl-is_array: + +is_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_array (class=typing #args=1) True if argument is an array. + + + +.. _reference-dsl-is_bool: + +is_bool +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_bool (class=typing #args=1) True if field is present with boolean value. Synonymous with is_boolean. + + + +.. _reference-dsl-is_boolean: + +is_boolean +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_boolean (class=typing #args=1) True if field is present with boolean value. Synonymous with is_bool. + + + +.. _reference-dsl-is_empty: + +is_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_empty (class=typing #args=1) True if field is present in input with empty string value, false otherwise. + + + +.. _reference-dsl-is_empty_map: + +is_empty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_empty_map (class=typing #args=1) True if argument is a map which is empty. + + + +.. _reference-dsl-is_error: + +is_error +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_error (class=typing #args=1) True if if argument is an error, such as taking string length of an integer. + + + +.. _reference-dsl-is_float: + +is_float +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_float (class=typing #args=1) True if field is present with value inferred to be float + + + +.. _reference-dsl-is_int: + +is_int +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_int (class=typing #args=1) True if field is present with value inferred to be int + + + +.. _reference-dsl-is_map: + +is_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_map (class=typing #args=1) True if argument is a map. + + + +.. _reference-dsl-is_nonempty_map: + +is_nonempty_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_nonempty_map (class=typing #args=1) True if argument is a map which is non-empty. + + + +.. _reference-dsl-is_not_array: + +is_not_array +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_not_array (class=typing #args=1) True if argument is not an array. + + + +.. _reference-dsl-is_not_empty: + +is_not_empty +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_not_empty (class=typing #args=1) False if field is present in input with empty value, true otherwise + + + +.. _reference-dsl-is_not_map: + +is_not_map +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_not_map (class=typing #args=1) True if argument is not a map. + + + +.. _reference-dsl-is_not_null: + +is_not_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_not_null (class=typing #args=1) False if argument is null (empty or absent), true otherwise. + + + +.. _reference-dsl-is_null: + +is_null +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_null (class=typing #args=1) True if argument is null (empty or absent), false otherwise. + + + +.. _reference-dsl-is_numeric: + +is_numeric +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_numeric (class=typing #args=1) True if field is present with value inferred to be int or float + + + +.. _reference-dsl-is_present: + +is_present +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_present (class=typing #args=1) True if field is present in input, false otherwise. + + + +.. _reference-dsl-is_string: + +is_string +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + is_string (class=typing #args=1) True if field is present with string (including empty-string) value + + + +.. _reference-dsl-joink: + +joink +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + joink (class=conversion #args=2) Makes string from map/array keys. Examples: + joink({"a":3,"b":4,"c":5}, ",") = "a,b,c" + joink([1,2,3], ",") = "1,2,3". + + + +.. _reference-dsl-joinkv: + +joinkv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + joinkv (class=conversion #args=3) Makes string from map/array key-value pairs. Examples: + joinkv([3,4,5], "=", ",") = "1=3,2=4,3=5" + joinkv({"a":3,"b":4,"c":5}, "=", ",") = "a=3,b=4,c=5" + + + +.. _reference-dsl-joinv: + +joinv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + joinv (class=conversion #args=2) Makes string from map/array values. + joinv([3,4,5], ",") = "3,4,5" + joinv({"a":3,"b":4,"c":5}, ",") = "3,4,5" + + + +.. _reference-dsl-json_parse: + +json_parse +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + json_parse (class=maps/arrays #args=1) Converts value from JSON-formatted string. + + + +.. _reference-dsl-json_stringify: + +json_stringify +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + json_stringify (class=maps/arrays #args=1,2) Converts value to JSON-formatted string. Default output is single-line. + With optional second boolean argument set to true, produces multiline output. + + + +.. _reference-dsl-leafcount: + +leafcount +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + leafcount (class=maps/arrays #args=1) Counts total number of terminal values in map/array. For single-level + map/array, same as length. + + + +.. _reference-dsl-length: + +length +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + length (class=maps/arrays #args=1) Counts number of top-level entries in array/map. Scalars have length 1. + + + +.. _reference-dsl-log: + +log +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + log (class=math #args=1) Natural (base-e) logarithm. + + + +.. _reference-dsl-log10: + +log10 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + log10 (class=math #args=1) Base-10 logarithm. + + + +.. _reference-dsl-log1p: + +log1p +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + log1p (class=math #args=1) log(1-x). + + + +.. _reference-dsl-logifit: + +logifit +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + logifit (class=math #args=3) Given m and b from logistic regression, compute fit: + $yhat=logifit($x,$m,$b). + + + +.. _reference-dsl-lstrip: + +lstrip +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + lstrip (class=string #args=1) Strip leading whitespace from string. + + + +.. _reference-dsl-madd: + +madd +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + madd (class=arithmetic #args=3) a + b mod m (integers) + + + +.. _reference-dsl-mapdiff: + +mapdiff +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + mapdiff (class=maps/arrays #args=variadic) With 0 args, returns empty map. With 1 arg, returns copy of arg. + With 2 or more, returns copy of arg 1 with all keys from any of remaining + argument maps removed. + + + +.. _reference-dsl-mapexcept: + +mapexcept +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + mapexcept (class=maps/arrays #args=variadic) Returns a map with keys from remaining arguments, if any, unset. + Remaining arguments can be strings or arrays of string. + E.g. 'mapexcept({1:2,3:4,5:6}, 1, 5, 7)' is '{3:4}' + and 'mapexcept({1:2,3:4,5:6}, [1, 5, 7])' is '{3:4}'. + + + +.. _reference-dsl-mapselect: + +mapselect +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + mapselect (class=maps/arrays #args=variadic) Returns a map with only keys from remaining arguments set. + Remaining arguments can be strings or arrays of string. + E.g. 'mapselect({1:2,3:4,5:6}, 1, 5, 7)' is '{1:2,5:6}' + and 'mapselect({1:2,3:4,5:6}, [1, 5, 7])' is '{1:2,5:6}'. + + + +.. _reference-dsl-mapsum: + +mapsum +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + mapsum (class=maps/arrays #args=variadic) With 0 args, returns empty map. With >= 1 arg, returns a map with + key-value pairs from all arguments. Rightmost collisions win, e.g. + 'mapsum({1:2,3:4},{1:5})' is '{1:5,3:4}'. + + + +.. _reference-dsl-max: + +max +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + max (class=math #args=variadic) Max of n numbers; null loses. + + + +.. _reference-dsl-md5: + +md5 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + md5 (class=hashing #args=1) MD5 hash. + + + +.. _reference-dsl-mexp: + +mexp +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + mexp (class=arithmetic #args=3) a ** b mod m (integers) + + + +.. _reference-dsl-min: + +min +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + min (class=math #args=variadic) Min of n numbers; null loses. + + + +.. _reference-dsl-mmul: + +mmul +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + mmul (class=arithmetic #args=3) a * b mod m (integers) + + + +.. _reference-dsl-msub: + +msub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + msub (class=arithmetic #args=3) a - b mod m (integers) + + + +.. _reference-dsl-os: + +os +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + os (class=system #args=0) Returns the operating-system name as a string. + + + +.. _reference-dsl-pow: + +pow +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + pow (class=arithmetic #args=2) Exponentiation. Same as **, but as a function. + + + +.. _reference-dsl-qnorm: + +qnorm +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + qnorm (class=math #args=1) Normal cumulative distribution function. + + + +.. _reference-dsl-regextract: + +regextract +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + regextract (class=string #args=2) Example: '$name=regextract($name, "[A-Z]{3}[0-9]{2}")' + + + +.. _reference-dsl-regextract_or_else: + +regextract_or_else +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + regextract_or_else (class=string #args=3) Example: '$name=regextract_or_else($name, "[A-Z]{3}[0-9]{2}", "default")' + + + +.. _reference-dsl-round: + +round +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + round (class=math #args=1) Round to nearest integer. + + + +.. _reference-dsl-roundm: + +roundm +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + roundm (class=math #args=2) Round to nearest multiple of m: roundm($x,$m) is + the same as round($x/$m)*$m. + + + +.. _reference-dsl-rstrip: + +rstrip +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + rstrip (class=string #args=1) Strip trailing whitespace from string. + + + +.. _reference-dsl-sec2dhms: + +sec2dhms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sec2dhms (class=time #args=1) Formats integer seconds as in sec2dhms(500000) = "5d18h53m20s" + + + + +.. _reference-dsl-sec2gmt: + +sec2gmt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sec2gmt (class=time #args=1,2) Formats seconds since epoch (integer part) + as GMT timestamp, e.g. sec2gmt(1440768801.7) = "2015-08-28T13:33:21Z". + Leaves non-numbers as-is. With second integer argument n, includes n decimal places + for the seconds part + + + +.. _reference-dsl-sec2gmtdate: + +sec2gmtdate +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sec2gmtdate (class=time #args=1) Formats seconds since epoch (integer part) + as GMT timestamp with year-month-date, e.g. sec2gmtdate(1440768801.7) = "2015-08-28". + Leaves non-numbers as-is. + + + + +.. _reference-dsl-sec2hms: + +sec2hms +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sec2hms (class=time #args=1) Formats integer seconds as in sec2hms(5000) = "01:23:20" + + + + +.. _reference-dsl-sgn: + +sgn +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sgn (class=math #args=1) +1, 0, -1 for positive, zero, negative input respectively. + + + +.. _reference-dsl-sha1: + +sha1 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sha1 (class=hashing #args=1) SHA1 hash. + + + +.. _reference-dsl-sha256: + +sha256 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sha256 (class=hashing #args=1) SHA256 hash. + + + +.. _reference-dsl-sha512: + +sha512 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sha512 (class=hashing #args=1) SHA512 hash. + + + +.. _reference-dsl-sin: + +sin +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sin (class=math #args=1) Trigonometric sine. + + + +.. _reference-dsl-sinh: + +sinh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sinh (class=math #args=1) Hyperbolic sine. + + + +.. _reference-dsl-splita: + +splita +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + splita (class=conversion #args=2) Splits string into array with type inference. Example: + splita("3,4,5", ",") = [3,4,5] + + + +.. _reference-dsl-splitax: + +splitax +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + splitax (class=conversion #args=2) Splits string into array without type inference. Example: + splita("3,4,5", ",") = ["3","4","5"] + + + +.. _reference-dsl-splitkv: + +splitkv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + splitkv (class=conversion #args=3) Splits string by separators into map with type inference. Example: + splitkv("a=3,b=4,c=5", "=", ",") = {"a":3,"b":4,"c":5} + + + +.. _reference-dsl-splitkvx: + +splitkvx +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + splitkvx (class=conversion #args=3) Splits string by separators into map without type inference (keys and + values are strings). Example: + splitkvx("a=3,b=4,c=5", "=", ",") = {"a":"3","b":"4","c":"5"} + + + +.. _reference-dsl-splitnv: + +splitnv +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + splitnv (class=conversion #args=2) Splits string by separator into integer-indexed map with type inference. Example: + splitnv("a,b,c", ",") = {"1":"a","2":"b","3":"c"} + + + +.. _reference-dsl-splitnvx: + +splitnvx +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + splitnvx (class=conversion #args=2) Splits string by separator into integer-indexed map without type + inference (values are strings). Example: + splitnvx("3,4,5", ",") = {"1":"3","2":"4","3":"5"} + + + +.. _reference-dsl-sqrt: + +sqrt +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sqrt (class=math #args=1) Square root. + + + +.. _reference-dsl-ssub: + +ssub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + ssub (class=string #args=3) Like sub but does no regexing. No characters are special. + + + +.. _reference-dsl-strftime: + +strftime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + strftime (class=time #args=2) Formats seconds since the epoch as timestamp, e.g. + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%SZ") = "2015-08-28T13:33:21Z", and + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%3SZ") = "2015-08-28T13:33:21.700Z". + Format strings are as in the C library (please see "man strftime" on your system), + with the Miller-specific addition of "%1S" through "%9S" which format the seconds + with 1 through 9 decimal places, respectively. ("%S" uses no decimal places.) + See also strftime_local. + + + + +.. _reference-dsl-string: + +string +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + string (class=conversion #args=1) Convert int/float/bool/string/array/map to string. + + + +.. _reference-dsl-strip: + +strip +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + strip (class=string #args=1) Strip leading and trailing whitespace from string. + + + +.. _reference-dsl-strlen: + +strlen +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + strlen (class=string #args=1) String length. + + + +.. _reference-dsl-strptime: + +strptime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + strptime (class=time #args=2) strptime: Parses timestamp as floating-point seconds since the epoch, + e.g. strptime("2015-08-28T13:33:21Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.000000, + and strptime("2015-08-28T13:33:21.345Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.345000. + See also strptime_local. + + + + +.. _reference-dsl-sub: + +sub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + sub (class=string #args=3) Example: '$name=sub($name, "old", "new")' (replace once). + + + +.. _reference-dsl-substr: + +substr +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + substr (class=string #args=3) substr is an alias for substr0. See also substr1. Miller is generally 1-up + with all array indices, but, this is a backward-compatibility issue with Miller 5 and below. + Arrays are new in Miller 6; the substr function is older. + + + +.. _reference-dsl-substr0: + +substr0 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + substr0 (class=string #args=3) substr0(s,m,n) gives substring of s from 0-up position m to n + inclusive. Negative indices -len .. -1 alias to 0 .. len-1. + + + +.. _reference-dsl-substr1: + +substr1 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + substr1 (class=string #args=3) substr1(s,m,n) gives substring of s from 1-up position m to n + inclusive. Negative indices -len .. -1 alias to 1 .. len. + + + +.. _reference-dsl-system: + +system +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + system (class=system #args=1) Run command string, yielding its stdout minus final carriage return. + + + +.. _reference-dsl-systime: + +systime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + systime (class=time #args=0) help string will go here + + + +.. _reference-dsl-systimeint: + +systimeint +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + systimeint (class=time #args=0) help string will go here + + + +.. _reference-dsl-tan: + +tan +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + tan (class=math #args=1) Trigonometric tangent. + + + +.. _reference-dsl-tanh: + +tanh +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + tanh (class=math #args=1) Hyperbolic tangent. + + + +.. _reference-dsl-tolower: + +tolower +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + tolower (class=string #args=1) Convert string to lowercase. + + + +.. _reference-dsl-toupper: + +toupper +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + toupper (class=string #args=1) Convert string to uppercase. + + + +.. _reference-dsl-truncate: + +truncate +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + truncate (class=string #args=2) Truncates string first argument to max length of int second argument. + + + +.. _reference-dsl-typeof: + +typeof +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + typeof (class=typing #args=1) Convert argument to type of argument (e.g. "str"). For debug. + + + +.. _reference-dsl-unflatten: + +unflatten +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + unflatten (class=maps/arrays #args=2) Reverses flatten. Example: + unflatten({"a.b.c" : 4}, ".") is {"a": "b": { "c": 4 }}}. + Useful for nested JSON-like structures for non-JSON file formats like CSV. + See also arrayify. + + + +.. _reference-dsl-uptime: + +uptime +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + uptime (class=time #args=0) help string will go here + + + +.. _reference-dsl-urand: + +urand +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + urand (class=math #args=0) Floating-point numbers uniformly distributed on the unit interval. + Int-valued example: '$n=floor(20+urand()*11)'. + + + +.. _reference-dsl-urand32: + +urand32 +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + urand32 (class=math #args=0) Integer uniformly distributed 0 and 2**32-1 inclusive. + + + +.. _reference-dsl-urandint: + +urandint +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + urandint (class=math #args=2) Integer uniformly distributed between inclusive integer endpoints. + + + +.. _reference-dsl-urandrange: + +urandrange +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + urandrange (class=math #args=2) Floating-point numbers uniformly distributed on the interval [a, b). + + + +.. _reference-dsl-version: + +version +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +:: + + version (class=system #args=0) Returns the Miller version as a string. + + + +User-defined functions and subroutines +---------------------------------------------------------------- + +As of Miller 5.0.0 you can define your own functions, as well as subroutines. + +User-defined functions +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Here's the obligatory example of a recursive function to compute the factorial function: + +.. code-block:: none + :emphasize-lines: 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); + ' + a b i x y ox oi + pan pan 1 0.3467901443380824 0.7268028627434533 0.46705354854811026 1 + eks pan 2 0.7586799647899636 0.5221511083334797 3.680838410072862 2 + wye wye 3 0.20460330576630303 0.33831852551664776 1.7412511955594865 6 + eks wye 4 0.38139939387114097 0.13418874328430463 18.588348778962008 24 + wye pan 5 0.5732889198020006 0.8636244699032729 211.38730958519247 120 + +Properties of user-defined functions: + +* Function bodies start with ``func`` and a parameter list, defined outside of ``begin``, ``end``, or other ``func`` or ``subr`` blocks. (I.e. the Miller DSL has no nested functions.) + +* A function (uniqified by its name) may not be redefined: either by redefining a user-defined function, or by redefining a built-in function. However, functions and subroutines have separate namespaces: you can define a subroutine ``log`` which does not clash with the mathematical ``log`` function. + +* Functions may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, functions may be either recursive or mutually recursive. Functions may not call subroutines. + +* Functions may be defined and called either within ``mlr put`` or ``mlr put``. + +* Functions have read access to ``$``-variables and ``@``-variables but may not modify them. See also :ref:`cookbook-memoization-with-oosvars` for an example. + +* Argument values may be reassigned: they are not read-only. + +* When a return value is not implicitly returned, this results in a return value of absent-null. (In the example above, if there were records for which the argument to ``f`` is non-numeric, the assignments would be skipped.) See also the section on :ref:`reference-null-data`. + +* See the section on :ref:`reference-dsl-local-variables` for information on scope and extent of arguments, as well as for information on the use of local variables within functions. + +* See the section on :ref:`reference-dsl-expressions-from-files` for information on the use of ``-f`` and ``-e`` flags. + +User-defined subroutines +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Example: + +.. code-block:: none + :emphasize-lines: 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); + ' + NR=1 + numcalls=1 + NR=2 + numcalls=3 + NR=3 + numcalls=6 + NR=4 + numcalls=10 + NR=5 + numcalls=15 + +Properties of user-defined subroutines: + +* Subroutine bodies start with ``subr`` and a parameter list, defined outside of ``begin``, ``end``, or other ``func`` or ``subr`` blocks. (I.e. the Miller DSL has no nested subroutines.) + +* A subroutine (uniqified by its name) may not be redefined. However, functions and subroutines have separate namespaces: you can define a subroutine ``log`` which does not clash with the mathematical ``log`` function. + +* Subroutines may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, subroutines may be either recursive or mutually recursive. Subroutines may call functions. + +* Subroutines may be defined and called either within ``mlr put`` or ``mlr put``. + +* Subroutines have read/write access to ``$``-variables and ``@``-variables. + +* Argument values may be reassigned: they are not read-only. + +* See the section on :ref:`reference-dsl-local-variables` for information on scope and extent of arguments, as well as for information on the use of local variables within functions. + +* See the section on :ref:`reference-dsl-expressions-from-files` for information on the use of ``-f`` and ``-e`` flags. + +.. _reference-dsl-errors-and-transparency: + +Errors and transparency +---------------------------------------------------------------- + +As soon as you have a programming language, you start having the problem *What is my code doing, and why?* This includes getting syntax errors -- which are always annoying -- as well as the even more annoying problem of a program which parses without syntax error but doesn't do what you expect. + +The ``syntax error`` message is cryptic: it says ``syntax error at `` followed by the next symbol it couldn't parse. This is good, but (as of 5.0.0) it doesn't say things like ``syntax error at line 17, character 22``. Here are some common causes of syntax errors: + +* Don't forget ``;`` at end of line, before another statement on the next line. + +* Miller's DSL lacks the ``++`` and ``--`` operators. + +* Curly braces are required for the bodies of ``if``/``while``/``for`` blocks, even when the body is a single statement. + +Now for transparency: + +* As in any language, you can do (see :ref:`reference-dsl-print-statements`) ``print`` (or ``eprint`` to print to stderr). See also :ref:`reference-dsl-dump-statements` and :ref:`reference-dsl-emit-statements`. + +* The ``-v`` option to ``mlr put`` and ``mlr filter`` prints abstract syntax trees for your code. While not all details here will be of interest to everyone, certainly this makes questions such as operator precedence completely unambiguous. + +* The ``-T`` option prints a trace of each statement executed. + +* The ``-t`` and ``-a`` options show low-level details for the parsing process and for stack-variable-index allocation, respectively. These will likely be of interest to people who enjoy compilers, and probably less useful for a more general audience. + +* Please see :ref:`reference-dsl-type-checking` for type declarations and type-assertions you can use to make sure expressions and the data flowing them are evaluating as you expect. I made them optional because one of Miller's important use-cases is being able to say simple things like ``mlr put '$y = $x + 1' myfile.dat`` with a minimum of punctuational bric-a-brac -- but for programs over a few lines I generally find that the more type-specification, the better. + +A note on the complexity of Miller's expression language +---------------------------------------------------------------- + +One of Miller's strengths is its brevity: it's much quicker -- and less error-prone -- to type ``mlr stats1 -a sum -f x,y -g a,b`` than having to track summation variables as in ``awk``, or using Miller's out-of-stream variables. And the more language features Miller's put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the *less* powerful it begins to seem: because of the other programming-language features it *doesn't* have (classes, execptions, and so on). + +When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the ``put`` statements be handled by the implementation language's own ``eval``: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL. + +I do want to keep focusing on what Miller is good at -- concise notation, low latency, and high throughput -- and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as ``awk``; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as ``awk`` along with optional type-declaration syntax. While I'm excited by these powerful language features, I hope to keep new features beyond 5.0.0 focused on Miller's sweet spot which is speed plus simplicity. + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-syntax.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-syntax.rst.txt new file mode 100644 index 000000000..354b1eb00 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-syntax.rst.txt @@ -0,0 +1,220 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: syntax +================================================================ + +Expression formatting +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Multiple expressions may be given, separated by semicolons, and each may refer to the ones before: + +.. code-block:: none + :emphasize-lines: 1-1 + + ruby -e '10.times{|i|puts "i=#{i}"}' | mlr --opprint put '$j = $i + 1; $k = $i +$j' + i j k + 0 1 1 + 1 2 3 + 2 3 5 + 3 4 7 + 4 5 9 + 5 6 11 + 6 7 13 + 7 8 15 + 8 9 17 + 9 10 19 + +Newlines within the expression are ignored, which can help increase legibility of complex expressions: + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --opprint put ' + $nf = NF; + $nr = NR; + $fnr = FNR; + $filenum = FILENUM; + $filename = FILENAME + ' data/small data/small2 + a b i x y nf nr fnr filenum filename + pan pan 1 0.3467901443380824 0.7268028627434533 5 1 1 1 data/small + eks pan 2 0.7586799647899636 0.5221511083334797 5 2 2 1 data/small + wye wye 3 0.20460330576630303 0.33831852551664776 5 3 3 1 data/small + eks wye 4 0.38139939387114097 0.13418874328430463 5 4 4 1 data/small + wye pan 5 0.5732889198020006 0.8636244699032729 5 5 5 1 data/small + pan eks 9999 0.267481232652199086 0.557077185510228001 5 6 1 2 data/small2 + wye eks 10000 0.734806020620654365 0.884788571337605134 5 7 2 2 data/small2 + pan wye 10001 0.870530722602517626 0.009854780514656930 5 8 3 2 data/small2 + hat wye 10002 0.321507044286237609 0.568893318795083758 5 9 4 2 data/small2 + pan zee 10003 0.272054845593895200 0.425789896597056627 5 10 5 2 data/small2 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint filter '($x > 0.5 && $y < 0.5) || ($x < 0.5 && $y > 0.5)' \ + then stats2 -a corr -f x,y \ + data/medium + x_y_corr + -0.7479940285189345 + +.. _reference-dsl-expressions-from-files: + +Expressions from files +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The simplest way to enter expressions for ``put`` and ``filter`` is between single quotes on the command line, e.g. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/small put '$xy = sqrt($x**2 + $y**2)' + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/small put 'func f(a, b) { return sqrt(a**2 + b**2) } $xy = f($x, $y)' + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +You may, though, find it convenient to put expressions into files for reuse, and read them +**using the -f option**. For example: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/fe-example-3.mlr + func f(a, b) { + return sqrt(a**2 + b**2) + } + $xy = f($x, $y) + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/small put -f data/fe-example-3.mlr + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +If you have some of the logic in a file and you want to write the rest on the command line, you can **use the -f and -e options together**: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/fe-example-4.mlr + func f(a, b) { + return sqrt(a**2 + b**2) + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from data/small put -f data/fe-example-4.mlr -e '$xy = f($x, $y)' + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304 + +A suggested use-case here is defining functions in files, and calling them from command-line expressions. + +Another suggested use-case is putting default parameter values in files, e.g. using ``begin{@count=is_present(@count)?@count:10}`` in the file, where you can precede that using ``begin{@count=40}`` using ``-e``. + +Moreover, you can have one or more ``-f`` expressions (maybe one function per file, for example) and one or more ``-e`` expressions on the command line. If you mix ``-f`` and ``-e`` then the expressions are evaluated in the order encountered. (Since the expressions are all simply concatenated together in order, don't forget intervening semicolons: e.g. not ``mlr put -e '$x=1' -e '$y=2 ...'`` but rather ``mlr put -e '$x=1;' -e '$y=2' ...``.) + +Semicolons, commas, newlines, and curly braces +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller uses **semicolons as statement separators**, not statement terminators. This means you can write: + +.. code-block:: none + + mlr put 'x=1' + mlr put 'x=1;$y=2' + mlr put 'x=1;$y=2;' + mlr put 'x=1;;;;$y=2;' + +Semicolons are optional after closing curly braces (which close conditionals and loops as discussed below). + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""} $foo = "bar"' + x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""}; $foo = "bar"' + x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar + +Semicolons are required between statements even if those statements are on separate lines. **Newlines** are for your convenience but have no syntactic meaning: line endings do not terminate statements. For example, adjacent assignment statements must be separated by semicolons even if those statements are on separate lines: + +.. code-block:: none + + mlr put ' + $x = 1 + $y = 2 # Syntax error + ' + + mlr put ' + $x = 1; + $y = 2 # This is OK + ' + +**Trailing commas** are allowed in function/subroutine definitions, function/subroutine callsites, and map literals. This is intended for (although not restricted to) the multi-line case: + +.. code-block:: none + :emphasize-lines: 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, + $b, + ), + "v": NR, + } + ' + s,t,u,v + 3,-1,5,1 + 9,-1,41,2 + +Bodies for all compound statements must be enclosed in **curly braces**, even if the body is a single statement: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'if ($x == 1) $y = 2' # Syntax error + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'if ($x == 1) { $y = 2 }' # This is OK + +Bodies for compound statements may be empty: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'if ($x == 1) { }' # This no-op is syntactically acceptable + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-tbf.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-tbf.rst.txt new file mode 100644 index 000000000..ce337bb2e --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-tbf.rst.txt @@ -0,0 +1,12 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: a note on the complexity of Miller's expression language +======================================================================= + +One of Miller's strengths is its brevity: it's much quicker -- and less error-prone -- to type ``mlr stats1 -a sum -f x,y -g a,b`` than having to track summation variables as in ``awk``, or using Miller's out-of-stream variables. And the more language features Miller's put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the *less* powerful it begins to seem: because of the other programming-language features it *doesn't* have (classes, execptions, and so on). + +When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the ``put`` statements be handled by the implementation language's own ``eval``: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL. + +I do want to keep focusing on what Miller is good at -- concise notation, low latency, and high throughput -- and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as ``awk``; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as ``awk`` along with optional type-declaration syntax. While I'm excited by these powerful language features, I hope to keep new features beyond 5.0.0 focused on Miller's sweet spot which is speed plus simplicity. + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-unset-statements.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-unset-statements.rst.txt new file mode 100644 index 000000000..726474b56 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-unset-statements.rst.txt @@ -0,0 +1,83 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: unset statements +================================================================ + +You can clear a map key by assigning the empty string as its value: ``$x=""`` or ``@x=""``. Using ``unset`` you can remove the key entirely. Examples: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'unset $x, $a' data/small + b=pan,i=1,y=0.7268028627434533 + b=pan,i=2,y=0.5221511083334797 + b=wye,i=3,y=0.33831852551664776 + b=wye,i=4,y=0.13418874328430463 + b=pan,i=5,y=0.8636244699032729 + +This can also be done, of course, using ``mlr cut -x``. You can also clear out-of-stream or local variables, at the base name level, or at an indexed sublevel: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum; dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + {} + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum["eks"]; dump }' data/small + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "eks": { + "pan": 0.7586799647899636, + "wye": 0.38139939387114097 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + { + "sum": { + "pan": { + "pan": 0.3467901443380824 + }, + "wye": { + "wye": 0.20460330576630303, + "pan": 0.5732889198020006 + } + } + } + +If you use ``unset all`` (or ``unset @*`` which is synonymous), that will unset all out-of-stream variables which have been defined up to that point. diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-user-defined-functions.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-user-defined-functions.rst.txt new file mode 100644 index 000000000..52c37de4a --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-user-defined-functions.rst.txt @@ -0,0 +1,110 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: user-defined functions +===================================== + +As of Miller 5.0.0 you can define your own functions, as well as subroutines. + +User-defined functions +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Here's the obligatory example of a recursive function to compute the factorial function: + +.. code-block:: none + :emphasize-lines: 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); + ' + a b i x y ox oi + pan pan 1 0.3467901443380824 0.7268028627434533 0.46705354854811026 1 + eks pan 2 0.7586799647899636 0.5221511083334797 3.680838410072862 2 + wye wye 3 0.20460330576630303 0.33831852551664776 1.7412511955594865 6 + eks wye 4 0.38139939387114097 0.13418874328430463 18.588348778962008 24 + wye pan 5 0.5732889198020006 0.8636244699032729 211.38730958519247 120 + +Properties of user-defined functions: + +* Function bodies start with ``func`` and a parameter list, defined outside of ``begin``, ``end``, or other ``func`` or ``subr`` blocks. (I.e. the Miller DSL has no nested functions.) + +* A function (uniqified by its name) may not be redefined: either by redefining a user-defined function, or by redefining a built-in function. However, functions and subroutines have separate namespaces: you can define a subroutine ``log`` which does not clash with the mathematical ``log`` function. + +* Functions may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, functions may be either recursive or mutually recursive. Functions may not call subroutines. + +* Functions may be defined and called either within ``mlr put`` or ``mlr put``. + +* Functions have read access to ``$``-variables and ``@``-variables but may not modify them. See also :ref:`cookbook-memoization-with-oosvars` for an example. + +* Argument values may be reassigned: they are not read-only. + +* When a return value is not implicitly returned, this results in a return value of absent-null. (In the example above, if there were records for which the argument to ``f`` is non-numeric, the assignments would be skipped.) See also the section on :doc:`reference-main-null-data`. + +* See the section on :ref:`reference-dsl-local-variables` for information on scope and extent of arguments, as well as for information on the use of local variables within functions. + +* See the section on :ref:`reference-dsl-expressions-from-files` for information on the use of ``-f`` and ``-e`` flags. + +User-defined subroutines +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Example: + +.. code-block:: none + :emphasize-lines: 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); + ' + NR=1 + numcalls=1 + NR=2 + numcalls=3 + NR=3 + numcalls=6 + NR=4 + numcalls=10 + NR=5 + numcalls=15 + +Properties of user-defined subroutines: + +* Subroutine bodies start with ``subr`` and a parameter list, defined outside of ``begin``, ``end``, or other ``func`` or ``subr`` blocks. (I.e. the Miller DSL has no nested subroutines.) + +* A subroutine (uniqified by its name) may not be redefined. However, functions and subroutines have separate namespaces: you can define a subroutine ``log`` which does not clash with the mathematical ``log`` function. + +* Subroutines may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, subroutines may be either recursive or mutually recursive. Subroutines may call functions. + +* Subroutines may be defined and called either within ``mlr put`` or ``mlr put``. + +* Subroutines have read/write access to ``$``-variables and ``@``-variables. + +* Argument values may be reassigned: they are not read-only. + +* See the section on :ref:`reference-dsl-local-variables` for information on scope and extent of arguments, as well as for information on the use of local variables within functions. + +* See the section on :ref:`reference-dsl-expressions-from-files` for information on the use of ``-f`` and ``-e`` flags. diff --git a/docs6b/docs/_build/html/_sources/reference-dsl-variables.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl-variables.rst.txt new file mode 100644 index 000000000..1903103dd --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl-variables.rst.txt @@ -0,0 +1,1118 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: variables +================================================================ + +Miller has the following kinds of variables: + +**Built-in variables** such as ``NF``, ``NF``, ``FILENAME``, ``M_PI``, and ``M_E``. These are all capital letters and are read-only (although some of them change value from one record to another). + +**Fields of stream records**, accessed using the ``$`` prefix. These refer to fields of the current data-stream record. For example, in ``echo x=1,y=2 | mlr put '$z = $x + $y'``, ``$x`` and ``$y`` refer to input fields, and ``$z`` refers to a new, computed output field. In a few contexts, presented below, you can refer to the entire record as ``$*``. + +**Out-of-stream variables** accessed using the ``@`` prefix. These refer to data which persist from one record to the next, including in ``begin`` and ``end`` blocks (which execute before/after the record stream is consumed, respectively). You use them to remember values across records, such as sums, differences, counters, and so on. In a few contexts, presented below, you can refer to the entire out-of-stream-variables collection as ``@*``. + +**Local variables** are limited in scope and extent to the current statements being executed: these include function arguments, bound variables in for loops, and explicitly declared local variables. + +**Keywords** are not variables, but since their names are reserved, you cannot use these names for local variables. + +Built-in variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are written all in capital letters, such as ``NR``, ``NF``, ``FILENAME``, and only a small, specific set of them is defined by Miller. + +Namely, Miller supports the following five built-in variables for :doc:`filter and put `, all ``awk``-inspired: ``NF``, ``NR``, ``FNR``, ``FILENUM``, and ``FILENAME``, as well as the mathematical constants ``M_PI`` and ``M_E``. Lastly, the ``ENV`` hashmap allows read access to environment variables, e.g. ``ENV["HOME"]`` or ``ENV["foo_".$hostname]``. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter 'FNR == 2' data/small* + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533 + a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$fnr = FNR' data/small* + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,fnr=1 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,fnr=2 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,fnr=3 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,fnr=4 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,fnr=5 + 1=a,2=b,3=i,4=x,5=y,fnr=1 + 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533,fnr=2 + 1=eks,2=pan,3=2,4=0.7586799647899636,5=0.5221511083334797,fnr=3 + 1=wye,2=wye,3=3,4=0.20460330576630303,5=0.33831852551664776,fnr=4 + 1=eks,2=wye,3=4,4=0.38139939387114097,5=0.13418874328430463,fnr=5 + 1=wye,2=pan,3=5,4=0.5732889198020006,5=0.8636244699032729,fnr=6 + a=pan,b=eks,i=9999,x=0.267481232652199086,y=0.557077185510228001,fnr=1 + a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134,fnr=2 + a=pan,b=wye,i=10001,x=0.870530722602517626,y=0.009854780514656930,fnr=3 + a=hat,b=wye,i=10002,x=0.321507044286237609,y=0.568893318795083758,fnr=4 + a=pan,b=zee,i=10003,x=0.272054845593895200,y=0.425789896597056627,fnr=5 + +Their values of ``NF``, ``NR``, ``FNR``, ``FILENUM``, and ``FILENAME`` change from one record to the next as Miller scans through your input data stream. The mathematical constants, of course, do not change; ``ENV`` is populated from the system environment variables at the time Miller starts and is read-only for the remainder of program execution. + +Their **scope is global**: you can refer to them in any ``filter`` or ``put`` statement. Their values are assigned by the input-record reader: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv put '$nr = NR' data/a.csv + a,b,c,nr + 1,2,3,1 + 4,5,6,2 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv repeat -n 3 then put '$nr = NR' data/a.csv + a,b,c,nr + 1,2,3,1 + 1,2,3,1 + 1,2,3,1 + 4,5,6,2 + 4,5,6,2 + 4,5,6,2 + +The **extent** is for the duration of the put/filter: in a ``begin`` statement (which executes before the first input record is consumed) you will find ``NR=1`` and in an ``end`` statement (which is executed after the last input record is consumed) you will find ``NR`` to be the total number of records ingested. + +These are all **read-only** for the ``mlr put`` and ``mlr filter`` DSLs: they may be assigned from, e.g. ``$nr=NR``, but they may not be assigned to: ``NR=100`` is a syntax error. + +Field names +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Names of fields within stream records must be specified using a ``$`` in :doc:`filter and put expressions `, even though the dollar signs don't appear in the data stream itself. For integer-indexed data, this looks like ``awk``'s ``$1,$2,$3``, except that Miller allows non-numeric names such as ``$quantity`` or ``$hostname``. Likewise, enclose string literals in double quotes in ``filter`` expressions even though they don't appear in file data. In particular, ``mlr filter '$x=="abc"'`` passes through the record ``x=abc``. + +If field names have **special characters** such as ``.`` then you can use braces, e.g. ``'${field.name}'``. + +You may also use a **computed field name** in square brackets, e.g. + +.. code-block:: none + :emphasize-lines: 1-1 + + echo a=3,b=4 | mlr filter '$["x"] < 0.5' + +.. code-block:: none + :emphasize-lines: 1-1 + + echo s=green,t=blue,a=3,b=4 | mlr put '$[$s."_".$t] = $a * $b' + s=green,t=blue,a=3,b=4,green_blue=12 + +Notes: + +The names of record fields depend on the contents of your input data stream, and their values change from one record to the next as Miller scans through your input data stream. + +Their **extent** is limited to the current record; their **scope** is the ``filter`` or ``put`` command in which they appear. + +These are **read-write**: you can do ``$y=2*$x``, ``$x=$x+1``, etc. + +Records are Miller's output: field names present in the input stream are passed through to output (written to standard output) unless fields are removed with ``cut``, or records are excluded with ``filter`` or ``put -q``, etc. Simply assign a value to a field and it will be output. + +Positional field names +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Even though Miller's main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index (starting from 1). + +Use ``$[[3]]`` to access the name of field 3. More generally, any expression evaluating to an integer can go between ``$[[`` and ``]]``. + +Then using a computed field name, ``$[ $[[3]] ]`` is the value in the third field. This has the shorter equivalent notation ``$[[[3]]]``. + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$[[3]] = "NEW"' data/small + a=pan,b=pan,NEW=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,NEW=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,NEW=3,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,NEW=4,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,NEW=5,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$[[[3]]] = "NEW"' data/small + a=pan,b=pan,i=NEW,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,i=NEW,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=NEW,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,i=NEW,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$NEW = $[[NR]]' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=a + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=b + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=i + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=x + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=y + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$NEW = $[[[NR]]]' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=pan + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=pan + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=3 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=0.38139939387114097 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$[[[NR]]] = "NEW"' data/small + a=NEW,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=NEW,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=4,x=NEW,y=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,y=NEW + +Right-hand side accesses to non-existent fields -- i.e. with index less than 1 or greater than ``NF`` -- return an absent value. Likewise, left-hand side accesses only refer to fields which already exist. For example, if a field has 5 records then assigning the name or value of the 6th (or 600th) field results in a no-op. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$[[6]] = "NEW"' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$[[[6]]] = "NEW"' 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 + +Out-of-stream variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +These are prefixed with an at-sign, e.g. ``@sum``. Furthermore, unlike built-in variables and stream-record fields, they are maintained in an arbitrarily nested hashmap: you can do ``@sum += $quanity``, or ``@sum[$color] += $quanity``, or ``@sum[$color][$shape] += $quanity``. The keys for the multi-level hashmap can be any expression which evaluates to string or integer: e.g. ``@sum[NR] = $a + $b``, ``@sum[$a."-".$b] = $x``, etc. + +Their names and their values are entirely under your control; they change only when you assign to them. + +Just as for field names in stream records, if you want to define out-of-stream variables with **special characters** such as ``.`` then you can use braces, e.g. ``'@{variable.name}["index"]'``. + +You may use a **computed key** in square brackets, e.g. + +.. code-block:: none + :emphasize-lines: 1-1 + + echo s=green,t=blue,a=3,b=4 | mlr put -q '@[$s."_".$t] = $a * $b; emit all' + green_blue=12 + +Out-of-stream variables are **scoped** to the ``put`` command in which they appear. In particular, if you have two or more ``put`` commands separated by ``then``, each put will have its own set of out-of-stream variables: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/a.dkvp + a=1,b=2,c=3 + a=4,b=5,c=6 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr put '@sum += $a; end {emit @sum}' \ + then put 'is_present($a) {$a=10*$a; @sum += $a}; end {emit @sum}' \ + data/a.dkvp + a=10,b=2,c=3 + a=40,b=5,c=6 + sum=5 + sum=50 + +Out-of-stream variables' **extent** is from the start to the end of the record stream, i.e. every time the ``put`` or ``filter`` statement referring to them is executed. + +Out-of-stream variables are **read-write**: you can do ``$sum=@sum``, ``@sum=$sum``, etc. + +Indexed out-of-stream variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Using an index on the ``@count`` and ``@sum`` variables, we get the benefit of the ``-g`` (group-by) option which ``mlr stats1`` and various other Miller commands have: + +.. code-block:: none + :emphasize-lines: 1-8 + + mlr put -q ' + @x_count[$a] += 1; + @x_sum[$a] += $x; + end { + emit @x_count, "a"; + emit @x_sum, "a"; + } + ' ../data/small + a=pan,x_count=2 + a=eks,x_count=3 + a=wye,x_count=2 + a=zee,x_count=2 + a=hat,x_count=1 + a=pan,x_sum=0.8494161498792961 + a=eks,x_sum=1.75186341922895 + a=wye,x_sum=0.7778922255683036 + a=zee,x_sum=1.1256801691982772 + a=hat,x_sum=0.03144187646093577 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats1 -a count,sum -f x -g a ../data/small + a=pan,x_count=2,x_sum=0.8494161498792961 + a=eks,x_count=3,x_sum=1.75186341922895 + a=wye,x_count=2,x_sum=0.7778922255683036 + a=zee,x_count=2,x_sum=1.1256801691982772 + a=hat,x_count=1,x_sum=0.03144187646093577 + +Indices can be arbitrarily deep -- here there are two or more of them: + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --from data/medium put -q ' + @x_count[$a][$b] += 1; + @x_sum[$a][$b] += $x; + end { + emit (@x_count, @x_sum), "a", "b"; + } + ' + a=pan,b=pan,x_count=427,x_sum=219.1851288316854 + a=pan,b=wye,x_count=395,x_sum=198.43293070748447 + a=pan,b=eks,x_count=429,x_sum=216.07522773165525 + a=pan,b=hat,x_count=417,x_sum=205.22277621488686 + a=pan,b=zee,x_count=413,x_sum=205.09751802331917 + a=eks,b=pan,x_count=371,x_sum=179.96303047250723 + a=eks,b=wye,x_count=407,x_sum=196.9452860713734 + a=eks,b=zee,x_count=357,x_sum=176.8803651584733 + a=eks,b=eks,x_count=413,x_sum=215.91609712937984 + a=eks,b=hat,x_count=417,x_sum=208.783170520597 + a=wye,b=wye,x_count=377,x_sum=185.29584980261419 + a=wye,b=pan,x_count=392,x_sum=195.84790012056564 + a=wye,b=hat,x_count=426,x_sum=212.0331829346132 + a=wye,b=zee,x_count=385,x_sum=194.77404756708714 + a=wye,b=eks,x_count=386,x_sum=204.8129608356315 + a=zee,b=pan,x_count=389,x_sum=202.21380378504267 + a=zee,b=wye,x_count=455,x_sum=233.9913939194868 + a=zee,b=eks,x_count=391,x_sum=190.9617780631925 + a=zee,b=zee,x_count=403,x_sum=206.64063510417319 + a=zee,b=hat,x_count=409,x_sum=191.30000620900935 + a=hat,b=wye,x_count=423,x_sum=208.8830097609959 + a=hat,b=zee,x_count=385,x_sum=196.3494502965293 + a=hat,b=eks,x_count=389,x_sum=189.0067933716193 + a=hat,b=hat,x_count=381,x_sum=182.8535323148762 + a=hat,b=pan,x_count=363,x_sum=168.5538067327806 + +The idea is that ``stats1``, and other Miller verbs, encapsulate frequently-used patterns with a minimum of keystroking (and run a little faster), whereas using out-of-stream variables you have more flexibility and control in what you do. + +Begin/end blocks can be mixed with pattern/action blocks. For example: + +.. code-block:: none + :emphasize-lines: 1-14 + + 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 + x=-1 + x=0 + x=1,y=0,z=0 + x=2,y=0.3010299956639812,z=0.5486620049392715 + x=3,y=0.4771212547196624,z=0.6907396432228734 + num_total=5,num_positive=3 + +.. _reference-dsl-local-variables: + +Local variables +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Local variables are similar to out-of-stream variables, except that their extent is limited to the expressions in which they appear (and their basenames can't be computed using square brackets). There are three kinds of local variables: **arguments** to functions/subroutines, **variables bound within for-loops**, and **locals** defined within control blocks. They may be untyped using ``var``, or typed using ``num``, ``int``, ``float``, ``str``, ``bool``, and ``map``. + +For example: + +.. code-block:: none + :emphasize-lines: 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; + ' + i=1,o=15.952526011537227 + i=2,o=12.782237754999116 + i=3,o=15.126606630220966 + i=4,o=14.794357488895775 + i=5,o=15.168665974047421 + i=6,o=16.20662783079942 + i=7,o=13.966128063060479 + i=8,o=13.99248245928659 + i=9,o=15.784270485515197 + i=10,o=15.37686787628025 + +Things which are completely unsurprising, resembling many other languages: + +* Parameter names are bound to their arguments but can be reassigned, e.g. if there is a parameter named ``a`` then you can reassign the value of ``a`` to be something else within the function if you like. + +* However, you cannot redeclare the *type* of an argument or a local: ``var a=1; var a=2`` is an error but ``var a=1; a=2`` is OK. + +* All argument-passing is positional rather than by name; arguments are passed by value, not by reference. (This is also true for map-valued variables: they are not, and cannot be, passed by reference) + +* You can define locals (using ``var``, ``num``, etc.) at any scope (if-statements, else-statements, while-loops, for-loops, or the top-level scope), and nested scopes will have access (more details on scope in the next section). If you define a local variable with the same name inside an inner scope, then a new variable is created with the narrower scope. + +* If you assign to a local variable for the first time in a scope without declaring it as ``var``, ``num``, etc. then: if it exists in an outer scope, that outer-scope variable will be updated; if not, it will be defined in the current scope as if ``var`` had been used. (See also :ref:`reference-dsl-type-checking` for an example.) I recommend always declaring variables explicitly to make the intended scoping clear. + +* Functions and subroutines never have access to locals from their callee (unless passed by value as arguments). + +Things which are perhaps surprising compared to other languages: + +* Type declarations using ``var``, or typed using ``num``, ``int``, ``float``, ``str``, and ``bool`` are necessary to declare local variables. Function arguments and variables bound in for-loops over stream records and out-of-stream variables are *implicitly* declared using ``var``. (Some examples are shown below.) + +* Type-checking is done at assignment time. For example, ``float f = 0`` is an error (since ``0`` is an integer), as is ``float f = 0.0; f = 1``. For this reason I prefer to use ``num`` over ``float`` in most contexts since ``num`` encompasses integer and floating-point values. More information about type-checking is at :ref:`reference-dsl-type-checking`. + +* Bound variables in for-loops over stream records and out-of-stream variables are implicitly local to that block. E.g. in ``for (k, v in $*) { ... }`` ``for ((k1, k2), v in @*) { ... }`` if there are ``k``, ``v``, etc. in the enclosing scope then those will be masked by the loop-local bound variables in the loop, and moreover the values of the loop-local bound variables are not available after the end of the loop. + +* For C-style triple-for loops, if a for-loop variable is defined using ``var``, ``int``, etc. then it is scoped to that for-loop. E.g. ``for (i = 0; i < 10; i += 1) { ... }`` and ``for (int i = 0; i < 10; i += 1) { ... }``. (This is unsurprising.). If there is no typedecl and an outer-scope variable of that name exists, then it is used. (This is also unsurprising.) But of there is no outer-scope variable of that name then the variable is scoped to the for-loop only. + +The following example demonstrates the scope rules: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/scope-example.mlr + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/scope-example.dat + n=1,x=123 + n=2,x=456 + n=3,x=789 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab --from data/scope-example.dat put -f data/scope-example.mlr + n 1 + x 123 + outer_a 10 + outer_b 20 + outer_c 30 + + n 2 + x 456 + outer_a 10 + outer_b 20 + outer_c 30 + + n 3 + x 789 + inner_a 40 + inner_b 50 + inner_c 60 + inner_d 70 + outer_a 10 + outer_b 50 + outer_c 60 + +And this example demonstrates the type-declaration rules: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/type-decl-example.mlr + 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 $*) { # k and v are bound here, masking outer k. + print k . ":" . v; # k is explicitly str; v is implicitly var. + } # + # + print "k is".k; # k at this scope level is still "def". + print "v is".v; # v is undefined in this scope. + # + i = -1; # + for (i = 1, int j = 2; i <= 10; i += 1, j *= 2) { # C-style triple-for variables use enclosing scope, unless + # declared local: i is outer, j is local to the loop. + print "inner i =" . i; # + print "inner j =" . j; # + } # + print "outer i =" . i; # i has been modified by the loop. + print "outer j =" . j; # j is undefined in this scope. + +Map literals +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller's ``put``/``filter`` DSL has four kinds of hashmaps. **Stream records** are (single-level) maps from name to value. **Out-of-stream variables** and **local variables** can also be maps, although they can be multi-level hashmaps (e.g. ``@sum[$x][$y]``). The fourth kind is **map literals**. These cannot be on the left-hand side of assignment expressions. Syntactically they look like JSON, although Miller allows string and integer keys in its map literals while JSON allows only string keys (e.g. ``"3"`` rather than ``3``). + +For example, the following swaps the input stream's ``a`` and ``i`` fields, modifies ``y``, and drops the rest: + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --opprint put ' + $* = { + "a": $i, + "i": $a, + "y": $y * 10, + } + ' data/small + a i y + 1 pan 7.268028627434533 + 2 eks 5.221511083334796 + 3 wye 3.3831852551664774 + 4 eks 1.3418874328430463 + 5 wye 8.63624469903273 + +Likewise, you can assign map literals to out-of-stream variables or local variables; pass them as arguments to user-defined functions, return them from functions, and so on: + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --from data/small put ' + func f(map m): map { + m["x"] *= 200; + return m; + } + $* = f({"a": $a, "x": $x}); + ' + a=pan,x=69.35802886761648 + a=eks,x=151.73599295799272 + a=wye,x=40.92066115326061 + a=eks,x=76.2798787742282 + a=wye,x=114.65778396040011 + +Like out-of-stream and local variables, map literals can be multi-level: + +.. code-block:: none + :emphasize-lines: 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; + } + ' + { + "nrec": 5, + "nkey": { + "numeric": 15, + "non-numeric": 10 + } + } + +By default, map-valued expressions are dumped using JSON formatting. If you use ``dump`` to print a hashmap with integer keys and you don't want them double-quoted (JSON-style) then you can use ``mlr put --jknquoteint``. See also ``mlr put --help``. + +.. _reference-dsl-type-checking: + +Type-checking +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Miller's ``put``/``filter`` DSLs support two optional kinds of type-checking. One is inline **type-tests** and **type-assertions** within expressions. The other is **type declarations** for assignments to local variables, binding of arguments to user-defined functions, and return values from user-defined functions, These are discussed in the following subsections. + +Use of type-checking is entirely up to you: omit it if you want flexibility with heterogeneous data; use it if you want to help catch misspellings in your DSL code or unexpected irregularities in your input data. + +.. _reference-dsl-type-tests-and-assertions: + +Type-test and type-assertion expressions +................................................................ + +The following ``is...`` functions take a value and return a boolean indicating whether the argument is of the indicated type. The ``assert_...`` functions return their argument if it is of the specified type, and cause a fatal error otherwise: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr -f | grep ^is + is_absent + is_array + is_bool + is_boolean + is_empty + is_empty_map + is_error + is_float + is_int + is_map + is_nonempty_map + is_not_array + is_not_empty + is_not_map + is_not_null + is_null + is_numeric + is_present + is_string + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr -f | grep ^assert + asserting_absent + asserting_array + asserting_bool + asserting_boolean + asserting_empty + asserting_empty_map + asserting_error + asserting_float + asserting_int + asserting_map + asserting_nonempty_map + asserting_not_array + asserting_not_empty + asserting_not_map + asserting_not_null + asserting_null + asserting_numeric + asserting_present + asserting_string + +See :doc:`data-cleaning-examples` for examples of how to use these. + +Type-declarations for local variables, function parameter, and function return values +............................................................................................... + +Local variables can be defined either untyped as in ``x = 1``, or typed as in ``int x = 1``. Types include **var** (explicitly untyped), **int**, **float**, **num** (int or float), **str**, **bool**, and **map**. These optional type declarations are enforced at the time values are assigned to variables: whether at the initial value assignment as in ``int x = 1`` or in any subsequent assignments to the same variable farther down in the scope. + +The reason for ``num`` is that ``int`` and ``float`` typedecls are very precise: + +.. code-block:: none + + float a = 0; # Runtime error since 0 is int not float + int b = 1.0; # Runtime error since 1.0 is float not int + num c = 0; # OK + num d = 1.0; # OK + +A suggestion is to use ``num`` for general use when you want numeric content, and use ``int`` when you genuinely want integer-only values, e.g. in loop indices or map keys (since Miller map keys can only be strings or ints). + +The ``var`` type declaration indicates no type restrictions, e.g. ``var x = 1`` has the same type restrictions on ``x`` as ``x = 1``. The difference is in intentional shadowing: if you have ``x = 1`` in outer scope and ``x = 2`` in inner scope (e.g. within a for-loop or an if-statement) then outer-scope ``x`` has value 2 after the second assignment. But if you have ``var x = 2`` in the inner scope, then you are declaring a variable scoped to the inner block.) For example: + +.. code-block:: none + + x = 1; + if (NR == 4) { + x = 2; # Refers to outer-scope x: value changes from 1 to 2. + } + print x; # Value of x is now two + +.. code-block:: none + + x = 1; + if (NR == 4) { + var x = 2; # Defines a new inner-scope x with value 2 + } + print x; # Value of this x is still 1 + +Likewise function arguments can optionally be typed, with type enforced when the function is called: + +.. code-block:: none + + func f(map m, int i) { + ... + } + $a = f({1:2, 3:4}, 5); # OK + $b = f({1:2, 3:4}, "abc"); # Runtime error + $c = f({1:2, 3:4}, $x); # Runtime error for records with non-integer field named x + if (NR == 4) { + var x = 2; # Defines a new inner-scope x with value 2 + } + print x; # Value of this x is still 1 + +Thirdly, function return values can be type-checked at the point of ``return`` using ``:`` and a typedecl after the parameter list: + +.. code-block:: none + + func f(map m, int i): bool { + ... + ... + if (...) { + return "false"; # Runtime error if this branch is taken + } + ... + ... + if (...) { + return retval; # Runtime error if this function doesn't have an in-scope + # boolean-valued variable named retval + } + ... + ... + # In Miller if your functions don't explicitly return a value, they return absent-null. + # So it would also be a runtime error on reaching the end of this function without + # an explicit return statement. + } + +Null data: empty and absent +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Please see :doc:`reference-main-null-data`. + +Aggregate variable assignments +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +There are three remaining kinds of variable assignment using out-of-stream variables, the last two of which use the ``$*`` syntax: + +* Recursive copy of out-of-stream variables +* Out-of-stream variable assigned to full stream record +* Full stream record assigned to an out-of-stream variable + +Example recursive copy of out-of-stream variables: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint put -q '@v["sum"] += $x; @v["count"] += 1; end{dump; @w = @v; dump}' data/small + { + "v": { + "sum": 2.264761728567491, + "count": 5 + } + } + { + "v": { + "sum": 2.264761728567491, + "count": 5 + }, + "w": { + "sum": 2.264761728567491, + "count": 5 + } + } + +Example of out-of-stream variable assigned to full stream record, where the 2nd record is stashed, and the 4th record is overwritten with that: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'NR == 2 {@keep = $*}; NR == 4 {$* = @keep}' 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=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +Example of full stream record assigned to an out-of-stream variable, finding the record for which the ``x`` field has the largest value in the input stream: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --opprint put -q ' + is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*}; + end {emit @recmax} + ' data/small + a b i x y + eks pan 2 0.7586799647899636 0.5221511083334797 + +Keywords for filter and put +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help usage-keywords + all: used in "emit", "emitp", and "unset" as a synonym for @* + + begin: defines a block of statements to be executed before input records + are ingested. The body statements must be wrapped in curly braces. + + Example: 'begin { @count = 0 }' + + bool: declares a boolean local variable in the current curly-braced scope. + Type-checking happens at assignment: 'bool b = 1' is an error. + + break: causes execution to continue after the body of the current for/while/do-while loop. + + call: used for invoking a user-defined subroutine. + + Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)' + + continue: causes execution to skip the remaining statements in the body of + the current for/while/do-while loop. For-loop increments are still applied. + + do: with "while", introduces a do-while loop. The body statements must be wrapped + in curly braces. + + dump: prints all currently defined out-of-stream variables immediately + to stdout as JSON. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump }' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump > "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >> "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump | "jq .[]"}' + + edump: prints all currently defined out-of-stream variables immediately + to stderr as JSON. + + Example: mlr --from f.dat put -q '@v[NR]=$*; end { edump }' + + elif: the way Miller spells "else if". The body statements must be wrapped + in curly braces. + + else: terminates an if/elif/elif chain. The body statements must be wrapped + in curly braces. + + emit: inserts an out-of-stream variable into the output record stream. Hashmap + indices present in the data but not slotted by emit arguments are not output. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, mapexcept($*, "a")' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums' + Example: mlr --from f.dat put --ojson '@sums[$a][$b]+=$x; emit > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "grep somepattern", @*, "index1", "index2"' + + Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information. + + emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the + output record stream. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a' + Example: mlr --from f.dat put --oxtab '@a=$i;@b+=$x;@c+=$y; emitf > "tap-".$i.".dat", @a' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf >> "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > stderr, @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern > mytap.dat", @a, @b, @c' + + Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information. + + emitp: inserts an out-of-stream variable into the output record stream. + Hashmap indices present in the data but not slotted by emitp arguments are + output concatenated with ":". + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums' + Example: mlr --from f.dat put --opprint '@sums[$a][$b]+=$x; emitp > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "grep somepattern", @*, "index1", "index2"' + + Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information. + + end: defines a block of statements to be executed after input records + are ingested. The body statements must be wrapped in curly braces. + + Example: 'end { emit @count }' + Example: 'end { eprint "Final count is " . @count }' + + eprint: prints expression immediately to stderr. + + Example: mlr --from f.dat put -q 'eprint "The sum of x and y is ".($x+$y)' + Example: mlr --from f.dat put -q 'for (k, v in $*) { eprint k . " => " . v }' + Example: mlr --from f.dat put '(NR %% 1000 == 0) { eprint "Checkpoint ".NR}' + + eprintn: prints expression immediately to stderr, without trailing newline. + + Example: mlr --from f.dat put -q 'eprintn "The sum of x and y is ".($x+$y); eprint ""' + + false: the boolean literal value. + + filter: includes/excludes the record in the output record stream. + + Example: mlr --from f.dat put 'filter (NR == 2 || $x > 5.4)' + + Instead of put with 'filter false' you can simply use put -q. The following + uses the input record to accumulate data but only prints the running sum + without printing the input record: + + Example: mlr --from f.dat put -q '@running_sum += $x * $y; emit @running_sum' + + float: declares a floating-point local variable in the current curly-braced scope. + Type-checking happens at assignment: 'float x = 0' is an error. + + for: defines a for-loop using one of three styles. The body statements must + be wrapped in curly braces. + For-loop over stream record: + + Example: 'for (k, v in $*) { ... }' + + For-loop over out-of-stream variables: + + Example: 'for (k, v in @counts) { ... }' + Example: 'for ((k1, k2), v in @counts) { ... }' + Example: 'for ((k1, k2, k3), v in @*) { ... }' + + C-style for-loop: + + Example: 'for (var i = 0, var b = 1; i < 10; i += 1, b *= 2) { ... }' + + func: used for defining a user-defined function. + + Example: 'func f(a,b) { return sqrt(a**2+b**2)} $d = f($x, $y)' + + if: starts an if/elif/elif chain. The body statements must be wrapped + in curly braces. + + in: used in for-loops over stream records or out-of-stream variables. + + int: declares an integer local variable in the current curly-braced scope. + Type-checking happens at assignment: 'int x = 0.0' is an error. + + map: declares an map-valued local variable in the current curly-braced scope. + Type-checking happens at assignment: 'map b = 0' is an error. map b = {} is + always OK. map b = a is OK or not depending on whether a is a map. + + num: declares an int/float local variable in the current curly-braced scope. + Type-checking happens at assignment: 'num b = true' is an error. + + print: prints expression immediately to stdout. + + Example: mlr --from f.dat put -q 'print "The sum of x and y is ".($x+$y)' + Example: mlr --from f.dat put -q 'for (k, v in $*) { print k . " => " . v }' + Example: mlr --from f.dat put '(NR %% 1000 == 0) { print > stderr, "Checkpoint ".NR}' + + printn: prints expression immediately to stdout, without trailing newline. + + Example: mlr --from f.dat put -q 'printn "."; end { print "" }' + + return: specifies the return value from a user-defined function. + Omitted return statements (including via if-branches) result in an absent-null + return value, which in turns results in a skipped assignment to an LHS. + + stderr: Used for tee, emit, emitf, emitp, print, and dump in place of filename + to print to standard error. + + stdout: Used for tee, emit, emitf, emitp, print, and dump in place of filename + to print to standard output. + + str: declares a string local variable in the current curly-braced scope. + Type-checking happens at assignment. + + subr: used for defining a subroutine. + + Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)' + + tee: prints the current record to specified file. + This is an immediate print to the specified file (except for pprint format + which of course waits until the end of the input stream to format all output). + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output. See also mlr -h. + + emit with redirect and tee with redirect are identical, except tee can only + output $*. + + Example: mlr --from f.dat put 'tee > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'tee >> "/tmp/data-".$a.$b, $*' + Example: mlr --from f.dat put 'tee > stderr, $*' + Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\]", $*' + Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\] > /tmp/data-".$a, $*' + Example: mlr --from f.dat put -q 'tee | "gzip > /tmp/data-".$a.".gz", $*' + Example: mlr --from f.dat put -q --ojson 'tee | "gzip > /tmp/data-".$a.".gz", $*' + + true: the boolean literal value. + + unset: clears field(s) from the current record, or an out-of-stream or local variable. + + Example: mlr --from f.dat put 'unset $x' + Example: mlr --from f.dat put 'unset $*' + Example: mlr --from f.dat put 'for (k, v in $*) { if (k =~ "a.*") { unset $[k] } }' + Example: mlr --from f.dat put '...; unset @sums' + Example: mlr --from f.dat put '...; unset @sums["green"]' + Example: mlr --from f.dat put '...; unset @*' + + var: declares an untyped local variable in the current curly-braced scope. + + Examples: 'var a=1', 'var xyz=""' + + while: introduces a while loop, or with "do", introduces a do-while loop. + The body statements must be wrapped in curly braces. + + ENV: access to environment variables by name, e.g. '$home = ENV["HOME"]' + + FILENAME: evaluates to the name of the current file being processed. + + FILENUM: evaluates to the number of the current file being processed, + starting with 1. + + FNR: evaluates to the number of the current record within the current file + being processed, starting with 1. Resets at the start of each file. + + IFS: evaluates to the input field separator from the command line. + + IPS: evaluates to the input pair separator from the command line. + + IRS: evaluates to the input record separator from the command line, + or to LF or CRLF from the input data if in autodetect mode (which is + the default). + + M_E: the mathematical constant e. + + M_PI: the mathematical constant pi. + + NF: evaluates to the number of fields in the current record. + + NR: evaluates to the number of the current record over all files + being processed, starting with 1. Does not reset at the start of each file. + + OFS: evaluates to the output field separator from the command line. + + OPS: evaluates to the output pair separator from the command line. + + ORS: evaluates to the output record separator from the command line, + or to LF or CRLF from the input data if in autodetect mode (which is + the default). + diff --git a/docs6b/docs/_build/html/_sources/reference-dsl.rst.txt b/docs6b/docs/_build/html/_sources/reference-dsl.rst.txt new file mode 100644 index 000000000..3343eb5f0 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-dsl.rst.txt @@ -0,0 +1,90 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +DSL reference: overview +================================================================ + +Overview +---------------------------------------------------------------- + +Here's comparison of verbs and ``put``/``filter`` DSL expressions: + +Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats1 -a sum -f x -g a data/small + a=pan,x_sum=0.3467901443380824 + a=eks,x_sum=1.1400793586611044 + a=wye,x_sum=0.7778922255683036 + +* Verbs are coded in Go +* They run a bit faster +* They take fewer keystrokes +* There is less to learn +* Their customization is limited to each verb's options + +Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@x_sum[$a] += $x; end{emit @x_sum, "a"}' data/small + a=pan,x_sum=0.3467901443380824 + a=eks,x_sum=1.1400793586611044 + a=wye,x_sum=0.7778922255683036 + +* You get to write your own DSL expressions +* They run a bit slower +* They take more keystrokes +* There is more to learn +* They are highly customizable + +Please see :doc:`reference-verbs` for information on verbs other than ``put`` and ``filter``. + +The essential usages of ``mlr filter`` and ``mlr put`` are for record-selection and record-updating expressions, respectively. For example, given the following input data: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +you might retain only the records whose ``a`` field has value ``eks``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter '$a == "eks"' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + +or you might add a new field which is a function of existing fields: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$ab = $a . "_" . $b ' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,ab=pan_pan + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,ab=eks_pan + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,ab=wye_wye + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,ab=eks_wye + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,ab=wye_pan + +The two verbs ``mlr filter`` and ``mlr put`` are essentially the same. The only differences are: + +* Expressions sent to ``mlr filter`` must end with a boolean expression, which is the filtering criterion; + +* ``mlr filter`` expressions may not reference the ``filter`` keyword within them; and + +* ``mlr filter`` expressions may not use ``tee``, ``emit``, ``emitp``, or ``emitf``. + +All the rest is the same: in particular, you can define and invoke functions and subroutines to help produce the final boolean statement, and record fields may be assigned to in the statements preceding the final boolean statement. + +There are more details and more choices, of course, as detailed in the following sections. + diff --git a/docs6b/docs/_build/html/_sources/reference-main-arithmetic.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-arithmetic.rst.txt new file mode 100644 index 000000000..fe536c0de --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-arithmetic.rst.txt @@ -0,0 +1,50 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: arithmetic +================================================================ + +Input scanning +---------------------------------------------------------------- + +Numbers in Miller are double-precision float or 64-bit signed integers. Anything scannable as int, e.g ``123`` or ``0xabcd``, is treated as an integer; otherwise, input scannable as float (``4.56`` or ``8e9``) is treated as float; everything else is a string. + +If you want all numbers to be treated as floats, then you may use ``float()`` in your filter/put expressions (e.g. replacing ``$c = $a * $b`` with ``$c = float($a) * float($b)``) -- or, more simply, use ``mlr filter -F`` and ``mlr put -F`` which forces all numeric input, whether from expression literals or field values, to float. Likewise ``mlr stats1 -F`` and ``mlr step -F`` force integerable accumulators (such as ``count``) to be done in floating-point. + +Conversion by math routines +---------------------------------------------------------------- + +For most math functions, integers are cast to float on input, and produce float output: e.g. ``exp(0) = 1.0`` rather than ``1``. The following, however, produce integer output if their inputs are integers: ``+`` ``-`` ``*`` ``/`` ``//`` ``%`` ``abs`` ``ceil`` ``floor`` ``max`` ``min`` ``round`` ``roundm`` ``sgn``. As well, ``stats1 -a min``, ``stats1 -a max``, ``stats1 -a sum``, ``step -a delta``, and ``step -a rsum`` produce integer output if their inputs are integers. + +Conversion by arithmetic operators +---------------------------------------------------------------- + +The sum, difference, and product of integers is again integer, except for when that would overflow a 64-bit integer at which point Miller converts the result to float. + +The short of it is that Miller does this transparently for you so you needn't think about it. + +Implementation details of this, for the interested: integer adds and subtracts overflow by at most one bit so it suffices to check sign-changes. Thus, Miller allows you to add and subtract arbitrary 64-bit signed integers, converting only to float precisely when the result is less than -2\ :sup:`63` or greater than 2\ :sup:`63`\ -1. Multiplies, on the other hand, can overflow by a word size and a sign-change technique does not suffice to detect overflow. Instead Miller tests whether the floating-point product exceeds the representable integer range. Now, 64-bit integers have 64-bit precision while IEEE-doubles have only 52-bit mantissas -- so, there are 53 bits including implicit leading one. The following experiment explicitly demonstrates the resolution at this range: + +.. code-block:: none + + 64-bit integer 64-bit integer Casted to double Back to 64-bit + in hex in decimal integer + 0x7ffffffffffff9ff 9223372036854774271 9223372036854773760.000000 0x7ffffffffffff800 + 0x7ffffffffffffa00 9223372036854774272 9223372036854773760.000000 0x7ffffffffffff800 + 0x7ffffffffffffbff 9223372036854774783 9223372036854774784.000000 0x7ffffffffffffc00 + 0x7ffffffffffffc00 9223372036854774784 9223372036854774784.000000 0x7ffffffffffffc00 + 0x7ffffffffffffdff 9223372036854775295 9223372036854774784.000000 0x7ffffffffffffc00 + 0x7ffffffffffffe00 9223372036854775296 9223372036854775808.000000 0x8000000000000000 + 0x7ffffffffffffffe 9223372036854775806 9223372036854775808.000000 0x8000000000000000 + 0x7fffffffffffffff 9223372036854775807 9223372036854775808.000000 0x8000000000000000 + +That is, one cannot check an integer product to see if it is precisely greater than 2\ :sup:`63`\ -1 or less than -2\ :sup:`63` using either integer arithmetic (it may have already overflowed) or using double-precision (due to granularity). Instead Miller checks for overflow in 64-bit integer multiplication by seeing whether the absolute value of the double-precision product exceeds the largest representable IEEE double less than 2\ :sup:`63`, which we see from the listing above is 9223372036854774784. (An alternative would be to do all integer multiplies using handcrafted multi-word 128-bit arithmetic. This approach is not taken.) + +Pythonic division +---------------------------------------------------------------- + +Division and remainder are `pythonic `_: + +* Quotient of integers is floating-point: ``7/2`` is ``3.5``. +* Integer division is done with ``//``: ``7//2`` is ``3``. This rounds toward the negative. +* Remainders are non-negative. diff --git a/docs6b/docs/_build/html/_sources/reference-main-auxiliary-commands.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-auxiliary-commands.rst.txt new file mode 100644 index 000000000..b316aefc8 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-auxiliary-commands.rst.txt @@ -0,0 +1,119 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: auxiliary commands +================================================================ + +There are a few nearly-standalone programs which have nothing to do with the rest of Miller, do not participate in record streams, and do not deal with file formats. They might as well be little standalone executables but they're delivered within the main Miller executable for convenience. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr aux-list + Available subcommands: + aux-list + hex + lecat + termcvt + unhex + help + regtest + repl + For more information, please invoke mlr {subcommand} --help. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr lecat --help + Usage: mlr lecat [options] {zero or more file names} + Simply echoes input, but flags CR characters in red and LF characters in green. + If zero file names are supplied, standard input is read. + Options: + --mono: don't try to colorize the output + -h or --help: print this message + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr termcvt --help + Usage: mlr termcvt [option] {zero or more file names} + Option (exactly one is required): + --cr2crlf + --lf2crlf + --crlf2cr + --crlf2lf + --cr2lf + --lf2cr + -I in-place processing (default is to write to stdout) + -h or --help: print this message + Zero file names means read from standard input. + Output is always to standard output; files are not written in-place. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr hex --help + Usage: mlr hex [options] {zero or more file names} + Simple hex-dump. + If zero file names are supplied, standard input is read. + Options: + -r: print only raw hex without leading offset indicators or trailing ASCII dump. + -h or --help: print this message + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr unhex --help + Usage: mlr unhex [option] {zero or more file names} + Options: + -h or --help: print this message + Zero file names means read from standard input. + Output is always to standard output; files are not written in-place. + +Examples: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'Hello, world!' | mlr lecat --mono + Hello, world![LF] + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'Hello, world!' | mlr termcvt --lf2crlf | mlr lecat --mono + Hello, world![CR][LF] + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr hex data/budget.csv + 00000000: 23 20 41 73 61 6e 61 20 2d 2d 20 68 65 72 65 20 |# Asana -- here | + 00000010: 61 72 65 20 74 68 65 20 62 75 64 67 65 74 20 66 |are the budget f| + 00000020: 69 67 75 72 65 73 20 79 6f 75 20 61 73 6b 65 64 |igures you asked| + 00000030: 20 66 6f 72 21 0a 74 79 70 65 2c 71 75 61 6e 74 | for!.type,quant| + 00000040: 69 74 79 0a 70 75 72 70 6c 65 2c 34 35 36 2e 37 |ity.purple,456.7| + 00000050: 38 0a 67 72 65 65 6e 2c 36 37 38 2e 31 32 0a 6f |8.green,678.12.o| + 00000060: 72 61 6e 67 65 2c 31 32 33 2e 34 35 0a |range,123.45.| + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr hex -r data/budget.csv + 23 20 41 73 61 6e 61 20 2d 2d 20 68 65 72 65 20 + 61 72 65 20 74 68 65 20 62 75 64 67 65 74 20 66 + 69 67 75 72 65 73 20 79 6f 75 20 61 73 6b 65 64 + 20 66 6f 72 21 0a 74 79 70 65 2c 71 75 61 6e 74 + 69 74 79 0a 70 75 72 70 6c 65 2c 34 35 36 2e 37 + 38 0a 67 72 65 65 6e 2c 36 37 38 2e 31 32 0a 6f + 72 61 6e 67 65 2c 31 32 33 2e 34 35 0a + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr hex -r data/budget.csv | sed 's/20/2a/g' | mlr unhex + #*Asana*--*here*are*the*budget*figures*you*asked*for! + type,quantity + purple,456.78 + green,678.12 + orange,123.45 diff --git a/docs6b/docs/_build/html/_sources/reference-main-data-types.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-data-types.rst.txt new file mode 100644 index 000000000..02ef18864 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-data-types.rst.txt @@ -0,0 +1,49 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: data types +================================================================ + +Miller's input and output are all string-oriented: there is (as of August 2015 anyway) no support for binary record packing. In this sense, everything is a string in and out of Miller. During processing, field names are always strings, even if they have names like "3"; field values are usually strings. Field values' ability to be interpreted as a non-string type only has meaning when comparison or function operations are done on them. And it is an error condition if Miller encounters non-numeric (or otherwise mistyped) data in a field in which it has been asked to do numeric (or otherwise type-specific) operations. + +Field values are treated as numeric for the following: + +* Numeric sort: ``mlr sort -n``, ``mlr sort -nr``. +* Statistics: ``mlr histogram``, ``mlr stats1``, ``mlr stats2``. +* Cross-record arithmetic: ``mlr step``. + +For ``mlr put`` and ``mlr filter``: + +* Miller's types for function processing are **empty-null** (empty string), **absent-null** (reads of unset right-hand sides, or fall-through non-explicit return values from user-defined functions), **error**, **string**, **float** (double-precision), **int** (64-bit signed), and **boolean**. + +* On input, string values representable as numbers, e.g. "3" or "3.1", are treated as int or float, respectively. If a record has ``x=1,y=2`` then ``mlr put '$z=$x+$y'`` will produce ``x=1,y=2,z=3``, and ``mlr put '$z=$x.$y'`` does not give an error simply because the dot operator has been generalized to stringify non-strings. To coerce back to string for processing, use the ``string`` function: ``mlr put '$z=string($x).string($y)'`` will produce ``x=1,y=2,z=12``. + +* On input, string values representable as boolean (e.g. ``"true"``, ``"false"``) are *not* automatically treated as boolean. (This is because ``"true"`` and ``"false"`` are ordinary words, and auto string-to-boolean on a column consisting of words would result in some strings mixed with some booleans.) Use the ``boolean`` function to coerce: e.g. giving the record ``x=1,y=2,w=false`` to ``mlr put '$z=($x<$y) || boolean($w)'``. + +* Functions take types as described in ``mlr --help-all-functions``: for example, ``log10`` takes float input and produces float output, ``gmt2sec`` maps string to int, and ``sec2gmt`` maps int to string. + +* All math functions described in ``mlr --help-all-functions`` take integer as well as float input. + +String literals +---------------------------------------------------------------- + +You can use the following backslash escapes for strings such as between the double quotes in contexts such as ``mlr filter '$name =~ "..."'``, ``mlr put '$name = $othername . "..."'``, ``mlr put '$name = sub($name, "...", "...")``, etc.: + +* ``\a``: ASCII code 0x07 (alarm/bell) +* ``\b``: ASCII code 0x08 (backspace) +* ``\f``: ASCII code 0x0c (formfeed) +* ``\n``: ASCII code 0x0a (LF/linefeed/newline) +* ``\r``: ASCII code 0x0d (CR/carriage return) +* ``\t``: ASCII code 0x09 (tab) +* ``\v``: ASCII code 0x0b (vertical tab) +* ``\\``: backslash +* ``\"``: double quote +* ``\123``: Octal 123, etc. for ``\000`` up to ``\377`` +* ``\x7f``: Hexadecimal 7f, etc. for ``\x00`` up to ``\xff`` + +See also https://en.wikipedia.org/wiki/Escape_sequences_in_C. + +These replacements apply only to strings you key in for the DSL expressions for ``filter`` and ``put``: that is, if you type ``\t`` in a string literal for a ``filter``/``put`` expression, it will be turned into a tab character. If you want a backslash followed by a ``t``, then please type ``\\t``. + +However, these replacements are not done automatically within your data stream. If you wish to make these replacements, you can do, for example, for a field named ``field``, ``mlr put '$field = gsub($field, "\\t", "\t")'``. If you need to make such a replacement for all fields in your data, you should probably simply use the system ``sed`` command. + diff --git a/docs6b/docs/_build/html/_sources/reference-main-env-vars.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-env-vars.rst.txt new file mode 100644 index 000000000..a658cb097 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-env-vars.rst.txt @@ -0,0 +1,12 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: Miller environment variables +================================================================ + +The following environment variables affect how Miller works: + +* ``MLRRC``: see :doc:`customization` +* ``MLR_NO_COLOR``, ``MLR_ALWAYS_COLOR``, ``MLR_KEY_COLOR``, ``MLR_VALUE_COLOR``, ``MLR_PASS_COLOR``, ``MLR_FAIL_COLOR``, ``MLR_REPL_PS1_COLOR``, ``MLR_REPL_PS2_COLOR``, ``MLR_HELP_COLOR``, ``TERM``, * ``MSYSTEM``: see :doc:`output-colorization` +* ``MLR_REPL_PS1``, ``MLR_REPL_PS2``: see :doc:`repl` + diff --git a/docs6b/docs/_build/html/_sources/reference-main-io-options.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-io-options.rst.txt new file mode 100644 index 000000000..c5d58d87b --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-io-options.rst.txt @@ -0,0 +1,156 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: I/O options +=========================== + +Formats +---------------------------------------------------------------- + +Options: + +.. code-block:: none + + --dkvp --idkvp --odkvp + --nidx --inidx --onidx + --csv --icsv --ocsv + --csvlite --icsvlite --ocsvlite + --pprint --ipprint --opprint --right + --xtab --ixtab --oxtab + --json --ijson --ojson + +These are as discussed in :doc:`file-formats`, with the exception of ``--right`` which makes pretty-printed output right-aligned: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --right 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 + +Additional notes: + +* Use ``--csv``, ``--pprint``, etc. when the input and output formats are the same. + +* Use ``--icsv --opprint``, etc. when you want format conversion as part of what Miller does to your data. + +* DKVP (key-value-pair) format is the default for input and output. So, ``--oxtab`` is the same as ``--idkvp --oxtab``. + +**Pro-tip:** Please use either **--format1**, or **--iformat1 --oformat2**. If you use **--format1 --oformat2** then what happens is that flags are set up for input *and* output for format1, some of which are overwritten for output in format2. For technical reasons, having ``--oformat2`` clobber all the output-related effects of ``--format1`` also removes some flexibility from the command-line interface. See also https://github.com/johnkerl/miller/issues/180 and https://github.com/johnkerl/miller/issues/199. + +In-place mode +---------------------------------------------------------------- + +Use the ``mlr -I`` flag to process files in-place. For example, ``mlr -I --csv cut -x -f unwanted_column_name mydata/*.csv`` will remove ``unwanted_column_name`` from all your ``*.csv`` files in your ``mydata/`` subdirectory. + +By default, Miller output goes to the screen (or you can redirect a file using ``>`` or to another process using ``|``). With ``-I``, for each file name on the command line, output is written to a temporary file in the same directory. Miller writes its output into that temp file, which is then renamed over the original. Then, processing continues on the next file. Each file is processed in isolation: if the output format is CSV, CSV headers will be present in each output file; statistics are only over each file's own records; and so on. + +Please see :ref:`10min-choices-for-printing-to-files` for examples. + +Compression +---------------------------------------------------------------- + +Options: + +.. code-block:: none + + --prepipe {command} + + +The prepipe command is anything which reads from standard input and produces data acceptable to Miller. Nominally this allows you to use whichever decompression utilities you have installed on your system, on a per-file basis. If the command has flags, quote them: e.g. ``mlr --prepipe 'zcat -cf'``. Examples: + +.. code-block:: none + + # These two produce the same output: + $ gunzip < myfile1.csv.gz | mlr cut -f hostname,uptime + $ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz + # With multiple input files you need --prepipe: + $ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz myfile2.csv.gz + $ mlr --prepipe gunzip --idkvp --oxtab cut -f hostname,uptime myfile1.dat.gz myfile2.dat.gz + +.. code-block:: none + + # Similar to the above, but with compressed output as well as input: + $ gunzip < myfile1.csv.gz | mlr cut -f hostname,uptime | gzip > outfile.csv.gz + $ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz | gzip > outfile.csv.gz + $ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz myfile2.csv.gz | gzip > outfile.csv.gz + +.. code-block:: none + + # Similar to the above, but with different compression tools for input and output: + $ gunzip < myfile1.csv.gz | mlr cut -f hostname,uptime | xz -z > outfile.csv.xz + $ xz -cd < myfile1.csv.xz | mlr cut -f hostname,uptime | gzip > outfile.csv.xz + $ mlr --prepipe 'xz -cd' cut -f hostname,uptime myfile1.csv.xz myfile2.csv.xz | xz -z > outfile.csv.xz + +.. _reference-separators: + +Record/field/pair separators +---------------------------------------------------------------- + +Miller has record separators ``IRS`` and ``ORS``, field separators ``IFS`` and ``OFS``, and pair separators ``IPS`` and ``OPS``. For example, in the DKVP line ``a=1,b=2,c=3``, the record separator is newline, field separator is comma, and pair separator is the equals sign. These are the default values. + +Options: + +.. code-block:: none + + --rs --irs --ors + --fs --ifs --ofs --repifs + --ps --ips --ops + +* You can change a separator from input to output via e.g. ``--ifs = --ofs :``. Or, you can specify that the same separator is to be used for input and output via e.g. ``--fs :``. + +* The pair separator is only relevant to DKVP format. + +* Pretty-print and xtab formats ignore the separator arguments altogether. + +* The ``--repifs`` means that multiple successive occurrences of the field separator count as one. For example, in CSV data we often signify nulls by empty strings, e.g. ``2,9,,,,,6,5,4``. On the other hand, if the field separator is a space, it might be more natural to parse ``2 4 5`` the same as ``2 4 5``: ``--repifs --ifs ' '`` lets this happen. In fact, the ``--ipprint`` option above is internally implemented in terms of ``--repifs``. + +* Just write out the desired separator, e.g. ``--ofs '|'``. But you may use the symbolic names ``newline``, ``space``, ``tab``, ``pipe``, or ``semicolon`` if you like. + +Number formatting +---------------------------------------------------------------- + +The command-line option ``--ofmt {format string}`` is the global number format for commands which generate numeric output, e.g. ``stats1``, ``stats2``, ``histogram``, and ``step``, as well as ``mlr put``. Examples: + +.. code-block:: none + + --ofmt %.9le --ofmt %.6lf --ofmt %.0lf + +These are just familiar ``printf`` formats applied to double-precision numbers. Please don't use ``%s`` or ``%d``. Additionally, if you use leading width (e.g. ``%18.12lf``) then the output will contain embedded whitespace, which may not be what you want if you pipe the output to something else, particularly CSV. I use Miller's pretty-print format (``mlr --opprint``) to column-align numerical data. + +To apply formatting to a single field, overriding the global ``ofmt``, use ``fmtnum`` function within ``mlr put``. For example: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=3.1,y=4.3' | mlr put '$z=fmtnum($x*$y,"%08lf")' + x=3.1,y=4.3,z=%!l(float64=00013.33)f + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=0xffff,y=0xff' | mlr put '$z=fmtnum(int($x*$y),"%08llx")' + x=0xffff,y=0xff,z=%!l(int=16711425)lx + +Input conversion from hexadecimal is done automatically on fields handled by ``mlr put`` and ``mlr filter`` as long as the field value begins with "0x". To apply output conversion to hexadecimal on a single column, you may use ``fmtnum``, or the keystroke-saving ``hexfmt`` function. Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=0xffff,y=0xff' | mlr put '$z=hexfmt($x*$y)' + x=0xffff,y=0xff,z=0xfeff01 diff --git a/docs6b/docs/_build/html/_sources/reference-main-null-data.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-null-data.rst.txt new file mode 100644 index 000000000..5afd1068a --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-null-data.rst.txt @@ -0,0 +1,148 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: null data +================================================================ + +One of Miller's key features is its support for **heterogeneous** data. For example, take ``mlr sort``: if you try to sort on field ``hostname`` when not all records in the data stream *have* a field named ``hostname``, it is not an error (although you could pre-filter the data stream using ``mlr having-fields --at-least hostname then sort ...``). Rather, records lacking one or more sort keys are simply output contiguously by ``mlr sort``. + +Miller has two kinds of null data: + +* **Empty (key present, value empty)**: a field name is present in a record (or in an out-of-stream variable) with empty value: e.g. ``x=,y=2`` in the data input stream, or assignment ``$x=""`` or ``@x=""`` in ``mlr put``. + +* **Absent (key not present)**: a field name is not present, e.g. input record is ``x=1,y=2`` and a ``put`` or ``filter`` expression refers to ``$z``. Or, reading an out-of-stream variable which hasn't been assigned a value yet, e.g. ``mlr put -q '@sum += $x; end{emit @sum}'`` or ``mlr put -q '@sum[$a][$b] += $x; end{emit @sum, "a", "b"}'``. + +You can test these programatically using the functions ``is_empty``/``is_not_empty``, ``is_absent``/``is_present``, and ``is_null``/``is_not_null``. For the last pair, note that null means either empty or absent. + +Rules for null-handling: + +* Records with one or more empty sort-field values sort after records with all sort-field values present: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat data/sort-null.dat + a=3,b=2 + a=1,b=8 + a=,b=4 + x=9,b=10 + a=5,b=7 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort -n a data/sort-null.dat + a=1,b=8 + a=3,b=2 + a=5,b=7 + a=,b=4 + x=9,b=10 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort -nr a data/sort-null.dat + a=,b=4 + a=5,b=7 + a=3,b=2 + a=1,b=8 + x=9,b=10 + +* Functions/operators which have one or more *empty* arguments produce empty output: e.g. + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=2,y=3' | mlr put '$a=$x+$y' + x=2,y=3,a=5 + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=,y=3' | mlr put '$a=$x+$y' + x=,y=3,a= + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=,y=3' | mlr put '$a=log($x);$b=log($y)' + x=,y=3,a=,b=1.0986122886681096 + +with the exception that the ``min`` and ``max`` functions are special: if one argument is non-null, it wins: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=,y=3' | mlr put '$a=min($x,$y);$b=max($x,$y)' + x=,y=3,a=3,b= + +* Functions of *absent* variables (e.g. ``mlr put '$y = log10($nonesuch)'``) evaluate to absent, and arithmetic/bitwise/boolean operators with both operands being absent evaluate to absent. Arithmetic operators with one absent operand return the other operand. More specifically, absent values act like zero for addition/subtraction, and one for multiplication: Furthermore, **any expression which evaluates to absent is not stored in the left-hand side of an assignment statement**: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=2,y=3' | mlr put '$a=$u+$v; $b=$u+$y; $c=$x+$y' + x=2,y=3,b=3,c=5 + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x=2,y=3' | mlr put '$a=min($x,$v);$b=max($u,$y);$c=min($u,$v)' + x=2,y=3,a=2,b=3 + +* Likewise, for assignment to maps, **absent-valued keys or values result in a skipped assignment**. + +The reasoning is as follows: + +* Empty values are explicit in the data so they should explicitly affect accumulations: ``mlr put '@sum += $x'`` should accumulate numeric ``x`` values into the sum but an empty ``x``, when encountered in the input data stream, should make the sum non-numeric. To work around this you can use the ``is_not_null`` function as follows: ``mlr put 'is_not_null($x) { @sum += $x }'`` + +* Absent stream-record values should not break accumulations, since Miller by design handles heterogenous data: the running ``@sum`` in ``mlr put '@sum += $x'`` should not be invalidated for records which have no ``x``. + +* Absent out-of-stream-variable values are precisely what allow you to write ``mlr put '@sum += $x'``. Otherwise you would have to write ``mlr put 'begin{@sum = 0}; @sum += $x'`` -- which is tolerable -- but for ``mlr put 'begin{...}; @sum[$a][$b] += $x'`` you'd have to pre-initialize ``@sum`` for all values of ``$a`` and ``$b`` in your input data stream, which is intolerable. + +* The penalty for the absent feature is that misspelled variables can be hard to find: e.g. in ``mlr put 'begin{@sumx = 10}; ...; update @sumx somehow per-record; ...; end {@something = @sum * 2}'`` the accumulator is spelt ``@sumx`` in the begin-block but ``@sum`` in the end-block, where since it is absent, ``@sum*2`` evaluates to 2. See also the section on :doc:`reference-dsl-errors`. + +Since absent plus absent is absent (and likewise for other operators), accumulations such as ``@sum += $x`` work correctly on heterogenous data, as do within-record formulas if both operands are absent. If one operand is present, you may get behavior you don't desire. To work around this -- namely, to set an output field only for records which have all the inputs present -- you can use a pattern-action block with ``is_present``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat data/het.dkvp + resource=/path/to/file,loadsec=0.45,ok=true + record_count=100,resource=/path/to/file + resource=/path/to/second/file,loadsec=0.32,ok=true + record_count=150,resource=/path/to/second/file + resource=/some/other/path,loadsec=0.97,ok=false + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put 'is_present($loadsec) { $loadmillis = $loadsec * 1000 }' data/het.dkvp + resource=/path/to/file,loadsec=0.45,ok=true,loadmillis=450 + record_count=100,resource=/path/to/file + resource=/path/to/second/file,loadsec=0.32,ok=true,loadmillis=320 + record_count=150,resource=/path/to/second/file + resource=/some/other/path,loadsec=0.97,ok=false,loadmillis=970 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$loadmillis = (is_present($loadsec) ? $loadsec : 0.0) * 1000' data/het.dkvp + resource=/path/to/file,loadsec=0.45,ok=true,loadmillis=450 + record_count=100,resource=/path/to/file,loadmillis=0 + resource=/path/to/second/file,loadsec=0.32,ok=true,loadmillis=320 + record_count=150,resource=/path/to/second/file,loadmillis=0 + resource=/some/other/path,loadsec=0.97,ok=false,loadmillis=970 + +If you're interested in a formal description of how empty and absent fields participate in arithmetic, here's a table for plus (other arithmetic/boolean/bitwise operators are similar): + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr help type-arithmetic-info + (+) | 1 2.5 (absent) (error) + ------ + ------ ------ ------ ------ + 1 | 2 3.5 1 (error) + 2.5 | 3.5 5 2.5 (error) + (absent) | 1 2.5 (absent) (error) + (error) | (error) (error) (error) (error) diff --git a/docs6b/docs/_build/html/_sources/reference-main-online-help.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-online-help.rst.txt new file mode 100644 index 000000000..ad006fe51 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-online-help.rst.txt @@ -0,0 +1,43 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: online help +================================================================ + +TODO: expand this section + +Examples: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --help + Usage: mlr [I/O options] {verb} [verb-dependent options ...] {zero or more file names} + Output of one verb may be chained as input to another using "then", e.g. + mlr stats1 -a min,mean,max -f flag,u,v -g color then sort -f color + Please see 'mlr help topics' for more information. + Please also see https://johnkerl.org/miller6 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort --help + Usage: mlr sort {flags} + Sorts records primarily by the first specified field, secondarily by the second + field, and so on. (Any records not having all specified sort keys will appear + at the end of the output, in the order they were encountered, regardless of the + specified sort order.) The sort is stable: records that compare equal will sort + in the order they were encountered in the input record stream. + + Options: + -f {comma-separated field names} Lexical ascending + -n {comma-separated field names} Numerical ascending; nulls sort last + -nf {comma-separated field names} Same as -n + -r {comma-separated field names} Lexical descending + -nr {comma-separated field names} Numerical descending; nulls sort first + -h|--help Show this message. + + Example: + mlr sort -f a,b -nr x,y,z + which is the same as: + mlr sort -f a -f b -nr x -nr y -nr z diff --git a/docs6b/docs/_build/html/_sources/reference-main-overview.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-overview.rst.txt new file mode 100644 index 000000000..4573d1cf5 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-overview.rst.txt @@ -0,0 +1,78 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: Miller commands +=============================== + +Overview +---------------------------------------------------------------- + +The outline of an invocation of Miller is + +* ``mlr`` +* Options controlling input/output formatting, etc. (:doc:`reference-main-io-options`). +* One or more verbs (such as ``cut``, ``sort``, etc.) (:doc:`reference-verbs`) -- chained together using ``then`` (:doc:`reference-main-then-chaining`). You use these to transform your data. +* Zero or more filenames, with input taken from standard input if there are no filenames present. + +For example, reading from a file: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint head -n 2 then sort -f shape example.csv + color shape flag index quantity rate + red square true 15 79.2778 0.0130 + yellow triangle true 11 43.6498 9.8870 + +Reading from standard input: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat example.csv | mlr --icsv --opprint head -n 2 then sort -f shape + color shape flag index quantity rate + red square true 15 79.2778 0.0130 + yellow triangle true 11 43.6498 9.8870 + +The rest of this reference section gives you full information on each of these parts of the command line. + +Verbs vs DSL +---------------------------------------------------------------- + +When you type ``mlr {something} myfile.dat``, the ``{something}`` part is called a **verb**. It specifies how you want to transform your data. Most of the verbs are counterparts of built-in system tools like ``cut`` and ``sort`` -- but with file-format awareness, and giving you the ability to refer to fields by name. + +The verbs ``put`` and ``filter`` are special in that they have a rich expression language (domain-specific language, or "DSL"). More information about them can be found at :doc:`reference-dsl`. + +Here's a comparison of verbs and ``put``/``filter`` DSL expressions: + +Example of using a verb for data processing: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats1 -a sum -f x -g a data/small + a=pan,x_sum=0.3467901443380824 + a=eks,x_sum=1.1400793586611044 + a=wye,x_sum=0.7778922255683036 + +* Verbs are coded in Go +* They run a bit faster +* They take fewer keystrokes +* There's less to learn +* Their customization is limited to each verb's options + +Example of doing the same thing using a DSL expression: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put -q '@x_sum[$a] += $x; end{emit @x_sum, "a"}' data/small + a=pan,x_sum=0.3467901443380824 + a=eks,x_sum=1.1400793586611044 + a=wye,x_sum=0.7778922255683036 + +* You get to write your own expressions in Miller's programming language +* They run a bit slower +* They take more keystrokes +* There's more to learn +* They're highly customizable diff --git a/docs6b/docs/_build/html/_sources/reference-main-regular-expressions.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-regular-expressions.rst.txt new file mode 100644 index 000000000..630a652b5 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-regular-expressions.rst.txt @@ -0,0 +1,83 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: regular expressions +================================================================ + +Miller lets you use regular expressions (of type POSIX.2) in the following contexts: + +* In ``mlr filter`` with ``=~`` or ``!=~``, e.g. ``mlr filter '$url =~ "http.*com"'`` + +* In ``mlr put`` with ``sub`` or ``gsub``, e.g. ``mlr put '$url = sub($url, "http.*com", "")'`` + +* In ``mlr having-fields``, e.g. ``mlr having-fields --any-matching '^sda[0-9]'`` + +* In ``mlr cut``, e.g. ``mlr cut -r -f '^status$,^sda[0-9]'`` + +* In ``mlr rename``, e.g. ``mlr rename -r '^(sda[0-9]).*$,dev/\1'`` + +* In ``mlr grep``, e.g. ``mlr --csv grep 00188555487 myfiles*.csv`` + +Points demonstrated by the above examples: + +* There are no implicit start-of-string or end-of-string anchors; please use ``^`` and/or ``$`` explicitly. + +* Miller regexes are wrapped with double quotes rather than slashes. + +* The ``i`` after the ending double quote indicates a case-insensitive regex. + +* Capture groups are wrapped with ``(...)`` rather than ``\(...\)``; use ``\(`` and ``\)`` to match against parentheses. + +For ``filter`` and ``put``, if the regular expression is a string literal (the normal case), it is precompiled at process start and reused thereafter, which is efficient. If the regular expression is a more complex expression, including string concatenation using ``.``, or a column name (in which case you can take regular expressions from input data!), then regexes are compiled on each record which works but is less efficient. As well, in this case there is no way to specify case-insensitive matching. + +Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/regex-in-data.dat + name=jane,regex=^j.*e$ + name=bill,regex=^b[ou]ll$ + name=bull,regex=^b[ou]ll$ + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter '$name =~ $regex' data/regex-in-data.dat + name=jane,regex=^j.*e$ + name=bull,regex=^b[ou]ll$ + +Regex captures +---------------------------------------------------------------- + +Regex captures of the form ``\0`` through ``\9`` are supported as + +* Captures have in-function context for ``sub`` and ``gsub``. For example, the first ``\1,\2`` pair belong to the first ``sub`` and the second ``\1,\2`` pair belong to the second ``sub``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$b = sub($a, "(..)_(...)", "\2-\1"); $c = sub($a, "(..)_(.)(..)", ":\1:\2:\3")' + +* Captures endure for the entirety of a ``put`` for the ``=~`` and ``!=~`` operators. For example, here the ``\1,\2`` are set by the ``=~`` operator and are used by both subsequent assignment statements: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$a =~ "(..)_(....); $b = "left_\1"; $c = "right_\2"' + +* The captures are not retained across multiple puts. For example, here the ``\1,\2`` won't be expanded from the regex capture: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$a =~ "(..)_(....)' then {... something else ...} then put '$b = "left_\1"; $c = "right_\2"' + +* Captures are ignored in ``filter`` for the ``=~`` and ``!=~`` operators. For example, there is no mechanism provided to refer to the first ``(..)`` as ``\1`` or to the second ``(....)`` as ``\2`` in the following filter statement: + +.. code-block:: none + + mlr filter '$a =~ "(..)_(....)' + +* Up to nine matches are supported: ``\1`` through ``\9``, while ``\0`` is the entire match string; ``\15`` is treated as ``\1`` followed by an unrelated ``5``. + diff --git a/docs6b/docs/_build/html/_sources/reference-main-then-chaining.rst.txt b/docs6b/docs/_build/html/_sources/reference-main-then-chaining.rst.txt new file mode 100644 index 000000000..a673b1ed9 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-main-then-chaining.rst.txt @@ -0,0 +1,46 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: then-chaining +================================================================ + +In accord with the `Unix philosophy `_, you can pipe data into or out of Miller. For example: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cut --complement -f os_version *.dat | mlr sort -f hostname,uptime + +You can, if you like, instead simply chain commands together using the ``then`` keyword: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cut --complement -f os_version then sort -f hostname,uptime *.dat + +(You can precede the very first verb with ``then``, if you like, for symmetry.) + +Here's a performance comparison: + +.. code-block:: none + + % 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 + +There are two reasons to use then-chaining: one is for performance, although I don't expect this to be a win in all cases. Using then-chaining avoids redundant string-parsing and string-formatting at each pipeline step: instead input records are parsed once, they are fed through each pipeline stage in memory, and then output records are formatted once. On the other hand, Miller is single-threaded, while modern systems are usually multi-processor, and when streaming-data programs operate through pipes, each one can use a CPU. Rest assured you get the same results either way. + +The other reason to use then-chaining is for simplicity: you don't have re-type formatting flags (e.g. ``--csv --fs tab``) at every pipeline stage. diff --git a/docs6b/docs/_build/html/_sources/reference-verbs.rst.txt b/docs6b/docs/_build/html/_sources/reference-verbs.rst.txt new file mode 100644 index 000000000..15b7f2bb2 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference-verbs.rst.txt @@ -0,0 +1,3678 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Reference: list of verbs +================================================================ + +Overview +---------------------------------------------------------------- + +Whereas the Unix toolkit is made of the separate executables ``cat``, ``tail``, ``cut``, +``sort``, etc., Miller has subcommands, or **verbs**, invoked as follows: + +.. code-block:: none + + mlr tac *.dat + mlr cut --complement -f os_version *.dat + mlr sort -f hostname,uptime *.dat + +These fall into categories as follows: + +* Analogs of their Unix-toolkit namesakes, discussed below as well as in :doc:`feature-comparison`: :ref:`reference-verbs-cat`, :ref:`reference-verbs-cut`, :ref:`reference-verbs-grep`, :ref:`reference-verbs-head`, :ref:`reference-verbs-join`, :ref:`reference-verbs-sort`, :ref:`reference-verbs-tac`, :ref:`reference-verbs-tail`, :ref:`reference-verbs-top`, :ref:`reference-verbs-uniq`. + +* ``awk``-like functionality: :ref:`reference-verbs-filter`, :ref:`reference-verbs-put`, :ref:`reference-verbs-sec2gmt`, :ref:`reference-verbs-sec2gmtdate`, :ref:`reference-verbs-step`, :ref:`reference-verbs-tee`. + +* Statistically oriented: :ref:`reference-verbs-bar`, :ref:`reference-verbs-bootstrap`, :ref:`reference-verbs-decimate`, :ref:`reference-verbs-histogram`, :ref:`reference-verbs-least-frequent`, :ref:`reference-verbs-most-frequent`, :ref:`reference-verbs-sample`, :ref:`reference-verbs-shuffle`, :ref:`reference-verbs-stats1`, :ref:`reference-verbs-stats2`. + +* Particularly oriented toward :doc:`record-heterogeneity`, although all Miller commands can handle heterogeneous records: :ref:`reference-verbs-group-by`, :ref:`reference-verbs-group-like`, :ref:`reference-verbs-having-fields`. + +* These draw from other sources (see also :doc:`originality`): :ref:`reference-verbs-count-distinct` is SQL-ish, and :ref:`reference-verbs-rename` can be done by ``sed`` (which does it faster: see :doc:`performance`. Verbs: :ref:`reference-verbs-check`, :ref:`reference-verbs-count-distinct`, :ref:`reference-verbs-label`, :ref:`reference-verbs-merge-fields`, :ref:`reference-verbs-nest`, :ref:`reference-verbs-nothing`, :ref:`reference-verbs-regularize`, :ref:`reference-verbs-rename`, :ref:`reference-verbs-reorder`, :ref:`reference-verbs-reshape`, :ref:`reference-verbs-seqgen`. + +.. _reference-verbs-altkv: + +altkv +---------------------------------------------------------------- + +Map list of values to alternating key/value pairs. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr altkv -h + Usage: mlr altkv [options] + Given fields with values of the form a,b,c,d,e,f emits a=b,c=d,e=f pairs. + Options: + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'a,b,c,d,e,f' | mlr altkv + a=b,c=d,e=f + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'a,b,c,d,e,f,g' | mlr altkv + a=b,c=d,e=f,4=g + +.. _reference-verbs-bar: + +bar +---------------------------------------------------------------- + +Cheesy bar-charting. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr bar -h + Usage: mlr bar [options] + Replaces a numeric field with a number of asterisks, allowing for cheesy + bar plots. These align best with --opprint or --oxtab output format. + Options: + -f {a,b,c} Field names to convert to bars. + --lo {lo} Lower-limit value for min-width bar: default '0.000000'. + --hi {hi} Upper-limit value for max-width bar: default '100.000000'. + -w {n} Bar-field width: default '40'. + --auto Automatically computes limits, ignoring --lo and --hi. + Holds all records in memory before producing any output. + -c {character} Fill character: default '*'. + -x {character} Out-of-bounds character: default '#'. + -b {character} Blank character: default '.'. + Nominally the fill, out-of-bounds, and blank characters will be strings of length 1. + However you can make them all longer if you so desire. + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint bar --lo 0 --hi 1 -f x,y data/small + a b i x y + pan pan 1 *************........................... *****************************........... + eks pan 2 ******************************.......... ********************.................... + wye wye 3 ********................................ *************........................... + eks wye 4 ***************......................... *****................................... + wye pan 5 **********************.................. **********************************...... + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint bar --lo 0.4 --hi 0.6 -f x,y data/small + a b i x y + pan pan 1 #....................................... ***************************************# + eks pan 2 ***************************************# ************************................ + wye wye 3 #....................................... #....................................... + eks wye 4 #....................................... #....................................... + wye pan 5 **********************************...... ***************************************# + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint bar --auto -f x,y data/small + a b i x y + pan pan 1 [0.20460330576630303]**********..............................[0.7586799647899636] [0.13418874328430463]********************************........[0.8636244699032729] + eks pan 2 [0.20460330576630303]***************************************#[0.7586799647899636] [0.13418874328430463]*********************...................[0.8636244699032729] + wye wye 3 [0.20460330576630303]#.......................................[0.7586799647899636] [0.13418874328430463]***********.............................[0.8636244699032729] + eks wye 4 [0.20460330576630303]************............................[0.7586799647899636] [0.13418874328430463]#.......................................[0.8636244699032729] + wye pan 5 [0.20460330576630303]**************************..............[0.7586799647899636] [0.13418874328430463]***************************************#[0.8636244699032729] + +.. _reference-verbs-bootstrap: + +bootstrap +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr bootstrap --help + Usage: mlr bootstrap [options] + Emits an n-sample, with replacement, of the input records. + See also mlr sample and mlr shuffle. + Options: + -n Number of samples to output. Defaults to number of input records. + Must be non-negative. + -h|--help Show this message. + +The canonical use for bootstrap sampling is to put error bars on statistical quantities, such as mean. For example: + +.. + hard-coded, not live-code, since random sampling would generate different data on each doc run + which would needlessly complicate git diff + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a mean,count -f u -g color data/colored-shapes.dkvp + color u_mean u_count + yellow 0.497129 1413 + red 0.492560 4641 + purple 0.494005 1142 + green 0.504861 1109 + blue 0.517717 1470 + orange 0.490532 303 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint bootstrap then stats1 -a mean,count -f u -g color data/colored-shapes.dkvp + color u_mean u_count + yellow 0.500651 1380 + purple 0.501556 1111 + green 0.503272 1068 + red 0.493895 4702 + blue 0.512529 1496 + orange 0.521030 321 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint bootstrap then stats1 -a mean,count -f u -g color data/colored-shapes.dkvp + color u_mean u_count + yellow 0.498046 1485 + blue 0.513576 1417 + red 0.492870 4595 + orange 0.507697 307 + green 0.496803 1075 + purple 0.486337 1199 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint bootstrap then stats1 -a mean,count -f u -g color data/colored-shapes.dkvp + color u_mean u_count + blue 0.522921 1447 + red 0.490717 4617 + yellow 0.496450 1419 + purple 0.496523 1192 + green 0.507569 1111 + orange 0.468014 292 + +.. _reference-verbs-cat: + +cat +---------------------------------------------------------------- + +Most useful for format conversions (see :doc:`file-formats`, and concatenating multiple same-schema CSV files to have the same header: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat -h + Usage: mlr cat [options] + Passes input records directly to output. Most useful for format conversion. + Options: + -n Prepend field "n" to each record with record-counter starting at 1. + -N {name} Prepend field {name} to each record with record-counter starting at 1. + -g {a,b,c} Optional group-by-field names for counters, e.g. a,b,c + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/a.csv + a,b,c + 1,2,3 + 4,5,6 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/b.csv + a,b,c + 7,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cat data/a.csv data/b.csv + a,b,c + 1,2,3 + 4,5,6 + 7,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --oxtab cat data/a.csv data/b.csv + a 1 + b 2 + c 3 + + a 4 + b 5 + c 6 + + a 7 + b 8 + c 9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv cat -n data/a.csv data/b.csv + n,a,b,c + 1,1,2,3 + 2,4,5,6 + 3,7,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint cat -n -g a data/small + n a b i x y + 1 pan pan 1 0.3467901443380824 0.7268028627434533 + 1 eks pan 2 0.7586799647899636 0.5221511083334797 + 1 wye wye 3 0.20460330576630303 0.33831852551664776 + 2 eks wye 4 0.38139939387114097 0.13418874328430463 + 2 wye pan 5 0.5732889198020006 0.8636244699032729 + +.. _reference-verbs-check: + +check +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr check --help + Usage: mlr check [options] + Consumes records without printing any output. + Useful for doing a well-formatted check on input data. + Options: + -h|--help Show this message. + +.. _reference-verbs-clean-whitespace: + +clean-whitespace +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr clean-whitespace --help + Usage: mlr clean-whitespace [options] + For each record, for each field in the record, whitespace-cleans the keys and/or + values. Whitespace-cleaning entails stripping leading and trailing whitespace, + and replacing multiple whitespace with singles. For finer-grained control, + please see the DSL functions lstrip, rstrip, strip, collapse_whitespace, + and clean_whitespace. + + Options: + -k|--keys-only Do not touch values. + -v|--values-only Do not touch keys. + It is an error to specify -k as well as -v -- to clean keys and values, + leave off -k as well as -v. + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --ojson cat data/clean-whitespace.csv + { + " Name ": " Ann Simons", + " Preference ": " blue " + } + { + " Name ": "Bob Wang ", + " Preference ": " red " + } + { + " Name ": " Carol Vee", + " Preference ": " yellow" + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --ojson clean-whitespace -k data/clean-whitespace.csv + { + "Name": " Ann Simons", + "Preference": " blue " + } + { + "Name": "Bob Wang ", + "Preference": " red " + } + { + "Name": " Carol Vee", + "Preference": " yellow" + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --ojson clean-whitespace -v data/clean-whitespace.csv + { + " Name ": "Ann Simons", + " Preference ": "blue" + } + { + " Name ": "Bob Wang", + " Preference ": "red" + } + { + " Name ": "Carol Vee", + " Preference ": "yellow" + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --ojson clean-whitespace data/clean-whitespace.csv + { + "Name": "Ann Simons", + "Preference": "blue" + } + { + "Name": "Bob Wang", + "Preference": "red" + } + { + "Name": "Carol Vee", + "Preference": "yellow" + } + +Function links: + +* :ref:`reference-dsl-lstrip` +* :ref:`reference-dsl-rstrip` +* :ref:`reference-dsl-strip` +* :ref:`reference-dsl-collapse_whitespace` +* :ref:`reference-dsl-clean_whitespace` + +.. _reference-verbs-count: + +count +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count --help + Usage: mlr count [options] + Prints number of records, optionally grouped by distinct values for specified field names. + Options: + -g {a,b,c} Optional group-by-field names for counts, e.g. a,b,c + -n {n} Show only the number of distinct values. Not interesting without -g. + -o {name} Field name for output-count. Default "count". + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count data/medium + count=10000 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count -g a data/medium + a=pan,count=2081 + a=eks,count=1965 + a=wye,count=1966 + a=zee,count=2047 + a=hat,count=1941 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count -n -g a data/medium + count=5 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count -g b data/medium + b=pan,count=1942 + b=wye,count=2057 + b=zee,count=1943 + b=eks,count=2008 + b=hat,count=2050 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count -n -g b data/medium + count=5 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count -g a,b data/medium + a=pan,b=pan,count=427 + a=eks,b=pan,count=371 + a=wye,b=wye,count=377 + a=eks,b=wye,count=407 + a=wye,b=pan,count=392 + a=zee,b=pan,count=389 + a=eks,b=zee,count=357 + a=zee,b=wye,count=455 + a=hat,b=wye,count=423 + a=pan,b=wye,count=395 + a=zee,b=eks,count=391 + a=hat,b=zee,count=385 + a=hat,b=eks,count=389 + a=wye,b=hat,count=426 + a=pan,b=eks,count=429 + a=eks,b=eks,count=413 + a=hat,b=hat,count=381 + a=hat,b=pan,count=363 + a=zee,b=zee,count=403 + a=pan,b=hat,count=417 + a=pan,b=zee,count=413 + a=zee,b=hat,count=409 + a=wye,b=zee,count=385 + a=eks,b=hat,count=417 + a=wye,b=eks,count=386 + +.. _reference-verbs-count-distinct: + +count-distinct +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count-distinct --help + Usage: mlr count-distinct [options] + Prints number of records having distinct values for specified field names. + Same as uniq -c. + + Options: + -f {a,b,c} Field names for distinct count. + -n Show only the number of distinct values. Not compatible with -u. + -o {name} Field name for output count. Default "count". + Ignored with -u. + -u Do unlashed counts for multiple field names. With -f a,b and + without -u, computes counts for distinct combinations of a + and b field values. With -f a,b and with -u, computes counts + for distinct a field values and counts for distinct b field + values separately. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count-distinct -f a,b then sort -nr count data/medium + a=zee,b=wye,count=455 + a=pan,b=eks,count=429 + a=pan,b=pan,count=427 + a=wye,b=hat,count=426 + a=hat,b=wye,count=423 + a=pan,b=hat,count=417 + a=eks,b=hat,count=417 + a=eks,b=eks,count=413 + a=pan,b=zee,count=413 + a=zee,b=hat,count=409 + a=eks,b=wye,count=407 + a=zee,b=zee,count=403 + a=pan,b=wye,count=395 + a=wye,b=pan,count=392 + a=zee,b=eks,count=391 + a=zee,b=pan,count=389 + a=hat,b=eks,count=389 + a=wye,b=eks,count=386 + a=hat,b=zee,count=385 + a=wye,b=zee,count=385 + a=hat,b=hat,count=381 + a=wye,b=wye,count=377 + a=eks,b=pan,count=371 + a=hat,b=pan,count=363 + a=eks,b=zee,count=357 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count-distinct -u -f a,b data/medium + field=a,value=pan,count=2081 + field=a,value=eks,count=1965 + field=a,value=wye,count=1966 + field=a,value=zee,count=2047 + field=a,value=hat,count=1941 + field=b,value=pan,count=1942 + field=b,value=wye,count=2057 + field=b,value=zee,count=1943 + field=b,value=eks,count=2008 + field=b,value=hat,count=2050 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count-distinct -f a,b -o someothername then sort -nr someothername data/medium + a=zee,b=wye,someothername=455 + a=pan,b=eks,someothername=429 + a=pan,b=pan,someothername=427 + a=wye,b=hat,someothername=426 + a=hat,b=wye,someothername=423 + a=pan,b=hat,someothername=417 + a=eks,b=hat,someothername=417 + a=eks,b=eks,someothername=413 + a=pan,b=zee,someothername=413 + a=zee,b=hat,someothername=409 + a=eks,b=wye,someothername=407 + a=zee,b=zee,someothername=403 + a=pan,b=wye,someothername=395 + a=wye,b=pan,someothername=392 + a=zee,b=eks,someothername=391 + a=zee,b=pan,someothername=389 + a=hat,b=eks,someothername=389 + a=wye,b=eks,someothername=386 + a=hat,b=zee,someothername=385 + a=wye,b=zee,someothername=385 + a=hat,b=hat,someothername=381 + a=wye,b=wye,someothername=377 + a=eks,b=pan,someothername=371 + a=hat,b=pan,someothername=363 + a=eks,b=zee,someothername=357 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count-distinct -n -f a,b data/medium + count=25 + +.. _reference-verbs-count-similar: + +count-similar +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr count-similar --help + Usage: mlr count-similar [options] + Ingests all records, then emits each record augmented by a count of + the number of other records having the same group-by field values. + Options: + -g {a,b,c} Group-by-field names for counts, e.g. a,b,c + -o {name} Field name for output-counts. Defaults to "count". + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint head -n 20 data/medium + 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 + zee pan 6 0.5271261600918548 0.49322128674835697 + eks zee 7 0.6117840605678454 0.1878849191181694 + zee wye 8 0.5985540091064224 0.976181385699006 + hat wye 9 0.03144187646093577 0.7495507603507059 + pan wye 10 0.5026260055412137 0.9526183602969864 + pan pan 11 0.7930488423451967 0.6505816637259333 + zee pan 12 0.3676141320555616 0.23614420670296965 + eks pan 13 0.4915175580479536 0.7709126592971468 + eks zee 14 0.5207382318405251 0.34141681118811673 + eks pan 15 0.07155556372719507 0.3596137145616235 + pan pan 16 0.5736853980681922 0.7554169353781729 + zee eks 17 0.29081949506712723 0.054478717073354166 + hat zee 18 0.05727869223575699 0.13343527626645157 + zee pan 19 0.43144132839222604 0.8442204830496998 + eks wye 20 0.38245149780530685 0.4730652428100751 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint head -n 20 then count-similar -g a data/medium + a b i x y count + pan pan 1 0.3467901443380824 0.7268028627434533 4 + pan wye 10 0.5026260055412137 0.9526183602969864 4 + pan pan 11 0.7930488423451967 0.6505816637259333 4 + pan pan 16 0.5736853980681922 0.7554169353781729 4 + eks pan 2 0.7586799647899636 0.5221511083334797 7 + eks wye 4 0.38139939387114097 0.13418874328430463 7 + eks zee 7 0.6117840605678454 0.1878849191181694 7 + eks pan 13 0.4915175580479536 0.7709126592971468 7 + eks zee 14 0.5207382318405251 0.34141681118811673 7 + eks pan 15 0.07155556372719507 0.3596137145616235 7 + eks wye 20 0.38245149780530685 0.4730652428100751 7 + wye wye 3 0.20460330576630303 0.33831852551664776 2 + wye pan 5 0.5732889198020006 0.8636244699032729 2 + zee pan 6 0.5271261600918548 0.49322128674835697 5 + zee wye 8 0.5985540091064224 0.976181385699006 5 + zee pan 12 0.3676141320555616 0.23614420670296965 5 + zee eks 17 0.29081949506712723 0.054478717073354166 5 + zee pan 19 0.43144132839222604 0.8442204830496998 5 + hat wye 9 0.03144187646093577 0.7495507603507059 2 + hat zee 18 0.05727869223575699 0.13343527626645157 2 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint head -n 20 then count-similar -g a then sort -f a data/medium + a b i x y count + eks pan 2 0.7586799647899636 0.5221511083334797 7 + eks wye 4 0.38139939387114097 0.13418874328430463 7 + eks zee 7 0.6117840605678454 0.1878849191181694 7 + eks pan 13 0.4915175580479536 0.7709126592971468 7 + eks zee 14 0.5207382318405251 0.34141681118811673 7 + eks pan 15 0.07155556372719507 0.3596137145616235 7 + eks wye 20 0.38245149780530685 0.4730652428100751 7 + hat wye 9 0.03144187646093577 0.7495507603507059 2 + hat zee 18 0.05727869223575699 0.13343527626645157 2 + pan pan 1 0.3467901443380824 0.7268028627434533 4 + pan wye 10 0.5026260055412137 0.9526183602969864 4 + pan pan 11 0.7930488423451967 0.6505816637259333 4 + pan pan 16 0.5736853980681922 0.7554169353781729 4 + wye wye 3 0.20460330576630303 0.33831852551664776 2 + wye pan 5 0.5732889198020006 0.8636244699032729 2 + zee pan 6 0.5271261600918548 0.49322128674835697 5 + zee wye 8 0.5985540091064224 0.976181385699006 5 + zee pan 12 0.3676141320555616 0.23614420670296965 5 + zee eks 17 0.29081949506712723 0.054478717073354166 5 + zee pan 19 0.43144132839222604 0.8442204830496998 5 + +.. _reference-verbs-cut: + +cut +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cut --help + Usage: mlr cut [options] + Passes through input records with specified fields included/excluded. + Options: + -f {a,b,c} Comma-separated field names for cut, e.g. a,b,c. + -o Retain fields in the order specified here in the argument list. + Default is to retain them in the order found in the input data. + -x|--complement Exclude, rather than include, field names specified by -f. + -r Treat field names as regular expressions. "ab", "a.*b" will + match any field name containing the substring "ab" or matching + "a.*b", respectively; anchors of the form "^ab$", "^a.*b$" may + be used. The -o flag is ignored when -r is present. + -h|--help Show this message. + Examples: + mlr cut -f hostname,status + mlr cut -x -f hostname,status + mlr cut -r -f '^status$,sda[0-9]' + mlr cut -r -f '^status$,"sda[0-9]"' + mlr cut -r -f '^status$,"sda[0-9]"i' (this is case-insensitive) + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint cut -f y,x,i data/small + i x y + 1 0.3467901443380824 0.7268028627434533 + 2 0.7586799647899636 0.5221511083334797 + 3 0.20460330576630303 0.33831852551664776 + 4 0.38139939387114097 0.13418874328430463 + 5 0.5732889198020006 0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'a=1,b=2,c=3' | mlr cut -f b,c,a + a=1,b=2,c=3 + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'a=1,b=2,c=3' | mlr cut -o -f b,c,a + b=2,c=3,a=1 + +.. _reference-verbs-decimate: + +decimate +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr decimate --help + Usage: mlr decimate [options] + Passes through one of every n records, optionally by category. + Options: + -b Decimate by printing first of every n. + -e Decimate by printing last of every n (default). + -g {a,b,c} Optional group-by-field names for decimate counts, e.g. a,b,c. + -n {n} Decimation factor (default 10). + -h|--help Show this message. + +.. _reference-verbs-fill-down: + +fill-down +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr fill-down --help + Usage: mlr fill-down [options] + If a given record has a missing value for a given field, fill that from + the corresponding value from a previous record, if any. + By default, a 'missing' field either is absent, or has the empty-string value. + With -a, a field is 'missing' only if it is absent. + + Options: + --all Operate on all fields in the input. + -a|--only-if-absent If a given record has a missing value for a given field, + fill that from the corresponding value from a previous record, if any. + By default, a 'missing' field either is absent, or has the empty-string value. + With -a, a field is 'missing' only if it is absent. + -f Field names for fill-down. + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/fill-down.csv + a,b,c + 1,,3 + 4,5,6 + 7,,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv fill-down -f b data/fill-down.csv + a,b,c + 1,,3 + 4,5,6 + 7,5,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv fill-down -a -f b data/fill-down.csv + a,b,c + 1,,3 + 4,5,6 + 7,,9 + +.. _reference-verbs-filter: + +filter +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter --help + Usage: mlr put [options] {DSL expression} + Options: + -f {file name} File containing a DSL expression. If the filename is a directory, + all *.mlr files in that directory are loaded. + + -e {expression} You can use this after -f to add an expression. Example use + case: define functions/subroutines in a file you specify with -f, then call + them with an expression you specify with -e. + + (If you mix -e and -f then the expressions are evaluated in the order encountered. + Since the expression pieces are simply concatenated, please be sure to use intervening + semicolons to separate expressions.) + + -s name=value: Predefines out-of-stream variable @name to have + Thus mlr put -s foo=97 '$column += @foo' is like + mlr put 'begin {@foo = 97} $column += @foo'. + The value part is subject to type-inferencing. + May be specified more than once, e.g. -s name1=value1 -s name2=value2. + Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE + + -x (default false) Prints records for which {expression} evaluates to false, not true, + i.e. invert the sense of the filter expression. + + -q Does not include the modified record in the output stream. + Useful for when all desired output is in begin and/or end blocks. + + -S and -F: There are no-ops in Miller 6 and above, since now type-inferencing is done + by the record-readers before filter/put is executed. Supported as no-op pass-through + flags for backward compatibility. + + -h|--help Show this message. + + Parser-info options: + + -w Print warnings about things like uninitialized variables. + + -W Same as -w, but exit the process if there are any warnings. + + -p Prints the expressions's AST (abstract syntax tree), which gives full + transparency on the precedence and associativity rules of Miller's grammar, + to stdout. + + -d Like -p but uses a parenthesized-expression format for the AST. + + -D Like -d but with output all on one line. + + -E Echo DSL expression before printing parse-tree + + -v Same as -E -p. + + -X Exit after parsing but before stream-processing. Useful with -v/-d/-D, if you + only want to look at parser information. + +Features which filter shares with put +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Please see :doc:`reference-dsl` for more information about the expression language for ``mlr filter``. + +.. _reference-verbs-format-values: + +format-values +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr format-values --help + Usage: mlr format-values [options] + Applies format strings to all field values, depending on autodetected type. + * If a field value is detected to be integer, applies integer format. + * Else, if a field value is detected to be float, applies float format. + * Else, applies string format. + + Note: this is a low-keystroke way to apply formatting to many fields. To get + finer control, please see the fmtnum function within the mlr put DSL. + + Note: this verb lets you apply arbitrary format strings, which can produce + undefined behavior and/or program crashes. See your system's "man printf". + + Options: + -i {integer format} Defaults to "%d". + Examples: "%06lld", "%08llx". + Note that Miller integers are long long so you must use + formats which apply to long long, e.g. with ll in them. + Undefined behavior results otherwise. + -f {float format} Defaults to "%f". + Examples: "%8.3lf", "%.6le". + Note that Miller floats are double-precision so you must + use formats which apply to double, e.g. with l[efg] in them. + Undefined behavior results otherwise. + -s {string format} Defaults to "%s". + Examples: "_%s", "%08s". + Note that you must use formats which apply to string, e.g. + with s in them. Undefined behavior results otherwise. + -n Coerce field values autodetected as int to float, and then + apply the float format. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint format-values data/small + a b i x y + pan pan 1 0.346790 0.726803 + eks pan 2 0.758680 0.522151 + wye wye 3 0.204603 0.338319 + eks wye 4 0.381399 0.134189 + wye pan 5 0.573289 0.863624 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint format-values -n data/small + a b i x y + pan pan 1.000000 0.346790 0.726803 + eks pan 2.000000 0.758680 0.522151 + wye wye 3.000000 0.204603 0.338319 + eks wye 4.000000 0.381399 0.134189 + wye pan 5.000000 0.573289 0.863624 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint format-values -i %08llx -f %.6le -s X%sX data/small + a b i x y + XpanX XpanX %!l(int=00000001)lx %!l(float64=0.34679)e %!l(float64=0.726803)e + XeksX XpanX %!l(int=00000002)lx %!l(float64=0.75868)e %!l(float64=0.522151)e + XwyeX XwyeX %!l(int=00000003)lx %!l(float64=0.204603)e %!l(float64=0.338319)e + XeksX XwyeX %!l(int=00000004)lx %!l(float64=0.381399)e %!l(float64=0.134189)e + XwyeX XpanX %!l(int=00000005)lx %!l(float64=0.573289)e %!l(float64=0.863624)e + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint format-values -i %08llx -f %.6le -s X%sX -n data/small + a b i x y + XpanX XpanX %!l(float64=1)e %!l(float64=0.34679)e %!l(float64=0.726803)e + XeksX XpanX %!l(float64=2)e %!l(float64=0.75868)e %!l(float64=0.522151)e + XwyeX XwyeX %!l(float64=3)e %!l(float64=0.204603)e %!l(float64=0.338319)e + XeksX XwyeX %!l(float64=4)e %!l(float64=0.381399)e %!l(float64=0.134189)e + XwyeX XpanX %!l(float64=5)e %!l(float64=0.573289)e %!l(float64=0.863624)e + +.. _reference-verbs-fraction: + +fraction +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr fraction --help + Usage: mlr fraction [options] + For each record's value in specified fields, computes the ratio of that + value to the sum of values in that field over all input records. + E.g. with input records x=1 x=2 x=3 and x=4, emits output records + x=1,x_fraction=0.1 x=2,x_fraction=0.2 x=3,x_fraction=0.3 and x=4,x_fraction=0.4 + + Note: this is internally a two-pass algorithm: on the first pass it retains + input records and accumulates sums; on the second pass it computes quotients + and emits output records. This means it produces no output until all input is read. + + Options: + -f {a,b,c} Field name(s) for fraction calculation + -g {d,e,f} Optional group-by-field name(s) for fraction counts + -p Produce percents [0..100], not fractions [0..1]. Output field names + end with "_percent" rather than "_fraction" + -c Produce cumulative distributions, i.e. running sums: each output + value folds in the sum of the previous for the specified group + E.g. with input records x=1 x=2 x=3 and x=4, emits output records + x=1,x_cumulative_fraction=0.1 x=2,x_cumulative_fraction=0.3 + x=3,x_cumulative_fraction=0.6 and x=4,x_cumulative_fraction=1.0 + +For example, suppose you have the following CSV file: + +.. code-block:: none + + 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 + +Then we can see what each record's ``n`` contributes to the total ``n``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint fraction -f n data/fraction-example.csv + u v n n_fraction + female red 2458 0.32638427831629263 + female green 192 0.025494622228123754 + female blue 337 0.04474837338998805 + female purple 468 0.06214314168105165 + female yellow 3 0.00039835347231443366 + female orange 17 0.002257336343115124 + male red 143 0.018988182180321337 + male green 227 0.03014207940512548 + male blue 2034 0.270083654229186 + male purple 12 0.0015934138892577346 + male yellow 1192 0.15827911299960165 + male orange 448 0.0594874518656221 + +Using ``-g`` we can split those out by gender, or by color: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint fraction -f n -g u data/fraction-example.csv + u v n n_fraction + female red 2458 0.7073381294964028 + female green 192 0.05525179856115108 + female blue 337 0.09697841726618706 + female purple 468 0.13467625899280575 + female yellow 3 0.0008633093525179857 + female orange 17 0.004892086330935252 + male red 143 0.035256410256410256 + male green 227 0.05596646942800789 + male blue 2034 0.5014792899408284 + male purple 12 0.0029585798816568047 + male yellow 1192 0.2938856015779093 + male orange 448 0.11045364891518737 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint fraction -f n -g v data/fraction-example.csv + u v n n_fraction + female red 2458 0.9450211457131872 + female green 192 0.45823389021479716 + female blue 337 0.1421341206242092 + female purple 468 0.975 + female yellow 3 0.002510460251046025 + female orange 17 0.03655913978494624 + male red 143 0.05497885428681276 + male green 227 0.5417661097852029 + male blue 2034 0.8578658793757908 + male purple 12 0.025 + male yellow 1192 0.9974895397489539 + male orange 448 0.9634408602150538 + +We can see, for example, that 70.9% of females have red (on the left) while 94.5% of reds are for females. + +To convert fractions to percents, you may use ``-p``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint fraction -f n -p data/fraction-example.csv + u v n n_percent + female red 2458 32.638427831629265 + female green 192 2.5494622228123753 + female blue 337 4.474837338998805 + female purple 468 6.214314168105165 + female yellow 3 0.039835347231443365 + female orange 17 0.2257336343115124 + male red 143 1.8988182180321338 + male green 227 3.014207940512548 + male blue 2034 27.0083654229186 + male purple 12 0.15934138892577346 + male yellow 1192 15.827911299960165 + male orange 448 5.94874518656221 + +Another often-used idiom is to convert from a point distribution to a cumulative distribution, also known as "running sums". Here, you can use ``-c``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint fraction -f n -p -c data/fraction-example.csv + u v n n_cumulative_percent + female red 2458 32.638427831629265 + female green 192 35.18789005444164 + female blue 337 39.66272739344044 + female purple 468 45.87704156154561 + female yellow 3 45.916876908777056 + female orange 17 46.142610543088566 + male red 143 48.041428761120706 + male green 227 51.05563670163325 + male blue 2034 78.06400212455186 + male purple 12 78.22334351347763 + male yellow 1192 94.0512548134378 + male orange 448 100 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint fraction -f n -g u -p -c data/fraction-example.csv + u v n n_cumulative_percent + female red 2458 70.73381294964028 + female green 192 76.2589928057554 + female blue 337 85.9568345323741 + female purple 468 99.42446043165467 + female yellow 3 99.51079136690647 + female orange 17 100 + male red 143 3.5256410256410255 + male green 227 9.122287968441814 + male blue 2034 59.27021696252466 + male purple 12 59.56607495069034 + male yellow 1192 88.95463510848126 + male orange 448 100 + +.. _reference-verbs-grep: + +grep +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr grep -h + Usage: mlr grep [options] {regular expression} + Passes through records which match the regular expression. + Options: + -i Use case-insensitive search. + -v Invert: pass through records which do not match the regex. + -h|--help Show this message. + Note that "mlr filter" is more powerful, but requires you to know field names. + By contrast, "mlr grep" allows you to regex-match the entire record. It does + this by formatting each record in memory as DKVP, using command-line-specified + ORS/OFS/OPS, and matching the resulting line against the regex specified + here. In particular, the regex is not applied to the input stream: if you + have CSV with header line "x,y,z" and data line "1,2,3" then the regex will + be matched, not against either of these lines, but against the DKVP line + "x=1,y=2,z=3". Furthermore, not all the options to system grep are supported, + and this command is intended to be merely a keystroke-saver. To get all the + features of system grep, you can do + "mlr --odkvp ... | grep ... | mlr --idkvp ..." + +.. _reference-verbs-group-by: + +group-by +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr group-by --help + Usage: mlr group-by [options] {comma-separated field names} + Outputs records in batches having identical values at specified field names.Options: + -h|--help Show this message. + +This is similar to ``sort`` but with less work. Namely, Miller's sort has three steps: read through the data and append linked lists of records, one for each unique combination of the key-field values; after all records are read, sort the key-field values; then print each record-list. The group-by operation simply omits the middle sort. An example should make this more clear. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint group-by a data/small + a b i x y + pan pan 1 0.3467901443380824 0.7268028627434533 + eks pan 2 0.7586799647899636 0.5221511083334797 + eks wye 4 0.38139939387114097 0.13418874328430463 + wye wye 3 0.20460330576630303 0.33831852551664776 + wye pan 5 0.5732889198020006 0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint sort -f a data/small + a b i x y + eks pan 2 0.7586799647899636 0.5221511083334797 + eks wye 4 0.38139939387114097 0.13418874328430463 + pan pan 1 0.3467901443380824 0.7268028627434533 + wye wye 3 0.20460330576630303 0.33831852551664776 + wye pan 5 0.5732889198020006 0.8636244699032729 + +In this example, since the sort is on field ``a``, the first step is to group together all records having the same value for field ``a``; the second step is to sort the distinct ``a``-field values ``pan``, ``eks``, and ``wye`` into ``eks``, ``pan``, and ``wye``; the third step is to print out the record-list for ``a=eks``, then the record-list for ``a=pan``, then the record-list for ``a=wye``. The group-by operation omits the middle sort and just puts like records together, for those times when a sort isn't desired. In particular, the ordering of group-by fields for group-by is the order in which they were encountered in the data stream, which in some cases may be more interesting to you. + +.. _reference-verbs-group-like: + +group-like +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr group-like --help + Usage: mlr group-like [options] + Outputs records in batches having identical field names.Options: + -h|--help Show this message. + +This groups together records having the same schema (i.e. same ordered list of field names) which is useful for making sense of time-ordered output as described in :doc:`record-heterogeneity` -- in particular, in preparation for CSV or pretty-print output. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat data/het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint group-like data/het.dkvp + resource loadsec ok + /path/to/file 0.45 true + /path/to/second/file 0.32 true + /some/other/path 0.97 false + + record_count resource + 100 /path/to/file + 150 /path/to/second/file + +.. _reference-verbs-having-fields: + +having-fields +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr having-fields --help + Usage: mlr having-fields [options] + Conditionally passes through records depending on each record's field names. + Options: + --at-least {comma-separated names} + --which-are {comma-separated names} + --at-most {comma-separated names} + --all-matching {regular expression} + --any-matching {regular expression} + --none-matching {regular expression} + Examples: + mlr having-fields --which-are amount,status,owner + mlr having-fields --any-matching 'sda[0-9]' + mlr having-fields --any-matching '"sda[0-9]"' + mlr having-fields --any-matching '"sda[0-9]"i' (this is case-insensitive) + +Similar to :ref:`reference-verbs-group-like`, this retains records with specified schema. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cat data/het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr having-fields --at-least resource data/het.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr having-fields --which-are resource,ok,loadsec data/het.dkvp + resource=/path/to/file,loadsec=0.45,ok=true + resource=/path/to/second/file,loadsec=0.32,ok=true + resource=/some/other/path,loadsec=0.97,ok=false + +.. _reference-verbs-head: + +head +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr head --help + Usage: mlr head [options] + Passes through the first n records, optionally by category. + Options: + -g {a,b,c} Optional group-by-field names for head counts, e.g. a,b,c. + -n {n} Head-count to print. Default 10. + -h|--help Show this message. + +Note that ``head`` is distinct from :ref:`reference-verbs-top` -- ``head`` shows fields which appear first in the data stream; ``top`` shows fields which are numerically largest (or smallest). + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint head -n 4 data/medium + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint head -n 1 -g b data/medium + a b i x y + pan pan 1 0.3467901443380824 0.7268028627434533 + wye wye 3 0.20460330576630303 0.33831852551664776 + eks zee 7 0.6117840605678454 0.1878849191181694 + zee eks 17 0.29081949506712723 0.054478717073354166 + wye hat 24 0.7286126830627567 0.19441962592638418 + +.. _reference-verbs-histogram: + +histogram +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr histogram --help + Just a histogram. Input values < lo or > hi are not counted. + Usage: mlr histogram [options] + -f {a,b,c} Value-field names for histogram counts + --lo {lo} Histogram low value + --hi {hi} Histogram high value + --nbins {n} Number of histogram bins + --auto Automatically computes limits, ignoring --lo and --hi. + Holds all values in memory before producing any output. + -o {prefix} Prefix for output field name. Default: no prefix. + -h|--help Show this message. + +This is just a histogram; there's not too much to say here. A note about binning, by example: Suppose you use ``--lo 0.0 --hi 1.0 --nbins 10 -f x``. The input numbers less than 0 or greater than 1 aren't counted in any bin. Input numbers equal to 1 are counted in the last bin. That is, bin 0 has ``0.0 ≤ x < 0.1``, bin 1 has ``0.1 ≤ x < 0.2``, etc., but bin 9 has ``0.9 ≤ x ≤ 1.0``. + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint put '$x2=$x**2;$x3=$x2*$x' \ + then histogram -f x,x2,x3 --lo 0 --hi 1 --nbins 10 \ + data/medium + bin_lo bin_hi x_count x2_count x3_count + 0 0.1 1072 3231 4661 + 0.1 0.2 938 1254 1184 + 0.2 0.3 1037 988 845 + 0.3 0.4 988 832 676 + 0.4 0.5 950 774 576 + 0.5 0.6 1002 692 476 + 0.6 0.7 1007 591 438 + 0.7 0.8 1007 560 420 + 0.8 0.9 986 571 383 + 0.9 1 1013 507 341 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint put '$x2=$x**2;$x3=$x2*$x' \ + then histogram -f x,x2,x3 --lo 0 --hi 1 --nbins 10 -o my_ \ + data/medium + my_bin_lo my_bin_hi my_x_count my_x2_count my_x3_count + 0 0.1 1072 3231 4661 + 0.1 0.2 938 1254 1184 + 0.2 0.3 1037 988 845 + 0.3 0.4 988 832 676 + 0.4 0.5 950 774 576 + 0.5 0.6 1002 692 476 + 0.6 0.7 1007 591 438 + 0.7 0.8 1007 560 420 + 0.8 0.9 986 571 383 + 0.9 1 1013 507 341 + +.. _reference-verbs-join: + +join +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr join --help + Usage: mlr sort {flags} + Sorts records primarily by the first specified field, secondarily by the second + field, and so on. (Any records not having all specified sort keys will appear + at the end of the output, in the order they were encountered, regardless of the + specified sort order.) The sort is stable: records that compare equal will sort + in the order they were encountered in the input record stream. + + Options: + -f {comma-separated field names} Lexical ascending + -n {comma-separated field names} Numerical ascending; nulls sort last + -nf {comma-separated field names} Same as -n + -r {comma-separated field names} Lexical descending + -nr {comma-separated field names} Numerical descending; nulls sort first + -h|--help Show this message. + + Example: + mlr sort -f a,b -nr x,y,z + which is the same as: + mlr sort -f a -f b -nr x -nr y -nr z + +Examples: + +Join larger table with IDs with smaller ID-to-name lookup table, showing only paired records: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsvlite --opprint cat data/join-left-example.csv + id name + 100 alice + 200 bob + 300 carol + 400 david + 500 edgar + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsvlite --opprint cat data/join-right-example.csv + 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 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --icsvlite --opprint \ + join -u -j id -r idcode -f data/join-left-example.csv \ + data/join-right-example.csv + id name status + 400 david present + 100 alice present + 200 bob missing + 100 alice present + 200 bob present + 100 alice missing + 200 bob missing + 300 carol present + 400 david present + 400 david present + 300 carol present + 100 alice present + 400 david missing + 200 bob present + 200 bob present + 200 bob present + 200 bob present + 400 david present + 300 carol present + +Same, but with sorting the input first: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --icsvlite --opprint sort -f idcode \ + then join -j id -r idcode -f data/join-left-example.csv \ + data/join-right-example.csv + id name status + 100 alice present + 100 alice present + 100 alice missing + 100 alice present + 200 bob missing + 200 bob present + 200 bob missing + 200 bob present + 200 bob present + 200 bob present + 200 bob present + 300 carol present + 300 carol present + 300 carol present + 400 david present + 400 david present + 400 david present + 400 david missing + 400 david present + +Same, but showing only unpaired records: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --icsvlite --opprint \ + join --np --ul --ur -u -j id -r idcode -f data/join-left-example.csv \ + data/join-right-example.csv + status idcode + missing 600 + + id name + 500 edgar + +Use prefixing options to disambiguate between otherwise identical non-join field names: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csvlite --opprint cat data/self-join.csv data/self-join.csv + a b c + 1 2 3 + 1 4 5 + 1 2 3 + 1 4 5 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csvlite --opprint join -j a --lp left_ --rp right_ -f data/self-join.csv data/self-join.csv + a left_b left_c right_b right_c + 1 2 3 2 3 + 1 4 5 2 3 + 1 2 3 4 5 + 1 4 5 4 5 + +Use zero join columns: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csvlite --opprint join -j "" --lp left_ --rp right_ -f data/self-join.csv data/self-join.csv + left_a left_b left_c right_a right_b right_c + 1 2 3 1 2 3 + 1 4 5 1 2 3 + 1 2 3 1 4 5 + 1 4 5 1 4 5 + +.. _reference-verbs-label: + +label +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr label --help + Usage: mlr label [options] {new1,new2,new3,...} + Given n comma-separated names, renames the first n fields of each record to + have the respective name. (Fields past the nth are left with their original + names.) Particularly useful with --inidx or --implicit-csv-header, to give + useful names to otherwise integer-indexed fields. + + Options: + -h|--help Show this message. + +See also :ref:`reference-verbs-rename`. + +Example: Files such as ``/etc/passwd``, ``/etc/group``, and so on have implicit field names which are found in section-5 manpages. These field names may be made explicit as follows: + +.. code-block:: none + + % 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 + +Likewise, if you have CSV/CSV-lite input data which has somehow been bereft of its header line, you can re-add a header line using ``--implicit-csv-header`` and ``label``: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/headerless.csv + John,23,present + Fred,34,present + Alice,56,missing + Carol,45,present + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv --implicit-csv-header cat data/headerless.csv + 1,2,3 + John,23,present + Fred,34,present + Alice,56,missing + Carol,45,present + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv --implicit-csv-header label name,age,status data/headerless.csv + name,age,status + John,23,present + Fred,34,present + Alice,56,missing + Carol,45,present + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --implicit-csv-header --opprint label name,age,status data/headerless.csv + name age status + John 23 present + Fred 34 present + Alice 56 missing + Carol 45 present + +.. _reference-verbs-least-frequent: + +least-frequent +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr least-frequent -h + Usage: mlr least-frequent [options] + Shows the least frequently occurring distinct values for specified field names. + The first entry is the statistical anti-mode; the remaining are runners-up. + Options: + -f {one or more comma-separated field names}. Required flag. + -n {count}. Optional flag defaulting to 10. + -b Suppress counts; show only field values. + -o {name} Field name for output count. Default "count". + See also "mlr most-frequent". + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape -n 5 + shape count + circle 2591 + triangle 3372 + square 4115 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape,color -n 5 + shape color count + circle orange 68 + triangle orange 107 + square orange 128 + circle green 287 + circle purple 289 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape,color -n 5 -o someothername + shape color someothername + circle orange 68 + triangle orange 107 + square orange 128 + circle green 287 + circle purple 289 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape,color -n 5 -b + shape color + circle orange + triangle orange + square orange + circle green + circle purple + +See also :ref:`reference-verbs-most-frequent`. + +.. _reference-verbs-merge-fields: + +merge-fields +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr merge-fields --help + Usage: mlr merge-fields [options] + Computes univariate statistics for each input record, accumulated across + specified fields. + Options: + -a {sum,count,...} Names of accumulators. One or more of: + count Count instances of fields + mode Find most-frequently-occurring values for fields; first-found wins tie + antimode Find least-frequently-occurring values for fields; first-found wins tie + sum Compute sums of specified fields + mean Compute averages (sample means) of specified fields + var Compute sample variance of specified fields + stddev Compute sample standard deviation of specified fields + meaneb Estimate error bars for averages (assuming no sample autocorrelation) + skewness Compute sample skewness of specified fields + kurtosis Compute sample kurtosis of specified fields + min Compute minimum values of specified fields + max Compute maximum values of specified fields + -f {a,b,c} Value-field names on which to compute statistics. Requires -o. + -r {a,b,c} Regular expressions for value-field names on which to compute + statistics. Requires -o. + -c {a,b,c} Substrings for collapse mode. All fields which have the same names + after removing substrings will be accumulated together. Please see + examples below. + -i Use interpolated percentiles, like R's type=7; default like type=1. + Not sensical for string-valued fields. + -o {name} Output field basename for -f/-r. + -k Keep the input fields which contributed to the output statistics; + the default is to omit them. + + String-valued data make sense unless arithmetic on them is required, + e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data, + numbers are less than strings. + + Example input data: "a_in_x=1,a_out_x=2,b_in_y=4,b_out_x=8". + Example: mlr merge-fields -a sum,count -f a_in_x,a_out_x -o foo + produces "b_in_y=4,b_out_x=8,foo_sum=3,foo_count=2" since "a_in_x,a_out_x" are + summed over. + Example: mlr merge-fields -a sum,count -r in_,out_ -o bar + produces "bar_sum=15,bar_count=4" since all four fields are summed over. + Example: mlr merge-fields -a sum,count -c in_,out_ + produces "a_x_sum=3,a_x_count=2,b_y_sum=4,b_y_count=1,b_x_sum=8,b_x_count=1" + since "a_in_x" and "a_out_x" both collapse to "a_x", "b_in_y" collapses to + "b_y", and "b_out_x" collapses to "b_x". + +This is like ``mlr stats1`` but all accumulation is done across fields within each given record: horizontal rather than vertical statistics, if you will. + +Examples: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csvlite --opprint cat data/inout.csv + a_in a_out b_in b_out + 436 490 446 195 + 526 320 963 780 + 220 888 705 831 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csvlite --opprint merge-fields -a min,max,sum -c _in,_out data/inout.csv + a_min a_max a_sum b_min b_max b_sum + 436 490 926 195 446 641 + 320 526 846 780 963 1743 + 220 888 1108 705 831 1536 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csvlite --opprint merge-fields -k -a sum -c _in,_out data/inout.csv + a_in a_out b_in b_out a_sum b_sum + 436 490 446 195 926 641 + 526 320 963 780 846 1743 + 220 888 705 831 1108 1536 + +.. _reference-verbs-most-frequent: + +most-frequent +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr most-frequent -h + Usage: mlr most-frequent [options] + Shows the most frequently occurring distinct values for specified field names. + The first entry is the statistical mode; the remaining are runners-up. + Options: + -f {one or more comma-separated field names}. Required flag. + -n {count}. Optional flag defaulting to 10. + -b Suppress counts; show only field values. + -o {name} Field name for output count. Default "count". + See also "mlr least-frequent". + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape -n 5 + shape count + square 4115 + triangle 3372 + circle 2591 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape,color -n 5 + shape color count + square red 1874 + triangle red 1560 + circle red 1207 + square yellow 589 + square blue 589 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape,color -n 5 -o someothername + shape color someothername + square red 1874 + triangle red 1560 + circle red 1207 + square yellow 589 + square blue 589 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape,color -n 5 -b + shape color + square red + triangle red + circle red + square yellow + square blue + +See also :ref:`reference-verbs-least-frequent`. + +.. _reference-verbs-nest: + +nest +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr nest -h + Usage: mlr nest [options] + Explodes specified field values into separate fields/records, or reverses this. + Options: + --explode,--implode One is required. + --values,--pairs One is required. + --across-records,--across-fields One is required. + -f {field name} Required. + --nested-fs {string} Defaults to ";". Field separator for nested values. + --nested-ps {string} Defaults to ":". Pair separator for nested key-value pairs. + --evar {string} Shorthand for --explode --values ---across-records --nested-fs {string} + --ivar {string} Shorthand for --implode --values ---across-records --nested-fs {string} + Please use "mlr --usage-separator-options" for information on specifying separators. + + Examples: + + mlr nest --explode --values --across-records -f x + with input record "x=a;b;c,y=d" produces output records + "x=a,y=d" + "x=b,y=d" + "x=c,y=d" + Use --implode to do the reverse. + + mlr nest --explode --values --across-fields -f x + with input record "x=a;b;c,y=d" produces output records + "x_1=a,x_2=b,x_3=c,y=d" + Use --implode to do the reverse. + + mlr nest --explode --pairs --across-records -f x + with input record "x=a:1;b:2;c:3,y=d" produces output records + "a=1,y=d" + "b=2,y=d" + "c=3,y=d" + + mlr nest --explode --pairs --across-fields -f x + with input record "x=a:1;b:2;c:3,y=d" produces output records + "a=1,b=2,c=3,y=d" + + Notes: + * With --pairs, --implode doesn't make sense since the original field name has + been lost. + * The combination "--implode --values --across-records" is non-streaming: + no output records are produced until all input records have been read. In + particular, this means it won't work in tail -f contexts. But all other flag + combinations result in streaming (tail -f friendly) data processing. + * It's up to you to ensure that the nested-fs is distinct from your data's IFS: + e.g. by default the former is semicolon and the latter is comma. + See also mlr reshape. + +.. _reference-verbs-nothing: + +nothing +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr nothing -h + Usage: mlr nothing [options] + Drops all input records. Useful for testing, or after tee/print/etc. have + produced other output. + Options: + -h|--help Show this message. + +.. _reference-verbs-put: + +put +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put --help + Usage: mlr put [options] {DSL expression} + Options: + -f {file name} File containing a DSL expression. If the filename is a directory, + all *.mlr files in that directory are loaded. + + -e {expression} You can use this after -f to add an expression. Example use + case: define functions/subroutines in a file you specify with -f, then call + them with an expression you specify with -e. + + (If you mix -e and -f then the expressions are evaluated in the order encountered. + Since the expression pieces are simply concatenated, please be sure to use intervening + semicolons to separate expressions.) + + -s name=value: Predefines out-of-stream variable @name to have + Thus mlr put -s foo=97 '$column += @foo' is like + mlr put 'begin {@foo = 97} $column += @foo'. + The value part is subject to type-inferencing. + May be specified more than once, e.g. -s name1=value1 -s name2=value2. + Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE + + -x (default false) Prints records for which {expression} evaluates to false, not true, + i.e. invert the sense of the filter expression. + + -q Does not include the modified record in the output stream. + Useful for when all desired output is in begin and/or end blocks. + + -S and -F: There are no-ops in Miller 6 and above, since now type-inferencing is done + by the record-readers before filter/put is executed. Supported as no-op pass-through + flags for backward compatibility. + + -h|--help Show this message. + + Parser-info options: + + -w Print warnings about things like uninitialized variables. + + -W Same as -w, but exit the process if there are any warnings. + + -p Prints the expressions's AST (abstract syntax tree), which gives full + transparency on the precedence and associativity rules of Miller's grammar, + to stdout. + + -d Like -p but uses a parenthesized-expression format for the AST. + + -D Like -d but with output all on one line. + + -E Echo DSL expression before printing parse-tree + + -v Same as -E -p. + + -X Exit after parsing but before stream-processing. Useful with -v/-d/-D, if you + only want to look at parser information. + +Features which put shares with filter +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Please see the :doc:`reference-dsl` for more information about the expression language for ``mlr put``. + +.. _reference-verbs-regularize: + +regularize +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr regularize --help + Usage: mlr regularize [options] + Outputs records sorted lexically ascending by keys.Options: + -h|--help Show this message. + +This exists since hash-map software in various languages and tools encountered in the wild does not always print similar rows with fields in the same order: ``mlr regularize`` helps clean that up. + +See also :ref:`reference-verbs-reorder`. + +.. _reference-verbs-remove-empty-columns: + +remove-empty-columns +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr remove-empty-columns --help + Usage: mlr remove-empty-columns [options] + Omits fields which are empty on every input row. Non-streaming. + Options: + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/remove-empty-columns.csv + a,b,c,d,e + 1,,3,,5 + 2,,4,,5 + 3,,5,,7 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv remove-empty-columns data/remove-empty-columns.csv + a,c,e + 1,3,5 + 2,4,5 + 3,5,7 + +Since this verb needs to read all records to see if any of them has a non-empty value for a given field name, it is non-streaming: it will ingest all records before writing any. + +.. _reference-verbs-rename: + +rename +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr rename --help + Usage: mlr rename [options] {old1,new1,old2,new2,...} + Renames specified fields. + Options: + -r Treat old field names as regular expressions. "ab", "a.*b" + will match any field name containing the substring "ab" or + matching "a.*b", respectively; anchors of the form "^ab$", + "^a.*b$" may be used. New field names may be plain strings, + or may contain capture groups of the form "\1" through + "\9". Wrapping the regex in double quotes is optional, but + is required if you wish to follow it with 'i' to indicate + case-insensitivity. + -g Do global replacement within each field name rather than + first-match replacement. + -h|--help Show this message. + Examples: + mlr rename old_name,new_name' + mlr rename old_name_1,new_name_1,old_name_2,new_name_2' + mlr rename -r 'Date_[0-9]+,Date,' Rename all such fields to be "Date" + mlr rename -r '"Date_[0-9]+",Date' Same + mlr rename -r 'Date_([0-9]+).*,\1' Rename all such fields to be of the form 20151015 + mlr rename -r '"name"i,Name' Rename "name", "Name", "NAME", etc. to "Name" + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint rename i,INDEX,b,COLUMN2 data/small + a COLUMN2 INDEX 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 + +As discussed in :doc:`performance`, ``sed`` is significantly faster than Miller at doing this. However, Miller is format-aware, so it knows to do renames only within specified field keys and not any others, nor in field values which may happen to contain the same pattern. Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + sed 's/y/COLUMN5/g' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,COLUMN5=0.7268028627434533 + a=eks,b=pan,i=2,x=0.7586799647899636,COLUMN5=0.5221511083334797 + a=wCOLUMN5e,b=wCOLUMN5e,i=3,x=0.20460330576630303,COLUMN5=0.33831852551664776 + a=eks,b=wCOLUMN5e,i=4,x=0.38139939387114097,COLUMN5=0.13418874328430463 + a=wCOLUMN5e,b=pan,i=5,x=0.5732889198020006,COLUMN5=0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr rename y,COLUMN5 data/small + a=pan,b=pan,i=1,x=0.3467901443380824,COLUMN5=0.7268028627434533 + a=eks,b=pan,i=2,x=0.7586799647899636,COLUMN5=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,COLUMN5=0.33831852551664776 + a=eks,b=wye,i=4,x=0.38139939387114097,COLUMN5=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,COLUMN5=0.8636244699032729 + +See also :ref:`reference-verbs-label`. + +.. _reference-verbs-reorder: + +reorder +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr reorder --help + Usage: mlr reorder [options] + Moves specified names to start of record, or end of record. + Options: + -e Put specified field names at record end: default is to put them at record start. + -f {a,b,c} Field names to reorder. + -b {x} Put field names specified with -f before field name specified by {x}, + if any. If {x} isn't present in a given record, the specified fields + will not be moved. + -a {x} Put field names specified with -f after field name specified by {x}, + if any. If {x} isn't present in a given record, the specified fields + will not be moved. + -h|--help Show this message. + + Examples: + mlr reorder -f a,b sends input record "d=4,b=2,a=1,c=3" to "a=1,b=2,d=4,c=3". + mlr reorder -e -f a,b sends input record "d=4,b=2,a=1,c=3" to "d=4,c=3,a=1,b=2". + +This pivots specified field names to the start or end of the record -- for +example when you have highly multi-column data and you want to bring a field or +two to the front of line where you can give a quick visual scan. + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint reorder -f i,b data/small + i b a x y + 1 pan pan 0.3467901443380824 0.7268028627434533 + 2 pan eks 0.7586799647899636 0.5221511083334797 + 3 wye wye 0.20460330576630303 0.33831852551664776 + 4 wye eks 0.38139939387114097 0.13418874328430463 + 5 pan wye 0.5732889198020006 0.8636244699032729 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint reorder -e -f i,b data/small + a x y i b + pan 0.3467901443380824 0.7268028627434533 1 pan + eks 0.7586799647899636 0.5221511083334797 2 pan + wye 0.20460330576630303 0.33831852551664776 3 wye + eks 0.38139939387114097 0.13418874328430463 4 wye + wye 0.5732889198020006 0.8636244699032729 5 pan + +.. _reference-verbs-repeat: + +repeat +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr repeat --help + Usage: mlr repeat [options] + Copies input records to output records multiple times. + Options must be exactly one of the following: + -n {repeat count} Repeat each input record this many times. + -f {field name} Same, but take the repeat count from the specified + field name of each input record. + -h|--help Show this message. + Example: + echo x=0 | mlr repeat -n 4 then put '$x=urand()' + produces: + x=0.488189 + x=0.484973 + x=0.704983 + x=0.147311 + Example: + echo a=1,b=2,c=3 | mlr repeat -f b + produces: + a=1,b=2,c=3 + a=1,b=2,c=3 + Example: + echo a=1,b=2,c=3 | mlr repeat -f c + produces: + a=1,b=2,c=3 + a=1,b=2,c=3 + a=1,b=2,c=3 + +This is useful in at least two ways: one, as a data-generator as in the +above example using ``urand()``; two, for reconstructing individual +samples from data which has been count-aggregated: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/repeat-example.dat + color=blue,count=5 + color=red,count=4 + color=green,count=3 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr repeat -f count then cut -x -f count data/repeat-example.dat + color=blue + color=blue + color=blue + color=blue + color=blue + color=red + color=red + color=red + color=red + color=green + color=green + color=green + +After expansion with ``repeat``, such data can then be sent on to +``stats1 -a mode``, or (if the data are numeric) to ``stats1 -a +p10,p50,p90``, etc. + +.. _reference-verbs-reshape: + +reshape +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr reshape --help + Usage: mlr reshape [options] + Wide-to-long options: + -i {input field names} -o {key-field name,value-field name} + -r {input field regexes} -o {key-field name,value-field name} + These pivot/reshape the input data such that the input fields are removed + and separate records are emitted for each key/value pair. + Note: this works with tail -f and produces output records for each input + record seen. + Long-to-wide options: + -s {key-field name,value-field name} + These pivot/reshape the input data to undo the wide-to-long operation. + Note: this does not work with tail -f; it produces output records only after + all input records have been read. + + Examples: + + Input file "wide.txt": + time X Y + 2009-01-01 0.65473572 2.4520609 + 2009-01-02 -0.89248112 0.2154713 + 2009-01-03 0.98012375 1.3179287 + + mlr --pprint reshape -i X,Y -o item,value wide.txt + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + mlr --pprint reshape -r '[A-Z]' -o item,value wide.txt + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + Input file "long.txt": + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + mlr --pprint reshape -s item,value long.txt + time X Y + 2009-01-01 0.65473572 2.4520609 + 2009-01-02 -0.89248112 0.2154713 + 2009-01-03 0.98012375 1.3179287 + See also mlr nest. + +.. _reference-verbs-sample: + +sample +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sample --help + Usage: mlr sample [options] + Reservoir sampling (subsampling without replacement), optionally by category. + See also mlr bootstrap and mlr shuffle. + Options: + -g {a,b,c} Optional: group-by-field names for samples, e.g. a,b,c. + -k {k} Required: number of records to output in total, or by group if using -g. + -h|--help Show this message. + +This is reservoir-sampling: select *k* items from *n* with +uniform probability and no repeats in the sample. (If *n* is less than +*k*, then of course only *n* samples are produced.) With ``-g +{field names}``, produce a *k*-sample for each distinct value of the +specified field names. + +.. code-block:: none + + $ 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 + + +Note that no output is produced until all inputs are in. Another way to do +sampling, which works in the streaming case, is ``mlr filter 'urand() & +0.001'`` where you tune the 0.001 to meet your needs. + +.. _reference-verbs-sec2gmt: + +sec2gmt +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sec2gmt -h + Usage: mlr sec2gmt [options] {comma-separated list of field names} + Replaces a numeric field representing seconds since the epoch with the + corresponding GMT timestamp; leaves non-numbers as-is. This is nothing + more than a keystroke-saver for the sec2gmt function: + mlr sec2gmt time1,time2 + is the same as + mlr put '$time1 = sec2gmt($time1); $time2 = sec2gmt($time2)' + Options: + -1 through -9: format the seconds using 1..9 decimal places, respectively. + --millis Input numbers are treated as milliseconds since the epoch. + --micros Input numbers are treated as microseconds since the epoch. + --nanos Input numbers are treated as nanoseconds since the epoch. + -h|--help Show this message. + +.. _reference-verbs-sec2gmtdate: + +sec2gmtdate +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sec2gmtdate -h + Usage: ../c/mlr sec2gmtdate {comma-separated list of field names} + Replaces a numeric field representing seconds since the epoch with the + corresponding GMT year-month-day timestamp; leaves non-numbers as-is. + This is nothing more than a keystroke-saver for the sec2gmtdate function: + ../c/mlr sec2gmtdate time1,time2 + is the same as + ../c/mlr put '$time1=sec2gmtdate($time1);$time2=sec2gmtdate($time2)' + +.. _reference-verbs-seqgen: + +seqgen +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr seqgen -h + Usage: mlr seqgen [options] + Passes input records directly to output. Most useful for format conversion. + Produces a sequence of counters. Discards the input record stream. Produces + output as specified by the options + + Options: + -f {name} (default "i") Field name for counters. + --start {value} (default 1) Inclusive start value. + --step {value} (default 1) Step value. + --stop {value} (default 100) Inclusive stop value. + -h|--help Show this message. + Start, stop, and/or step may be floating-point. Output is integer if start, + stop, and step are all integers. Step may be negative. It may not be zero + unless start == stop. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr seqgen --stop 10 + i=1 + i=2 + i=3 + i=4 + i=5 + i=6 + i=7 + i=8 + i=9 + i=10 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr seqgen --start 20 --stop 40 --step 4 + i=20 + i=24 + i=28 + i=32 + i=36 + i=40 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr seqgen --start 40 --stop 20 --step -4 + i=40 + i=36 + i=32 + i=28 + i=24 + i=20 + +.. _reference-verbs-shuffle: + +shuffle +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr shuffle -h + Usage: mlr shuffle [options] + Outputs records randomly permuted. No output records are produced until + all input records are read. See also mlr bootstrap and mlr sample. + Options: + -h|--help Show this message. + +.. _reference-verbs-skip-trivial-records: + +skip-trivial-records +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr skip-trivial-records -h + Usage: mlr skip-trivial-records [options] + Passes through all records except those with zero fields, + or those for which all fields have empty value. + Options: + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/trivial-records.csv + a,b,c + 1,2,3 + 4,,6 + ,, + ,8,9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --csv skip-trivial-records data/trivial-records.csv + a,b,c + 1,2,3 + 4,,6 + ,8,9 + +.. _reference-verbs-sort: + +sort +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort --help + Usage: mlr sort {flags} + Sorts records primarily by the first specified field, secondarily by the second + field, and so on. (Any records not having all specified sort keys will appear + at the end of the output, in the order they were encountered, regardless of the + specified sort order.) The sort is stable: records that compare equal will sort + in the order they were encountered in the input record stream. + + Options: + -f {comma-separated field names} Lexical ascending + -n {comma-separated field names} Numerical ascending; nulls sort last + -nf {comma-separated field names} Same as -n + -r {comma-separated field names} Lexical descending + -nr {comma-separated field names} Numerical descending; nulls sort first + -h|--help Show this message. + + Example: + mlr sort -f a,b -nr x,y,z + which is the same as: + mlr sort -f a -f b -nr x -nr y -nr z + +Example: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint sort -f a -nr x data/small + a b i x y + eks pan 2 0.7586799647899636 0.5221511083334797 + eks wye 4 0.38139939387114097 0.13418874328430463 + pan pan 1 0.3467901443380824 0.7268028627434533 + wye pan 5 0.5732889198020006 0.8636244699032729 + wye wye 3 0.20460330576630303 0.33831852551664776 + +Here's an example filtering log data: suppose multiple threads (labeled here by color) are all logging progress counts to a single log file. The log file is (by nature) chronological, so the progress of various threads is interleaved: + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 10 data/multicountdown.dat + 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 + +We can group these by thread by sorting on the thread ID (here, +``color``). Since Miller's sort is stable, this means that +timestamps within each thread's log data are still chronological: + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 20 data/multicountdown.dat | mlr --opprint sort -f color + upsec color count + 0.395 blue 2697 + 0.671 blue 2684 + 1.093 blue 2662 + 2.064 blue 2659 + 2.2880000000000003 blue 2647 + 0.002 green 1203 + 1.407 green 1187 + 1.448 green 1177 + 2.313 green 1161 + 0.526 purple 953 + 0.899 purple 926 + 1.327 purple 917 + 1.703 purple 908 + 0.083 red 3817 + 0.188 red 3801 + 0.912 red 3798 + 1.416 red 3788 + 1.587 red 3782 + 1.601 red 3755 + 1.832 red 3717 + +Any records not having all specified sort keys will appear at the end of the output, in the order they +were encountered, regardless of the specified sort order: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort -n x data/sort-missing.dkvp + x=1 + x=2 + x=4 + a=3 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort -nr x data/sort-missing.dkvp + x=4 + x=2 + x=1 + a=3 + +.. _reference-verbs-sort-within-records: + +sort-within-records +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr sort-within-records -h + Usage: mlr sort-within-records [options] + Outputs records sorted lexically ascending by keys. + Options: + -r Recursively sort subobjects/submaps, e.g. for JSON input. + -h|--help Show this message. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/sort-within-records.json + { + "a": 1, + "b": 2, + "c": 3 + } + { + "b": 4, + "a": 5, + "c": 6 + } + { + "c": 7, + "b": 8, + "a": 9 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint cat data/sort-within-records.json + a b c + 1 2 3 + + b a c + 4 5 6 + + c b a + 7 8 9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json sort-within-records data/sort-within-records.json + { + "a": 1, + "b": 2, + "c": 3 + } + { + "a": 5, + "b": 4, + "c": 6 + } + { + "a": 9, + "b": 8, + "c": 7 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint sort-within-records data/sort-within-records.json + a b c + 1 2 3 + 5 4 6 + 9 8 7 + +.. _reference-verbs-stats1: + +stats1 +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats1 --help + Usage: mlr stats1 [options] + Computes univariate statistics for one or more given fields, accumulated across + the input record stream. + Options: + -a {sum,count,...} Names of accumulators: one or more of: + median This is the same as p50 + p10 p25.2 p50 p98 p100 etc. + TODO: flags for interpolated percentiles + count Count instances of fields + mode Find most-frequently-occurring values for fields; first-found wins tie + antimode Find least-frequently-occurring values for fields; first-found wins tie + sum Compute sums of specified fields + mean Compute averages (sample means) of specified fields + var Compute sample variance of specified fields + stddev Compute sample standard deviation of specified fields + meaneb Estimate error bars for averages (assuming no sample autocorrelation) + skewness Compute sample skewness of specified fields + kurtosis Compute sample kurtosis of specified fields + min Compute minimum values of specified fields + max Compute maximum values of specified fields + + -f {a,b,c} Value-field names on which to compute statistics + -g {d,e,f} Optional group-by-field names + + -i Use interpolated percentiles, like R's type=7; default like type=1.\n"); + Not sensical for string-valued fields.\n"); + -s Print iterative stats. Useful in tail -f contexts (in which + case please avoid pprint-format output since end of input + stream will never be seen). + -h|--help Show this message. + [TODO: more] + Example: mlr stats1 -a min,p10,p50,p90,max -f value -g size,shape + mlr stats1 + Example: mlr stats1 -a count,mode -f size + mlr stats1 + Example: mlr stats1 -a count,mode -f size -g shape + mlr stats1 + Example: mlr stats1 -a count,mode --fr '^[a-h].*$' -gr '^k.*$' + mlr stats1 + This computes count and mode statistics on all field names beginning + with a through h, grouped by all field names starting with k. + + Notes: + * p50 and median are synonymous. + * min and max output the same results as p0 and p100, respectively, but use + less memory. + * String-valued data make sense unless arithmetic on them is required, + e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data, + numbers are less than strings. + * count and mode allow text input; the rest require numeric input. + In particular, 1 and 1.0 are distinct text for count and mode. + * When there are mode ties, the first-encountered datum wins. + +These are simple univariate statistics on one or more number-valued fields +(``count`` and ``mode`` apply to non-numeric fields as well), +optionally categorized by one or more other fields. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a count,sum,min,p10,p50,mean,p90,max -f x,y data/medium + x_count 10000 + x_sum 4986.019681679581 + x_min 0.00004509679127584487 + x_p10 0.09332217805283527 + x_p50 0.5011592202840128 + x_mean 0.49860196816795804 + x_p90 0.900794437962015 + x_max 0.999952670371898 + y_count 10000 + y_sum 5062.057444929905 + y_min 0.00008818962627266114 + y_p10 0.10213207378968225 + y_p50 0.5060212582772865 + y_mean 0.5062057444929905 + y_p90 0.9053657573378745 + y_max 0.9999648102177897 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a mean -f x,y -g b then sort -f b data/medium + b x_mean y_mean + eks 0.5063609846272304 0.510292657158104 + hat 0.4878988625336502 0.5131176341556505 + pan 0.4973036405471583 0.49959885012092725 + wye 0.4975928392133964 0.5045964890907357 + zee 0.5042419022900586 0.5029967546798116 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint stats1 -a p50,p99 -f u,v -g color \ + then put '$ur=$u_p99/$u_p50;$vr=$v_p99/$v_p50' \ + data/colored-shapes.dkvp + color u_p50 u_p99 v_p50 v_p99 ur vr + yellow 0.5010187906650703 0.9890464545334569 0.5206303554834582 0.9870337429747029 1.9740705797093183 1.8958436298977264 + red 0.48503770531462564 0.9900536015797581 0.49258608624814926 0.9944442307252868 2.0411889441410493 2.0188232239761583 + purple 0.501319018852234 0.9888929892441335 0.5045708384576747 0.9882869130316426 1.9725822321846005 1.9586683131600438 + green 0.5020151016389706 0.9907635833945612 0.5053591509128329 0.9901745564521951 1.9735732653458684 1.9593482272234264 + blue 0.525225660059 0.9926547550299167 0.48516993577967726 0.993872833141726 1.8899586035427312 2.0485045750919286 + orange 0.4835478569328253 0.9936350141409035 0.48091255603363914 0.9891023960550895 2.0548845370623567 2.0567198415711636 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint count-distinct -f shape then sort -nr count data/colored-shapes.dkvp + shape count + square 4115 + triangle 3372 + circle 2591 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a mode -f color -g shape data/colored-shapes.dkvp + shape color_mode + triangle red + square red + circle red + +.. _reference-verbs-stats2: + +stats2 +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr stats2 --help + Usage: mlr stats2 [options] + Computes bivariate statistics for one or more given field-name pairs, + accumulated across the input record stream. + -a {linreg-ols,corr,...} Names of accumulators: one or more of: + linreg-ols Linear regression using ordinary least squares + linreg-pca Linear regression using principal component analysis + r2 Quality metric for linreg-ols (linreg-pca emits its own) + logireg Logistic regression + corr Sample correlation + cov Sample covariance + covx Sample-covariance matrix + -f {a,b,c,d} Value-field name-pairs on which to compute statistics. + There must be an even number of names. + -g {e,f,g} Optional group-by-field names. + -v Print additional output for linreg-pca. + -s Print iterative stats. Useful in tail -f contexts (in which + case please avoid pprint-format output since end of input + stream will never be seen). + --fit Rather than printing regression parameters, applies them to + the input data to compute new fit fields. All input records are + held in memory until end of input stream. Has effect only for + linreg-ols, linreg-pca, and logireg. + Only one of -s or --fit may be used. + Example: mlr stats2 -a linreg-pca -f x,y + Example: mlr stats2 -a linreg-ols,r2 -f x,y -g size,shape + Example: mlr stats2 -a corr -f x,y + +These are simple bivariate statistics on one or more pairs of number-valued +fields, optionally categorized by one or more fields. + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --oxtab put '$x2=$x*$x; $xy=$x*$y; $y2=$y**2' \ + then stats2 -a cov,corr -f x,y,y,y,x2,xy,x2,y2 \ + data/medium + x_y_cov 0.000042574820827444476 + x_y_corr 0.0005042001844467462 + y_y_cov 0.08461122467974003 + y_y_corr 1 + x2_xy_cov 0.04188382281779374 + x2_xy_corr 0.630174342037994 + x2_y2_cov -0.00030953725962542085 + x2_y2_corr -0.0034249088761121966 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint put '$x2=$x*$x; $xy=$x*$y; $y2=$y**2' \ + then stats2 -a linreg-ols,r2 -f x,y,y,y,xy,y2 -g a \ + data/medium + a x_y_ols_m x_y_ols_b x_y_ols_n x_y_r2 y_y_ols_m y_y_ols_b y_y_ols_n y_y_r2 xy_y2_ols_m xy_y2_ols_b xy_y2_ols_n xy_y2_r2 + pan 0.01702551273681908 0.5004028922897639 2081 0.00028691820445814767 1 0 2081 1 0.8781320866715662 0.11908230147563566 2081 0.41749827377311266 + eks 0.0407804923685586 0.48140207967651016 1965 0.0016461239223448587 1 0 1965 1 0.8978728611690183 0.10734054433612333 1965 0.45563223864254526 + wye -0.03915349075204814 0.5255096523974456 1966 0.0015051268704373607 1 0 1966 1 0.8538317334220835 0.1267454301662969 1966 0.38991721818599295 + zee 0.0027812364960399147 0.5043070448033061 2047 0.000007751652858786137 1 0 2047 1 0.8524439912011013 0.12401684308018937 2047 0.39356598090006495 + hat -0.018620577041095078 0.5179005397264935 1941 0.0003520036646055585 1 0 1941 1 0.8412305086345014 0.13557328318623216 1941 0.3687944261732265 + +Here's an example simple line-fit. The ``x`` and ``y`` +fields of the ``data/medium`` dataset are just independent uniformly +distributed on the unit interval. Here we remove half the data and fit a line to it. + +.. code-block:: none + + + # 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+'$x_y_pca_b then cut -x -f a,b,i data/medium-squares \ + | pgr -p -title 'linreg-pca example' -xmin 0 -xmax 1 -ymin 0 -ymax 1 + + # Option 2 to apply the regression coefficients and produce a linear fit: use --fit option + mlr --onidx stats2 -a linreg-pca --fit -f x,y then cut -f a,b,i data/medium-squares \ + | pgr -p -title 'linreg-pca example' -xmin 0 -xmax 1 -ymin 0 -ymax 1 + + +I use `pgr `_ for plotting; here's a screenshot. + +.. image:: data/linreg-example.jpg + + +(Thanks Drew Kunas for a good conversation about PCA!) + +Here's an example estimating time-to-completion for a set of jobs. Input data comes from a log file, with number of work units left to do in the ``count`` field and accumulated seconds in the ``upsec`` field, labeled by the ``color`` field: + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 10 data/multicountdown.dat + upsec=0.002,color=green,count=1203 + upsec=0.083,color=red,count=3817 + upsec=0.188,color=red,count=3801 + upsec=0.395,color=blue,count=2697 + upsec=0.526,color=purple,count=953 + upsec=0.671,color=blue,count=2684 + upsec=0.899,color=purple,count=926 + upsec=0.912,color=red,count=3798 + upsec=1.093,color=blue,count=2662 + upsec=1.327,color=purple,count=917 + +We can do a linear regression on count remaining as a function of time: with ``c = m*u+b`` we want to find the time when the count goes to zero, i.e. ``u=-b/m``. + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --oxtab stats2 -a linreg-pca -f upsec,count -g color \ + then put '$donesec = -$upsec_count_pca_b/$upsec_count_pca_m' \ + data/multicountdown.dat + color green + upsec_count_pca_m -32.75691673397728 + upsec_count_pca_b 1213.7227296044375 + upsec_count_pca_n 24 + upsec_count_pca_quality 0.9999839351341062 + donesec 37.052410624028525 + + color red + upsec_count_pca_m -37.367646434187435 + upsec_count_pca_b 3810.1334002923936 + upsec_count_pca_n 30 + upsec_count_pca_quality 0.9999894618183773 + donesec 101.9634299688333 + + color blue + upsec_count_pca_m -29.2312120633493 + upsec_count_pca_b 2698.9328203182517 + upsec_count_pca_n 25 + upsec_count_pca_quality 0.9999590846136102 + donesec 92.33051350964094 + + color purple + upsec_count_pca_m -39.03009744795354 + upsec_count_pca_b 979.9883413064914 + upsec_count_pca_n 21 + upsec_count_pca_quality 0.9999908956206317 + donesec 25.10852919630297 + +.. _reference-verbs-step: + +step +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr step --help + Usage: mlr step [options] + Computes values dependent on the previous record, optionally grouped by category. + Options: + -a {delta,rsum,...} Names of steppers: comma-separated, one or more of: + delta Compute differences in field(s) between successive records + shift Include value(s) in field(s) from previous record, if any + from-first Compute differences in field(s) from first record + ratio Compute ratios in field(s) between successive records + rsum Compute running sums of field(s) between successive records + counter Count instances of field(s) between successive records + ewma Exponentially weighted moving average over successive records + + -f {a,b,c} Value-field names on which to compute statistics + -g {d,e,f} Optional group-by-field names + -F Computes integerable things (e.g. counter) in floating point. + As of Miller 6 this happens automatically, but the flag is accepted + as a no-op for backward compatibility with Miller 5 and below. + -d {x,y,z} Weights for ewma. 1 means current sample gets all weight (no + smoothing), near under under 1 is light smoothing, near over 0 is + heavy smoothing. Multiple weights may be specified, e.g. + "mlr step -a ewma -f sys_load -d 0.01,0.1,0.9". Default if omitted + is "-d 0.5". + -o {a,b,c} Custom suffixes for EWMA output fields. If omitted, these default to + the -d values. If supplied, the number of -o values must be the same + as the number of -d values. + -h|--help Show this message. + + Examples: + mlr step -a rsum -f request_size + mlr step -a delta -f request_size -g hostname + mlr step -a ewma -d 0.1,0.9 -f x,y + mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y + mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y -g group_name + + Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#filter or + https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average + for more information on EWMA. + +Most Miller commands are record-at-a-time, with the exception of ``stats1``, ``stats2``, and ``histogram`` which compute aggregate output. The ``step`` command is intermediate: it allows the option of adding fields which are functions of fields from previous records. Rsum is short for *running sum*. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a shift,delta,rsum,counter -f x data/medium | head -15 + a b i x y x_shift x_delta x_rsum x_counter + pan pan 1 0.3467901443380824 0.7268028627434533 - 0 0.3467901443380824 1 + eks pan 2 0.7586799647899636 0.5221511083334797 0.3467901443380824 0.41188982045188116 1.105470109128046 2 + wye wye 3 0.20460330576630303 0.33831852551664776 0.7586799647899636 -0.5540766590236605 1.3100734148943491 3 + eks wye 4 0.38139939387114097 0.13418874328430463 0.20460330576630303 0.17679608810483793 1.6914728087654902 4 + wye pan 5 0.5732889198020006 0.8636244699032729 0.38139939387114097 0.19188952593085962 2.264761728567491 5 + zee pan 6 0.5271261600918548 0.49322128674835697 0.5732889198020006 -0.04616275971014583 2.7918878886593457 6 + eks zee 7 0.6117840605678454 0.1878849191181694 0.5271261600918548 0.08465790047599064 3.403671949227191 7 + zee wye 8 0.5985540091064224 0.976181385699006 0.6117840605678454 -0.013230051461422976 4.0022259583336135 8 + hat wye 9 0.03144187646093577 0.7495507603507059 0.5985540091064224 -0.5671121326454867 4.033667834794549 9 + pan wye 10 0.5026260055412137 0.9526183602969864 0.03144187646093577 0.47118412908027796 4.536293840335763 10 + pan pan 11 0.7930488423451967 0.6505816637259333 0.5026260055412137 0.29042283680398295 5.32934268268096 11 + zee pan 12 0.3676141320555616 0.23614420670296965 0.7930488423451967 -0.4254347102896351 5.696956814736522 12 + eks pan 13 0.4915175580479536 0.7709126592971468 0.3676141320555616 0.12390342599239201 6.1884743727844755 13 + eks zee 14 0.5207382318405251 0.34141681118811673 0.4915175580479536 0.02922067379257154 6.709212604625001 14 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a shift,delta,rsum,counter -f x -g a data/medium | head -15 + a b i x y x_shift x_delta x_rsum x_counter + pan pan 1 0.3467901443380824 0.7268028627434533 - 0 0.3467901443380824 1 + eks pan 2 0.7586799647899636 0.5221511083334797 - 0 0.7586799647899636 1 + wye wye 3 0.20460330576630303 0.33831852551664776 - 0 0.20460330576630303 1 + eks wye 4 0.38139939387114097 0.13418874328430463 0.7586799647899636 -0.3772805709188226 1.1400793586611044 2 + wye pan 5 0.5732889198020006 0.8636244699032729 0.20460330576630303 0.36868561403569755 0.7778922255683036 2 + zee pan 6 0.5271261600918548 0.49322128674835697 - 0 0.5271261600918548 1 + eks zee 7 0.6117840605678454 0.1878849191181694 0.38139939387114097 0.23038466669670443 1.75186341922895 3 + zee wye 8 0.5985540091064224 0.976181385699006 0.5271261600918548 0.07142784901456767 1.1256801691982772 2 + hat wye 9 0.03144187646093577 0.7495507603507059 - 0 0.03144187646093577 1 + pan wye 10 0.5026260055412137 0.9526183602969864 0.3467901443380824 0.1558358612031313 0.8494161498792961 2 + pan pan 11 0.7930488423451967 0.6505816637259333 0.5026260055412137 0.29042283680398295 1.6424649922244927 3 + zee pan 12 0.3676141320555616 0.23614420670296965 0.5985540091064224 -0.23093987705086083 1.4932943012538389 3 + eks pan 13 0.4915175580479536 0.7709126592971468 0.6117840605678454 -0.1202665025198918 2.2433809772769036 4 + eks zee 14 0.5207382318405251 0.34141681118811673 0.4915175580479536 0.02922067379257154 2.7641192091174287 5 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a ewma -f x -d 0.1,0.9 data/medium | head -15 + a b i x y x_ewma_0.1 x_ewma_0.9 + pan pan 1 0.3467901443380824 0.7268028627434533 0.3467901443380824 0.3467901443380824 + eks pan 2 0.7586799647899636 0.5221511083334797 0.3879791263832706 0.7174909827447755 + wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387 0.25589207346415027 + eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055 0.3688486618304419 + wye pan 5 0.5732889198020006 0.8636244699032729 0.3910644883290776 0.5528448940048447 + zee pan 6 0.5271261600918548 0.49322128674835697 0.4046706555053553 0.5296980334831537 + eks zee 7 0.6117840605678454 0.1878849191181694 0.4253819960116043 0.6035754578593763 + zee wye 8 0.5985540091064224 0.976181385699006 0.44269919732108615 0.5990561539817179 + hat wye 9 0.03144187646093577 0.7495507603507059 0.40157346523507115 0.08820330421301396 + pan wye 10 0.5026260055412137 0.9526183602969864 0.41167871926568544 0.46118373540839375 + pan pan 11 0.7930488423451967 0.6505816637259333 0.44981573157363663 0.7598623316515164 + zee pan 12 0.3676141320555616 0.23614420670296965 0.4415955716218291 0.4068389520151571 + eks pan 13 0.4915175580479536 0.7709126592971468 0.4465877702644416 0.48304969744467396 + eks zee 14 0.5207382318405251 0.34141681118811673 0.4540028164220499 0.51696937840094 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a ewma -f x -d 0.1,0.9 -o smooth,rough data/medium | head -15 + a b i x y x_ewma_smooth x_ewma_rough + pan pan 1 0.3467901443380824 0.7268028627434533 0.3467901443380824 0.3467901443380824 + eks pan 2 0.7586799647899636 0.5221511083334797 0.3879791263832706 0.7174909827447755 + wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387 0.25589207346415027 + eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055 0.3688486618304419 + wye pan 5 0.5732889198020006 0.8636244699032729 0.3910644883290776 0.5528448940048447 + zee pan 6 0.5271261600918548 0.49322128674835697 0.4046706555053553 0.5296980334831537 + eks zee 7 0.6117840605678454 0.1878849191181694 0.4253819960116043 0.6035754578593763 + zee wye 8 0.5985540091064224 0.976181385699006 0.44269919732108615 0.5990561539817179 + hat wye 9 0.03144187646093577 0.7495507603507059 0.40157346523507115 0.08820330421301396 + pan wye 10 0.5026260055412137 0.9526183602969864 0.41167871926568544 0.46118373540839375 + pan pan 11 0.7930488423451967 0.6505816637259333 0.44981573157363663 0.7598623316515164 + zee pan 12 0.3676141320555616 0.23614420670296965 0.4415955716218291 0.4068389520151571 + eks pan 13 0.4915175580479536 0.7709126592971468 0.4465877702644416 0.48304969744467396 + eks zee 14 0.5207382318405251 0.34141681118811673 0.4540028164220499 0.51696937840094 + + +Example deriving uptime-delta from system uptime: + +.. code-block:: none + + $ 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 + + +.. _reference-verbs-tac: + +tac +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr tac --help + Usage: mlr tac [options] + Prints records in reverse order from the order in which they were encountered. + Options: + -h|--help Show this message. + +Prints the records in the input stream in reverse order. Note: this requires Miller to retain all input records in memory before any output records are produced. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint cat data/a.csv + a b c + 1 2 3 + 4 5 6 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint cat data/b.csv + a b c + 7 8 9 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint tac data/a.csv data/b.csv + a b c + 7 8 9 + 4 5 6 + 1 2 3 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint put '$filename=FILENAME' then tac data/a.csv data/b.csv + a b c filename + 7 8 9 data/b.csv + 4 5 6 data/a.csv + 1 2 3 data/a.csv + +.. _reference-verbs-tail: + +tail +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr tail --help + Usage: mlr tail [options] + Passes through the last n records, optionally by category. + Options: + -g {a,b,c} Optional group-by-field names for head counts, e.g. a,b,c. + -n {n} Head-count to print. Default 10. + -h|--help Show this message. + +Prints the last *n* records in the input stream, optionally by category. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint tail -n 4 data/colored-shapes.dkvp + color shape flag i u v w x + blue square 1 99974 0.6189062525431605 0.2637962404841453 0.5311465405784674 6.210738209085753 + blue triangle 0 99976 0.008110504040268474 0.8267274952432482 0.4732962944898885 6.146956761817328 + yellow triangle 0 99990 0.3839424618160777 0.55952913620132 0.5113763011485609 4.307973891915119 + yellow circle 1 99994 0.764950884927175 0.25284227383991364 0.49969878539567425 5.013809741826425 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint tail -n 1 -g shape data/colored-shapes.dkvp + color shape flag i u v w x + yellow triangle 0 99990 0.3839424618160777 0.55952913620132 0.5113763011485609 4.307973891915119 + blue square 1 99974 0.6189062525431605 0.2637962404841453 0.5311465405784674 6.210738209085753 + yellow circle 1 99994 0.764950884927175 0.25284227383991364 0.49969878539567425 5.013809741826425 + +.. _reference-verbs-tee: + +tee +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr tee --help + Usage: mlr tee [options] {filename} + Options: + -a Append to existing file, if any, rather than overwriting. + -p Treat filename as a pipe-to command. + Any of the output-format command-line flags (see mlr -h). Example: using + mlr --icsv --opprint put '...' then tee --ojson ./mytap.dat then stats1 ... + the input is CSV, the output is pretty-print tabular, but the tee-file output + is written in JSON format. + + -h|--help Show this message. + +.. _reference-verbs-template: + +template +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr template --help + Usage: mlr template [options] + Places input-record fields in the order specified by list of column names. + If the input record is missing a specified field, it will be filled with the fill-with. + If the input record possesses an unspecified field, it will be discarded. + Options: + -f {a,b,c} Comma-separated field names for template, e.g. a,b,c. + -t {filename} CSV file whose header line will be used for template. + --fill-with {filler string} What to fill absent fields with. Defaults to the empty string. + -h|--help Show this message. + Example: + * Specified fields are a,b,c. + * Input record is c=3,a=1,f=6. + * Output record is a=1,b=,c=3. + +.. _reference-verbs-top: + +top +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr top --help + Usage: mlr top [options] + -f {a,b,c} Value-field names for top counts. + -g {d,e,f} Optional group-by-field names for top counts. + -n {count} How many records to print per category; default 1. + -a Print all fields for top-value records; default is + to print only value and group-by fields. Requires a single + value-field name only. + --min Print top smallest values; default is top largest values. + -F Keep top values as floats even if they look like integers. + -o {name} Field name for output indices. Default "top_idx". + Prints the n records with smallest/largest values at specified fields, + optionally by category. + +Note that ``top`` is distinct from :ref:`reference-verbs-head` -- ``head`` shows fields which appear first in the data stream; ``top`` shows fields which are numerically largest (or smallest). + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint top -n 4 -f x data/medium + top_idx x_top + 1 0.999952670371898 + 2 0.9998228522652893 + 3 0.99973332327313 + 4 0.9995625801977208 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint top -n 4 -f x -o someothername data/medium + someothername x_top + 1 0.999952670371898 + 2 0.9998228522652893 + 3 0.99973332327313 + 4 0.9995625801977208 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint top -n 2 -f x -g a then sort -f a data/medium + a top_idx x_top + eks 1 0.9988110946859143 + eks 2 0.9985342548358704 + hat 1 0.999952670371898 + hat 2 0.99973332327313 + pan 1 0.9994029107062516 + pan 2 0.9990440068491747 + wye 1 0.9998228522652893 + wye 2 0.9992635865771493 + zee 1 0.9994904324789629 + zee 2 0.9994378171787394 + +.. _reference-verbs-uniq: + +uniq +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr uniq --help + Usage: mlr uniq [options] + Prints distinct values for specified field names. With -c, same as + count-distinct. For uniq, -f is a synonym for -g. + + Options: + -g {d,e,f} Group-by-field names for uniq counts. + -c Show repeat counts in addition to unique values. + -n Show only the number of distinct values. + -o {name} Field name for output count. Default "count". + -a Output each unique record only once. Incompatible with -g. + With -c, produces unique records, with repeat counts for each. + With -n, produces only one record which is the unique-record count. + With neither -c nor -n, produces unique records. + +There are two main ways to use ``mlr uniq``: the first way is with ``-g`` to specify group-by columns. + +.. code-block:: none + :emphasize-lines: 1-1 + + wc -l data/colored-shapes.dkvp + 10078 data/colored-shapes.dkvp + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr uniq -g color,shape data/colored-shapes.dkvp + color=yellow,shape=triangle + color=red,shape=square + color=red,shape=circle + color=purple,shape=triangle + color=yellow,shape=circle + color=purple,shape=square + color=yellow,shape=square + color=red,shape=triangle + color=green,shape=triangle + color=green,shape=square + color=blue,shape=circle + color=blue,shape=triangle + color=purple,shape=circle + color=blue,shape=square + color=green,shape=circle + color=orange,shape=triangle + color=orange,shape=square + color=orange,shape=circle + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint uniq -g color,shape -c then sort -f color,shape data/colored-shapes.dkvp + color shape count + blue circle 384 + blue square 589 + blue triangle 497 + green circle 287 + green square 454 + green triangle 368 + orange circle 68 + orange square 128 + orange triangle 107 + purple circle 289 + purple square 481 + purple triangle 372 + red circle 1207 + red square 1874 + red triangle 1560 + yellow circle 356 + yellow square 589 + yellow triangle 468 + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --opprint uniq -g color,shape -c -o someothername \ + then sort -nr someothername \ + data/colored-shapes.dkvp + color shape someothername + red square 1874 + red triangle 1560 + red circle 1207 + yellow square 589 + blue square 589 + blue triangle 497 + purple square 481 + yellow triangle 468 + green square 454 + blue circle 384 + purple triangle 372 + green triangle 368 + yellow circle 356 + purple circle 289 + green circle 287 + orange square 128 + orange triangle 107 + orange circle 68 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint uniq -n -g color,shape data/colored-shapes.dkvp + count + 18 + +The second main way to use ``mlr uniq`` is without group-by columns, using ``-a`` instead: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/repeats.dkvp + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + wc -l data/repeats.dkvp + 57 data/repeats.dkvp + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint uniq -a data/repeats.dkvp + color shape flag + red square 0 + purple triangle 0 + yellow circle 1 + red circle 1 + purple square 0 + red square 1 + yellow triangle 1 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint uniq -a -n data/repeats.dkvp + count + 7 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint uniq -a -c data/repeats.dkvp + count color shape flag + 17 red square 0 + 11 purple triangle 0 + 11 yellow circle 1 + 6 red circle 1 + 7 purple square 0 + 3 red square 1 + 2 yellow triangle 1 + +.. _reference-verbs-unsparsify: + +unsparsify +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr unsparsify --help + Usage: mlr unsparsify [options] + Prints records with the union of field names over all input records. + For field names absent in a given record but present in others, fills in + a value. This verb retains all input before producing any output. + Options: + --fill-with {filler string} What to fill absent fields with. Defaults to + the empty string. + -f {a,b,c} Specify field names to be operated on. Any other fields won't be + modified, and operation will be streaming. + -h|--help Show this message. + Example: if the input is two records, one being 'a=1,b=2' and the other + being 'b=3,c=4', then the output is the two records 'a=1,b=2,c=' and + 'a=,b=3,c=4'. + +Examples: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/sparse.json + {"a":1,"b":2,"v":3} + {"u":1,"b":2} + {"a":1,"v":2,"x":3} + {"v":1,"w":2} + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json unsparsify data/sparse.json + { + "a": 1, + "b": 2, + "v": 3, + "u": "", + "x": "", + "w": "" + } + { + "a": "", + "b": 2, + "v": "", + "u": 1, + "x": "", + "w": "" + } + { + "a": 1, + "b": "", + "v": 2, + "u": "", + "x": 3, + "w": "" + } + { + "a": "", + "b": "", + "v": 1, + "u": "", + "x": "", + "w": 2 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint unsparsify data/sparse.json + a b v u x w + 1 2 3 - - - + - 2 - 1 - - + 1 - 2 - 3 - + - - 1 - - 2 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint unsparsify --fill-with missing data/sparse.json + a b v u x w + 1 2 3 missing missing missing + missing 2 missing 1 missing missing + 1 missing 2 missing 3 missing + missing missing 1 missing missing 2 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint unsparsify -f a,b,u data/sparse.json + a b v u + 1 2 3 - + + u b a + 1 2 - + + a v x b u + 1 2 3 - - + + v w a b u + 1 2 - - - + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint unsparsify -f a,b,u,v,w,x then regularize data/sparse.json + a b v u w x + 1 2 3 - - - + - 2 - 1 - - + 1 - 2 - - 3 + - - 1 - 2 - + diff --git a/docs6b/docs/_build/html/_sources/reference.rst.txt b/docs6b/docs/_build/html/_sources/reference.rst.txt new file mode 100644 index 000000000..02c1ab6bf --- /dev/null +++ b/docs6b/docs/_build/html/_sources/reference.rst.txt @@ -0,0 +1,31 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Main reference +================================================================ + +TODO: keep splititng up this big file + +String literals +---------------------------------------------------------------- + +You can use the following backslash escapes for strings such as between the double quotes in contexts such as ``mlr filter '$name =~ "..."'``, ``mlr put '$name = $othername . "..."'``, ``mlr put '$name = sub($name, "...", "...")``, etc.: + +* ``\a``: ASCII code 0x07 (alarm/bell) +* ``\b``: ASCII code 0x08 (backspace) +* ``\f``: ASCII code 0x0c (formfeed) +* ``\n``: ASCII code 0x0a (LF/linefeed/newline) +* ``\r``: ASCII code 0x0d (CR/carriage return) +* ``\t``: ASCII code 0x09 (tab) +* ``\v``: ASCII code 0x0b (vertical tab) +* ``\\``: backslash +* ``\"``: double quote +* ``\123``: Octal 123, etc. for ``\000`` up to ``\377`` +* ``\x7f``: Hexadecimal 7f, etc. for ``\x00`` up to ``\xff`` + +See also https://en.wikipedia.org/wiki/Escape_sequences_in_C. + +These replacements apply only to strings you key in for the DSL expressions for ``filter`` and ``put``: that is, if you type ``\t`` in a string literal for a ``filter``/``put`` expression, it will be turned into a tab character. If you want a backslash followed by a ``t``, then please type ``\\t``. + +However, these replacements are not done automatically within your data stream. If you wish to make these replacements, you can do, for example, for a field named ``field``, ``mlr put '$field = gsub($field, "\\t", "\t")'``. If you need to make such a replacement for all fields in your data, you should probably simply use the system ``sed`` command. + diff --git a/docs6b/docs/_build/html/_sources/release-docs.rst.txt b/docs6b/docs/_build/html/_sources/release-docs.rst.txt new file mode 100644 index 000000000..eda04cbc8 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/release-docs.rst.txt @@ -0,0 +1,21 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Documents by release +================================================================ + +As of September 2020, for 5.9.1 onward, release-specific docs will be handled automatically by https://miller.readthedocs.io whenever a new release is tagged at https://github.com/johnkerl/miller/releases. + +Information here is for documents from before the readthedocs port: + +* `Head `_ +* `Miller 5.9.1 `_ +* `Miller 5.9.0 `_ +* `Miller 5.8.0 `_ +* `Miller 5.7.0 `_ +* `Miller 5.6.2 `_ +* `Miller 5.6.1 `_ +* `Miller 5.6.0 `_ +* `Miller 5.5.0 `_ +* `Miller 5.4.0 `_ +* `Miller 5.3.0 `_ diff --git a/docs6b/docs/_build/html/_sources/repl.rst.txt b/docs6b/docs/_build/html/_sources/repl.rst.txt new file mode 100644 index 000000000..2c3964d9b --- /dev/null +++ b/docs6b/docs/_build/html/_sources/repl.rst.txt @@ -0,0 +1,184 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +The REPL +================================================================ + +The Miller REPL (read-evaluate-print loop) is an interactive counterpart to record-processing using the ``put``/``filter`` language. (A REPL is anything that evaluates what you type into it -- like ``python`` with no arguments, or Ruby's ``irb``, or ``node`` with no arguments, etc.) + +Miller's REPL isn't a source-level debugger which lets you execute one source-code *statement* at a time -- however, it does let you operate on one *record* at a time. Further, it lets you use "immediate expressions", namely, you can interact with the language without having to provide data from an input file. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr repl + + [mlr] 1 + 2 + 3 + +Using Miller without the REPL +---------------------------------------------------------------- + +Using ``put`` and ``filter``, you can do the following as we've seen above: + +* Specify input format (e.g. ``--icsv``), output format (e.g. ``--ojson``), etc. using command-line flags. +* Specify filenames on the command line. +* Define ``begin {...}`` blocks which are executed before the first record is read. +* Define ``end {...}`` blocks which are executed after the last record is read. +* Define user-defined functions/subroutines using ``func`` and ``subr``. +* Specify statements to be executed on each record -- which are anything outside of ``begin``/``end``/``func``/``subr``. +* Example: + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --icsv --ojson --from example.csv head -n 2 \ + then put 'begin {print "HELLO"} $z = $x + $y; end {print "GOODBYE"}' + HELLO + { + "color": "yellow", + "shape": "triangle", + "flag": true, + "index": 11, + "quantity": 43.6498, + "rate": 9.8870 + } + { + "color": "red", + "shape": "square", + "flag": true, + "index": 15, + "quantity": 79.2778, + "rate": 0.0130 + } + GOODBYE + +Using Miller with the REPL +---------------------------------------------------------------- + +Using the REPL, by contrast, you get interactive control over those same steps: + +* Specify input format (e.g. ``--icsv``), output format (e.g. ``--ojson``), etc. using command-line flags. +* REPL-only statements (non-DSL statements) start with ``:``, such as ``:help`` or ``:quit`` + or ``:open``. +* Specify filenames either on the command line or via ``:open`` at the Miller REPL. +* Read records one at a time using ``:read``. +* Write the current record (maybe after you've modified it with things like ``$z = $x + $y``) + using ``:write``. This goes to the terminal; you can use ``:> {filename}`` to make writes + go to a file, or ``:>> {filename}`` to append. +* You can type ``:reopen`` to go back to the start of the same file(s) you specified + with ``:open``. +* Skip ahead using statements ``:skip 10`` or ``:skip until NR == 100`` or + ``:skip until $status_code != 200``. +* Similarly, but processing records rather than skipping past them, using + ``:process`` rather than ``:skip``. Like ``:write``, these go to the screen; + use ``:> {filename}`` or ``:>> {filename}`` to log to a file instead. +* Define ``begin {...}`` blocks; invoke them at will using ``:begin``. +* Define ``end {...}`` blocks; invoke them at will using ``:end``. +* Define user-defined functions/subroutines using ``func``/``subr``; call them from other statements. +* Interactively specify statements to be executed immediately on the current record. +* Load any of the above from Miller-script files using ``:load``. + +The input "record" by default is the empty map but you can do things like +``$x=3``, or ``unset $y``, or ``$* = {"x": 3, "y": 4}`` to populate it. Or, ``:open +foo.dat`` followed by ``:read`` to populate it from a data file. + +Non-assignment expressions, such as ``7`` or ``true``, operate as filter conditions +in the ``put`` DSL: they can be used to specify whether a record will or won't be +included in the output-record stream. But here in the REPL, they are simply +printed to the terminal, e.g. if you type ``1+2``, you will see ``3``. + +Entering multi-line statements +---------------------------------------------------------------- + +* To enter multi-line statements, enter ``<`` on a line by itself, then the code (taking care + for semicolons), then ">" on a line by itself. These will be executed immediately. +* If you enter ``<<`` on a line by itself, then the code, then ``>>`` on a line by + itself, the statements will be remembered for executing on records with + ``:main``, as if you had done ``:load`` to load statements from a file. + +Examples +---------------------------------------------------------------- + +Use the REPL to look at arithmetic: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr repl + + [mlr] 6/3 + 2 + + [mlr] 6/5 + 1.2 + + [mlr] typeof(6/3) + int + + [mlr] typeof(6/5) + float + +Read the first record from a small file: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr repl + + [mlr] :open foo.dat + + [mlr] :read + + [mlr] :context + FILENAME="foo.dat",FILENUM=1,NR=1,FNR=1 + + [mlr] $* + { + "a": "eks", + "b": "wye", + "i": 4, + "x": 0.38139939387114097, + "y": 0.13418874328430463 + } + + [mlr] $z = $x + $i + + [mlr] :write + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,z=4.381399393871141 + +Skip until deep into a larger file, then inspect a record: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr repl --csv + + [mlr] :open data/colored-shapes.csv + [mlr] :skip until NR == 10000 + [mlr] :r + [mlr] $* + { + "color": "yellow", + "shape": "circle", + "flag": 1, + "i": 99284, + "u": 0.6530503199545348, + "v": 0.23908588907834516, + "w": 0.4799125551304738, + "x": 6.379888206335166 + } + +History-editing +---------------------------------------------------------------- + +No command-line-history-editing feature is built in but **rlwrap mlr repl** is a +delight. You may need ``brew install rlwrap``, ``sudo apt-get install rlwrap``, +etc. depending on your platform. + +Suggestion: ``alias mrpl='rlwrap mlr repl'`` in your shell's startup file. + +On-line help +---------------------------------------------------------------- + +After ``mlr repl``, type ``:help`` to see more about your options. In particular, ``:help examples``. diff --git a/docs6b/docs/_build/html/_sources/shapes-of-data.rst.txt b/docs6b/docs/_build/html/_sources/shapes-of-data.rst.txt new file mode 100644 index 000000000..fe4fe60a1 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/shapes-of-data.rst.txt @@ -0,0 +1,422 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Shapes of data +============== + +No output at all +---------------------------------------------------------------- + +Try ``od -xcv`` and/or ``cat -e`` on your file to check for non-printable characters. + +If you're using Miller version less than 5.0.0 (try ``mlr --version`` on your system to find out), when the line-ending-autodetect feature was introduced, please see http://johnkerl.org/miller-releases/miller-4.5.0/doc/index.html. + +Fields not selected +---------------------------------------------------------------- + +Check the field-separators of the data, e.g. with the command-line ``head`` program. Example: for CSV, Miller's default record separator is comma; if your data is tab-delimited, e.g. ``aTABbTABc``, then Miller won't find three fields named ``a``, ``b``, and ``c`` but rather just one named ``aTABbTABc``. Solution in this case: ``mlr --fs tab {remaining arguments ...}``. + +Also try ``od -xcv`` and/or ``cat -e`` on your file to check for non-printable characters. + +Diagnosing delimiter specifications +---------------------------------------------------------------- + +Use the ``file`` command to see if there are CR/LF terminators (in this case, # there are not): + +.. code-block:: none + :emphasize-lines: 1-1 + + file data/colours.csv + data/colours.csv: UTF-8 Unicode text + +Look at the file to find names of fields + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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``): + +.. code-block:: none + :emphasize-lines: 1-1 + + 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: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +I assigned $9 and it's not 9th +---------------------------------------------------------------- + +Miller records are ordered lists of key-value pairs. For NIDX format, DKVP format when keys are missing, or CSV/CSV-lite format with ``--implicit-csv-header``, Miller will sequentially assign keys of the form ``1``, ``2``, etc. But these are not integer array indices: they're just field names taken from the initial field ordering in the input data, when it is originally read from the input file(s). + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x,y,z | mlr --dkvp cat + 1=x,2=y,3=z + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x,y,z | mlr --dkvp put '$6="a";$4="b";$55="cde"' + 1=x,2=y,3=z,6=a,4=b,55=cde + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x,y,z | mlr --nidx cat + x,y,z + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x,y,z | mlr --csv --implicit-csv-header cat + 1,2,3 + x,y,z + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x,y,z | mlr --dkvp rename 2,999 + 1=x,999=y,3=z + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x,y,z | mlr --dkvp rename 2,newname + 1=x,newname=y,3=z + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x,y,z | mlr --csv --implicit-csv-header reorder -f 3,1,2 + 3,1,2 + z,x,y + +Why doesn't mlr cut put fields in the order I want? +---------------------------------------------------------------- + +Example: columns ``x,i,a`` were requested but they appear here in the order ``a,i,x``: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cut -f x,i,a data/small + a=pan,i=1,x=0.3467901443380824 + a=eks,i=2,x=0.7586799647899636 + a=wye,i=3,x=0.20460330576630303 + a=eks,i=4,x=0.38139939387114097 + a=wye,i=5,x=0.5732889198020006 + +The issue is that Miller's ``cut``, by default, outputs cut fields in the order they appear in the input data. This design decision was made intentionally to parallel the Unix/Linux system ``cut`` command, which has the same semantics. + +The solution is to use the ``-o`` option: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr cut -o -f x,i,a data/small + x=0.3467901443380824,i=1,a=pan + x=0.7586799647899636,i=2,a=eks + x=0.20460330576630303,i=3,a=wye + x=0.38139939387114097,i=4,a=eks + x=0.5732889198020006,i=5,a=wye + +Numbering and renumbering records +---------------------------------------------------------------- + +The ``awk``-like built-in variable ``NR`` is incremented for each input record: + +.. code-block:: none + :emphasize-lines: 1-1 + + 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 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr put '$nr = NR' data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,nr=1 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,nr=2 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,nr=3 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,nr=4 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,nr=5 + +However, this is the record number within the original input stream -- not after any filtering you may have done: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter '$a == "wye"' then put '$nr = NR' data/small + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,nr=3 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,nr=5 + +There are two good options here. One is to use the ``cat`` verb with ``-n``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter '$a == "wye"' then cat -n data/small + n=1,a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + n=2,a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +The other is to keep your own counter within the ``put`` DSL: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter '$a == "wye"' then put 'begin {@n = 1} $n = @n; @n += 1' data/small + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,n=1 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,n=2 + +The difference is a matter of taste (although ``mlr cat -n`` puts the counter first). + +Splitting nested fields +---------------------------------------------------------------- + +Suppose you have a TSV file like this: + +.. code-block:: none + + a b + x z + s u:v:w + +The simplest option is to use :ref:`mlr nest `: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --tsv nest --explode --values --across-records -f b --nested-fs : data/nested.tsv + a b + x z + s u + s v + s w + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --tsv nest --explode --values --across-fields -f b --nested-fs : data/nested.tsv + a b_1 + x z + + a b_1 b_2 b_3 + s u v w + +While ``mlr nest`` is simplest, let's also take a look at a few ways to do this using the ``put`` DSL. + +One option to split out the colon-delimited values in the ``b`` column is to use ``splitnv`` to create an integer-indexed map and loop over it, adding new fields to the current record: + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --from data/nested.tsv --itsv --oxtab put ' + o = splitnv($b, ":"); + for (k,v in o) { + $["p".k]=v + } + ' + a x + b z + p1 z + + a s + b u:v:w + p1 u + p2 v + p3 w + +while another is to loop over the same map from ``splitnv`` and use it (with ``put -q`` to suppress printing the original record) to produce multiple records: + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --from data/nested.tsv --itsv --oxtab put -q ' + o = splitnv($b, ":"); + for (k,v in o) { + x = mapsum($*, {"b":v}); + emit x + } + ' + a x + b z + + a s + b u + + a s + b v + + a s + b w + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --from data/nested.tsv --tsv put -q ' + o = splitnv($b, ":"); + for (k,v in o) { + x = mapsum($*, {"b":v}); emit x + } + ' + a b + x z + s u + s v + s w + +Options for dealing with duplicate rows +---------------------------------------------------------------- + +If your data has records appearing multiple times, you can use :ref:`mlr uniq ` to show and/or count the unique records. + +If you want to look at partial uniqueness -- for example, show only the first record for each unique combination of the ``account_id`` and ``account_status`` fields -- you might use ``mlr head -n 1 -g account_id,account_status``. Please also see :ref:`mlr head `. + +Rectangularizing data +---------------------------------------------------------------- + +Suppose you have a method (in whatever language) which is printing things of the form + +.. code-block:: none + + outer=1 + outer=2 + outer=3 + +and then calls another method which prints things of the form + +.. code-block:: none + + middle=10 + middle=11 + middle=12 + middle=20 + middle=21 + middle=30 + middle=31 + +and then, perhaps, that second method calls a third method which prints things of the form + +.. code-block:: none + + 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 + +with the result that your program's output is + +.. code-block:: none + + 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 + +The idea here is that middles starting with a 1 belong to the outer value of 1, and so on. (For example, the outer values might be account IDs, the middle values might be invoice IDs, and the inner values might be invoice line-items.) If you want all the middle and inner lines to have the context of which outers they belong to, you can modify your software to pass all those through your methods. Alternatively, don't refactor your code just to handle some ad-hoc log-data formatting -- instead, use the following to rectangularize the data. The idea is to use an out-of-stream variable to accumulate fields across records. Clear that variable when you see an outer ID; accumulate fields; emit output when you see the inner IDs. + +.. code-block:: none + :emphasize-lines: 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 + }' + outer=1,middle=10,inner1=100,inner2=101 + outer=1,middle=12,inner1=120,inner2=121 + outer=2,middle=20,inner1=200,inner2=201 + outer=2,middle=21,inner1=210,inner2=211 + outer=3,middle=30,inner1=300,inner2=301 + outer=3,middle=31,inner1=312,inner2=301 + outer=3,middle=31,inner1=313,inner2=314 diff --git a/docs6b/docs/_build/html/_sources/shell-commands.rst.txt b/docs6b/docs/_build/html/_sources/shell-commands.rst.txt new file mode 100644 index 000000000..b90225928 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/shell-commands.rst.txt @@ -0,0 +1,69 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Running shell commands +====================== + +TODO: while-read example from issues + +The :ref:`reference-dsl-system` DSL function allows you to run a specific shell command and put its output -- minus the final newline -- into a record field. The command itself is any string, either a literal string, or a concatenation of strings, perhaps including other field values or what have you. + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint put '$o = system("echo hello world")' data/small + a b i x y o + pan pan 1 0.3467901443380824 0.7268028627434533 hello world + eks pan 2 0.7586799647899636 0.5221511083334797 hello world + wye wye 3 0.20460330576630303 0.33831852551664776 hello world + eks wye 4 0.38139939387114097 0.13418874328430463 hello world + wye pan 5 0.5732889198020006 0.8636244699032729 hello world + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint put '$o = system("echo {" . NR . "}")' data/small + a b i x y o + pan pan 1 0.3467901443380824 0.7268028627434533 {1} + eks pan 2 0.7586799647899636 0.5221511083334797 {2} + wye wye 3 0.20460330576630303 0.33831852551664776 {3} + eks wye 4 0.38139939387114097 0.13418874328430463 {4} + wye pan 5 0.5732889198020006 0.8636244699032729 {5} + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint put '$o = system("echo -n ".$a."| sha1sum")' data/small + a b i x y o + pan pan 1 0.3467901443380824 0.7268028627434533 f29c748220331c273ef16d5115f6ecd799947f13 - + eks pan 2 0.7586799647899636 0.5221511083334797 456d988ecb3bf1b75f057fc6e9fe70db464e9388 - + wye wye 3 0.20460330576630303 0.33831852551664776 eab0de043d67f441c7fd1e335f0ca38708e6ebf7 - + eks wye 4 0.38139939387114097 0.13418874328430463 456d988ecb3bf1b75f057fc6e9fe70db464e9388 - + wye pan 5 0.5732889198020006 0.8636244699032729 eab0de043d67f441c7fd1e335f0ca38708e6ebf7 - + +Note that running a subprocess on every record takes a non-trivial amount of time. Comparing asking the system ``date`` command for the current time in nanoseconds versus computing it in process: + +.. + hard-coded, not live-code, since %N doesn't exist on all platforms + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint put '$t=system("date +%s.%N")' then step -a delta -f t data/small + a b i x y t t_delta + pan pan 1 0.3467901443380824 0.7268028627434533 1568774318.513903817 0 + eks pan 2 0.7586799647899636 0.5221511083334797 1568774318.514722876 0.000819 + wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.515618046 0.000895 + eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.516547441 0.000929 + wye pan 5 0.5732889198020006 0.8636244699032729 1568774318.517518828 0.000971 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint put '$t=systime()' then step -a delta -f t data/small + a b i x y t t_delta + pan pan 1 0.3467901443380824 0.7268028627434533 1568774318.518699 0 + eks pan 2 0.7586799647899636 0.5221511083334797 1568774318.518717 0.000018 + wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.518723 0.000006 + eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.518727 0.000004 + wye pan 5 0.5732889198020006 0.8636244699032729 1568774318.518730 0.000003 diff --git a/docs6b/docs/_build/html/_sources/special-symbols-and-formatting.rst.txt b/docs6b/docs/_build/html/_sources/special-symbols-and-formatting.rst.txt new file mode 100644 index 000000000..0bddbd3b5 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/special-symbols-and-formatting.rst.txt @@ -0,0 +1,146 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Special symbols and formatting +============================== + +How can I handle commas-as-data in various formats? +---------------------------------------------------------------- + +:doc:`CSV ` handles this well and by design: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat commas.csv + Name,Role + "Xiao, Lin",administrator + "Khavari, Darius",tester + +Likewise :ref:`file-formats-json`: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --ojson cat commas.csv + { + "Name": "Xiao, Lin", + "Role": "administrator" + } + { + "Name": "Khavari, Darius", + "Role": "tester" + } + +For Miller's :ref:`vertical-tabular format ` there is no escaping for carriage returns, but commas work fine: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --oxtab cat commas.csv + Name Xiao, Lin + Role administrator + + Name Khavari, Darius + Role tester + +But for :ref:`Key-value_pairs ` and :ref:`index-numbered `, commas are the default field separator. And -- as of Miller 5.4.0 anyway -- there is no CSV-style double-quote-handling like there is for CSV. So commas within the data look like delimiters: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --odkvp cat commas.csv + Name=Xiao, Lin,Role=administrator + Name=Khavari, Darius,Role=tester + +One solution is to use a different delimiter, such as a pipe character: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --odkvp --ofs pipe cat commas.csv + Name=Xiao, Lin|Role=administrator + Name=Khavari, Darius|Role=tester + +To be extra-sure to avoid data/delimiter clashes, you can also use control +characters as delimiters -- here, control-A: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --odkvp --ofs '\001' cat commas.csv | cat -v + Name=Xiao, Lin\001Role=administrator + Name=Khavari, Darius\001Role=tester + +How can I handle field names with special symbols in them? +---------------------------------------------------------------- + +Simply surround the field names with curly braces: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo 'x.a=3,y:b=4,z/c=5' | mlr put '${product.all} = ${x.a} * ${y:b} * ${z/c}' + x.a=3,y:b=4,z/c=5,product.all=60 + +How can I put single-quotes into strings? +---------------------------------------------------------------- + +This is a little tricky due to the shell's handling of quotes. For simplicity, let's first put an update script into a file: + +.. code-block:: none + + $a = "It's OK, I said, then 'for now'." + +.. code-block:: none + :emphasize-lines: 1-1 + + echo a=bcd | mlr put -f data/single-quote-example.mlr + a=It's OK, I said, then 'for now'. + +So, it's simple: Miller's DSL uses double quotes for strings, and you can put single quotes (or backslash-escaped double-quotes) inside strings, no problem. + +Without putting the update expression in a file, it's messier: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo a=bcd | mlr put '$a="It'\''s OK, I said, '\''for now'\''."' + a=It's OK, I said, 'for now'. + +The idea is that the outermost single-quotes are to protect the ``put`` expression from the shell, and the double quotes within them are for Miller. To get a single quote in the middle there, you need to actually put it *outside* the single-quoting for the shell. The pieces are the following, all concatenated together: + +* ``$a="It`` +* ``\'`` +* ``s OK, I said,`` +* ``\'`` +* ``for now`` +* ``\'`` +* ``.`` + +How to escape '?' in regexes? +---------------------------------------------------------------- + +One way is to use square brackets; an alternative is to use simple string-substitution rather than a regular expression. + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/question.dat + a=is it?,b=it is! +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab put '$c = gsub($a, "[?]"," ...")' data/question.dat + a is it? + b it is! + c is it ... +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab put '$c = ssub($a, "?"," ...")' data/question.dat + a is it? + b it is! + c is it ... + +The ``ssub`` function exists precisely for this reason: so you don't have to escape anything. diff --git a/docs6b/docs/_build/html/_sources/sql-examples.rst.txt b/docs6b/docs/_build/html/_sources/sql-examples.rst.txt new file mode 100644 index 000000000..4d3996081 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/sql-examples.rst.txt @@ -0,0 +1,252 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +SQL examples +==================== + +.. _sql-output-examples: + +SQL-output examples +^^^^^^^^^^^^^^^^^^^ + +I like to produce SQL-query output with header-column and tab delimiter: this is CSV but with a tab instead of a comma, also known as TSV. Then I post-process with ``mlr --tsv`` or ``mlr --tsvlite``. This means I can do some (or all, or none) of my data processing within SQL queries, and some (or none, or all) of my data processing using Miller -- whichever is most convenient for my needs at the moment. + +For example, using default output formatting in ``mysql`` we get formatting like Miller's ``--opprint --barred``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mysql --database=mydb -e 'show columns in mytable' + +------------------+--------------+------+-----+---------+-------+ + | Field | Type | Null | Key | Default | Extra | + +------------------+--------------+------+-----+---------+-------+ + | id | bigint(20) | NO | MUL | NULL | | + | category | varchar(256) | NO | | NULL | | + | is_permanent | tinyint(1) | NO | | NULL | | + | assigned_to | bigint(20) | YES | | NULL | | + | last_update_time | int(11) | YES | | NULL | | + +------------------+--------------+------+-----+---------+-------+ + +Using ``mysql``'s ``-B`` we get TSV output: + +.. code-block:: none + :emphasize-lines: 1-1 + + mysql --database=mydb -B -e 'show columns in mytable' | mlr --itsvlite --opprint cat + Field Type Null Key Default Extra + id bigint(20) NO MUL NULL - + category varchar(256) NO - NULL - + is_permanent tinyint(1) NO - NULL - + assigned_to bigint(20) YES - NULL - + last_update_time int(11) YES - NULL - + +Since Miller handles TSV output, we can do as much or as little processing as we want in the SQL query, then send the rest on to Miller. This includes outputting as JSON, doing further selects/joins in Miller, doing stats, etc. etc.: + +.. code-block:: none + :emphasize-lines: 1-1 + + mysql --database=mydb -B -e 'show columns in mytable' | mlr --itsvlite --ojson --jlistwrap --jvstack cat + [ + { + "Field": "id", + "Type": "bigint(20)", + "Null": "NO", + "Key": "MUL", + "Default": "NULL", + "Extra": "" + }, + { + "Field": "category", + "Type": "varchar(256)", + "Null": "NO", + "Key": "", + "Default": "NULL", + "Extra": "" + }, + { + "Field": "is_permanent", + "Type": "tinyint(1)", + "Null": "NO", + "Key": "", + "Default": "NULL", + "Extra": "" + }, + { + "Field": "assigned_to", + "Type": "bigint(20)", + "Null": "YES", + "Key": "", + "Default": "NULL", + "Extra": "" + }, + { + "Field": "last_update_time", + "Type": "int(11)", + "Null": "YES", + "Key": "", + "Default": "NULL", + "Extra": "" + } + ] + +.. code-block:: none + :emphasize-lines: 1-1 + + mysql --database=mydb -B -e 'select * from mytable' > query.tsv + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --from query.tsv --t2p stats1 -a count -f id -g category,assigned_to + category assigned_to id_count + special 10000978 207 + special 10003924 385 + special 10009872 168 + standard 10000978 524 + standard 10003924 392 + standard 10009872 108 + ... + +Again, all the examples in the CSV section apply here -- just change the input-format flags. + +.. _sql-input-examples: + +SQL-input examples +^^^^^^^^^^^^^^^^^^ + +One use of NIDX (value-only, no keys) format is for loading up SQL tables. + +Create and load SQL table: + +.. code-block:: none + + mysql> CREATE TABLE abixy( + a VARCHAR(32), + b VARCHAR(32), + i BIGINT(10), + x DOUBLE, + y DOUBLE + ); + Query OK, 0 rows affected (0.01 sec) + + bash$ mlr --onidx --fs comma cat data/medium > medium.nidx + + mysql> LOAD DATA LOCAL INFILE 'medium.nidx' REPLACE INTO TABLE abixy FIELDS TERMINATED BY ',' ; + Query OK, 10000 rows affected (0.07 sec) + Records: 10000 Deleted: 0 Skipped: 0 Warnings: 0 + + mysql> SELECT COUNT(*) AS count FROM abixy; + +-------+ + | count | + +-------+ + | 10000 | + +-------+ + 1 row in set (0.00 sec) + + mysql> SELECT * FROM abixy LIMIT 10; + +------+------+------+---------------------+---------------------+ + | 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 | + | zee | pan | 6 | 0.5271261600918548 | 0.49322128674835697 | + | eks | zee | 7 | 0.6117840605678454 | 0.1878849191181694 | + | zee | wye | 8 | 0.5985540091064224 | 0.976181385699006 | + | hat | wye | 9 | 0.03144187646093577 | 0.7495507603507059 | + | pan | wye | 10 | 0.5026260055412137 | 0.9526183602969864 | + +------+------+------+---------------------+---------------------+ + +Aggregate counts within SQL: + +.. code-block:: none + + mysql> SELECT a, b, COUNT(*) AS count FROM abixy GROUP BY a, b ORDER BY COUNT DESC; + +------+------+-------+ + | a | b | count | + +------+------+-------+ + | zee | wye | 455 | + | pan | eks | 429 | + | pan | pan | 427 | + | wye | hat | 426 | + | hat | wye | 423 | + | pan | hat | 417 | + | eks | hat | 417 | + | pan | zee | 413 | + | eks | eks | 413 | + | zee | hat | 409 | + | eks | wye | 407 | + | zee | zee | 403 | + | pan | wye | 395 | + | wye | pan | 392 | + | zee | eks | 391 | + | zee | pan | 389 | + | hat | eks | 389 | + | wye | eks | 386 | + | wye | zee | 385 | + | hat | zee | 385 | + | hat | hat | 381 | + | wye | wye | 377 | + | eks | pan | 371 | + | hat | pan | 363 | + | eks | zee | 357 | + +------+------+-------+ + 25 rows in set (0.01 sec) + +Aggregate counts within Miller: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint uniq -c -g a,b then sort -nr count data/medium + a b count + zee wye 455 + pan eks 429 + pan pan 427 + wye hat 426 + hat wye 423 + pan hat 417 + eks hat 417 + eks eks 413 + pan zee 413 + zee hat 409 + eks wye 407 + zee zee 403 + pan wye 395 + hat pan 363 + eks zee 357 + +Pipe SQL output to aggregate counts within Miller: + +.. code-block:: none + :emphasize-lines: 1-1 + + mysql -D miller -B -e 'select * from abixy' | mlr --itsv --opprint uniq -c -g a,b then sort -nr count + a b count + zee wye 455 + pan eks 429 + pan pan 427 + wye hat 426 + hat wye 423 + pan hat 417 + eks hat 417 + eks eks 413 + pan zee 413 + zee hat 409 + eks wye 407 + zee zee 403 + pan wye 395 + wye pan 392 + zee eks 391 + zee pan 389 + hat eks 389 + wye eks 386 + hat zee 385 + wye zee 385 + hat hat 381 + wye wye 377 + eks pan 371 + hat pan 363 + eks zee 357 diff --git a/docs6b/docs/_build/html/_sources/statistics-examples.rst.txt b/docs6b/docs/_build/html/_sources/statistics-examples.rst.txt new file mode 100644 index 000000000..eab281d39 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/statistics-examples.rst.txt @@ -0,0 +1,71 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Statistics examples +==================== + +Computing interquartile ranges +---------------------------------------------------------------- + +For one or more specified field names, simply compute p25 and p75, then write the IQR as the difference of p75 and p25: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --oxtab stats1 -f x -a p25,p75 \ + then put '$x_iqr = $x_p75 - $x_p25' \ + data/medium + x_p25 0.24667037823231752 + x_p75 0.7481860062358446 + x_iqr 0.5015156280035271 + +For wildcarded field names, first compute p25 and p75, then loop over field names with ``p25`` in them: + +.. code-block:: none + :emphasize-lines: 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 + +Computing weighted means +---------------------------------------------------------------- + +This might be more elegantly implemented as an option within the ``stats1`` verb. Meanwhile, it's expressible within the DSL: + +.. code-block:: none + :emphasize-lines: 1-24 + + 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"; + }' + a=pan,wmean=4979.563722208067,mean=5028.259010091302 + a=eks,wmean=4890.3815931472145,mean=4956.2900763358775 + a=wye,wmean=4946.987746229947,mean=4920.001017293998 + a=zee,wmean=5164.719684856538,mean=5123.092330239375 + a=hat,wmean=4925.533162478552,mean=4967.743946419371 diff --git a/docs6b/docs/_build/html/_sources/then-chaining.rst.txt b/docs6b/docs/_build/html/_sources/then-chaining.rst.txt new file mode 100644 index 000000000..7bbbc28a1 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/then-chaining.rst.txt @@ -0,0 +1,125 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Then-chaining +============= + +How do I examine then-chaining? +---------------------------------------------------------------- + +Then-chaining found in Miller is intended to function the same as Unix pipes, but with less keystroking. You can print your data one pipeline step at a time, to see what intermediate output at one step becomes the input to the next step. + +First, look at the input data: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/then-example.csv + Status,Payment_Type,Amount + paid,cash,10.00 + pending,debit,20.00 + paid,cash,50.00 + pending,credit,40.00 + paid,debit,30.00 + +Next, run the first step of your command, omitting anything from the first ``then`` onward: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --icsv --opprint count-distinct -f Status,Payment_Type data/then-example.csv + Status Payment_Type count + paid cash 2 + pending debit 1 + pending credit 1 + paid debit 1 + +After that, run it with the next ``then`` step included: + +.. code-block:: none + :emphasize-lines: 1-3 + + mlr --icsv --opprint count-distinct -f Status,Payment_Type \ + then sort -nr count \ + data/then-example.csv + Status Payment_Type count + paid cash 2 + pending debit 1 + pending credit 1 + paid debit 1 + +Now if you use ``then`` to include another verb after that, the columns ``Status``, ``Payment_Type``, and ``count`` will be the input to that verb. + +Note, by the way, that you'll get the same results using pipes: + +.. code-block:: none + :emphasize-lines: 1-2 + + mlr --csv count-distinct -f Status,Payment_Type data/then-example.csv \ + | mlr --icsv --opprint sort -nr count + Status Payment_Type count + paid cash 2 + pending debit 1 + pending credit 1 + paid debit 1 + +NR is not consecutive after then-chaining +---------------------------------------------------------------- + +Given this input data: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/small + a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 + a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 + +why don't I see ``NR=1`` and ``NR=2`` here?? + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter '$x > 0.5' then put '$NR = NR' data/small + a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NR=2 + a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NR=5 + +The reason is that ``NR`` is computed for the original input records and isn't dynamically updated. By contrast, ``NF`` is dynamically updated: it's the number of fields in the current record, and if you add/remove a field, the value of ``NF`` will change: + +.. code-block:: none + :emphasize-lines: 1-1 + + echo x=1,y=2,z=3 | mlr put '$nf1 = NF; $u = 4; $nf2 = NF; unset $x,$y,$z; $nf3 = NF' + nf1=3,u=4,nf2=5,nf3=3 + +``NR``, by contrast (and ``FNR`` as well), retains the value from the original input stream, and records may be dropped by a ``filter`` within a ``then``-chain. To recover consecutive record numbers, you can use out-of-stream variables as follows: + +.. code-block:: none + :emphasize-lines: 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; + $nr2 = @nr2 + ' + a b i x y nr1 nr2 + eks pan 2 0.7586799647899636 0.5221511083334797 2 1 + wye pan 5 0.5732889198020006 0.8636244699032729 5 2 + +Or, simply use ``mlr cat -n``: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr filter '$x > 0.5' then cat -n data/small + n=1,a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 + n=2,a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 diff --git a/docs6b/docs/_build/html/_sources/two-pass-algorithms.rst.txt b/docs6b/docs/_build/html/_sources/two-pass-algorithms.rst.txt new file mode 100644 index 000000000..ea9e441d4 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/two-pass-algorithms.rst.txt @@ -0,0 +1,718 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Two-pass algorithms +================================================================ + +Overview +---------------------------------------------------------------- + +Miller is a streaming record processor; commands are performed once per record. This makes Miller particularly suitable for single-pass algorithms, allowing many of its verbs to process files that are (much) larger than the amount of RAM present in your system. (Of course, Miller verbs such as ``sort``, ``tac``, etc. all must ingest and retain all input records before emitting any output records.) You can also use out-of-stream variables to perform multi-pass computations, at the price of retaining all input records in memory. + +One of Miller's strengths is its compact notation: for example, given input of the form + +.. code-block:: none + :emphasize-lines: 1-1 + + head -n 5 ../data/medium + 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 + +you can simply do + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a sum -f x ../data/medium + x_sum 4986.019681679581 + +or + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a sum -f x -g b ../data/medium + b x_sum + pan 965.7636699425815 + wye 1023.5484702619565 + zee 979.7420161495838 + eks 1016.7728571314786 + hat 1000.192668193983 + +rather than the more tedious + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --oxtab put -q ' + @x_sum += $x; + end { + emit @x_sum + } + ' data/medium + x_sum 4986.019681679581 + +or + +.. code-block:: none + :emphasize-lines: 1-6 + + mlr --opprint put -q ' + @x_sum[$b] += $x; + end { + emit @x_sum, "b" + } + ' data/medium + b x_sum + pan 965.7636699425815 + wye 1023.5484702619565 + zee 979.7420161495838 + eks 1016.7728571314786 + hat 1000.192668193983 + +The former (``mlr stats1`` et al.) has the advantages of being easier to type, being less error-prone to type, and running faster. + +Nonetheless, out-of-stream variables (which I whimsically call *oosvars*), begin/end blocks, and emit statements give you the ability to implement logic -- if you wish to do so -- which isn't present in other Miller verbs. (If you find yourself often using the same out-of-stream-variable logic over and over, please file a request at https://github.com/johnkerl/miller/issues to get it implemented directly in Go as a Miller verb of its own.) + +The following examples compute some things using oosvars which are already computable using Miller verbs, by way of providing food for thought. + +Computation of percentages +---------------------------------------------------------------- + +For example, mapping numeric values down a column to the percentage between their min and max values is two-pass: on the first pass you find the min and max values, then on the second, map each record's value to a percentage. + +.. code-block:: none + :emphasize-lines: 1-16 + + mlr --from data/small --opprint put -q ' + # These are executed once per record, which is the first pass. + # The key is to use NR to index an out-of-stream variable to + # retain all the x-field values. + @x_min = min($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" + } + ' + NR x x_pct + 1 0.3467901443380824 25.66194338926441 + 2 0.7586799647899636 100 + 3 0.20460330576630303 0 + 4 0.38139939387114097 31.90823602213647 + 5 0.5732889198020006 66.54054236562845 + +Line-number ratios +---------------------------------------------------------------- + +Similarly, finding the total record count requires first reading through all the data: + +.. code-block:: none + :emphasize-lines: 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 + I N PCT a b i x y + 1 5 (error) pan pan 1 0.3467901443380824 0.7268028627434533 + 2 5 (error) eks pan 2 0.7586799647899636 0.5221511083334797 + 3 5 (error) wye wye 3 0.20460330576630303 0.33831852551664776 + 4 5 (error) eks wye 4 0.38139939387114097 0.13418874328430463 + 5 5 (error) wye pan 5 0.5732889198020006 0.8636244699032729 + +Records having max value +---------------------------------------------------------------- + +The idea is to retain records having the largest value of ``n`` in the following data: + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --itsv --opprint cat data/maxrows.tsv + 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 + +Of course, the largest value of ``n`` isn't known until after all data have been read. Using an out-of-stream variable we can retain all records as they are read, then filter them at the end: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/maxrows.mlr + # 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 (nr in @records) { + map record = @records[nr]; + if (record["n"] == @maxn) { + emit record; + } + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --itsv --opprint put -q -f data/maxrows.mlr data/maxrows.tsv + a b n score + purple red 5 0.743231 + purple red 5 0.389055 + orange purple 5 0.257223 + orange purple 5 0.693499 + blue purple 5 0.157052 + purple red 5 0.454779 + orange blue 5 0.705700 + purple red 5 0.072936 + green purple 5 0.203577 + +Feature-counting +---------------------------------------------------------------- + +Suppose you have some heterogeneous data like this: + +.. code-block:: none + + { "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 } + +A reasonable question to ask is, how many occurrences of each field are there? And, what percentage of total row count has each of them? Since the denominator of the percentage is not known until the end, this is a two-pass algorithm: + +.. code-block:: none + + 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" + } + +Then + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json put -q -f data/feature-count.mlr data/features.json + { + "record_count": 12 + } + { + "key": "qoh", + "key_counts": 8 + } + { + "key": "rate", + "key_counts": 8 + } + { + "key": "latency", + "key_counts": 7 + } + { + "key": "name", + "key_counts": 4 + } + { + "key": "uid", + "key_counts": 3 + } + { + "key": "uid2", + "key_counts": 1 + } + { + "key": "qoh", + "key_fraction": 0.6666666666666666 + } + { + "key": "rate", + "key_fraction": 0.6666666666666666 + } + { + "key": "latency", + "key_fraction": 0.5833333333333334 + } + { + "key": "name", + "key_fraction": 0.3333333333333333 + } + { + "key": "uid", + "key_fraction": 0.25 + } + { + "key": "uid2", + "key_fraction": 0.08333333333333333 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint put -q -f data/feature-count.mlr data/features.json + record_count + 12 + + key key_counts + qoh 8 + rate 8 + latency 7 + name 4 + uid 3 + uid2 1 + + key key_fraction + qoh 0.6666666666666666 + rate 0.6666666666666666 + latency 0.5833333333333334 + name 0.3333333333333333 + uid 0.25 + uid2 0.08333333333333333 + +Unsparsing +---------------------------------------------------------------- + +The previous section discussed how to fill out missing data fields within CSV with full header line -- so the list of all field names is present within the header line. Next, let's look at a related problem: we have data where each record has various key names but we want to produce rectangular output having the union of all key names. + +For example, suppose you have JSON input like this: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/sparse.json + {"a":1,"b":2,"v":3} + {"u":1,"b":2} + {"a":1,"v":2,"x":3} + {"v":1,"w":2} + +There are field names ``a``, ``b``, ``v``, ``u``, ``x``, ``w`` in the data -- but not all in every record. Since we don't know the names of all the keys until we've read them all, this needs to be a two-pass algorithm. On the first pass, remember all the unique key names and all the records; on the second pass, loop through the records filling in absent values, then producing output. Use ``put -q`` since we don't want to produce per-record output, only emitting output in the ``end`` block: + +.. code-block:: none + :emphasize-lines: 1-1 + + cat data/unsparsify.mlr + # 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; + } + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --json put -q -f data/unsparsify.mlr data/sparse.json + { + "a": 1, + "b": 2, + "v": 3, + "u": "", + "x": "", + "w": "" + } + { + "a": "", + "b": 2, + "v": "", + "u": 1, + "x": "", + "w": "" + } + { + "a": 1, + "b": "", + "v": 2, + "u": "", + "x": 3, + "w": "" + } + { + "a": "", + "b": "", + "v": 1, + "u": "", + "x": "", + "w": 2 + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --ocsv put -q -f data/unsparsify.mlr data/sparse.json + a,b,v,u,x,w + 1,2,3,,, + ,2,,1,, + 1,,2,,3, + ,,1,,,2 + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --ijson --opprint put -q -f data/unsparsify.mlr data/sparse.json + a b v u x w + 1 2 3 - - - + - 2 - 1 - - + 1 - 2 - 3 - + - - 1 - - 2 + +There is a keystroke-saving verb for this: :ref:`mlr unsparsify `. + +Mean without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a mean -f x data/medium + x_mean + 0.49860196816795804 + +.. code-block:: none + :emphasize-lines: 1-8 + + mlr --opprint put -q ' + @x_sum += $x; + @x_count += 1; + end { + @x_mean = @x_sum / @x_count; + emit @x_mean + } + ' data/medium + x_mean + 0.49860196816795804 + +Keyed mean without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a mean -f x -g a,b data/medium + a b x_mean + pan pan 0.5133141190437597 + eks pan 0.48507555383425127 + wye wye 0.49150092785839306 + eks wye 0.4838950517724162 + wye pan 0.4996119901034838 + zee pan 0.5198298297816007 + eks zee 0.49546320772681596 + zee wye 0.5142667998230479 + hat wye 0.49381326184632596 + pan wye 0.5023618498923658 + zee eks 0.4883932942792647 + hat zee 0.5099985721987774 + hat eks 0.48587864619953547 + wye hat 0.4977304763723314 + pan eks 0.5036718595143479 + eks eks 0.5227992666570941 + hat hat 0.47993053101017374 + hat pan 0.4643355557376876 + zee zee 0.5127559183726382 + pan hat 0.492140950155604 + pan zee 0.4966041598627583 + zee hat 0.46772617655014515 + wye zee 0.5059066170573692 + eks hat 0.5006790659966355 + wye eks 0.5306035254809106 + +.. code-block:: none + :emphasize-lines: 1-10 + + mlr --opprint put -q ' + @x_sum[$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 + a b x_mean + pan pan 0.5133141190437597 + pan wye 0.5023618498923658 + pan eks 0.5036718595143479 + pan hat 0.492140950155604 + pan zee 0.4966041598627583 + eks pan 0.48507555383425127 + eks wye 0.4838950517724162 + eks zee 0.49546320772681596 + eks eks 0.5227992666570941 + eks hat 0.5006790659966355 + wye wye 0.49150092785839306 + wye pan 0.4996119901034838 + wye hat 0.4977304763723314 + wye zee 0.5059066170573692 + wye eks 0.5306035254809106 + zee pan 0.5198298297816007 + zee wye 0.5142667998230479 + zee eks 0.4883932942792647 + zee zee 0.5127559183726382 + zee hat 0.46772617655014515 + hat wye 0.49381326184632596 + hat zee 0.5099985721987774 + hat eks 0.48587864619953547 + hat hat 0.47993053101017374 + hat pan 0.4643355557376876 + +Variance and standard deviation without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a count,sum,mean,var,stddev -f x data/medium + x_count 10000 + x_sum 4986.019681679581 + x_mean 0.49860196816795804 + x_var 0.08426974433144456 + x_stddev 0.2902925151144007 + +.. code-block:: none + :emphasize-lines: 1-1 + + cat variance.mlr + @n += 1; + @sumx += $x; + @sumx2 += $x**2; + end { + @mean = @sumx / @n; + @var = (@sumx2 - @mean * (2 * @sumx - @n * @mean)) / (@n - 1); + @stddev = sqrt(@var); + emitf @n, @sumx, @sumx2, @mean, @var, @stddev + } + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab put -q -f variance.mlr data/medium + n 10000 + sumx 4986.019681679581 + sumx2 3328.652400179729 + mean 0.49860196816795804 + var 0.08426974433144456 + stddev 0.2902925151144007 + +You can also do this keyed, of course, imitating the keyed-mean example above. + +Min/max without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --oxtab stats1 -a min,max -f x data/medium + x_min 0.00004509679127584487 + x_max 0.999952670371898 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --oxtab put -q ' + @x_min = min(@x_min, $x); + @x_max = max(@x_max, $x); + end{emitf @x_min, @x_max} + ' data/medium + x_min 0.00004509679127584487 + x_max 0.999952670371898 + +Keyed min/max without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint stats1 -a min,max -f x -g a data/medium + a x_min x_max + pan 0.00020390740306253097 0.9994029107062516 + eks 0.0006917972627396018 0.9988110946859143 + wye 0.0001874794831505655 0.9998228522652893 + zee 0.0005486114815762555 0.9994904324789629 + hat 0.00004509679127584487 0.999952670371898 + +.. code-block:: none + :emphasize-lines: 1-7 + + mlr --opprint --from data/medium put -q ' + @min[$a] = min(@min[$a], $x); + @max[$a] = max(@max[$a], $x); + end{ + emit (@min, @max), "a"; + } + ' + a min max + pan 0.00020390740306253097 0.9994029107062516 + eks 0.0006917972627396018 0.9988110946859143 + wye 0.0001874794831505655 0.9998228522652893 + zee 0.0005486114815762555 0.9994904324789629 + hat 0.00004509679127584487 0.999952670371898 + +Delta without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a delta -f x data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0.41188982045188116 + wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605 + eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793 + wye pan 5 0.5732889198020006 0.8636244699032729 0.19188952593085962 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --opprint put ' + $x_delta = is_present(@last) ? $x - @last : 0; + @last = $x + ' data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0.41188982045188116 + wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605 + eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793 + wye pan 5 0.5732889198020006 0.8636244699032729 0.19188952593085962 + +Keyed delta without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a delta -f x -g a data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0 + wye wye 3 0.20460330576630303 0.33831852551664776 0 + eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226 + wye pan 5 0.5732889198020006 0.8636244699032729 0.36868561403569755 + +.. code-block:: none + :emphasize-lines: 1-4 + + mlr --opprint put ' + $x_delta = is_present(@last[$a]) ? $x - @last[$a] : 0; + @last[$a]=$x + ' data/small + a b i x y x_delta + pan pan 1 0.3467901443380824 0.7268028627434533 0 + eks pan 2 0.7586799647899636 0.5221511083334797 0 + wye wye 3 0.20460330576630303 0.33831852551664776 0 + eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226 + wye pan 5 0.5732889198020006 0.8636244699032729 0.36868561403569755 + +Exponentially weighted moving averages without/with oosvars +---------------------------------------------------------------- + +.. code-block:: none + :emphasize-lines: 1-1 + + mlr --opprint step -a ewma -d 0.1 -f x data/small + a b i x y x_ewma_0.1 + pan pan 1 0.3467901443380824 0.7268028627434533 0.3467901443380824 + eks pan 2 0.7586799647899636 0.5221511083334797 0.3879791263832706 + wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387 + eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055 + wye pan 5 0.5732889198020006 0.8636244699032729 0.3910644883290776 + +.. code-block:: none + :emphasize-lines: 1-5 + + mlr --opprint put ' + begin{ @a=0.1 }; + $e = NR==1 ? $x : @a * $x + (1 - @a) * @e; + @e=$e + ' data/small + a b i x y e + pan pan 1 0.3467901443380824 0.7268028627434533 0.3467901443380824 + eks pan 2 0.7586799647899636 0.5221511083334797 0.3879791263832706 + wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387 + eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055 + wye pan 5 0.5732889198020006 0.8636244699032729 0.3910644883290776 diff --git a/docs6b/docs/_build/html/_sources/why.rst.txt b/docs6b/docs/_build/html/_sources/why.rst.txt new file mode 100644 index 000000000..cedeefd28 --- /dev/null +++ b/docs6b/docs/_build/html/_sources/why.rst.txt @@ -0,0 +1,56 @@ +.. + PLEASE DO NOT EDIT DIRECTLY. EDIT THE .rst.in FILE PLEASE. + +Why? +================================================================ + +Someone asked me the other day about design, tradeoffs, thought process, why I felt it necessary to build Miller, etc. Here are some answers. + +Who is Miller for? +---------------------------------------------------------------- + +For background, I'm a software engineer, with a heavy devops bent and a non-trivial amount of data-engineering in my career. **Initially I wrote Miller mainly for myself:** I'm coder-friendly (being a coder); I'm Github-friendly; most of my data are well-structured or easily structurable (TSV-formatted SQL-query output, CSV files, log files, JSON data structures); I care about interoperability between all the various formats Miller supports (I've encountered them all); I do all my work on Linux or OSX. + +But now there's this neat little tool **which seems to be useful for people in various disciplines**. I don't even know entirely *who*. I can click through Github starrers and read a bit about what they seem to do, but not everyone that uses Miller is even *on* Github (or stars things). I've gotten a lot of feature requests through Github -- but only from people who are Github users. Not everyone's a coder (it seems like a lot of Miller's Github starrers are devops folks like myself, or data-science-ish people, or biology/genomics folks.) A lot of people care 100% about CSV. And so on. + +So I wonder (please drop a note at https://github.com/johnkerl/miller/issues) does Miller do what you need? Do you use it for all sorts of things, or just one or two nice things? Are there things you wish it did but it doesn't? Is it almost there, or just nowhere near what you want? Are there not enough features or way too many? Are the docs too complicated; do you have a hard time finding out how to do what you want? Should I think differently about what this tool even *is* in the first place? Should I think differently about who it's for? + +What was Miller created to do? +---------------------------------------------------------------- + +First: there are tools like ``xsv`` which handles CSV marvelously and ``jq`` which handles JSON marvelously, and so on -- but I over the years of my career in the software industry I've found myself, and others, doing a lot of ad-hoc things which really were fundamentally the same *except* for format. So the number one thing about Miller is doing common things while supporting **multiple formats**: (a) ingest a list of records where a record is a list of key-value pairs (however represented in the input files); (b) transform that stream of records; (c) emit the transformed stream -- either in the same format as input, or in a different format. + +Second thing, a lot like the first: just as I didn't want to build something only for a single file format, I didn't want to build something only for one problem domain. In my work doing software engineering, devops, data engineering, etc. I saw a lot of commonalities and I wanted to **solve as many problems simultaneously as possible**. + +Third: it had to be **streaming**. As time goes by and we (some of us, sometimes) have machines with tens or hundreds of GB of RAM, it's maybe less important, but I'm unhappy with tools which ingest all data, then do stuff, then emit all data. One reason is to be able to handle files bigger than available RAM. Another reason is to be able to handle input which trickles in, e.g. you have some process emitting data now and then and you can pipe it to Miller and it will emit transformed records one at a time. + +Fourth: it had to be **fast**. This precludes all sorts of very nice things written in Ruby, for example. I love Ruby as a very expressive language, and I have several very useful little utility scripts written in Ruby. But a few years ago I ported over some of my old tried-and-true C programs and the lines-of-code count was a *lot* lower -- it was great! Until I ran them on multi-GB files and realized they took 60x as long to complete. So I couldn't write Miller in Ruby, or in languages like it. I was going to have to do something in a low-level language in order to make it performant. + +Fifth thing: I wanted Miller to be **pipe-friendly and interoperate with other command-line tools**. Since the basic paradigm is ingest records, transform records, emit records -- where the input and output formats can be the same or different, and the transform can be complex, or just pass-through -- this means you can use it to transform data, or re-format it, or both. So if you just want to do data-cleaning/prep/formatting and do all the "real" work in R, you can. If you just want a little glue script between other tools you can get that. And if you want to do non-trivial data-reduction in Miller you can. + +Sixth thing: Must have **comprehensive documentation and unit-test**. Since Miller handles a lot of formats and solves a lot of problems, there's a lot to test and a lot to keep working correctly as I add features or optimize. And I wanted it to be able to explain itself -- not only through web docs like the one you're reading but also through ``man mlr`` and ``mlr --help``, ``mlr sort --help``, etc. + +Seventh thing: **Must have a domain-specific language** (DSL) **but also must let you do common things without it**. All those little verbs Miller has to help you *avoid* having to write for-loops are great. I use them for keystroke-saving: ``mlr stats1 -a mean,stddev,min,max -f quantity``, for example, without you having to write for-loops or define accumulator variables. But you also have to be able to break out of that and write arbitrary code when you want to: ``mlr put '$distance = $rate * $time'`` or anything else you can think up. In Perl/AWK/etc. it's all DSL. In xsv et al. it's all verbs. In Miller I like having the combination. + +Eighth thing: It's an **awful lot of fun to write**. In my experience I didn't find any tools which do multi-format, streaming, efficient, multi-purpose, with DSL and non-DSL, so I wrote one. But I don't guarantee it's unique in the world. It fills a niche in the world (people use it) but it also fills a niche in my life. + +Tradeoffs +---------------------------------------------------------------- + +Miller is command-line-only by design. People who want a graphical user interface won't find it here. This is in part (a) accommodating my personal preferences, and in part (b) guided by my experience/belief that the command line is very expressive. Steep learning curve, yes. I consider that price worth paying. + +Another tradeoff: supporting lists of records -- each with only one depth -- keeps me supporting only what can be expressed in *all* of those formats. E.g. in JSON you can have lists of lists of lists which Miller just doesn't handle. So Miller can't (and won't) handle arbitrary JSON because it only handles tabular data which can be expressed in a variety of formats. + +A third tradeoff is doing build-from-scratch in a low-level language. It'd be quicker to write (but slower to run) if written in a high-level language. If Miller were written in Python, it would be implemented in significantly fewer lines of code than its current Go implementation. The DSL would just be an ``eval`` of Python code. And it would run slower, but maybe not enough slower to be a problem for most folks. Later I found out about the `rows `_ tool -- if you find Miller useful, you should check out ``rows`` as well. + +A fourth tradeoff is in the DSL (more visibly so in 5.0.0 but already in pre-5.0.0): how much to make it dynamically typed -- so you can just say y=x+1 with a minimum number of keystrokes -- vs. having it do a good job of telling you when you've made a typo. This is a common paradigm across *all* languages. Some like Ruby you don't declare anything and they're quick to code little stuff in but programs of even a few thousand lines (which isn't large in the software world) become insanely unmanageable. Then Java at the other extreme which is very typesafe but you have to type in a lot of punctuation, angle brackets, datatypes, repetition, etc. just to be able to get anything done. And some in the middle like Go which are typesafe but with type inference which aim to do the best of both. In the Miller (5.0.0) DSL you get ``y=x+1`` by default but you can have things like ``int y = x+1`` etc. so the typesafety is opt-in. See also :ref:`reference-dsl-type-checking` for more information on type-checking. + +Related tools +---------------------------------------------------------------- + +Here's a comprehensive list: https://github.com/dbohdan/structured-text-tools. It doesn't mention `rows `_ so here's a plug for that as well. + +Moving forward +---------------------------------------------------------------- + +I originally aimed Miller at people who already know what ``sed``/``awk``/``cut``/``sort``/``join`` are and wanted some options. But as time goes by I realize that tools like this can be useful to folks who *don't* know what those things are; people who aren't primarily coders; people who are scientists, or data scientists. These days some journalists do data analysis. So moving forward in terms of docs, I am working on having more cookbook, follow-by-example stuff in addition to the existing language-reference kinds of stuff. 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document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.className = className; + } + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + node.parentNode.insertBefore(span, node.parentNode.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling)); + node.nodeValue = val.substr(0, pos); + if (isInSVG) { + var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect"); + var bbox = node.parentElement.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute('class', className); + addItems.push({ + "parent": node.parentNode, + "target": rect}); + } + } + } + else if (!jQuery(node).is("button, select, textarea")) { + jQuery.each(node.childNodes, function() { + highlight(this, addItems); + }); + } + } + var addItems = []; + var result = this.each(function() { + highlight(this, addItems); + }); + for (var i = 0; i < addItems.length; ++i) { + jQuery(addItems[i].parent).before(addItems[i].target); + } + return result; +}; + +/* + * backward compatibility for jQuery.browser + * This will be supported until firefox bug is fixed. + */ +if (!jQuery.browser) { + jQuery.uaMatch = function(ua) { + ua = ua.toLowerCase(); + + var match = /(chrome)[ \/]([\w.]+)/.exec(ua) || + /(webkit)[ \/]([\w.]+)/.exec(ua) || + /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) || + /(msie) ([\w.]+)/.exec(ua) || + ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) || + []; + + return { + browser: match[ 1 ] || "", + version: match[ 2 ] || "0" + }; + }; + jQuery.browser = {}; + jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true; +} + +/** + * Small JavaScript module for the documentation. + */ +var Documentation = { + + init : function() { + this.fixFirefoxAnchorBug(); + this.highlightSearchWords(); + this.initIndexTable(); + if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) { + this.initOnKeyListeners(); + } + }, + + /** + * i18n support + */ + TRANSLATIONS : {}, + PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; }, + LOCALE : 'unknown', + + // gettext and ngettext don't access this so that the functions + // can safely bound to a different name (_ = Documentation.gettext) + gettext : function(string) { + var translated = Documentation.TRANSLATIONS[string]; + if (typeof translated === 'undefined') + return string; + return (typeof translated === 'string') ? translated : translated[0]; + }, + + ngettext : function(singular, plural, n) { + var translated = Documentation.TRANSLATIONS[singular]; + if (typeof translated === 'undefined') + return (n == 1) ? singular : plural; + return translated[Documentation.PLURALEXPR(n)]; + }, + + addTranslations : function(catalog) { + for (var key in catalog.messages) + this.TRANSLATIONS[key] = catalog.messages[key]; + this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')'); + this.LOCALE = catalog.locale; + }, + + /** + * add context elements like header anchor links + */ + addContextElements : function() { + $('div[id] > :header:first').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this headline')). + appendTo(this); + }); + $('dt[id]').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this definition')). + appendTo(this); + }); + }, + + /** + * workaround a firefox stupidity + * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075 + */ + fixFirefoxAnchorBug : function() { + if (document.location.hash && $.browser.mozilla) + window.setTimeout(function() { + document.location.href += ''; + }, 10); + }, + + /** + * highlight the search words provided in the url in the text + */ + highlightSearchWords : function() { + var params = $.getQueryParameters(); + var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : []; + if (terms.length) { + var body = $('div.body'); + if (!body.length) { + body = $('body'); + } + window.setTimeout(function() { + $.each(terms, function() { + body.highlightText(this.toLowerCase(), 'highlighted'); + }); + }, 10); + $('

      ' + _('Hide Search Matches') + '

      ') + .appendTo($('#searchbox')); + } + }, + + /** + * init the domain index toggle buttons + */ + initIndexTable : function() { + var togglers = $('img.toggler').click(function() { + var src = $(this).attr('src'); + var idnum = $(this).attr('id').substr(7); + $('tr.cg-' + idnum).toggle(); + if (src.substr(-9) === 'minus.png') + $(this).attr('src', src.substr(0, src.length-9) + 'plus.png'); + else + $(this).attr('src', src.substr(0, src.length-8) + 'minus.png'); + }).css('display', ''); + if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) { + togglers.click(); + } + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords : function() { + $('#searchbox .highlight-link').fadeOut(300); + $('span.highlighted').removeClass('highlighted'); + }, + + /** + * make the url absolute + */ + makeURL : function(relativeURL) { + return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL; + }, + + /** + * get the current relative url + */ + getCurrentURL : function() { + var path = document.location.pathname; + var parts = path.split(/\//); + $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() { + if (this === '..') + parts.pop(); + }); + var url = parts.join('/'); + return path.substring(url.lastIndexOf('/') + 1, path.length - 1); + }, + + initOnKeyListeners: function() { + $(document).keydown(function(event) { + var activeElementType = document.activeElement.tagName; + // don't navigate when in search box or textarea + if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT' + && !event.altKey && !event.ctrlKey && !event.metaKey && !event.shiftKey) { + switch (event.keyCode) { + case 37: // left + var prevHref = $('link[rel="prev"]').prop('href'); + if (prevHref) { + window.location.href = prevHref; + return false; + } + case 39: // right + var nextHref = $('link[rel="next"]').prop('href'); + if (nextHref) { + window.location.href = nextHref; + return false; + } + } + } + }); + } +}; + +// quick alias for translations +_ = Documentation.gettext; + +$(document).ready(function() { + Documentation.init(); +}); diff --git a/docs6b/docs/_build/html/_static/documentation_options.js b/docs6b/docs/_build/html/_static/documentation_options.js new file mode 100644 index 000000000..f57d3dce8 --- /dev/null +++ b/docs6b/docs/_build/html/_static/documentation_options.js @@ -0,0 +1,12 @@ +var DOCUMENTATION_OPTIONS = { + URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'), + VERSION: '6.0.0-alpha', + LANGUAGE: 'None', + COLLAPSE_INDEX: false, + BUILDER: 'html', + FILE_SUFFIX: '.html', + LINK_SUFFIX: '.html', + HAS_SOURCE: true, + SOURCELINK_SUFFIX: '.txt', + NAVIGATION_WITH_KEYS: false +}; \ No newline at end of file diff --git a/docs6b/docs/_build/html/_static/file.png b/docs6b/docs/_build/html/_static/file.png new file mode 100644 index 0000000000000000000000000000000000000000..a858a410e4faa62ce324d814e4b816fff83a6fb3 GIT binary patch literal 286 zcmV+(0pb3MP)s`hMrGg#P~ix$^RISR_I47Y|r1 z_CyJOe}D1){SET-^Amu_i71Lt6eYfZjRyw@I6OQAIXXHDfiX^GbOlHe=Ae4>0m)d(f|Me07*qoM6N<$f}vM^LjV8( literal 0 HcmV?d00001 diff --git a/docs6b/docs/_build/html/_static/headerbg.png b/docs6b/docs/_build/html/_static/headerbg.png new file mode 100644 index 0000000000000000000000000000000000000000..ef15cc09c0a04e785a6bdb4ca2d855dcf2d6a7ef GIT binary patch literal 172 zcmeAS@N?(olHy`uVBq!ia0vp^j6i&Xg9%73n;^3YNELg!IEGX(_D*8uVht2=vVAxI z=BFt~`o)>HTU+!Uo@CbWFkW7^e%EK2U;T_{0`!ZM3hS;j6rYlMqW_EACH%Yz+a>eG zca|$!Mlr0~yZD9c?C@)yM-#Rm{ulavo=tPz1i`PqzwR-2e7qO9jv7Xr XV8K=f;Z5m4>lr*<{an^LB{Ts5t{OrY literal 0 HcmV?d00001 diff --git a/docs6b/docs/_build/html/_static/jquery-3.5.1.js b/docs6b/docs/_build/html/_static/jquery-3.5.1.js new file mode 100644 index 000000000..50937333b --- /dev/null +++ b/docs6b/docs/_build/html/_static/jquery-3.5.1.js @@ -0,0 +1,10872 @@ +/*! + * jQuery JavaScript Library v3.5.1 + * https://jquery.com/ + * + * Includes Sizzle.js + * https://sizzlejs.com/ + * + * Copyright JS Foundation and other contributors + * Released under the MIT license + * https://jquery.org/license + * + * Date: 2020-05-04T22:49Z + */ +( function( global, factory ) { + + "use strict"; + + if ( typeof module === "object" && typeof module.exports === "object" ) { + + // For CommonJS and CommonJS-like environments where a proper `window` + // is present, execute the factory and get jQuery. + // For environments that do not have a `window` with a `document` + // (such as Node.js), expose a factory as module.exports. + // This accentuates the need for the creation of a real `window`. + // e.g. var jQuery = require("jquery")(window); + // See ticket #14549 for more info. + module.exports = global.document ? + factory( global, true ) : + function( w ) { + if ( !w.document ) { + throw new Error( "jQuery requires a window with a document" ); + } + return factory( w ); + }; + } else { + factory( global ); + } + +// Pass this if window is not defined yet +} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) { + +// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1 +// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode +// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common +// enough that all such attempts are guarded in a try block. +"use strict"; + +var arr = []; + +var getProto = Object.getPrototypeOf; + +var slice = arr.slice; + +var flat = arr.flat ? function( array ) { + return arr.flat.call( array ); +} : function( array ) { + return arr.concat.apply( [], array ); +}; + + +var push = arr.push; + +var indexOf = arr.indexOf; + +var class2type = {}; + +var toString = class2type.toString; + +var hasOwn = class2type.hasOwnProperty; + +var fnToString = hasOwn.toString; + +var ObjectFunctionString = fnToString.call( Object ); + +var support = {}; + +var isFunction = function isFunction( obj ) { + + // Support: Chrome <=57, Firefox <=52 + // In some browsers, typeof returns "function" for HTML elements + // (i.e., `typeof document.createElement( "object" ) === "function"`). + // We don't want to classify *any* DOM node as a function. + return typeof obj === "function" && typeof obj.nodeType !== "number"; + }; + + +var isWindow = function isWindow( obj ) { + return obj != null && obj === obj.window; + }; + + +var document = window.document; + + + + var preservedScriptAttributes = { + type: true, + src: true, + nonce: true, + noModule: true + }; + + function DOMEval( code, node, doc ) { + doc = doc || document; + + var i, val, + script = doc.createElement( "script" ); + + script.text = code; + if ( node ) { + for ( i in preservedScriptAttributes ) { + + // Support: Firefox 64+, Edge 18+ + // Some browsers don't support the "nonce" property on scripts. + // On the other hand, just using `getAttribute` is not enough as + // the `nonce` attribute is reset to an empty string whenever it + // becomes browsing-context connected. + // See https://github.com/whatwg/html/issues/2369 + // See https://html.spec.whatwg.org/#nonce-attributes + // The `node.getAttribute` check was added for the sake of + // `jQuery.globalEval` so that it can fake a nonce-containing node + // via an object. + val = node[ i ] || node.getAttribute && node.getAttribute( i ); + if ( val ) { + script.setAttribute( i, val ); + } + } + } + doc.head.appendChild( script ).parentNode.removeChild( script ); + } + + +function toType( obj ) { + if ( obj == null ) { + return obj + ""; + } + + // Support: Android <=2.3 only (functionish RegExp) + return typeof obj === "object" || typeof obj === "function" ? + class2type[ toString.call( obj ) ] || "object" : + typeof obj; +} +/* global Symbol */ +// Defining this global in .eslintrc.json would create a danger of using the global +// unguarded in another place, it seems safer to define global only for this module + + + +var + version = "3.5.1", + + // Define a local copy of jQuery + jQuery = function( selector, context ) { + + // The jQuery object is actually just the init constructor 'enhanced' + // Need init if jQuery is called (just allow error to be thrown if not included) + return new jQuery.fn.init( selector, context ); + }; + +jQuery.fn = jQuery.prototype = { + + // The current version of jQuery being used + jquery: version, + + constructor: jQuery, + + // The default length of a jQuery object is 0 + length: 0, + + toArray: function() { + return slice.call( this ); + }, + + // Get the Nth element in the matched element set OR + // Get the whole matched element set as a clean array + get: function( num ) { + + // Return all the elements in a clean array + if ( num == null ) { + return slice.call( this ); + } + + // Return just the one element from the set + return num < 0 ? this[ num + this.length ] : this[ num ]; + }, + + // Take an array of elements and push it onto the stack + // (returning the new matched element set) + pushStack: function( elems ) { + + // Build a new jQuery matched element set + var ret = jQuery.merge( this.constructor(), elems ); + + // Add the old object onto the stack (as a reference) + ret.prevObject = this; + + // Return the newly-formed element set + return ret; + }, + + // Execute a callback for every element in the matched set. + each: function( callback ) { + return jQuery.each( this, callback ); + }, + + map: function( callback ) { + return this.pushStack( jQuery.map( this, function( elem, i ) { + return callback.call( elem, i, elem ); + } ) ); + }, + + slice: function() { + return this.pushStack( slice.apply( this, arguments ) ); + }, + + first: function() { + return this.eq( 0 ); + }, + + last: function() { + return this.eq( -1 ); + }, + + even: function() { + return this.pushStack( jQuery.grep( this, function( _elem, i ) { + return ( i + 1 ) % 2; + } ) ); + }, + + odd: function() { + return this.pushStack( jQuery.grep( this, function( _elem, i ) { + return i % 2; + } ) ); + }, + + eq: function( i ) { + var len = this.length, + j = +i + ( i < 0 ? len : 0 ); + return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] ); + }, + + end: function() { + return this.prevObject || this.constructor(); + }, + + // For internal use only. + // Behaves like an Array's method, not like a jQuery method. + push: push, + sort: arr.sort, + splice: arr.splice +}; + +jQuery.extend = jQuery.fn.extend = function() { + var options, name, src, copy, copyIsArray, clone, + target = arguments[ 0 ] || {}, + i = 1, + length = arguments.length, + deep = false; + + // Handle a deep copy situation + if ( typeof target === "boolean" ) { + deep = target; + + // Skip the boolean and the target + target = arguments[ i ] || {}; + i++; + } + + // Handle case when target is a string or something (possible in deep copy) + if ( typeof target !== "object" && !isFunction( target ) ) { + target = {}; + } + + // Extend jQuery itself if only one argument is passed + if ( i === length ) { + target = this; + i--; + } + + for ( ; i < length; i++ ) { + + // Only deal with non-null/undefined values + if ( ( options = arguments[ i ] ) != null ) { + + // Extend the base object + for ( name in options ) { + copy = options[ name ]; + + // Prevent Object.prototype pollution + // Prevent never-ending loop + if ( name === "__proto__" || target === copy ) { + continue; + } + + // Recurse if we're merging plain objects or arrays + if ( deep && copy && ( jQuery.isPlainObject( copy ) || + ( copyIsArray = Array.isArray( copy ) ) ) ) { + src = target[ name ]; + + // Ensure proper type for the source value + if ( copyIsArray && !Array.isArray( src ) ) { + clone = []; + } else if ( !copyIsArray && !jQuery.isPlainObject( src ) ) { + clone = {}; + } else { + clone = src; + } + copyIsArray = false; + + // Never move original objects, clone them + target[ name ] = jQuery.extend( deep, clone, copy ); + + // Don't bring in undefined values + } else if ( copy !== undefined ) { + target[ name ] = copy; + } + } + } + } + + // Return the modified object + return target; +}; + +jQuery.extend( { + + // Unique for each copy of jQuery on the page + expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ), + + // Assume jQuery is ready without the ready module + isReady: true, + + error: function( msg ) { + throw new Error( msg ); + }, + + noop: function() {}, + + isPlainObject: function( obj ) { + var proto, Ctor; + + // Detect obvious negatives + // Use toString instead of jQuery.type to catch host objects + if ( !obj || toString.call( obj ) !== "[object Object]" ) { + return false; + } + + proto = getProto( obj ); + + // Objects with no prototype (e.g., `Object.create( null )`) are plain + if ( !proto ) { + return true; + } + + // Objects with prototype are plain iff they were constructed by a global Object function + Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor; + return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString; + }, + + isEmptyObject: function( obj ) { + var name; + + for ( name in obj ) { + return false; + } + return true; + }, + + // Evaluates a script in a provided context; falls back to the global one + // if not specified. + globalEval: function( code, options, doc ) { + DOMEval( code, { nonce: options && options.nonce }, doc ); + }, + + each: function( obj, callback ) { + var length, i = 0; + + if ( isArrayLike( obj ) ) { + length = obj.length; + for ( ; i < length; i++ ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } else { + for ( i in obj ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } + + return obj; + }, + + // results is for internal usage only + makeArray: function( arr, results ) { + var ret = results || []; + + if ( arr != null ) { + if ( isArrayLike( Object( arr ) ) ) { + jQuery.merge( ret, + typeof arr === "string" ? + [ arr ] : arr + ); + } else { + push.call( ret, arr ); + } + } + + return ret; + }, + + inArray: function( elem, arr, i ) { + return arr == null ? -1 : indexOf.call( arr, elem, i ); + }, + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + merge: function( first, second ) { + var len = +second.length, + j = 0, + i = first.length; + + for ( ; j < len; j++ ) { + first[ i++ ] = second[ j ]; + } + + first.length = i; + + return first; + }, + + grep: function( elems, callback, invert ) { + var callbackInverse, + matches = [], + i = 0, + length = elems.length, + callbackExpect = !invert; + + // Go through the array, only saving the items + // that pass the validator function + for ( ; i < length; i++ ) { + callbackInverse = !callback( elems[ i ], i ); + if ( callbackInverse !== callbackExpect ) { + matches.push( elems[ i ] ); + } + } + + return matches; + }, + + // arg is for internal usage only + map: function( elems, callback, arg ) { + var length, value, + i = 0, + ret = []; + + // Go through the array, translating each of the items to their new values + if ( isArrayLike( elems ) ) { + length = elems.length; + for ( ; i < length; i++ ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + + // Go through every key on the object, + } else { + for ( i in elems ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + } + + // Flatten any nested arrays + return flat( ret ); + }, + + // A global GUID counter for objects + guid: 1, + + // jQuery.support is not used in Core but other projects attach their + // properties to it so it needs to exist. + support: support +} ); + +if ( typeof Symbol === "function" ) { + jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ]; +} + +// Populate the class2type map +jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ), +function( _i, name ) { + class2type[ "[object " + name + "]" ] = name.toLowerCase(); +} ); + +function isArrayLike( obj ) { + + // Support: real iOS 8.2 only (not reproducible in simulator) + // `in` check used to prevent JIT error (gh-2145) + // hasOwn isn't used here due to false negatives + // regarding Nodelist length in IE + var length = !!obj && "length" in obj && obj.length, + type = toType( obj ); + + if ( isFunction( obj ) || isWindow( obj ) ) { + return false; + } + + return type === "array" || length === 0 || + typeof length === "number" && length > 0 && ( length - 1 ) in obj; +} +var Sizzle = +/*! + * Sizzle CSS Selector Engine v2.3.5 + * https://sizzlejs.com/ + * + * Copyright JS Foundation and other contributors + * Released under the MIT license + * https://js.foundation/ + * + * Date: 2020-03-14 + */ +( function( window ) { +var i, + support, + Expr, + getText, + isXML, + tokenize, + compile, + select, + outermostContext, + sortInput, + hasDuplicate, + + // Local document vars + setDocument, + document, + docElem, + documentIsHTML, + rbuggyQSA, + rbuggyMatches, + matches, + contains, + + // Instance-specific data + expando = "sizzle" + 1 * new Date(), + preferredDoc = window.document, + dirruns = 0, + done = 0, + classCache = createCache(), + tokenCache = createCache(), + compilerCache = createCache(), + nonnativeSelectorCache = createCache(), + sortOrder = function( a, b ) { + if ( a === b ) { + hasDuplicate = true; + } + return 0; + }, + + // Instance methods + hasOwn = ( {} ).hasOwnProperty, + arr = [], + pop = arr.pop, + pushNative = arr.push, + push = arr.push, + slice = arr.slice, + + // Use a stripped-down indexOf as it's faster than native + // https://jsperf.com/thor-indexof-vs-for/5 + indexOf = function( list, elem ) { + var i = 0, + len = list.length; + for ( ; i < len; i++ ) { + if ( list[ i ] === elem ) { + return i; + } + } + return -1; + }, + + booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" + + "ismap|loop|multiple|open|readonly|required|scoped", + + // Regular expressions + + // http://www.w3.org/TR/css3-selectors/#whitespace + whitespace = "[\\x20\\t\\r\\n\\f]", + + // https://www.w3.org/TR/css-syntax-3/#ident-token-diagram + identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace + + "?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+", + + // Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors + attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace + + + // Operator (capture 2) + "*([*^$|!~]?=)" + whitespace + + + // "Attribute values must be CSS identifiers [capture 5] + // or strings [capture 3 or capture 4]" + "*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + + whitespace + "*\\]", + + pseudos = ":(" + identifier + ")(?:\\((" + + + // To reduce the number of selectors needing tokenize in the preFilter, prefer arguments: + // 1. quoted (capture 3; capture 4 or capture 5) + "('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" + + + // 2. simple (capture 6) + "((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" + + + // 3. anything else (capture 2) + ".*" + + ")\\)|)", + + // Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter + rwhitespace = new RegExp( whitespace + "+", "g" ), + rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + + whitespace + "+$", "g" ), + + rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ), + rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + + "*" ), + rdescend = new RegExp( whitespace + "|>" ), + + rpseudo = new RegExp( pseudos ), + ridentifier = new RegExp( "^" + identifier + "$" ), + + matchExpr = { + "ID": new RegExp( "^#(" + identifier + ")" ), + "CLASS": new RegExp( "^\\.(" + identifier + ")" ), + "TAG": new RegExp( "^(" + identifier + "|[*])" ), + "ATTR": new RegExp( "^" + attributes ), + "PSEUDO": new RegExp( "^" + pseudos ), + "CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + + whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + + whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ), + "bool": new RegExp( "^(?:" + booleans + ")$", "i" ), + + // For use in libraries implementing .is() + // We use this for POS matching in `select` + "needsContext": new RegExp( "^" + whitespace + + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace + + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" ) + }, + + rhtml = /HTML$/i, + rinputs = /^(?:input|select|textarea|button)$/i, + rheader = /^h\d$/i, + + rnative = /^[^{]+\{\s*\[native \w/, + + // Easily-parseable/retrievable ID or TAG or CLASS selectors + rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/, + + rsibling = /[+~]/, + + // CSS escapes + // http://www.w3.org/TR/CSS21/syndata.html#escaped-characters + runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ), + funescape = function( escape, nonHex ) { + var high = "0x" + escape.slice( 1 ) - 0x10000; + + return nonHex ? + + // Strip the backslash prefix from a non-hex escape sequence + nonHex : + + // Replace a hexadecimal escape sequence with the encoded Unicode code point + // Support: IE <=11+ + // For values outside the Basic Multilingual Plane (BMP), manually construct a + // surrogate pair + high < 0 ? + String.fromCharCode( high + 0x10000 ) : + String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 ); + }, + + // CSS string/identifier serialization + // https://drafts.csswg.org/cssom/#common-serializing-idioms + rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g, + fcssescape = function( ch, asCodePoint ) { + if ( asCodePoint ) { + + // U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER + if ( ch === "\0" ) { + return "\uFFFD"; + } + + // Control characters and (dependent upon position) numbers get escaped as code points + return ch.slice( 0, -1 ) + "\\" + + ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " "; + } + + // Other potentially-special ASCII characters get backslash-escaped + return "\\" + ch; + }, + + // Used for iframes + // See setDocument() + // Removing the function wrapper causes a "Permission Denied" + // error in IE + unloadHandler = function() { + setDocument(); + }, + + inDisabledFieldset = addCombinator( + function( elem ) { + return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset"; + }, + { dir: "parentNode", next: "legend" } + ); + +// Optimize for push.apply( _, NodeList ) +try { + push.apply( + ( arr = slice.call( preferredDoc.childNodes ) ), + preferredDoc.childNodes + ); + + // Support: Android<4.0 + // Detect silently failing push.apply + // eslint-disable-next-line no-unused-expressions + arr[ preferredDoc.childNodes.length ].nodeType; +} catch ( e ) { + push = { apply: arr.length ? + + // Leverage slice if possible + function( target, els ) { + pushNative.apply( target, slice.call( els ) ); + } : + + // Support: IE<9 + // Otherwise append directly + function( target, els ) { + var j = target.length, + i = 0; + + // Can't trust NodeList.length + while ( ( target[ j++ ] = els[ i++ ] ) ) {} + target.length = j - 1; + } + }; +} + +function Sizzle( selector, context, results, seed ) { + var m, i, elem, nid, match, groups, newSelector, + newContext = context && context.ownerDocument, + + // nodeType defaults to 9, since context defaults to document + nodeType = context ? context.nodeType : 9; + + results = results || []; + + // Return early from calls with invalid selector or context + if ( typeof selector !== "string" || !selector || + nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) { + + return results; + } + + // Try to shortcut find operations (as opposed to filters) in HTML documents + if ( !seed ) { + setDocument( context ); + context = context || document; + + if ( documentIsHTML ) { + + // If the selector is sufficiently simple, try using a "get*By*" DOM method + // (excepting DocumentFragment context, where the methods don't exist) + if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) { + + // ID selector + if ( ( m = match[ 1 ] ) ) { + + // Document context + if ( nodeType === 9 ) { + if ( ( elem = context.getElementById( m ) ) ) { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( elem.id === m ) { + results.push( elem ); + return results; + } + } else { + return results; + } + + // Element context + } else { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( newContext && ( elem = newContext.getElementById( m ) ) && + contains( context, elem ) && + elem.id === m ) { + + results.push( elem ); + return results; + } + } + + // Type selector + } else if ( match[ 2 ] ) { + push.apply( results, context.getElementsByTagName( selector ) ); + return results; + + // Class selector + } else if ( ( m = match[ 3 ] ) && support.getElementsByClassName && + context.getElementsByClassName ) { + + push.apply( results, context.getElementsByClassName( m ) ); + return results; + } + } + + // Take advantage of querySelectorAll + if ( support.qsa && + !nonnativeSelectorCache[ selector + " " ] && + ( !rbuggyQSA || !rbuggyQSA.test( selector ) ) && + + // Support: IE 8 only + // Exclude object elements + ( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) { + + newSelector = selector; + newContext = context; + + // qSA considers elements outside a scoping root when evaluating child or + // descendant combinators, which is not what we want. + // In such cases, we work around the behavior by prefixing every selector in the + // list with an ID selector referencing the scope context. + // The technique has to be used as well when a leading combinator is used + // as such selectors are not recognized by querySelectorAll. + // Thanks to Andrew Dupont for this technique. + if ( nodeType === 1 && + ( rdescend.test( selector ) || rcombinators.test( selector ) ) ) { + + // Expand context for sibling selectors + newContext = rsibling.test( selector ) && testContext( context.parentNode ) || + context; + + // We can use :scope instead of the ID hack if the browser + // supports it & if we're not changing the context. + if ( newContext !== context || !support.scope ) { + + // Capture the context ID, setting it first if necessary + if ( ( nid = context.getAttribute( "id" ) ) ) { + nid = nid.replace( rcssescape, fcssescape ); + } else { + context.setAttribute( "id", ( nid = expando ) ); + } + } + + // Prefix every selector in the list + groups = tokenize( selector ); + i = groups.length; + while ( i-- ) { + groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " + + toSelector( groups[ i ] ); + } + newSelector = groups.join( "," ); + } + + try { + push.apply( results, + newContext.querySelectorAll( newSelector ) + ); + return results; + } catch ( qsaError ) { + nonnativeSelectorCache( selector, true ); + } finally { + if ( nid === expando ) { + context.removeAttribute( "id" ); + } + } + } + } + } + + // All others + return select( selector.replace( rtrim, "$1" ), context, results, seed ); +} + +/** + * Create key-value caches of limited size + * @returns {function(string, object)} Returns the Object data after storing it on itself with + * property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength) + * deleting the oldest entry + */ +function createCache() { + var keys = []; + + function cache( key, value ) { + + // Use (key + " ") to avoid collision with native prototype properties (see Issue #157) + if ( keys.push( key + " " ) > Expr.cacheLength ) { + + // Only keep the most recent entries + delete cache[ keys.shift() ]; + } + return ( cache[ key + " " ] = value ); + } + return cache; +} + +/** + * Mark a function for special use by Sizzle + * @param {Function} fn The function to mark + */ +function markFunction( fn ) { + fn[ expando ] = true; + return fn; +} + +/** + * Support testing using an element + * @param {Function} fn Passed the created element and returns a boolean result + */ +function assert( fn ) { + var el = document.createElement( "fieldset" ); + + try { + return !!fn( el ); + } catch ( e ) { + return false; + } finally { + + // Remove from its parent by default + if ( el.parentNode ) { + el.parentNode.removeChild( el ); + } + + // release memory in IE + el = null; + } +} + +/** + * Adds the same handler for all of the specified attrs + * @param {String} attrs Pipe-separated list of attributes + * @param {Function} handler The method that will be applied + */ +function addHandle( attrs, handler ) { + var arr = attrs.split( "|" ), + i = arr.length; + + while ( i-- ) { + Expr.attrHandle[ arr[ i ] ] = handler; + } +} + +/** + * Checks document order of two siblings + * @param {Element} a + * @param {Element} b + * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b + */ +function siblingCheck( a, b ) { + var cur = b && a, + diff = cur && a.nodeType === 1 && b.nodeType === 1 && + a.sourceIndex - b.sourceIndex; + + // Use IE sourceIndex if available on both nodes + if ( diff ) { + return diff; + } + + // Check if b follows a + if ( cur ) { + while ( ( cur = cur.nextSibling ) ) { + if ( cur === b ) { + return -1; + } + } + } + + return a ? 1 : -1; +} + +/** + * Returns a function to use in pseudos for input types + * @param {String} type + */ +function createInputPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return name === "input" && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for buttons + * @param {String} type + */ +function createButtonPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return ( name === "input" || name === "button" ) && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for :enabled/:disabled + * @param {Boolean} disabled true for :disabled; false for :enabled + */ +function createDisabledPseudo( disabled ) { + + // Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable + return function( elem ) { + + // Only certain elements can match :enabled or :disabled + // https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled + // https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled + if ( "form" in elem ) { + + // Check for inherited disabledness on relevant non-disabled elements: + // * listed form-associated elements in a disabled fieldset + // https://html.spec.whatwg.org/multipage/forms.html#category-listed + // https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled + // * option elements in a disabled optgroup + // https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled + // All such elements have a "form" property. + if ( elem.parentNode && elem.disabled === false ) { + + // Option elements defer to a parent optgroup if present + if ( "label" in elem ) { + if ( "label" in elem.parentNode ) { + return elem.parentNode.disabled === disabled; + } else { + return elem.disabled === disabled; + } + } + + // Support: IE 6 - 11 + // Use the isDisabled shortcut property to check for disabled fieldset ancestors + return elem.isDisabled === disabled || + + // Where there is no isDisabled, check manually + /* jshint -W018 */ + elem.isDisabled !== !disabled && + inDisabledFieldset( elem ) === disabled; + } + + return elem.disabled === disabled; + + // Try to winnow out elements that can't be disabled before trusting the disabled property. + // Some victims get caught in our net (label, legend, menu, track), but it shouldn't + // even exist on them, let alone have a boolean value. + } else if ( "label" in elem ) { + return elem.disabled === disabled; + } + + // Remaining elements are neither :enabled nor :disabled + return false; + }; +} + +/** + * Returns a function to use in pseudos for positionals + * @param {Function} fn + */ +function createPositionalPseudo( fn ) { + return markFunction( function( argument ) { + argument = +argument; + return markFunction( function( seed, matches ) { + var j, + matchIndexes = fn( [], seed.length, argument ), + i = matchIndexes.length; + + // Match elements found at the specified indexes + while ( i-- ) { + if ( seed[ ( j = matchIndexes[ i ] ) ] ) { + seed[ j ] = !( matches[ j ] = seed[ j ] ); + } + } + } ); + } ); +} + +/** + * Checks a node for validity as a Sizzle context + * @param {Element|Object=} context + * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value + */ +function testContext( context ) { + return context && typeof context.getElementsByTagName !== "undefined" && context; +} + +// Expose support vars for convenience +support = Sizzle.support = {}; + +/** + * Detects XML nodes + * @param {Element|Object} elem An element or a document + * @returns {Boolean} True iff elem is a non-HTML XML node + */ +isXML = Sizzle.isXML = function( elem ) { + var namespace = elem.namespaceURI, + docElem = ( elem.ownerDocument || elem ).documentElement; + + // Support: IE <=8 + // Assume HTML when documentElement doesn't yet exist, such as inside loading iframes + // https://bugs.jquery.com/ticket/4833 + return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" ); +}; + +/** + * Sets document-related variables once based on the current document + * @param {Element|Object} [doc] An element or document object to use to set the document + * @returns {Object} Returns the current document + */ +setDocument = Sizzle.setDocument = function( node ) { + var hasCompare, subWindow, + doc = node ? node.ownerDocument || node : preferredDoc; + + // Return early if doc is invalid or already selected + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) { + return document; + } + + // Update global variables + document = doc; + docElem = document.documentElement; + documentIsHTML = !isXML( document ); + + // Support: IE 9 - 11+, Edge 12 - 18+ + // Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936) + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( preferredDoc != document && + ( subWindow = document.defaultView ) && subWindow.top !== subWindow ) { + + // Support: IE 11, Edge + if ( subWindow.addEventListener ) { + subWindow.addEventListener( "unload", unloadHandler, false ); + + // Support: IE 9 - 10 only + } else if ( subWindow.attachEvent ) { + subWindow.attachEvent( "onunload", unloadHandler ); + } + } + + // Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only, + // Safari 4 - 5 only, Opera <=11.6 - 12.x only + // IE/Edge & older browsers don't support the :scope pseudo-class. + // Support: Safari 6.0 only + // Safari 6.0 supports :scope but it's an alias of :root there. + support.scope = assert( function( el ) { + docElem.appendChild( el ).appendChild( document.createElement( "div" ) ); + return typeof el.querySelectorAll !== "undefined" && + !el.querySelectorAll( ":scope fieldset div" ).length; + } ); + + /* Attributes + ---------------------------------------------------------------------- */ + + // Support: IE<8 + // Verify that getAttribute really returns attributes and not properties + // (excepting IE8 booleans) + support.attributes = assert( function( el ) { + el.className = "i"; + return !el.getAttribute( "className" ); + } ); + + /* getElement(s)By* + ---------------------------------------------------------------------- */ + + // Check if getElementsByTagName("*") returns only elements + support.getElementsByTagName = assert( function( el ) { + el.appendChild( document.createComment( "" ) ); + return !el.getElementsByTagName( "*" ).length; + } ); + + // Support: IE<9 + support.getElementsByClassName = rnative.test( document.getElementsByClassName ); + + // Support: IE<10 + // Check if getElementById returns elements by name + // The broken getElementById methods don't pick up programmatically-set names, + // so use a roundabout getElementsByName test + support.getById = assert( function( el ) { + docElem.appendChild( el ).id = expando; + return !document.getElementsByName || !document.getElementsByName( expando ).length; + } ); + + // ID filter and find + if ( support.getById ) { + Expr.filter[ "ID" ] = function( id ) { + var attrId = id.replace( runescape, funescape ); + return function( elem ) { + return elem.getAttribute( "id" ) === attrId; + }; + }; + Expr.find[ "ID" ] = function( id, context ) { + if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { + var elem = context.getElementById( id ); + return elem ? [ elem ] : []; + } + }; + } else { + Expr.filter[ "ID" ] = function( id ) { + var attrId = id.replace( runescape, funescape ); + return function( elem ) { + var node = typeof elem.getAttributeNode !== "undefined" && + elem.getAttributeNode( "id" ); + return node && node.value === attrId; + }; + }; + + // Support: IE 6 - 7 only + // getElementById is not reliable as a find shortcut + Expr.find[ "ID" ] = function( id, context ) { + if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { + var node, i, elems, + elem = context.getElementById( id ); + + if ( elem ) { + + // Verify the id attribute + node = elem.getAttributeNode( "id" ); + if ( node && node.value === id ) { + return [ elem ]; + } + + // Fall back on getElementsByName + elems = context.getElementsByName( id ); + i = 0; + while ( ( elem = elems[ i++ ] ) ) { + node = elem.getAttributeNode( "id" ); + if ( node && node.value === id ) { + return [ elem ]; + } + } + } + + return []; + } + }; + } + + // Tag + Expr.find[ "TAG" ] = support.getElementsByTagName ? + function( tag, context ) { + if ( typeof context.getElementsByTagName !== "undefined" ) { + return context.getElementsByTagName( tag ); + + // DocumentFragment nodes don't have gEBTN + } else if ( support.qsa ) { + return context.querySelectorAll( tag ); + } + } : + + function( tag, context ) { + var elem, + tmp = [], + i = 0, + + // By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too + results = context.getElementsByTagName( tag ); + + // Filter out possible comments + if ( tag === "*" ) { + while ( ( elem = results[ i++ ] ) ) { + if ( elem.nodeType === 1 ) { + tmp.push( elem ); + } + } + + return tmp; + } + return results; + }; + + // Class + Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) { + if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) { + return context.getElementsByClassName( className ); + } + }; + + /* QSA/matchesSelector + ---------------------------------------------------------------------- */ + + // QSA and matchesSelector support + + // matchesSelector(:active) reports false when true (IE9/Opera 11.5) + rbuggyMatches = []; + + // qSa(:focus) reports false when true (Chrome 21) + // We allow this because of a bug in IE8/9 that throws an error + // whenever `document.activeElement` is accessed on an iframe + // So, we allow :focus to pass through QSA all the time to avoid the IE error + // See https://bugs.jquery.com/ticket/13378 + rbuggyQSA = []; + + if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) { + + // Build QSA regex + // Regex strategy adopted from Diego Perini + assert( function( el ) { + + var input; + + // Select is set to empty string on purpose + // This is to test IE's treatment of not explicitly + // setting a boolean content attribute, + // since its presence should be enough + // https://bugs.jquery.com/ticket/12359 + docElem.appendChild( el ).innerHTML = "" + + ""; + + // Support: IE8, Opera 11-12.16 + // Nothing should be selected when empty strings follow ^= or $= or *= + // The test attribute must be unknown in Opera but "safe" for WinRT + // https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section + if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) { + rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" ); + } + + // Support: IE8 + // Boolean attributes and "value" are not treated correctly + if ( !el.querySelectorAll( "[selected]" ).length ) { + rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" ); + } + + // Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+ + if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) { + rbuggyQSA.push( "~=" ); + } + + // Support: IE 11+, Edge 15 - 18+ + // IE 11/Edge don't find elements on a `[name='']` query in some cases. + // Adding a temporary attribute to the document before the selection works + // around the issue. + // Interestingly, IE 10 & older don't seem to have the issue. + input = document.createElement( "input" ); + input.setAttribute( "name", "" ); + el.appendChild( input ); + if ( !el.querySelectorAll( "[name='']" ).length ) { + rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" + + whitespace + "*(?:''|\"\")" ); + } + + // Webkit/Opera - :checked should return selected option elements + // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked + // IE8 throws error here and will not see later tests + if ( !el.querySelectorAll( ":checked" ).length ) { + rbuggyQSA.push( ":checked" ); + } + + // Support: Safari 8+, iOS 8+ + // https://bugs.webkit.org/show_bug.cgi?id=136851 + // In-page `selector#id sibling-combinator selector` fails + if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) { + rbuggyQSA.push( ".#.+[+~]" ); + } + + // Support: Firefox <=3.6 - 5 only + // Old Firefox doesn't throw on a badly-escaped identifier. + el.querySelectorAll( "\\\f" ); + rbuggyQSA.push( "[\\r\\n\\f]" ); + } ); + + assert( function( el ) { + el.innerHTML = "" + + ""; + + // Support: Windows 8 Native Apps + // The type and name attributes are restricted during .innerHTML assignment + var input = document.createElement( "input" ); + input.setAttribute( "type", "hidden" ); + el.appendChild( input ).setAttribute( "name", "D" ); + + // Support: IE8 + // Enforce case-sensitivity of name attribute + if ( el.querySelectorAll( "[name=d]" ).length ) { + rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" ); + } + + // FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled) + // IE8 throws error here and will not see later tests + if ( el.querySelectorAll( ":enabled" ).length !== 2 ) { + rbuggyQSA.push( ":enabled", ":disabled" ); + } + + // Support: IE9-11+ + // IE's :disabled selector does not pick up the children of disabled fieldsets + docElem.appendChild( el ).disabled = true; + if ( el.querySelectorAll( ":disabled" ).length !== 2 ) { + rbuggyQSA.push( ":enabled", ":disabled" ); + } + + // Support: Opera 10 - 11 only + // Opera 10-11 does not throw on post-comma invalid pseudos + el.querySelectorAll( "*,:x" ); + rbuggyQSA.push( ",.*:" ); + } ); + } + + if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches || + docElem.webkitMatchesSelector || + docElem.mozMatchesSelector || + docElem.oMatchesSelector || + docElem.msMatchesSelector ) ) ) ) { + + assert( function( el ) { + + // Check to see if it's possible to do matchesSelector + // on a disconnected node (IE 9) + support.disconnectedMatch = matches.call( el, "*" ); + + // This should fail with an exception + // Gecko does not error, returns false instead + matches.call( el, "[s!='']:x" ); + rbuggyMatches.push( "!=", pseudos ); + } ); + } + + rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) ); + rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) ); + + /* Contains + ---------------------------------------------------------------------- */ + hasCompare = rnative.test( docElem.compareDocumentPosition ); + + // Element contains another + // Purposefully self-exclusive + // As in, an element does not contain itself + contains = hasCompare || rnative.test( docElem.contains ) ? + function( a, b ) { + var adown = a.nodeType === 9 ? a.documentElement : a, + bup = b && b.parentNode; + return a === bup || !!( bup && bup.nodeType === 1 && ( + adown.contains ? + adown.contains( bup ) : + a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16 + ) ); + } : + function( a, b ) { + if ( b ) { + while ( ( b = b.parentNode ) ) { + if ( b === a ) { + return true; + } + } + } + return false; + }; + + /* Sorting + ---------------------------------------------------------------------- */ + + // Document order sorting + sortOrder = hasCompare ? + function( a, b ) { + + // Flag for duplicate removal + if ( a === b ) { + hasDuplicate = true; + return 0; + } + + // Sort on method existence if only one input has compareDocumentPosition + var compare = !a.compareDocumentPosition - !b.compareDocumentPosition; + if ( compare ) { + return compare; + } + + // Calculate position if both inputs belong to the same document + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ? + a.compareDocumentPosition( b ) : + + // Otherwise we know they are disconnected + 1; + + // Disconnected nodes + if ( compare & 1 || + ( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) { + + // Choose the first element that is related to our preferred document + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( a == document || a.ownerDocument == preferredDoc && + contains( preferredDoc, a ) ) { + return -1; + } + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( b == document || b.ownerDocument == preferredDoc && + contains( preferredDoc, b ) ) { + return 1; + } + + // Maintain original order + return sortInput ? + ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : + 0; + } + + return compare & 4 ? -1 : 1; + } : + function( a, b ) { + + // Exit early if the nodes are identical + if ( a === b ) { + hasDuplicate = true; + return 0; + } + + var cur, + i = 0, + aup = a.parentNode, + bup = b.parentNode, + ap = [ a ], + bp = [ b ]; + + // Parentless nodes are either documents or disconnected + if ( !aup || !bup ) { + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + /* eslint-disable eqeqeq */ + return a == document ? -1 : + b == document ? 1 : + /* eslint-enable eqeqeq */ + aup ? -1 : + bup ? 1 : + sortInput ? + ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : + 0; + + // If the nodes are siblings, we can do a quick check + } else if ( aup === bup ) { + return siblingCheck( a, b ); + } + + // Otherwise we need full lists of their ancestors for comparison + cur = a; + while ( ( cur = cur.parentNode ) ) { + ap.unshift( cur ); + } + cur = b; + while ( ( cur = cur.parentNode ) ) { + bp.unshift( cur ); + } + + // Walk down the tree looking for a discrepancy + while ( ap[ i ] === bp[ i ] ) { + i++; + } + + return i ? + + // Do a sibling check if the nodes have a common ancestor + siblingCheck( ap[ i ], bp[ i ] ) : + + // Otherwise nodes in our document sort first + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + /* eslint-disable eqeqeq */ + ap[ i ] == preferredDoc ? -1 : + bp[ i ] == preferredDoc ? 1 : + /* eslint-enable eqeqeq */ + 0; + }; + + return document; +}; + +Sizzle.matches = function( expr, elements ) { + return Sizzle( expr, null, null, elements ); +}; + +Sizzle.matchesSelector = function( elem, expr ) { + setDocument( elem ); + + if ( support.matchesSelector && documentIsHTML && + !nonnativeSelectorCache[ expr + " " ] && + ( !rbuggyMatches || !rbuggyMatches.test( expr ) ) && + ( !rbuggyQSA || !rbuggyQSA.test( expr ) ) ) { + + try { + var ret = matches.call( elem, expr ); + + // IE 9's matchesSelector returns false on disconnected nodes + if ( ret || support.disconnectedMatch || + + // As well, disconnected nodes are said to be in a document + // fragment in IE 9 + elem.document && elem.document.nodeType !== 11 ) { + return ret; + } + } catch ( e ) { + nonnativeSelectorCache( expr, true ); + } + } + + return Sizzle( expr, document, null, [ elem ] ).length > 0; +}; + +Sizzle.contains = function( context, elem ) { + + // Set document vars if needed + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( ( context.ownerDocument || context ) != document ) { + setDocument( context ); + } + return contains( context, elem ); +}; + +Sizzle.attr = function( elem, name ) { + + // Set document vars if needed + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( ( elem.ownerDocument || elem ) != document ) { + setDocument( elem ); + } + + var fn = Expr.attrHandle[ name.toLowerCase() ], + + // Don't get fooled by Object.prototype properties (jQuery #13807) + val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ? + fn( elem, name, !documentIsHTML ) : + undefined; + + return val !== undefined ? + val : + support.attributes || !documentIsHTML ? + elem.getAttribute( name ) : + ( val = elem.getAttributeNode( name ) ) && val.specified ? + val.value : + null; +}; + +Sizzle.escape = function( sel ) { + return ( sel + "" ).replace( rcssescape, fcssescape ); +}; + +Sizzle.error = function( msg ) { + throw new Error( "Syntax error, unrecognized expression: " + msg ); +}; + +/** + * Document sorting and removing duplicates + * @param {ArrayLike} results + */ +Sizzle.uniqueSort = function( results ) { + var elem, + duplicates = [], + j = 0, + i = 0; + + // Unless we *know* we can detect duplicates, assume their presence + hasDuplicate = !support.detectDuplicates; + sortInput = !support.sortStable && results.slice( 0 ); + results.sort( sortOrder ); + + if ( hasDuplicate ) { + while ( ( elem = results[ i++ ] ) ) { + if ( elem === results[ i ] ) { + j = duplicates.push( i ); + } + } + while ( j-- ) { + results.splice( duplicates[ j ], 1 ); + } + } + + // Clear input after sorting to release objects + // See https://github.com/jquery/sizzle/pull/225 + sortInput = null; + + return results; +}; + +/** + * Utility function for retrieving the text value of an array of DOM nodes + * @param {Array|Element} elem + */ +getText = Sizzle.getText = function( elem ) { + var node, + ret = "", + i = 0, + nodeType = elem.nodeType; + + if ( !nodeType ) { + + // If no nodeType, this is expected to be an array + while ( ( node = elem[ i++ ] ) ) { + + // Do not traverse comment nodes + ret += getText( node ); + } + } else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) { + + // Use textContent for elements + // innerText usage removed for consistency of new lines (jQuery #11153) + if ( typeof elem.textContent === "string" ) { + return elem.textContent; + } else { + + // Traverse its children + for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { + ret += getText( elem ); + } + } + } else if ( nodeType === 3 || nodeType === 4 ) { + return elem.nodeValue; + } + + // Do not include comment or processing instruction nodes + + return ret; +}; + +Expr = Sizzle.selectors = { + + // Can be adjusted by the user + cacheLength: 50, + + createPseudo: markFunction, + + match: matchExpr, + + attrHandle: {}, + + find: {}, + + relative: { + ">": { dir: "parentNode", first: true }, + " ": { dir: "parentNode" }, + "+": { dir: "previousSibling", first: true }, + "~": { dir: "previousSibling" } + }, + + preFilter: { + "ATTR": function( match ) { + match[ 1 ] = match[ 1 ].replace( runescape, funescape ); + + // Move the given value to match[3] whether quoted or unquoted + match[ 3 ] = ( match[ 3 ] || match[ 4 ] || + match[ 5 ] || "" ).replace( runescape, funescape ); + + if ( match[ 2 ] === "~=" ) { + match[ 3 ] = " " + match[ 3 ] + " "; + } + + return match.slice( 0, 4 ); + }, + + "CHILD": function( match ) { + + /* matches from matchExpr["CHILD"] + 1 type (only|nth|...) + 2 what (child|of-type) + 3 argument (even|odd|\d*|\d*n([+-]\d+)?|...) + 4 xn-component of xn+y argument ([+-]?\d*n|) + 5 sign of xn-component + 6 x of xn-component + 7 sign of y-component + 8 y of y-component + */ + match[ 1 ] = match[ 1 ].toLowerCase(); + + if ( match[ 1 ].slice( 0, 3 ) === "nth" ) { + + // nth-* requires argument + if ( !match[ 3 ] ) { + Sizzle.error( match[ 0 ] ); + } + + // numeric x and y parameters for Expr.filter.CHILD + // remember that false/true cast respectively to 0/1 + match[ 4 ] = +( match[ 4 ] ? + match[ 5 ] + ( match[ 6 ] || 1 ) : + 2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) ); + match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" ); + + // other types prohibit arguments + } else if ( match[ 3 ] ) { + Sizzle.error( match[ 0 ] ); + } + + return match; + }, + + "PSEUDO": function( match ) { + var excess, + unquoted = !match[ 6 ] && match[ 2 ]; + + if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) { + return null; + } + + // Accept quoted arguments as-is + if ( match[ 3 ] ) { + match[ 2 ] = match[ 4 ] || match[ 5 ] || ""; + + // Strip excess characters from unquoted arguments + } else if ( unquoted && rpseudo.test( unquoted ) && + + // Get excess from tokenize (recursively) + ( excess = tokenize( unquoted, true ) ) && + + // advance to the next closing parenthesis + ( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) { + + // excess is a negative index + match[ 0 ] = match[ 0 ].slice( 0, excess ); + match[ 2 ] = unquoted.slice( 0, excess ); + } + + // Return only captures needed by the pseudo filter method (type and argument) + return match.slice( 0, 3 ); + } + }, + + filter: { + + "TAG": function( nodeNameSelector ) { + var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase(); + return nodeNameSelector === "*" ? + function() { + return true; + } : + function( elem ) { + return elem.nodeName && elem.nodeName.toLowerCase() === nodeName; + }; + }, + + "CLASS": function( className ) { + var pattern = classCache[ className + " " ]; + + return pattern || + ( pattern = new RegExp( "(^|" + whitespace + + ")" + className + "(" + whitespace + "|$)" ) ) && classCache( + className, function( elem ) { + return pattern.test( + typeof elem.className === "string" && elem.className || + typeof elem.getAttribute !== "undefined" && + elem.getAttribute( "class" ) || + "" + ); + } ); + }, + + "ATTR": function( name, operator, check ) { + return function( elem ) { + var result = Sizzle.attr( elem, name ); + + if ( result == null ) { + return operator === "!="; + } + if ( !operator ) { + return true; + } + + result += ""; + + /* eslint-disable max-len */ + + return operator === "=" ? result === check : + operator === "!=" ? result !== check : + operator === "^=" ? check && result.indexOf( check ) === 0 : + operator === "*=" ? check && result.indexOf( check ) > -1 : + operator === "$=" ? check && result.slice( -check.length ) === check : + operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 : + operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" : + false; + /* eslint-enable max-len */ + + }; + }, + + "CHILD": function( type, what, _argument, first, last ) { + var simple = type.slice( 0, 3 ) !== "nth", + forward = type.slice( -4 ) !== "last", + ofType = what === "of-type"; + + return first === 1 && last === 0 ? + + // Shortcut for :nth-*(n) + function( elem ) { + return !!elem.parentNode; + } : + + function( elem, _context, xml ) { + var cache, uniqueCache, outerCache, node, nodeIndex, start, + dir = simple !== forward ? "nextSibling" : "previousSibling", + parent = elem.parentNode, + name = ofType && elem.nodeName.toLowerCase(), + useCache = !xml && !ofType, + diff = false; + + if ( parent ) { + + // :(first|last|only)-(child|of-type) + if ( simple ) { + while ( dir ) { + node = elem; + while ( ( node = node[ dir ] ) ) { + if ( ofType ? + node.nodeName.toLowerCase() === name : + node.nodeType === 1 ) { + + return false; + } + } + + // Reverse direction for :only-* (if we haven't yet done so) + start = dir = type === "only" && !start && "nextSibling"; + } + return true; + } + + start = [ forward ? parent.firstChild : parent.lastChild ]; + + // non-xml :nth-child(...) stores cache data on `parent` + if ( forward && useCache ) { + + // Seek `elem` from a previously-cached index + + // ...in a gzip-friendly way + node = parent; + outerCache = node[ expando ] || ( node[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + ( outerCache[ node.uniqueID ] = {} ); + + cache = uniqueCache[ type ] || []; + nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; + diff = nodeIndex && cache[ 2 ]; + node = nodeIndex && parent.childNodes[ nodeIndex ]; + + while ( ( node = ++nodeIndex && node && node[ dir ] || + + // Fallback to seeking `elem` from the start + ( diff = nodeIndex = 0 ) || start.pop() ) ) { + + // When found, cache indexes on `parent` and break + if ( node.nodeType === 1 && ++diff && node === elem ) { + uniqueCache[ type ] = [ dirruns, nodeIndex, diff ]; + break; + } + } + + } else { + + // Use previously-cached element index if available + if ( useCache ) { + + // ...in a gzip-friendly way + node = elem; + outerCache = node[ expando ] || ( node[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + ( outerCache[ node.uniqueID ] = {} ); + + cache = uniqueCache[ type ] || []; + nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; + diff = nodeIndex; + } + + // xml :nth-child(...) + // or :nth-last-child(...) or :nth(-last)?-of-type(...) + if ( diff === false ) { + + // Use the same loop as above to seek `elem` from the start + while ( ( node = ++nodeIndex && node && node[ dir ] || + ( diff = nodeIndex = 0 ) || start.pop() ) ) { + + if ( ( ofType ? + node.nodeName.toLowerCase() === name : + node.nodeType === 1 ) && + ++diff ) { + + // Cache the index of each encountered element + if ( useCache ) { + outerCache = node[ expando ] || + ( node[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + ( outerCache[ node.uniqueID ] = {} ); + + uniqueCache[ type ] = [ dirruns, diff ]; + } + + if ( node === elem ) { + break; + } + } + } + } + } + + // Incorporate the offset, then check against cycle size + diff -= last; + return diff === first || ( diff % first === 0 && diff / first >= 0 ); + } + }; + }, + + "PSEUDO": function( pseudo, argument ) { + + // pseudo-class names are case-insensitive + // http://www.w3.org/TR/selectors/#pseudo-classes + // Prioritize by case sensitivity in case custom pseudos are added with uppercase letters + // Remember that setFilters inherits from pseudos + var args, + fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] || + Sizzle.error( "unsupported pseudo: " + pseudo ); + + // The user may use createPseudo to indicate that + // arguments are needed to create the filter function + // just as Sizzle does + if ( fn[ expando ] ) { + return fn( argument ); + } + + // But maintain support for old signatures + if ( fn.length > 1 ) { + args = [ pseudo, pseudo, "", argument ]; + return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ? + markFunction( function( seed, matches ) { + var idx, + matched = fn( seed, argument ), + i = matched.length; + while ( i-- ) { + idx = indexOf( seed, matched[ i ] ); + seed[ idx ] = !( matches[ idx ] = matched[ i ] ); + } + } ) : + function( elem ) { + return fn( elem, 0, args ); + }; + } + + return fn; + } + }, + + pseudos: { + + // Potentially complex pseudos + "not": markFunction( function( selector ) { + + // Trim the selector passed to compile + // to avoid treating leading and trailing + // spaces as combinators + var input = [], + results = [], + matcher = compile( selector.replace( rtrim, "$1" ) ); + + return matcher[ expando ] ? + markFunction( function( seed, matches, _context, xml ) { + var elem, + unmatched = matcher( seed, null, xml, [] ), + i = seed.length; + + // Match elements unmatched by `matcher` + while ( i-- ) { + if ( ( elem = unmatched[ i ] ) ) { + seed[ i ] = !( matches[ i ] = elem ); + } + } + } ) : + function( elem, _context, xml ) { + input[ 0 ] = elem; + matcher( input, null, xml, results ); + + // Don't keep the element (issue #299) + input[ 0 ] = null; + return !results.pop(); + }; + } ), + + "has": markFunction( function( selector ) { + return function( elem ) { + return Sizzle( selector, elem ).length > 0; + }; + } ), + + "contains": markFunction( function( text ) { + text = text.replace( runescape, funescape ); + return function( elem ) { + return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1; + }; + } ), + + // "Whether an element is represented by a :lang() selector + // is based solely on the element's language value + // being equal to the identifier C, + // or beginning with the identifier C immediately followed by "-". + // The matching of C against the element's language value is performed case-insensitively. + // The identifier C does not have to be a valid language name." + // http://www.w3.org/TR/selectors/#lang-pseudo + "lang": markFunction( function( lang ) { + + // lang value must be a valid identifier + if ( !ridentifier.test( lang || "" ) ) { + Sizzle.error( "unsupported lang: " + lang ); + } + lang = lang.replace( runescape, funescape ).toLowerCase(); + return function( elem ) { + var elemLang; + do { + if ( ( elemLang = documentIsHTML ? + elem.lang : + elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) { + + elemLang = elemLang.toLowerCase(); + return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0; + } + } while ( ( elem = elem.parentNode ) && elem.nodeType === 1 ); + return false; + }; + } ), + + // Miscellaneous + "target": function( elem ) { + var hash = window.location && window.location.hash; + return hash && hash.slice( 1 ) === elem.id; + }, + + "root": function( elem ) { + return elem === docElem; + }, + + "focus": function( elem ) { + return elem === document.activeElement && + ( !document.hasFocus || document.hasFocus() ) && + !!( elem.type || elem.href || ~elem.tabIndex ); + }, + + // Boolean properties + "enabled": createDisabledPseudo( false ), + "disabled": createDisabledPseudo( true ), + + "checked": function( elem ) { + + // In CSS3, :checked should return both checked and selected elements + // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked + var nodeName = elem.nodeName.toLowerCase(); + return ( nodeName === "input" && !!elem.checked ) || + ( nodeName === "option" && !!elem.selected ); + }, + + "selected": function( elem ) { + + // Accessing this property makes selected-by-default + // options in Safari work properly + if ( elem.parentNode ) { + // eslint-disable-next-line no-unused-expressions + elem.parentNode.selectedIndex; + } + + return elem.selected === true; + }, + + // Contents + "empty": function( elem ) { + + // http://www.w3.org/TR/selectors/#empty-pseudo + // :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5), + // but not by others (comment: 8; processing instruction: 7; etc.) + // nodeType < 6 works because attributes (2) do not appear as children + for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { + if ( elem.nodeType < 6 ) { + return false; + } + } + return true; + }, + + "parent": function( elem ) { + return !Expr.pseudos[ "empty" ]( elem ); + }, + + // Element/input types + "header": function( elem ) { + return rheader.test( elem.nodeName ); + }, + + "input": function( elem ) { + return rinputs.test( elem.nodeName ); + }, + + "button": function( elem ) { + var name = elem.nodeName.toLowerCase(); + return name === "input" && elem.type === "button" || name === "button"; + }, + + "text": function( elem ) { + var attr; + return elem.nodeName.toLowerCase() === "input" && + elem.type === "text" && + + // Support: IE<8 + // New HTML5 attribute values (e.g., "search") appear with elem.type === "text" + ( ( attr = elem.getAttribute( "type" ) ) == null || + attr.toLowerCase() === "text" ); + }, + + // Position-in-collection + "first": createPositionalPseudo( function() { + return [ 0 ]; + } ), + + "last": createPositionalPseudo( function( _matchIndexes, length ) { + return [ length - 1 ]; + } ), + + "eq": createPositionalPseudo( function( _matchIndexes, length, argument ) { + return [ argument < 0 ? argument + length : argument ]; + } ), + + "even": createPositionalPseudo( function( matchIndexes, length ) { + var i = 0; + for ( ; i < length; i += 2 ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ), + + "odd": createPositionalPseudo( function( matchIndexes, length ) { + var i = 1; + for ( ; i < length; i += 2 ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ), + + "lt": createPositionalPseudo( function( matchIndexes, length, argument ) { + var i = argument < 0 ? + argument + length : + argument > length ? + length : + argument; + for ( ; --i >= 0; ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ), + + "gt": createPositionalPseudo( function( matchIndexes, length, argument ) { + var i = argument < 0 ? argument + length : argument; + for ( ; ++i < length; ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ) + } +}; + +Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ]; + +// Add button/input type pseudos +for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) { + Expr.pseudos[ i ] = createInputPseudo( i ); +} +for ( i in { submit: true, reset: true } ) { + Expr.pseudos[ i ] = createButtonPseudo( i ); +} + +// Easy API for creating new setFilters +function setFilters() {} +setFilters.prototype = Expr.filters = Expr.pseudos; +Expr.setFilters = new setFilters(); + +tokenize = Sizzle.tokenize = function( selector, parseOnly ) { + var matched, match, tokens, type, + soFar, groups, preFilters, + cached = tokenCache[ selector + " " ]; + + if ( cached ) { + return parseOnly ? 0 : cached.slice( 0 ); + } + + soFar = selector; + groups = []; + preFilters = Expr.preFilter; + + while ( soFar ) { + + // Comma and first run + if ( !matched || ( match = rcomma.exec( soFar ) ) ) { + if ( match ) { + + // Don't consume trailing commas as valid + soFar = soFar.slice( match[ 0 ].length ) || soFar; + } + groups.push( ( tokens = [] ) ); + } + + matched = false; + + // Combinators + if ( ( match = rcombinators.exec( soFar ) ) ) { + matched = match.shift(); + tokens.push( { + value: matched, + + // Cast descendant combinators to space + type: match[ 0 ].replace( rtrim, " " ) + } ); + soFar = soFar.slice( matched.length ); + } + + // Filters + for ( type in Expr.filter ) { + if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] || + ( match = preFilters[ type ]( match ) ) ) ) { + matched = match.shift(); + tokens.push( { + value: matched, + type: type, + matches: match + } ); + soFar = soFar.slice( matched.length ); + } + } + + if ( !matched ) { + break; + } + } + + // Return the length of the invalid excess + // if we're just parsing + // Otherwise, throw an error or return tokens + return parseOnly ? + soFar.length : + soFar ? + Sizzle.error( selector ) : + + // Cache the tokens + tokenCache( selector, groups ).slice( 0 ); +}; + +function toSelector( tokens ) { + var i = 0, + len = tokens.length, + selector = ""; + for ( ; i < len; i++ ) { + selector += tokens[ i ].value; + } + return selector; +} + +function addCombinator( matcher, combinator, base ) { + var dir = combinator.dir, + skip = combinator.next, + key = skip || dir, + checkNonElements = base && key === "parentNode", + doneName = done++; + + return combinator.first ? + + // Check against closest ancestor/preceding element + function( elem, context, xml ) { + while ( ( elem = elem[ dir ] ) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + return matcher( elem, context, xml ); + } + } + return false; + } : + + // Check against all ancestor/preceding elements + function( elem, context, xml ) { + var oldCache, uniqueCache, outerCache, + newCache = [ dirruns, doneName ]; + + // We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching + if ( xml ) { + while ( ( elem = elem[ dir ] ) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + if ( matcher( elem, context, xml ) ) { + return true; + } + } + } + } else { + while ( ( elem = elem[ dir ] ) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + outerCache = elem[ expando ] || ( elem[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ elem.uniqueID ] || + ( outerCache[ elem.uniqueID ] = {} ); + + if ( skip && skip === elem.nodeName.toLowerCase() ) { + elem = elem[ dir ] || elem; + } else if ( ( oldCache = uniqueCache[ key ] ) && + oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) { + + // Assign to newCache so results back-propagate to previous elements + return ( newCache[ 2 ] = oldCache[ 2 ] ); + } else { + + // Reuse newcache so results back-propagate to previous elements + uniqueCache[ key ] = newCache; + + // A match means we're done; a fail means we have to keep checking + if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) { + return true; + } + } + } + } + } + return false; + }; +} + +function elementMatcher( matchers ) { + return matchers.length > 1 ? + function( elem, context, xml ) { + var i = matchers.length; + while ( i-- ) { + if ( !matchers[ i ]( elem, context, xml ) ) { + return false; + } + } + return true; + } : + matchers[ 0 ]; +} + +function multipleContexts( selector, contexts, results ) { + var i = 0, + len = contexts.length; + for ( ; i < len; i++ ) { + Sizzle( selector, contexts[ i ], results ); + } + return results; +} + +function condense( unmatched, map, filter, context, xml ) { + var elem, + newUnmatched = [], + i = 0, + len = unmatched.length, + mapped = map != null; + + for ( ; i < len; i++ ) { + if ( ( elem = unmatched[ i ] ) ) { + if ( !filter || filter( elem, context, xml ) ) { + newUnmatched.push( elem ); + if ( mapped ) { + map.push( i ); + } + } + } + } + + return newUnmatched; +} + +function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) { + if ( postFilter && !postFilter[ expando ] ) { + postFilter = setMatcher( postFilter ); + } + if ( postFinder && !postFinder[ expando ] ) { + postFinder = setMatcher( postFinder, postSelector ); + } + return markFunction( function( seed, results, context, xml ) { + var temp, i, elem, + preMap = [], + postMap = [], + preexisting = results.length, + + // Get initial elements from seed or context + elems = seed || multipleContexts( + selector || "*", + context.nodeType ? [ context ] : context, + [] + ), + + // Prefilter to get matcher input, preserving a map for seed-results synchronization + matcherIn = preFilter && ( seed || !selector ) ? + condense( elems, preMap, preFilter, context, xml ) : + elems, + + matcherOut = matcher ? + + // If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results, + postFinder || ( seed ? preFilter : preexisting || postFilter ) ? + + // ...intermediate processing is necessary + [] : + + // ...otherwise use results directly + results : + matcherIn; + + // Find primary matches + if ( matcher ) { + matcher( matcherIn, matcherOut, context, xml ); + } + + // Apply postFilter + if ( postFilter ) { + temp = condense( matcherOut, postMap ); + postFilter( temp, [], context, xml ); + + // Un-match failing elements by moving them back to matcherIn + i = temp.length; + while ( i-- ) { + if ( ( elem = temp[ i ] ) ) { + matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem ); + } + } + } + + if ( seed ) { + if ( postFinder || preFilter ) { + if ( postFinder ) { + + // Get the final matcherOut by condensing this intermediate into postFinder contexts + temp = []; + i = matcherOut.length; + while ( i-- ) { + if ( ( elem = matcherOut[ i ] ) ) { + + // Restore matcherIn since elem is not yet a final match + temp.push( ( matcherIn[ i ] = elem ) ); + } + } + postFinder( null, ( matcherOut = [] ), temp, xml ); + } + + // Move matched elements from seed to results to keep them synchronized + i = matcherOut.length; + while ( i-- ) { + if ( ( elem = matcherOut[ i ] ) && + ( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) { + + seed[ temp ] = !( results[ temp ] = elem ); + } + } + } + + // Add elements to results, through postFinder if defined + } else { + matcherOut = condense( + matcherOut === results ? + matcherOut.splice( preexisting, matcherOut.length ) : + matcherOut + ); + if ( postFinder ) { + postFinder( null, results, matcherOut, xml ); + } else { + push.apply( results, matcherOut ); + } + } + } ); +} + +function matcherFromTokens( tokens ) { + var checkContext, matcher, j, + len = tokens.length, + leadingRelative = Expr.relative[ tokens[ 0 ].type ], + implicitRelative = leadingRelative || Expr.relative[ " " ], + i = leadingRelative ? 1 : 0, + + // The foundational matcher ensures that elements are reachable from top-level context(s) + matchContext = addCombinator( function( elem ) { + return elem === checkContext; + }, implicitRelative, true ), + matchAnyContext = addCombinator( function( elem ) { + return indexOf( checkContext, elem ) > -1; + }, implicitRelative, true ), + matchers = [ function( elem, context, xml ) { + var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || ( + ( checkContext = context ).nodeType ? + matchContext( elem, context, xml ) : + matchAnyContext( elem, context, xml ) ); + + // Avoid hanging onto element (issue #299) + checkContext = null; + return ret; + } ]; + + for ( ; i < len; i++ ) { + if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) { + matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ]; + } else { + matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches ); + + // Return special upon seeing a positional matcher + if ( matcher[ expando ] ) { + + // Find the next relative operator (if any) for proper handling + j = ++i; + for ( ; j < len; j++ ) { + if ( Expr.relative[ tokens[ j ].type ] ) { + break; + } + } + return setMatcher( + i > 1 && elementMatcher( matchers ), + i > 1 && toSelector( + + // If the preceding token was a descendant combinator, insert an implicit any-element `*` + tokens + .slice( 0, i - 1 ) + .concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } ) + ).replace( rtrim, "$1" ), + matcher, + i < j && matcherFromTokens( tokens.slice( i, j ) ), + j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ), + j < len && toSelector( tokens ) + ); + } + matchers.push( matcher ); + } + } + + return elementMatcher( matchers ); +} + +function matcherFromGroupMatchers( elementMatchers, setMatchers ) { + var bySet = setMatchers.length > 0, + byElement = elementMatchers.length > 0, + superMatcher = function( seed, context, xml, results, outermost ) { + var elem, j, matcher, + matchedCount = 0, + i = "0", + unmatched = seed && [], + setMatched = [], + contextBackup = outermostContext, + + // We must always have either seed elements or outermost context + elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ), + + // Use integer dirruns iff this is the outermost matcher + dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ), + len = elems.length; + + if ( outermost ) { + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + outermostContext = context == document || context || outermost; + } + + // Add elements passing elementMatchers directly to results + // Support: IE<9, Safari + // Tolerate NodeList properties (IE: "length"; Safari: ) matching elements by id + for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) { + if ( byElement && elem ) { + j = 0; + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( !context && elem.ownerDocument != document ) { + setDocument( elem ); + xml = !documentIsHTML; + } + while ( ( matcher = elementMatchers[ j++ ] ) ) { + if ( matcher( elem, context || document, xml ) ) { + results.push( elem ); + break; + } + } + if ( outermost ) { + dirruns = dirrunsUnique; + } + } + + // Track unmatched elements for set filters + if ( bySet ) { + + // They will have gone through all possible matchers + if ( ( elem = !matcher && elem ) ) { + matchedCount--; + } + + // Lengthen the array for every element, matched or not + if ( seed ) { + unmatched.push( elem ); + } + } + } + + // `i` is now the count of elements visited above, and adding it to `matchedCount` + // makes the latter nonnegative. + matchedCount += i; + + // Apply set filters to unmatched elements + // NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount` + // equals `i`), unless we didn't visit _any_ elements in the above loop because we have + // no element matchers and no seed. + // Incrementing an initially-string "0" `i` allows `i` to remain a string only in that + // case, which will result in a "00" `matchedCount` that differs from `i` but is also + // numerically zero. + if ( bySet && i !== matchedCount ) { + j = 0; + while ( ( matcher = setMatchers[ j++ ] ) ) { + matcher( unmatched, setMatched, context, xml ); + } + + if ( seed ) { + + // Reintegrate element matches to eliminate the need for sorting + if ( matchedCount > 0 ) { + while ( i-- ) { + if ( !( unmatched[ i ] || setMatched[ i ] ) ) { + setMatched[ i ] = pop.call( results ); + } + } + } + + // Discard index placeholder values to get only actual matches + setMatched = condense( setMatched ); + } + + // Add matches to results + push.apply( results, setMatched ); + + // Seedless set matches succeeding multiple successful matchers stipulate sorting + if ( outermost && !seed && setMatched.length > 0 && + ( matchedCount + setMatchers.length ) > 1 ) { + + Sizzle.uniqueSort( results ); + } + } + + // Override manipulation of globals by nested matchers + if ( outermost ) { + dirruns = dirrunsUnique; + outermostContext = contextBackup; + } + + return unmatched; + }; + + return bySet ? + markFunction( superMatcher ) : + superMatcher; +} + +compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) { + var i, + setMatchers = [], + elementMatchers = [], + cached = compilerCache[ selector + " " ]; + + if ( !cached ) { + + // Generate a function of recursive functions that can be used to check each element + if ( !match ) { + match = tokenize( selector ); + } + i = match.length; + while ( i-- ) { + cached = matcherFromTokens( match[ i ] ); + if ( cached[ expando ] ) { + setMatchers.push( cached ); + } else { + elementMatchers.push( cached ); + } + } + + // Cache the compiled function + cached = compilerCache( + selector, + matcherFromGroupMatchers( elementMatchers, setMatchers ) + ); + + // Save selector and tokenization + cached.selector = selector; + } + return cached; +}; + +/** + * A low-level selection function that works with Sizzle's compiled + * selector functions + * @param {String|Function} selector A selector or a pre-compiled + * selector function built with Sizzle.compile + * @param {Element} context + * @param {Array} [results] + * @param {Array} [seed] A set of elements to match against + */ +select = Sizzle.select = function( selector, context, results, seed ) { + var i, tokens, token, type, find, + compiled = typeof selector === "function" && selector, + match = !seed && tokenize( ( selector = compiled.selector || selector ) ); + + results = results || []; + + // Try to minimize operations if there is only one selector in the list and no seed + // (the latter of which guarantees us context) + if ( match.length === 1 ) { + + // Reduce context if the leading compound selector is an ID + tokens = match[ 0 ] = match[ 0 ].slice( 0 ); + if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" && + context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) { + + context = ( Expr.find[ "ID" ]( token.matches[ 0 ] + .replace( runescape, funescape ), context ) || [] )[ 0 ]; + if ( !context ) { + return results; + + // Precompiled matchers will still verify ancestry, so step up a level + } else if ( compiled ) { + context = context.parentNode; + } + + selector = selector.slice( tokens.shift().value.length ); + } + + // Fetch a seed set for right-to-left matching + i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length; + while ( i-- ) { + token = tokens[ i ]; + + // Abort if we hit a combinator + if ( Expr.relative[ ( type = token.type ) ] ) { + break; + } + if ( ( find = Expr.find[ type ] ) ) { + + // Search, expanding context for leading sibling combinators + if ( ( seed = find( + token.matches[ 0 ].replace( runescape, funescape ), + rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) || + context + ) ) ) { + + // If seed is empty or no tokens remain, we can return early + tokens.splice( i, 1 ); + selector = seed.length && toSelector( tokens ); + if ( !selector ) { + push.apply( results, seed ); + return results; + } + + break; + } + } + } + } + + // Compile and execute a filtering function if one is not provided + // Provide `match` to avoid retokenization if we modified the selector above + ( compiled || compile( selector, match ) )( + seed, + context, + !documentIsHTML, + results, + !context || rsibling.test( selector ) && testContext( context.parentNode ) || context + ); + return results; +}; + +// One-time assignments + +// Sort stability +support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando; + +// Support: Chrome 14-35+ +// Always assume duplicates if they aren't passed to the comparison function +support.detectDuplicates = !!hasDuplicate; + +// Initialize against the default document +setDocument(); + +// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27) +// Detached nodes confoundingly follow *each other* +support.sortDetached = assert( function( el ) { + + // Should return 1, but returns 4 (following) + return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1; +} ); + +// Support: IE<8 +// Prevent attribute/property "interpolation" +// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx +if ( !assert( function( el ) { + el.innerHTML = ""; + return el.firstChild.getAttribute( "href" ) === "#"; +} ) ) { + addHandle( "type|href|height|width", function( elem, name, isXML ) { + if ( !isXML ) { + return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 ); + } + } ); +} + +// Support: IE<9 +// Use defaultValue in place of getAttribute("value") +if ( !support.attributes || !assert( function( el ) { + el.innerHTML = ""; + el.firstChild.setAttribute( "value", "" ); + return el.firstChild.getAttribute( "value" ) === ""; +} ) ) { + addHandle( "value", function( elem, _name, isXML ) { + if ( !isXML && elem.nodeName.toLowerCase() === "input" ) { + return elem.defaultValue; + } + } ); +} + +// Support: IE<9 +// Use getAttributeNode to fetch booleans when getAttribute lies +if ( !assert( function( el ) { + return el.getAttribute( "disabled" ) == null; +} ) ) { + addHandle( booleans, function( elem, name, isXML ) { + var val; + if ( !isXML ) { + return elem[ name ] === true ? name.toLowerCase() : + ( val = elem.getAttributeNode( name ) ) && val.specified ? + val.value : + null; + } + } ); +} + +return Sizzle; + +} )( window ); + + + +jQuery.find = Sizzle; +jQuery.expr = Sizzle.selectors; + +// Deprecated +jQuery.expr[ ":" ] = jQuery.expr.pseudos; +jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort; +jQuery.text = Sizzle.getText; +jQuery.isXMLDoc = Sizzle.isXML; +jQuery.contains = Sizzle.contains; +jQuery.escapeSelector = Sizzle.escape; + + + + +var dir = function( elem, dir, until ) { + var matched = [], + truncate = until !== undefined; + + while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) { + if ( elem.nodeType === 1 ) { + if ( truncate && jQuery( elem ).is( until ) ) { + break; + } + matched.push( elem ); + } + } + return matched; +}; + + +var siblings = function( n, elem ) { + var matched = []; + + for ( ; n; n = n.nextSibling ) { + if ( n.nodeType === 1 && n !== elem ) { + matched.push( n ); + } + } + + return matched; +}; + + +var rneedsContext = jQuery.expr.match.needsContext; + + + +function nodeName( elem, name ) { + + return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase(); + +}; +var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i ); + + + +// Implement the identical functionality for filter and not +function winnow( elements, qualifier, not ) { + if ( isFunction( qualifier ) ) { + return jQuery.grep( elements, function( elem, i ) { + return !!qualifier.call( elem, i, elem ) !== not; + } ); + } + + // Single element + if ( qualifier.nodeType ) { + return jQuery.grep( elements, function( elem ) { + return ( elem === qualifier ) !== not; + } ); + } + + // Arraylike of elements (jQuery, arguments, Array) + if ( typeof qualifier !== "string" ) { + return jQuery.grep( elements, function( elem ) { + return ( indexOf.call( qualifier, elem ) > -1 ) !== not; + } ); + } + + // Filtered directly for both simple and complex selectors + return jQuery.filter( qualifier, elements, not ); +} + +jQuery.filter = function( expr, elems, not ) { + var elem = elems[ 0 ]; + + if ( not ) { + expr = ":not(" + expr + ")"; + } + + if ( elems.length === 1 && elem.nodeType === 1 ) { + return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : []; + } + + return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) { + return elem.nodeType === 1; + } ) ); +}; + +jQuery.fn.extend( { + find: function( selector ) { + var i, ret, + len = this.length, + self = this; + + if ( typeof selector !== "string" ) { + return this.pushStack( jQuery( selector ).filter( function() { + for ( i = 0; i < len; i++ ) { + if ( jQuery.contains( self[ i ], this ) ) { + return true; + } + } + } ) ); + } + + ret = this.pushStack( [] ); + + for ( i = 0; i < len; i++ ) { + jQuery.find( selector, self[ i ], ret ); + } + + return len > 1 ? jQuery.uniqueSort( ret ) : ret; + }, + filter: function( selector ) { + return this.pushStack( winnow( this, selector || [], false ) ); + }, + not: function( selector ) { + return this.pushStack( winnow( this, selector || [], true ) ); + }, + is: function( selector ) { + return !!winnow( + this, + + // If this is a positional/relative selector, check membership in the returned set + // so $("p:first").is("p:last") won't return true for a doc with two "p". + typeof selector === "string" && rneedsContext.test( selector ) ? + jQuery( selector ) : + selector || [], + false + ).length; + } +} ); + + +// Initialize a jQuery object + + +// A central reference to the root jQuery(document) +var rootjQuery, + + // A simple way to check for HTML strings + // Prioritize #id over to avoid XSS via location.hash (#9521) + // Strict HTML recognition (#11290: must start with <) + // Shortcut simple #id case for speed + rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/, + + init = jQuery.fn.init = function( selector, context, root ) { + var match, elem; + + // HANDLE: $(""), $(null), $(undefined), $(false) + if ( !selector ) { + return this; + } + + // Method init() accepts an alternate rootjQuery + // so migrate can support jQuery.sub (gh-2101) + root = root || rootjQuery; + + // Handle HTML strings + if ( typeof selector === "string" ) { + if ( selector[ 0 ] === "<" && + selector[ selector.length - 1 ] === ">" && + selector.length >= 3 ) { + + // Assume that strings that start and end with <> are HTML and skip the regex check + match = [ null, selector, null ]; + + } else { + match = rquickExpr.exec( selector ); + } + + // Match html or make sure no context is specified for #id + if ( match && ( match[ 1 ] || !context ) ) { + + // HANDLE: $(html) -> $(array) + if ( match[ 1 ] ) { + context = context instanceof jQuery ? context[ 0 ] : context; + + // Option to run scripts is true for back-compat + // Intentionally let the error be thrown if parseHTML is not present + jQuery.merge( this, jQuery.parseHTML( + match[ 1 ], + context && context.nodeType ? context.ownerDocument || context : document, + true + ) ); + + // HANDLE: $(html, props) + if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) { + for ( match in context ) { + + // Properties of context are called as methods if possible + if ( isFunction( this[ match ] ) ) { + this[ match ]( context[ match ] ); + + // ...and otherwise set as attributes + } else { + this.attr( match, context[ match ] ); + } + } + } + + return this; + + // HANDLE: $(#id) + } else { + elem = document.getElementById( match[ 2 ] ); + + if ( elem ) { + + // Inject the element directly into the jQuery object + this[ 0 ] = elem; + this.length = 1; + } + return this; + } + + // HANDLE: $(expr, $(...)) + } else if ( !context || context.jquery ) { + return ( context || root ).find( selector ); + + // HANDLE: $(expr, context) + // (which is just equivalent to: $(context).find(expr) + } else { + return this.constructor( context ).find( selector ); + } + + // HANDLE: $(DOMElement) + } else if ( selector.nodeType ) { + this[ 0 ] = selector; + this.length = 1; + return this; + + // HANDLE: $(function) + // Shortcut for document ready + } else if ( isFunction( selector ) ) { + return root.ready !== undefined ? + root.ready( selector ) : + + // Execute immediately if ready is not present + selector( jQuery ); + } + + return jQuery.makeArray( selector, this ); + }; + +// Give the init function the jQuery prototype for later instantiation +init.prototype = jQuery.fn; + +// Initialize central reference +rootjQuery = jQuery( document ); + + +var rparentsprev = /^(?:parents|prev(?:Until|All))/, + + // Methods guaranteed to produce a unique set when starting from a unique set + guaranteedUnique = { + children: true, + contents: true, + next: true, + prev: true + }; + +jQuery.fn.extend( { + has: function( target ) { + var targets = jQuery( target, this ), + l = targets.length; + + return this.filter( function() { + var i = 0; + for ( ; i < l; i++ ) { + if ( jQuery.contains( this, targets[ i ] ) ) { + return true; + } + } + } ); + }, + + closest: function( selectors, context ) { + var cur, + i = 0, + l = this.length, + matched = [], + targets = typeof selectors !== "string" && jQuery( selectors ); + + // Positional selectors never match, since there's no _selection_ context + if ( !rneedsContext.test( selectors ) ) { + for ( ; i < l; i++ ) { + for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) { + + // Always skip document fragments + if ( cur.nodeType < 11 && ( targets ? + targets.index( cur ) > -1 : + + // Don't pass non-elements to Sizzle + cur.nodeType === 1 && + jQuery.find.matchesSelector( cur, selectors ) ) ) { + + matched.push( cur ); + break; + } + } + } + } + + return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched ); + }, + + // Determine the position of an element within the set + index: function( elem ) { + + // No argument, return index in parent + if ( !elem ) { + return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1; + } + + // Index in selector + if ( typeof elem === "string" ) { + return indexOf.call( jQuery( elem ), this[ 0 ] ); + } + + // Locate the position of the desired element + return indexOf.call( this, + + // If it receives a jQuery object, the first element is used + elem.jquery ? elem[ 0 ] : elem + ); + }, + + add: function( selector, context ) { + return this.pushStack( + jQuery.uniqueSort( + jQuery.merge( this.get(), jQuery( selector, context ) ) + ) + ); + }, + + addBack: function( selector ) { + return this.add( selector == null ? + this.prevObject : this.prevObject.filter( selector ) + ); + } +} ); + +function sibling( cur, dir ) { + while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {} + return cur; +} + +jQuery.each( { + parent: function( elem ) { + var parent = elem.parentNode; + return parent && parent.nodeType !== 11 ? parent : null; + }, + parents: function( elem ) { + return dir( elem, "parentNode" ); + }, + parentsUntil: function( elem, _i, until ) { + return dir( elem, "parentNode", until ); + }, + next: function( elem ) { + return sibling( elem, "nextSibling" ); + }, + prev: function( elem ) { + return sibling( elem, "previousSibling" ); + }, + nextAll: function( elem ) { + return dir( elem, "nextSibling" ); + }, + prevAll: function( elem ) { + return dir( elem, "previousSibling" ); + }, + nextUntil: function( elem, _i, until ) { + return dir( elem, "nextSibling", until ); + }, + prevUntil: function( elem, _i, until ) { + return dir( elem, "previousSibling", until ); + }, + siblings: function( elem ) { + return siblings( ( elem.parentNode || {} ).firstChild, elem ); + }, + children: function( elem ) { + return siblings( elem.firstChild ); + }, + contents: function( elem ) { + if ( elem.contentDocument != null && + + // Support: IE 11+ + // elements with no `data` attribute has an object + // `contentDocument` with a `null` prototype. + getProto( elem.contentDocument ) ) { + + return elem.contentDocument; + } + + // Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only + // Treat the template element as a regular one in browsers that + // don't support it. + if ( nodeName( elem, "template" ) ) { + elem = elem.content || elem; + } + + return jQuery.merge( [], elem.childNodes ); + } +}, function( name, fn ) { + jQuery.fn[ name ] = function( until, selector ) { + var matched = jQuery.map( this, fn, until ); + + if ( name.slice( -5 ) !== "Until" ) { + selector = until; + } + + if ( selector && typeof selector === "string" ) { + matched = jQuery.filter( selector, matched ); + } + + if ( this.length > 1 ) { + + // Remove duplicates + if ( !guaranteedUnique[ name ] ) { + jQuery.uniqueSort( matched ); + } + + // Reverse order for parents* and prev-derivatives + if ( rparentsprev.test( name ) ) { + matched.reverse(); + } + } + + return this.pushStack( matched ); + }; +} ); +var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g ); + + + +// Convert String-formatted options into Object-formatted ones +function createOptions( options ) { + var object = {}; + jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) { + object[ flag ] = true; + } ); + return object; +} + +/* + * Create a callback list using the following parameters: + * + * options: an optional list of space-separated options that will change how + * the callback list behaves or a more traditional option object + * + * By default a callback list will act like an event callback list and can be + * "fired" multiple times. + * + * Possible options: + * + * once: will ensure the callback list can only be fired once (like a Deferred) + * + * memory: will keep track of previous values and will call any callback added + * after the list has been fired right away with the latest "memorized" + * values (like a Deferred) + * + * unique: will ensure a callback can only be added once (no duplicate in the list) + * + * stopOnFalse: interrupt callings when a callback returns false + * + */ +jQuery.Callbacks = function( options ) { + + // Convert options from String-formatted to Object-formatted if needed + // (we check in cache first) + options = typeof options === "string" ? + createOptions( options ) : + jQuery.extend( {}, options ); + + var // Flag to know if list is currently firing + firing, + + // Last fire value for non-forgettable lists + memory, + + // Flag to know if list was already fired + fired, + + // Flag to prevent firing + locked, + + // Actual callback list + list = [], + + // Queue of execution data for repeatable lists + queue = [], + + // Index of currently firing callback (modified by add/remove as needed) + firingIndex = -1, + + // Fire callbacks + fire = function() { + + // Enforce single-firing + locked = locked || options.once; + + // Execute callbacks for all pending executions, + // respecting firingIndex overrides and runtime changes + fired = firing = true; + for ( ; queue.length; firingIndex = -1 ) { + memory = queue.shift(); + while ( ++firingIndex < list.length ) { + + // Run callback and check for early termination + if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false && + options.stopOnFalse ) { + + // Jump to end and forget the data so .add doesn't re-fire + firingIndex = list.length; + memory = false; + } + } + } + + // Forget the data if we're done with it + if ( !options.memory ) { + memory = false; + } + + firing = false; + + // Clean up if we're done firing for good + if ( locked ) { + + // Keep an empty list if we have data for future add calls + if ( memory ) { + list = []; + + // Otherwise, this object is spent + } else { + list = ""; + } + } + }, + + // Actual Callbacks object + self = { + + // Add a callback or a collection of callbacks to the list + add: function() { + if ( list ) { + + // If we have memory from a past run, we should fire after adding + if ( memory && !firing ) { + firingIndex = list.length - 1; + queue.push( memory ); + } + + ( function add( args ) { + jQuery.each( args, function( _, arg ) { + if ( isFunction( arg ) ) { + if ( !options.unique || !self.has( arg ) ) { + list.push( arg ); + } + } else if ( arg && arg.length && toType( arg ) !== "string" ) { + + // Inspect recursively + add( arg ); + } + } ); + } )( arguments ); + + if ( memory && !firing ) { + fire(); + } + } + return this; + }, + + // Remove a callback from the list + remove: function() { + jQuery.each( arguments, function( _, arg ) { + var index; + while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) { + list.splice( index, 1 ); + + // Handle firing indexes + if ( index <= firingIndex ) { + firingIndex--; + } + } + } ); + return this; + }, + + // Check if a given callback is in the list. + // If no argument is given, return whether or not list has callbacks attached. + has: function( fn ) { + return fn ? + jQuery.inArray( fn, list ) > -1 : + list.length > 0; + }, + + // Remove all callbacks from the list + empty: function() { + if ( list ) { + list = []; + } + return this; + }, + + // Disable .fire and .add + // Abort any current/pending executions + // Clear all callbacks and values + disable: function() { + locked = queue = []; + list = memory = ""; + return this; + }, + disabled: function() { + return !list; + }, + + // Disable .fire + // Also disable .add unless we have memory (since it would have no effect) + // Abort any pending executions + lock: function() { + locked = queue = []; + if ( !memory && !firing ) { + list = memory = ""; + } + return this; + }, + locked: function() { + return !!locked; + }, + + // Call all callbacks with the given context and arguments + fireWith: function( context, args ) { + if ( !locked ) { + args = args || []; + args = [ context, args.slice ? args.slice() : args ]; + queue.push( args ); + if ( !firing ) { + fire(); + } + } + return this; + }, + + // Call all the callbacks with the given arguments + fire: function() { + self.fireWith( this, arguments ); + return this; + }, + + // To know if the callbacks have already been called at least once + fired: function() { + return !!fired; + } + }; + + return self; +}; + + +function Identity( v ) { + return v; +} +function Thrower( ex ) { + throw ex; +} + +function adoptValue( value, resolve, reject, noValue ) { + var method; + + try { + + // Check for promise aspect first to privilege synchronous behavior + if ( value && isFunction( ( method = value.promise ) ) ) { + method.call( value ).done( resolve ).fail( reject ); + + // Other thenables + } else if ( value && isFunction( ( method = value.then ) ) ) { + method.call( value, resolve, reject ); + + // Other non-thenables + } else { + + // Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer: + // * false: [ value ].slice( 0 ) => resolve( value ) + // * true: [ value ].slice( 1 ) => resolve() + resolve.apply( undefined, [ value ].slice( noValue ) ); + } + + // For Promises/A+, convert exceptions into rejections + // Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in + // Deferred#then to conditionally suppress rejection. + } catch ( value ) { + + // Support: Android 4.0 only + // Strict mode functions invoked without .call/.apply get global-object context + reject.apply( undefined, [ value ] ); + } +} + +jQuery.extend( { + + Deferred: function( func ) { + var tuples = [ + + // action, add listener, callbacks, + // ... .then handlers, argument index, [final state] + [ "notify", "progress", jQuery.Callbacks( "memory" ), + jQuery.Callbacks( "memory" ), 2 ], + [ "resolve", "done", jQuery.Callbacks( "once memory" ), + jQuery.Callbacks( "once memory" ), 0, "resolved" ], + [ "reject", "fail", jQuery.Callbacks( "once memory" ), + jQuery.Callbacks( "once memory" ), 1, "rejected" ] + ], + state = "pending", + promise = { + state: function() { + return state; + }, + always: function() { + deferred.done( arguments ).fail( arguments ); + return this; + }, + "catch": function( fn ) { + return promise.then( null, fn ); + }, + + // Keep pipe for back-compat + pipe: function( /* fnDone, fnFail, fnProgress */ ) { + var fns = arguments; + + return jQuery.Deferred( function( newDefer ) { + jQuery.each( tuples, function( _i, tuple ) { + + // Map tuples (progress, done, fail) to arguments (done, fail, progress) + var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ]; + + // deferred.progress(function() { bind to newDefer or newDefer.notify }) + // deferred.done(function() { bind to newDefer or newDefer.resolve }) + // deferred.fail(function() { bind to newDefer or newDefer.reject }) + deferred[ tuple[ 1 ] ]( function() { + var returned = fn && fn.apply( this, arguments ); + if ( returned && isFunction( returned.promise ) ) { + returned.promise() + .progress( newDefer.notify ) + .done( newDefer.resolve ) + .fail( newDefer.reject ); + } else { + newDefer[ tuple[ 0 ] + "With" ]( + this, + fn ? [ returned ] : arguments + ); + } + } ); + } ); + fns = null; + } ).promise(); + }, + then: function( onFulfilled, onRejected, onProgress ) { + var maxDepth = 0; + function resolve( depth, deferred, handler, special ) { + return function() { + var that = this, + args = arguments, + mightThrow = function() { + var returned, then; + + // Support: Promises/A+ section 2.3.3.3.3 + // https://promisesaplus.com/#point-59 + // Ignore double-resolution attempts + if ( depth < maxDepth ) { + return; + } + + returned = handler.apply( that, args ); + + // Support: Promises/A+ section 2.3.1 + // https://promisesaplus.com/#point-48 + if ( returned === deferred.promise() ) { + throw new TypeError( "Thenable self-resolution" ); + } + + // Support: Promises/A+ sections 2.3.3.1, 3.5 + // https://promisesaplus.com/#point-54 + // https://promisesaplus.com/#point-75 + // Retrieve `then` only once + then = returned && + + // Support: Promises/A+ section 2.3.4 + // https://promisesaplus.com/#point-64 + // Only check objects and functions for thenability + ( typeof returned === "object" || + typeof returned === "function" ) && + returned.then; + + // Handle a returned thenable + if ( isFunction( then ) ) { + + // Special processors (notify) just wait for resolution + if ( special ) { + then.call( + returned, + resolve( maxDepth, deferred, Identity, special ), + resolve( maxDepth, deferred, Thrower, special ) + ); + + // Normal processors (resolve) also hook into progress + } else { + + // ...and disregard older resolution values + maxDepth++; + + then.call( + returned, + resolve( maxDepth, deferred, Identity, special ), + resolve( maxDepth, deferred, Thrower, special ), + resolve( maxDepth, deferred, Identity, + deferred.notifyWith ) + ); + } + + // Handle all other returned values + } else { + + // Only substitute handlers pass on context + // and multiple values (non-spec behavior) + if ( handler !== Identity ) { + that = undefined; + args = [ returned ]; + } + + // Process the value(s) + // Default process is resolve + ( special || deferred.resolveWith )( that, args ); + } + }, + + // Only normal processors (resolve) catch and reject exceptions + process = special ? + mightThrow : + function() { + try { + mightThrow(); + } catch ( e ) { + + if ( jQuery.Deferred.exceptionHook ) { + jQuery.Deferred.exceptionHook( e, + process.stackTrace ); + } + + // Support: Promises/A+ section 2.3.3.3.4.1 + // https://promisesaplus.com/#point-61 + // Ignore post-resolution exceptions + if ( depth + 1 >= maxDepth ) { + + // Only substitute handlers pass on context + // and multiple values (non-spec behavior) + if ( handler !== Thrower ) { + that = undefined; + args = [ e ]; + } + + deferred.rejectWith( that, args ); + } + } + }; + + // Support: Promises/A+ section 2.3.3.3.1 + // https://promisesaplus.com/#point-57 + // Re-resolve promises immediately to dodge false rejection from + // subsequent errors + if ( depth ) { + process(); + } else { + + // Call an optional hook to record the stack, in case of exception + // since it's otherwise lost when execution goes async + if ( jQuery.Deferred.getStackHook ) { + process.stackTrace = jQuery.Deferred.getStackHook(); + } + window.setTimeout( process ); + } + }; + } + + return jQuery.Deferred( function( newDefer ) { + + // progress_handlers.add( ... ) + tuples[ 0 ][ 3 ].add( + resolve( + 0, + newDefer, + isFunction( onProgress ) ? + onProgress : + Identity, + newDefer.notifyWith + ) + ); + + // fulfilled_handlers.add( ... ) + tuples[ 1 ][ 3 ].add( + resolve( + 0, + newDefer, + isFunction( onFulfilled ) ? + onFulfilled : + Identity + ) + ); + + // rejected_handlers.add( ... ) + tuples[ 2 ][ 3 ].add( + resolve( + 0, + newDefer, + isFunction( onRejected ) ? + onRejected : + Thrower + ) + ); + } ).promise(); + }, + + // Get a promise for this deferred + // If obj is provided, the promise aspect is added to the object + promise: function( obj ) { + return obj != null ? jQuery.extend( obj, promise ) : promise; + } + }, + deferred = {}; + + // Add list-specific methods + jQuery.each( tuples, function( i, tuple ) { + var list = tuple[ 2 ], + stateString = tuple[ 5 ]; + + // promise.progress = list.add + // promise.done = list.add + // promise.fail = list.add + promise[ tuple[ 1 ] ] = list.add; + + // Handle state + if ( stateString ) { + list.add( + function() { + + // state = "resolved" (i.e., fulfilled) + // state = "rejected" + state = stateString; + }, + + // rejected_callbacks.disable + // fulfilled_callbacks.disable + tuples[ 3 - i ][ 2 ].disable, + + // rejected_handlers.disable + // fulfilled_handlers.disable + tuples[ 3 - i ][ 3 ].disable, + + // progress_callbacks.lock + tuples[ 0 ][ 2 ].lock, + + // progress_handlers.lock + tuples[ 0 ][ 3 ].lock + ); + } + + // progress_handlers.fire + // fulfilled_handlers.fire + // rejected_handlers.fire + list.add( tuple[ 3 ].fire ); + + // deferred.notify = function() { deferred.notifyWith(...) } + // deferred.resolve = function() { deferred.resolveWith(...) } + // deferred.reject = function() { deferred.rejectWith(...) } + deferred[ tuple[ 0 ] ] = function() { + deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments ); + return this; + }; + + // deferred.notifyWith = list.fireWith + // deferred.resolveWith = list.fireWith + // deferred.rejectWith = list.fireWith + deferred[ tuple[ 0 ] + "With" ] = list.fireWith; + } ); + + // Make the deferred a promise + promise.promise( deferred ); + + // Call given func if any + if ( func ) { + func.call( deferred, deferred ); + } + + // All done! + return deferred; + }, + + // Deferred helper + when: function( singleValue ) { + var + + // count of uncompleted subordinates + remaining = arguments.length, + + // count of unprocessed arguments + i = remaining, + + // subordinate fulfillment data + resolveContexts = Array( i ), + resolveValues = slice.call( arguments ), + + // the master Deferred + master = jQuery.Deferred(), + + // subordinate callback factory + updateFunc = function( i ) { + return function( value ) { + resolveContexts[ i ] = this; + resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value; + if ( !( --remaining ) ) { + master.resolveWith( resolveContexts, resolveValues ); + } + }; + }; + + // Single- and empty arguments are adopted like Promise.resolve + if ( remaining <= 1 ) { + adoptValue( singleValue, master.done( updateFunc( i ) ).resolve, master.reject, + !remaining ); + + // Use .then() to unwrap secondary thenables (cf. gh-3000) + if ( master.state() === "pending" || + isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) { + + return master.then(); + } + } + + // Multiple arguments are aggregated like Promise.all array elements + while ( i-- ) { + adoptValue( resolveValues[ i ], updateFunc( i ), master.reject ); + } + + return master.promise(); + } +} ); + + +// These usually indicate a programmer mistake during development, +// warn about them ASAP rather than swallowing them by default. +var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/; + +jQuery.Deferred.exceptionHook = function( error, stack ) { + + // Support: IE 8 - 9 only + // Console exists when dev tools are open, which can happen at any time + if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) { + window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack ); + } +}; + + + + +jQuery.readyException = function( error ) { + window.setTimeout( function() { + throw error; + } ); +}; + + + + +// The deferred used on DOM ready +var readyList = jQuery.Deferred(); + +jQuery.fn.ready = function( fn ) { + + readyList + .then( fn ) + + // Wrap jQuery.readyException in a function so that the lookup + // happens at the time of error handling instead of callback + // registration. + .catch( function( error ) { + jQuery.readyException( error ); + } ); + + return this; +}; + +jQuery.extend( { + + // Is the DOM ready to be used? Set to true once it occurs. + isReady: false, + + // A counter to track how many items to wait for before + // the ready event fires. See #6781 + readyWait: 1, + + // Handle when the DOM is ready + ready: function( wait ) { + + // Abort if there are pending holds or we're already ready + if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) { + return; + } + + // Remember that the DOM is ready + jQuery.isReady = true; + + // If a normal DOM Ready event fired, decrement, and wait if need be + if ( wait !== true && --jQuery.readyWait > 0 ) { + return; + } + + // If there are functions bound, to execute + readyList.resolveWith( document, [ jQuery ] ); + } +} ); + +jQuery.ready.then = readyList.then; + +// The ready event handler and self cleanup method +function completed() { + document.removeEventListener( "DOMContentLoaded", completed ); + window.removeEventListener( "load", completed ); + jQuery.ready(); +} + +// Catch cases where $(document).ready() is called +// after the browser event has already occurred. +// Support: IE <=9 - 10 only +// Older IE sometimes signals "interactive" too soon +if ( document.readyState === "complete" || + ( document.readyState !== "loading" && !document.documentElement.doScroll ) ) { + + // Handle it asynchronously to allow scripts the opportunity to delay ready + window.setTimeout( jQuery.ready ); + +} else { + + // Use the handy event callback + document.addEventListener( "DOMContentLoaded", completed ); + + // A fallback to window.onload, that will always work + window.addEventListener( "load", completed ); +} + + + + +// Multifunctional method to get and set values of a collection +// The value/s can optionally be executed if it's a function +var access = function( elems, fn, key, value, chainable, emptyGet, raw ) { + var i = 0, + len = elems.length, + bulk = key == null; + + // Sets many values + if ( toType( key ) === "object" ) { + chainable = true; + for ( i in key ) { + access( elems, fn, i, key[ i ], true, emptyGet, raw ); + } + + // Sets one value + } else if ( value !== undefined ) { + chainable = true; + + if ( !isFunction( value ) ) { + raw = true; + } + + if ( bulk ) { + + // Bulk operations run against the entire set + if ( raw ) { + fn.call( elems, value ); + fn = null; + + // ...except when executing function values + } else { + bulk = fn; + fn = function( elem, _key, value ) { + return bulk.call( jQuery( elem ), value ); + }; + } + } + + if ( fn ) { + for ( ; i < len; i++ ) { + fn( + elems[ i ], key, raw ? + value : + value.call( elems[ i ], i, fn( elems[ i ], key ) ) + ); + } + } + } + + if ( chainable ) { + return elems; + } + + // Gets + if ( bulk ) { + return fn.call( elems ); + } + + return len ? fn( elems[ 0 ], key ) : emptyGet; +}; + + +// Matches dashed string for camelizing +var rmsPrefix = /^-ms-/, + rdashAlpha = /-([a-z])/g; + +// Used by camelCase as callback to replace() +function fcamelCase( _all, letter ) { + return letter.toUpperCase(); +} + +// Convert dashed to camelCase; used by the css and data modules +// Support: IE <=9 - 11, Edge 12 - 15 +// Microsoft forgot to hump their vendor prefix (#9572) +function camelCase( string ) { + return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase ); +} +var acceptData = function( owner ) { + + // Accepts only: + // - Node + // - Node.ELEMENT_NODE + // - Node.DOCUMENT_NODE + // - Object + // - Any + return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType ); +}; + + + + +function Data() { + this.expando = jQuery.expando + Data.uid++; +} + +Data.uid = 1; + +Data.prototype = { + + cache: function( owner ) { + + // Check if the owner object already has a cache + var value = owner[ this.expando ]; + + // If not, create one + if ( !value ) { + value = {}; + + // We can accept data for non-element nodes in modern browsers, + // but we should not, see #8335. + // Always return an empty object. + if ( acceptData( owner ) ) { + + // If it is a node unlikely to be stringify-ed or looped over + // use plain assignment + if ( owner.nodeType ) { + owner[ this.expando ] = value; + + // Otherwise secure it in a non-enumerable property + // configurable must be true to allow the property to be + // deleted when data is removed + } else { + Object.defineProperty( owner, this.expando, { + value: value, + configurable: true + } ); + } + } + } + + return value; + }, + set: function( owner, data, value ) { + var prop, + cache = this.cache( owner ); + + // Handle: [ owner, key, value ] args + // Always use camelCase key (gh-2257) + if ( typeof data === "string" ) { + cache[ camelCase( data ) ] = value; + + // Handle: [ owner, { properties } ] args + } else { + + // Copy the properties one-by-one to the cache object + for ( prop in data ) { + cache[ camelCase( prop ) ] = data[ prop ]; + } + } + return cache; + }, + get: function( owner, key ) { + return key === undefined ? + this.cache( owner ) : + + // Always use camelCase key (gh-2257) + owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ]; + }, + access: function( owner, key, value ) { + + // In cases where either: + // + // 1. No key was specified + // 2. A string key was specified, but no value provided + // + // Take the "read" path and allow the get method to determine + // which value to return, respectively either: + // + // 1. The entire cache object + // 2. The data stored at the key + // + if ( key === undefined || + ( ( key && typeof key === "string" ) && value === undefined ) ) { + + return this.get( owner, key ); + } + + // When the key is not a string, or both a key and value + // are specified, set or extend (existing objects) with either: + // + // 1. An object of properties + // 2. A key and value + // + this.set( owner, key, value ); + + // Since the "set" path can have two possible entry points + // return the expected data based on which path was taken[*] + return value !== undefined ? value : key; + }, + remove: function( owner, key ) { + var i, + cache = owner[ this.expando ]; + + if ( cache === undefined ) { + return; + } + + if ( key !== undefined ) { + + // Support array or space separated string of keys + if ( Array.isArray( key ) ) { + + // If key is an array of keys... + // We always set camelCase keys, so remove that. + key = key.map( camelCase ); + } else { + key = camelCase( key ); + + // If a key with the spaces exists, use it. + // Otherwise, create an array by matching non-whitespace + key = key in cache ? + [ key ] : + ( key.match( rnothtmlwhite ) || [] ); + } + + i = key.length; + + while ( i-- ) { + delete cache[ key[ i ] ]; + } + } + + // Remove the expando if there's no more data + if ( key === undefined || jQuery.isEmptyObject( cache ) ) { + + // Support: Chrome <=35 - 45 + // Webkit & Blink performance suffers when deleting properties + // from DOM nodes, so set to undefined instead + // https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted) + if ( owner.nodeType ) { + owner[ this.expando ] = undefined; + } else { + delete owner[ this.expando ]; + } + } + }, + hasData: function( owner ) { + var cache = owner[ this.expando ]; + return cache !== undefined && !jQuery.isEmptyObject( cache ); + } +}; +var dataPriv = new Data(); + +var dataUser = new Data(); + + + +// Implementation Summary +// +// 1. Enforce API surface and semantic compatibility with 1.9.x branch +// 2. Improve the module's maintainability by reducing the storage +// paths to a single mechanism. +// 3. Use the same single mechanism to support "private" and "user" data. +// 4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData) +// 5. Avoid exposing implementation details on user objects (eg. expando properties) +// 6. Provide a clear path for implementation upgrade to WeakMap in 2014 + +var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/, + rmultiDash = /[A-Z]/g; + +function getData( data ) { + if ( data === "true" ) { + return true; + } + + if ( data === "false" ) { + return false; + } + + if ( data === "null" ) { + return null; + } + + // Only convert to a number if it doesn't change the string + if ( data === +data + "" ) { + return +data; + } + + if ( rbrace.test( data ) ) { + return JSON.parse( data ); + } + + return data; +} + +function dataAttr( elem, key, data ) { + var name; + + // If nothing was found internally, try to fetch any + // data from the HTML5 data-* attribute + if ( data === undefined && elem.nodeType === 1 ) { + name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase(); + data = elem.getAttribute( name ); + + if ( typeof data === "string" ) { + try { + data = getData( data ); + } catch ( e ) {} + + // Make sure we set the data so it isn't changed later + dataUser.set( elem, key, data ); + } else { + data = undefined; + } + } + return data; +} + +jQuery.extend( { + hasData: function( elem ) { + return dataUser.hasData( elem ) || dataPriv.hasData( elem ); + }, + + data: function( elem, name, data ) { + return dataUser.access( elem, name, data ); + }, + + removeData: function( elem, name ) { + dataUser.remove( elem, name ); + }, + + // TODO: Now that all calls to _data and _removeData have been replaced + // with direct calls to dataPriv methods, these can be deprecated. + _data: function( elem, name, data ) { + return dataPriv.access( elem, name, data ); + }, + + _removeData: function( elem, name ) { + dataPriv.remove( elem, name ); + } +} ); + +jQuery.fn.extend( { + data: function( key, value ) { + var i, name, data, + elem = this[ 0 ], + attrs = elem && elem.attributes; + + // Gets all values + if ( key === undefined ) { + if ( this.length ) { + data = dataUser.get( elem ); + + if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) { + i = attrs.length; + while ( i-- ) { + + // Support: IE 11 only + // The attrs elements can be null (#14894) + if ( attrs[ i ] ) { + name = attrs[ i ].name; + if ( name.indexOf( "data-" ) === 0 ) { + name = camelCase( name.slice( 5 ) ); + dataAttr( elem, name, data[ name ] ); + } + } + } + dataPriv.set( elem, "hasDataAttrs", true ); + } + } + + return data; + } + + // Sets multiple values + if ( typeof key === "object" ) { + return this.each( function() { + dataUser.set( this, key ); + } ); + } + + return access( this, function( value ) { + var data; + + // The calling jQuery object (element matches) is not empty + // (and therefore has an element appears at this[ 0 ]) and the + // `value` parameter was not undefined. An empty jQuery object + // will result in `undefined` for elem = this[ 0 ] which will + // throw an exception if an attempt to read a data cache is made. + if ( elem && value === undefined ) { + + // Attempt to get data from the cache + // The key will always be camelCased in Data + data = dataUser.get( elem, key ); + if ( data !== undefined ) { + return data; + } + + // Attempt to "discover" the data in + // HTML5 custom data-* attrs + data = dataAttr( elem, key ); + if ( data !== undefined ) { + return data; + } + + // We tried really hard, but the data doesn't exist. + return; + } + + // Set the data... + this.each( function() { + + // We always store the camelCased key + dataUser.set( this, key, value ); + } ); + }, null, value, arguments.length > 1, null, true ); + }, + + removeData: function( key ) { + return this.each( function() { + dataUser.remove( this, key ); + } ); + } +} ); + + +jQuery.extend( { + queue: function( elem, type, data ) { + var queue; + + if ( elem ) { + type = ( type || "fx" ) + "queue"; + queue = dataPriv.get( elem, type ); + + // Speed up dequeue by getting out quickly if this is just a lookup + if ( data ) { + if ( !queue || Array.isArray( data ) ) { + queue = dataPriv.access( elem, type, jQuery.makeArray( data ) ); + } else { + queue.push( data ); + } + } + return queue || []; + } + }, + + dequeue: function( elem, type ) { + type = type || "fx"; + + var queue = jQuery.queue( elem, type ), + startLength = queue.length, + fn = queue.shift(), + hooks = jQuery._queueHooks( elem, type ), + next = function() { + jQuery.dequeue( elem, type ); + }; + + // If the fx queue is dequeued, always remove the progress sentinel + if ( fn === "inprogress" ) { + fn = queue.shift(); + startLength--; + } + + if ( fn ) { + + // Add a progress sentinel to prevent the fx queue from being + // automatically dequeued + if ( type === "fx" ) { + queue.unshift( "inprogress" ); + } + + // Clear up the last queue stop function + delete hooks.stop; + fn.call( elem, next, hooks ); + } + + if ( !startLength && hooks ) { + hooks.empty.fire(); + } + }, + + // Not public - generate a queueHooks object, or return the current one + _queueHooks: function( elem, type ) { + var key = type + "queueHooks"; + return dataPriv.get( elem, key ) || dataPriv.access( elem, key, { + empty: jQuery.Callbacks( "once memory" ).add( function() { + dataPriv.remove( elem, [ type + "queue", key ] ); + } ) + } ); + } +} ); + +jQuery.fn.extend( { + queue: function( type, data ) { + var setter = 2; + + if ( typeof type !== "string" ) { + data = type; + type = "fx"; + setter--; + } + + if ( arguments.length < setter ) { + return jQuery.queue( this[ 0 ], type ); + } + + return data === undefined ? + this : + this.each( function() { + var queue = jQuery.queue( this, type, data ); + + // Ensure a hooks for this queue + jQuery._queueHooks( this, type ); + + if ( type === "fx" && queue[ 0 ] !== "inprogress" ) { + jQuery.dequeue( this, type ); + } + } ); + }, + dequeue: function( type ) { + return this.each( function() { + jQuery.dequeue( this, type ); + } ); + }, + clearQueue: function( type ) { + return this.queue( type || "fx", [] ); + }, + + // Get a promise resolved when queues of a certain type + // are emptied (fx is the type by default) + promise: function( type, obj ) { + var tmp, + count = 1, + defer = jQuery.Deferred(), + elements = this, + i = this.length, + resolve = function() { + if ( !( --count ) ) { + defer.resolveWith( elements, [ elements ] ); + } + }; + + if ( typeof type !== "string" ) { + obj = type; + type = undefined; + } + type = type || "fx"; + + while ( i-- ) { + tmp = dataPriv.get( elements[ i ], type + "queueHooks" ); + if ( tmp && tmp.empty ) { + count++; + tmp.empty.add( resolve ); + } + } + resolve(); + return defer.promise( obj ); + } +} ); +var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source; + +var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" ); + + +var cssExpand = [ "Top", "Right", "Bottom", "Left" ]; + +var documentElement = document.documentElement; + + + + var isAttached = function( elem ) { + return jQuery.contains( elem.ownerDocument, elem ); + }, + composed = { composed: true }; + + // Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only + // Check attachment across shadow DOM boundaries when possible (gh-3504) + // Support: iOS 10.0-10.2 only + // Early iOS 10 versions support `attachShadow` but not `getRootNode`, + // leading to errors. We need to check for `getRootNode`. + if ( documentElement.getRootNode ) { + isAttached = function( elem ) { + return jQuery.contains( elem.ownerDocument, elem ) || + elem.getRootNode( composed ) === elem.ownerDocument; + }; + } +var isHiddenWithinTree = function( elem, el ) { + + // isHiddenWithinTree might be called from jQuery#filter function; + // in that case, element will be second argument + elem = el || elem; + + // Inline style trumps all + return elem.style.display === "none" || + elem.style.display === "" && + + // Otherwise, check computed style + // Support: Firefox <=43 - 45 + // Disconnected elements can have computed display: none, so first confirm that elem is + // in the document. + isAttached( elem ) && + + jQuery.css( elem, "display" ) === "none"; + }; + + + +function adjustCSS( elem, prop, valueParts, tween ) { + var adjusted, scale, + maxIterations = 20, + currentValue = tween ? + function() { + return tween.cur(); + } : + function() { + return jQuery.css( elem, prop, "" ); + }, + initial = currentValue(), + unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ), + + // Starting value computation is required for potential unit mismatches + initialInUnit = elem.nodeType && + ( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) && + rcssNum.exec( jQuery.css( elem, prop ) ); + + if ( initialInUnit && initialInUnit[ 3 ] !== unit ) { + + // Support: Firefox <=54 + // Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144) + initial = initial / 2; + + // Trust units reported by jQuery.css + unit = unit || initialInUnit[ 3 ]; + + // Iteratively approximate from a nonzero starting point + initialInUnit = +initial || 1; + + while ( maxIterations-- ) { + + // Evaluate and update our best guess (doubling guesses that zero out). + // Finish if the scale equals or crosses 1 (making the old*new product non-positive). + jQuery.style( elem, prop, initialInUnit + unit ); + if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) { + maxIterations = 0; + } + initialInUnit = initialInUnit / scale; + + } + + initialInUnit = initialInUnit * 2; + jQuery.style( elem, prop, initialInUnit + unit ); + + // Make sure we update the tween properties later on + valueParts = valueParts || []; + } + + if ( valueParts ) { + initialInUnit = +initialInUnit || +initial || 0; + + // Apply relative offset (+=/-=) if specified + adjusted = valueParts[ 1 ] ? + initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] : + +valueParts[ 2 ]; + if ( tween ) { + tween.unit = unit; + tween.start = initialInUnit; + tween.end = adjusted; + } + } + return adjusted; +} + + +var defaultDisplayMap = {}; + +function getDefaultDisplay( elem ) { + var temp, + doc = elem.ownerDocument, + nodeName = elem.nodeName, + display = defaultDisplayMap[ nodeName ]; + + if ( display ) { + return display; + } + + temp = doc.body.appendChild( doc.createElement( nodeName ) ); + display = jQuery.css( temp, "display" ); + + temp.parentNode.removeChild( temp ); + + if ( display === "none" ) { + display = "block"; + } + defaultDisplayMap[ nodeName ] = display; + + return display; +} + +function showHide( elements, show ) { + var display, elem, + values = [], + index = 0, + length = elements.length; + + // Determine new display value for elements that need to change + for ( ; index < length; index++ ) { + elem = elements[ index ]; + if ( !elem.style ) { + continue; + } + + display = elem.style.display; + if ( show ) { + + // Since we force visibility upon cascade-hidden elements, an immediate (and slow) + // check is required in this first loop unless we have a nonempty display value (either + // inline or about-to-be-restored) + if ( display === "none" ) { + values[ index ] = dataPriv.get( elem, "display" ) || null; + if ( !values[ index ] ) { + elem.style.display = ""; + } + } + if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) { + values[ index ] = getDefaultDisplay( elem ); + } + } else { + if ( display !== "none" ) { + values[ index ] = "none"; + + // Remember what we're overwriting + dataPriv.set( elem, "display", display ); + } + } + } + + // Set the display of the elements in a second loop to avoid constant reflow + for ( index = 0; index < length; index++ ) { + if ( values[ index ] != null ) { + elements[ index ].style.display = values[ index ]; + } + } + + return elements; +} + +jQuery.fn.extend( { + show: function() { + return showHide( this, true ); + }, + hide: function() { + return showHide( this ); + }, + toggle: function( state ) { + if ( typeof state === "boolean" ) { + return state ? this.show() : this.hide(); + } + + return this.each( function() { + if ( isHiddenWithinTree( this ) ) { + jQuery( this ).show(); + } else { + jQuery( this ).hide(); + } + } ); + } +} ); +var rcheckableType = ( /^(?:checkbox|radio)$/i ); + +var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i ); + +var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i ); + + + +( function() { + var fragment = document.createDocumentFragment(), + div = fragment.appendChild( document.createElement( "div" ) ), + input = document.createElement( "input" ); + + // Support: Android 4.0 - 4.3 only + // Check state lost if the name is set (#11217) + // Support: Windows Web Apps (WWA) + // `name` and `type` must use .setAttribute for WWA (#14901) + input.setAttribute( "type", "radio" ); + input.setAttribute( "checked", "checked" ); + input.setAttribute( "name", "t" ); + + div.appendChild( input ); + + // Support: Android <=4.1 only + // Older WebKit doesn't clone checked state correctly in fragments + support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked; + + // Support: IE <=11 only + // Make sure textarea (and checkbox) defaultValue is properly cloned + div.innerHTML = ""; + support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue; + + // Support: IE <=9 only + // IE <=9 replaces "; + support.option = !!div.lastChild; +} )(); + + +// We have to close these tags to support XHTML (#13200) +var wrapMap = { + + // XHTML parsers do not magically insert elements in the + // same way that tag soup parsers do. So we cannot shorten + // this by omitting or other required elements. + thead: [ 1, "", "
      " ], + col: [ 2, "", "
      " ], + tr: [ 2, "", "
      " ], + td: [ 3, "", "
      " ], + + _default: [ 0, "", "" ] +}; + +wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead; +wrapMap.th = wrapMap.td; + +// Support: IE <=9 only +if ( !support.option ) { + wrapMap.optgroup = wrapMap.option = [ 1, "" ]; +} + + +function getAll( context, tag ) { + + // Support: IE <=9 - 11 only + // Use typeof to avoid zero-argument method invocation on host objects (#15151) + var ret; + + if ( typeof context.getElementsByTagName !== "undefined" ) { + ret = context.getElementsByTagName( tag || "*" ); + + } else if ( typeof context.querySelectorAll !== "undefined" ) { + ret = context.querySelectorAll( tag || "*" ); + + } else { + ret = []; + } + + if ( tag === undefined || tag && nodeName( context, tag ) ) { + return jQuery.merge( [ context ], ret ); + } + + return ret; +} + + +// Mark scripts as having already been evaluated +function setGlobalEval( elems, refElements ) { + var i = 0, + l = elems.length; + + for ( ; i < l; i++ ) { + dataPriv.set( + elems[ i ], + "globalEval", + !refElements || dataPriv.get( refElements[ i ], "globalEval" ) + ); + } +} + + +var rhtml = /<|&#?\w+;/; + +function buildFragment( elems, context, scripts, selection, ignored ) { + var elem, tmp, tag, wrap, attached, j, + fragment = context.createDocumentFragment(), + nodes = [], + i = 0, + l = elems.length; + + for ( ; i < l; i++ ) { + elem = elems[ i ]; + + if ( elem || elem === 0 ) { + + // Add nodes directly + if ( toType( elem ) === "object" ) { + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem ); + + // Convert non-html into a text node + } else if ( !rhtml.test( elem ) ) { + nodes.push( context.createTextNode( elem ) ); + + // Convert html into DOM nodes + } else { + tmp = tmp || fragment.appendChild( context.createElement( "div" ) ); + + // Deserialize a standard representation + tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase(); + wrap = wrapMap[ tag ] || wrapMap._default; + tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ]; + + // Descend through wrappers to the right content + j = wrap[ 0 ]; + while ( j-- ) { + tmp = tmp.lastChild; + } + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( nodes, tmp.childNodes ); + + // Remember the top-level container + tmp = fragment.firstChild; + + // Ensure the created nodes are orphaned (#12392) + tmp.textContent = ""; + } + } + } + + // Remove wrapper from fragment + fragment.textContent = ""; + + i = 0; + while ( ( elem = nodes[ i++ ] ) ) { + + // Skip elements already in the context collection (trac-4087) + if ( selection && jQuery.inArray( elem, selection ) > -1 ) { + if ( ignored ) { + ignored.push( elem ); + } + continue; + } + + attached = isAttached( elem ); + + // Append to fragment + tmp = getAll( fragment.appendChild( elem ), "script" ); + + // Preserve script evaluation history + if ( attached ) { + setGlobalEval( tmp ); + } + + // Capture executables + if ( scripts ) { + j = 0; + while ( ( elem = tmp[ j++ ] ) ) { + if ( rscriptType.test( elem.type || "" ) ) { + scripts.push( elem ); + } + } + } + } + + return fragment; +} + + +var + rkeyEvent = /^key/, + rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/, + rtypenamespace = /^([^.]*)(?:\.(.+)|)/; + +function returnTrue() { + return true; +} + +function returnFalse() { + return false; +} + +// Support: IE <=9 - 11+ +// focus() and blur() are asynchronous, except when they are no-op. +// So expect focus to be synchronous when the element is already active, +// and blur to be synchronous when the element is not already active. +// (focus and blur are always synchronous in other supported browsers, +// this just defines when we can count on it). +function expectSync( elem, type ) { + return ( elem === safeActiveElement() ) === ( type === "focus" ); +} + +// Support: IE <=9 only +// Accessing document.activeElement can throw unexpectedly +// https://bugs.jquery.com/ticket/13393 +function safeActiveElement() { + try { + return document.activeElement; + } catch ( err ) { } +} + +function on( elem, types, selector, data, fn, one ) { + var origFn, type; + + // Types can be a map of types/handlers + if ( typeof types === "object" ) { + + // ( types-Object, selector, data ) + if ( typeof selector !== "string" ) { + + // ( types-Object, data ) + data = data || selector; + selector = undefined; + } + for ( type in types ) { + on( elem, type, selector, data, types[ type ], one ); + } + return elem; + } + + if ( data == null && fn == null ) { + + // ( types, fn ) + fn = selector; + data = selector = undefined; + } else if ( fn == null ) { + if ( typeof selector === "string" ) { + + // ( types, selector, fn ) + fn = data; + data = undefined; + } else { + + // ( types, data, fn ) + fn = data; + data = selector; + selector = undefined; + } + } + if ( fn === false ) { + fn = returnFalse; + } else if ( !fn ) { + return elem; + } + + if ( one === 1 ) { + origFn = fn; + fn = function( event ) { + + // Can use an empty set, since event contains the info + jQuery().off( event ); + return origFn.apply( this, arguments ); + }; + + // Use same guid so caller can remove using origFn + fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ ); + } + return elem.each( function() { + jQuery.event.add( this, types, fn, data, selector ); + } ); +} + +/* + * Helper functions for managing events -- not part of the public interface. + * Props to Dean Edwards' addEvent library for many of the ideas. + */ +jQuery.event = { + + global: {}, + + add: function( elem, types, handler, data, selector ) { + + var handleObjIn, eventHandle, tmp, + events, t, handleObj, + special, handlers, type, namespaces, origType, + elemData = dataPriv.get( elem ); + + // Only attach events to objects that accept data + if ( !acceptData( elem ) ) { + return; + } + + // Caller can pass in an object of custom data in lieu of the handler + if ( handler.handler ) { + handleObjIn = handler; + handler = handleObjIn.handler; + selector = handleObjIn.selector; + } + + // Ensure that invalid selectors throw exceptions at attach time + // Evaluate against documentElement in case elem is a non-element node (e.g., document) + if ( selector ) { + jQuery.find.matchesSelector( documentElement, selector ); + } + + // Make sure that the handler has a unique ID, used to find/remove it later + if ( !handler.guid ) { + handler.guid = jQuery.guid++; + } + + // Init the element's event structure and main handler, if this is the first + if ( !( events = elemData.events ) ) { + events = elemData.events = Object.create( null ); + } + if ( !( eventHandle = elemData.handle ) ) { + eventHandle = elemData.handle = function( e ) { + + // Discard the second event of a jQuery.event.trigger() and + // when an event is called after a page has unloaded + return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ? + jQuery.event.dispatch.apply( elem, arguments ) : undefined; + }; + } + + // Handle multiple events separated by a space + types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; + t = types.length; + while ( t-- ) { + tmp = rtypenamespace.exec( types[ t ] ) || []; + type = origType = tmp[ 1 ]; + namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); + + // There *must* be a type, no attaching namespace-only handlers + if ( !type ) { + continue; + } + + // If event changes its type, use the special event handlers for the changed type + special = jQuery.event.special[ type ] || {}; + + // If selector defined, determine special event api type, otherwise given type + type = ( selector ? special.delegateType : special.bindType ) || type; + + // Update special based on newly reset type + special = jQuery.event.special[ type ] || {}; + + // handleObj is passed to all event handlers + handleObj = jQuery.extend( { + type: type, + origType: origType, + data: data, + handler: handler, + guid: handler.guid, + selector: selector, + needsContext: selector && jQuery.expr.match.needsContext.test( selector ), + namespace: namespaces.join( "." ) + }, handleObjIn ); + + // Init the event handler queue if we're the first + if ( !( handlers = events[ type ] ) ) { + handlers = events[ type ] = []; + handlers.delegateCount = 0; + + // Only use addEventListener if the special events handler returns false + if ( !special.setup || + special.setup.call( elem, data, namespaces, eventHandle ) === false ) { + + if ( elem.addEventListener ) { + elem.addEventListener( type, eventHandle ); + } + } + } + + if ( special.add ) { + special.add.call( elem, handleObj ); + + if ( !handleObj.handler.guid ) { + handleObj.handler.guid = handler.guid; + } + } + + // Add to the element's handler list, delegates in front + if ( selector ) { + handlers.splice( handlers.delegateCount++, 0, handleObj ); + } else { + handlers.push( handleObj ); + } + + // Keep track of which events have ever been used, for event optimization + jQuery.event.global[ type ] = true; + } + + }, + + // Detach an event or set of events from an element + remove: function( elem, types, handler, selector, mappedTypes ) { + + var j, origCount, tmp, + events, t, handleObj, + special, handlers, type, namespaces, origType, + elemData = dataPriv.hasData( elem ) && dataPriv.get( elem ); + + if ( !elemData || !( events = elemData.events ) ) { + return; + } + + // Once for each type.namespace in types; type may be omitted + types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; + t = types.length; + while ( t-- ) { + tmp = rtypenamespace.exec( types[ t ] ) || []; + type = origType = tmp[ 1 ]; + namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); + + // Unbind all events (on this namespace, if provided) for the element + if ( !type ) { + for ( type in events ) { + jQuery.event.remove( elem, type + types[ t ], handler, selector, true ); + } + continue; + } + + special = jQuery.event.special[ type ] || {}; + type = ( selector ? special.delegateType : special.bindType ) || type; + handlers = events[ type ] || []; + tmp = tmp[ 2 ] && + new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ); + + // Remove matching events + origCount = j = handlers.length; + while ( j-- ) { + handleObj = handlers[ j ]; + + if ( ( mappedTypes || origType === handleObj.origType ) && + ( !handler || handler.guid === handleObj.guid ) && + ( !tmp || tmp.test( handleObj.namespace ) ) && + ( !selector || selector === handleObj.selector || + selector === "**" && handleObj.selector ) ) { + handlers.splice( j, 1 ); + + if ( handleObj.selector ) { + handlers.delegateCount--; + } + if ( special.remove ) { + special.remove.call( elem, handleObj ); + } + } + } + + // Remove generic event handler if we removed something and no more handlers exist + // (avoids potential for endless recursion during removal of special event handlers) + if ( origCount && !handlers.length ) { + if ( !special.teardown || + special.teardown.call( elem, namespaces, elemData.handle ) === false ) { + + jQuery.removeEvent( elem, type, elemData.handle ); + } + + delete events[ type ]; + } + } + + // Remove data and the expando if it's no longer used + if ( jQuery.isEmptyObject( events ) ) { + dataPriv.remove( elem, "handle events" ); + } + }, + + dispatch: function( nativeEvent ) { + + var i, j, ret, matched, handleObj, handlerQueue, + args = new Array( arguments.length ), + + // Make a writable jQuery.Event from the native event object + event = jQuery.event.fix( nativeEvent ), + + handlers = ( + dataPriv.get( this, "events" ) || Object.create( null ) + )[ event.type ] || [], + special = jQuery.event.special[ event.type ] || {}; + + // Use the fix-ed jQuery.Event rather than the (read-only) native event + args[ 0 ] = event; + + for ( i = 1; i < arguments.length; i++ ) { + args[ i ] = arguments[ i ]; + } + + event.delegateTarget = this; + + // Call the preDispatch hook for the mapped type, and let it bail if desired + if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) { + return; + } + + // Determine handlers + handlerQueue = jQuery.event.handlers.call( this, event, handlers ); + + // Run delegates first; they may want to stop propagation beneath us + i = 0; + while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) { + event.currentTarget = matched.elem; + + j = 0; + while ( ( handleObj = matched.handlers[ j++ ] ) && + !event.isImmediatePropagationStopped() ) { + + // If the event is namespaced, then each handler is only invoked if it is + // specially universal or its namespaces are a superset of the event's. + if ( !event.rnamespace || handleObj.namespace === false || + event.rnamespace.test( handleObj.namespace ) ) { + + event.handleObj = handleObj; + event.data = handleObj.data; + + ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle || + handleObj.handler ).apply( matched.elem, args ); + + if ( ret !== undefined ) { + if ( ( event.result = ret ) === false ) { + event.preventDefault(); + event.stopPropagation(); + } + } + } + } + } + + // Call the postDispatch hook for the mapped type + if ( special.postDispatch ) { + special.postDispatch.call( this, event ); + } + + return event.result; + }, + + handlers: function( event, handlers ) { + var i, handleObj, sel, matchedHandlers, matchedSelectors, + handlerQueue = [], + delegateCount = handlers.delegateCount, + cur = event.target; + + // Find delegate handlers + if ( delegateCount && + + // Support: IE <=9 + // Black-hole SVG instance trees (trac-13180) + cur.nodeType && + + // Support: Firefox <=42 + // Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861) + // https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click + // Support: IE 11 only + // ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343) + !( event.type === "click" && event.button >= 1 ) ) { + + for ( ; cur !== this; cur = cur.parentNode || this ) { + + // Don't check non-elements (#13208) + // Don't process clicks on disabled elements (#6911, #8165, #11382, #11764) + if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) { + matchedHandlers = []; + matchedSelectors = {}; + for ( i = 0; i < delegateCount; i++ ) { + handleObj = handlers[ i ]; + + // Don't conflict with Object.prototype properties (#13203) + sel = handleObj.selector + " "; + + if ( matchedSelectors[ sel ] === undefined ) { + matchedSelectors[ sel ] = handleObj.needsContext ? + jQuery( sel, this ).index( cur ) > -1 : + jQuery.find( sel, this, null, [ cur ] ).length; + } + if ( matchedSelectors[ sel ] ) { + matchedHandlers.push( handleObj ); + } + } + if ( matchedHandlers.length ) { + handlerQueue.push( { elem: cur, handlers: matchedHandlers } ); + } + } + } + } + + // Add the remaining (directly-bound) handlers + cur = this; + if ( delegateCount < handlers.length ) { + handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } ); + } + + return handlerQueue; + }, + + addProp: function( name, hook ) { + Object.defineProperty( jQuery.Event.prototype, name, { + enumerable: true, + configurable: true, + + get: isFunction( hook ) ? + function() { + if ( this.originalEvent ) { + return hook( this.originalEvent ); + } + } : + function() { + if ( this.originalEvent ) { + return this.originalEvent[ name ]; + } + }, + + set: function( value ) { + Object.defineProperty( this, name, { + enumerable: true, + configurable: true, + writable: true, + value: value + } ); + } + } ); + }, + + fix: function( originalEvent ) { + return originalEvent[ jQuery.expando ] ? + originalEvent : + new jQuery.Event( originalEvent ); + }, + + special: { + load: { + + // Prevent triggered image.load events from bubbling to window.load + noBubble: true + }, + click: { + + // Utilize native event to ensure correct state for checkable inputs + setup: function( data ) { + + // For mutual compressibility with _default, replace `this` access with a local var. + // `|| data` is dead code meant only to preserve the variable through minification. + var el = this || data; + + // Claim the first handler + if ( rcheckableType.test( el.type ) && + el.click && nodeName( el, "input" ) ) { + + // dataPriv.set( el, "click", ... ) + leverageNative( el, "click", returnTrue ); + } + + // Return false to allow normal processing in the caller + return false; + }, + trigger: function( data ) { + + // For mutual compressibility with _default, replace `this` access with a local var. + // `|| data` is dead code meant only to preserve the variable through minification. + var el = this || data; + + // Force setup before triggering a click + if ( rcheckableType.test( el.type ) && + el.click && nodeName( el, "input" ) ) { + + leverageNative( el, "click" ); + } + + // Return non-false to allow normal event-path propagation + return true; + }, + + // For cross-browser consistency, suppress native .click() on links + // Also prevent it if we're currently inside a leveraged native-event stack + _default: function( event ) { + var target = event.target; + return rcheckableType.test( target.type ) && + target.click && nodeName( target, "input" ) && + dataPriv.get( target, "click" ) || + nodeName( target, "a" ); + } + }, + + beforeunload: { + postDispatch: function( event ) { + + // Support: Firefox 20+ + // Firefox doesn't alert if the returnValue field is not set. + if ( event.result !== undefined && event.originalEvent ) { + event.originalEvent.returnValue = event.result; + } + } + } + } +}; + +// Ensure the presence of an event listener that handles manually-triggered +// synthetic events by interrupting progress until reinvoked in response to +// *native* events that it fires directly, ensuring that state changes have +// already occurred before other listeners are invoked. +function leverageNative( el, type, expectSync ) { + + // Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add + if ( !expectSync ) { + if ( dataPriv.get( el, type ) === undefined ) { + jQuery.event.add( el, type, returnTrue ); + } + return; + } + + // Register the controller as a special universal handler for all event namespaces + dataPriv.set( el, type, false ); + jQuery.event.add( el, type, { + namespace: false, + handler: function( event ) { + var notAsync, result, + saved = dataPriv.get( this, type ); + + if ( ( event.isTrigger & 1 ) && this[ type ] ) { + + // Interrupt processing of the outer synthetic .trigger()ed event + // Saved data should be false in such cases, but might be a leftover capture object + // from an async native handler (gh-4350) + if ( !saved.length ) { + + // Store arguments for use when handling the inner native event + // There will always be at least one argument (an event object), so this array + // will not be confused with a leftover capture object. + saved = slice.call( arguments ); + dataPriv.set( this, type, saved ); + + // Trigger the native event and capture its result + // Support: IE <=9 - 11+ + // focus() and blur() are asynchronous + notAsync = expectSync( this, type ); + this[ type ](); + result = dataPriv.get( this, type ); + if ( saved !== result || notAsync ) { + dataPriv.set( this, type, false ); + } else { + result = {}; + } + if ( saved !== result ) { + + // Cancel the outer synthetic event + event.stopImmediatePropagation(); + event.preventDefault(); + return result.value; + } + + // If this is an inner synthetic event for an event with a bubbling surrogate + // (focus or blur), assume that the surrogate already propagated from triggering the + // native event and prevent that from happening again here. + // This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the + // bubbling surrogate propagates *after* the non-bubbling base), but that seems + // less bad than duplication. + } else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) { + event.stopPropagation(); + } + + // If this is a native event triggered above, everything is now in order + // Fire an inner synthetic event with the original arguments + } else if ( saved.length ) { + + // ...and capture the result + dataPriv.set( this, type, { + value: jQuery.event.trigger( + + // Support: IE <=9 - 11+ + // Extend with the prototype to reset the above stopImmediatePropagation() + jQuery.extend( saved[ 0 ], jQuery.Event.prototype ), + saved.slice( 1 ), + this + ) + } ); + + // Abort handling of the native event + event.stopImmediatePropagation(); + } + } + } ); +} + +jQuery.removeEvent = function( elem, type, handle ) { + + // This "if" is needed for plain objects + if ( elem.removeEventListener ) { + elem.removeEventListener( type, handle ); + } +}; + +jQuery.Event = function( src, props ) { + + // Allow instantiation without the 'new' keyword + if ( !( this instanceof jQuery.Event ) ) { + return new jQuery.Event( src, props ); + } + + // Event object + if ( src && src.type ) { + this.originalEvent = src; + this.type = src.type; + + // Events bubbling up the document may have been marked as prevented + // by a handler lower down the tree; reflect the correct value. + this.isDefaultPrevented = src.defaultPrevented || + src.defaultPrevented === undefined && + + // Support: Android <=2.3 only + src.returnValue === false ? + returnTrue : + returnFalse; + + // Create target properties + // Support: Safari <=6 - 7 only + // Target should not be a text node (#504, #13143) + this.target = ( src.target && src.target.nodeType === 3 ) ? + src.target.parentNode : + src.target; + + this.currentTarget = src.currentTarget; + this.relatedTarget = src.relatedTarget; + + // Event type + } else { + this.type = src; + } + + // Put explicitly provided properties onto the event object + if ( props ) { + jQuery.extend( this, props ); + } + + // Create a timestamp if incoming event doesn't have one + this.timeStamp = src && src.timeStamp || Date.now(); + + // Mark it as fixed + this[ jQuery.expando ] = true; +}; + +// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding +// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html +jQuery.Event.prototype = { + constructor: jQuery.Event, + isDefaultPrevented: returnFalse, + isPropagationStopped: returnFalse, + isImmediatePropagationStopped: returnFalse, + isSimulated: false, + + preventDefault: function() { + var e = this.originalEvent; + + this.isDefaultPrevented = returnTrue; + + if ( e && !this.isSimulated ) { + e.preventDefault(); + } + }, + stopPropagation: function() { + var e = this.originalEvent; + + this.isPropagationStopped = returnTrue; + + if ( e && !this.isSimulated ) { + e.stopPropagation(); + } + }, + stopImmediatePropagation: function() { + var e = this.originalEvent; + + this.isImmediatePropagationStopped = returnTrue; + + if ( e && !this.isSimulated ) { + e.stopImmediatePropagation(); + } + + this.stopPropagation(); + } +}; + +// Includes all common event props including KeyEvent and MouseEvent specific props +jQuery.each( { + altKey: true, + bubbles: true, + cancelable: true, + changedTouches: true, + ctrlKey: true, + detail: true, + eventPhase: true, + metaKey: true, + pageX: true, + pageY: true, + shiftKey: true, + view: true, + "char": true, + code: true, + charCode: true, + key: true, + keyCode: true, + button: true, + buttons: true, + clientX: true, + clientY: true, + offsetX: true, + offsetY: true, + pointerId: true, + pointerType: true, + screenX: true, + screenY: true, + targetTouches: true, + toElement: true, + touches: true, + + which: function( event ) { + var button = event.button; + + // Add which for key events + if ( event.which == null && rkeyEvent.test( event.type ) ) { + return event.charCode != null ? event.charCode : event.keyCode; + } + + // Add which for click: 1 === left; 2 === middle; 3 === right + if ( !event.which && button !== undefined && rmouseEvent.test( event.type ) ) { + if ( button & 1 ) { + return 1; + } + + if ( button & 2 ) { + return 3; + } + + if ( button & 4 ) { + return 2; + } + + return 0; + } + + return event.which; + } +}, jQuery.event.addProp ); + +jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) { + jQuery.event.special[ type ] = { + + // Utilize native event if possible so blur/focus sequence is correct + setup: function() { + + // Claim the first handler + // dataPriv.set( this, "focus", ... ) + // dataPriv.set( this, "blur", ... ) + leverageNative( this, type, expectSync ); + + // Return false to allow normal processing in the caller + return false; + }, + trigger: function() { + + // Force setup before trigger + leverageNative( this, type ); + + // Return non-false to allow normal event-path propagation + return true; + }, + + delegateType: delegateType + }; +} ); + +// Create mouseenter/leave events using mouseover/out and event-time checks +// so that event delegation works in jQuery. +// Do the same for pointerenter/pointerleave and pointerover/pointerout +// +// Support: Safari 7 only +// Safari sends mouseenter too often; see: +// https://bugs.chromium.org/p/chromium/issues/detail?id=470258 +// for the description of the bug (it existed in older Chrome versions as well). +jQuery.each( { + mouseenter: "mouseover", + mouseleave: "mouseout", + pointerenter: "pointerover", + pointerleave: "pointerout" +}, function( orig, fix ) { + jQuery.event.special[ orig ] = { + delegateType: fix, + bindType: fix, + + handle: function( event ) { + var ret, + target = this, + related = event.relatedTarget, + handleObj = event.handleObj; + + // For mouseenter/leave call the handler if related is outside the target. + // NB: No relatedTarget if the mouse left/entered the browser window + if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) { + event.type = handleObj.origType; + ret = handleObj.handler.apply( this, arguments ); + event.type = fix; + } + return ret; + } + }; +} ); + +jQuery.fn.extend( { + + on: function( types, selector, data, fn ) { + return on( this, types, selector, data, fn ); + }, + one: function( types, selector, data, fn ) { + return on( this, types, selector, data, fn, 1 ); + }, + off: function( types, selector, fn ) { + var handleObj, type; + if ( types && types.preventDefault && types.handleObj ) { + + // ( event ) dispatched jQuery.Event + handleObj = types.handleObj; + jQuery( types.delegateTarget ).off( + handleObj.namespace ? + handleObj.origType + "." + handleObj.namespace : + handleObj.origType, + handleObj.selector, + handleObj.handler + ); + return this; + } + if ( typeof types === "object" ) { + + // ( types-object [, selector] ) + for ( type in types ) { + this.off( type, selector, types[ type ] ); + } + return this; + } + if ( selector === false || typeof selector === "function" ) { + + // ( types [, fn] ) + fn = selector; + selector = undefined; + } + if ( fn === false ) { + fn = returnFalse; + } + return this.each( function() { + jQuery.event.remove( this, types, fn, selector ); + } ); + } +} ); + + +var + + // Support: IE <=10 - 11, Edge 12 - 13 only + // In IE/Edge using regex groups here causes severe slowdowns. + // See https://connect.microsoft.com/IE/feedback/details/1736512/ + rnoInnerhtml = /\s*$/g; + +// Prefer a tbody over its parent table for containing new rows +function manipulationTarget( elem, content ) { + if ( nodeName( elem, "table" ) && + nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) { + + return jQuery( elem ).children( "tbody" )[ 0 ] || elem; + } + + return elem; +} + +// Replace/restore the type attribute of script elements for safe DOM manipulation +function disableScript( elem ) { + elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type; + return elem; +} +function restoreScript( elem ) { + if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) { + elem.type = elem.type.slice( 5 ); + } else { + elem.removeAttribute( "type" ); + } + + return elem; +} + +function cloneCopyEvent( src, dest ) { + var i, l, type, pdataOld, udataOld, udataCur, events; + + if ( dest.nodeType !== 1 ) { + return; + } + + // 1. Copy private data: events, handlers, etc. + if ( dataPriv.hasData( src ) ) { + pdataOld = dataPriv.get( src ); + events = pdataOld.events; + + if ( events ) { + dataPriv.remove( dest, "handle events" ); + + for ( type in events ) { + for ( i = 0, l = events[ type ].length; i < l; i++ ) { + jQuery.event.add( dest, type, events[ type ][ i ] ); + } + } + } + } + + // 2. Copy user data + if ( dataUser.hasData( src ) ) { + udataOld = dataUser.access( src ); + udataCur = jQuery.extend( {}, udataOld ); + + dataUser.set( dest, udataCur ); + } +} + +// Fix IE bugs, see support tests +function fixInput( src, dest ) { + var nodeName = dest.nodeName.toLowerCase(); + + // Fails to persist the checked state of a cloned checkbox or radio button. + if ( nodeName === "input" && rcheckableType.test( src.type ) ) { + dest.checked = src.checked; + + // Fails to return the selected option to the default selected state when cloning options + } else if ( nodeName === "input" || nodeName === "textarea" ) { + dest.defaultValue = src.defaultValue; + } +} + +function domManip( collection, args, callback, ignored ) { + + // Flatten any nested arrays + args = flat( args ); + + var fragment, first, scripts, hasScripts, node, doc, + i = 0, + l = collection.length, + iNoClone = l - 1, + value = args[ 0 ], + valueIsFunction = isFunction( value ); + + // We can't cloneNode fragments that contain checked, in WebKit + if ( valueIsFunction || + ( l > 1 && typeof value === "string" && + !support.checkClone && rchecked.test( value ) ) ) { + return collection.each( function( index ) { + var self = collection.eq( index ); + if ( valueIsFunction ) { + args[ 0 ] = value.call( this, index, self.html() ); + } + domManip( self, args, callback, ignored ); + } ); + } + + if ( l ) { + fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored ); + first = fragment.firstChild; + + if ( fragment.childNodes.length === 1 ) { + fragment = first; + } + + // Require either new content or an interest in ignored elements to invoke the callback + if ( first || ignored ) { + scripts = jQuery.map( getAll( fragment, "script" ), disableScript ); + hasScripts = scripts.length; + + // Use the original fragment for the last item + // instead of the first because it can end up + // being emptied incorrectly in certain situations (#8070). + for ( ; i < l; i++ ) { + node = fragment; + + if ( i !== iNoClone ) { + node = jQuery.clone( node, true, true ); + + // Keep references to cloned scripts for later restoration + if ( hasScripts ) { + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( scripts, getAll( node, "script" ) ); + } + } + + callback.call( collection[ i ], node, i ); + } + + if ( hasScripts ) { + doc = scripts[ scripts.length - 1 ].ownerDocument; + + // Reenable scripts + jQuery.map( scripts, restoreScript ); + + // Evaluate executable scripts on first document insertion + for ( i = 0; i < hasScripts; i++ ) { + node = scripts[ i ]; + if ( rscriptType.test( node.type || "" ) && + !dataPriv.access( node, "globalEval" ) && + jQuery.contains( doc, node ) ) { + + if ( node.src && ( node.type || "" ).toLowerCase() !== "module" ) { + + // Optional AJAX dependency, but won't run scripts if not present + if ( jQuery._evalUrl && !node.noModule ) { + jQuery._evalUrl( node.src, { + nonce: node.nonce || node.getAttribute( "nonce" ) + }, doc ); + } + } else { + DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc ); + } + } + } + } + } + } + + return collection; +} + +function remove( elem, selector, keepData ) { + var node, + nodes = selector ? jQuery.filter( selector, elem ) : elem, + i = 0; + + for ( ; ( node = nodes[ i ] ) != null; i++ ) { + if ( !keepData && node.nodeType === 1 ) { + jQuery.cleanData( getAll( node ) ); + } + + if ( node.parentNode ) { + if ( keepData && isAttached( node ) ) { + setGlobalEval( getAll( node, "script" ) ); + } + node.parentNode.removeChild( node ); + } + } + + return elem; +} + +jQuery.extend( { + htmlPrefilter: function( html ) { + return html; + }, + + clone: function( elem, dataAndEvents, deepDataAndEvents ) { + var i, l, srcElements, destElements, + clone = elem.cloneNode( true ), + inPage = isAttached( elem ); + + // Fix IE cloning issues + if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) && + !jQuery.isXMLDoc( elem ) ) { + + // We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2 + destElements = getAll( clone ); + srcElements = getAll( elem ); + + for ( i = 0, l = srcElements.length; i < l; i++ ) { + fixInput( srcElements[ i ], destElements[ i ] ); + } + } + + // Copy the events from the original to the clone + if ( dataAndEvents ) { + if ( deepDataAndEvents ) { + srcElements = srcElements || getAll( elem ); + destElements = destElements || getAll( clone ); + + for ( i = 0, l = srcElements.length; i < l; i++ ) { + cloneCopyEvent( srcElements[ i ], destElements[ i ] ); + } + } else { + cloneCopyEvent( elem, clone ); + } + } + + // Preserve script evaluation history + destElements = getAll( clone, "script" ); + if ( destElements.length > 0 ) { + setGlobalEval( destElements, !inPage && getAll( elem, "script" ) ); + } + + // Return the cloned set + return clone; + }, + + cleanData: function( elems ) { + var data, elem, type, + special = jQuery.event.special, + i = 0; + + for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) { + if ( acceptData( elem ) ) { + if ( ( data = elem[ dataPriv.expando ] ) ) { + if ( data.events ) { + for ( type in data.events ) { + if ( special[ type ] ) { + jQuery.event.remove( elem, type ); + + // This is a shortcut to avoid jQuery.event.remove's overhead + } else { + jQuery.removeEvent( elem, type, data.handle ); + } + } + } + + // Support: Chrome <=35 - 45+ + // Assign undefined instead of using delete, see Data#remove + elem[ dataPriv.expando ] = undefined; + } + if ( elem[ dataUser.expando ] ) { + + // Support: Chrome <=35 - 45+ + // Assign undefined instead of using delete, see Data#remove + elem[ dataUser.expando ] = undefined; + } + } + } + } +} ); + +jQuery.fn.extend( { + detach: function( selector ) { + return remove( this, selector, true ); + }, + + remove: function( selector ) { + return remove( this, selector ); + }, + + text: function( value ) { + return access( this, function( value ) { + return value === undefined ? + jQuery.text( this ) : + this.empty().each( function() { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + this.textContent = value; + } + } ); + }, null, value, arguments.length ); + }, + + append: function() { + return domManip( this, arguments, function( elem ) { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + var target = manipulationTarget( this, elem ); + target.appendChild( elem ); + } + } ); + }, + + prepend: function() { + return domManip( this, arguments, function( elem ) { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + var target = manipulationTarget( this, elem ); + target.insertBefore( elem, target.firstChild ); + } + } ); + }, + + before: function() { + return domManip( this, arguments, function( elem ) { + if ( this.parentNode ) { + this.parentNode.insertBefore( elem, this ); + } + } ); + }, + + after: function() { + return domManip( this, arguments, function( elem ) { + if ( this.parentNode ) { + this.parentNode.insertBefore( elem, this.nextSibling ); + } + } ); + }, + + empty: function() { + var elem, + i = 0; + + for ( ; ( elem = this[ i ] ) != null; i++ ) { + if ( elem.nodeType === 1 ) { + + // Prevent memory leaks + jQuery.cleanData( getAll( elem, false ) ); + + // Remove any remaining nodes + elem.textContent = ""; + } + } + + return this; + }, + + clone: function( dataAndEvents, deepDataAndEvents ) { + dataAndEvents = dataAndEvents == null ? false : dataAndEvents; + deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents; + + return this.map( function() { + return jQuery.clone( this, dataAndEvents, deepDataAndEvents ); + } ); + }, + + html: function( value ) { + return access( this, function( value ) { + var elem = this[ 0 ] || {}, + i = 0, + l = this.length; + + if ( value === undefined && elem.nodeType === 1 ) { + return elem.innerHTML; + } + + // See if we can take a shortcut and just use innerHTML + if ( typeof value === "string" && !rnoInnerhtml.test( value ) && + !wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) { + + value = jQuery.htmlPrefilter( value ); + + try { + for ( ; i < l; i++ ) { + elem = this[ i ] || {}; + + // Remove element nodes and prevent memory leaks + if ( elem.nodeType === 1 ) { + jQuery.cleanData( getAll( elem, false ) ); + elem.innerHTML = value; + } + } + + elem = 0; + + // If using innerHTML throws an exception, use the fallback method + } catch ( e ) {} + } + + if ( elem ) { + this.empty().append( value ); + } + }, null, value, arguments.length ); + }, + + replaceWith: function() { + var ignored = []; + + // Make the changes, replacing each non-ignored context element with the new content + return domManip( this, arguments, function( elem ) { + var parent = this.parentNode; + + if ( jQuery.inArray( this, ignored ) < 0 ) { + jQuery.cleanData( getAll( this ) ); + if ( parent ) { + parent.replaceChild( elem, this ); + } + } + + // Force callback invocation + }, ignored ); + } +} ); + +jQuery.each( { + appendTo: "append", + prependTo: "prepend", + insertBefore: "before", + insertAfter: "after", + replaceAll: "replaceWith" +}, function( name, original ) { + jQuery.fn[ name ] = function( selector ) { + var elems, + ret = [], + insert = jQuery( selector ), + last = insert.length - 1, + i = 0; + + for ( ; i <= last; i++ ) { + elems = i === last ? this : this.clone( true ); + jQuery( insert[ i ] )[ original ]( elems ); + + // Support: Android <=4.0 only, PhantomJS 1 only + // .get() because push.apply(_, arraylike) throws on ancient WebKit + push.apply( ret, elems.get() ); + } + + return this.pushStack( ret ); + }; +} ); +var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" ); + +var getStyles = function( elem ) { + + // Support: IE <=11 only, Firefox <=30 (#15098, #14150) + // IE throws on elements created in popups + // FF meanwhile throws on frame elements through "defaultView.getComputedStyle" + var view = elem.ownerDocument.defaultView; + + if ( !view || !view.opener ) { + view = window; + } + + return view.getComputedStyle( elem ); + }; + +var swap = function( elem, options, callback ) { + var ret, name, + old = {}; + + // Remember the old values, and insert the new ones + for ( name in options ) { + old[ name ] = elem.style[ name ]; + elem.style[ name ] = options[ name ]; + } + + ret = callback.call( elem ); + + // Revert the old values + for ( name in options ) { + elem.style[ name ] = old[ name ]; + } + + return ret; +}; + + +var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" ); + + + +( function() { + + // Executing both pixelPosition & boxSizingReliable tests require only one layout + // so they're executed at the same time to save the second computation. + function computeStyleTests() { + + // This is a singleton, we need to execute it only once + if ( !div ) { + return; + } + + container.style.cssText = "position:absolute;left:-11111px;width:60px;" + + "margin-top:1px;padding:0;border:0"; + div.style.cssText = + "position:relative;display:block;box-sizing:border-box;overflow:scroll;" + + "margin:auto;border:1px;padding:1px;" + + "width:60%;top:1%"; + documentElement.appendChild( container ).appendChild( div ); + + var divStyle = window.getComputedStyle( div ); + pixelPositionVal = divStyle.top !== "1%"; + + // Support: Android 4.0 - 4.3 only, Firefox <=3 - 44 + reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12; + + // Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3 + // Some styles come back with percentage values, even though they shouldn't + div.style.right = "60%"; + pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36; + + // Support: IE 9 - 11 only + // Detect misreporting of content dimensions for box-sizing:border-box elements + boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36; + + // Support: IE 9 only + // Detect overflow:scroll screwiness (gh-3699) + // Support: Chrome <=64 + // Don't get tricked when zoom affects offsetWidth (gh-4029) + div.style.position = "absolute"; + scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12; + + documentElement.removeChild( container ); + + // Nullify the div so it wouldn't be stored in the memory and + // it will also be a sign that checks already performed + div = null; + } + + function roundPixelMeasures( measure ) { + return Math.round( parseFloat( measure ) ); + } + + var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal, + reliableTrDimensionsVal, reliableMarginLeftVal, + container = document.createElement( "div" ), + div = document.createElement( "div" ); + + // Finish early in limited (non-browser) environments + if ( !div.style ) { + return; + } + + // Support: IE <=9 - 11 only + // Style of cloned element affects source element cloned (#8908) + div.style.backgroundClip = "content-box"; + div.cloneNode( true ).style.backgroundClip = ""; + support.clearCloneStyle = div.style.backgroundClip === "content-box"; + + jQuery.extend( support, { + boxSizingReliable: function() { + computeStyleTests(); + return boxSizingReliableVal; + }, + pixelBoxStyles: function() { + computeStyleTests(); + return pixelBoxStylesVal; + }, + pixelPosition: function() { + computeStyleTests(); + return pixelPositionVal; + }, + reliableMarginLeft: function() { + computeStyleTests(); + return reliableMarginLeftVal; + }, + scrollboxSize: function() { + computeStyleTests(); + return scrollboxSizeVal; + }, + + // Support: IE 9 - 11+, Edge 15 - 18+ + // IE/Edge misreport `getComputedStyle` of table rows with width/height + // set in CSS while `offset*` properties report correct values. + // Behavior in IE 9 is more subtle than in newer versions & it passes + // some versions of this test; make sure not to make it pass there! + reliableTrDimensions: function() { + var table, tr, trChild, trStyle; + if ( reliableTrDimensionsVal == null ) { + table = document.createElement( "table" ); + tr = document.createElement( "tr" ); + trChild = document.createElement( "div" ); + + table.style.cssText = "position:absolute;left:-11111px"; + tr.style.height = "1px"; + trChild.style.height = "9px"; + + documentElement + .appendChild( table ) + .appendChild( tr ) + .appendChild( trChild ); + + trStyle = window.getComputedStyle( tr ); + reliableTrDimensionsVal = parseInt( trStyle.height ) > 3; + + documentElement.removeChild( table ); + } + return reliableTrDimensionsVal; + } + } ); +} )(); + + +function curCSS( elem, name, computed ) { + var width, minWidth, maxWidth, ret, + + // Support: Firefox 51+ + // Retrieving style before computed somehow + // fixes an issue with getting wrong values + // on detached elements + style = elem.style; + + computed = computed || getStyles( elem ); + + // getPropertyValue is needed for: + // .css('filter') (IE 9 only, #12537) + // .css('--customProperty) (#3144) + if ( computed ) { + ret = computed.getPropertyValue( name ) || computed[ name ]; + + if ( ret === "" && !isAttached( elem ) ) { + ret = jQuery.style( elem, name ); + } + + // A tribute to the "awesome hack by Dean Edwards" + // Android Browser returns percentage for some values, + // but width seems to be reliably pixels. + // This is against the CSSOM draft spec: + // https://drafts.csswg.org/cssom/#resolved-values + if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) { + + // Remember the original values + width = style.width; + minWidth = style.minWidth; + maxWidth = style.maxWidth; + + // Put in the new values to get a computed value out + style.minWidth = style.maxWidth = style.width = ret; + ret = computed.width; + + // Revert the changed values + style.width = width; + style.minWidth = minWidth; + style.maxWidth = maxWidth; + } + } + + return ret !== undefined ? + + // Support: IE <=9 - 11 only + // IE returns zIndex value as an integer. + ret + "" : + ret; +} + + +function addGetHookIf( conditionFn, hookFn ) { + + // Define the hook, we'll check on the first run if it's really needed. + return { + get: function() { + if ( conditionFn() ) { + + // Hook not needed (or it's not possible to use it due + // to missing dependency), remove it. + delete this.get; + return; + } + + // Hook needed; redefine it so that the support test is not executed again. + return ( this.get = hookFn ).apply( this, arguments ); + } + }; +} + + +var cssPrefixes = [ "Webkit", "Moz", "ms" ], + emptyStyle = document.createElement( "div" ).style, + vendorProps = {}; + +// Return a vendor-prefixed property or undefined +function vendorPropName( name ) { + + // Check for vendor prefixed names + var capName = name[ 0 ].toUpperCase() + name.slice( 1 ), + i = cssPrefixes.length; + + while ( i-- ) { + name = cssPrefixes[ i ] + capName; + if ( name in emptyStyle ) { + return name; + } + } +} + +// Return a potentially-mapped jQuery.cssProps or vendor prefixed property +function finalPropName( name ) { + var final = jQuery.cssProps[ name ] || vendorProps[ name ]; + + if ( final ) { + return final; + } + if ( name in emptyStyle ) { + return name; + } + return vendorProps[ name ] = vendorPropName( name ) || name; +} + + +var + + // Swappable if display is none or starts with table + // except "table", "table-cell", or "table-caption" + // See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display + rdisplayswap = /^(none|table(?!-c[ea]).+)/, + rcustomProp = /^--/, + cssShow = { position: "absolute", visibility: "hidden", display: "block" }, + cssNormalTransform = { + letterSpacing: "0", + fontWeight: "400" + }; + +function setPositiveNumber( _elem, value, subtract ) { + + // Any relative (+/-) values have already been + // normalized at this point + var matches = rcssNum.exec( value ); + return matches ? + + // Guard against undefined "subtract", e.g., when used as in cssHooks + Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) : + value; +} + +function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) { + var i = dimension === "width" ? 1 : 0, + extra = 0, + delta = 0; + + // Adjustment may not be necessary + if ( box === ( isBorderBox ? "border" : "content" ) ) { + return 0; + } + + for ( ; i < 4; i += 2 ) { + + // Both box models exclude margin + if ( box === "margin" ) { + delta += jQuery.css( elem, box + cssExpand[ i ], true, styles ); + } + + // If we get here with a content-box, we're seeking "padding" or "border" or "margin" + if ( !isBorderBox ) { + + // Add padding + delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); + + // For "border" or "margin", add border + if ( box !== "padding" ) { + delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + + // But still keep track of it otherwise + } else { + extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + } + + // If we get here with a border-box (content + padding + border), we're seeking "content" or + // "padding" or "margin" + } else { + + // For "content", subtract padding + if ( box === "content" ) { + delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); + } + + // For "content" or "padding", subtract border + if ( box !== "margin" ) { + delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + } + } + } + + // Account for positive content-box scroll gutter when requested by providing computedVal + if ( !isBorderBox && computedVal >= 0 ) { + + // offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border + // Assuming integer scroll gutter, subtract the rest and round down + delta += Math.max( 0, Math.ceil( + elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] - + computedVal - + delta - + extra - + 0.5 + + // If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter + // Use an explicit zero to avoid NaN (gh-3964) + ) ) || 0; + } + + return delta; +} + +function getWidthOrHeight( elem, dimension, extra ) { + + // Start with computed style + var styles = getStyles( elem ), + + // To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322). + // Fake content-box until we know it's needed to know the true value. + boxSizingNeeded = !support.boxSizingReliable() || extra, + isBorderBox = boxSizingNeeded && + jQuery.css( elem, "boxSizing", false, styles ) === "border-box", + valueIsBorderBox = isBorderBox, + + val = curCSS( elem, dimension, styles ), + offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ); + + // Support: Firefox <=54 + // Return a confounding non-pixel value or feign ignorance, as appropriate. + if ( rnumnonpx.test( val ) ) { + if ( !extra ) { + return val; + } + val = "auto"; + } + + + // Support: IE 9 - 11 only + // Use offsetWidth/offsetHeight for when box sizing is unreliable. + // In those cases, the computed value can be trusted to be border-box. + if ( ( !support.boxSizingReliable() && isBorderBox || + + // Support: IE 10 - 11+, Edge 15 - 18+ + // IE/Edge misreport `getComputedStyle` of table rows with width/height + // set in CSS while `offset*` properties report correct values. + // Interestingly, in some cases IE 9 doesn't suffer from this issue. + !support.reliableTrDimensions() && nodeName( elem, "tr" ) || + + // Fall back to offsetWidth/offsetHeight when value is "auto" + // This happens for inline elements with no explicit setting (gh-3571) + val === "auto" || + + // Support: Android <=4.1 - 4.3 only + // Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602) + !parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) && + + // Make sure the element is visible & connected + elem.getClientRects().length ) { + + isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box"; + + // Where available, offsetWidth/offsetHeight approximate border box dimensions. + // Where not available (e.g., SVG), assume unreliable box-sizing and interpret the + // retrieved value as a content box dimension. + valueIsBorderBox = offsetProp in elem; + if ( valueIsBorderBox ) { + val = elem[ offsetProp ]; + } + } + + // Normalize "" and auto + val = parseFloat( val ) || 0; + + // Adjust for the element's box model + return ( val + + boxModelAdjustment( + elem, + dimension, + extra || ( isBorderBox ? "border" : "content" ), + valueIsBorderBox, + styles, + + // Provide the current computed size to request scroll gutter calculation (gh-3589) + val + ) + ) + "px"; +} + +jQuery.extend( { + + // Add in style property hooks for overriding the default + // behavior of getting and setting a style property + cssHooks: { + opacity: { + get: function( elem, computed ) { + if ( computed ) { + + // We should always get a number back from opacity + var ret = curCSS( elem, "opacity" ); + return ret === "" ? "1" : ret; + } + } + } + }, + + // Don't automatically add "px" to these possibly-unitless properties + cssNumber: { + "animationIterationCount": true, + "columnCount": true, + "fillOpacity": true, + "flexGrow": true, + "flexShrink": true, + "fontWeight": true, + "gridArea": true, + "gridColumn": true, + "gridColumnEnd": true, + "gridColumnStart": true, + "gridRow": true, + "gridRowEnd": true, + "gridRowStart": true, + "lineHeight": true, + "opacity": true, + "order": true, + "orphans": true, + "widows": true, + "zIndex": true, + "zoom": true + }, + + // Add in properties whose names you wish to fix before + // setting or getting the value + cssProps: {}, + + // Get and set the style property on a DOM Node + style: function( elem, name, value, extra ) { + + // Don't set styles on text and comment nodes + if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) { + return; + } + + // Make sure that we're working with the right name + var ret, type, hooks, + origName = camelCase( name ), + isCustomProp = rcustomProp.test( name ), + style = elem.style; + + // Make sure that we're working with the right name. We don't + // want to query the value if it is a CSS custom property + // since they are user-defined. + if ( !isCustomProp ) { + name = finalPropName( origName ); + } + + // Gets hook for the prefixed version, then unprefixed version + hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; + + // Check if we're setting a value + if ( value !== undefined ) { + type = typeof value; + + // Convert "+=" or "-=" to relative numbers (#7345) + if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) { + value = adjustCSS( elem, name, ret ); + + // Fixes bug #9237 + type = "number"; + } + + // Make sure that null and NaN values aren't set (#7116) + if ( value == null || value !== value ) { + return; + } + + // If a number was passed in, add the unit (except for certain CSS properties) + // The isCustomProp check can be removed in jQuery 4.0 when we only auto-append + // "px" to a few hardcoded values. + if ( type === "number" && !isCustomProp ) { + value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" ); + } + + // background-* props affect original clone's values + if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) { + style[ name ] = "inherit"; + } + + // If a hook was provided, use that value, otherwise just set the specified value + if ( !hooks || !( "set" in hooks ) || + ( value = hooks.set( elem, value, extra ) ) !== undefined ) { + + if ( isCustomProp ) { + style.setProperty( name, value ); + } else { + style[ name ] = value; + } + } + + } else { + + // If a hook was provided get the non-computed value from there + if ( hooks && "get" in hooks && + ( ret = hooks.get( elem, false, extra ) ) !== undefined ) { + + return ret; + } + + // Otherwise just get the value from the style object + return style[ name ]; + } + }, + + css: function( elem, name, extra, styles ) { + var val, num, hooks, + origName = camelCase( name ), + isCustomProp = rcustomProp.test( name ); + + // Make sure that we're working with the right name. We don't + // want to modify the value if it is a CSS custom property + // since they are user-defined. + if ( !isCustomProp ) { + name = finalPropName( origName ); + } + + // Try prefixed name followed by the unprefixed name + hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; + + // If a hook was provided get the computed value from there + if ( hooks && "get" in hooks ) { + val = hooks.get( elem, true, extra ); + } + + // Otherwise, if a way to get the computed value exists, use that + if ( val === undefined ) { + val = curCSS( elem, name, styles ); + } + + // Convert "normal" to computed value + if ( val === "normal" && name in cssNormalTransform ) { + val = cssNormalTransform[ name ]; + } + + // Make numeric if forced or a qualifier was provided and val looks numeric + if ( extra === "" || extra ) { + num = parseFloat( val ); + return extra === true || isFinite( num ) ? num || 0 : val; + } + + return val; + } +} ); + +jQuery.each( [ "height", "width" ], function( _i, dimension ) { + jQuery.cssHooks[ dimension ] = { + get: function( elem, computed, extra ) { + if ( computed ) { + + // Certain elements can have dimension info if we invisibly show them + // but it must have a current display style that would benefit + return rdisplayswap.test( jQuery.css( elem, "display" ) ) && + + // Support: Safari 8+ + // Table columns in Safari have non-zero offsetWidth & zero + // getBoundingClientRect().width unless display is changed. + // Support: IE <=11 only + // Running getBoundingClientRect on a disconnected node + // in IE throws an error. + ( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ? + swap( elem, cssShow, function() { + return getWidthOrHeight( elem, dimension, extra ); + } ) : + getWidthOrHeight( elem, dimension, extra ); + } + }, + + set: function( elem, value, extra ) { + var matches, + styles = getStyles( elem ), + + // Only read styles.position if the test has a chance to fail + // to avoid forcing a reflow. + scrollboxSizeBuggy = !support.scrollboxSize() && + styles.position === "absolute", + + // To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991) + boxSizingNeeded = scrollboxSizeBuggy || extra, + isBorderBox = boxSizingNeeded && + jQuery.css( elem, "boxSizing", false, styles ) === "border-box", + subtract = extra ? + boxModelAdjustment( + elem, + dimension, + extra, + isBorderBox, + styles + ) : + 0; + + // Account for unreliable border-box dimensions by comparing offset* to computed and + // faking a content-box to get border and padding (gh-3699) + if ( isBorderBox && scrollboxSizeBuggy ) { + subtract -= Math.ceil( + elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] - + parseFloat( styles[ dimension ] ) - + boxModelAdjustment( elem, dimension, "border", false, styles ) - + 0.5 + ); + } + + // Convert to pixels if value adjustment is needed + if ( subtract && ( matches = rcssNum.exec( value ) ) && + ( matches[ 3 ] || "px" ) !== "px" ) { + + elem.style[ dimension ] = value; + value = jQuery.css( elem, dimension ); + } + + return setPositiveNumber( elem, value, subtract ); + } + }; +} ); + +jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft, + function( elem, computed ) { + if ( computed ) { + return ( parseFloat( curCSS( elem, "marginLeft" ) ) || + elem.getBoundingClientRect().left - + swap( elem, { marginLeft: 0 }, function() { + return elem.getBoundingClientRect().left; + } ) + ) + "px"; + } + } +); + +// These hooks are used by animate to expand properties +jQuery.each( { + margin: "", + padding: "", + border: "Width" +}, function( prefix, suffix ) { + jQuery.cssHooks[ prefix + suffix ] = { + expand: function( value ) { + var i = 0, + expanded = {}, + + // Assumes a single number if not a string + parts = typeof value === "string" ? value.split( " " ) : [ value ]; + + for ( ; i < 4; i++ ) { + expanded[ prefix + cssExpand[ i ] + suffix ] = + parts[ i ] || parts[ i - 2 ] || parts[ 0 ]; + } + + return expanded; + } + }; + + if ( prefix !== "margin" ) { + jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber; + } +} ); + +jQuery.fn.extend( { + css: function( name, value ) { + return access( this, function( elem, name, value ) { + var styles, len, + map = {}, + i = 0; + + if ( Array.isArray( name ) ) { + styles = getStyles( elem ); + len = name.length; + + for ( ; i < len; i++ ) { + map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles ); + } + + return map; + } + + return value !== undefined ? + jQuery.style( elem, name, value ) : + jQuery.css( elem, name ); + }, name, value, arguments.length > 1 ); + } +} ); + + +function Tween( elem, options, prop, end, easing ) { + return new Tween.prototype.init( elem, options, prop, end, easing ); +} +jQuery.Tween = Tween; + +Tween.prototype = { + constructor: Tween, + init: function( elem, options, prop, end, easing, unit ) { + this.elem = elem; + this.prop = prop; + this.easing = easing || jQuery.easing._default; + this.options = options; + this.start = this.now = this.cur(); + this.end = end; + this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" ); + }, + cur: function() { + var hooks = Tween.propHooks[ this.prop ]; + + return hooks && hooks.get ? + hooks.get( this ) : + Tween.propHooks._default.get( this ); + }, + run: function( percent ) { + var eased, + hooks = Tween.propHooks[ this.prop ]; + + if ( this.options.duration ) { + this.pos = eased = jQuery.easing[ this.easing ]( + percent, this.options.duration * percent, 0, 1, this.options.duration + ); + } else { + this.pos = eased = percent; + } + this.now = ( this.end - this.start ) * eased + this.start; + + if ( this.options.step ) { + this.options.step.call( this.elem, this.now, this ); + } + + if ( hooks && hooks.set ) { + hooks.set( this ); + } else { + Tween.propHooks._default.set( this ); + } + return this; + } +}; + +Tween.prototype.init.prototype = Tween.prototype; + +Tween.propHooks = { + _default: { + get: function( tween ) { + var result; + + // Use a property on the element directly when it is not a DOM element, + // or when there is no matching style property that exists. + if ( tween.elem.nodeType !== 1 || + tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) { + return tween.elem[ tween.prop ]; + } + + // Passing an empty string as a 3rd parameter to .css will automatically + // attempt a parseFloat and fallback to a string if the parse fails. + // Simple values such as "10px" are parsed to Float; + // complex values such as "rotate(1rad)" are returned as-is. + result = jQuery.css( tween.elem, tween.prop, "" ); + + // Empty strings, null, undefined and "auto" are converted to 0. + return !result || result === "auto" ? 0 : result; + }, + set: function( tween ) { + + // Use step hook for back compat. + // Use cssHook if its there. + // Use .style if available and use plain properties where available. + if ( jQuery.fx.step[ tween.prop ] ) { + jQuery.fx.step[ tween.prop ]( tween ); + } else if ( tween.elem.nodeType === 1 && ( + jQuery.cssHooks[ tween.prop ] || + tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) { + jQuery.style( tween.elem, tween.prop, tween.now + tween.unit ); + } else { + tween.elem[ tween.prop ] = tween.now; + } + } + } +}; + +// Support: IE <=9 only +// Panic based approach to setting things on disconnected nodes +Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = { + set: function( tween ) { + if ( tween.elem.nodeType && tween.elem.parentNode ) { + tween.elem[ tween.prop ] = tween.now; + } + } +}; + +jQuery.easing = { + linear: function( p ) { + return p; + }, + swing: function( p ) { + return 0.5 - Math.cos( p * Math.PI ) / 2; + }, + _default: "swing" +}; + +jQuery.fx = Tween.prototype.init; + +// Back compat <1.8 extension point +jQuery.fx.step = {}; + + + + +var + fxNow, inProgress, + rfxtypes = /^(?:toggle|show|hide)$/, + rrun = /queueHooks$/; + +function schedule() { + if ( inProgress ) { + if ( document.hidden === false && window.requestAnimationFrame ) { + window.requestAnimationFrame( schedule ); + } else { + window.setTimeout( schedule, jQuery.fx.interval ); + } + + jQuery.fx.tick(); + } +} + +// Animations created synchronously will run synchronously +function createFxNow() { + window.setTimeout( function() { + fxNow = undefined; + } ); + return ( fxNow = Date.now() ); +} + +// Generate parameters to create a standard animation +function genFx( type, includeWidth ) { + var which, + i = 0, + attrs = { height: type }; + + // If we include width, step value is 1 to do all cssExpand values, + // otherwise step value is 2 to skip over Left and Right + includeWidth = includeWidth ? 1 : 0; + for ( ; i < 4; i += 2 - includeWidth ) { + which = cssExpand[ i ]; + attrs[ "margin" + which ] = attrs[ "padding" + which ] = type; + } + + if ( includeWidth ) { + attrs.opacity = attrs.width = type; + } + + return attrs; +} + +function createTween( value, prop, animation ) { + var tween, + collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ), + index = 0, + length = collection.length; + for ( ; index < length; index++ ) { + if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) { + + // We're done with this property + return tween; + } + } +} + +function defaultPrefilter( elem, props, opts ) { + var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display, + isBox = "width" in props || "height" in props, + anim = this, + orig = {}, + style = elem.style, + hidden = elem.nodeType && isHiddenWithinTree( elem ), + dataShow = dataPriv.get( elem, "fxshow" ); + + // Queue-skipping animations hijack the fx hooks + if ( !opts.queue ) { + hooks = jQuery._queueHooks( elem, "fx" ); + if ( hooks.unqueued == null ) { + hooks.unqueued = 0; + oldfire = hooks.empty.fire; + hooks.empty.fire = function() { + if ( !hooks.unqueued ) { + oldfire(); + } + }; + } + hooks.unqueued++; + + anim.always( function() { + + // Ensure the complete handler is called before this completes + anim.always( function() { + hooks.unqueued--; + if ( !jQuery.queue( elem, "fx" ).length ) { + hooks.empty.fire(); + } + } ); + } ); + } + + // Detect show/hide animations + for ( prop in props ) { + value = props[ prop ]; + if ( rfxtypes.test( value ) ) { + delete props[ prop ]; + toggle = toggle || value === "toggle"; + if ( value === ( hidden ? "hide" : "show" ) ) { + + // Pretend to be hidden if this is a "show" and + // there is still data from a stopped show/hide + if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) { + hidden = true; + + // Ignore all other no-op show/hide data + } else { + continue; + } + } + orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop ); + } + } + + // Bail out if this is a no-op like .hide().hide() + propTween = !jQuery.isEmptyObject( props ); + if ( !propTween && jQuery.isEmptyObject( orig ) ) { + return; + } + + // Restrict "overflow" and "display" styles during box animations + if ( isBox && elem.nodeType === 1 ) { + + // Support: IE <=9 - 11, Edge 12 - 15 + // Record all 3 overflow attributes because IE does not infer the shorthand + // from identically-valued overflowX and overflowY and Edge just mirrors + // the overflowX value there. + opts.overflow = [ style.overflow, style.overflowX, style.overflowY ]; + + // Identify a display type, preferring old show/hide data over the CSS cascade + restoreDisplay = dataShow && dataShow.display; + if ( restoreDisplay == null ) { + restoreDisplay = dataPriv.get( elem, "display" ); + } + display = jQuery.css( elem, "display" ); + if ( display === "none" ) { + if ( restoreDisplay ) { + display = restoreDisplay; + } else { + + // Get nonempty value(s) by temporarily forcing visibility + showHide( [ elem ], true ); + restoreDisplay = elem.style.display || restoreDisplay; + display = jQuery.css( elem, "display" ); + showHide( [ elem ] ); + } + } + + // Animate inline elements as inline-block + if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) { + if ( jQuery.css( elem, "float" ) === "none" ) { + + // Restore the original display value at the end of pure show/hide animations + if ( !propTween ) { + anim.done( function() { + style.display = restoreDisplay; + } ); + if ( restoreDisplay == null ) { + display = style.display; + restoreDisplay = display === "none" ? "" : display; + } + } + style.display = "inline-block"; + } + } + } + + if ( opts.overflow ) { + style.overflow = "hidden"; + anim.always( function() { + style.overflow = opts.overflow[ 0 ]; + style.overflowX = opts.overflow[ 1 ]; + style.overflowY = opts.overflow[ 2 ]; + } ); + } + + // Implement show/hide animations + propTween = false; + for ( prop in orig ) { + + // General show/hide setup for this element animation + if ( !propTween ) { + if ( dataShow ) { + if ( "hidden" in dataShow ) { + hidden = dataShow.hidden; + } + } else { + dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } ); + } + + // Store hidden/visible for toggle so `.stop().toggle()` "reverses" + if ( toggle ) { + dataShow.hidden = !hidden; + } + + // Show elements before animating them + if ( hidden ) { + showHide( [ elem ], true ); + } + + /* eslint-disable no-loop-func */ + + anim.done( function() { + + /* eslint-enable no-loop-func */ + + // The final step of a "hide" animation is actually hiding the element + if ( !hidden ) { + showHide( [ elem ] ); + } + dataPriv.remove( elem, "fxshow" ); + for ( prop in orig ) { + jQuery.style( elem, prop, orig[ prop ] ); + } + } ); + } + + // Per-property setup + propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim ); + if ( !( prop in dataShow ) ) { + dataShow[ prop ] = propTween.start; + if ( hidden ) { + propTween.end = propTween.start; + propTween.start = 0; + } + } + } +} + +function propFilter( props, specialEasing ) { + var index, name, easing, value, hooks; + + // camelCase, specialEasing and expand cssHook pass + for ( index in props ) { + name = camelCase( index ); + easing = specialEasing[ name ]; + value = props[ index ]; + if ( Array.isArray( value ) ) { + easing = value[ 1 ]; + value = props[ index ] = value[ 0 ]; + } + + if ( index !== name ) { + props[ name ] = value; + delete props[ index ]; + } + + hooks = jQuery.cssHooks[ name ]; + if ( hooks && "expand" in hooks ) { + value = hooks.expand( value ); + delete props[ name ]; + + // Not quite $.extend, this won't overwrite existing keys. + // Reusing 'index' because we have the correct "name" + for ( index in value ) { + if ( !( index in props ) ) { + props[ index ] = value[ index ]; + specialEasing[ index ] = easing; + } + } + } else { + specialEasing[ name ] = easing; + } + } +} + +function Animation( elem, properties, options ) { + var result, + stopped, + index = 0, + length = Animation.prefilters.length, + deferred = jQuery.Deferred().always( function() { + + // Don't match elem in the :animated selector + delete tick.elem; + } ), + tick = function() { + if ( stopped ) { + return false; + } + var currentTime = fxNow || createFxNow(), + remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ), + + // Support: Android 2.3 only + // Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497) + temp = remaining / animation.duration || 0, + percent = 1 - temp, + index = 0, + length = animation.tweens.length; + + for ( ; index < length; index++ ) { + animation.tweens[ index ].run( percent ); + } + + deferred.notifyWith( elem, [ animation, percent, remaining ] ); + + // If there's more to do, yield + if ( percent < 1 && length ) { + return remaining; + } + + // If this was an empty animation, synthesize a final progress notification + if ( !length ) { + deferred.notifyWith( elem, [ animation, 1, 0 ] ); + } + + // Resolve the animation and report its conclusion + deferred.resolveWith( elem, [ animation ] ); + return false; + }, + animation = deferred.promise( { + elem: elem, + props: jQuery.extend( {}, properties ), + opts: jQuery.extend( true, { + specialEasing: {}, + easing: jQuery.easing._default + }, options ), + originalProperties: properties, + originalOptions: options, + startTime: fxNow || createFxNow(), + duration: options.duration, + tweens: [], + createTween: function( prop, end ) { + var tween = jQuery.Tween( elem, animation.opts, prop, end, + animation.opts.specialEasing[ prop ] || animation.opts.easing ); + animation.tweens.push( tween ); + return tween; + }, + stop: function( gotoEnd ) { + var index = 0, + + // If we are going to the end, we want to run all the tweens + // otherwise we skip this part + length = gotoEnd ? animation.tweens.length : 0; + if ( stopped ) { + return this; + } + stopped = true; + for ( ; index < length; index++ ) { + animation.tweens[ index ].run( 1 ); + } + + // Resolve when we played the last frame; otherwise, reject + if ( gotoEnd ) { + deferred.notifyWith( elem, [ animation, 1, 0 ] ); + deferred.resolveWith( elem, [ animation, gotoEnd ] ); + } else { + deferred.rejectWith( elem, [ animation, gotoEnd ] ); + } + return this; + } + } ), + props = animation.props; + + propFilter( props, animation.opts.specialEasing ); + + for ( ; index < length; index++ ) { + result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts ); + if ( result ) { + if ( isFunction( result.stop ) ) { + jQuery._queueHooks( animation.elem, animation.opts.queue ).stop = + result.stop.bind( result ); + } + return result; + } + } + + jQuery.map( props, createTween, animation ); + + if ( isFunction( animation.opts.start ) ) { + animation.opts.start.call( elem, animation ); + } + + // Attach callbacks from options + animation + .progress( animation.opts.progress ) + .done( animation.opts.done, animation.opts.complete ) + .fail( animation.opts.fail ) + .always( animation.opts.always ); + + jQuery.fx.timer( + jQuery.extend( tick, { + elem: elem, + anim: animation, + queue: animation.opts.queue + } ) + ); + + return animation; +} + +jQuery.Animation = jQuery.extend( Animation, { + + tweeners: { + "*": [ function( prop, value ) { + var tween = this.createTween( prop, value ); + adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween ); + return tween; + } ] + }, + + tweener: function( props, callback ) { + if ( isFunction( props ) ) { + callback = props; + props = [ "*" ]; + } else { + props = props.match( rnothtmlwhite ); + } + + var prop, + index = 0, + length = props.length; + + for ( ; index < length; index++ ) { + prop = props[ index ]; + Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || []; + Animation.tweeners[ prop ].unshift( callback ); + } + }, + + prefilters: [ defaultPrefilter ], + + prefilter: function( callback, prepend ) { + if ( prepend ) { + Animation.prefilters.unshift( callback ); + } else { + Animation.prefilters.push( callback ); + } + } +} ); + +jQuery.speed = function( speed, easing, fn ) { + var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : { + complete: fn || !fn && easing || + isFunction( speed ) && speed, + duration: speed, + easing: fn && easing || easing && !isFunction( easing ) && easing + }; + + // Go to the end state if fx are off + if ( jQuery.fx.off ) { + opt.duration = 0; + + } else { + if ( typeof opt.duration !== "number" ) { + if ( opt.duration in jQuery.fx.speeds ) { + opt.duration = jQuery.fx.speeds[ opt.duration ]; + + } else { + opt.duration = jQuery.fx.speeds._default; + } + } + } + + // Normalize opt.queue - true/undefined/null -> "fx" + if ( opt.queue == null || opt.queue === true ) { + opt.queue = "fx"; + } + + // Queueing + opt.old = opt.complete; + + opt.complete = function() { + if ( isFunction( opt.old ) ) { + opt.old.call( this ); + } + + if ( opt.queue ) { + jQuery.dequeue( this, opt.queue ); + } + }; + + return opt; +}; + +jQuery.fn.extend( { + fadeTo: function( speed, to, easing, callback ) { + + // Show any hidden elements after setting opacity to 0 + return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show() + + // Animate to the value specified + .end().animate( { opacity: to }, speed, easing, callback ); + }, + animate: function( prop, speed, easing, callback ) { + var empty = jQuery.isEmptyObject( prop ), + optall = jQuery.speed( speed, easing, callback ), + doAnimation = function() { + + // Operate on a copy of prop so per-property easing won't be lost + var anim = Animation( this, jQuery.extend( {}, prop ), optall ); + + // Empty animations, or finishing resolves immediately + if ( empty || dataPriv.get( this, "finish" ) ) { + anim.stop( true ); + } + }; + doAnimation.finish = doAnimation; + + return empty || optall.queue === false ? + this.each( doAnimation ) : + this.queue( optall.queue, doAnimation ); + }, + stop: function( type, clearQueue, gotoEnd ) { + var stopQueue = function( hooks ) { + var stop = hooks.stop; + delete hooks.stop; + stop( gotoEnd ); + }; + + if ( typeof type !== "string" ) { + gotoEnd = clearQueue; + clearQueue = type; + type = undefined; + } + if ( clearQueue ) { + this.queue( type || "fx", [] ); + } + + return this.each( function() { + var dequeue = true, + index = type != null && type + "queueHooks", + timers = jQuery.timers, + data = dataPriv.get( this ); + + if ( index ) { + if ( data[ index ] && data[ index ].stop ) { + stopQueue( data[ index ] ); + } + } else { + for ( index in data ) { + if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) { + stopQueue( data[ index ] ); + } + } + } + + for ( index = timers.length; index--; ) { + if ( timers[ index ].elem === this && + ( type == null || timers[ index ].queue === type ) ) { + + timers[ index ].anim.stop( gotoEnd ); + dequeue = false; + timers.splice( index, 1 ); + } + } + + // Start the next in the queue if the last step wasn't forced. + // Timers currently will call their complete callbacks, which + // will dequeue but only if they were gotoEnd. + if ( dequeue || !gotoEnd ) { + jQuery.dequeue( this, type ); + } + } ); + }, + finish: function( type ) { + if ( type !== false ) { + type = type || "fx"; + } + return this.each( function() { + var index, + data = dataPriv.get( this ), + queue = data[ type + "queue" ], + hooks = data[ type + "queueHooks" ], + timers = jQuery.timers, + length = queue ? queue.length : 0; + + // Enable finishing flag on private data + data.finish = true; + + // Empty the queue first + jQuery.queue( this, type, [] ); + + if ( hooks && hooks.stop ) { + hooks.stop.call( this, true ); + } + + // Look for any active animations, and finish them + for ( index = timers.length; index--; ) { + if ( timers[ index ].elem === this && timers[ index ].queue === type ) { + timers[ index ].anim.stop( true ); + timers.splice( index, 1 ); + } + } + + // Look for any animations in the old queue and finish them + for ( index = 0; index < length; index++ ) { + if ( queue[ index ] && queue[ index ].finish ) { + queue[ index ].finish.call( this ); + } + } + + // Turn off finishing flag + delete data.finish; + } ); + } +} ); + +jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) { + var cssFn = jQuery.fn[ name ]; + jQuery.fn[ name ] = function( speed, easing, callback ) { + return speed == null || typeof speed === "boolean" ? + cssFn.apply( this, arguments ) : + this.animate( genFx( name, true ), speed, easing, callback ); + }; +} ); + +// Generate shortcuts for custom animations +jQuery.each( { + slideDown: genFx( "show" ), + slideUp: genFx( "hide" ), + slideToggle: genFx( "toggle" ), + fadeIn: { opacity: "show" }, + fadeOut: { opacity: "hide" }, + fadeToggle: { opacity: "toggle" } +}, function( name, props ) { + jQuery.fn[ name ] = function( speed, easing, callback ) { + return this.animate( props, speed, easing, callback ); + }; +} ); + +jQuery.timers = []; +jQuery.fx.tick = function() { + var timer, + i = 0, + timers = jQuery.timers; + + fxNow = Date.now(); + + for ( ; i < timers.length; i++ ) { + timer = timers[ i ]; + + // Run the timer and safely remove it when done (allowing for external removal) + if ( !timer() && timers[ i ] === timer ) { + timers.splice( i--, 1 ); + } + } + + if ( !timers.length ) { + jQuery.fx.stop(); + } + fxNow = undefined; +}; + +jQuery.fx.timer = function( timer ) { + jQuery.timers.push( timer ); + jQuery.fx.start(); +}; + +jQuery.fx.interval = 13; +jQuery.fx.start = function() { + if ( inProgress ) { + return; + } + + inProgress = true; + schedule(); +}; + +jQuery.fx.stop = function() { + inProgress = null; +}; + +jQuery.fx.speeds = { + slow: 600, + fast: 200, + + // Default speed + _default: 400 +}; + + +// Based off of the plugin by Clint Helfers, with permission. +// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/ +jQuery.fn.delay = function( time, type ) { + time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time; + type = type || "fx"; + + return this.queue( type, function( next, hooks ) { + var timeout = window.setTimeout( next, time ); + hooks.stop = function() { + window.clearTimeout( timeout ); + }; + } ); +}; + + +( function() { + var input = document.createElement( "input" ), + select = document.createElement( "select" ), + opt = select.appendChild( document.createElement( "option" ) ); + + input.type = "checkbox"; + + // Support: Android <=4.3 only + // Default value for a checkbox should be "on" + support.checkOn = input.value !== ""; + + // Support: IE <=11 only + // Must access selectedIndex to make default options select + support.optSelected = opt.selected; + + // Support: IE <=11 only + // An input loses its value after becoming a radio + input = document.createElement( "input" ); + input.value = "t"; + input.type = "radio"; + support.radioValue = input.value === "t"; +} )(); + + +var boolHook, + attrHandle = jQuery.expr.attrHandle; + +jQuery.fn.extend( { + attr: function( name, value ) { + return access( this, jQuery.attr, name, value, arguments.length > 1 ); + }, + + removeAttr: function( name ) { + return this.each( function() { + jQuery.removeAttr( this, name ); + } ); + } +} ); + +jQuery.extend( { + attr: function( elem, name, value ) { + var ret, hooks, + nType = elem.nodeType; + + // Don't get/set attributes on text, comment and attribute nodes + if ( nType === 3 || nType === 8 || nType === 2 ) { + return; + } + + // Fallback to prop when attributes are not supported + if ( typeof elem.getAttribute === "undefined" ) { + return jQuery.prop( elem, name, value ); + } + + // Attribute hooks are determined by the lowercase version + // Grab necessary hook if one is defined + if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { + hooks = jQuery.attrHooks[ name.toLowerCase() ] || + ( jQuery.expr.match.bool.test( name ) ? boolHook : undefined ); + } + + if ( value !== undefined ) { + if ( value === null ) { + jQuery.removeAttr( elem, name ); + return; + } + + if ( hooks && "set" in hooks && + ( ret = hooks.set( elem, value, name ) ) !== undefined ) { + return ret; + } + + elem.setAttribute( name, value + "" ); + return value; + } + + if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { + return ret; + } + + ret = jQuery.find.attr( elem, name ); + + // Non-existent attributes return null, we normalize to undefined + return ret == null ? undefined : ret; + }, + + attrHooks: { + type: { + set: function( elem, value ) { + if ( !support.radioValue && value === "radio" && + nodeName( elem, "input" ) ) { + var val = elem.value; + elem.setAttribute( "type", value ); + if ( val ) { + elem.value = val; + } + return value; + } + } + } + }, + + removeAttr: function( elem, value ) { + var name, + i = 0, + + // Attribute names can contain non-HTML whitespace characters + // https://html.spec.whatwg.org/multipage/syntax.html#attributes-2 + attrNames = value && value.match( rnothtmlwhite ); + + if ( attrNames && elem.nodeType === 1 ) { + while ( ( name = attrNames[ i++ ] ) ) { + elem.removeAttribute( name ); + } + } + } +} ); + +// Hooks for boolean attributes +boolHook = { + set: function( elem, value, name ) { + if ( value === false ) { + + // Remove boolean attributes when set to false + jQuery.removeAttr( elem, name ); + } else { + elem.setAttribute( name, name ); + } + return name; + } +}; + +jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) { + var getter = attrHandle[ name ] || jQuery.find.attr; + + attrHandle[ name ] = function( elem, name, isXML ) { + var ret, handle, + lowercaseName = name.toLowerCase(); + + if ( !isXML ) { + + // Avoid an infinite loop by temporarily removing this function from the getter + handle = attrHandle[ lowercaseName ]; + attrHandle[ lowercaseName ] = ret; + ret = getter( elem, name, isXML ) != null ? + lowercaseName : + null; + attrHandle[ lowercaseName ] = handle; + } + return ret; + }; +} ); + + + + +var rfocusable = /^(?:input|select|textarea|button)$/i, + rclickable = /^(?:a|area)$/i; + +jQuery.fn.extend( { + prop: function( name, value ) { + return access( this, jQuery.prop, name, value, arguments.length > 1 ); + }, + + removeProp: function( name ) { + return this.each( function() { + delete this[ jQuery.propFix[ name ] || name ]; + } ); + } +} ); + +jQuery.extend( { + prop: function( elem, name, value ) { + var ret, hooks, + nType = elem.nodeType; + + // Don't get/set properties on text, comment and attribute nodes + if ( nType === 3 || nType === 8 || nType === 2 ) { + return; + } + + if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { + + // Fix name and attach hooks + name = jQuery.propFix[ name ] || name; + hooks = jQuery.propHooks[ name ]; + } + + if ( value !== undefined ) { + if ( hooks && "set" in hooks && + ( ret = hooks.set( elem, value, name ) ) !== undefined ) { + return ret; + } + + return ( elem[ name ] = value ); + } + + if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { + return ret; + } + + return elem[ name ]; + }, + + propHooks: { + tabIndex: { + get: function( elem ) { + + // Support: IE <=9 - 11 only + // elem.tabIndex doesn't always return the + // correct value when it hasn't been explicitly set + // https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/ + // Use proper attribute retrieval(#12072) + var tabindex = jQuery.find.attr( elem, "tabindex" ); + + if ( tabindex ) { + return parseInt( tabindex, 10 ); + } + + if ( + rfocusable.test( elem.nodeName ) || + rclickable.test( elem.nodeName ) && + elem.href + ) { + return 0; + } + + return -1; + } + } + }, + + propFix: { + "for": "htmlFor", + "class": "className" + } +} ); + +// Support: IE <=11 only +// Accessing the selectedIndex property +// forces the browser to respect setting selected +// on the option +// The getter ensures a default option is selected +// when in an optgroup +// eslint rule "no-unused-expressions" is disabled for this code +// since it considers such accessions noop +if ( !support.optSelected ) { + jQuery.propHooks.selected = { + get: function( elem ) { + + /* eslint no-unused-expressions: "off" */ + + var parent = elem.parentNode; + if ( parent && parent.parentNode ) { + parent.parentNode.selectedIndex; + } + return null; + }, + set: function( elem ) { + + /* eslint no-unused-expressions: "off" */ + + var parent = elem.parentNode; + if ( parent ) { + parent.selectedIndex; + + if ( parent.parentNode ) { + parent.parentNode.selectedIndex; + } + } + } + }; +} + +jQuery.each( [ + "tabIndex", + "readOnly", + "maxLength", + "cellSpacing", + "cellPadding", + "rowSpan", + "colSpan", + "useMap", + "frameBorder", + "contentEditable" +], function() { + jQuery.propFix[ this.toLowerCase() ] = this; +} ); + + + + + // Strip and collapse whitespace according to HTML spec + // https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace + function stripAndCollapse( value ) { + var tokens = value.match( rnothtmlwhite ) || []; + return tokens.join( " " ); + } + + +function getClass( elem ) { + return elem.getAttribute && elem.getAttribute( "class" ) || ""; +} + +function classesToArray( value ) { + if ( Array.isArray( value ) ) { + return value; + } + if ( typeof value === "string" ) { + return value.match( rnothtmlwhite ) || []; + } + return []; +} + +jQuery.fn.extend( { + addClass: function( value ) { + var classes, elem, cur, curValue, clazz, j, finalValue, + i = 0; + + if ( isFunction( value ) ) { + return this.each( function( j ) { + jQuery( this ).addClass( value.call( this, j, getClass( this ) ) ); + } ); + } + + classes = classesToArray( value ); + + if ( classes.length ) { + while ( ( elem = this[ i++ ] ) ) { + curValue = getClass( elem ); + cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); + + if ( cur ) { + j = 0; + while ( ( clazz = classes[ j++ ] ) ) { + if ( cur.indexOf( " " + clazz + " " ) < 0 ) { + cur += clazz + " "; + } + } + + // Only assign if different to avoid unneeded rendering. + finalValue = stripAndCollapse( cur ); + if ( curValue !== finalValue ) { + elem.setAttribute( "class", finalValue ); + } + } + } + } + + return this; + }, + + removeClass: function( value ) { + var classes, elem, cur, curValue, clazz, j, finalValue, + i = 0; + + if ( isFunction( value ) ) { + return this.each( function( j ) { + jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) ); + } ); + } + + if ( !arguments.length ) { + return this.attr( "class", "" ); + } + + classes = classesToArray( value ); + + if ( classes.length ) { + while ( ( elem = this[ i++ ] ) ) { + curValue = getClass( elem ); + + // This expression is here for better compressibility (see addClass) + cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); + + if ( cur ) { + j = 0; + while ( ( clazz = classes[ j++ ] ) ) { + + // Remove *all* instances + while ( cur.indexOf( " " + clazz + " " ) > -1 ) { + cur = cur.replace( " " + clazz + " ", " " ); + } + } + + // Only assign if different to avoid unneeded rendering. + finalValue = stripAndCollapse( cur ); + if ( curValue !== finalValue ) { + elem.setAttribute( "class", finalValue ); + } + } + } + } + + return this; + }, + + toggleClass: function( value, stateVal ) { + var type = typeof value, + isValidValue = type === "string" || Array.isArray( value ); + + if ( typeof stateVal === "boolean" && isValidValue ) { + return stateVal ? this.addClass( value ) : this.removeClass( value ); + } + + if ( isFunction( value ) ) { + return this.each( function( i ) { + jQuery( this ).toggleClass( + value.call( this, i, getClass( this ), stateVal ), + stateVal + ); + } ); + } + + return this.each( function() { + var className, i, self, classNames; + + if ( isValidValue ) { + + // Toggle individual class names + i = 0; + self = jQuery( this ); + classNames = classesToArray( value ); + + while ( ( className = classNames[ i++ ] ) ) { + + // Check each className given, space separated list + if ( self.hasClass( className ) ) { + self.removeClass( className ); + } else { + self.addClass( className ); + } + } + + // Toggle whole class name + } else if ( value === undefined || type === "boolean" ) { + className = getClass( this ); + if ( className ) { + + // Store className if set + dataPriv.set( this, "__className__", className ); + } + + // If the element has a class name or if we're passed `false`, + // then remove the whole classname (if there was one, the above saved it). + // Otherwise bring back whatever was previously saved (if anything), + // falling back to the empty string if nothing was stored. + if ( this.setAttribute ) { + this.setAttribute( "class", + className || value === false ? + "" : + dataPriv.get( this, "__className__" ) || "" + ); + } + } + } ); + }, + + hasClass: function( selector ) { + var className, elem, + i = 0; + + className = " " + selector + " "; + while ( ( elem = this[ i++ ] ) ) { + if ( elem.nodeType === 1 && + ( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) { + return true; + } + } + + return false; + } +} ); + + + + +var rreturn = /\r/g; + +jQuery.fn.extend( { + val: function( value ) { + var hooks, ret, valueIsFunction, + elem = this[ 0 ]; + + if ( !arguments.length ) { + if ( elem ) { + hooks = jQuery.valHooks[ elem.type ] || + jQuery.valHooks[ elem.nodeName.toLowerCase() ]; + + if ( hooks && + "get" in hooks && + ( ret = hooks.get( elem, "value" ) ) !== undefined + ) { + return ret; + } + + ret = elem.value; + + // Handle most common string cases + if ( typeof ret === "string" ) { + return ret.replace( rreturn, "" ); + } + + // Handle cases where value is null/undef or number + return ret == null ? "" : ret; + } + + return; + } + + valueIsFunction = isFunction( value ); + + return this.each( function( i ) { + var val; + + if ( this.nodeType !== 1 ) { + return; + } + + if ( valueIsFunction ) { + val = value.call( this, i, jQuery( this ).val() ); + } else { + val = value; + } + + // Treat null/undefined as ""; convert numbers to string + if ( val == null ) { + val = ""; + + } else if ( typeof val === "number" ) { + val += ""; + + } else if ( Array.isArray( val ) ) { + val = jQuery.map( val, function( value ) { + return value == null ? "" : value + ""; + } ); + } + + hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ]; + + // If set returns undefined, fall back to normal setting + if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) { + this.value = val; + } + } ); + } +} ); + +jQuery.extend( { + valHooks: { + option: { + get: function( elem ) { + + var val = jQuery.find.attr( elem, "value" ); + return val != null ? + val : + + // Support: IE <=10 - 11 only + // option.text throws exceptions (#14686, #14858) + // Strip and collapse whitespace + // https://html.spec.whatwg.org/#strip-and-collapse-whitespace + stripAndCollapse( jQuery.text( elem ) ); + } + }, + select: { + get: function( elem ) { + var value, option, i, + options = elem.options, + index = elem.selectedIndex, + one = elem.type === "select-one", + values = one ? null : [], + max = one ? index + 1 : options.length; + + if ( index < 0 ) { + i = max; + + } else { + i = one ? index : 0; + } + + // Loop through all the selected options + for ( ; i < max; i++ ) { + option = options[ i ]; + + // Support: IE <=9 only + // IE8-9 doesn't update selected after form reset (#2551) + if ( ( option.selected || i === index ) && + + // Don't return options that are disabled or in a disabled optgroup + !option.disabled && + ( !option.parentNode.disabled || + !nodeName( option.parentNode, "optgroup" ) ) ) { + + // Get the specific value for the option + value = jQuery( option ).val(); + + // We don't need an array for one selects + if ( one ) { + return value; + } + + // Multi-Selects return an array + values.push( value ); + } + } + + return values; + }, + + set: function( elem, value ) { + var optionSet, option, + options = elem.options, + values = jQuery.makeArray( value ), + i = options.length; + + while ( i-- ) { + option = options[ i ]; + + /* eslint-disable no-cond-assign */ + + if ( option.selected = + jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1 + ) { + optionSet = true; + } + + /* eslint-enable no-cond-assign */ + } + + // Force browsers to behave consistently when non-matching value is set + if ( !optionSet ) { + elem.selectedIndex = -1; + } + return values; + } + } + } +} ); + +// Radios and checkboxes getter/setter +jQuery.each( [ "radio", "checkbox" ], function() { + jQuery.valHooks[ this ] = { + set: function( elem, value ) { + if ( Array.isArray( value ) ) { + return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 ); + } + } + }; + if ( !support.checkOn ) { + jQuery.valHooks[ this ].get = function( elem ) { + return elem.getAttribute( "value" ) === null ? "on" : elem.value; + }; + } +} ); + + + + +// Return jQuery for attributes-only inclusion + + +support.focusin = "onfocusin" in window; + + +var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/, + stopPropagationCallback = function( e ) { + e.stopPropagation(); + }; + +jQuery.extend( jQuery.event, { + + trigger: function( event, data, elem, onlyHandlers ) { + + var i, cur, tmp, bubbleType, ontype, handle, special, lastElement, + eventPath = [ elem || document ], + type = hasOwn.call( event, "type" ) ? event.type : event, + namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : []; + + cur = lastElement = tmp = elem = elem || document; + + // Don't do events on text and comment nodes + if ( elem.nodeType === 3 || elem.nodeType === 8 ) { + return; + } + + // focus/blur morphs to focusin/out; ensure we're not firing them right now + if ( rfocusMorph.test( type + jQuery.event.triggered ) ) { + return; + } + + if ( type.indexOf( "." ) > -1 ) { + + // Namespaced trigger; create a regexp to match event type in handle() + namespaces = type.split( "." ); + type = namespaces.shift(); + namespaces.sort(); + } + ontype = type.indexOf( ":" ) < 0 && "on" + type; + + // Caller can pass in a jQuery.Event object, Object, or just an event type string + event = event[ jQuery.expando ] ? + event : + new jQuery.Event( type, typeof event === "object" && event ); + + // Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true) + event.isTrigger = onlyHandlers ? 2 : 3; + event.namespace = namespaces.join( "." ); + event.rnamespace = event.namespace ? + new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) : + null; + + // Clean up the event in case it is being reused + event.result = undefined; + if ( !event.target ) { + event.target = elem; + } + + // Clone any incoming data and prepend the event, creating the handler arg list + data = data == null ? + [ event ] : + jQuery.makeArray( data, [ event ] ); + + // Allow special events to draw outside the lines + special = jQuery.event.special[ type ] || {}; + if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) { + return; + } + + // Determine event propagation path in advance, per W3C events spec (#9951) + // Bubble up to document, then to window; watch for a global ownerDocument var (#9724) + if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) { + + bubbleType = special.delegateType || type; + if ( !rfocusMorph.test( bubbleType + type ) ) { + cur = cur.parentNode; + } + for ( ; cur; cur = cur.parentNode ) { + eventPath.push( cur ); + tmp = cur; + } + + // Only add window if we got to document (e.g., not plain obj or detached DOM) + if ( tmp === ( elem.ownerDocument || document ) ) { + eventPath.push( tmp.defaultView || tmp.parentWindow || window ); + } + } + + // Fire handlers on the event path + i = 0; + while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) { + lastElement = cur; + event.type = i > 1 ? + bubbleType : + special.bindType || type; + + // jQuery handler + handle = ( + dataPriv.get( cur, "events" ) || Object.create( null ) + )[ event.type ] && + dataPriv.get( cur, "handle" ); + if ( handle ) { + handle.apply( cur, data ); + } + + // Native handler + handle = ontype && cur[ ontype ]; + if ( handle && handle.apply && acceptData( cur ) ) { + event.result = handle.apply( cur, data ); + if ( event.result === false ) { + event.preventDefault(); + } + } + } + event.type = type; + + // If nobody prevented the default action, do it now + if ( !onlyHandlers && !event.isDefaultPrevented() ) { + + if ( ( !special._default || + special._default.apply( eventPath.pop(), data ) === false ) && + acceptData( elem ) ) { + + // Call a native DOM method on the target with the same name as the event. + // Don't do default actions on window, that's where global variables be (#6170) + if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) { + + // Don't re-trigger an onFOO event when we call its FOO() method + tmp = elem[ ontype ]; + + if ( tmp ) { + elem[ ontype ] = null; + } + + // Prevent re-triggering of the same event, since we already bubbled it above + jQuery.event.triggered = type; + + if ( event.isPropagationStopped() ) { + lastElement.addEventListener( type, stopPropagationCallback ); + } + + elem[ type ](); + + if ( event.isPropagationStopped() ) { + lastElement.removeEventListener( type, stopPropagationCallback ); + } + + jQuery.event.triggered = undefined; + + if ( tmp ) { + elem[ ontype ] = tmp; + } + } + } + } + + return event.result; + }, + + // Piggyback on a donor event to simulate a different one + // Used only for `focus(in | out)` events + simulate: function( type, elem, event ) { + var e = jQuery.extend( + new jQuery.Event(), + event, + { + type: type, + isSimulated: true + } + ); + + jQuery.event.trigger( e, null, elem ); + } + +} ); + +jQuery.fn.extend( { + + trigger: function( type, data ) { + return this.each( function() { + jQuery.event.trigger( type, data, this ); + } ); + }, + triggerHandler: function( type, data ) { + var elem = this[ 0 ]; + if ( elem ) { + return jQuery.event.trigger( type, data, elem, true ); + } + } +} ); + + +// Support: Firefox <=44 +// Firefox doesn't have focus(in | out) events +// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787 +// +// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1 +// focus(in | out) events fire after focus & blur events, +// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order +// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857 +if ( !support.focusin ) { + jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) { + + // Attach a single capturing handler on the document while someone wants focusin/focusout + var handler = function( event ) { + jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) ); + }; + + jQuery.event.special[ fix ] = { + setup: function() { + + // Handle: regular nodes (via `this.ownerDocument`), window + // (via `this.document`) & document (via `this`). + var doc = this.ownerDocument || this.document || this, + attaches = dataPriv.access( doc, fix ); + + if ( !attaches ) { + doc.addEventListener( orig, handler, true ); + } + dataPriv.access( doc, fix, ( attaches || 0 ) + 1 ); + }, + teardown: function() { + var doc = this.ownerDocument || this.document || this, + attaches = dataPriv.access( doc, fix ) - 1; + + if ( !attaches ) { + doc.removeEventListener( orig, handler, true ); + dataPriv.remove( doc, fix ); + + } else { + dataPriv.access( doc, fix, attaches ); + } + } + }; + } ); +} +var location = window.location; + +var nonce = { guid: Date.now() }; + +var rquery = ( /\?/ ); + + + +// Cross-browser xml parsing +jQuery.parseXML = function( data ) { + var xml; + if ( !data || typeof data !== "string" ) { + return null; + } + + // Support: IE 9 - 11 only + // IE throws on parseFromString with invalid input. + try { + xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" ); + } catch ( e ) { + xml = undefined; + } + + if ( !xml || xml.getElementsByTagName( "parsererror" ).length ) { + jQuery.error( "Invalid XML: " + data ); + } + return xml; +}; + + +var + rbracket = /\[\]$/, + rCRLF = /\r?\n/g, + rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i, + rsubmittable = /^(?:input|select|textarea|keygen)/i; + +function buildParams( prefix, obj, traditional, add ) { + var name; + + if ( Array.isArray( obj ) ) { + + // Serialize array item. + jQuery.each( obj, function( i, v ) { + if ( traditional || rbracket.test( prefix ) ) { + + // Treat each array item as a scalar. + add( prefix, v ); + + } else { + + // Item is non-scalar (array or object), encode its numeric index. + buildParams( + prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]", + v, + traditional, + add + ); + } + } ); + + } else if ( !traditional && toType( obj ) === "object" ) { + + // Serialize object item. + for ( name in obj ) { + buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add ); + } + + } else { + + // Serialize scalar item. + add( prefix, obj ); + } +} + +// Serialize an array of form elements or a set of +// key/values into a query string +jQuery.param = function( a, traditional ) { + var prefix, + s = [], + add = function( key, valueOrFunction ) { + + // If value is a function, invoke it and use its return value + var value = isFunction( valueOrFunction ) ? + valueOrFunction() : + valueOrFunction; + + s[ s.length ] = encodeURIComponent( key ) + "=" + + encodeURIComponent( value == null ? "" : value ); + }; + + if ( a == null ) { + return ""; + } + + // If an array was passed in, assume that it is an array of form elements. + if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) { + + // Serialize the form elements + jQuery.each( a, function() { + add( this.name, this.value ); + } ); + + } else { + + // If traditional, encode the "old" way (the way 1.3.2 or older + // did it), otherwise encode params recursively. + for ( prefix in a ) { + buildParams( prefix, a[ prefix ], traditional, add ); + } + } + + // Return the resulting serialization + return s.join( "&" ); +}; + +jQuery.fn.extend( { + serialize: function() { + return jQuery.param( this.serializeArray() ); + }, + serializeArray: function() { + return this.map( function() { + + // Can add propHook for "elements" to filter or add form elements + var elements = jQuery.prop( this, "elements" ); + return elements ? jQuery.makeArray( elements ) : this; + } ) + .filter( function() { + var type = this.type; + + // Use .is( ":disabled" ) so that fieldset[disabled] works + return this.name && !jQuery( this ).is( ":disabled" ) && + rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) && + ( this.checked || !rcheckableType.test( type ) ); + } ) + .map( function( _i, elem ) { + var val = jQuery( this ).val(); + + if ( val == null ) { + return null; + } + + if ( Array.isArray( val ) ) { + return jQuery.map( val, function( val ) { + return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; + } ); + } + + return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; + } ).get(); + } +} ); + + +var + r20 = /%20/g, + rhash = /#.*$/, + rantiCache = /([?&])_=[^&]*/, + rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg, + + // #7653, #8125, #8152: local protocol detection + rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/, + rnoContent = /^(?:GET|HEAD)$/, + rprotocol = /^\/\//, + + /* Prefilters + * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example) + * 2) These are called: + * - BEFORE asking for a transport + * - AFTER param serialization (s.data is a string if s.processData is true) + * 3) key is the dataType + * 4) the catchall symbol "*" can be used + * 5) execution will start with transport dataType and THEN continue down to "*" if needed + */ + prefilters = {}, + + /* Transports bindings + * 1) key is the dataType + * 2) the catchall symbol "*" can be used + * 3) selection will start with transport dataType and THEN go to "*" if needed + */ + transports = {}, + + // Avoid comment-prolog char sequence (#10098); must appease lint and evade compression + allTypes = "*/".concat( "*" ), + + // Anchor tag for parsing the document origin + originAnchor = document.createElement( "a" ); + originAnchor.href = location.href; + +// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport +function addToPrefiltersOrTransports( structure ) { + + // dataTypeExpression is optional and defaults to "*" + return function( dataTypeExpression, func ) { + + if ( typeof dataTypeExpression !== "string" ) { + func = dataTypeExpression; + dataTypeExpression = "*"; + } + + var dataType, + i = 0, + dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || []; + + if ( isFunction( func ) ) { + + // For each dataType in the dataTypeExpression + while ( ( dataType = dataTypes[ i++ ] ) ) { + + // Prepend if requested + if ( dataType[ 0 ] === "+" ) { + dataType = dataType.slice( 1 ) || "*"; + ( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func ); + + // Otherwise append + } else { + ( structure[ dataType ] = structure[ dataType ] || [] ).push( func ); + } + } + } + }; +} + +// Base inspection function for prefilters and transports +function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) { + + var inspected = {}, + seekingTransport = ( structure === transports ); + + function inspect( dataType ) { + var selected; + inspected[ dataType ] = true; + jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) { + var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR ); + if ( typeof dataTypeOrTransport === "string" && + !seekingTransport && !inspected[ dataTypeOrTransport ] ) { + + options.dataTypes.unshift( dataTypeOrTransport ); + inspect( dataTypeOrTransport ); + return false; + } else if ( seekingTransport ) { + return !( selected = dataTypeOrTransport ); + } + } ); + return selected; + } + + return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" ); +} + +// A special extend for ajax options +// that takes "flat" options (not to be deep extended) +// Fixes #9887 +function ajaxExtend( target, src ) { + var key, deep, + flatOptions = jQuery.ajaxSettings.flatOptions || {}; + + for ( key in src ) { + if ( src[ key ] !== undefined ) { + ( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ]; + } + } + if ( deep ) { + jQuery.extend( true, target, deep ); + } + + return target; +} + +/* Handles responses to an ajax request: + * - finds the right dataType (mediates between content-type and expected dataType) + * - returns the corresponding response + */ +function ajaxHandleResponses( s, jqXHR, responses ) { + + var ct, type, finalDataType, firstDataType, + contents = s.contents, + dataTypes = s.dataTypes; + + // Remove auto dataType and get content-type in the process + while ( dataTypes[ 0 ] === "*" ) { + dataTypes.shift(); + if ( ct === undefined ) { + ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" ); + } + } + + // Check if we're dealing with a known content-type + if ( ct ) { + for ( type in contents ) { + if ( contents[ type ] && contents[ type ].test( ct ) ) { + dataTypes.unshift( type ); + break; + } + } + } + + // Check to see if we have a response for the expected dataType + if ( dataTypes[ 0 ] in responses ) { + finalDataType = dataTypes[ 0 ]; + } else { + + // Try convertible dataTypes + for ( type in responses ) { + if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) { + finalDataType = type; + break; + } + if ( !firstDataType ) { + firstDataType = type; + } + } + + // Or just use first one + finalDataType = finalDataType || firstDataType; + } + + // If we found a dataType + // We add the dataType to the list if needed + // and return the corresponding response + if ( finalDataType ) { + if ( finalDataType !== dataTypes[ 0 ] ) { + dataTypes.unshift( finalDataType ); + } + return responses[ finalDataType ]; + } +} + +/* Chain conversions given the request and the original response + * Also sets the responseXXX fields on the jqXHR instance + */ +function ajaxConvert( s, response, jqXHR, isSuccess ) { + var conv2, current, conv, tmp, prev, + converters = {}, + + // Work with a copy of dataTypes in case we need to modify it for conversion + dataTypes = s.dataTypes.slice(); + + // Create converters map with lowercased keys + if ( dataTypes[ 1 ] ) { + for ( conv in s.converters ) { + converters[ conv.toLowerCase() ] = s.converters[ conv ]; + } + } + + current = dataTypes.shift(); + + // Convert to each sequential dataType + while ( current ) { + + if ( s.responseFields[ current ] ) { + jqXHR[ s.responseFields[ current ] ] = response; + } + + // Apply the dataFilter if provided + if ( !prev && isSuccess && s.dataFilter ) { + response = s.dataFilter( response, s.dataType ); + } + + prev = current; + current = dataTypes.shift(); + + if ( current ) { + + // There's only work to do if current dataType is non-auto + if ( current === "*" ) { + + current = prev; + + // Convert response if prev dataType is non-auto and differs from current + } else if ( prev !== "*" && prev !== current ) { + + // Seek a direct converter + conv = converters[ prev + " " + current ] || converters[ "* " + current ]; + + // If none found, seek a pair + if ( !conv ) { + for ( conv2 in converters ) { + + // If conv2 outputs current + tmp = conv2.split( " " ); + if ( tmp[ 1 ] === current ) { + + // If prev can be converted to accepted input + conv = converters[ prev + " " + tmp[ 0 ] ] || + converters[ "* " + tmp[ 0 ] ]; + if ( conv ) { + + // Condense equivalence converters + if ( conv === true ) { + conv = converters[ conv2 ]; + + // Otherwise, insert the intermediate dataType + } else if ( converters[ conv2 ] !== true ) { + current = tmp[ 0 ]; + dataTypes.unshift( tmp[ 1 ] ); + } + break; + } + } + } + } + + // Apply converter (if not an equivalence) + if ( conv !== true ) { + + // Unless errors are allowed to bubble, catch and return them + if ( conv && s.throws ) { + response = conv( response ); + } else { + try { + response = conv( response ); + } catch ( e ) { + return { + state: "parsererror", + error: conv ? e : "No conversion from " + prev + " to " + current + }; + } + } + } + } + } + } + + return { state: "success", data: response }; +} + +jQuery.extend( { + + // Counter for holding the number of active queries + active: 0, + + // Last-Modified header cache for next request + lastModified: {}, + etag: {}, + + ajaxSettings: { + url: location.href, + type: "GET", + isLocal: rlocalProtocol.test( location.protocol ), + global: true, + processData: true, + async: true, + contentType: "application/x-www-form-urlencoded; charset=UTF-8", + + /* + timeout: 0, + data: null, + dataType: null, + username: null, + password: null, + cache: null, + throws: false, + traditional: false, + headers: {}, + */ + + accepts: { + "*": allTypes, + text: "text/plain", + html: "text/html", + xml: "application/xml, text/xml", + json: "application/json, text/javascript" + }, + + contents: { + xml: /\bxml\b/, + html: /\bhtml/, + json: /\bjson\b/ + }, + + responseFields: { + xml: "responseXML", + text: "responseText", + json: "responseJSON" + }, + + // Data converters + // Keys separate source (or catchall "*") and destination types with a single space + converters: { + + // Convert anything to text + "* text": String, + + // Text to html (true = no transformation) + "text html": true, + + // Evaluate text as a json expression + "text json": JSON.parse, + + // Parse text as xml + "text xml": jQuery.parseXML + }, + + // For options that shouldn't be deep extended: + // you can add your own custom options here if + // and when you create one that shouldn't be + // deep extended (see ajaxExtend) + flatOptions: { + url: true, + context: true + } + }, + + // Creates a full fledged settings object into target + // with both ajaxSettings and settings fields. + // If target is omitted, writes into ajaxSettings. + ajaxSetup: function( target, settings ) { + return settings ? + + // Building a settings object + ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) : + + // Extending ajaxSettings + ajaxExtend( jQuery.ajaxSettings, target ); + }, + + ajaxPrefilter: addToPrefiltersOrTransports( prefilters ), + ajaxTransport: addToPrefiltersOrTransports( transports ), + + // Main method + ajax: function( url, options ) { + + // If url is an object, simulate pre-1.5 signature + if ( typeof url === "object" ) { + options = url; + url = undefined; + } + + // Force options to be an object + options = options || {}; + + var transport, + + // URL without anti-cache param + cacheURL, + + // Response headers + responseHeadersString, + responseHeaders, + + // timeout handle + timeoutTimer, + + // Url cleanup var + urlAnchor, + + // Request state (becomes false upon send and true upon completion) + completed, + + // To know if global events are to be dispatched + fireGlobals, + + // Loop variable + i, + + // uncached part of the url + uncached, + + // Create the final options object + s = jQuery.ajaxSetup( {}, options ), + + // Callbacks context + callbackContext = s.context || s, + + // Context for global events is callbackContext if it is a DOM node or jQuery collection + globalEventContext = s.context && + ( callbackContext.nodeType || callbackContext.jquery ) ? + jQuery( callbackContext ) : + jQuery.event, + + // Deferreds + deferred = jQuery.Deferred(), + completeDeferred = jQuery.Callbacks( "once memory" ), + + // Status-dependent callbacks + statusCode = s.statusCode || {}, + + // Headers (they are sent all at once) + requestHeaders = {}, + requestHeadersNames = {}, + + // Default abort message + strAbort = "canceled", + + // Fake xhr + jqXHR = { + readyState: 0, + + // Builds headers hashtable if needed + getResponseHeader: function( key ) { + var match; + if ( completed ) { + if ( !responseHeaders ) { + responseHeaders = {}; + while ( ( match = rheaders.exec( responseHeadersString ) ) ) { + responseHeaders[ match[ 1 ].toLowerCase() + " " ] = + ( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] ) + .concat( match[ 2 ] ); + } + } + match = responseHeaders[ key.toLowerCase() + " " ]; + } + return match == null ? null : match.join( ", " ); + }, + + // Raw string + getAllResponseHeaders: function() { + return completed ? responseHeadersString : null; + }, + + // Caches the header + setRequestHeader: function( name, value ) { + if ( completed == null ) { + name = requestHeadersNames[ name.toLowerCase() ] = + requestHeadersNames[ name.toLowerCase() ] || name; + requestHeaders[ name ] = value; + } + return this; + }, + + // Overrides response content-type header + overrideMimeType: function( type ) { + if ( completed == null ) { + s.mimeType = type; + } + return this; + }, + + // Status-dependent callbacks + statusCode: function( map ) { + var code; + if ( map ) { + if ( completed ) { + + // Execute the appropriate callbacks + jqXHR.always( map[ jqXHR.status ] ); + } else { + + // Lazy-add the new callbacks in a way that preserves old ones + for ( code in map ) { + statusCode[ code ] = [ statusCode[ code ], map[ code ] ]; + } + } + } + return this; + }, + + // Cancel the request + abort: function( statusText ) { + var finalText = statusText || strAbort; + if ( transport ) { + transport.abort( finalText ); + } + done( 0, finalText ); + return this; + } + }; + + // Attach deferreds + deferred.promise( jqXHR ); + + // Add protocol if not provided (prefilters might expect it) + // Handle falsy url in the settings object (#10093: consistency with old signature) + // We also use the url parameter if available + s.url = ( ( url || s.url || location.href ) + "" ) + .replace( rprotocol, location.protocol + "//" ); + + // Alias method option to type as per ticket #12004 + s.type = options.method || options.type || s.method || s.type; + + // Extract dataTypes list + s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ]; + + // A cross-domain request is in order when the origin doesn't match the current origin. + if ( s.crossDomain == null ) { + urlAnchor = document.createElement( "a" ); + + // Support: IE <=8 - 11, Edge 12 - 15 + // IE throws exception on accessing the href property if url is malformed, + // e.g. http://example.com:80x/ + try { + urlAnchor.href = s.url; + + // Support: IE <=8 - 11 only + // Anchor's host property isn't correctly set when s.url is relative + urlAnchor.href = urlAnchor.href; + s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !== + urlAnchor.protocol + "//" + urlAnchor.host; + } catch ( e ) { + + // If there is an error parsing the URL, assume it is crossDomain, + // it can be rejected by the transport if it is invalid + s.crossDomain = true; + } + } + + // Convert data if not already a string + if ( s.data && s.processData && typeof s.data !== "string" ) { + s.data = jQuery.param( s.data, s.traditional ); + } + + // Apply prefilters + inspectPrefiltersOrTransports( prefilters, s, options, jqXHR ); + + // If request was aborted inside a prefilter, stop there + if ( completed ) { + return jqXHR; + } + + // We can fire global events as of now if asked to + // Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118) + fireGlobals = jQuery.event && s.global; + + // Watch for a new set of requests + if ( fireGlobals && jQuery.active++ === 0 ) { + jQuery.event.trigger( "ajaxStart" ); + } + + // Uppercase the type + s.type = s.type.toUpperCase(); + + // Determine if request has content + s.hasContent = !rnoContent.test( s.type ); + + // Save the URL in case we're toying with the If-Modified-Since + // and/or If-None-Match header later on + // Remove hash to simplify url manipulation + cacheURL = s.url.replace( rhash, "" ); + + // More options handling for requests with no content + if ( !s.hasContent ) { + + // Remember the hash so we can put it back + uncached = s.url.slice( cacheURL.length ); + + // If data is available and should be processed, append data to url + if ( s.data && ( s.processData || typeof s.data === "string" ) ) { + cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data; + + // #9682: remove data so that it's not used in an eventual retry + delete s.data; + } + + // Add or update anti-cache param if needed + if ( s.cache === false ) { + cacheURL = cacheURL.replace( rantiCache, "$1" ); + uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) + + uncached; + } + + // Put hash and anti-cache on the URL that will be requested (gh-1732) + s.url = cacheURL + uncached; + + // Change '%20' to '+' if this is encoded form body content (gh-2658) + } else if ( s.data && s.processData && + ( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) { + s.data = s.data.replace( r20, "+" ); + } + + // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. + if ( s.ifModified ) { + if ( jQuery.lastModified[ cacheURL ] ) { + jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] ); + } + if ( jQuery.etag[ cacheURL ] ) { + jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] ); + } + } + + // Set the correct header, if data is being sent + if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) { + jqXHR.setRequestHeader( "Content-Type", s.contentType ); + } + + // Set the Accepts header for the server, depending on the dataType + jqXHR.setRequestHeader( + "Accept", + s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ? + s.accepts[ s.dataTypes[ 0 ] ] + + ( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) : + s.accepts[ "*" ] + ); + + // Check for headers option + for ( i in s.headers ) { + jqXHR.setRequestHeader( i, s.headers[ i ] ); + } + + // Allow custom headers/mimetypes and early abort + if ( s.beforeSend && + ( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) { + + // Abort if not done already and return + return jqXHR.abort(); + } + + // Aborting is no longer a cancellation + strAbort = "abort"; + + // Install callbacks on deferreds + completeDeferred.add( s.complete ); + jqXHR.done( s.success ); + jqXHR.fail( s.error ); + + // Get transport + transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR ); + + // If no transport, we auto-abort + if ( !transport ) { + done( -1, "No Transport" ); + } else { + jqXHR.readyState = 1; + + // Send global event + if ( fireGlobals ) { + globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] ); + } + + // If request was aborted inside ajaxSend, stop there + if ( completed ) { + return jqXHR; + } + + // Timeout + if ( s.async && s.timeout > 0 ) { + timeoutTimer = window.setTimeout( function() { + jqXHR.abort( "timeout" ); + }, s.timeout ); + } + + try { + completed = false; + transport.send( requestHeaders, done ); + } catch ( e ) { + + // Rethrow post-completion exceptions + if ( completed ) { + throw e; + } + + // Propagate others as results + done( -1, e ); + } + } + + // Callback for when everything is done + function done( status, nativeStatusText, responses, headers ) { + var isSuccess, success, error, response, modified, + statusText = nativeStatusText; + + // Ignore repeat invocations + if ( completed ) { + return; + } + + completed = true; + + // Clear timeout if it exists + if ( timeoutTimer ) { + window.clearTimeout( timeoutTimer ); + } + + // Dereference transport for early garbage collection + // (no matter how long the jqXHR object will be used) + transport = undefined; + + // Cache response headers + responseHeadersString = headers || ""; + + // Set readyState + jqXHR.readyState = status > 0 ? 4 : 0; + + // Determine if successful + isSuccess = status >= 200 && status < 300 || status === 304; + + // Get response data + if ( responses ) { + response = ajaxHandleResponses( s, jqXHR, responses ); + } + + // Use a noop converter for missing script + if ( !isSuccess && jQuery.inArray( "script", s.dataTypes ) > -1 ) { + s.converters[ "text script" ] = function() {}; + } + + // Convert no matter what (that way responseXXX fields are always set) + response = ajaxConvert( s, response, jqXHR, isSuccess ); + + // If successful, handle type chaining + if ( isSuccess ) { + + // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. + if ( s.ifModified ) { + modified = jqXHR.getResponseHeader( "Last-Modified" ); + if ( modified ) { + jQuery.lastModified[ cacheURL ] = modified; + } + modified = jqXHR.getResponseHeader( "etag" ); + if ( modified ) { + jQuery.etag[ cacheURL ] = modified; + } + } + + // if no content + if ( status === 204 || s.type === "HEAD" ) { + statusText = "nocontent"; + + // if not modified + } else if ( status === 304 ) { + statusText = "notmodified"; + + // If we have data, let's convert it + } else { + statusText = response.state; + success = response.data; + error = response.error; + isSuccess = !error; + } + } else { + + // Extract error from statusText and normalize for non-aborts + error = statusText; + if ( status || !statusText ) { + statusText = "error"; + if ( status < 0 ) { + status = 0; + } + } + } + + // Set data for the fake xhr object + jqXHR.status = status; + jqXHR.statusText = ( nativeStatusText || statusText ) + ""; + + // Success/Error + if ( isSuccess ) { + deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] ); + } else { + deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] ); + } + + // Status-dependent callbacks + jqXHR.statusCode( statusCode ); + statusCode = undefined; + + if ( fireGlobals ) { + globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError", + [ jqXHR, s, isSuccess ? success : error ] ); + } + + // Complete + completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] ); + + if ( fireGlobals ) { + globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] ); + + // Handle the global AJAX counter + if ( !( --jQuery.active ) ) { + jQuery.event.trigger( "ajaxStop" ); + } + } + } + + return jqXHR; + }, + + getJSON: function( url, data, callback ) { + return jQuery.get( url, data, callback, "json" ); + }, + + getScript: function( url, callback ) { + return jQuery.get( url, undefined, callback, "script" ); + } +} ); + +jQuery.each( [ "get", "post" ], function( _i, method ) { + jQuery[ method ] = function( url, data, callback, type ) { + + // Shift arguments if data argument was omitted + if ( isFunction( data ) ) { + type = type || callback; + callback = data; + data = undefined; + } + + // The url can be an options object (which then must have .url) + return jQuery.ajax( jQuery.extend( { + url: url, + type: method, + dataType: type, + data: data, + success: callback + }, jQuery.isPlainObject( url ) && url ) ); + }; +} ); + +jQuery.ajaxPrefilter( function( s ) { + var i; + for ( i in s.headers ) { + if ( i.toLowerCase() === "content-type" ) { + s.contentType = s.headers[ i ] || ""; + } + } +} ); + + +jQuery._evalUrl = function( url, options, doc ) { + return jQuery.ajax( { + url: url, + + // Make this explicit, since user can override this through ajaxSetup (#11264) + type: "GET", + dataType: "script", + cache: true, + async: false, + global: false, + + // Only evaluate the response if it is successful (gh-4126) + // dataFilter is not invoked for failure responses, so using it instead + // of the default converter is kludgy but it works. + converters: { + "text script": function() {} + }, + dataFilter: function( response ) { + jQuery.globalEval( response, options, doc ); + } + } ); +}; + + +jQuery.fn.extend( { + wrapAll: function( html ) { + var wrap; + + if ( this[ 0 ] ) { + if ( isFunction( html ) ) { + html = html.call( this[ 0 ] ); + } + + // The elements to wrap the target around + wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true ); + + if ( this[ 0 ].parentNode ) { + wrap.insertBefore( this[ 0 ] ); + } + + wrap.map( function() { + var elem = this; + + while ( elem.firstElementChild ) { + elem = elem.firstElementChild; + } + + return elem; + } ).append( this ); + } + + return this; + }, + + wrapInner: function( html ) { + if ( isFunction( html ) ) { + return this.each( function( i ) { + jQuery( this ).wrapInner( html.call( this, i ) ); + } ); + } + + return this.each( function() { + var self = jQuery( this ), + contents = self.contents(); + + if ( contents.length ) { + contents.wrapAll( html ); + + } else { + self.append( html ); + } + } ); + }, + + wrap: function( html ) { + var htmlIsFunction = isFunction( html ); + + return this.each( function( i ) { + jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html ); + } ); + }, + + unwrap: function( selector ) { + this.parent( selector ).not( "body" ).each( function() { + jQuery( this ).replaceWith( this.childNodes ); + } ); + return this; + } +} ); + + +jQuery.expr.pseudos.hidden = function( elem ) { + return !jQuery.expr.pseudos.visible( elem ); +}; +jQuery.expr.pseudos.visible = function( elem ) { + return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length ); +}; + + + + +jQuery.ajaxSettings.xhr = function() { + try { + return new window.XMLHttpRequest(); + } catch ( e ) {} +}; + +var xhrSuccessStatus = { + + // File protocol always yields status code 0, assume 200 + 0: 200, + + // Support: IE <=9 only + // #1450: sometimes IE returns 1223 when it should be 204 + 1223: 204 + }, + xhrSupported = jQuery.ajaxSettings.xhr(); + +support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported ); +support.ajax = xhrSupported = !!xhrSupported; + +jQuery.ajaxTransport( function( options ) { + var callback, errorCallback; + + // Cross domain only allowed if supported through XMLHttpRequest + if ( support.cors || xhrSupported && !options.crossDomain ) { + return { + send: function( headers, complete ) { + var i, + xhr = options.xhr(); + + xhr.open( + options.type, + options.url, + options.async, + options.username, + options.password + ); + + // Apply custom fields if provided + if ( options.xhrFields ) { + for ( i in options.xhrFields ) { + xhr[ i ] = options.xhrFields[ i ]; + } + } + + // Override mime type if needed + if ( options.mimeType && xhr.overrideMimeType ) { + xhr.overrideMimeType( options.mimeType ); + } + + // X-Requested-With header + // For cross-domain requests, seeing as conditions for a preflight are + // akin to a jigsaw puzzle, we simply never set it to be sure. + // (it can always be set on a per-request basis or even using ajaxSetup) + // For same-domain requests, won't change header if already provided. + if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) { + headers[ "X-Requested-With" ] = "XMLHttpRequest"; + } + + // Set headers + for ( i in headers ) { + xhr.setRequestHeader( i, headers[ i ] ); + } + + // Callback + callback = function( type ) { + return function() { + if ( callback ) { + callback = errorCallback = xhr.onload = + xhr.onerror = xhr.onabort = xhr.ontimeout = + xhr.onreadystatechange = null; + + if ( type === "abort" ) { + xhr.abort(); + } else if ( type === "error" ) { + + // Support: IE <=9 only + // On a manual native abort, IE9 throws + // errors on any property access that is not readyState + if ( typeof xhr.status !== "number" ) { + complete( 0, "error" ); + } else { + complete( + + // File: protocol always yields status 0; see #8605, #14207 + xhr.status, + xhr.statusText + ); + } + } else { + complete( + xhrSuccessStatus[ xhr.status ] || xhr.status, + xhr.statusText, + + // Support: IE <=9 only + // IE9 has no XHR2 but throws on binary (trac-11426) + // For XHR2 non-text, let the caller handle it (gh-2498) + ( xhr.responseType || "text" ) !== "text" || + typeof xhr.responseText !== "string" ? + { binary: xhr.response } : + { text: xhr.responseText }, + xhr.getAllResponseHeaders() + ); + } + } + }; + }; + + // Listen to events + xhr.onload = callback(); + errorCallback = xhr.onerror = xhr.ontimeout = callback( "error" ); + + // Support: IE 9 only + // Use onreadystatechange to replace onabort + // to handle uncaught aborts + if ( xhr.onabort !== undefined ) { + xhr.onabort = errorCallback; + } else { + xhr.onreadystatechange = function() { + + // Check readyState before timeout as it changes + if ( xhr.readyState === 4 ) { + + // Allow onerror to be called first, + // but that will not handle a native abort + // Also, save errorCallback to a variable + // as xhr.onerror cannot be accessed + window.setTimeout( function() { + if ( callback ) { + errorCallback(); + } + } ); + } + }; + } + + // Create the abort callback + callback = callback( "abort" ); + + try { + + // Do send the request (this may raise an exception) + xhr.send( options.hasContent && options.data || null ); + } catch ( e ) { + + // #14683: Only rethrow if this hasn't been notified as an error yet + if ( callback ) { + throw e; + } + } + }, + + abort: function() { + if ( callback ) { + callback(); + } + } + }; + } +} ); + + + + +// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432) +jQuery.ajaxPrefilter( function( s ) { + if ( s.crossDomain ) { + s.contents.script = false; + } +} ); + +// Install script dataType +jQuery.ajaxSetup( { + accepts: { + script: "text/javascript, application/javascript, " + + "application/ecmascript, application/x-ecmascript" + }, + contents: { + script: /\b(?:java|ecma)script\b/ + }, + converters: { + "text script": function( text ) { + jQuery.globalEval( text ); + return text; + } + } +} ); + +// Handle cache's special case and crossDomain +jQuery.ajaxPrefilter( "script", function( s ) { + if ( s.cache === undefined ) { + s.cache = false; + } + if ( s.crossDomain ) { + s.type = "GET"; + } +} ); + +// Bind script tag hack transport +jQuery.ajaxTransport( "script", function( s ) { + + // This transport only deals with cross domain or forced-by-attrs requests + if ( s.crossDomain || s.scriptAttrs ) { + var script, callback; + return { + send: function( _, complete ) { + script = jQuery( " + + + + + + + + + +
      +
      +

      Building from source

      +
      + +
      + +
      + +
      +

      Building from source

      +

      Please also see Installation for information about pre-built executables.

      +
      +

      Miller license

      +

      Two-clause BSD license https://github.com/johnkerl/miller/blob/master/LICENSE.txt.

      +
      +
      +

      From release tarball

      +
        +

      • Obtain mlr-i.j.k.tar.gz from https://github.com/johnkerl/miller/tags, replacing i.j.k with the desired release, e.g. 6.1.0.

        • +

      • tar zxvf mlr-i.j.k.tar.gz

        • +

      • cd mlr-i.j.k

        • +

      • cd go

        • +

      • ./build creates the go/mlr executable and runs regression tests

        • +

      • go build mlr.go creates the go/mlr executable without running regression tests

        • +
      +
      +
      +

      From git clone

      +
        +

      • git clone https://github.com/johnkerl/miller

        • +

      • cd miller/go

        • +

      • ./build creates the go/mlr executable and runs regression tests

        • +

      • go build mlr.go creates the go/mlr executable without running regression tests

        • +
      +
      +
      +

      In case of problems

      +

      If you have any build errors, feel free to open an issue with “New Issue” at https://github.com/johnkerl/miller/issues.

      +
      +
      +

      Dependencies

      +
      +

      Required external dependencies

      +

      These are necessary to produce the mlr executable.

      +
        +

      • Go version 1.16 or higher

        • +

      • Others packaged within go.mod and go.sum which you don’t need to deal with manually – the Go build process handles them for us

        • +
      +
      +
      +

      Optional external dependencies

      +

      This documentation pageset is built using Sphinx. Please see https://github.com/johnkerl/miller/blob/main/docs6/README.md for details.

      +
      +
      +
      +

      Creating a new release: for developers

      +

      At present I’m the primary developer so this is just my checklist for making new releases.

      +

      In this example I am using version 6.1.0 to 6.2.0; of course that will change for subsequent revisions.

      +
        +

      • Update version found in mlr --version and man mlr:

        +
          +

        • Edit go/src/version/version.go from 6.1.0-dev to 6.2.0.

          • +

        • Likewise docs6/conf.py

          • +

        • cd ../docs6

          • +

        • export PATH=../go:$PATH

          • +

        • make html

          • +

        • The ordering is important: the first build creates mlr; the second runs mlr to create manpage.txt; the third includes manpage.txt into one of its outputs.

          • +

        • Commit and push.

          • +
        +
        • +

      • Create the release tarball and SRPM:

        +
          +

        • TBD for the Go port …

          • +

        • Linux/MacOS/Windows binaries from GitHub Actions …

          • +

        • Pull back release tarball mlr-6.2.0.tar.gz from buildbox, and mlr.{arch} binaries from whatever buildboxes.

          • +
        +
        • +

      • Create the Github release tag:

        +
          +

        • Don’t forget the v in v6.2.0

          • +

        • Write the release notes

          • +

        • Attach the release tarball and binaries. Double-check assets were successfully uploaded.

          • +

        • Publish the release

          • +
        +
        • +

      • Check the release-specific docs:

        + +
        • +

      • Notify:

        + +
        • +
      +
      git remote add upstream https://github.com/Homebrew/homebrew-core # one-time setup only
+git fetch upstream
+git rebase upstream/master
+git checkout -b miller-6.1.0
+shasum -a 256 /path/to/mlr-6.1.0.tar.gz
+edit Formula/miller.rb
+# Test the URL from the line like
+#   url "https://github.com/johnkerl/miller/releases/download/v6.1.0/mlr-6.1.0.tar.gz"
+# in a browser for typos
+# A '@BrewTestBot Test this please' comment within the homebrew-core pull request will restart the homebrew travis build
+git add Formula/miller.rb
+git commit -m 'miller 6.1.0'
+git push -u origin miller-6.1.0
+(submit the pull request)
+
      +
      +
        +

      • Afterwork:

        +
          +

        • Edit go/src/version/version.go and docs6/conf.py to change version from 6.2.0 to 6.2.0-dev.

          • +

        • cd go

          • +

        • ./build

          • +

        • Commit and push.

          • +
        +
        • +
      +
      +
      +

      Misc. development notes

      +

      I use terminal width 120 and tabwidth 4.

      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/circle.csv b/docs6b/docs/_build/html/circle.csv new file mode 100644 index 000000000..193105dfc --- /dev/null +++ b/docs6b/docs/_build/html/circle.csv @@ -0,0 +1,4 @@ +color,shape,flag,index,quantity,rate +red,circle,true,16,13.8103,2.9010 +yellow,circle,true,73,63.9785,4.2370 +yellow,circle,true,87,63.5058,8.3350 diff --git a/docs6b/docs/_build/html/commas.csv b/docs6b/docs/_build/html/commas.csv new file mode 100644 index 000000000..ad81fc39f --- /dev/null +++ b/docs6b/docs/_build/html/commas.csv @@ -0,0 +1,3 @@ +Name,Role +"Xiao, Lin",administrator +"Khavari, Darius",tester diff --git a/docs6b/docs/_build/html/community.html b/docs6b/docs/_build/html/community.html new file mode 100644 index 000000000..bad66af92 --- /dev/null +++ b/docs6b/docs/_build/html/community.html @@ -0,0 +1,58 @@ + + + + + + + + Community — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Community

      +
      + +
      +
      + +
      +

      Community

      + +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/contact.html b/docs6b/docs/_build/html/contact.html new file mode 100644 index 000000000..084115fa2 --- /dev/null +++ b/docs6b/docs/_build/html/contact.html @@ -0,0 +1,107 @@ + + + + + + + + Contact — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      Contact

      +

      Bug reports, feature requests, etc.: https://github.com/johnkerl/miller/issues

      +

      For issues involving this documentation site please also use https://github.com/johnkerl/miller/issues

      +

      Other correspondence: mailto:kerl.john.r+miller@gmail.com

      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/contributing.html b/docs6b/docs/_build/html/contributing.html new file mode 100644 index 000000000..b426076d9 --- /dev/null +++ b/docs6b/docs/_build/html/contributing.html @@ -0,0 +1,95 @@ + + + + + + + + How to contribute — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      How to contribute

      +
      + +
      + +
      + +
      +

      How to contribute

      +
      +

      Community

      +

      You can ask questions – or answer them! – following the links at Community.

      +
      +
      +

      Documentation improvements

      +

      Pre-release Miller documentation is at https://github.com/johnkerl/miller/tree/main/docs6.

      +

      Clone https://github.com/johnkerl/miller and cd into docs6.

      +

      After sudo pip install sphinx (or pip3) you should be able to do make html.

      +

      Edit *.rst.in files, then make html to generate *.rst, then run the Sphinx document-generator.

      +

      Open _build/html/index.html in your browser, e.g. file:////Users/yourname/git/miller/docs6/_build/html/contributing.html, to verify.

      +

      PRs are welcome at https://github.com/johnkerl/miller.

      +

      Once PRs are merged, readthedocs creates https://miller.readthedocs.io using the following configs:

      + +
      +
      +

      Testing

      +

      As of Miller-6’s current pre-release status, the best way to test is to either build from source via Building from source, or by getting a recent binary at https://github.com/johnkerl/miller/actions, then click latest build, then Artifacts. Then simply use Miller for whatever you do, and create an issue at https://github.com/johnkerl/miller/issues.

      +

      Do note that as of 2021-06-17 a few things have not been ported to Miller 6 – most notably, including regex captures and localtime DSL functions.

      +
      + +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/cookbook.html b/docs6b/docs/_build/html/cookbook.html new file mode 100644 index 000000000..853942e98 --- /dev/null +++ b/docs6b/docs/_build/html/cookbook.html @@ -0,0 +1,227 @@ + + + + + + + + Cookbook part 1: common patterns — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Cookbook part 1: common patterns

      +
      + +
      + +
      + +
      +

      Cookbook part 1: common patterns

      +
      +

      Showing differences between successive queries

      +

      Suppose you have a database query which you run at one point in time, producing the output on the left, then again later producing the output on the right:

      +
       cat data/previous_counters.csv
+ color,count
+ red,3472
+ blue,6838
+ orange,694
+ purple,12
+
      +
      +
       cat data/current_counters.csv
+ color,count
+ red,3467
+ orange,670
+ yellow,27
+ blue,6944
+
      +
      +

      And, suppose you want to compute the differences in the counters between adjacent keys. Since the color names aren’t all in the same order, nor are they all present on both sides, we can’t just paste the two files side-by-side and do some column-four-minus-column-two arithmetic.

      +

      First, rename counter columns to make them distinct:

      +
       mlr --csv rename count,previous_count data/previous_counters.csv > data/prevtemp.csv
+
      +
      +
       cat data/prevtemp.csv
+ color,previous_count
+ red,3472
+ blue,6838
+ orange,694
+ purple,12
+
      +
      +
       mlr --csv rename count,current_count data/current_counters.csv > data/currtemp.csv
+
      +
      +
       cat data/currtemp.csv
+ color,current_count
+ red,3467
+ orange,670
+ yellow,27
+ blue,6944
+
      +
      +

      Then, join on the key field(s), and use unsparsify to zero-fill counters absent on one side but present on the other. Use --ul and --ur to emit unpaired records (namely, purple on the left and yellow on the right):

      +
       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
+ color  previous_count current_count count_delta
+ red    3472           3467          -5
+ orange 694            670           -24
+ yellow 0              27            (error)
+ blue   6838           6944          106
+ purple 12             0             (error)
+
      +
      +
      +
      +

      Memoization with out-of-stream variables

      +

      The recursive function for the Fibonacci sequence is famous for its computational complexity. Namely, using f(0)=1, f(1)=1, f(n)=f(n-1)+f(n-2) for n>=2, the evaluation tree branches left as well as right at each non-trivial level, resulting in millions or more paths to the root 0/1 nodes for larger n. This program

      +
      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
+
      +
      +

      produces output like this:

      +
      i  o      fcount  seconds_delta
+1  1      1       0
+2  2      3       0.000039101
+3  3      5       0.000015974
+4  5      9       0.000019073
+5  8      15      0.000026941
+6  13     25      0.000036955
+7  21     41      0.000056028
+8  34     67      0.000086069
+9  55     109     0.000134945
+10 89     177     0.000217915
+11 144    287     0.000355959
+12 233    465     0.000506163
+13 377    753     0.000811815
+14 610    1219    0.001297235
+15 987    1973    0.001960993
+16 1597   3193    0.003417969
+17 2584   5167    0.006215811
+18 4181   8361    0.008294106
+19 6765   13529   0.012095928
+20 10946  21891   0.019592047
+21 17711  35421   0.031193972
+22 28657  57313   0.057254076
+23 46368  92735   0.080307961
+24 75025  150049  0.129482031
+25 121393 242785  0.213325977
+26 196418 392835  0.334423065
+27 317811 635621  0.605969906
+28 514229 1028457 0.971235037
+
      +
      +

      Note that the time it takes to evaluate the function is blowing up exponentially as the input argument increases. Using @-variables, which persist across records, we can cache and reuse the results of previous computations:

      +
      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
+
      +
      +

      with output like this:

      +
      i  o      fcount seconds_delta
+1  1      1      0
+2  2      3      0.000053883
+3  3      3      0.000035048
+4  5      3      0.000045061
+5  8      3      0.000014067
+6  13     3      0.000028849
+7  21     3      0.000028133
+8  34     3      0.000027895
+9  55     3      0.000014067
+10 89     3      0.000015020
+11 144    3      0.000012875
+12 233    3      0.000033140
+13 377    3      0.000014067
+14 610    3      0.000012875
+15 987    3      0.000029087
+16 1597   3      0.000013828
+17 2584   3      0.000013113
+18 4181   3      0.000012875
+19 6765   3      0.000013113
+20 10946  3      0.000012875
+21 17711  3      0.000013113
+22 28657  3      0.000013113
+23 46368  3      0.000015974
+24 75025  3      0.000012875
+25 121393 3      0.000013113
+26 196418 3      0.000012875
+27 317811 3      0.000013113
+28 514229 3      0.000012875
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/cookbook2.html b/docs6b/docs/_build/html/cookbook2.html new file mode 100644 index 000000000..c97df2e29 --- /dev/null +++ b/docs6b/docs/_build/html/cookbook2.html @@ -0,0 +1,299 @@ + + + + + + + + Programming examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + +
      +
      +

      Programming examples

      +
      + +
      + +
      + +
      +

      Programming examples

      +

      Here are a few things focusing on Miller’s DSL as a programming language per se.

      +
      +

      Sieve of Eratosthenes

      +

      The Sieve of Eratosthenes is a standard introductory programming topic. The idea is to find all primes up to some N by making a list of the numbers 1 to N, then striking out all multiples of 2 except 2 itself, all multiples of 3 except 3 itself, all multiples of 4 except 4 itself, and so on. Whatever survives that without getting marked is a prime. This is easy enough in Miller. Notice that here all the work is in begin and end statements; there is no file input (so we use mlr -n to keep Miller from waiting for input data).

      +
       cat programs/sieve.mlr
+ # ================================================================
+ # Sieve of Eratosthenes: simple example of Miller DSL as programming language.
+ # ================================================================
+
+ # Put this in a begin-block so we can do either
+ #   mlr -n put -q -f name-of-this-file.mlr
+ # or
+ #   mlr -n put -q -f name-of-this-file.mlr -e '@n = 200'
+ # i.e. 100 is the default upper limit, and another can be specified using -e.
+ begin {
+   @n = 100;
+ }
+
+ end {
+   for (int i = 0; i <= @n; i += 1) {
+     @s[i] = true;
+   }
+   @s[0] = false; # 0 is neither prime nor composite
+   @s[1] = false; # 1 is neither prime nor composite
+   # Strike out multiples
+   for (int i = 2; i <= @n; i += 1) {
+     for (int j = i+i; j <= @n; j += i) {
+       @s[j] = false;
+     }
+   }
+   # Print survivors
+   for (int i = 0; i <= @n; i += 1) {
+     if (@s[i]) {
+       print i;
+     }
+   }
+ }
+
      +
      +
       mlr -n put -f programs/sieve.mlr
+ 2
+ 3
+ 5
+ 7
+ 11
+ 13
+ 17
+ 19
+ 23
+ 29
+ 31
+ 37
+ 41
+ 43
+ 47
+ 53
+ 59
+ 61
+ 67
+ 71
+ 73
+ 79
+ 83
+ 89
+ 97
+
      +
      +
      +
      +

      Mandelbrot-set generator

      +

      The Mandelbrot set is also easily expressed. This isn’t an important case of data-processing in the vein for which Miller was designed, but it is an example of Miller as a general-purpose programming language – a test case for the expressiveness of the language.

      +

      The (approximate) computation of points in the complex plane which are and aren’t members is just a few lines of complex arithmetic (see the Wikipedia article); how to render them is another task. Using graphics libraries you can create PNG or JPEG files, but another fun way to do this is by printing various characters to the screen:

      +
       cat programs/mand.mlr
+ # Mandelbrot set generator: simple example of Miller DSL as programming language.
+ begin {
+   # Set defaults
+   @rcorn     = -2.0;
+   @icorn     = -2.0;
+   @side      = 4.0;
+   @iheight   = 50;
+   @iwidth    = 100;
+   @maxits    = 100;
+   @levelstep = 5;
+   @chars     = "@X*o-."; # Palette of characters to print to the screen.
+   @verbose   = false;
+   @do_julia  = false;
+   @jr        = 0.0;      # Real part of Julia point, if any
+   @ji        = 0.0;      # Imaginary part of Julia point, if any
+ }
+
+ # Here, we can override defaults from an input file (if any).  In Miller's
+ # put/filter DSL, absent-null right-hand sides result in no assignment so we
+ # can simply put @rcorn = $rcorn: if there is a field in the input like
+ # 'rcorn = -1.847' we'll read and use it, else we'll keep the default.
+ @rcorn     = $rcorn;
+ @icorn     = $icorn;
+ @side      = $side;
+ @iheight   = $iheight;
+ @iwidth    = $iwidth;
+ @maxits    = $maxits;
+ @levelstep = $levelstep;
+ @chars     = $chars;
+ @verbose   = $verbose;
+ @do_julia  = $do_julia;
+ @jr        = $jr;
+ @ji        = $ji;
+
+ end {
+   if (@verbose) {
+     print "RCORN     = ".@rcorn;
+     print "ICORN     = ".@icorn;
+     print "SIDE      = ".@side;
+     print "IHEIGHT   = ".@iheight;
+     print "IWIDTH    = ".@iwidth;
+     print "MAXITS    = ".@maxits;
+     print "LEVELSTEP = ".@levelstep;
+     print "CHARS     = ".@chars;
+   }
+
+   # Iterate over a matrix of rows and columns, printing one character for each cell.
+   for (int ii = @iheight-1; ii >= 0; ii -= 1) {
+     num pi = @icorn + (ii/@iheight) * @side;
+     for (int ir = 0; ir < @iwidth; ir += 1) {
+       num pr = @rcorn + (ir/@iwidth) * @side;
+       printn get_point_plot(pr, pi, @maxits, @do_julia, @jr, @ji);
+     }
+     print;
+   }
+ }
+
+ # This is a function to approximate membership in the Mandelbrot set (or Julia
+ # set for a given Julia point if do_julia == true) for a given point in the
+ # complex plane.
+ func get_point_plot(pr, pi, maxits, do_julia, jr, ji) {
+   num zr = 0.0;
+   num zi = 0.0;
+   num cr = 0.0;
+   num ci = 0.0;
+
+   if (!do_julia) {
+     zr = 0.0;
+     zi = 0.0;
+     cr = pr;
+     ci = pi;
+   } else {
+     zr = pr;
+     zi = pi;
+     cr = jr;
+     ci = ji;
+   }
+
+   int iti = 0;
+   bool escaped = false;
+   num zt = 0;
+   for (iti = 0; iti < maxits; iti += 1) {
+     num mag = zr*zr + zi+zi;
+     if (mag > 4.0) {
+         escaped = true;
+         break;
+     }
+     # z := z^2 + c
+     zt = zr*zr - zi*zi + cr;
+     zi = 2*zr*zi + ci;
+     zr = zt;
+   }
+   if (!escaped) {
+     return ".";
+   } else {
+     # The // operator is Miller's (pythonic) integer-division operator
+     int level = (iti // @levelstep) % strlen(@chars);
+     return substr(@chars, level, level);
+   }
+ }
+
      +
      +

      At standard resolution this makes a nice little ASCII plot:

      +
       mlr -n put -f ./programs/mand.mlr
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXX.XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXooXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX**o..*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX*-....-oXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@XXXXXXXXXX*......o*XXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXX**oo*-.-........oo.XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX....................X..o-XXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@XXXXXXXXXXXXXXX*oo......................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@XXX*XXXXXXXXXXXX**o........................*X*X@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@XXXXXXooo***o*.*XX**X..........................o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@XXXXXXXX*-.......-***.............................oXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@XXXXXXXX*@..........Xo............................*XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@XXXX@XXXXXXXX*o@oX...........@...........................oXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ .........................................................o*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@XXXXXXXXX*-.oX...........@...........................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@XXXXXXXXXX**@..........*o............................*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@XXXXXXXXXXXXX-........***.............................oXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@XXXXXXXXXXXXoo****o*.XX***@..........................o-XXXXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@XXXXX*XXXX*XXXXXXX**-........................***XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*.....................@o*XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX*....................*..o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX*ooo*-.o........oo.X*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX**@.....*XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX*o....-o*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXo*o..*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*XXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX@XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+
      +
      +

      But using a very small font size (as small as my Mac will let me go), and by choosing the coordinates to zoom in on a particular part of the complex plane, we can get a nice little picture:

      +
      #!/bin/bash
+# Get the number of rows and columns from the terminal window dimensions
+iheight=$(stty size | mlr --nidx --fs space cut -f 1)
+iwidth=$(stty size | mlr --nidx --fs space cut -f 2)
+echo "rcorn=-1.755350,icorn=+0.014230,side=0.000020,maxits=10000,iheight=$iheight,iwidth=$iwidth" \
+| mlr put -f programs/mand.mlr
+
      +
      +_images/mand.png +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/cookbook3.html b/docs6b/docs/_build/html/cookbook3.html new file mode 100644 index 000000000..04cbdcc12 --- /dev/null +++ b/docs6b/docs/_build/html/cookbook3.html @@ -0,0 +1,365 @@ + + + + + + + + Cookbook part 3: Stats with and without out-of-stream variables — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Cookbook part 3: Stats with and without out-of-stream variables

      +
      + +
      + +
      + +
      +

      Cookbook part 3: Stats with and without out-of-stream variables

      +
      +

      Overview

      +

      One of Miller’s strengths is its compact notation: for example, given input of the form

      +
       head -n 5 ../data/medium
+ 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
+
      +
      +

      you can simply do

      +
       mlr --oxtab stats1 -a sum -f x ../data/medium
+ x_sum 4986.019681679581
+
      +
      +

      or

      +
       mlr --opprint stats1 -a sum -f x -g b ../data/medium
+ b   x_sum
+ pan 965.7636699425815
+ wye 1023.5484702619565
+ zee 979.7420161495838
+ eks 1016.7728571314786
+ hat 1000.192668193983
+
      +
      +

      rather than the more tedious

      +
       mlr --oxtab put -q '
+   @x_sum += $x;
+   end {
+     emit @x_sum
+   }
+ ' data/medium
+ x_sum 4986.019681679581
+
      +
      +

      or

      +
       mlr --opprint put -q '
+   @x_sum[$b] += $x;
+   end {
+     emit @x_sum, "b"
+   }
+ ' data/medium
+ b   x_sum
+ pan 965.7636699425815
+ wye 1023.5484702619565
+ zee 979.7420161495838
+ eks 1016.7728571314786
+ hat 1000.192668193983
+
      +
      +

      The former (mlr stats1 et al.) has the advantages of being easier to type, being less error-prone to type, and running faster.

      +

      Nonetheless, out-of-stream variables (which I whimsically call oosvars), begin/end blocks, and emit statements give you the ability to implement logic – if you wish to do so – which isn’t present in other Miller verbs. (If you find yourself often using the same out-of-stream-variable logic over and over, please file a request at https://github.com/johnkerl/miller/issues to get it implemented directly in Go as a Miller verb of its own.)

      +

      The following examples compute some things using oosvars which are already computable using Miller verbs, by way of providing food for thought.

      +
      +
      +

      Mean without/with oosvars

      +
       mlr --opprint stats1 -a mean -f x data/medium
+ x_mean
+ 0.49860196816795804
+
      +
      +
       mlr --opprint put -q '
+   @x_sum += $x;
+   @x_count += 1;
+   end {
+     @x_mean = @x_sum / @x_count;
+     emit @x_mean
+   }
+ ' data/medium
+ x_mean
+ 0.49860196816795804
+
      +
      +
      +
      +

      Keyed mean without/with oosvars

      +
       mlr --opprint stats1 -a mean -f x -g a,b data/medium
+ a   b   x_mean
+ pan pan 0.5133141190437597
+ eks pan 0.48507555383425127
+ wye wye 0.49150092785839306
+ eks wye 0.4838950517724162
+ wye pan 0.4996119901034838
+ zee pan 0.5198298297816007
+ eks zee 0.49546320772681596
+ zee wye 0.5142667998230479
+ hat wye 0.49381326184632596
+ pan wye 0.5023618498923658
+ zee eks 0.4883932942792647
+ hat zee 0.5099985721987774
+ hat eks 0.48587864619953547
+ wye hat 0.4977304763723314
+ pan eks 0.5036718595143479
+ eks eks 0.5227992666570941
+ hat hat 0.47993053101017374
+ hat pan 0.4643355557376876
+ zee zee 0.5127559183726382
+ pan hat 0.492140950155604
+ pan zee 0.4966041598627583
+ zee hat 0.46772617655014515
+ wye zee 0.5059066170573692
+ eks hat 0.5006790659966355
+ wye eks 0.5306035254809106
+
      +
      +
       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
+ a   b   x_mean
+ pan pan 0.5133141190437597
+ pan wye 0.5023618498923658
+ pan eks 0.5036718595143479
+ pan hat 0.492140950155604
+ pan zee 0.4966041598627583
+ eks pan 0.48507555383425127
+ eks wye 0.4838950517724162
+ eks zee 0.49546320772681596
+ eks eks 0.5227992666570941
+ eks hat 0.5006790659966355
+ wye wye 0.49150092785839306
+ wye pan 0.4996119901034838
+ wye hat 0.4977304763723314
+ wye zee 0.5059066170573692
+ wye eks 0.5306035254809106
+ zee pan 0.5198298297816007
+ zee wye 0.5142667998230479
+ zee eks 0.4883932942792647
+ zee zee 0.5127559183726382
+ zee hat 0.46772617655014515
+ hat wye 0.49381326184632596
+ hat zee 0.5099985721987774
+ hat eks 0.48587864619953547
+ hat hat 0.47993053101017374
+ hat pan 0.4643355557376876
+
      +
      +
      +
      +

      Variance and standard deviation without/with oosvars

      +
       mlr --oxtab stats1 -a count,sum,mean,var,stddev -f x data/medium
+ x_count  10000
+ x_sum    4986.019681679581
+ x_mean   0.49860196816795804
+ x_var    0.08426974433144456
+ x_stddev 0.2902925151144007
+
      +
      +
       cat variance.mlr
+ @n += 1;
+ @sumx += $x;
+ @sumx2 += $x**2;
+ end {
+   @mean = @sumx / @n;
+   @var = (@sumx2 - @mean * (2 * @sumx - @n * @mean)) / (@n - 1);
+   @stddev = sqrt(@var);
+   emitf @n, @sumx, @sumx2, @mean, @var, @stddev
+ }
+
      +
      +
       mlr --oxtab put -q -f variance.mlr data/medium
+ n      10000
+ sumx   4986.019681679581
+ sumx2  3328.652400179729
+ mean   0.49860196816795804
+ var    0.08426974433144456
+ stddev 0.2902925151144007
+
      +
      +

      You can also do this keyed, of course, imitating the keyed-mean example above.

      +
      +
      +

      Min/max without/with oosvars

      +
       mlr --oxtab stats1 -a min,max -f x data/medium
+ x_min 4.509679127584487e-05
+ x_max 0.999952670371898
+
      +
      +
       mlr --oxtab put -q '
+   @x_min = min(@x_min, $x);
+   @x_max = max(@x_max, $x);
+   end{emitf @x_min, @x_max}
+ ' data/medium
+ x_min 4.509679127584487e-05
+ x_max 0.999952670371898
+
      +
      +
      +
      +

      Keyed min/max without/with oosvars

      +
       mlr --opprint stats1 -a min,max -f x -g a data/medium
+ a   x_min                  x_max
+ pan 0.00020390740306253097 0.9994029107062516
+ eks 0.0006917972627396018  0.9988110946859143
+ wye 0.0001874794831505655  0.9998228522652893
+ zee 0.0005486114815762555  0.9994904324789629
+ hat 4.509679127584487e-05  0.999952670371898
+
      +
      +
       mlr --opprint --from data/medium put -q '
+   @min[$a] = min(@min[$a], $x);
+   @max[$a] = max(@max[$a], $x);
+   end{
+     emit (@min, @max), "a";
+   }
+ '
+ a   min                    max
+ pan 0.00020390740306253097 0.9994029107062516
+ eks 0.0006917972627396018  0.9988110946859143
+ wye 0.0001874794831505655  0.9998228522652893
+ zee 0.0005486114815762555  0.9994904324789629
+ hat 4.509679127584487e-05  0.999952670371898
+
      +
      +
      +
      +

      Delta without/with oosvars

      +
       mlr --opprint step -a delta -f x data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.41188982045188116
+ wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.19188952593085962
+
      +
      +
       mlr --opprint put '
+   $x_delta = is_present(@last) ? $x - @last : 0;
+   @last = $x
+ ' data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.41188982045188116
+ wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.19188952593085962
+
      +
      +
      +
      +

      Keyed delta without/with oosvars

      +
       mlr --opprint step -a delta -f x -g a data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0
+ wye wye 3 0.20460330576630303 0.33831852551664776 0
+ eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.36868561403569755
+
      +
      +
       mlr --opprint put '
+   $x_delta = is_present(@last[$a]) ? $x - @last[$a] : 0;
+   @last[$a]=$x
+ ' data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0
+ wye wye 3 0.20460330576630303 0.33831852551664776 0
+ eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.36868561403569755
+
      +
      +
      +
      +

      Exponentially weighted moving averages without/with oosvars

      +
       mlr --opprint step -a ewma -d 0.1 -f x data/small
+ a   b   i x                   y                   x_ewma_0.1
+ pan pan 1 0.3467901443380824  0.7268028627434533  0.3467901443380824
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.3879791263832706
+ wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.3910644883290776
+
      +
      +
       mlr --opprint put '
+   begin{ @a=0.1 };
+   $e = NR==1 ? $x : @a * $x + (1 - @a) * @e;
+   @e=$e
+ ' data/small
+ a   b   i x                   y                   e
+ pan pan 1 0.3467901443380824  0.7268028627434533  0.3467901443380824
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.3879791263832706
+ wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.3910644883290776
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/cookbook4.html b/docs6b/docs/_build/html/cookbook4.html new file mode 100644 index 000000000..488dfd7a5 --- /dev/null +++ b/docs6b/docs/_build/html/cookbook4.html @@ -0,0 +1,289 @@ + + + + + + + + Cookbook4: to be filed — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Cookbook4: to be filed

      +
      + +
      + +
      + +
      +

      Cookbook4: to be filed

      +
      +

      DKVP I/O in Python

      +

      Here are the I/O routines:

      +
      #!/usr/bin/env python
+
+# ================================================================
+# Example of DKVP I/O using Python.
+#
+# Key point: Use Miller for what it's good at; pass data into/out of tools in
+# other languages to do what they're good at.
+#
+#   bash$ python -i dkvp_io.py
+#
+#   # READ
+#   >>> map = dkvpline2map('x=1,y=2', '=', ',')
+#   >>> map
+#   OrderedDict([('x', '1'), ('y', '2')])
+#
+#   # MODIFY
+#   >>> map['z'] = map['x'] + map['y']
+#   >>> map
+#   OrderedDict([('x', '1'), ('y', '2'), ('z', 3)])
+#
+#   # WRITE
+#   >>> line = map2dkvpline(map, '=', ',')
+#   >>> line
+#   'x=1,y=2,z=3'
+#
+# ================================================================
+
+import re
+import collections
+
+# ----------------------------------------------------------------
+# ips and ifs (input pair separator and input field separator) are nominally '=' and ','.
+def dkvpline2map(line, ips, ifs):
+    pairs = re.split(ifs, line)
+    map = collections.OrderedDict()
+    for pair in pairs:
+            key, value = re.split(ips, pair, 1)
+
+            # Type inference:
+            try:
+                    value = int(value)
+            except:
+                    try:
+                            value = float(value)
+                    except:
+                            pass
+
+            map[key] = value
+    return map
+
+# ----------------------------------------------------------------
+# ops and ofs (output pair separator and output field separator) are nominally '=' and ','.
+def map2dkvpline(map , ops, ofs):
+    line = ''
+    pairs = []
+    for key in map:
+            pairs.append(str(key) + ops + str(map[key]))
+    return str.join(ofs, pairs)
+
      +
      +

      And here is an example using them:

      +
       cat polyglot-dkvp-io/example.py
+ #!/usr/bin/env python
+
+ import sys
+ import re
+ import copy
+ import dkvp_io
+
+ while True:
+     # Read the original record:
+     line = sys.stdin.readline().strip()
+     if line == '':
+             break
+     map = dkvp_io.dkvpline2map(line, '=', ',')
+
+     # Drop a field:
+     map.pop('x')
+
+     # Compute some new fields:
+     map['ab'] = map['a'] + map['b']
+     map['iy'] = map['i'] + map['y']
+
+     # Add new fields which show type of each already-existing field:
+     omap = copy.copy(map) # since otherwise the for-loop will modify what it loops over
+     keys = omap.keys()
+     for key in keys:
+             # Convert "<type 'int'>" to just "int", etc.:
+             type_string = str(map[key].__class__)
+             type_string = re.sub("<type '", "", type_string) # python2
+             type_string = re.sub("<class '", "", type_string) # python3
+             type_string = re.sub("'>", "", type_string)
+             map['t'+key] = type_string
+
+     # Write the modified record:
+     print(dkvp_io.map2dkvpline(map, '=', ','))
+
      +
      +

      Run as-is:

      +
       python polyglot-dkvp-io/example.py < data/small
+ a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+
      +
      +

      Run as-is, then pipe to Miller for pretty-printing:

      +
       python polyglot-dkvp-io/example.py < data/small | mlr --opprint cat
+ a   b   i y                   ab     iy                 ta  tb  ti  ty    tab tiy
+ pan pan 1 0.7268028627434533  panpan 1.7268028627434533 str str int float str float
+ eks pan 2 0.5221511083334797  ekspan 2.5221511083334796 str str int float str float
+ wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 str str int float str float
+ eks wye 4 0.13418874328430463 ekswye 4.134188743284304  str str int float str float
+ wye pan 5 0.8636244699032729  wyepan 5.863624469903273  str str int float str float
+
      +
      +
      +
      +

      DKVP I/O in Ruby

      +

      Here are the I/O routines:

      +
      #!/usr/bin/env ruby
+
+# ================================================================
+# Example of DKVP I/O using Ruby.
+#
+# Key point: Use Miller for what it's good at; pass data into/out of tools in
+# other languages to do what they're good at.
+#
+#   bash$ irb -I. -r dkvp_io.rb
+#
+#   # READ
+#   irb(main):001:0> map = dkvpline2map('x=1,y=2', '=', ',')
+#   => {"x"=>"1", "y"=>"2"}
+#
+#   # MODIFY
+#   irb(main):001:0> map['z'] = map['x'] + map['y']
+#   => 3
+#
+#   # WRITE
+#   irb(main):002:0> line = map2dkvpline(map, '=', ',')
+#   => "x=1,y=2,z=3"
+#
+# ================================================================
+
+# ----------------------------------------------------------------
+# ips and ifs (input pair separator and input field separator) are nominally '=' and ','.
+def dkvpline2map(line, ips, ifs)
+  map = {}
+  line.split(ifs).each do |pair|
+    (k, v) = pair.split(ips, 2)
+
+    # Type inference:
+    begin
+      v = Integer(v)
+    rescue ArgumentError
+      begin
+        v = Float(v)
+      rescue ArgumentError
+        # Leave as string
+      end
+    end
+
+    map[k] = v
+  end
+  map
+end
+
+# ----------------------------------------------------------------
+# ops and ofs (output pair separator and output field separator) are nominally '=' and ','.
+def map2dkvpline(map, ops, ofs)
+  map.collect{|k,v| k.to_s + ops + v.to_s}.join(ofs)
+end
+
      +
      +

      And here is an example using them:

      +
       cat polyglot-dkvp-io/example.rb
+ #!/usr/bin/env ruby
+
+ require 'dkvp_io'
+
+ ARGF.each do |line|
+   # Read the original record:
+   map = dkvpline2map(line.chomp, '=', ',')
+
+   # Drop a field:
+   map.delete('x')
+
+   # Compute some new fields:
+   map['ab'] = map['a'] + map['b']
+   map['iy'] = map['i'] + map['y']
+
+   # Add new fields which show type of each already-existing field:
+   keys = map.keys
+   keys.each do |key|
+     map['t'+key] = map[key].class
+   end
+
+   # Write the modified record:
+   puts map2dkvpline(map, '=', ',')
+ end
+
      +
      +

      Run as-is:

      +
       ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small
+ a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+
      +
      +

      Run as-is, then pipe to Miller for pretty-printing:

      +
       ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small | mlr --opprint cat
+ a   b   i y                   ab     iy                 ta     tb     ti      ty    tab    tiy
+ pan pan 1 0.7268028627434533  panpan 1.7268028627434533 String String Integer Float String Float
+ eks pan 2 0.5221511083334797  ekspan 2.5221511083334796 String String Integer Float String Float
+ wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 String String Integer Float String Float
+ eks wye 4 0.13418874328430463 ekswye 4.134188743284304  String String Integer Float String Float
+ wye pan 5 0.8636244699032729  wyepan 5.863624469903273  String String Integer Float String Float
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/csv-with-and-without-headers.html b/docs6b/docs/_build/html/csv-with-and-without-headers.html new file mode 100644 index 000000000..c3cce1fa5 --- /dev/null +++ b/docs6b/docs/_build/html/csv-with-and-without-headers.html @@ -0,0 +1,177 @@ + + + + + + + + CSV, with and without headers — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      CSV, with and without headers

      +
      + +
      + +
      + +
      +

      CSV, with and without headers

      +
      +

      Headerless CSV on input or output

      +

      Sometimes we get CSV files which lack a header. For example (data/headerless.csv):

      +
       cat data/headerless.csv
+ John,23,present
+ Fred,34,present
+ Alice,56,missing
+ Carol,45,present
+
      +
      +

      You can use Miller to add a header. The --implicit-csv-header applies positionally indexed labels:

      +
       mlr --csv --implicit-csv-header cat data/headerless.csv
+ 1,2,3
+ John,23,present
+ Fred,34,present
+ Alice,56,missing
+ Carol,45,present
+
      +
      +

      Following that, you can rename the positionally indexed labels to names with meaning for your context. For example:

      +
       mlr --csv --implicit-csv-header label name,age,status data/headerless.csv
+ name,age,status
+ John,23,present
+ Fred,34,present
+ Alice,56,missing
+ Carol,45,present
+
      +
      +

      Likewise, if you need to produce CSV which is lacking its header, you can pipe Miller’s output to the system command sed 1d, or you can use Miller’s --headerless-csv-output option:

      +
       head -5 data/colored-shapes.dkvp | mlr --ocsv cat
+ color,shape,flag,i,u,v,w,x
+ yellow,triangle,1,11,0.6321695890307647,0.9887207810889004,0.4364983936735774,5.7981881667050565
+ red,square,1,15,0.21966833570651523,0.001257332190235938,0.7927778364718627,2.944117399716207
+ red,circle,1,16,0.20901671281497636,0.29005231936593445,0.13810280912907674,5.065034003400998
+ red,square,0,48,0.9562743938458542,0.7467203085342884,0.7755423050923582,7.117831369597269
+ purple,triangle,0,51,0.4355354501763202,0.8591292672156728,0.8122903963006748,5.753094629505863
+
      +
      +
       head -5 data/colored-shapes.dkvp | mlr --ocsv --headerless-csv-output cat
+ yellow,triangle,1,11,0.6321695890307647,0.9887207810889004,0.4364983936735774,5.7981881667050565
+ red,square,1,15,0.21966833570651523,0.001257332190235938,0.7927778364718627,2.944117399716207
+ red,circle,1,16,0.20901671281497636,0.29005231936593445,0.13810280912907674,5.065034003400998
+ red,square,0,48,0.9562743938458542,0.7467203085342884,0.7755423050923582,7.117831369597269
+ purple,triangle,0,51,0.4355354501763202,0.8591292672156728,0.8122903963006748,5.753094629505863
+
      +
      +

      Lastly, often we say “CSV” or “TSV” when we have positionally indexed data in columns which are separated by commas or tabs, respectively. In this case it’s perhaps simpler to just use NIDX format which was designed for this purpose. (See also File formats.) For example:

      +
       mlr --inidx --ifs comma --oxtab cut -f 1,3 data/headerless.csv
+ 1 John
+ 3 present
+
+ 1 Fred
+ 3 present
+
+ 1 Alice
+ 3 missing
+
+ 1 Carol
+ 3 present
+
      +
      +
      +
      +

      Headerless CSV with duplicate field values

      +

      Miller is (by central design) a mapping from name to value, rather than integer position to value as in most tools in the Unix toolkit such as sort, cut, awk, etc. So given input Yea=1,Yea=2 on the same input line, first Yea=1 is stored, then updated with Yea=2. This is in the input-parser and the value Yea=1 is unavailable to any further processing. The following example line comes from a headerless CSV file and includes 5 times the string (value) 'NA':

      +
       ag '0.9' nas.csv | head -1
+ 2:-349801.10097848,4537221.43295653,2,1,NA,NA,NA,NA,NA
+
      +
      +

      The repeated 'NA' strings (values) in the same line will be treated as fields (columns) with same name, thus only one is kept in the output.

      +

      This can be worked around by telling mlr that there is no header row by using --implicit-csv-header or changing the input format by using nidx like so:

      +
      ag '0.9' nas.csv | mlr --n2c --fs "," label xsn,ysn,x,y,t,a,e29,e31,e32 then head
+
      +
      +
      +
      +

      Regularizing ragged CSV

      +

      Miller handles compliant CSV: in particular, it’s an error if the number of data fields in a given data line don’t match the number of header lines. But in the event that you have a CSV file in which some lines have less than the full number of fields, you can use Miller to pad them out. The trick is to use NIDX format, for which each line stands on its own without respect to a header line.

      +
       cat data/ragged.csv
+ a,b,c
+ 1,2,3
+ 4,5
+ 6,7,8,9
+
      +
      +
       mlr --from data/ragged.csv --fs comma --nidx put '
+   @maxnf = max(@maxnf, NF);
+   @nf = NF;
+   while(@nf < @maxnf) {
+     @nf += 1;
+     $[@nf] = ""
+   }
+ '
+ a,b,c
+ 1,2,3
+ 4,5
+ 6,7,8,9
+
      +
      +

      or, more simply,

      +
       mlr --from data/ragged.csv --fs comma --nidx put '
+   @maxnf = max(@maxnf, NF);
+   while(NF < @maxnf) {
+     $[NF+1] = "";
+   }
+ '
+ a,b,c
+ 1,2,3
+ 4,5
+ 6,7,8,9
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/customization.html b/docs6b/docs/_build/html/customization.html new file mode 100644 index 000000000..5a23395cc --- /dev/null +++ b/docs6b/docs/_build/html/customization.html @@ -0,0 +1,131 @@ + + + + + + + + Customization: .mlrrc — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Customization: .mlrrc

      +
      + +
      + +
      + +
      +

      Customization: .mlrrc

      +
      +

      How to use .mlrrc

      +

      Suppose you always use CSV files. Then instead of always having to type --csv as in

      +
       mlr --csv cut -x -f extra mydata.csv
+
      +
      +
       mlr --csv sort -n id mydata.csv
+
      +
      +

      and so on, you can instead put the following into your $HOME/.mlrrc:

      +
      --csv
+
      +
      +

      Then you can just type things like

      +
       mlr cut -x -f extra mydata.csv
+
      +
      +
       mlr sort -n id mydata.csv
+
      +
      +

      and the --csv part will automatically be understood. (If you do want to process, say, a JSON file then mlr --json ... at the command line will override the default from your .mlrrc.)

      +
      +
      +

      What you can put in your .mlrrc

      +
        +

      • You can include any command-line flags, except the “terminal” ones such as --help.

        • +

      • The --prepipe, --load, and --mload flags aren’t allowed in .mlrrc as they control code execution, and could result in your scripts running things you don’t expect if you receive data from someone with a .mlrrc in it.

        • +

      • The formatting rule is you need to put one flag beginning with -- per line: for example, --csv on one line and --nr-progress-mod 1000 on a separate line.

        • +

      • Since every line starts with a -- option, you can leave off the initial -- if you want. For example, ojson is the same as --ojson, and nr-progress-mod 1000 is the same as --nr-progress-mod 1000.

        • +

      • Comments are from a # to the end of the line.

        • +

      • Empty lines are ignored – including lines which are empty after comments are removed.

        • +
      +

      Here is an example .mlrrc file:

      +
      # Input and output formats are CSV by default (unless otherwise specified
+# on the mlr command line):
+csv
+
+# If a data line has fewer fields than the header line, instead of erroring
+# (which is the default), just insert empty values for the missing ones:
+allow-ragged-csv-input
+
+# These are no-ops for CSV, but when I do use JSON output, I want these
+# pretty-printing options to be used:
+jvstack
+jlistwrap
+
+# Use "@", rather than "#", for comments within data files:
+skip-comments-with @
+
      +
      +
      +
      +

      Where to put your .mlrrc

      +

      If the environment variable MLRRC is set:

      +
        +

      • If its value is __none__ then no .mlrrc files are processed. (This is nice for things like regression testing.)

        • +

      • Otherwise, its value (as a filename) is loaded and processed. If there are syntax errors, they abort mlr with a usage message (as if you had mistyped something on the command line). If the file can’t be loaded at all, though, it is silently skipped.

        • +

      • Any .mlrrc in your home directory or current directory is ignored whenever MLRRC is set in the environment.

        • +

      • Example line in your shell’s rc file: export MLRRC=/path/to/my/mlrrc

        • +
      +

      Otherwise:

      +
        +

      • If $HOME/.mlrrc exists, it’s processed as above.

        • +

      • If ./.mlrrc exists, it’s then also processed as above.

        • +

      • The idea is you can have all your settings in your $HOME/.mlrrc, then override maybe one or two for your current directory if you like.

        • +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/data-cleaning-examples.html b/docs6b/docs/_build/html/data-cleaning-examples.html new file mode 100644 index 000000000..3af32f635 --- /dev/null +++ b/docs6b/docs/_build/html/data-cleaning-examples.html @@ -0,0 +1,107 @@ + + + + + + + + Data-cleaning examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Data-cleaning examples

      +
      + +
      +
      + +
      +

      Data-cleaning examples

      +

      Here are some ways to use the type-checking options as described in Type-test and type-assertion expressions Suppose you have the following data file, with inconsistent typing for boolean. (Also imagine that, for the sake of discussion, we have a million-line file rather than a four-line file, so we can’t see it all at once and some automation is called for.)

      +
       cat data/het-bool.csv
+ name,reachable
+ barney,false
+ betty,true
+ fred,true
+ wilma,1
+
      +
      +

      One option is to coerce everything to boolean, or integer:

      +
       mlr --icsv --opprint put '$reachable = boolean($reachable)' data/het-bool.csv
+ name   reachable
+ barney false
+ betty  true
+ fred   true
+ wilma  true
+
      +
      +
       mlr --icsv --opprint put '$reachable = int(boolean($reachable))' data/het-bool.csv
+ name   reachable
+ barney 0
+ betty  1
+ fred   1
+ wilma  1
+
      +
      +

      A second option is to flag badly formatted data within the output stream:

      +
       mlr --icsv --opprint put '$format_ok = is_string($reachable)' data/het-bool.csv
+ name   reachable format_ok
+ barney false     false
+ betty  true      false
+ fred   true      false
+ wilma  1         false
+
      +
      +

      Or perhaps to flag badly formatted data outside the output stream:

      +
       mlr --icsv --opprint put '
+   if (!is_string($reachable)) {eprint "Malformed at NR=".NR}
+ ' data/het-bool.csv
+ Malformed at NR=1
+ Malformed at NR=2
+ Malformed at NR=3
+ Malformed at NR=4
+ name   reachable
+ barney false
+ betty  true
+ fred   true
+ wilma  1
+
      +
      +

      A third way is to abort the process on first instance of bad data:

      +
       mlr --csv put '$reachable = asserting_string($reachable)' data/het-bool.csv
+ Miller: is_string type-assertion failed at NR=1 FNR=1 FILENAME=data/het-bool.csv
+
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/data-diving-examples.html b/docs6b/docs/_build/html/data-diving-examples.html new file mode 100644 index 000000000..41dfc2035 --- /dev/null +++ b/docs6b/docs/_build/html/data-diving-examples.html @@ -0,0 +1,248 @@ + + + + + + + + Data-diving examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Data-diving examples

      +
      + +
      + +
      + +
      +

      Data-diving examples

      +
      +

      flins data

      +

      The flins.csv file is some sample data obtained from https://support.spatialkey.com/spatialkey-sample-csv-data.

      +

      Vertical-tabular format is good for a quick look at CSV data layout – seeing what columns you have to work with:

      +
       head -n 2 data/flins.csv | mlr --icsv --oxtab cat
+ county   Seminole
+ tiv_2011 22890.55
+ tiv_2012 20848.71
+ line     Residential
+
      +
      +

      A few simple queries:

      +
       mlr --from data/flins.csv --icsv --opprint count-distinct -f county | head
+ county     count
+ Seminole   1
+ Miami Dade 2
+ Palm Beach 1
+ Highlands  2
+ Duval      1
+ St. Johns  1
+
      +
      +
       mlr --from data/flins.csv --icsv --opprint count-distinct -f construction,line
+
      +
      +

      Categorization of total insured value:

      +
       mlr --from data/flins.csv --icsv --opprint stats1 -a min,mean,max -f tiv_2012
+ tiv_2012_min tiv_2012_mean      tiv_2012_max
+ 19757.91     1061531.4637499999 2785551.63
+
      +
      +
       mlr --from data/flins.csv --icsv --opprint \
+   stats1 -a min,mean,max -f tiv_2012 -g construction,line
+
      +
      +
       mlr --from data/flins.csv --icsv --oxtab \
+   stats1 -a p0,p10,p50,p90,p95,p99,p100 -f hu_site_deductible
+
      +
      +
       mlr --from data/flins.csv --icsv --opprint \
+   stats1 -a p95,p99,p100 -f hu_site_deductible -g county \
+   then sort -f county | head
+ county
+ Duval
+ Highlands
+ Miami Dade
+ Palm Beach
+ Seminole
+ St. Johns
+
      +
      +
       mlr --from data/flins.csv --icsv --oxtab \
+   stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012
+ tiv_2011_tiv_2012_corr  0.9353629581411828
+ tiv_2011_tiv_2012_ols_m 1.0890905877734807
+ tiv_2011_tiv_2012_ols_b 103095.52335638746
+ tiv_2011_tiv_2012_ols_n 8
+ tiv_2011_tiv_2012_r2    0.8749038634626236
+
      +
      +
       mlr --from data/flins.csv --icsv --opprint \
+   stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012 -g county
+ county     tiv_2011_tiv_2012_corr tiv_2011_tiv_2012_ols_m tiv_2011_tiv_2012_ols_b tiv_2011_tiv_2012_ols_n tiv_2011_tiv_2012_r2
+ Seminole   -                      -                       -                       1                       -
+ Miami Dade 1                      0.9306426512386247      -2311.1543275160047     2                       0.9999999999999999
+ Palm Beach -                      -                       -                       1                       -
+ Highlands  0.9999999999999997     1.055692910750992       -4529.7939388307705     2                       0.9999999999999992
+ Duval      -                      -                       -                       1                       -
+ St. Johns  -                      -                       -                       1                       -
+
      +
      +
      +
      +

      Color/shape data

      +

      The colored-shapes.dkvp file is some sample data produced by the mkdat2 script. The idea is:

      +
        +

      • Produce some data with known distributions and correlations, and verify that Miller recovers those properties empirically.

        • +

      • Each record is labeled with one of a few colors and one of a few shapes.

        • +

      • The flag field is 0 or 1, with probability dependent on color

        • +

      • The u field is plain uniform on the unit interval.

        • +

      • The v field is the same, except tightly correlated with u for red circles.

        • +

      • The w field is autocorrelated for each color/shape pair.

        • +

      • The x field is boring Gaussian with mean 5 and standard deviation about 1.2, with no dependence on color or shape.

        • +
      +

      Peek at the data:

      +
       wc -l data/colored-shapes.dkvp
+    10078 data/colored-shapes.dkvp
+
      +
      +
       head -n 6 data/colored-shapes.dkvp | mlr --opprint cat
+ color  shape    flag i  u                   v                    w                   x
+ yellow triangle 1    11 0.6321695890307647  0.9887207810889004   0.4364983936735774  5.7981881667050565
+ red    square   1    15 0.21966833570651523 0.001257332190235938 0.7927778364718627  2.944117399716207
+ red    circle   1    16 0.20901671281497636 0.29005231936593445  0.13810280912907674 5.065034003400998
+ red    square   0    48 0.9562743938458542  0.7467203085342884   0.7755423050923582  7.117831369597269
+ purple triangle 0    51 0.4355354501763202  0.8591292672156728   0.8122903963006748  5.753094629505863
+ red    square   0    64 0.2015510269821953  0.9531098083420033   0.7719912015786777  5.612050466474166
+
      +
      +

      Look at uncategorized stats (using creach for spacing).

      +

      Here it looks reasonable that u is unit-uniform; something’s up with v but we can’t yet see what:

      +
       mlr --oxtab stats1 -a min,mean,max -f flag,u,v data/colored-shapes.dkvp | creach 3
+ flag_min  0
+ flag_mean 0.39888866838658465
+ flag_max  1
+
+ u_min     0.000043912454007477564
+ u_mean    0.4983263438118866
+ u_max     0.9999687954968421
+
+ v_min     -0.09270905318501277
+ v_mean    0.49778696527477023
+ v_max     1.0724998185026013
+
      +
      +

      The histogram shows the different distribution of 0/1 flags:

      +
       mlr --opprint histogram -f flag,u,v --lo -0.1 --hi 1.1 --nbins 12 data/colored-shapes.dkvp
+ bin_lo                bin_hi              flag_count u_count v_count
+ -0.010000000000000002 0.09000000000000002 6058       0       36
+ 0.09000000000000002   0.19000000000000003 0          1062    988
+ 0.19000000000000003   0.29000000000000004 0          985     1003
+ 0.29000000000000004   0.39000000000000007 0          1024    1014
+ 0.39000000000000007   0.4900000000000001  0          1002    991
+ 0.4900000000000001    0.5900000000000002  0          989     1041
+ 0.5900000000000002    0.6900000000000002  0          1001    1016
+ 0.6900000000000002    0.7900000000000001  0          972     962
+ 0.7900000000000001    0.8900000000000002  0          1035    1070
+ 0.8900000000000002    0.9900000000000002  0          995     993
+ 0.9900000000000002    1.0900000000000003  4020       1013    939
+ 1.0900000000000003    1.1900000000000002  0          0       25
+
      +
      +

      Look at univariate stats by color and shape. In particular, color-dependent flag probabilities pop out, aligning with their original Bernoulli probablities from the data-generator script:

      +
       mlr --opprint stats1 -a min,mean,max -f flag,u,v -g color \
+   then sort -f color \
+   data/colored-shapes.dkvp
+ color  flag_min flag_mean           flag_max u_min                   u_mean              u_max              v_min                 v_mean              v_max
+ blue   0        0.5843537414965987  1        0.000043912454007477564 0.517717155039078   0.9999687954968421 0.0014886830387470518 0.49105642841387653 0.9995761761685742
+ green  0        0.20919747520288548 1        0.00048750676198217047  0.5048610622924616  0.9999361779701204 0.0005012669003675585 0.49908475928072205 0.9996764373885353
+ orange 0        0.5214521452145214  1        0.00123537823160913     0.49053241689014415 0.9988853487546249 0.0024486660337188493 0.4877637745987629  0.998475130432018
+ purple 0        0.09019264448336252 1        0.0002655214518428872   0.4940049543793683  0.9996465731736793 0.0003641137096487279 0.497050699948439   0.9999751864255598
+ red    0        0.3031674208144796  1        0.0006711367180041172   0.49255964831571375 0.9998822102016469 -0.09270905318501277  0.4965350959465078  1.0724998185026013
+ yellow 0        0.8924274593064402  1        0.001300228762057487    0.49712912165196765 0.99992313390574   0.0007109695568577878 0.510626599360317   0.9999189897724752
+
      +
      +
       mlr --opprint stats1 -a min,mean,max -f flag,u,v -g shape \
+   then sort -f shape \
+   data/colored-shapes.dkvp
+ shape    flag_min flag_mean           flag_max u_min                   u_mean              u_max              v_min                  v_mean              v_max
+ circle   0        0.3998456194519491  1        0.000043912454007477564 0.49855450951394115 0.99992313390574   -0.09270905318501277   0.49552415740048406 1.0724998185026013
+ square   0        0.39611178614823817 1        0.0001881939925673093   0.499385458061097   0.9999687954968421 0.00008930277299445954 0.49653825501903986 0.9999751864255598
+ triangle 0        0.4015421115065243  1        0.000881025170573424    0.4968585405884252  0.9996614910922645 0.000716883409890845   0.501049532862137   0.9999946837499262
+
      +
      +

      Look at bivariate stats by color and shape. In particular, u,v pairwise correlation for red circles pops out:

      +
       mlr --opprint --right stats2 -a corr -f u,v,w,x data/colored-shapes.dkvp
+            u_v_corr              w_x_corr
+ 0.13341803768384553 -0.011319938208638764
+
      +
      +
       mlr --opprint --right \
+   stats2 -a corr -f u,v,w,x -g color,shape then sort -nr u_v_corr \
+   data/colored-shapes.dkvp
+  color    shape              u_v_corr               w_x_corr
+    red   circle    0.9807984157534667  -0.018565046320623148
+ orange   square   0.17685846147882145   -0.07104374629148885
+  green   circle   0.05764430126828069   0.011795210176784067
+    red   square  0.055744791559722166 -0.0006802175149145207
+ yellow triangle   0.04457267106380469    0.02460476240108526
+ yellow   square   0.04379171794446621   -0.04462267239937856
+ purple   circle   0.03587354791796681    0.13411247530136805
+   blue   square   0.03241156493114544   -0.05350791240143263
+   blue triangle  0.015356295190464324 -0.0006084778850362686
+ orange   circle   0.01051866723398945    -0.1627949723421722
+    red triangle   0.00809781003735548   0.012485753551391776
+ purple triangle  0.005155038421780437   -0.04505792148014131
+ purple   square  -0.02568020549187632    0.05769444883779078
+  green   square -0.025775985300150128  -0.003265248022084335
+ orange triangle -0.030456930370361554     -0.131870019629393
+ yellow   circle  -0.06477338560056926    0.07369474300245252
+   blue   circle   -0.1023476302678634  -0.030529007506883508
+  green triangle  -0.10901830007460846    -0.0484881707807228
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/data-examples.html b/docs6b/docs/_build/html/data-examples.html new file mode 100644 index 000000000..4b17594a6 --- /dev/null +++ b/docs6b/docs/_build/html/data-examples.html @@ -0,0 +1,286 @@ + + + + + + + + Data-diving examples — Miller 5.10.2 documentation + + + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      Data-diving examples

      +
      +

      flins data

      +

      The flins.csv file is some sample data obtained from https://support.spatialkey.com/spatialkey-sample-csv-data.

      +

      Vertical-tabular format is good for a quick look at CSV data layout – seeing what columns you have to work with:

      +
       $ head -n 2 data/flins.csv | mlr --icsv --oxtab cat
+ county   Seminole
+ tiv_2011 22890.55
+ tiv_2012 20848.71
+ line     Residential
+
      +
      +

      A few simple queries:

      +
       $ mlr --from data/flins.csv --icsv --opprint count-distinct -f county | head
+ county     count
+ Seminole   1
+ Miami Dade 2
+ Palm Beach 1
+ Highlands  2
+ Duval      1
+ St. Johns  1
+
      +
      +
       $ mlr --from data/flins.csv --icsv --opprint count-distinct -f construction,line
+
      +
      +

      Categorization of total insured value:

      +
       $ mlr --from data/flins.csv --icsv --opprint stats1 -a min,mean,max -f tiv_2012
+ tiv_2012_min tiv_2012_mean          tiv_2012_max
+ 19757.91     1.0615314637499999e+06 2.78555163e+06
+
      +
      +
       $ mlr --from data/flins.csv --icsv --opprint stats1 -a min,mean,max -f tiv_2012 -g construction,line
+
      +
      +
       $ mlr --from data/flins.csv --icsv --oxtab stats1 -a p0,p10,p50,p90,p95,p99,p100 -f hu_site_deductible
+
      +
      +
       $ mlr --from data/flins.csv --icsv --opprint stats1 -a p95,p99,p100 -f hu_site_deductible -g county then sort -f county | head
+ county
+ Duval
+ Highlands
+ Miami Dade
+ Palm Beach
+ Seminole
+ St. Johns
+
      +
      +
       $ mlr --from data/flins.csv --icsv --oxtab stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012
+ tiv_2011_tiv_2012_corr  0.9353629581411828
+ tiv_2011_tiv_2012_ols_m 1.0890905877734807
+ tiv_2011_tiv_2012_ols_b 103095.52335638746
+ tiv_2011_tiv_2012_ols_n 8
+ tiv_2011_tiv_2012_r2    0.8749038634626236
+
      +
      +
       $ mlr --from data/flins.csv --icsv --opprint stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012 -g county
+ county     tiv_2011_tiv_2012_corr tiv_2011_tiv_2012_ols_m tiv_2011_tiv_2012_ols_b tiv_2011_tiv_2012_ols_n tiv_2011_tiv_2012_r2
+ Seminole   -                      -                       -                       1                       -
+ Miami Dade 1                      0.9306426512386247      -2311.1543275160047     2                       0.9999999999999999
+ Palm Beach -                      -                       -                       1                       -
+ Highlands  0.9999999999999997     1.055692910750992       -4529.7939388307705     2                       0.9999999999999992
+ Duval      -                      -                       -                       1                       -
+ St. Johns  -                      -                       -                       1                       -
+
      +
      +
      +
      +

      Color/shape data

      +

      The colored-shapes.dkvp file is some sample data produced by the mkdat2 script. The idea is:

      +
        +

      • Produce some data with known distributions and correlations, and verify that Miller recovers those properties empirically.

        • +

      • Each record is labeled with one of a few colors and one of a few shapes.

        • +

      • The flag field is 0 or 1, with probability dependent on color

        • +

      • The u field is plain uniform on the unit interval.

        • +

      • The v field is the same, except tightly correlated with u for red circles.

        • +

      • The w field is autocorrelated for each color/shape pair.

        • +

      • The x field is boring Gaussian with mean 5 and standard deviation about 1.2, with no dependence on color or shape.

        • +
      +

      Peek at the data:

      +
       $ wc -l data/colored-shapes.dkvp
+    10078 data/colored-shapes.dkvp
+
      +
      +
       $ head -n 6 data/colored-shapes.dkvp | mlr --opprint cat
+ color  shape    flag i  u                   v                    w                   x
+ yellow triangle 1    11 0.6321695890307647  0.9887207810889004   0.4364983936735774  5.7981881667050565
+ red    square   1    15 0.21966833570651523 0.001257332190235938 0.7927778364718627  2.944117399716207
+ red    circle   1    16 0.20901671281497636 0.29005231936593445  0.13810280912907674 5.065034003400998
+ red    square   0    48 0.9562743938458542  0.7467203085342884   0.7755423050923582  7.117831369597269
+ purple triangle 0    51 0.4355354501763202  0.8591292672156728   0.8122903963006748  5.753094629505863
+ red    square   0    64 0.2015510269821953  0.9531098083420033   0.7719912015786777  5.612050466474166
+
      +
      +

      Look at uncategorized stats (using creach for spacing).

      +

      Here it looks reasonable that u is unit-uniform; something’s up with v but we can’t yet see what:

      +
       $ mlr --oxtab stats1 -a min,mean,max -f flag,u,v data/colored-shapes.dkvp | creach 3
+ flag_min  0
+ flag_mean 0.39888866838658465
+ flag_max  1
+
+ u_min     4.3912454007477564e-05
+ u_mean    0.4983263438118866
+ u_max     0.9999687954968421
+
+ v_min     -0.09270905318501277
+ v_mean    0.49778696527477023
+ v_max     1.0724998185026013
+
      +
      +

      The histogram shows the different distribution of 0/1 flags:

      +
       $ mlr --opprint histogram -f flag,u,v --lo -0.1 --hi 1.1 --nbins 12 data/colored-shapes.dkvp
+ bin_lo                bin_hi              flag_count u_count v_count
+ -0.010000000000000002 0.09000000000000002 6058       0       36
+ 0.09000000000000002   0.19000000000000003 0          1062    988
+ 0.19000000000000003   0.29000000000000004 0          985     1003
+ 0.29000000000000004   0.39000000000000007 0          1024    1014
+ 0.39000000000000007   0.4900000000000001  0          1002    991
+ 0.4900000000000001    0.5900000000000002  0          989     1041
+ 0.5900000000000002    0.6900000000000002  0          1001    1016
+ 0.6900000000000002    0.7900000000000001  0          972     962
+ 0.7900000000000001    0.8900000000000002  0          1035    1070
+ 0.8900000000000002    0.9900000000000002  0          995     993
+ 0.9900000000000002    1.0900000000000003  4020       1013    939
+ 1.0900000000000003    1.1900000000000002  0          0       25
+
      +
      +

      Look at univariate stats by color and shape. In particular, color-dependent flag probabilities pop out, aligning with their original Bernoulli probablities from the data-generator script:

      +
       $ mlr --opprint stats1 -a min,mean,max -f flag,u,v -g color then sort -f color data/colored-shapes.dkvp
+ color  flag_min flag_mean           flag_max u_min                  u_mean              u_max              v_min                 v_mean              v_max
+ blue   0        0.5843537414965987  1        4.3912454007477564e-05 0.517717155039078   0.9999687954968421 0.0014886830387470518 0.49105642841387653 0.9995761761685742
+ green  0        0.20919747520288548 1        0.00048750676198217047 0.5048610622924616  0.9999361779701204 0.0005012669003675585 0.49908475928072205 0.9996764373885353
+ orange 0        0.5214521452145214  1        0.00123537823160913    0.49053241689014415 0.9988853487546249 0.0024486660337188493 0.4877637745987629  0.998475130432018
+ purple 0        0.09019264448336252 1        0.0002655214518428872  0.4940049543793683  0.9996465731736793 0.0003641137096487279 0.497050699948439   0.9999751864255598
+ red    0        0.3031674208144796  1        0.0006711367180041172  0.49255964831571375 0.9998822102016469 -0.09270905318501277  0.4965350959465078  1.0724998185026013
+ yellow 0        0.8924274593064402  1        0.001300228762057487   0.49712912165196765 0.99992313390574   0.0007109695568577878 0.510626599360317   0.9999189897724752
+
      +
      +
       $ mlr --opprint stats1 -a min,mean,max -f flag,u,v -g shape then sort -f shape data/colored-shapes.dkvp
+ shape    flag_min flag_mean           flag_max u_min                  u_mean              u_max              v_min                 v_mean              v_max
+ circle   0        0.3998456194519491  1        4.3912454007477564e-05 0.49855450951394115 0.99992313390574   -0.09270905318501277  0.49552415740048406 1.0724998185026013
+ square   0        0.39611178614823817 1        0.0001881939925673093  0.499385458061097   0.9999687954968421 8.930277299445954e-05 0.49653825501903986 0.9999751864255598
+ triangle 0        0.4015421115065243  1        0.000881025170573424   0.4968585405884252  0.9996614910922645 0.000716883409890845  0.501049532862137   0.9999946837499262
+
      +
      +

      Look at bivariate stats by color and shape. In particular, u,v pairwise correlation for red circles pops out:

      +
       $ mlr --opprint --right stats2 -a corr -f u,v,w,x data/colored-shapes.dkvp
+            u_v_corr              w_x_corr
+ 0.13341803768384553 -0.011319938208638764
+
      +
      +
       $ mlr --opprint --right stats2 -a corr -f u,v,w,x -g color,shape then sort -nr u_v_corr data/colored-shapes.dkvp
+  color    shape              u_v_corr               w_x_corr
+    red   circle    0.9807984157534667  -0.018565046320623148
+ orange   square   0.17685846147882145   -0.07104374629148885
+  green   circle   0.05764430126828069   0.011795210176784067
+    red   square  0.055744791559722166 -0.0006802175149145207
+ yellow triangle   0.04457267106380469    0.02460476240108526
+ yellow   square   0.04379171794446621   -0.04462267239937856
+ purple   circle   0.03587354791796681    0.13411247530136805
+   blue   square   0.03241156493114544   -0.05350791240143263
+   blue triangle  0.015356295190464324 -0.0006084778850362686
+ orange   circle   0.01051866723398945    -0.1627949723421722
+    red triangle   0.00809781003735548   0.012485753551391776
+ purple triangle  0.005155038421780437   -0.04505792148014131
+ purple   square  -0.02568020549187632    0.05769444883779078
+  green   square -0.025775985300150128  -0.003265248022084335
+ orange triangle -0.030456930370361554     -0.131870019629393
+ yellow   circle  -0.06477338560056926    0.07369474300245252
+   blue   circle   -0.1023476302678634  -0.030529007506883508
+  green triangle  -0.10901830007460846    -0.0484881707807228
+
      +
      +
      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/data-sharing.html b/docs6b/docs/_build/html/data-sharing.html new file mode 100644 index 000000000..afd56979f --- /dev/null +++ b/docs6b/docs/_build/html/data-sharing.html @@ -0,0 +1,401 @@ + + + + + + + + Mixing with other languages — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      Mixing with other languages

      +

      As discussed in the section on File formats, Miller supports several different file formats. Different tools are good at different things, so it’s important to be able to move data into and out of other languages. CSV and JSON are well-known, of course; here are some examples using DKVP format, with Ruby and Python. Last, we show how to use arbitrary shell commands to extend functionality beyond Miller’s domain-specific language.

      +
      +

      DKVP I/O in Python

      +

      Here are the I/O routines:

      +
      #!/usr/bin/env python
+
+# ================================================================
+# Example of DKVP I/O using Python.
+#
+# Key point: Use Miller for what it's good at; pass data into/out of tools in
+# other languages to do what they're good at.
+#
+#   bash$ python -i dkvp_io.py
+#
+#   # READ
+#   >>> map = dkvpline2map('x=1,y=2', '=', ',')
+#   >>> map
+#   OrderedDict([('x', '1'), ('y', '2')])
+#
+#   # MODIFY
+#   >>> map['z'] = map['x'] + map['y']
+#   >>> map
+#   OrderedDict([('x', '1'), ('y', '2'), ('z', 3)])
+#
+#   # WRITE
+#   >>> line = map2dkvpline(map, '=', ',')
+#   >>> line
+#   'x=1,y=2,z=3'
+#
+# ================================================================
+
+import re
+import collections
+
+# ----------------------------------------------------------------
+# ips and ifs (input pair separator and input field separator) are nominally '=' and ','.
+def dkvpline2map(line, ips, ifs):
+    pairs = re.split(ifs, line)
+    map = collections.OrderedDict()
+    for pair in pairs:
+            key, value = re.split(ips, pair, 1)
+
+            # Type inference:
+            try:
+                    value = int(value)
+            except:
+                    try:
+                            value = float(value)
+                    except:
+                            pass
+
+            map[key] = value
+    return map
+
+# ----------------------------------------------------------------
+# ops and ofs (output pair separator and output field separator) are nominally '=' and ','.
+def map2dkvpline(map , ops, ofs):
+    line = ''
+    pairs = []
+    for key in map:
+            pairs.append(str(key) + ops + str(map[key]))
+    return str.join(ofs, pairs)
+
      +
      +

      And here is an example using them:

      +
       $ cat polyglot-dkvp-io/example.py
+ #!/usr/bin/env python
+
+ import sys
+ import re
+ import copy
+ import dkvp_io
+
+ while True:
+     # Read the original record:
+     line = sys.stdin.readline().strip()
+     if line == '':
+             break
+     map = dkvp_io.dkvpline2map(line, '=', ',')
+
+     # Drop a field:
+     map.pop('x')
+
+     # Compute some new fields:
+     map['ab'] = map['a'] + map['b']
+     map['iy'] = map['i'] + map['y']
+
+     # Add new fields which show type of each already-existing field:
+     omap = copy.copy(map) # since otherwise the for-loop will modify what it loops over
+     keys = omap.keys()
+     for key in keys:
+             # Convert "<type 'int'>" to just "int", etc.:
+             type_string = str(map[key].__class__)
+             type_string = re.sub("<type '", "", type_string) # python2
+             type_string = re.sub("<class '", "", type_string) # python3
+             type_string = re.sub("'>", "", type_string)
+             map['t'+key] = type_string
+
+     # Write the modified record:
+     print(dkvp_io.map2dkvpline(map, '=', ','))
+
      +
      +

      Run as-is:

      +
       $ python polyglot-dkvp-io/example.py < data/small
+ a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+
      +
      +

      Run as-is, then pipe to Miller for pretty-printing:

      +
       $ python polyglot-dkvp-io/example.py < data/small | mlr --opprint cat
+ a   b   i y                   ab     iy                 ta  tb  ti  ty    tab tiy
+ pan pan 1 0.7268028627434533  panpan 1.7268028627434533 str str int float str float
+ eks pan 2 0.5221511083334797  ekspan 2.5221511083334796 str str int float str float
+ wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 str str int float str float
+ eks wye 4 0.13418874328430463 ekswye 4.134188743284304  str str int float str float
+ wye pan 5 0.8636244699032729  wyepan 5.863624469903273  str str int float str float
+
      +
      +
      +
      +

      DKVP I/O in Ruby

      +

      Here are the I/O routines:

      +
      #!/usr/bin/env ruby
+
+# ================================================================
+# Example of DKVP I/O using Ruby.
+#
+# Key point: Use Miller for what it's good at; pass data into/out of tools in
+# other languages to do what they're good at.
+#
+#   bash$ irb -I. -r dkvp_io.rb
+#
+#   # READ
+#   irb(main):001:0> map = dkvpline2map('x=1,y=2', '=', ',')
+#   => {"x"=>"1", "y"=>"2"}
+#
+#   # MODIFY
+#   irb(main):001:0> map['z'] = map['x'] + map['y']
+#   => 3
+#
+#   # WRITE
+#   irb(main):002:0> line = map2dkvpline(map, '=', ',')
+#   => "x=1,y=2,z=3"
+#
+# ================================================================
+
+# ----------------------------------------------------------------
+# ips and ifs (input pair separator and input field separator) are nominally '=' and ','.
+def dkvpline2map(line, ips, ifs)
+  map = {}
+  line.split(ifs).each do |pair|
+    (k, v) = pair.split(ips, 2)
+
+    # Type inference:
+    begin
+      v = Integer(v)
+    rescue ArgumentError
+      begin
+        v = Float(v)
+      rescue ArgumentError
+        # Leave as string
+      end
+    end
+
+    map[k] = v
+  end
+  map
+end
+
+# ----------------------------------------------------------------
+# ops and ofs (output pair separator and output field separator) are nominally '=' and ','.
+def map2dkvpline(map, ops, ofs)
+  map.collect{|k,v| k.to_s + ops + v.to_s}.join(ofs)
+end
+
      +
      +

      And here is an example using them:

      +
       $ cat polyglot-dkvp-io/example.rb
+ #!/usr/bin/env ruby
+
+ require 'dkvp_io'
+
+ ARGF.each do |line|
+   # Read the original record:
+   map = dkvpline2map(line.chomp, '=', ',')
+
+   # Drop a field:
+   map.delete('x')
+
+   # Compute some new fields:
+   map['ab'] = map['a'] + map['b']
+   map['iy'] = map['i'] + map['y']
+
+   # Add new fields which show type of each already-existing field:
+   keys = map.keys
+   keys.each do |key|
+     map['t'+key] = map[key].class
+   end
+
+   # Write the modified record:
+   puts map2dkvpline(map, '=', ',')
+ end
+
      +
      +

      Run as-is:

      +
       $ ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small
+ a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+
      +
      +

      Run as-is, then pipe to Miller for pretty-printing:

      +
       $ ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small | mlr --opprint cat
+ a   b   i y                   ab     iy                 ta     tb     ti      ty    tab    tiy
+ pan pan 1 0.7268028627434533  panpan 1.7268028627434533 String String Integer Float String Float
+ eks pan 2 0.5221511083334797  ekspan 2.5221511083334796 String String Integer Float String Float
+ wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 String String Integer Float String Float
+ eks wye 4 0.13418874328430463 ekswye 4.134188743284304  String String Integer Float String Float
+ wye pan 5 0.8636244699032729  wyepan 5.863624469903273  String String Integer Float String Float
+
      +
      +
      +
      +

      SQL-output examples

      +

      Please see SQL-output examples.

      +
      +
      +

      SQL-input examples

      +

      Please see SQL-input examples.

      +
      +
      +

      Running shell commands

      +

      The system DSL function allows you to run a specific shell command and put its output – minus the final newline – into a record field. The command itself is any string, either a literal string, or a concatenation of strings, perhaps including other field values or what have you.

      +
       $ mlr --opprint put '$o = system("echo hello world")' data/small
+ a   b   i x                   y                   o
+ pan pan 1 0.3467901443380824  0.7268028627434533  hello world
+ eks pan 2 0.7586799647899636  0.5221511083334797  hello world
+ wye wye 3 0.20460330576630303 0.33831852551664776 hello world
+ eks wye 4 0.38139939387114097 0.13418874328430463 hello world
+ wye pan 5 0.5732889198020006  0.8636244699032729  hello world
+
      +
      +
       $ mlr --opprint put '$o = system("echo {" . NR . "}")' data/small
+ a   b   i x                   y                   o
+ pan pan 1 0.3467901443380824  0.7268028627434533  {1}
+ eks pan 2 0.7586799647899636  0.5221511083334797  {2}
+ wye wye 3 0.20460330576630303 0.33831852551664776 {3}
+ eks wye 4 0.38139939387114097 0.13418874328430463 {4}
+ wye pan 5 0.5732889198020006  0.8636244699032729  {5}
+
      +
      +
       $ mlr --opprint put '$o = system("echo -n ".$a."| sha1sum")' data/small
+ a   b   i x                   y                   o
+ pan pan 1 0.3467901443380824  0.7268028627434533  f29c748220331c273ef16d5115f6ecd799947f13  -
+ eks pan 2 0.7586799647899636  0.5221511083334797  456d988ecb3bf1b75f057fc6e9fe70db464e9388  -
+ wye wye 3 0.20460330576630303 0.33831852551664776 eab0de043d67f441c7fd1e335f0ca38708e6ebf7  -
+ eks wye 4 0.38139939387114097 0.13418874328430463 456d988ecb3bf1b75f057fc6e9fe70db464e9388  -
+ wye pan 5 0.5732889198020006  0.8636244699032729  eab0de043d67f441c7fd1e335f0ca38708e6ebf7  -
+
      +
      +

      Note that running a subprocess on every record takes a non-trivial amount of time. Comparing asking the system date command for the current time in nanoseconds versus computing it in process:

      +
       $ mlr --opprint put '$t=system("date +%s.%N")' then step -a delta -f t data/small
+ a   b   i x                   y                   t                    t_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  1568774318.513903817 0
+ eks pan 2 0.7586799647899636  0.5221511083334797  1568774318.514722876 0.000819
+ wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.515618046 0.000895
+ eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.516547441 0.000929
+ wye pan 5 0.5732889198020006  0.8636244699032729  1568774318.517518828 0.000971
+
      +
      +
       $ mlr --opprint put '$t=systime()' then step -a delta -f t data/small
+ a   b   i x                   y                   t                 t_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  1568774318.518699 0
+ eks pan 2 0.7586799647899636  0.5221511083334797  1568774318.518717 0.000018
+ wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.518723 0.000006
+ eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.518727 0.000004
+ wye pan 5 0.5732889198020006  0.8636244699032729  1568774318.518730 0.000003
+
      +
      +
      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/data/a.csv b/docs6b/docs/_build/html/data/a.csv new file mode 100644 index 000000000..88700c714 --- /dev/null +++ b/docs6b/docs/_build/html/data/a.csv @@ -0,0 +1,3 @@ +a,b,c +1,2,3 +4,5,6 diff --git a/docs6b/docs/_build/html/data/a.dkvp b/docs6b/docs/_build/html/data/a.dkvp new file mode 100644 index 000000000..c9e1a06ef --- /dev/null +++ b/docs6b/docs/_build/html/data/a.dkvp @@ -0,0 +1,2 @@ +a=1,b=2,c=3 +a=4,b=5,c=6 diff --git a/docs6b/docs/_build/html/data/array-example.json b/docs6b/docs/_build/html/data/array-example.json new file mode 100644 index 000000000..9409d73a9 --- /dev/null +++ b/docs6b/docs/_build/html/data/array-example.json @@ -0,0 +1,8 @@ +{ + "key": "ax04", + "samples": [45, 67, 22] +} +{ + "key": "cz09", + "samples": [11, 29, 84, 91] +} diff --git a/docs6b/docs/_build/html/data/b.csv b/docs6b/docs/_build/html/data/b.csv new file mode 100644 index 000000000..45f82f9f9 --- /dev/null +++ b/docs6b/docs/_build/html/data/b.csv @@ -0,0 +1,2 @@ +a,b,c +7,8,9 diff --git a/docs6b/docs/_build/html/data/b.dkvp b/docs6b/docs/_build/html/data/b.dkvp new file mode 100644 index 000000000..d9be5c2ce --- /dev/null +++ b/docs6b/docs/_build/html/data/b.dkvp @@ -0,0 +1 @@ +a=7,b=8,c=9 diff --git a/docs6b/docs/_build/html/data/begin-end-example-1.sh b/docs6b/docs/_build/html/data/begin-end-example-1.sh new file mode 100644 index 000000000..f66beaa7e --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/begin-end-example-2.sh b/docs6b/docs/_build/html/data/begin-end-example-2.sh new file mode 100644 index 000000000..55ad689f6 --- /dev/null +++ b/docs6b/docs/_build/html/data/begin-end-example-2.sh @@ -0,0 +1,4 @@ +mlr put ' + @x_sum += $x; + end { emit @x_sum } +' ../data/small diff --git a/docs6b/docs/_build/html/data/begin-end-example-3.sh b/docs6b/docs/_build/html/data/begin-end-example-3.sh new file mode 100644 index 000000000..d88dbe3c7 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/begin-end-example-4.sh b/docs6b/docs/_build/html/data/begin-end-example-4.sh new file mode 100644 index 000000000..5ac1c112b --- /dev/null +++ b/docs6b/docs/_build/html/data/begin-end-example-4.sh @@ -0,0 +1,8 @@ +mlr put -q ' + @x_count += 1; + @x_sum += $x; + end { + emit @x_count; + emit @x_sum; + } +' ../data/small diff --git a/docs6b/docs/_build/html/data/begin-end-example-5.sh b/docs6b/docs/_build/html/data/begin-end-example-5.sh new file mode 100644 index 000000000..dbd2efed1 --- /dev/null +++ b/docs6b/docs/_build/html/data/begin-end-example-5.sh @@ -0,0 +1 @@ +mlr stats1 -a count,sum -f x ../data/small diff --git a/docs6b/docs/_build/html/data/begin-end-example-6.sh b/docs6b/docs/_build/html/data/begin-end-example-6.sh new file mode 100644 index 000000000..7f9bbb6d1 --- /dev/null +++ b/docs6b/docs/_build/html/data/begin-end-example-6.sh @@ -0,0 +1,8 @@ +mlr put -q ' + @x_count[$a] += 1; + @x_sum[$a] += $x; + end { + emit @x_count, "a"; + emit @x_sum, "a"; + } +' ../data/small diff --git a/docs6b/docs/_build/html/data/begin-end-example-6a.sh b/docs6b/docs/_build/html/data/begin-end-example-6a.sh new file mode 100644 index 000000000..6b9e46bea --- /dev/null +++ b/docs6b/docs/_build/html/data/begin-end-example-6a.sh @@ -0,0 +1,7 @@ +mlr --from data/medium put -q ' + @x_count[$a][$b] += 1; + @x_sum[$a][$b] += $x; + end { + emit (@x_count, @x_sum), "a", "b"; + } +' diff --git a/docs6b/docs/_build/html/data/begin-end-example-7.sh b/docs6b/docs/_build/html/data/begin-end-example-7.sh new file mode 100644 index 000000000..5c0101659 --- /dev/null +++ b/docs6b/docs/_build/html/data/begin-end-example-7.sh @@ -0,0 +1 @@ +mlr stats1 -a count,sum -f x -g a ../data/small diff --git a/go/regtest/cases-pending-go-port/dsl-redirects/0075/experr b/docs6b/docs/_build/html/data/begin-end-example-7b.sh similarity index 100% rename from go/regtest/cases-pending-go-port/dsl-redirects/0075/experr rename to docs6b/docs/_build/html/data/begin-end-example-7b.sh diff --git a/docs6b/docs/_build/html/data/begin-end-example-8.sh b/docs6b/docs/_build/html/data/begin-end-example-8.sh new file mode 100644 index 000000000..a5b6fd3a2 --- /dev/null +++ b/docs6b/docs/_build/html/data/begin-end-example-8.sh @@ -0,0 +1,14 @@ +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/docs6b/docs/_build/html/data/budget.csv b/docs6b/docs/_build/html/data/budget.csv new file mode 100644 index 000000000..1791a8657 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/bulk-rename-for-loop.mlr b/docs6b/docs/_build/html/data/bulk-rename-for-loop.mlr new file mode 100644 index 000000000..ec648319c --- /dev/null +++ b/docs6b/docs/_build/html/data/bulk-rename-for-loop.mlr @@ -0,0 +1,5 @@ +map newrec = {}; +for (oldk, v in $*) { + newrec[gsub(oldk, " ", "_")] = v; +} +$* = newrec diff --git a/docs6b/docs/_build/html/data/clean-whitespace.csv b/docs6b/docs/_build/html/data/clean-whitespace.csv new file mode 100644 index 000000000..655f65a1b --- /dev/null +++ b/docs6b/docs/_build/html/data/clean-whitespace.csv @@ -0,0 +1,4 @@ + Name , Preference + Ann Simons, blue +Bob Wang , red + Carol Vee, yellow diff --git a/docs6b/docs/_build/html/data/color-codes.csv b/docs6b/docs/_build/html/data/color-codes.csv new file mode 100644 index 000000000..b23e146e9 --- /dev/null +++ b/docs6b/docs/_build/html/data/color-codes.csv @@ -0,0 +1,4 @@ +id,code +3,0000ff +2,00ff00 +4,ff0000 diff --git a/docs6b/docs/_build/html/data/color-names.csv b/docs6b/docs/_build/html/data/color-names.csv new file mode 100644 index 000000000..4677150b6 --- /dev/null +++ b/docs6b/docs/_build/html/data/color-names.csv @@ -0,0 +1,3 @@ +id,color +4,red +2,green diff --git a/docs6b/docs/_build/html/data/colored-shapes.csv b/docs6b/docs/_build/html/data/colored-shapes.csv new file mode 100644 index 000000000..4c37c4f2a --- /dev/null +++ b/docs6b/docs/_build/html/data/colored-shapes.csv @@ -0,0 +1,10079 @@ +color,shape,flag,i,u,v,w,x +yellow,triangle,1,11,0.6321695890307647,0.9887207810889004,0.4364983936735774,5.7981881667050565 +red,square,1,15,0.21966833570651523,0.001257332190235938,0.7927778364718627,2.944117399716207 +red,circle,1,16,0.20901671281497636,0.29005231936593445,0.13810280912907674,5.065034003400998 +red,square,0,48,0.9562743938458542,0.7467203085342884,0.7755423050923582,7.117831369597269 +purple,triangle,0,51,0.4355354501763202,0.8591292672156728,0.8122903963006748,5.753094629505863 +red,square,0,64,0.2015510269821953,0.9531098083420033,0.7719912015786777,5.612050466474166 +purple,triangle,0,65,0.6842806710360729,0.5823723856331258,0.8014053396013747,5.805148213865135 +yellow,circle,1,73,0.6033649768090676,0.42370791211283076,0.639785141788745,7.006414410739997 +yellow,circle,1,87,0.2856563669907619,0.8335161523929382,0.6350579406858395,6.350035616385983 +purple,square,0,91,0.25992639068499135,0.824321938346312,0.7237347131411271,6.854221024776646 +red,circle,0,108,0.024802572314538085,-0.018793703176088375,0.1671176659369718,5.055666375592517 +yellow,square,1,109,0.9974736736046079,0.6760028458359627,0.41864350936782024,3.901025801203988 +red,circle,0,118,0.34117602470323594,0.38062693570973866,0.17327129470515584,3.29791352816602 +red,triangle,0,123,0.4278178693661939,0.3960696006932547,0.4669075799722325,6.075593868973896 +green,triangle,1,126,0.1513010528347546,0.40346767294704544,0.051213231883952326,5.955109300797182 +red,circle,0,132,0.00415869281443515,0.07120668907359722,0.18024088018973658,6.081369507941527 +red,square,1,136,0.7115806575648764,0.6358066944310004,0.733362749189488,2.0929047447188442 +purple,triangle,0,140,0.7170724772864769,0.971982521419424,0.7877975577532164,4.099359540509919 +purple,triangle,0,151,0.032614487569017414,0.7346633365041219,0.7812143304483805,2.6831992610568047 +green,square,0,152,0.6684429446914862,0.016056003736548696,0.4656148241291592,5.434588759225423 +yellow,square,1,158,0.41527900739142165,0.7118027080775757,0.4200799665161291,5.33279067554884 +red,triangle,1,177,0.46223900862848977,0.3756372162560322,0.46677374441501546,3.868738145214838 +red,square,1,181,0.7499237717390023,0.3011685472073139,0.7067889134216544,5.658717346090616 +red,square,0,207,0.8418732590895626,0.6829961308284442,0.6777973811978997,6.429841924437199 +blue,circle,0,215,0.7803586969333292,0.33146680638888126,0.04289047852629113,5.725365736377487 +blue,triangle,0,220,0.441773289968473,0.44597731903759075,0.6329360666849821,4.3064608776550894 +yellow,triangle,1,230,0.662341253298938,0.1395610797840987,0.4253162003550002,7.4205012813680336 +purple,square,0,247,0.7157068193458154,0.30556667456142306,0.7082214193677417,6.27840284372013 +blue,circle,1,282,0.4107894174130632,0.5237663206650146,0.04318568730902819,3.7814299131517406 +green,triangle,0,284,0.09184444247342893,0.4977908548241379,0.07847551915092178,5.171903191298225 +purple,circle,0,314,0.9970979544448977,0.19371928997895382,0.4669332097132727,6.253743240180984 +red,circle,0,317,0.3806668694886812,0.4639086417841095,0.24155540443368562,5.233591001880515 +blue,square,0,320,0.6567438551446514,0.6872579918742652,0.3126631069620033,4.783384797137046 +blue,circle,1,323,0.6831389508634012,0.5164266496909541,0.04279502510289964,6.430767892082264 +red,circle,0,342,0.022581234669267536,0.07297945199030628,0.24820497536870453,4.8817903893282315 +red,circle,0,343,0.19109789177540426,0.09277368510132841,0.25217038732339636,6.3438770884826345 +green,square,0,356,0.7674272008085286,0.341578843118008,0.4570224877870851,4.830320062215299 +yellow,triangle,1,360,0.04059511540040217,0.12175098644715998,0.4252690428843536,6.189923389321772 +blue,square,1,362,0.7956525257065691,0.6523132120850892,0.3200330380984027,4.072821305500013 +blue,triangle,0,396,0.919100549631871,0.8344721671140174,0.6244367001946488,2.49013750392186 +yellow,circle,1,397,0.39319598247811227,0.7827012405227943,0.6366920960401155,4.529206987025983 +red,square,1,398,0.5978201290608502,0.47272211894407123,0.6491217487672196,4.940940908354111 +yellow,triangle,1,417,0.5968783890703766,0.9180606623519213,0.43245864839969506,6.365943427549951 +green,circle,1,420,0.08351408650249226,0.54577336738499,0.5186728819298164,5.084667446471147 +red,square,0,426,0.18797364854358312,0.15618889495894983,0.6473124542782809,4.377289005882239 +purple,triangle,1,435,0.5533395314187117,0.6819531437186439,0.7660419032272928,6.318450342598268 +purple,square,0,442,0.5949936958119856,0.44333412244235537,0.699091705650557,4.0899656611487645 +yellow,triangle,0,450,0.42804650823641566,0.25454266416065197,0.4346507346665569,4.277203829116134 +red,square,0,455,0.511897747652211,0.9985224224854384,0.6362898913523033,5.154825231103973 +yellow,circle,1,463,0.36858008772332884,0.5075644639683616,0.6316304187169625,7.040221898203598 +red,square,0,469,0.13286513113313736,0.9084234595597834,0.6279253576837711,5.002168139084499 +red,triangle,0,476,0.7869818074820932,0.7917840934406875,0.4904465717482654,7.621374465824963 +red,square,1,485,0.0985075545140347,0.03323413200681258,0.6210493583280738,5.397832324814885 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+blue,circle,0,703,0.8715379458478961,0.20256829168055102,0.10985276936169859,7.997598940922333 +red,triangle,0,709,0.98329965475008,0.22471614331987888,0.5067594140832291,6.322260097816005 +red,square,0,711,0.17792705971938538,0.8342704569425529,0.5496181660392127,4.489594163882984 +red,square,1,721,0.41366768077123217,0.7926395050427005,0.5500236156239641,6.072243219753511 +green,circle,0,732,0.8796970347713795,0.5095418401519376,0.5036523462569609,3.732306962687 +red,circle,0,739,0.4656141644806484,0.43943619960025365,0.3389349788256644,4.6091252205967415 +red,square,0,743,0.7686293918141773,0.3860243778849791,0.5563945710051195,7.100899795404449 +blue,square,0,768,0.6142167398249276,0.5058741300020686,0.35440149163176193,4.9375675393287795 +red,square,0,769,0.5762503050626411,0.9449347972337795,0.5396454717504899,4.535027823576054 +yellow,square,1,776,0.2326699375087975,0.41062255056145136,0.4582838878078877,6.495550613116688 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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/docs6b/docs/_build/html/data/colours.csv b/docs6b/docs/_build/html/data/colours.csv new file mode 100644 index 000000000..f6dbe24aa --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/current_counters.csv b/docs6b/docs/_build/html/data/current_counters.csv new file mode 100644 index 000000000..3193153cd --- /dev/null +++ b/docs6b/docs/_build/html/data/current_counters.csv @@ -0,0 +1,5 @@ +color,count +red,3467 +orange,670 +yellow,27 +blue,6944 diff --git a/docs6b/docs/_build/html/data/currtemp.csv b/docs6b/docs/_build/html/data/currtemp.csv new file mode 100644 index 000000000..7b335ce9e --- /dev/null +++ b/docs6b/docs/_build/html/data/currtemp.csv @@ -0,0 +1,5 @@ +color,current_count +red,3467 +orange,670 +yellow,27 +blue,6944 diff --git a/docs6b/docs/_build/html/data/delimiter-examples.txt b/docs6b/docs/_build/html/data/delimiter-examples.txt new file mode 100644 index 000000000..27d7c7233 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/dollar-sign.txt b/docs6b/docs/_build/html/data/dollar-sign.txt new file mode 100644 index 000000000..dbd5fddf7 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/dynamic-nr.sh b/docs6b/docs/_build/html/data/dynamic-nr.sh new file mode 100644 index 000000000..b9bfb73e9 --- /dev/null +++ b/docs6b/docs/_build/html/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; + $nr2 = @nr2 +' diff --git a/docs6b/docs/_build/html/data/emit-lashed.sh b/docs6b/docs/_build/html/data/emit-lashed.sh new file mode 100644 index 000000000..29dd4787c --- /dev/null +++ b/docs6b/docs/_build/html/data/emit-lashed.sh @@ -0,0 +1,10 @@ +mlr --from data/medium --opprint put -q ' + @x_count[$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/docs6b/docs/_build/html/data/english-words.txt b/docs6b/docs/_build/html/data/english-words.txt new file mode 100644 index 000000000..9e382cd81 --- /dev/null +++ b/docs6b/docs/_build/html/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 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+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/docs6b/docs/_build/html/data/factorial-example.sh b/docs6b/docs/_build/html/data/factorial-example.sh new file mode 100644 index 000000000..c3984d568 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/fe-example-1.sh b/docs6b/docs/_build/html/data/fe-example-1.sh new file mode 100644 index 000000000..9575e4cf9 --- /dev/null +++ b/docs6b/docs/_build/html/data/fe-example-1.sh @@ -0,0 +1 @@ +mlr --from data/small put '$xy = sqrt($x**2 + $y**2)' diff --git a/docs6b/docs/_build/html/data/fe-example-2.sh b/docs6b/docs/_build/html/data/fe-example-2.sh new file mode 100644 index 000000000..048c3672e --- /dev/null +++ b/docs6b/docs/_build/html/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, $y)' diff --git a/docs6b/docs/_build/html/data/fe-example-3.mlr b/docs6b/docs/_build/html/data/fe-example-3.mlr new file mode 100644 index 000000000..1ba3f9e48 --- /dev/null +++ b/docs6b/docs/_build/html/data/fe-example-3.mlr @@ -0,0 +1,4 @@ +func f(a, b) { + return sqrt(a**2 + b**2) +} +$xy = f($x, $y) diff --git a/docs6b/docs/_build/html/data/fe-example-4.mlr b/docs6b/docs/_build/html/data/fe-example-4.mlr new file mode 100644 index 000000000..7d668474d --- /dev/null +++ b/docs6b/docs/_build/html/data/fe-example-4.mlr @@ -0,0 +1,3 @@ +func f(a, b) { + return sqrt(a**2 + b**2) +} diff --git a/docs6b/docs/_build/html/data/feature-count.mlr b/docs6b/docs/_build/html/data/feature-count.mlr new file mode 100644 index 000000000..4a4a97691 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/features.json b/docs6b/docs/_build/html/data/features.json new file mode 100644 index 000000000..a4b21e916 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/fibo-cached.sh b/docs6b/docs/_build/html/data/fibo-cached.sh new file mode 100644 index 000000000..a6ae172bb --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/fibo-uncached.sh b/docs6b/docs/_build/html/data/fibo-uncached.sh new file mode 100644 index 000000000..26213da14 --- /dev/null +++ b/docs6b/docs/_build/html/data/fibo-uncached.sh @@ -0,0 +1,15 @@ +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/docs6b/docs/_build/html/data/fill-down.csv b/docs6b/docs/_build/html/data/fill-down.csv new file mode 100644 index 000000000..88477a59d --- /dev/null +++ b/docs6b/docs/_build/html/data/fill-down.csv @@ -0,0 +1,4 @@ +a,b,c +1,,3 +4,5,6 +7,,9 diff --git a/docs6b/docs/_build/html/data/filter-multiline-example.txt b/docs6b/docs/_build/html/data/filter-multiline-example.txt new file mode 100644 index 000000000..2a3421ec0 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/flins.csv b/docs6b/docs/_build/html/data/flins.csv new file mode 100644 index 000000000..ce48ea897 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/flins.json b/docs6b/docs/_build/html/data/flins.json new file mode 100644 index 000000000..1578256a3 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-oosvar-example-0a.txt b/docs6b/docs/_build/html/data/for-oosvar-example-0a.txt new file mode 100644 index 000000000..06f960894 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-oosvar-example-0b.sh b/docs6b/docs/_build/html/data/for-oosvar-example-0b.sh new file mode 100644 index 000000000..538a8f58d --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-oosvar-example-0c.sh b/docs6b/docs/_build/html/data/for-oosvar-example-0c.sh new file mode 100644 index 000000000..d70455ccc --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-oosvar-example-0d.sh b/docs6b/docs/_build/html/data/for-oosvar-example-0d.sh new file mode 100644 index 000000000..b03441e75 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-oosvar-example-0e.sh b/docs6b/docs/_build/html/data/for-oosvar-example-0e.sh new file mode 100644 index 000000000..1c0ae6238 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-srec-example-1.sh b/docs6b/docs/_build/html/data/for-srec-example-1.sh new file mode 100644 index 000000000..960ea65c9 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-srec-example-2.sh b/docs6b/docs/_build/html/data/for-srec-example-2.sh new file mode 100644 index 000000000..ffefb4ad7 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-srec-example-3.sh b/docs6b/docs/_build/html/data/for-srec-example-3.sh new file mode 100644 index 000000000..a6cc45ccb --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/for-srec-example.tbl b/docs6b/docs/_build/html/data/for-srec-example.tbl new file mode 100644 index 000000000..64791c613 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/fraction-example.csv b/docs6b/docs/_build/html/data/fraction-example.csv new file mode 100644 index 000000000..21afdf043 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/full-reorg.sh b/docs6b/docs/_build/html/data/full-reorg.sh new file mode 100644 index 000000000..fa56418a5 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/headerless.csv b/docs6b/docs/_build/html/data/headerless.csv new file mode 100644 index 000000000..03b32576e --- /dev/null +++ b/docs6b/docs/_build/html/data/headerless.csv @@ -0,0 +1,4 @@ +John,23,present +Fred,34,present +Alice,56,missing +Carol,45,present diff --git a/docs6b/docs/_build/html/data/het-bool.csv b/docs6b/docs/_build/html/data/het-bool.csv new file mode 100644 index 000000000..cc094b90f --- /dev/null +++ b/docs6b/docs/_build/html/data/het-bool.csv @@ -0,0 +1,5 @@ +name,reachable +barney,false +betty,true +fred,true +wilma,1 diff --git a/docs6b/docs/_build/html/data/het.csv b/docs6b/docs/_build/html/data/het.csv new file mode 100644 index 000000000..f48f8f295 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/het.dkvp b/docs6b/docs/_build/html/data/het.dkvp new file mode 100644 index 000000000..68274011d --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/if-chain.sh b/docs6b/docs/_build/html/data/if-chain.sh new file mode 100644 index 000000000..ebe2de795 --- /dev/null +++ b/docs6b/docs/_build/html/data/if-chain.sh @@ -0,0 +1,11 @@ +mlr put ' + if (NR == 2) { + ... + } elif (NR ==4) { + ... + } elif (NR ==6) { + ... + } else { + ... + } +' diff --git a/docs6b/docs/_build/html/data/inout.csv b/docs6b/docs/_build/html/data/inout.csv new file mode 100644 index 000000000..6e4f71c4f --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/iqr1.sh b/docs6b/docs/_build/html/data/iqr1.sh new file mode 100644 index 000000000..d462c2ab3 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/iqrn.sh b/docs6b/docs/_build/html/data/iqrn.sh new file mode 100644 index 000000000..c3f2ce503 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/join-left-example.csv b/docs6b/docs/_build/html/data/join-left-example.csv new file mode 100644 index 000000000..26588e65c --- /dev/null +++ b/docs6b/docs/_build/html/data/join-left-example.csv @@ -0,0 +1,6 @@ +id,name +100,alice +200,bob +300,carol +400,david +500,edgar diff --git a/docs6b/docs/_build/html/data/join-right-example.csv b/docs6b/docs/_build/html/data/join-right-example.csv new file mode 100644 index 000000000..c425328c9 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/join-u-left.csv b/docs6b/docs/_build/html/data/join-u-left.csv new file mode 100644 index 000000000..0435ecae0 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/join-u-right.csv b/docs6b/docs/_build/html/data/join-u-right.csv new file mode 100644 index 000000000..595823ac0 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/json-example-1.json b/docs6b/docs/_build/html/data/json-example-1.json new file mode 100644 index 000000000..f667efb22 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/json-example-2.json b/docs6b/docs/_build/html/data/json-example-2.json new file mode 100644 index 000000000..1af468a05 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/json-example-3.json b/docs6b/docs/_build/html/data/json-example-3.json new file mode 100644 index 000000000..311f3963b --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/keyed-mean-with-oosvars.sh b/docs6b/docs/_build/html/data/keyed-mean-with-oosvars.sh new file mode 100644 index 000000000..aeba10665 --- /dev/null +++ b/docs6b/docs/_build/html/data/keyed-mean-with-oosvars.sh @@ -0,0 +1,10 @@ +mlr --opprint put -q ' + @x_sum[$a][$b] += $x; + @x_count[$a][$b] += 1; + end{ + for ((a, b), v in @x_sum) { + @x_mean[a][b] = @x_sum[a][b] / @x_count[a][b]; + } + emit @x_mean, "a", "b" + } +' data/medium diff --git a/docs6b/docs/_build/html/data/keyed-min-max-with-oosvars.sh b/docs6b/docs/_build/html/data/keyed-min-max-with-oosvars.sh new file mode 100644 index 000000000..48e9e6d5c --- /dev/null +++ b/docs6b/docs/_build/html/data/keyed-min-max-with-oosvars.sh @@ -0,0 +1,7 @@ +mlr --opprint --from data/medium put -q ' + @min[$a] = min(@min[$a], $x); + @max[$a] = max(@max[$a], $x); + end{ + emit (@min, @max), "a"; + } +' diff --git a/docs6b/docs/_build/html/data/label-example.txt b/docs6b/docs/_build/html/data/label-example.txt new file mode 100644 index 000000000..50f5466a5 --- /dev/null +++ b/docs6b/docs/_build/html/data/label-example.txt @@ -0,0 +1,11 @@ +% grep -v '^#' /etc/passwd | mlr --nidx --fs : --opprint label name,password,uid,gid,gecos,home_dir,shell | head +name password uid gid gecos home_dir shell +nobody * -2 -2 Unprivileged User /var/empty /usr/bin/false +root * 0 0 System Administrator /var/root /bin/sh +daemon * 1 1 System Services /var/root /usr/bin/false +_uucp * 4 4 Unix to 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z_^?-lAo7PK-WC3hty_Zdr-o3`t3gvOn2&CWZsJuz2~HK=9rC7JG~@sU0eN6)94(Ht z^PYQ@X2ZoghA0y+&cdlZDZyW zLMT!DB|CG^-Qb{cePF@=E~H0<)-y8>6K zg==y$OI1y~md%$e literal 0 HcmV?d00001 diff --git a/docs6b/docs/_build/html/data/linreg-example.txt b/docs6b/docs/_build/html/data/linreg-example.txt new file mode 100644 index 000000000..b7ac713e3 --- /dev/null +++ b/docs6b/docs/_build/html/data/linreg-example.txt @@ -0,0 +1,22 @@ + +# Prepare input data: +mlr filter '($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/docs6b/docs/_build/html/data/local-example-1.sh b/docs6b/docs/_build/html/data/local-example-1.sh new file mode 100644 index 000000000..cc4d7bb82 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/map-literal-example-1.sh b/docs6b/docs/_build/html/data/map-literal-example-1.sh new file mode 100644 index 000000000..90d04a9be --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/map-literal-example-2.sh b/docs6b/docs/_build/html/data/map-literal-example-2.sh new file mode 100644 index 000000000..41f17c7b8 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/map-literal-example-3.sh b/docs6b/docs/_build/html/data/map-literal-example-3.sh new file mode 100644 index 000000000..2561ce741 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/maxrows.mlr b/docs6b/docs/_build/html/data/maxrows.mlr new file mode 100644 index 000000000..3deacc579 --- /dev/null +++ b/docs6b/docs/_build/html/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 (nr in @records) { + map record = @records[nr]; + if (record["n"] == @maxn) { + emit record; + } + } +} diff --git a/docs6b/docs/_build/html/data/maxrows.tsv b/docs6b/docs/_build/html/data/maxrows.tsv new file mode 100644 index 000000000..d31985647 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/mean-with-oosvars.sh b/docs6b/docs/_build/html/data/mean-with-oosvars.sh new file mode 100644 index 000000000..b948eee3d --- /dev/null +++ b/docs6b/docs/_build/html/data/mean-with-oosvars.sh @@ -0,0 +1,8 @@ +mlr --opprint put -q ' + @x_sum += $x; + @x_count += 1; + end { + @x_mean = @x_sum / @x_count; + emit @x_mean + } +' data/medium diff --git a/docs6b/docs/_build/html/data/medium b/docs6b/docs/_build/html/data/medium new file mode 100644 index 000000000..bd2df22df --- /dev/null +++ b/docs6b/docs/_build/html/data/medium @@ -0,0 +1,10000 @@ +a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533 +a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797 +a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776 +a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463 +a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729 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a/docs6b/docs/_build/html/data/mkdat2 b/docs6b/docs/_build/html/data/mkdat2 new file mode 100644 index 000000000..6543260f7 --- /dev/null +++ b/docs6b/docs/_build/html/data/mkdat2 @@ -0,0 +1,125 @@ +#!/usr/bin/ruby + +# ================================================================ +# Produces a variety of categorized pseudo-random data in support +# of Miller documentation. +# ================================================================ +# +# Sample output: +# +# ./datagen/mkdat2 6 | mlr --opprint cat +# color shape flag i u v w x +# purple circle 0 1 0.5637512757306459 0.4981743566291943 0.36884254478967105 4.480962906000271 +# orange square 1 2 0.5232158098904274 0.33717333156510765 0.44646982455699713 5.807558719657881 +# red circle 1 3 0.5084894411433544 0.7025118761232125 0.672558508897624 5.094127602621387 +# blue square 0 4 0.3145642940519666 0.3040179460903778 0.6388947856924174 7.517194060345607 +# yellow triangle 1 5 0.06776212921515201 0.8517576443958519 0.4319941923080997 4.955913436917771 +# red square 0 6 0.24407904404655156 0.4297654986740608 0.6681496181121647 4.702469482713694 +# ================================================================ + +# Vary repeat counts to obtain non-uniform distribution on colors +$colors=%w( + red red red red red red red red red red red red red red red red + green green green green + blue blue blue blue blue + orange + yellow yellow yellow yellow yellow + purple purple purple purple +) +# Vary repeat counts to obtain non-uniform distribution on shapes +$shapes = %w( + circle circle circle + square square square square square + triangle triangle triangle triangle +) +# Vary per-color probabilities of flag==1 +$color_flag_ps = { + 'blue' => 0.6, + 'green' => 0.2, + 'orange' => 0.5, + 'purple' => 0.1, + 'red' => 0.3, + 'yellow' => 0.9, +} +# For autocorrelation of time series by color +$eta = 0.99 + +# ================================================================ +def main() + n = 100000 + n = Integer ARGV[0] if ARGV.length == 1 + + history_keys = [] + $colors.uniq.each do |color| + $shapes.uniq.each do |shape| + history_keys << color + '-' + shape + end + end + + ht = HistoryTracker.new(history_keys, $eta) + + n.times do |i| + color = $colors[rand $colors.length] + shape = $shapes[rand $shapes.length] + flag = bernoulli($color_flag_ps[color]) + + # u: plain unit-interval uniform + # v: similar, except for circles, pairwise-correlate u and v + u = rand + v = rand + if color == 'red' && shape == 'circle' + v = u + 0.2*(rand-0.5) + end + + # w: autocorrelated time series by color. If you look at stats of w you'll + # see roughly uniform distribution. But if you follow each color/shape + # combination then you'll see small deltas from one to the next. + w = ht.emit(color + '-' + shape) + + # x: gaussian (boring) + x = gaussian + + puts "color=#{color},shape=#{shape},flag=#{flag},i=#{i+1},u=#{u},v=#{v},w=#{w},x=#{x}" + end + end + +# ================================================================ +# Roughly normal between 0 and 10, mean 5, stddev about 1.2 +def gaussian() + 10*(rand+rand+rand+rand+rand+rand)/6 +end + +def bernoulli(p) + if rand < p + 1 + else + 0 + end +end + +# Autocorrelated time series per color. +# For reference please see http://johnkerl.org/rcm/eta.pdf. +class HistoryTracker + def initialize(keys, eta) + @keys = keys + @prevs = {} + @keys.each do |key| + @prevs[key] = rand + end + @eta = eta + @etac = 1.0 - eta + @s = Math.sqrt((1+eta)/(1-eta)) + @a = 0.5 * (1 - @s) + @b = 0.5 * (1 + @s) + end + def emit(key) + @prevs[key] = @eta * @prevs[key] + @etac * rand + end +end + +# ================================================================ +begin + main() +rescue Errno::EPIPE # E.g. we're piped to head + exit 0 +end diff --git a/docs6b/docs/_build/html/data/multicountdown.dat b/docs6b/docs/_build/html/data/multicountdown.dat new file mode 100644 index 000000000..a26ac76c5 --- /dev/null +++ b/docs6b/docs/_build/html/data/multicountdown.dat @@ -0,0 +1,100 @@ +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 +upsec=3.2990000000000004,color=blue,count=2573 +upsec=3.4510000000000005,color=blue,count=2563 +upsec=3.4870000000000005,color=green,count=1089 +upsec=3.7220000000000004,color=red,count=3672 +upsec=3.7580000000000005,color=red,count=3648 +upsec=3.9670000000000005,color=blue,count=2550 +upsec=4.021000000000001,color=green,count=1054 +upsec=4.211000000000001,color=red,count=3640 +upsec=4.455000000000001,color=purple,count=836 +upsec=4.515000000000001,color=red,count=3639 +upsec=4.636000000000001,color=purple,count=801 +upsec=4.818000000000001,color=red,count=3601 +upsec=5.0390000000000015,color=purple,count=770 +upsec=5.268000000000002,color=blue,count=2543 +upsec=5.310000000000001,color=green,count=1039 +upsec=5.319000000000002,color=blue,count=2537 +upsec=5.413000000000002,color=red,count=3568 +upsec=5.517000000000002,color=purple,count=755 +upsec=5.750000000000002,color=green,count=1030 +upsec=5.778000000000001,color=blue,count=2535 +upsec=5.9380000000000015,color=green,count=1008 +upsec=6.101000000000002,color=blue,count=2520 +upsec=6.250000000000002,color=blue,count=2520 +upsec=6.314000000000002,color=green,count=1005 +upsec=6.383000000000002,color=red,count=3551 +upsec=6.546000000000002,color=blue,count=2511 +upsec=6.703000000000002,color=green,count=984 +upsec=6.842000000000002,color=purple,count=721 +upsec=6.986000000000002,color=green,count=976 +upsec=7.229000000000003,color=blue,count=2488 +upsec=7.376000000000003,color=red,count=3547 +upsec=7.567000000000003,color=red,count=3522 +upsec=7.693000000000003,color=blue,count=2454 +upsec=7.869000000000003,color=green,count=937 +upsec=8.051000000000004,color=purple,count=697 +upsec=8.213000000000005,color=purple,count=694 +upsec=8.356000000000005,color=purple,count=658 +upsec=8.379000000000005,color=red,count=3516 +upsec=8.619000000000005,color=red,count=3505 +upsec=8.708000000000006,color=red,count=3479 +upsec=8.773000000000005,color=green,count=929 +upsec=8.809000000000005,color=red,count=3464 +upsec=9.021000000000004,color=purple,count=634 +upsec=9.268000000000004,color=blue,count=2428 +upsec=9.333000000000004,color=purple,count=621 +upsec=9.497000000000003,color=purple,count=606 +upsec=9.539000000000003,color=purple,count=572 +upsec=9.650000000000004,color=green,count=903 +upsec=9.854000000000005,color=blue,count=2400 +upsec=9.963000000000005,color=blue,count=2397 +upsec=10.088000000000005,color=blue,count=2379 +upsec=10.308000000000005,color=red,count=3431 +upsec=10.321000000000005,color=red,count=3398 +upsec=10.542000000000005,color=green,count=894 +upsec=10.752000000000006,color=red,count=3396 +upsec=10.868000000000006,color=purple,count=550 +upsec=10.942000000000005,color=green,count=887 +upsec=11.137000000000006,color=blue,count=2369 +upsec=11.384000000000006,color=red,count=3389 +upsec=11.517000000000007,color=green,count=859 +upsec=11.657000000000007,color=purple,count=516 +upsec=11.707000000000008,color=green,count=853 +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/docs6b/docs/_build/html/data/multicountdown.rb b/docs6b/docs/_build/html/data/multicountdown.rb new file mode 100644 index 000000000..735057627 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/mydata.txt b/docs6b/docs/_build/html/data/mydata.txt new file mode 100644 index 000000000..db020a5a5 --- /dev/null +++ b/docs6b/docs/_build/html/data/mydata.txt @@ -0,0 +1,3 @@ +oh say can you see +by the dawn's +early light diff --git a/docs6b/docs/_build/html/data/nested.tsv b/docs6b/docs/_build/html/data/nested.tsv new file mode 100644 index 000000000..6130a5b8e --- /dev/null +++ b/docs6b/docs/_build/html/data/nested.tsv @@ -0,0 +1,3 @@ +a b +x z +s u:v:w diff --git a/docs6b/docs/_build/html/data/newline-example.txt b/docs6b/docs/_build/html/data/newline-example.txt new file mode 100644 index 000000000..f885684d7 --- /dev/null +++ b/docs6b/docs/_build/html/data/newline-example.txt @@ -0,0 +1,9 @@ +mlr put ' + $x = 1 + $y = 2 # Syntax error +' + +mlr put ' + $x = 1; + $y = 2 # This is OK +' diff --git a/docs6b/docs/_build/html/data/ping-delta-example.txt b/docs6b/docs/_build/html/data/ping-delta-example.txt new file mode 100644 index 000000000..8e1c7814b --- /dev/null +++ b/docs6b/docs/_build/html/data/ping-delta-example.txt @@ -0,0 +1,11 @@ +$ 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/docs6b/docs/_build/html/data/previous-to-current.sh b/docs6b/docs/_build/html/data/previous-to-current.sh new file mode 100644 index 000000000..d7480d26c --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/previous_counters.csv b/docs6b/docs/_build/html/data/previous_counters.csv new file mode 100644 index 000000000..93cff85af --- /dev/null +++ b/docs6b/docs/_build/html/data/previous_counters.csv @@ -0,0 +1,5 @@ +color,count +red,3472 +blue,6838 +orange,694 +purple,12 diff --git a/docs6b/docs/_build/html/data/prevtemp.csv b/docs6b/docs/_build/html/data/prevtemp.csv new file mode 100644 index 000000000..861dbcdf7 --- /dev/null +++ b/docs6b/docs/_build/html/data/prevtemp.csv @@ -0,0 +1,5 @@ +color,previous_count +red,3472 +blue,6838 +orange,694 +purple,12 diff --git a/docs6b/docs/_build/html/data/put-gating-example-1.dkvp b/docs6b/docs/_build/html/data/put-gating-example-1.dkvp new file mode 100644 index 000000000..0227870b8 --- /dev/null +++ b/docs6b/docs/_build/html/data/put-gating-example-1.dkvp @@ -0,0 +1,5 @@ +x=-1 +x=0 +x=1 +x=2 +x=3 diff --git a/docs6b/docs/_build/html/data/put-gating-example-2.dkvp b/docs6b/docs/_build/html/data/put-gating-example-2.dkvp new file mode 100644 index 000000000..a5795757b --- /dev/null +++ b/docs6b/docs/_build/html/data/put-gating-example-2.dkvp @@ -0,0 +1,3 @@ +a=abc_123 +a=some other name +a=xyz_789 diff --git a/docs6b/docs/_build/html/data/put-multiline-example.txt b/docs6b/docs/_build/html/data/put-multiline-example.txt new file mode 100644 index 000000000..7e1f9e213 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/question.dat b/docs6b/docs/_build/html/data/question.dat new file mode 100644 index 000000000..d40b0adfd --- /dev/null +++ b/docs6b/docs/_build/html/data/question.dat @@ -0,0 +1 @@ +a=is it?,b=it is! diff --git a/docs6b/docs/_build/html/data/ragged-csv-2.sh b/docs6b/docs/_build/html/data/ragged-csv-2.sh new file mode 100644 index 000000000..a2664d8d7 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/ragged-csv.sh b/docs6b/docs/_build/html/data/ragged-csv.sh new file mode 100644 index 000000000..b53812050 --- /dev/null +++ b/docs6b/docs/_build/html/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; + $[@nf] = "" + } +' diff --git a/docs6b/docs/_build/html/data/ragged.csv b/docs6b/docs/_build/html/data/ragged.csv new file mode 100644 index 000000000..ae7f0ec57 --- /dev/null +++ b/docs6b/docs/_build/html/data/ragged.csv @@ -0,0 +1,4 @@ +a,b,c +1,2,3 +4,5 +6,7,8,9 diff --git a/docs6b/docs/_build/html/data/rect-inner.txt b/docs6b/docs/_build/html/data/rect-inner.txt new file mode 100644 index 000000000..022682344 --- /dev/null +++ b/docs6b/docs/_build/html/data/rect-inner.txt @@ -0,0 +1,7 @@ +inner1=100,inner2=101 +inner1=120,inner2=121 +inner1=200,inner2=201 +inner1=210,inner2=211 +inner1=300,inner2=301 +inner1=312 +inner1=313,inner2=314 diff --git a/docs6b/docs/_build/html/data/rect-middle.txt b/docs6b/docs/_build/html/data/rect-middle.txt new file mode 100644 index 000000000..fae49ea83 --- /dev/null +++ b/docs6b/docs/_build/html/data/rect-middle.txt @@ -0,0 +1,7 @@ +middle=10 +middle=11 +middle=12 +middle=20 +middle=21 +middle=30 +middle=31 diff --git a/docs6b/docs/_build/html/data/rect-outer.txt b/docs6b/docs/_build/html/data/rect-outer.txt new file mode 100644 index 000000000..d62ea9965 --- /dev/null +++ b/docs6b/docs/_build/html/data/rect-outer.txt @@ -0,0 +1,3 @@ +outer=1 +outer=2 +outer=3 diff --git a/docs6b/docs/_build/html/data/rect.sh b/docs6b/docs/_build/html/data/rect.sh new file mode 100644 index 000000000..aa36b2861 --- /dev/null +++ b/docs6b/docs/_build/html/data/rect.sh @@ -0,0 +1,10 @@ +mlr --from data/rect.txt put -q ' + is_present($outer) { + unset @r + } + for (k, v in $*) { + @r[k] = v + } + is_present($inner1) { + emit @r + }' diff --git a/docs6b/docs/_build/html/data/rect.txt b/docs6b/docs/_build/html/data/rect.txt new file mode 100644 index 000000000..2bcaec2cb --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/regex-in-data.dat b/docs6b/docs/_build/html/data/regex-in-data.dat new file mode 100644 index 000000000..a1b9ee14d --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/remove-empty-columns.csv b/docs6b/docs/_build/html/data/remove-empty-columns.csv new file mode 100644 index 000000000..9c485d345 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/repeat-example.dat b/docs6b/docs/_build/html/data/repeat-example.dat new file mode 100644 index 000000000..75b4b4099 --- /dev/null +++ b/docs6b/docs/_build/html/data/repeat-example.dat @@ -0,0 +1,3 @@ +color=blue,count=5 +color=red,count=4 +color=green,count=3 diff --git a/docs6b/docs/_build/html/data/repeats.dkvp b/docs6b/docs/_build/html/data/repeats.dkvp new file mode 100644 index 000000000..c19438e51 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/sample-example.txt b/docs6b/docs/_build/html/data/sample-example.txt new file mode 100644 index 000000000..a2be4d659 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/sar.csv b/docs6b/docs/_build/html/data/sar.csv new file mode 100644 index 000000000..98568aa8c --- /dev/null +++ b/docs6b/docs/_build/html/data/sar.csv @@ -0,0 +1,3 @@ +a,b,c +the quick,brown fox,jumped +over,the,lazy dogs diff --git a/docs6b/docs/_build/html/data/sar.mlr b/docs6b/docs/_build/html/data/sar.mlr new file mode 100644 index 000000000..4b5d8ead3 --- /dev/null +++ b/docs6b/docs/_build/html/data/sar.mlr @@ -0,0 +1,3 @@ + for (k in $*) { + $[k] = gsub($[k], "e", "X"); + } diff --git a/docs6b/docs/_build/html/data/scan-example-1.tbl b/docs6b/docs/_build/html/data/scan-example-1.tbl new file mode 100644 index 000000000..2e63c642f --- /dev/null +++ b/docs6b/docs/_build/html/data/scan-example-1.tbl @@ -0,0 +1,5 @@ +value +1 +2.0 +3x +hello diff --git a/docs6b/docs/_build/html/data/scan-example-2.tbl b/docs6b/docs/_build/html/data/scan-example-2.tbl new file mode 100644 index 000000000..19bff87ca --- /dev/null +++ b/docs6b/docs/_build/html/data/scan-example-2.tbl @@ -0,0 +1,11 @@ +value +0001 +0002 +0005 +0005WA +0006 +0007 +0007WA +0008 +0009 +0010 diff --git a/docs6b/docs/_build/html/data/scope-example.dat b/docs6b/docs/_build/html/data/scope-example.dat new file mode 100644 index 000000000..cda549e60 --- /dev/null +++ b/docs6b/docs/_build/html/data/scope-example.dat @@ -0,0 +1,3 @@ +n=1,x=123 +n=2,x=456 +n=3,x=789 diff --git a/docs6b/docs/_build/html/data/scope-example.mlr b/docs6b/docs/_build/html/data/scope-example.mlr new file mode 100644 index 000000000..5a880bbb5 --- /dev/null +++ b/docs6b/docs/_build/html/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; +$outer_d = d; # there is no outer d defined so no assignment happens diff --git a/docs6b/docs/_build/html/data/self-join.csv b/docs6b/docs/_build/html/data/self-join.csv new file mode 100644 index 000000000..9604a5b61 --- /dev/null +++ b/docs6b/docs/_build/html/data/self-join.csv @@ -0,0 +1,3 @@ +a,b,c +1,2,3 +1,4,5 diff --git a/docs6b/docs/_build/html/data/semicolon-example.txt b/docs6b/docs/_build/html/data/semicolon-example.txt new file mode 100644 index 000000000..6ae885601 --- /dev/null +++ b/docs6b/docs/_build/html/data/semicolon-example.txt @@ -0,0 +1,4 @@ +mlr put 'x=1' +mlr put 'x=1;$y=2' +mlr put 'x=1;$y=2;' +mlr put 'x=1;;;;$y=2;' diff --git a/docs6b/docs/_build/html/data/single-for-example-1.sh b/docs6b/docs/_build/html/data/single-for-example-1.sh new file mode 100644 index 000000000..b0b0735aa --- /dev/null +++ b/docs6b/docs/_build/html/data/single-for-example-1.sh @@ -0,0 +1,8 @@ +mlr --from data/small put ' + print "NR = ".NR; + for (key in $*) { + value = $[key]; + print " key:" . key . " value:".value; + } + +' diff --git a/docs6b/docs/_build/html/data/single-for-example-2.sh b/docs6b/docs/_build/html/data/single-for-example-2.sh new file mode 100644 index 000000000..1fa863209 --- /dev/null +++ b/docs6b/docs/_build/html/data/single-for-example-2.sh @@ -0,0 +1,8 @@ +mlr -n put ' + end { + o = {1:2, 3:{4:5}}; + for (key in o) { + print " key:" . key . " valuetype:" . typeof(o[key]); + } + } +' diff --git a/docs6b/docs/_build/html/data/single-quote-example.mlr b/docs6b/docs/_build/html/data/single-quote-example.mlr new file mode 100644 index 000000000..96b3ac00c --- /dev/null +++ b/docs6b/docs/_build/html/data/single-quote-example.mlr @@ -0,0 +1 @@ +$a = "It's OK, I said, then 'for now'." diff --git a/docs6b/docs/_build/html/data/small b/docs6b/docs/_build/html/data/small new file mode 100644 index 000000000..875611d8a --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/small.csv b/docs6b/docs/_build/html/data/small.csv new file mode 100644 index 000000000..e60e6c64d --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/small2 b/docs6b/docs/_build/html/data/small2 new file mode 100644 index 000000000..fb98ae66d --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/sort-het.dkvp b/docs6b/docs/_build/html/data/sort-het.dkvp new file mode 100644 index 000000000..e4bc52e47 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/sort-missing.dkvp b/docs6b/docs/_build/html/data/sort-missing.dkvp new file mode 100644 index 000000000..0896145f4 --- /dev/null +++ b/docs6b/docs/_build/html/data/sort-missing.dkvp @@ -0,0 +1,4 @@ +x=2 +a=3 +x=4 +x=1 diff --git a/docs6b/docs/_build/html/data/sort-null.dat b/docs6b/docs/_build/html/data/sort-null.dat new file mode 100644 index 000000000..e5072761b --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/sort-within-records.json b/docs6b/docs/_build/html/data/sort-within-records.json new file mode 100644 index 000000000..8171e34fc --- /dev/null +++ b/docs6b/docs/_build/html/data/sort-within-records.json @@ -0,0 +1,15 @@ +{ + "a": 1, + "b": 2, + "c": 3 +} +{ + "b": 4, + "a": 5, + "c": 6 +} +{ + "c": 7, + "b": 8, + "a": 9 +} diff --git a/docs6b/docs/_build/html/data/spaces.csv b/docs6b/docs/_build/html/data/spaces.csv new file mode 100644 index 000000000..b2838bcf1 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/sparse.json b/docs6b/docs/_build/html/data/sparse.json new file mode 100644 index 000000000..47d21e719 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/subcommand-example.txt b/docs6b/docs/_build/html/data/subcommand-example.txt new file mode 100644 index 000000000..ace8950d8 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/subr-example.sh b/docs6b/docs/_build/html/data/subr-example.sh new file mode 100644 index 000000000..07141a065 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/system-file-ojson-example.txt b/docs6b/docs/_build/html/data/system-file-ojson-example.txt new file mode 100644 index 000000000..029450caf --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/system-file-opprint-example.txt b/docs6b/docs/_build/html/data/system-file-opprint-example.txt new file mode 100644 index 000000000..0e1487221 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/system-file-oxtab-example.txt b/docs6b/docs/_build/html/data/system-file-oxtab-example.txt new file mode 100644 index 000000000..0ee71109c --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/then-chaining-performance.txt b/docs6b/docs/_build/html/data/then-chaining-performance.txt new file mode 100644 index 000000000..4dd2ea5b2 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/then-example.csv b/docs6b/docs/_build/html/data/then-example.csv new file mode 100644 index 000000000..c77b32024 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/timing-example.txt b/docs6b/docs/_build/html/data/timing-example.txt new file mode 100644 index 000000000..9f6d24727 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/trailing-commas.sh b/docs6b/docs/_build/html/data/trailing-commas.sh new file mode 100644 index 000000000..0f655cd89 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/triple-for-example-1.sh b/docs6b/docs/_build/html/data/triple-for-example-1.sh new file mode 100644 index 000000000..d92979fc3 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/triple-for-example-2.sh b/docs6b/docs/_build/html/data/triple-for-example-2.sh new file mode 100644 index 000000000..928dddc59 --- /dev/null +++ b/docs6b/docs/_build/html/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; + $sumb = sumb; +' diff --git a/docs6b/docs/_build/html/data/trivial-records.csv b/docs6b/docs/_build/html/data/trivial-records.csv new file mode 100644 index 000000000..42d5e9304 --- /dev/null +++ b/docs6b/docs/_build/html/data/trivial-records.csv @@ -0,0 +1,5 @@ +a,b,c +1,2,3 +4,,6 +,, +,8,9 diff --git a/docs6b/docs/_build/html/data/two-pass-percentage.sh b/docs6b/docs/_build/html/data/two-pass-percentage.sh new file mode 100644 index 000000000..b7e1fc066 --- /dev/null +++ b/docs6b/docs/_build/html/data/two-pass-percentage.sh @@ -0,0 +1,16 @@ +mlr --from data/small --opprint put -q ' + # These are executed once per record, which is the first pass. + # The key is to use NR to index an out-of-stream variable to + # retain all the x-field values. + @x_min = min($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/docs6b/docs/_build/html/data/two-pass-record-numbers.sh b/docs6b/docs/_build/html/data/two-pass-record-numbers.sh new file mode 100644 index 000000000..051feb442 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/type-decl-example.mlr b/docs6b/docs/_build/html/data/type-decl-example.mlr new file mode 100644 index 000000000..37db0739f --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/unsparsify.mlr b/docs6b/docs/_build/html/data/unsparsify.mlr new file mode 100644 index 000000000..2544734b1 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/weighted-mean.sh b/docs6b/docs/_build/html/data/weighted-mean.sh new file mode 100644 index 000000000..e4797cf4f --- /dev/null +++ b/docs6b/docs/_build/html/data/weighted-mean.sh @@ -0,0 +1,24 @@ +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/docs6b/docs/_build/html/data/while-example-1.sh b/docs6b/docs/_build/html/data/while-example-1.sh new file mode 100644 index 000000000..16575ef86 --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/data/while-example-2.sh b/docs6b/docs/_build/html/data/while-example-2.sh new file mode 100644 index 000000000..ffbb78d9e --- /dev/null +++ b/docs6b/docs/_build/html/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/docs6b/docs/_build/html/dates-and-times.html b/docs6b/docs/_build/html/dates-and-times.html new file mode 100644 index 000000000..6a56aa3b6 --- /dev/null +++ b/docs6b/docs/_build/html/dates-and-times.html @@ -0,0 +1,161 @@ + + + + + + + + Dates and times — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +

      +
      +

      Dates and times

      +
      + +
      + +
      + +
      +

      Dates and times

      +
      +

      How can I filter by date?

      +

      Given input like

      +
       cat dates.csv
+ date,event
+ 2018-02-03,initialization
+ 2018-03-07,discovery
+ 2018-02-03,allocation
+
      +
      +

      we can use strptime to parse the date field into seconds-since-epoch and then do numeric comparisons. Simply match your input dataset’s date-formatting to the strptime format-string. For example:

      +
       mlr --csv filter '
+   strptime($date, "%Y-%m-%d") > strptime("2018-03-03", "%Y-%m-%d")
+ ' dates.csv
+ date,event
+ 2018-03-07,discovery
+
      +
      +

      Caveat: localtime-handling in timezones with DST is still a work in progress; see https://github.com/johnkerl/miller/issues/170. See also https://github.com/johnkerl/miller/issues/208 – thanks @aborruso!

      +
      +
      +

      Finding missing dates

      +

      Suppose you have some date-stamped data which may (or may not) be missing entries for one or more dates:

      +
       head -n 10 data/miss-date.csv
+ date,qoh
+ 2012-03-05,10055
+ 2012-03-06,10486
+ 2012-03-07,10430
+ 2012-03-08,10674
+ 2012-03-09,10880
+ 2012-03-10,10718
+ 2012-03-11,10795
+ 2012-03-12,11043
+ 2012-03-13,11177
+
      +
      +
       wc -l data/miss-date.csv
+     1372 data/miss-date.csv
+
      +
      +

      Since there are 1372 lines in the data file, some automation is called for. To find the missing dates, you can convert the dates to seconds since the epoch using strptime, then compute adjacent differences (the cat -n simply inserts record-counters):

      +
       mlr --from data/miss-date.csv --icsv \
+   cat -n \
+   then put '$datestamp = strptime($date, "%Y-%m-%d")' \
+   then step -a delta -f datestamp \
+ | head
+ n=1,date=2012-03-05,qoh=10055,datestamp=1330905600,datestamp_delta=0
+ n=2,date=2012-03-06,qoh=10486,datestamp=1330992000,datestamp_delta=86400
+ n=3,date=2012-03-07,qoh=10430,datestamp=1331078400,datestamp_delta=86400
+ n=4,date=2012-03-08,qoh=10674,datestamp=1331164800,datestamp_delta=86400
+ n=5,date=2012-03-09,qoh=10880,datestamp=1331251200,datestamp_delta=86400
+ n=6,date=2012-03-10,qoh=10718,datestamp=1331337600,datestamp_delta=86400
+ n=7,date=2012-03-11,qoh=10795,datestamp=1331424000,datestamp_delta=86400
+ n=8,date=2012-03-12,qoh=11043,datestamp=1331510400,datestamp_delta=86400
+ n=9,date=2012-03-13,qoh=11177,datestamp=1331596800,datestamp_delta=86400
+ n=10,date=2012-03-14,qoh=11498,datestamp=1331683200,datestamp_delta=86400
+
      +
      +

      Then, filter for adjacent difference not being 86400 (the number of seconds in a day):

      +
       mlr --from data/miss-date.csv --icsv \
+   cat -n \
+   then put '$datestamp = strptime($date, "%Y-%m-%d")' \
+   then step -a delta -f datestamp \
+   then filter '$datestamp_delta != 86400 && $n != 1'
+ n=774,date=2014-04-19,qoh=130140,datestamp=1397865600,datestamp_delta=259200
+ n=1119,date=2015-03-31,qoh=181625,datestamp=1427760000,datestamp_delta=172800
+
      +
      +

      Given this, it’s now easy to see where the gaps are:

      +
       mlr cat -n then filter '$n >= 770 && $n <= 780' data/miss-date.csv
+ n=770,1=2014-04-12,2=129435
+ n=771,1=2014-04-13,2=129868
+ n=772,1=2014-04-14,2=129797
+ n=773,1=2014-04-15,2=129919
+ n=774,1=2014-04-16,2=130181
+ n=775,1=2014-04-19,2=130140
+ n=776,1=2014-04-20,2=130271
+ n=777,1=2014-04-21,2=130368
+ n=778,1=2014-04-22,2=130368
+ n=779,1=2014-04-23,2=130849
+ n=780,1=2014-04-24,2=131026
+
      +
      +
       mlr cat -n then filter '$n >= 1115 && $n <= 1125' data/miss-date.csv
+ n=1115,1=2015-03-25,2=181006
+ n=1116,1=2015-03-26,2=180995
+ n=1117,1=2015-03-27,2=181043
+ n=1118,1=2015-03-28,2=181112
+ n=1119,1=2015-03-29,2=181306
+ n=1120,1=2015-03-31,2=181625
+ n=1121,1=2015-04-01,2=181494
+ n=1122,1=2015-04-02,2=181718
+ n=1123,1=2015-04-03,2=181835
+ n=1124,1=2015-04-04,2=182104
+ n=1125,1=2015-04-05,2=182528
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/dates.csv b/docs6b/docs/_build/html/dates.csv new file mode 100644 index 000000000..f4d67057e --- /dev/null +++ b/docs6b/docs/_build/html/dates.csv @@ -0,0 +1,4 @@ +date,event +2018-02-03,initialization +2018-03-07,discovery +2018-02-03,allocation diff --git a/docs6b/docs/_build/html/dkvp-examples.html b/docs6b/docs/_build/html/dkvp-examples.html new file mode 100644 index 000000000..0f4e55aa9 --- /dev/null +++ b/docs6b/docs/_build/html/dkvp-examples.html @@ -0,0 +1,289 @@ + + + + + + + + DKVP I/O examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      DKVP I/O examples

      +
      + +
      + +
      + +
      +

      DKVP I/O examples

      +
      +

      DKVP I/O in Python

      +

      Here are the I/O routines:

      +
      #!/usr/bin/env python
+
+# ================================================================
+# Example of DKVP I/O using Python.
+#
+# Key point: Use Miller for what it's good at; pass data into/out of tools in
+# other languages to do what they're good at.
+#
+#   bash$ python -i dkvp_io.py
+#
+#   # READ
+#   >>> map = dkvpline2map('x=1,y=2', '=', ',')
+#   >>> map
+#   OrderedDict([('x', '1'), ('y', '2')])
+#
+#   # MODIFY
+#   >>> map['z'] = map['x'] + map['y']
+#   >>> map
+#   OrderedDict([('x', '1'), ('y', '2'), ('z', 3)])
+#
+#   # WRITE
+#   >>> line = map2dkvpline(map, '=', ',')
+#   >>> line
+#   'x=1,y=2,z=3'
+#
+# ================================================================
+
+import re
+import collections
+
+# ----------------------------------------------------------------
+# ips and ifs (input pair separator and input field separator) are nominally '=' and ','.
+def dkvpline2map(line, ips, ifs):
+    pairs = re.split(ifs, line)
+    map = collections.OrderedDict()
+    for pair in pairs:
+            key, value = re.split(ips, pair, 1)
+
+            # Type inference:
+            try:
+                    value = int(value)
+            except:
+                    try:
+                            value = float(value)
+                    except:
+                            pass
+
+            map[key] = value
+    return map
+
+# ----------------------------------------------------------------
+# ops and ofs (output pair separator and output field separator) are nominally '=' and ','.
+def map2dkvpline(map , ops, ofs):
+    line = ''
+    pairs = []
+    for key in map:
+            pairs.append(str(key) + ops + str(map[key]))
+    return str.join(ofs, pairs)
+
      +
      +

      And here is an example using them:

      +
       cat polyglot-dkvp-io/example.py
+ #!/usr/bin/env python
+
+ import sys
+ import re
+ import copy
+ import dkvp_io
+
+ while True:
+     # Read the original record:
+     line = sys.stdin.readline().strip()
+     if line == '':
+             break
+     map = dkvp_io.dkvpline2map(line, '=', ',')
+
+     # Drop a field:
+     map.pop('x')
+
+     # Compute some new fields:
+     map['ab'] = map['a'] + map['b']
+     map['iy'] = map['i'] + map['y']
+
+     # Add new fields which show type of each already-existing field:
+     omap = copy.copy(map) # since otherwise the for-loop will modify what it loops over
+     keys = omap.keys()
+     for key in keys:
+             # Convert "<type 'int'>" to just "int", etc.:
+             type_string = str(map[key].__class__)
+             type_string = re.sub("<type '", "", type_string) # python2
+             type_string = re.sub("<class '", "", type_string) # python3
+             type_string = re.sub("'>", "", type_string)
+             map['t'+key] = type_string
+
+     # Write the modified record:
+     print(dkvp_io.map2dkvpline(map, '=', ','))
+
      +
      +

      Run as-is:

      +
       python polyglot-dkvp-io/example.py < data/small
+ a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+ a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=str,tb=str,ti=int,ty=float,tab=str,tiy=float
+
      +
      +

      Run as-is, then pipe to Miller for pretty-printing:

      +
       python polyglot-dkvp-io/example.py < data/small | mlr --opprint cat
+ a   b   i y                   ab     iy                 ta  tb  ti  ty    tab tiy
+ pan pan 1 0.7268028627434533  panpan 1.7268028627434533 str str int float str float
+ eks pan 2 0.5221511083334797  ekspan 2.5221511083334796 str str int float str float
+ wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 str str int float str float
+ eks wye 4 0.13418874328430463 ekswye 4.134188743284304  str str int float str float
+ wye pan 5 0.8636244699032729  wyepan 5.863624469903273  str str int float str float
+
      +
      +
      +
      +

      DKVP I/O in Ruby

      +

      Here are the I/O routines:

      +
      #!/usr/bin/env ruby
+
+# ================================================================
+# Example of DKVP I/O using Ruby.
+#
+# Key point: Use Miller for what it's good at; pass data into/out of tools in
+# other languages to do what they're good at.
+#
+#   bash$ irb -I. -r dkvp_io.rb
+#
+#   # READ
+#   irb(main):001:0> map = dkvpline2map('x=1,y=2', '=', ',')
+#   => {"x"=>"1", "y"=>"2"}
+#
+#   # MODIFY
+#   irb(main):001:0> map['z'] = map['x'] + map['y']
+#   => 3
+#
+#   # WRITE
+#   irb(main):002:0> line = map2dkvpline(map, '=', ',')
+#   => "x=1,y=2,z=3"
+#
+# ================================================================
+
+# ----------------------------------------------------------------
+# ips and ifs (input pair separator and input field separator) are nominally '=' and ','.
+def dkvpline2map(line, ips, ifs)
+  map = {}
+  line.split(ifs).each do |pair|
+    (k, v) = pair.split(ips, 2)
+
+    # Type inference:
+    begin
+      v = Integer(v)
+    rescue ArgumentError
+      begin
+        v = Float(v)
+      rescue ArgumentError
+        # Leave as string
+      end
+    end
+
+    map[k] = v
+  end
+  map
+end
+
+# ----------------------------------------------------------------
+# ops and ofs (output pair separator and output field separator) are nominally '=' and ','.
+def map2dkvpline(map, ops, ofs)
+  map.collect{|k,v| k.to_s + ops + v.to_s}.join(ofs)
+end
+
      +
      +

      And here is an example using them:

      +
       cat polyglot-dkvp-io/example.rb
+ #!/usr/bin/env ruby
+
+ require 'dkvp_io'
+
+ ARGF.each do |line|
+   # Read the original record:
+   map = dkvpline2map(line.chomp, '=', ',')
+
+   # Drop a field:
+   map.delete('x')
+
+   # Compute some new fields:
+   map['ab'] = map['a'] + map['b']
+   map['iy'] = map['i'] + map['y']
+
+   # Add new fields which show type of each already-existing field:
+   keys = map.keys
+   keys.each do |key|
+     map['t'+key] = map[key].class
+   end
+
+   # Write the modified record:
+   puts map2dkvpline(map, '=', ',')
+ end
+
      +
      +

      Run as-is:

      +
       ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small
+ a=pan,b=pan,i=1,y=0.7268028627434533,ab=panpan,iy=1.7268028627434533,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=eks,b=pan,i=2,y=0.5221511083334797,ab=ekspan,iy=2.5221511083334796,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=wye,b=wye,i=3,y=0.33831852551664776,ab=wyewye,iy=3.3383185255166477,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=eks,b=wye,i=4,y=0.13418874328430463,ab=ekswye,iy=4.134188743284304,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+ a=wye,b=pan,i=5,y=0.8636244699032729,ab=wyepan,iy=5.863624469903273,ta=String,tb=String,ti=Integer,ty=Float,tab=String,tiy=Float
+
      +
      +

      Run as-is, then pipe to Miller for pretty-printing:

      +
       ruby -I./polyglot-dkvp-io polyglot-dkvp-io/example.rb data/small | mlr --opprint cat
+ a   b   i y                   ab     iy                 ta     tb     ti      ty    tab    tiy
+ pan pan 1 0.7268028627434533  panpan 1.7268028627434533 String String Integer Float String Float
+ eks pan 2 0.5221511083334797  ekspan 2.5221511083334796 String String Integer Float String Float
+ wye wye 3 0.33831852551664776 wyewye 3.3383185255166477 String String Integer Float String Float
+ eks wye 4 0.13418874328430463 ekswye 4.134188743284304  String String Integer Float String Float
+ wye pan 5 0.8636244699032729  wyepan 5.863624469903273  String String Integer Float String Float
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/etymology.html b/docs6b/docs/_build/html/etymology.html new file mode 100644 index 000000000..bbc5b50b3 --- /dev/null +++ b/docs6b/docs/_build/html/etymology.html @@ -0,0 +1,54 @@ + + + + + + + + Why call it Miller? — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Why call it Miller?

      +
      + +
      +
      + +
      +

      Why call it Miller?

      +

      The Unix toolkit was created in the 1970s and is a mainstay to this day. Miller’s look and feel adheres closely to the classic toolkit style: if this were music, Miller would be a tribute album. Likewise, since commands are subcommands of the mlr executable, the result is a band, if you will, of command-line tools. Put these together and the namesake is another classic product of the 1970s: the Steve Miller Band.

      +

      (Additionally, and far more prosaically … just as a miller is someone who grinds and mixes grain into flour to extend its usefulness, Miller grinds and mixes data for you.)

      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/ex-fields-not-selected.html b/docs6b/docs/_build/html/ex-fields-not-selected.html new file mode 100644 index 000000000..29bd15f29 --- /dev/null +++ b/docs6b/docs/_build/html/ex-fields-not-selected.html @@ -0,0 +1,86 @@ + + + + + + + + Fields not selected — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      Fields not selected

      +

      Check the field-separators of the data, e.g. with the command-line head program. Example: for CSV, Miller’s default record separator is comma; if your data is tab-delimited, e.g. aTABbTABc, then Miller won’t find three fields named a, b, and c but rather just one named aTABbTABc. Solution in this case: mlr --fs tab {remaining arguments ...}.

      +

      Also try od -xcv and/or cat -e on your file to check for non-printable characters.

      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/ex-no-output-at-all.html b/docs6b/docs/_build/html/ex-no-output-at-all.html new file mode 100644 index 000000000..fd5e3b53a --- /dev/null +++ b/docs6b/docs/_build/html/ex-no-output-at-all.html @@ -0,0 +1,86 @@ + + + + + + + + No output at all — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      No output at all

      +

      Try od -xcv and/or cat -e on your file to check for non-printable characters.

      +

      If you’re using Miller version less than 5.0.0 (try mlr --version on your system to find out), when the line-ending-autodetect feature was introduced, please see http://johnkerl.org/miller-releases/miller-4.5.0/doc/index.html.

      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/example.csv b/docs6b/docs/_build/html/example.csv new file mode 100644 index 000000000..779283dcb --- /dev/null +++ b/docs6b/docs/_build/html/example.csv @@ -0,0 +1,11 @@ +color,shape,flag,index,quantity,rate +yellow,triangle,true,11,43.6498,9.8870 +red,square,true,15,79.2778,0.0130 +red,circle,true,16,13.8103,2.9010 +red,square,false,48,77.5542,7.4670 +purple,triangle,false,51,81.2290,8.5910 +red,square,false,64,77.1991,9.5310 +purple,triangle,false,65,80.1405,5.8240 +yellow,circle,true,73,63.9785,4.2370 +yellow,circle,true,87,63.5058,8.3350 +purple,square,false,91,72.3735,8.2430 diff --git a/docs6b/docs/_build/html/expo-sample.sh b/docs6b/docs/_build/html/expo-sample.sh new file mode 100644 index 000000000..1e9865fee --- /dev/null +++ b/docs6b/docs/_build/html/expo-sample.sh @@ -0,0 +1,27 @@ +# Generate 100,000 pairs of independent and identically distributed +# exponentially distributed random variables with the same rate parameter +# (namely, 2.5). Then compute histograms of one of them, along with +# histograms for their sum and their product. +# +# See also https://en.wikipedia.org/wiki/Exponential_distribution +# +# 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 +# wouldn't do that. + +mlr -n \ + --seed 0 \ + --opprint \ + seqgen --stop 100000 \ + then put ' + # https://en.wikipedia.org/wiki/Inverse_transform_sampling + func expo_sample(lambda) { + return -log(1-urand())/lambda + } + $u = expo_sample(2.5); + $v = expo_sample(2.5); + $s = $u + $v; + $p = $u * $v; + ' \ + then histogram -f u,s,p --lo 0 --hi 2 --nbins 50 \ + then bar -f u_count,s_count,p_count --auto -w 20 diff --git a/docs6b/docs/_build/html/faq.html b/docs6b/docs/_build/html/faq.html new file mode 100644 index 000000000..6523075d3 --- /dev/null +++ b/docs6b/docs/_build/html/faq.html @@ -0,0 +1,503 @@ + + + + + + + + FAQ — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      FAQ

      +
      +

      How do I suppress numeric conversion?

      +

      TL;DR use put -S.

      +

      Within mlr put and mlr filter, the default behavior for scanning input records is to parse them as integer, if possible, then as float, if possible, else leave them as string:

      +
       $ cat data/scan-example-1.tbl
+ value
+ 1
+ 2.0
+ 3x
+ hello
+
      +
      +
       $ mlr --pprint put '$copy = $value; $type = typeof($value)' data/scan-example-1.tbl
+ value copy  type
+ 1     1     int
+ 2.0   2.0   float
+ 3x    3x    string
+ hello hello string
+
      +
      +

      The numeric-conversion rule is simple:

      +
        +

      • Try to scan as integer ("1" should be int);

        • +

      • If that doesn’t succeed, try to scan as float ("1.0" should be float);

        • +

      • If that doesn’t succeed, leave the value as a string ("1x" is string).

        • +
      +

      This is a sensible default: you should be able to put '$z = $x + $y' without having to write '$z = int($x) + float($y)'. Also note that default output format for floating-point numbers created by put (and other verbs such as stats1) is six decimal places; you can override this using mlr --ofmt. Also note that Miller uses your system’s Go library functions whenever possible: e.g. sscanf for converting strings to integer or floating-point.

      +

      But now suppose you have data like these:

      +
       $ cat data/scan-example-2.tbl
+ value
+ 0001
+ 0002
+ 0005
+ 0005WA
+ 0006
+ 0007
+ 0007WA
+ 0008
+ 0009
+ 0010
+
      +
      +
       $ mlr --pprint put '$copy = $value; $type = typeof($value)' data/scan-example-2.tbl
+ value  copy   type
+ 0001   0001   int
+ 0002   0002   int
+ 0005   0005   int
+ 0005WA 0005WA string
+ 0006   0006   int
+ 0007   0007   int
+ 0007WA 0007WA string
+ 0008   0008   float
+ 0009   0009   float
+ 0010   0010   int
+
      +
      +

      The same conversion rules as above are being used. Namely:

      +
        +

      • By default field values are inferred to int, else float, else string;

        • +

      • leading zeroes indicate octal for integers (sscanf semantics);

        • +

      • since 0008 doesn’t scan as integer (leading 0 requests octal but 8 isn’t a valid octal digit), the float scan is tried next and it succeeds;

        • +

      • default floating-point output format is 6 decimal places (override with mlr --ofmt).

        • +
      +

      Taken individually the rules make sense; taken collectively they produce a mishmash of types here.

      +

      The solution is to use the -S flag for mlr put and/or mlr filter. Then all field values are left as string. You can type-coerce on demand using syntax like '$z = int($x) + float($y)'. (See also DSL reference; see also https://github.com/johnkerl/miller/issues/150.)

      +
       $ mlr --pprint put -S '$copy = $value; $type = typeof($value)' data/scan-example-2.tbl
+ value  copy   type
+ 0001   0001   int
+ 0002   0002   int
+ 0005   0005   int
+ 0005WA 0005WA string
+ 0006   0006   int
+ 0007   0007   int
+ 0007WA 0007WA string
+ 0008   0008   float
+ 0009   0009   float
+ 0010   0010   int
+
      +
      +
      +
      +

      How do I examine then-chaining?

      +

      Then-chaining found in Miller is intended to function the same as Unix pipes, but with less keystroking. You can print your data one pipeline step at a time, to see what intermediate output at one step becomes the input to the next step.

      +

      First, look at the input data:

      +
       $ cat data/then-example.csv
+ Status,Payment_Type,Amount
+ paid,cash,10.00
+ pending,debit,20.00
+ paid,cash,50.00
+ pending,credit,40.00
+ paid,debit,30.00
+
      +
      +

      Next, run the first step of your command, omitting anything from the first then onward:

      +
       $ mlr --icsv --opprint count-distinct -f Status,Payment_Type data/then-example.csv
+ Status  Payment_Type count
+ paid    cash         2
+ pending debit        1
+ pending credit       1
+ paid    debit        1
+
      +
      +

      After that, run it with the next then step included:

      +
       $ mlr --icsv --opprint count-distinct -f Status,Payment_Type then sort -nr count data/then-example.csv
+ Status  Payment_Type count
+ paid    cash         2
+ pending debit        1
+ pending credit       1
+ paid    debit        1
+
      +
      +

      Now if you use then to include another verb after that, the columns Status, Payment_Type, and count will be the input to that verb.

      +

      Note, by the way, that you’ll get the same results using pipes:

      +
       $ mlr --csv count-distinct -f Status,Payment_Type data/then-example.csv | mlr --icsv --opprint sort -nr count
+ Status  Payment_Type count
+ paid    cash         2
+ pending debit        1
+ pending credit       1
+ paid    debit        1
+
      +
      +
      +
      +

      How can I filter by date?

      +

      Given input like

      +
       $ cat dates.csv
+ date,event
+ 2018-02-03,initialization
+ 2018-03-07,discovery
+ 2018-02-03,allocation
+
      +
      +

      we can use strptime to parse the date field into seconds-since-epoch and then do numeric comparisons. Simply match your input dataset’s date-formatting to the strptime format-string. For example:

      +
       $ mlr --csv filter 'strptime($date, "%Y-%m-%d") > strptime("2018-03-03", "%Y-%m-%d")' dates.csv
+ date,event
+ 2018-03-07,discovery
+
      +
      +

      Caveat: localtime-handling in timezones with DST is still a work in progress; see https://github.com/johnkerl/miller/issues/170. See also https://github.com/johnkerl/miller/issues/208 – thanks @aborruso!

      +
      +
      +

      How can I handle commas-as-data in various formats?

      +

      CSV handles this well and by design:

      +
       $ cat commas.csv
+ Name,Role
+ "Xiao, Lin",administrator
+ "Khavari, Darius",tester
+
      +
      +

      Likewise Tabular JSON:

      +
       $ mlr --icsv --ojson cat commas.csv
+ {
+   "Name": "Xiao, Lin",
+   "Role": "administrator"
+ }
+ {
+   "Name": "Khavari, Darius",
+   "Role": "tester"
+ }
+
      +
      +

      For Miller’s vertical-tabular format there is no escaping for carriage returns, but commas work fine:

      +
       $ mlr --icsv --oxtab cat commas.csv
+ Name Xiao, Lin
+ Role administrator
+
+ Name Khavari, Darius
+ Role tester
+
      +
      +

      But for Key-value_pairs and index-numbered, commas are the default field separator. And – as of Miller 5.4.0 anyway – there is no CSV-style double-quote-handling like there is for CSV. So commas within the data look like delimiters:

      +
       $ mlr --icsv --odkvp cat commas.csv
+ Name=Xiao, Lin,Role=administrator
+ Name=Khavari, Darius,Role=tester
+
      +
      +

      One solution is to use a different delimiter, such as a pipe character:

      +
       $ mlr --icsv --odkvp --ofs pipe cat commas.csv
+ Name=Xiao, Lin|Role=administrator
+ Name=Khavari, Darius|Role=tester
+
      +
      +

      To be extra-sure to avoid data/delimiter clashes, you can also use control +characters as delimiters – here, control-A:

      +
       $ mlr --icsv --odkvp --ofs '\001'  cat commas.csv | cat -v
+ Name=Xiao, Lin\001Role=administrator
+ Name=Khavari, Darius\001Role=tester
+
      +
      +
      +
      +

      How can I handle field names with special symbols in them?

      +

      Simply surround the field names with curly braces:

      +
       $ echo 'x.a=3,y:b=4,z/c=5' | mlr put '${product.all} = ${x.a} * ${y:b} * ${z/c}'
+ x.a=3,y:b=4,z/c=5,product.all=60
+
      +
      +
      +
      +

      How to escape ‘?’ in regexes?

      +

      One way is to use square brackets; an alternative is to use simple string-substitution rather than a regular expression.

      +
       $ cat data/question.dat
+ a=is it?,b=it is!
+
      +
      +
       $ mlr --oxtab put '$c = gsub($a, "[?]"," ...")' data/question.dat
+ a is it?
+ b it is!
+ c is it ...
+
      +
      +
       $ mlr --oxtab put '$c = ssub($a, "?"," ...")' data/question.dat
+ a is it?
+ b it is!
+ c is it ...
+
      +
      +

      The ssub function exists precisely for this reason: so you don’t have to escape anything.

      +
      +
      +

      How can I put single-quotes into strings?

      +

      This is a little tricky due to the shell’s handling of quotes. For simplicity, let’s first put an update script into a file:

      +
      $a = "It's OK, I said, then 'for now'."
+
      +
      +
       $ echo a=bcd | mlr put -f data/single-quote-example.mlr
+ a=It's OK, I said, then 'for now'.
+
      +
      +

      So, it’s simple: Miller’s DSL uses double quotes for strings, and you can put single quotes (or backslash-escaped double-quotes) inside strings, no problem.

      +

      Without putting the update expression in a file, it’s messier:

      +
       $ echo a=bcd | mlr put '$a="It'\''s OK, I said, '\''for now'\''."'
+ a=It's OK, I said, 'for now'.
+
      +
      +

      The idea is that the outermost single-quotes are to protect the put expression from the shell, and the double quotes within them are for Miller. To get a single quote in the middle there, you need to actually put it outside the single-quoting for the shell. The pieces are the following, all concatenated together:

      +
        +

      • $a="It

        • +

      • \'

        • +

      • s OK, I said,

        • +

      • \'

        • +

      • for now

        • +

      • \'

        • +

      • .

        • +
      +
      +
      +

      NR is not consecutive after then-chaining

      +

      Given this input data:

      +
       $ cat data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
      +
      +

      why don’t I see NR=1 and NR=2 here??

      +
       $ mlr filter '$x > 0.5' then put '$NR = NR' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NR=2
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NR=5
+
      +
      +

      The reason is that NR is computed for the original input records and isn’t dynamically updated. By contrast, NF is dynamically updated: it’s the number of fields in the current record, and if you add/remove a field, the value of NF will change:

      +
       $ echo x=1,y=2,z=3 | mlr put '$nf1 = NF; $u = 4; $nf2 = NF; unset $x,$y,$z; $nf3 = NF'
+ nf1=3,u=4,nf2=5,nf3=3
+
      +
      +

      NR, by contrast (and FNR as well), retains the value from the original input stream, and records may be dropped by a filter within a then-chain. To recover consecutive record numbers, you can use out-of-stream variables as follows:

      +
       $ mlr --opprint --from data/small put '
+   begin{ @nr1 = 0 }
+   @nr1 += 1;
+   $nr1 = @nr1
+ ' \
+ then filter '$x>0.5' \
+ then put '
+   begin{ @nr2 = 0 }
+   @nr2 += 1;
+   $nr2 = @nr2
+ '
+ a   b   i x                  y                  nr1 nr2
+ eks pan 2 0.7586799647899636 0.5221511083334797 2   1
+ wye pan 5 0.5732889198020006 0.8636244699032729 5   2
+
      +
      +

      Or, simply use mlr cat -n:

      +
       $ mlr filter '$x > 0.5' then cat -n data/small
+ n=1,a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ n=2,a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
      +
      +
      +
      +

      Why am I not seeing all possible joins occur?

      +

      This section describes behavior before Miller 5.1.0. As of 5.1.0, -u is the default.

      +

      For example, the right file here has nine records, and the left file should add in the hostname column – so the join output should also have 9 records:

      +
       $ mlr --icsvlite --opprint cat data/join-u-left.csv
+ 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
+
      +
      +
       $ mlr --icsvlite --opprint cat data/join-u-right.csv
+ 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
+
      +
      +
       $ mlr --icsvlite --opprint join -s -j ipaddr -f data/join-u-left.csv data/join-u-right.csv
+ ipaddr    hostname              timestamp  bytes
+ 10.3.1.27 zenith.west.our.org   1448762579 4568
+ 10.4.5.94 apoapsis.east.our.org 1448762579 17445
+ 10.4.5.94 apoapsis.east.our.org 1448762589 8899
+ 10.4.5.94 apoapsis.east.our.org 1448762599 12200
+
      +
      +

      The issue is that Miller’s join, by default (before 5.1.0), took input sorted (lexically ascending) by the sort keys on both the left and right files. This design decision was made intentionally to parallel the Unix/Linux system join command, which has the same semantics. The benefit of this default is that the joiner program can stream through the left and right files, needing to load neither entirely into memory. The drawback, of course, is that is requires sorted input.

      +

      The solution (besides pre-sorting the input files on the join keys) is to simply use mlr join -u (which is now the default). This loads the left file entirely into memory (while the right file is still streamed one line at a time) and does all possible joins without requiring sorted input:

      +
       $ mlr --icsvlite --opprint join -u -j ipaddr -f data/join-u-left.csv data/join-u-right.csv
+ ipaddr    hostname              timestamp  bytes
+ 10.3.1.27 zenith.west.our.org   1448762579 4568
+ 10.3.1.18 nadir.east.our.org    1448762578 8729
+ 10.4.5.94 apoapsis.east.our.org 1448762579 17445
+ 10.3.1.27 zenith.west.our.org   1448762589 12
+ 10.3.1.18 nadir.east.our.org    1448762588 44558
+ 10.4.5.94 apoapsis.east.our.org 1448762589 8899
+ 10.3.1.27 zenith.west.our.org   1448762599 0
+ 10.3.1.18 nadir.east.our.org    1448762598 73425
+ 10.4.5.94 apoapsis.east.our.org 1448762599 12200
+
      +
      +

      General advice is to make sure the left-file is relatively small, e.g. containing name-to-number mappings, while saving large amounts of data for the right file.

      +
      +
      +

      How to rectangularize after joins with unpaired?

      +

      Suppose you have the following two data files:

      +
      id,code
+3,0000ff
+2,00ff00
+4,ff0000
+
      +
      +
      id,color
+4,red
+2,green
+
      +
      +

      Joining on color the results are as expected:

      +
       $ mlr --csv join -j id -f data/color-codes.csv data/color-names.csv
+ id,code,color
+ 4,ff0000,red
+ 2,00ff00,green
+
      +
      +

      However, if we ask for left-unpaireds, since there’s no color column, we get a row not having the same column names as the other:

      +
       $ mlr --csv join --ul -j id -f data/color-codes.csv data/color-names.csv
+ id,code,color
+ 4,ff0000,red
+ 2,00ff00,green
+
+ id,code
+ 3,0000ff
+
      +
      +

      To fix this, we can use unsparsify:

      +
       $ mlr --csv join --ul -j id -f data/color-codes.csv then unsparsify --fill-with "" data/color-names.csv
+ id,code,color
+ 4,ff0000,red
+ 2,00ff00,green
+ 3,0000ff,
+
      +
      +

      Thanks to @aborruso for the tip!

      +
      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/feature-comparison.html b/docs6b/docs/_build/html/feature-comparison.html new file mode 100644 index 000000000..ad79cf8f8 --- /dev/null +++ b/docs6b/docs/_build/html/feature-comparison.html @@ -0,0 +1,112 @@ + + + + + + + + Unix-toolkit context — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Unix-toolkit context

      +
      + +
      + +
      + +
      +

      Unix-toolkit context

      +

      How does Miller fit within the Unix toolkit (grep, sed, awk, etc.)?

      +
      +

      File-format awareness

      +

      Miller respects CSV headers. If you do mlr --csv cat *.csv then the header line is written once:

      +
       cat data/a.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+
      +
      +
       cat data/b.csv
+ a,b,c
+ 7,8,9
+
      +
      +
       mlr --csv cat data/a.csv data/b.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+ 7,8,9
+
      +
      +
       mlr --csv sort -nr b data/a.csv data/b.csv
+ a,b,c
+ 7,8,9
+ 4,5,6
+ 1,2,3
+
      +
      +

      Likewise with mlr sort, mlr tac, and so on.

      +
      +
      +

      awk-like features: mlr filter and mlr put

      +
        +

      • mlr filter includes/excludes records based on a filter expression, e.g. mlr filter '$count > 10'.

        • +

      • mlr put adds a new field as a function of others, e.g. mlr put '$xy = $x * $y' or mlr put '$counter = NR'.

        • +

      • The $name syntax is straight from awk’s $1 $2 $3 (adapted to name-based indexing), as are the variables FS, OFS, RS, ORS, NF, NR, and FILENAME. The ENV[...] syntax is from Ruby.

        • +

      • While awk functions are record-based, Miller subcommands (or verbs) are stream-based: each of them maps a stream of records into another stream of records.

        • +

      • Like awk, Miller (as of v5.0.0) allows you to define new functions within its put and filter expression language. Further programmability comes from chaining with then.

        • +

      • As with awk, $-variables are stream variables and all verbs (such as cut, stats1, put, etc.) as well as put/filter statements operate on streams. This means that you define actions to be done on each record and then stream your data through those actions. The built-in variables NF, NR, etc. change from one line to another, $x is a label for field x in the current record, and the input to sqrt($x) changes from one record to the next. The expression language for the put and filter verbs additionally allows you to define begin {...} and end {...} blocks for actions to be taken before and after records are processed, respectively.

        • +

      • As with awk, Miller’s put/filter language lets you set @sum=0 before records are read, then update that sum on each record, then print its value at the end. Unlike awk, Miller makes syntactically explicit the difference between variables with extent across all records (names starting with @, such as @sum) and variables which are local to the current expression (names starting without @, such as sum).

        • +

      • Miller can be faster than awk, cut, and so on, depending on platform; see also Performance. In particular, Miller’s DSL syntax is parsed into Go control structures at startup time, with the bulk data-stream processing all done in Go.

        • +
      +
      +
      +

      See also

      +

      See Reference: list of verbs for more on Miller’s subcommands cat, cut, head, sort, tac, tail, top, and uniq, as well as DSL reference: overview for more on the awk-like mlr filter and mlr put.

      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/features.html b/docs6b/docs/_build/html/features.html new file mode 100644 index 000000000..ab324b7f8 --- /dev/null +++ b/docs6b/docs/_build/html/features.html @@ -0,0 +1,77 @@ + + + + + + + + Features — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Features

      +
      + +
      +
      + +
      +

      Features

      +

      Miller is like awk, sed, cut, join, and sort for name-indexed data such as +CSV, TSV, and tabular JSON. You get to work with your data using named +fields, without needing to count positional column indices.

      +

      This is something the Unix toolkit always could have done, and arguably +always should have done. It operates on key-value-pair data while the familiar +Unix tools operate on integer-indexed fields: if the natural data structure for +the latter is the array, then Miller’s natural data structure is the +insertion-ordered hash map. This encompasses a variety of data formats, +including but not limited to the familiar CSV, TSV, and JSON. (Miller can handle +positionally-indexed data as a special case.)

      +
        +

      • Miller is multi-purpose: it’s useful for data cleaning, data reduction, statistical reporting, devops, system administration, log-file processing, format conversion, and database-query post-processing.

        • +

      • You can use Miller to snarf and munge log-file data, including selecting out relevant substreams, then produce CSV format and load that into all-in-memory/data-frame utilities for further statistical and/or graphical processing.

        • +

      • Miller complements data-analysis tools such as R, pandas, etc.: you can use Miller to clean and prepare your data. While you can do basic statistics entirely in Miller, its streaming-data feature and single-pass algorithms enable you to reduce very large data sets.

        • +

      • Miller complements SQL databases: you can slice, dice, and reformat data on the client side on its way into or out of a database. (Examples here and here.) You can also reap some of the benefits of databases for quick, setup-free one-off tasks when you just need to query some data in disk files in a hurry.

        • +

      • Miller also goes beyond the classic Unix tools by stepping fully into our modern, no-SQL world: its essential record-heterogeneity property allows Miller to operate on data where records with different schema (field names) are interleaved.

        • +

      • Miller is streaming: most operations need only a single record in memory at a time, rather than ingesting all input before producing any output. For those operations which require deeper retention (sort, tac, stats1), Miller retains only as much data as needed. This means that whenever functionally possible, you can operate on files which are larger than your system’s available RAM, and you can use Miller in tail -f contexts.

        • +

      • Miller is pipe-friendly and interoperates with the Unix toolkit

        • +

      • Miller’s I/O formats include tabular pretty-printing, positionally indexed (Unix-toolkit style), CSV, JSON, and others

        • +

      • Miller does conversion between formats

        • +

      • Miller’s processing is format-aware: e.g. CSV sort and tac keep header lines first

        • +

      • Miller has high-throughput performance on par with the Unix toolkit

        • +

      • Not unlike jq (for JSON), Miller is written in Go which is a portable, modern language, and Miller has no runtime dependencies. You can download or compile a single binary, scp it to a faraway machine, and expect it to work.

        • +
      +

      Releases and release notes: https://github.com/johnkerl/miller/releases.

      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/file-formats.html b/docs6b/docs/_build/html/file-formats.html new file mode 100644 index 000000000..12f41f7bf --- /dev/null +++ b/docs6b/docs/_build/html/file-formats.html @@ -0,0 +1,603 @@ + + + + + + + + File formats — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      File formats

      +
      + +
      + +
      + +
      +

      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 help data-formats
+ CSV/CSV-lite: comma-separated values with separate header line
+ TSV: same but with tabs in places of commas
+ +---------------------+
+ | 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"
+ +---------------------+
+
+ JSON (sequence or array of objects):
+ +---------------------+
+ | {                   |
+ |  "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"
+ +---------------------+
+
+ 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"
+ +-----------------------+
+
+ 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              |
+ +---------------------+
+
+ 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/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 Record-heterogeneity 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 Record/field/pair separators.)

      +

      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 Record-heterogeneity).

        • +

      • 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".

      +

      As discussed in Record-heterogeneity, 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 Reference: I/O options 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:

      +
       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.

      +

      By tabular JSON I mean the data is either a sequence of one or more objects, or an array consisting of one or more orjects. Miller treats JSON objects as name-indexed records.

      +
      +

      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 0.5839952367477192  0.13118354465618046 3
+ square   0.409355036804889   0.3654281755508655  4
+ circle   0.36601268553826866 0.2090944565900053  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
+   }
+ }
+
      +
      +
      +
      +

      Arrays

      +

      Arrays (TODO: update for Miller6) aren’t supported in Miller’s put/filter DSL. By default, JSON arrays are read in as integer-keyed maps.

      +

      Suppose we 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.1 12.2
+ values.2 13.8
+ values.3 17.2
+
+ label    purple
+ values.1 27.0
+ values.2 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": [12.2, 13.8, 17.2]
+ }
+ {
+   "label": "purple",
+   "values": [27.0, 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.

        • +
      +

      Again, please see jq for a truly powerful, JSON-specific tool.

      +
      +
      +
      +

      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.

      +

      See Record-heterogeneity 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:

      +
       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):

      +_images/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 help format-conversion
+ 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.

      +

      See also Record/field/pair separators 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:

      +
       mlr help 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
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/foo.html b/docs6b/docs/_build/html/foo.html new file mode 100644 index 000000000..027f99658 --- /dev/null +++ b/docs6b/docs/_build/html/foo.html @@ -0,0 +1,86 @@ + + + + + + + + No output at all — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      No output at all

      +

      Try od -xcv and/or cat -e on your file to check for non-printable characters.

      +

      If you’re using Miller version less than 5.0.0 (try mlr --version on your system to find out), when the line-ending-autodetect feature was introduced, please see http://johnkerl.org/miller-releases/miller-4.5.0/doc/index.html.

      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/genindex.html b/docs6b/docs/_build/html/genindex.html new file mode 100644 index 000000000..c72420c76 --- /dev/null +++ b/docs6b/docs/_build/html/genindex.html @@ -0,0 +1,51 @@ + + + + + + + + Index — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + +
      +
      +

      Index

      +
      + +
      +
      + + +

      Index

      + +
      + +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/getting-started.html b/docs6b/docs/_build/html/getting-started.html new file mode 100644 index 000000000..b7b9b5419 --- /dev/null +++ b/docs6b/docs/_build/html/getting-started.html @@ -0,0 +1,114 @@ + + + + + + + + Getting started — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      Getting started

      +
      +

      download/install

      +
      +
      sample data files w/ ‘click here’ or copy/paste

      colored-shapes.csv

      +
      +
      +

      format-conversion by example

      +

      data-manipulation by example: cut/sort for example

      +

      DSL by example: keep it easy

      +
      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/index.html b/docs6b/docs/_build/html/index.html new file mode 100644 index 000000000..18393edee --- /dev/null +++ b/docs6b/docs/_build/html/index.html @@ -0,0 +1,172 @@ + + + + + + + + Miller Documentation — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + +
      +
      +

      Miller Documentation

      +
      + +
      + +
      + +
      +

      Miller Documentation

      + + + + + +
      +

      Index

      + +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/install.html b/docs6b/docs/_build/html/install.html new file mode 100644 index 000000000..ed83fc4dd --- /dev/null +++ b/docs6b/docs/_build/html/install.html @@ -0,0 +1,148 @@ + + + + + + + + Installation — Miller 5.10.2 documentation + + + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      Installation

      +
      +

      Prebuilt executables via package managers

      +

      Homebrew installation support for OSX is available via

      +
       brew update && brew install miller
+
      +
      +

      …and also via MacPorts:

      +
       sudo port selfupdate && sudo port install miller
+
      +
      +

      You may already have the mlr executable available in your platform’s package manager on NetBSD, Debian Linux, Ubuntu Xenial and upward, Arch Linux, or perhaps other distributions. For example, on various Linux distributions you might do one of the following:

      +
       sudo apt-get install miller
+
      +
      +
       sudo apt install miller
+
      +
      +
       sudo yum install miller
+
      +
      +

      On Windows, Miller is available via Chocolatey:

      +
       choco install miller
+
      +
      +
      +
      +

      Prebuilt executables via GitHub per release

      +

      Please see https://github.com/johnkerl/miller/releases where there are builds for OSX Yosemite, Linux x86-64 (dynamically linked), and Windows.

      +

      Miller is autobuilt for Linux, MacOS, and Windows using GitHub Actions on every commit (https://github.com/johnkerl/miller/actions).

      +
      +
      +

      Building from source

      +

      Please see Building from source.

      +
      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/installation.html b/docs6b/docs/_build/html/installation.html new file mode 100644 index 000000000..42cd3d41a --- /dev/null +++ b/docs6b/docs/_build/html/installation.html @@ -0,0 +1,105 @@ + + + + + + + + Installation — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Installation

      +
      + +
      + +
      + +
      +

      Installation

      +
      +

      Prebuilt executables via package managers

      +

      Note: Miller 6 is in pre-release so the above commands will get you Miller 5. +Once Miller 6 is released, the commands in this section will install Miller 6 for you. +Until then, please see the following sections for how to get Miller 6.

      +

      Homebrew installation support for OSX is available via

      +
       brew update && brew install miller
+
      +
      +

      …and also via MacPorts:

      +
       sudo port selfupdate && sudo port install miller
+
      +
      +

      You may already have the mlr executable available in your platform’s package manager on NetBSD, Debian Linux, Ubuntu Xenial and upward, Arch Linux, or perhaps other distributions. For example, on various Linux distributions you might do one of the following:

      +
       sudo apt-get install miller
+
      +
      +
       sudo apt install miller
+
      +
      +
       sudo yum install miller
+
      +
      +

      On Windows, Miller is available via Chocolatey:

      +
       choco install miller
+
      +
      +
      +
      +

      Prebuilt executables via GitHub per release

      +

      Please see https://github.com/johnkerl/miller/releases where there are builds for OSX Yosemite, Linux x86-64 (dynamically linked), and Windows.

      +
      +
      +

      Prebuilt executables via GitHub per commit

      +

      Miller is autobuilt for Linux, MacOS, and Windows using GitHub Actions on every commit (https://github.com/johnkerl/miller/actions): select the latest build and click _Artifacts_. (These are retained for 5 days after each commit.)

      +
      +
      +

      Building from source

      +

      Please see Building from source.

      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/internationalization.html b/docs6b/docs/_build/html/internationalization.html new file mode 100644 index 000000000..1bdf545c5 --- /dev/null +++ b/docs6b/docs/_build/html/internationalization.html @@ -0,0 +1,60 @@ + + + + + + + + Internationalization — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Internationalization

      +
      + +
      +
      + +
      +

      Internationalization

      +

      Miller handles ASCII and UTF-8 strings. (I have no plans to support UTF-16 or ISO-8859-1.)

      +

      Support for internationalization includes:

      +
        +

      • Tabular output formats such pprint and xtab (see File formats) are aligned correctly.

        • +

      • The strlen function correctly counts UTF-8 codepoints rather than bytes.

        • +

      • The toupper, tolower, and capitalize DSL functions operate within the capabilities of the Go libraries.

        • +
      +

      Please file an issue at https://github.com/johnkerl/miller if you encounter bugs related to internationalization (or anything else for that matter).

      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/introduction.html b/docs6b/docs/_build/html/introduction.html new file mode 100644 index 000000000..eb8f760ce --- /dev/null +++ b/docs6b/docs/_build/html/introduction.html @@ -0,0 +1,62 @@ + + + + + + + + Introduction — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Introduction

      +
      + +
      +
      + +
      +

      Introduction

      +

      Miller is a command-line tool for querying, shaping, and reformatting data files in various formats including CSV and JSON.

      +

      In several senses, Miller is more than one tool:

      +

      Format conversion: You can convert CSV files to JSON, or vice versa, or +pretty-print your data horizontally or vertically to make it easier to read.

      +

      Data manipulation: With a few keystrokes you can remove columns you don’t care about – or, make new ones using expressions like $rate = $units / $seconds.

      +

      Pre-processing/post-processing vs standalone use: You can use Miller to clean data files and put them into standard formats, perhaps in preparation to load them into a database or a hands-off data-processing pipeline. Or you can use it post-process and summary database-query output. As well, you can use Miller to explore and analyze your data interactively.

      +

      Compact verbs vs programming language: For low-keystroking you can do things like mlr --csv sort -f name input.csv or mlr --json head -n 1 myfile.json. The sort, head, etc are called verbs. They’re analogs of familiar command-line tools like sort, head, and so on – but they’re aware of name-indexed, multi-line file formats like CSV and JSON. In addition, though, using Miller’s put verb you can use programming-language statements for expressions like $rate = $units / $seconds which allow you to succintly express your own logic.

      +

      Multiple domains: People use Miller for data analysis, data science, software engineering, devops/system-administration, journalism, scientific research, and more.

      +

      In the following (color added for the illustration) you can see how CSV, tabular, JSON, and other file formats share a common theme which is lists of key-value-pairs. Miller embraces this common theme.

      +_images/cover-combined.png +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/joins.html b/docs6b/docs/_build/html/joins.html new file mode 100644 index 000000000..71a4a463f --- /dev/null +++ b/docs6b/docs/_build/html/joins.html @@ -0,0 +1,202 @@ + + + + + + + + Joins — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Joins

      +
      + +
      + +
      + +
      +

      Joins

      +
      +

      Why am I not seeing all possible joins occur?

      +

      This section describes behavior before Miller 5.1.0. As of 5.1.0, -u is the default.

      +

      For example, the right file here has nine records, and the left file should add in the hostname column – so the join output should also have 9 records:

      +
       mlr --icsvlite --opprint cat data/join-u-left.csv
+ 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
+
      +
      +
       mlr --icsvlite --opprint cat data/join-u-right.csv
+ 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
+
      +
      +
       mlr --icsvlite --opprint join -s -j ipaddr -f data/join-u-left.csv data/join-u-right.csv
+ ipaddr    hostname              timestamp  bytes
+ 10.3.1.27 zenith.west.our.org   1448762579 4568
+ 10.4.5.94 apoapsis.east.our.org 1448762579 17445
+ 10.4.5.94 apoapsis.east.our.org 1448762589 8899
+ 10.4.5.94 apoapsis.east.our.org 1448762599 12200
+
      +
      +

      The issue is that Miller’s join, by default (before 5.1.0), took input sorted (lexically ascending) by the sort keys on both the left and right files. This design decision was made intentionally to parallel the Unix/Linux system join command, which has the same semantics. The benefit of this default is that the joiner program can stream through the left and right files, needing to load neither entirely into memory. The drawback, of course, is that is requires sorted input.

      +

      The solution (besides pre-sorting the input files on the join keys) is to simply use mlr join -u (which is now the default). This loads the left file entirely into memory (while the right file is still streamed one line at a time) and does all possible joins without requiring sorted input:

      +
       mlr --icsvlite --opprint join -u -j ipaddr -f data/join-u-left.csv data/join-u-right.csv
+ ipaddr    hostname              timestamp  bytes
+ 10.3.1.27 zenith.west.our.org   1448762579 4568
+ 10.3.1.18 nadir.east.our.org    1448762578 8729
+ 10.4.5.94 apoapsis.east.our.org 1448762579 17445
+ 10.3.1.27 zenith.west.our.org   1448762589 12
+ 10.3.1.18 nadir.east.our.org    1448762588 44558
+ 10.4.5.94 apoapsis.east.our.org 1448762589 8899
+ 10.3.1.27 zenith.west.our.org   1448762599 0
+ 10.3.1.18 nadir.east.our.org    1448762598 73425
+ 10.4.5.94 apoapsis.east.our.org 1448762599 12200
+
      +
      +

      General advice is to make sure the left-file is relatively small, e.g. containing name-to-number mappings, while saving large amounts of data for the right file.

      +
      +
      +

      How to rectangularize after joins with unpaired?

      +

      Suppose you have the following two data files:

      +
      id,code
+3,0000ff
+2,00ff00
+4,ff0000
+
      +
      +
      id,color
+4,red
+2,green
+
      +
      +

      Joining on color the results are as expected:

      +
       mlr --csv join -j id -f data/color-codes.csv data/color-names.csv
+ id,code,color
+ 4,ff0000,red
+ 2,00ff00,green
+
      +
      +

      However, if we ask for left-unpaireds, since there’s no color column, we get a row not having the same column names as the other:

      +
       mlr --csv join --ul -j id -f data/color-codes.csv data/color-names.csv
+ id,code,color
+ 4,ff0000,red
+ 2,00ff00,green
+
+ id,code
+ 3,0000ff
+
      +
      +

      To fix this, we can use unsparsify:

      +
       mlr --csv join --ul -j id -f data/color-codes.csv \
+   then unsparsify --fill-with "" \
+   data/color-names.csv
+ id,code,color
+ 4,ff0000,red
+ 2,00ff00,green
+ 3,0000ff,
+
      +
      +

      Thanks to @aborruso for the tip!

      +
      +
      +

      Doing multiple joins

      +

      Suppose we have the following data:

      +
       cat multi-join/input.csv
+ id,task
+ 10,chop
+ 20,puree
+ 20,wash
+ 30,fold
+ 10,bake
+ 20,mix
+ 10,knead
+ 30,clean
+
      +
      +

      And we want to augment the id column with lookups from the following data files:

      +
       cat multi-join/name-lookup.csv
+ id,name
+ 30,Alice
+ 10,Bob
+ 20,Carol
+
      +
      +
       cat multi-join/status-lookup.csv
+ id,status
+ 30,occupied
+ 10,idle
+ 20,idle
+
      +
      +

      We can run the input file through multiple join commands in a then-chain:

      +
       mlr --icsv --opprint join -f multi-join/name-lookup.csv -j id \
+   then join -f multi-join/status-lookup.csv -j id \
+   multi-join/input.csv
+ id status   name  task
+ 10 idle     Bob   chop
+ 20 idle     Carol puree
+ 20 idle     Carol wash
+ 30 occupied Alice fold
+ 10 idle     Bob   bake
+ 20 idle     Carol mix
+ 10 idle     Bob   knead
+ 30 occupied Alice clean
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/keystroke-savers.html b/docs6b/docs/_build/html/keystroke-savers.html new file mode 100644 index 000000000..1ae77132f --- /dev/null +++ b/docs6b/docs/_build/html/keystroke-savers.html @@ -0,0 +1,121 @@ + + + + + + + + Keystroke-savers — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Keystroke-savers

      +
      + +
      + +
      + +
      +

      Keystroke-savers

      +
      +

      Short format specifiers

      +

      In our examples so far we’ve often made use of mlr --icsv --opprint or mlr --icsv --ojson. These are such frequently occurring patterns that they have short options like –c2p and –c2j:

      +
       mlr --c2p head -n 2 example.csv
+ color  shape    flag index quantity rate
+ yellow triangle true 11    43.6498  9.8870
+ red    square   true 15    79.2778  0.0130
+
      +
      +
       mlr --c2j head -n 2 example.csv
+ {
+   "color": "yellow",
+   "shape": "triangle",
+   "flag": true,
+   "index": 11,
+   "quantity": 43.6498,
+   "rate": 9.8870
+ }
+ {
+   "color": "red",
+   "shape": "square",
+   "flag": true,
+   "index": 15,
+   "quantity": 79.2778,
+   "rate": 0.0130
+ }
+
      +
      +

      You can get the full list here (TODO:linkify).

      +
      +
      +

      File names up front

      +

      Already we saw that you can put the filename first using --from. When you’re interacting with your data at the command line, this makes it easier to up-arrow and append to the previous command:

      +
       mlr --c2p --from example.csv sort -nr index then head -n 3
+ color  shape  flag  index quantity rate
+ purple square false 91    72.3735  8.2430
+ yellow circle true  87    63.5058  8.3350
+ yellow circle true  73    63.9785  4.2370
+
      +
      +
       mlr --c2p --from example.csv sort -nr index then head -n 3 then cut -f shape,quantity
+ shape  quantity
+ square 72.3735
+ circle 63.5058
+ circle 63.9785
+
      +
      +

      If there’s more than one input file, you can use --mfrom, then however many file names, then -- to indicate the end of your input-file-name list:

      +
       mlr --c2p --mfrom data/*.csv -- sort -n index
+
      +
      +
      +
      +

      .mlrrc file

      +

      If you want the default file format for Miller to be CSV you can simply put --csv on a line by itself in your ~/.mlrrc file. Then instead of mlr --csv cat example.csv you can just do mlr cat example.csv. This is just the default, though, so mlr --opprint cat example.csv will still use default CSV format for input, and PPRINT (tabular) for output.

      +

      You can read more about this at the Customization: .mlrrc page.

      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/log-processing-examples.html b/docs6b/docs/_build/html/log-processing-examples.html new file mode 100644 index 000000000..65c0dd698 --- /dev/null +++ b/docs6b/docs/_build/html/log-processing-examples.html @@ -0,0 +1,254 @@ + + + + + + + + Log-processing examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Log-processing examples

      +
      + +
      + +
      + +
      +

      Log-processing examples

      +

      Another of my favorite use-cases for Miller is doing ad-hoc processing of log-file data. Here’s where DKVP format really shines: one, since the field names and field values are present on every line, every line stands on its own. That means you can grep or what have you. Also it means not every line needs to have the same list of field names (“schema”).

      +
      +

      Generating and aggregating log-file output

      +

      Again, all the examples in the CSV section apply here – just change the input-format flags. But there’s more you can do when not all the records have the same shape.

      +

      Writing a program – in any language whatsoever – you can have it print out log lines as it goes along, with items for various events jumbled together. After the program has finished running you can sort it all out, filter it, analyze it, and learn from it.

      +

      Suppose your program has printed something like this (log.txt):

      +
       cat log.txt
+ op=enter,time=1472819681
+ op=cache,type=A9,hit=0
+ op=cache,type=A4,hit=1
+ time=1472819690,batch_size=100,num_filtered=237
+ op=cache,type=A1,hit=1
+ op=cache,type=A9,hit=0
+ op=cache,type=A1,hit=1
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A1,hit=1
+ time=1472819705,batch_size=100,num_filtered=348
+ op=cache,type=A4,hit=1
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A4,hit=1
+ time=1472819713,batch_size=100,num_filtered=493
+ op=cache,type=A9,hit=1
+ op=cache,type=A1,hit=1
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=1
+ time=1472819720,batch_size=100,num_filtered=554
+ op=cache,type=A1,hit=0
+ op=cache,type=A4,hit=1
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A4,hit=0
+ op=cache,type=A4,hit=0
+ op=cache,type=A9,hit=0
+ time=1472819736,batch_size=100,num_filtered=612
+ op=cache,type=A1,hit=1
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ op=cache,type=A4,hit=1
+ op=cache,type=A1,hit=1
+ op=cache,type=A9,hit=0
+ op=cache,type=A9,hit=0
+ time=1472819742,batch_size=100,num_filtered=728
+
      +
      +

      Each print statement simply contains local information: the current timestamp, whether a particular cache was hit or not, etc. Then using either the system grep command, or Miller’s having-fields, or is_present, we can pick out the parts we want and analyze them:

      +
       grep op=cache log.txt \
+   | mlr --idkvp --opprint stats1 -a mean -f hit -g type then sort -f type
+ type hit_mean
+ A1   0.8571428571428571
+ A4   0.7142857142857143
+ A9   0.09090909090909091
+
      +
      +
       mlr --from log.txt --opprint \
+   filter 'is_present($batch_size)' \
+   then step -a delta -f time,num_filtered \
+   then sec2gmt time
+ time                 batch_size num_filtered time_delta num_filtered_delta
+ 2016-09-02T12:34:50Z 100        237          0          0
+ 2016-09-02T12:35:05Z 100        348          15         111
+ 2016-09-02T12:35:13Z 100        493          8          145
+ 2016-09-02T12:35:20Z 100        554          7          61
+ 2016-09-02T12:35:36Z 100        612          16         58
+ 2016-09-02T12:35:42Z 100        728          6          116
+
      +
      +

      Alternatively, we can simply group the similar data for a better look:

      +
       mlr --opprint group-like log.txt
+ op    time
+ enter 1472819681
+
+ op    type hit
+ cache A9   0
+ cache A4   1
+ cache A1   1
+ cache A9   0
+ cache A1   1
+ cache A9   0
+ cache A9   0
+ cache A1   1
+ cache A4   1
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A4   1
+ cache A9   1
+ cache A1   1
+ cache A9   0
+ cache A9   0
+ cache A9   1
+ cache A1   0
+ cache A4   1
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A4   0
+ cache A4   0
+ cache A9   0
+ cache A1   1
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A4   1
+ cache A1   1
+ cache A9   0
+ cache A9   0
+
+ time       batch_size num_filtered
+ 1472819690 100        237
+ 1472819705 100        348
+ 1472819713 100        493
+ 1472819720 100        554
+ 1472819736 100        612
+ 1472819742 100        728
+
      +
      +
       mlr --opprint group-like then sec2gmt time log.txt
+ op    time
+ enter 2016-09-02T12:34:41Z
+
+ op    type hit
+ cache A9   0
+ cache A4   1
+ cache A1   1
+ cache A9   0
+ cache A1   1
+ cache A9   0
+ cache A9   0
+ cache A1   1
+ cache A4   1
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A4   1
+ cache A9   1
+ cache A1   1
+ cache A9   0
+ cache A9   0
+ cache A9   1
+ cache A1   0
+ cache A4   1
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A4   0
+ cache A4   0
+ cache A9   0
+ cache A1   1
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A9   0
+ cache A4   1
+ cache A1   1
+ cache A9   0
+ cache A9   0
+
+ time                 batch_size num_filtered
+ 2016-09-02T12:34:50Z 100        237
+ 2016-09-02T12:35:05Z 100        348
+ 2016-09-02T12:35:13Z 100        493
+ 2016-09-02T12:35:20Z 100        554
+ 2016-09-02T12:35:36Z 100        612
+ 2016-09-02T12:35:42Z 100        728
+
      +
      +
      +
      +

      Parsing log-file output

      +

      This, of course, depends highly on what’s in your log files. But, as an example, suppose you have log-file lines such as

      +
      2015-10-08 08:29:09,445 INFO com.company.path.to.ClassName @ [sometext] various/sorts/of data {& punctuation} hits=1 status=0 time=2.378
+
      +
      +

      I prefer to pre-filter with grep and/or sed to extract the structured text, then hand that to Miller. Example:

      +
       grep 'various sorts' *.log \
+   | sed 's/.*} //' \
+   | mlr --fs space --repifs --oxtab stats1 -a min,p10,p50,p90,max -f time -g status
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/log.txt b/docs6b/docs/_build/html/log.txt new file mode 100644 index 000000000..114cdab4b --- /dev/null +++ b/docs6b/docs/_build/html/log.txt @@ -0,0 +1,43 @@ +op=enter,time=1472819681 +op=cache,type=A9,hit=0 +op=cache,type=A4,hit=1 +time=1472819690,batch_size=100,num_filtered=237 +op=cache,type=A1,hit=1 +op=cache,type=A9,hit=0 +op=cache,type=A1,hit=1 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A1,hit=1 +time=1472819705,batch_size=100,num_filtered=348 +op=cache,type=A4,hit=1 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A4,hit=1 +time=1472819713,batch_size=100,num_filtered=493 +op=cache,type=A9,hit=1 +op=cache,type=A1,hit=1 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=1 +time=1472819720,batch_size=100,num_filtered=554 +op=cache,type=A1,hit=0 +op=cache,type=A4,hit=1 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A4,hit=0 +op=cache,type=A4,hit=0 +op=cache,type=A9,hit=0 +time=1472819736,batch_size=100,num_filtered=612 +op=cache,type=A1,hit=1 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +op=cache,type=A4,hit=1 +op=cache,type=A1,hit=1 +op=cache,type=A9,hit=0 +op=cache,type=A9,hit=0 +time=1472819742,batch_size=100,num_filtered=728 diff --git a/docs6b/docs/_build/html/make.bat b/docs6b/docs/_build/html/make.bat new file mode 100644 index 000000000..2119f5109 --- /dev/null +++ b/docs6b/docs/_build/html/make.bat @@ -0,0 +1,35 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=. +set BUILDDIR=_build + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.http://sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd diff --git a/docs6b/docs/_build/html/manpage.html b/docs6b/docs/_build/html/manpage.html new file mode 100644 index 000000000..c7e81d581 --- /dev/null +++ b/docs6b/docs/_build/html/manpage.html @@ -0,0 +1,2426 @@ + + + + + + + + Manpage — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Manpage

      +
      + +
      +
      + +
      +

      Manpage

      +

      This is simply a copy of what you should see on running man mlr at a command prompt, once Miller is installed on your system.

      +
      MILLER(1)                                                        MILLER(1)
+
+
+
+NAME
+       miller - like awk, sed, cut, join, and sort for name-indexed data such
+       as CSV and tabular JSON.
+
+SYNOPSIS
+       Usage: mlr [I/O options] {verb} [verb-dependent options ...] {zero or
+       more file names}
+
+
+DESCRIPTION
+       Miller operates on key-value-pair data while the familiar Unix tools
+       operate on integer-indexed fields: if the natural data structure for
+       the latter is the array, then Miller's natural data structure is the
+       insertion-ordered hash map.  This encompasses a variety of data
+       formats, including but not limited to the familiar CSV, TSV, and JSON.
+       (Miller can handle positionally-indexed data as a special case.) This
+       manpage documents Miller v5.10.1.
+
+EXAMPLES
+   COMMAND-LINE SYNTAX
+       mlr --csv cut -f hostname,uptime mydata.csv
+       mlr --tsv --rs lf filter '$status != "down" && $upsec >= 10000' *.tsv
+       mlr --nidx put '$sum = $7 < 0.0 ? 3.5 : $7 + 2.1*$8' *.dat
+       grep -v '^#' /etc/group | mlr --ifs : --nidx --opprint label group,pass,gid,member then sort -f group
+       mlr join -j account_id -f accounts.dat then group-by account_name balances.dat
+       mlr --json put '$attr = sub($attr, "([0-9]+)_([0-9]+)_.*", "\1:\2")' data/*.json
+       mlr stats1 -a min,mean,max,p10,p50,p90 -f flag,u,v data/*
+       mlr stats2 -a linreg-pca -f u,v -g shape data/*
+       mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' data/*
+       mlr --from estimates.tbl put '
+     for (k,v in $*) {
+       if (is_numeric(v) && k =~ "^[t-z].*$") {
+         $sum += v; $count += 1
+       }
+     }
+     $mean = $sum / $count # no assignment if count unset'
+       mlr --from infile.dat put -f analyze.mlr
+       mlr --from infile.dat put 'tee > "./taps/data-".$a."-".$b, $*'
+       mlr --from infile.dat put 'tee | "gzip > ./taps/data-".$a."-".$b.".gz", $*'
+       mlr --from infile.dat put -q '@v=$*; dump | "jq .[]"'
+       mlr --from infile.dat put  '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}'
+
+   DATA FORMATS
+     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"
+     +-----------------------+
+
+OPTIONS
+       In the following option flags, the version with "i" designates the
+       input stream, "o" the output stream, and the version without prefix
+       sets the option for both input and output stream. For example: --irs
+       sets the input record separator, --ors the output record separator, and
+       --rs sets both the input and output separator to the given value.
+
+   HELP OPTIONS
+     -h or --help                 Show this message.
+     --version                    Show the software version.
+     {verb name} --help           Show verb-specific help.
+     --help-all-verbs             Show help on all verbs.
+     -l or --list-all-verbs       List only verb names.
+     -L                           List only verb names, one per line.
+     -f or --help-all-functions   Show help on all built-in functions.
+     -F                           Show a bare listing of built-in functions by name.
+     -k or --help-all-keywords    Show help on all keywords.
+     -K                           Show a bare listing of keywords by name.
+
+   VERB LIST
+    altkv bar bootstrap cat check clean-whitespace count count-distinct
+    count-similar cut decimate fill-down filter format-values fraction grep
+    group-by group-like having-fields head histogram join label least-frequent
+    merge-fields most-frequent nest nothing put regularize remove-empty-columns
+    rename reorder repeat reshape sample sec2gmt sec2gmtdate seqgen shuffle
+    skip-trivial-records sort sort-within-records stats1 stats2 step tac tail tee
+    top uniq unsparsify
+
+   FUNCTION LIST
+    + + - - * / // .+ .+ .- .- .* ./ .// % ** | ^ & ~ << >> bitcount == != =~ !=~
+    > >= < <= && || ^^ ! ? : . gsub regextract regextract_or_else strlen sub ssub
+    substr tolower toupper truncate capitalize lstrip rstrip strip
+    collapse_whitespace clean_whitespace system abs acos acosh asin asinh atan
+    atan2 atanh cbrt ceil cos cosh erf erfc exp expm1 floor invqnorm log log10
+    log1p logifit madd max mexp min mmul msub pow qnorm round roundm sgn sin sinh
+    sqrt tan tanh urand urandrange urand32 urandint dhms2fsec dhms2sec fsec2dhms
+    fsec2hms gmt2sec localtime2sec hms2fsec hms2sec sec2dhms sec2gmt sec2gmt
+    sec2gmtdate sec2localtime sec2localtime sec2localdate sec2hms strftime
+    strftime_local strptime strptime_local systime is_absent is_bool is_boolean
+    is_empty is_empty_map is_float is_int is_map is_nonempty_map is_not_empty
+    is_not_map is_not_null is_null is_numeric is_present is_string
+    asserting_absent asserting_bool asserting_boolean asserting_empty
+    asserting_empty_map asserting_float asserting_int asserting_map
+    asserting_nonempty_map asserting_not_empty asserting_not_map
+    asserting_not_null asserting_null asserting_numeric asserting_present
+    asserting_string boolean float fmtnum hexfmt int string typeof depth haskey
+    joink joinkv joinv leafcount length mapdiff mapexcept mapselect mapsum splitkv
+    splitkvx splitnv splitnvx
+
+       Please use "mlr --help-function {function name}" for function-specific help.
+
+   I/O FORMATTING
+     --idkvp   --odkvp   --dkvp      Delimited key-value pairs, e.g "a=1,b=2"
+                                     (this is Miller's default format).
+
+     --inidx   --onidx   --nidx      Implicitly-integer-indexed fields
+                                     (Unix-toolkit style).
+     -T                              Synonymous with "--nidx --fs tab".
+
+     --icsv    --ocsv    --csv       Comma-separated value (or tab-separated
+                                     with --fs tab, etc.)
+
+     --itsv    --otsv    --tsv       Keystroke-savers for "--icsv --ifs tab",
+                                     "--ocsv --ofs tab", "--csv --fs tab".
+     --iasv    --oasv    --asv       Similar but using ASCII FS 0x1f and RS 0x1e
+     --iusv    --ousv    --usv       Similar but using Unicode FS U+241F (UTF-8 0xe2909f)
+                                     and RS U+241E (UTF-8 0xe2909e)
+
+     --icsvlite --ocsvlite --csvlite Comma-separated value (or tab-separated
+                                     with --fs tab, etc.). The 'lite' CSV does not handle
+                                     RFC-CSV double-quoting rules; is slightly faster;
+                                     and handles heterogeneity in the input stream via
+                                     empty newline followed by new header line. See also
+                                     http://johnkerl.org/miller/doc/file-formats.html#CSV/TSV/etc.
+
+     --itsvlite --otsvlite --tsvlite Keystroke-savers for "--icsvlite --ifs tab",
+                                     "--ocsvlite --ofs tab", "--csvlite --fs tab".
+     -t                              Synonymous with --tsvlite.
+     --iasvlite --oasvlite --asvlite Similar to --itsvlite et al. but using ASCII FS 0x1f and RS 0x1e
+     --iusvlite --ousvlite --usvlite Similar to --itsvlite et al. but using Unicode FS U+241F (UTF-8 0xe2909f)
+                                     and RS U+241E (UTF-8 0xe2909e)
+
+     --ipprint --opprint --pprint    Pretty-printed tabular (produces no
+                                     output until all input is in).
+                         --right     Right-justifies all fields for PPRINT output.
+                         --barred    Prints a border around PPRINT output
+                                     (only available for output).
+
+               --omd                 Markdown-tabular (only available for output).
+
+     --ixtab   --oxtab   --xtab      Pretty-printed vertical-tabular.
+                         --xvright   Right-justifies values for XTAB format.
+
+     --ijson   --ojson   --json      JSON tabular: sequence or list of one-level
+                                     maps: {...}{...} or [{...},{...}].
+       --json-map-arrays-on-input    JSON arrays are unmillerable. --json-map-arrays-on-input
+       --json-skip-arrays-on-input   is the default: arrays are converted to integer-indexed
+       --json-fatal-arrays-on-input  maps. The other two options cause them to be skipped, or
+                                     to be treated as errors.  Please use the jq tool for full
+                                     JSON (pre)processing.
+                         --jvstack   Put one key-value pair per line for JSON
+                                     output.
+                   --jsonx --ojsonx  Keystroke-savers for --json --jvstack
+                   --jsonx --ojsonx  and --ojson --jvstack, respectively.
+                         --jlistwrap Wrap JSON output in outermost [ ].
+                       --jknquoteint Do not quote non-string map keys in JSON output.
+                        --jvquoteall Quote map values in JSON output, even if they're
+                                     numeric.
+                 --jflatsep {string} Separator for flattening multi-level JSON keys,
+                                     e.g. '{"a":{"b":3}}' becomes a:b => 3 for
+                                     non-JSON formats. Defaults to :.
+
+     -p is a keystroke-saver for --nidx --fs space --repifs
+
+     Examples: --csv for CSV-formatted input and output; --idkvp --opprint for
+     DKVP-formatted input and pretty-printed output.
+
+     Please use --iformat1 --oformat2 rather than --format1 --oformat2.
+     The latter sets up input and output flags for format1, not all of which
+     are overridden in all cases by setting output format to format2.
+
+   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.
+
+   FORMAT-CONVERSION KEYSTROKE-SAVERS
+       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.
+
+   COMPRESSED I/O
+     --prepipe {command} This allows Miller to handle compressed inputs. You can do
+     without this for single input files, e.g. "gunzip < myfile.csv.gz | mlr ...".
+
+     However, when multiple input files are present, between-file separations are
+     lost; also, the FILENAME variable doesn't iterate. Using --prepipe you can
+     specify an action to be taken on each input file. This pre-pipe command must
+     be able to read from standard input; it will be invoked with
+       {command} < {filename}.
+     Examples:
+       mlr --prepipe 'gunzip'
+       mlr --prepipe 'zcat -cf'
+       mlr --prepipe 'xz -cd'
+       mlr --prepipe cat
+       mlr --prepipe-gunzip
+       mlr --prepipe-zcat
+     Note that this feature is quite general and is not limited to decompression
+     utilities. You can use it to apply per-file filters of your choice.
+     For output compression (or other) utilities, simply pipe the output:
+       mlr ... | {your compression command}
+
+     There are shorthands --prepipe-zcat and --prepipe-gunzip which are
+     valid in .mlrrc files. The --prepipe flag is not valid in .mlrrc
+     files since that would put execution of the prepipe command under
+     control of the .mlrrc file.
+
+   SEPARATORS
+     --rs     --irs     --ors              Record separators, e.g. 'lf' or '\r\n'
+     --fs     --ifs     --ofs  --repifs    Field separators, e.g. comma
+     --ps     --ips     --ops              Pair separators, e.g. equals sign
+
+     Notes about 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.
+
+     Notes about all other separators:
+     * IPS/OPS are only used for DKVP and XTAB formats, since only in these formats
+       do key-value pairs appear juxtaposed.
+     * IRS/ORS are ignored for XTAB format. Nominally IFS and OFS are newlines;
+       XTAB records are separated by two or more consecutive IFS/OFS -- i.e.
+       a blank line. Everything above about --irs/--ors/--rs auto becomes --ifs/--ofs/--fs
+       auto for XTAB format. (XTAB's default IFS/OFS are "auto".)
+     * OFS must be single-character for PPRINT format. This is because it is used
+       with repetition for alignment; multi-character separators would make
+       alignment impossible.
+     * OPS may be multi-character for XTAB format, in which case alignment is
+       disabled.
+     * TSV is simply CSV using tab as field separator ("--fs tab").
+     * FS/PS are ignored for markdown format; RS is used.
+     * All FS and PS options are ignored for JSON format, since they are not relevant
+       to the JSON format.
+     * You can specify separators in any of the following ways, shown by example:
+       - Type them out, quoting as necessary for shell escapes, e.g.
+         "--fs '|' --ips :"
+       - C-style escape sequences, e.g. "--rs '\r\n' --fs '\t'".
+       - To avoid backslashing, you can use any of the following names:
+         cr crcr newline lf lflf crlf crlfcrlf tab space comma pipe slash colon semicolon equals
+     * Default separators by format:
+         File format  RS       FS       PS
+         gen          N/A      (N/A)    (N/A)
+         dkvp         auto     ,        =
+         json         auto     (N/A)    (N/A)
+         nidx         auto     space    (N/A)
+         csv          auto     ,        (N/A)
+         csvlite      auto     ,        (N/A)
+         markdown     auto     (N/A)    (N/A)
+         pprint       auto     space    (N/A)
+         xtab         (N/A)    auto     space
+
+   CSV-SPECIFIC OPTIONS
+     --implicit-csv-header Use 1,2,3,... as field labels, rather than from line 1
+                        of input files. Tip: combine with "label" to recreate
+                        missing headers.
+     --allow-ragged-csv-input|--ragged If a data line has fewer fields than the header line,
+                        fill remaining keys with empty string. If a data line has more
+                        fields than the header line, use integer field labels as in
+                        the implicit-header case.
+     --headerless-csv-output   Print only CSV data lines.
+     -N                 Keystroke-saver for --implicit-csv-header --headerless-csv-output.
+
+   DOUBLE-QUOTING FOR CSV/CSVLITE OUTPUT
+     --quote-all        Wrap all fields in double quotes
+     --quote-none       Do not wrap any fields in double quotes, even if they have
+                        OFS or ORS in them
+     --quote-minimal    Wrap fields in double quotes only if they have OFS or ORS
+                        in them (default)
+     --quote-numeric    Wrap fields in double quotes only if they have numbers
+                        in them
+     --quote-original   Wrap fields in double quotes if and only if they were
+                        quoted on input. This isn't sticky for computed fields:
+                        e.g. if fields a and b were quoted on input and you do
+                        "put '$c = $a . $b'" then field c won't inherit a or b's
+                        was-quoted-on-input flag.
+
+   NUMERICAL FORMATTING
+     --ofmt {format}    E.g. %.18lf, %.0lf. Please use sprintf-style codes for
+                        double-precision. Applies to verbs which compute new
+                        values, e.g. put, stats1, stats2. See also the fmtnum
+                        function within mlr put (mlr --help-all-functions).
+                        Defaults to %lf.
+
+   OTHER OPTIONS
+     --seed {n} with n of the form 12345678 or 0xcafefeed. For put/filter
+                        urand()/urandint()/urand32().
+     --nr-progress-mod {m}, with m a positive integer: print filename and record
+                        count to stderr every m input records.
+     --from {filename}  Use this to specify an input file before the verb(s),
+                        rather than after. May be used more than once. Example:
+                        "mlr --from a.dat --from b.dat cat" is the same as
+                        "mlr cat a.dat b.dat".
+     -n                 Process no input files, nor standard input either. Useful
+                        for mlr put with begin/end statements only. (Same as --from
+                        /dev/null.) Also useful in "mlr -n put -v '...'" for
+                        analyzing abstract syntax trees (if that's your thing).
+     -I                 Process files in-place. For each file name on the command
+                        line, output is written to a temp file in the same
+                        directory, which is then renamed over the original. Each
+                        file is processed in isolation: if the output format is
+                        CSV, CSV headers will be present in each output file;
+                        statistics are only over each file's own records; and so on.
+
+   THEN-CHAINING
+       Output of one verb may be chained as input to another using "then", e.g.
+     mlr stats1 -a min,mean,max -f flag,u,v -g color then sort -f color
+
+   AUXILIARY COMMANDS
+       Miller has a few otherwise-standalone executables packaged within it.
+       They do not participate in any other parts of Miller.
+       Available subcommands:
+     aux-list
+     lecat
+     termcvt
+     hex
+     unhex
+     netbsd-strptime
+       For more information, please invoke mlr {subcommand} --help
+
+MLRRC
+       You can set up personal defaults via a $HOME/.mlrrc and/or ./.mlrrc.
+       For example, if you usually process CSV, then you can put "--csv" in your .mlrrc file
+       and that will be the default input/output format unless otherwise specified on the command line.
+
+       The .mlrrc file format is one "--flag" or "--option value" per line, with the leading "--" optional.
+       Hash-style comments and blank lines are ignored.
+
+       Sample .mlrrc:
+       # Input and output formats are CSV by default (unless otherwise specified
+       # on the mlr command line):
+       csv
+       # These are no-ops for CSV, but when I do use JSON output, I want these
+       # pretty-printing options to be used:
+       jvstack
+       jlistwrap
+
+       How to specify location of .mlrrc:
+       * If $MLRRC is set:
+     o If its value is "__none__" then no .mlrrc files are processed.
+     o Otherwise, its value (as a filename) is loaded and processed. If there are syntax
+       errors, they abort mlr with a usage message (as if you had mistyped something on the
+       command line). If the file can't be loaded at all, though, it is silently skipped.
+     o Any .mlrrc in your home directory or current directory is ignored whenever $MLRRC is
+       set in the environment.
+       * Otherwise:
+     o If $HOME/.mlrrc exists, it's then processed as above.
+     o If ./.mlrrc exists, it's then also processed as above.
+     (I.e. current-directory .mlrrc defaults are stacked over home-directory .mlrrc defaults.)
+
+       See also:
+       https://johnkerl.org/miller/doc/customization.html
+
+VERBS
+   altkv
+       Usage: mlr altkv [no options]
+       Given fields with values of the form a,b,c,d,e,f emits a=b,c=d,e=f pairs.
+
+   bar
+       Usage: mlr bar [options]
+       Replaces a numeric field with a number of asterisks, allowing for cheesy
+       bar plots. These align best with --opprint or --oxtab output format.
+       Options:
+       -f   {a,b,c}  Field names to convert to bars.
+       -c   {character}  Fill character: default '*'.
+       -x   {character}  Out-of-bounds character: default '#'.
+       -b   {character}  Blank character: default '.'.
+       --lo {lo}     Lower-limit value for min-width bar: default '0.000000'.
+       --hi {hi}     Upper-limit value for max-width bar: default '100.000000'.
+       -w   {n}      Bar-field width: default '40'.
+       --auto                Automatically computes limits, ignoring --lo and --hi.
+                     Holds all records in memory before producing any output.
+
+   bootstrap
+       Usage: mlr bootstrap [options]
+       Emits an n-sample, with replacement, of the input records.
+       Options:
+       -n {number} Number of samples to output. Defaults to number of input records.
+               Must be non-negative.
+       See also mlr sample and mlr shuffle.
+
+   cat
+       Usage: mlr cat [options]
+       Passes input records directly to output. Most useful for format conversion.
+       Options:
+       -n    Prepend field "n" to each record with record-counter starting at 1
+       -g {comma-separated field name(s)} When used with -n/-N, writes record-counters
+             keyed by specified field name(s).
+       -v    Write a low-level record-structure dump to stderr.
+       -N {name} Prepend field {name} to each record with record-counter starting at 1
+
+   check
+       Usage: mlr check
+       Consumes records without printing any output.
+       Useful for doing a well-formatted check on input data.
+
+   clean-whitespace
+       Usage: mlr clean-whitespace [options]
+       For each record, for each field in the record, whitespace-cleans the keys and
+       values. Whitespace-cleaning entails stripping leading and trailing whitespace,
+       and replacing multiple whitespace with singles. For finer-grained control,
+       please see the DSL functions lstrip, rstrip, strip, collapse_whitespace,
+       and clean_whitespace.
+
+       Options:
+       -k|--keys-only        Do not touch values.
+       -v|--values-only  Do not touch keys.
+       It is an error to specify -k as well as -v -- to clean keys and values,
+       leave off -k as well as -v.
+
+   count
+       Usage: mlr count [options]
+       Prints number of records, optionally grouped by distinct values for specified field names.
+
+       Options:
+       -g {a,b,c}    Field names for distinct count.
+       -n        Show only the number of distinct values. Not interesting without -g.
+       -o {name}     Field name for output count. Default "count".
+
+   count-distinct
+       Usage: mlr count-distinct [options]
+       Prints number of records having distinct values for specified field names.
+       Same as uniq -c.
+
+       Options:
+       -f {a,b,c}    Field names for distinct count.
+       -n        Show only the number of distinct values. Not compatible with -u.
+       -o {name}     Field name for output count. Default "count".
+                 Ignored with -u.
+       -u        Do unlashed counts for multiple field names. With -f a,b and
+                 without -u, computes counts for distinct combinations of a
+                 and b field values. With -f a,b and with -u, computes counts
+                 for distinct a field values and counts for distinct b field
+                 values separately.
+
+   count-similar
+       Usage: mlr count-similar [options]
+       Ingests all records, then emits each record augmented by a count of
+       the number of other records having the same group-by field values.
+       Options:
+       -g {d,e,f} Group-by-field names for counts.
+       -o {name}  Field name for output count. Default "count".
+
+   cut
+       Usage: mlr cut [options]
+       Passes through input records with specified fields included/excluded.
+       -f {a,b,c}   Field names to include for cut.
+       -o           Retain fields in the order specified here in the argument list.
+                    Default is to retain them in the order found in the input data.
+       -x|--complement      Exclude, rather than include, field names specified by -f.
+       -r           Treat field names as regular expressions. "ab", "a.*b" will
+                    match any field name containing the substring "ab" or matching
+                    "a.*b", respectively; anchors of the form "^ab$", "^a.*b$" may
+                    be used. The -o flag is ignored when -r is present.
+       Examples:
+     mlr cut -f hostname,status
+     mlr cut -x -f hostname,status
+     mlr cut -r -f '^status$,sda[0-9]'
+     mlr cut -r -f '^status$,"sda[0-9]"'
+     mlr cut -r -f '^status$,"sda[0-9]"i' (this is case-insensitive)
+
+   decimate
+       Usage: mlr decimate [options]
+       -n {count}    Decimation factor; default 10
+       -b        Decimate by printing first of every n.
+       -e        Decimate by printing last of every n (default).
+       -g {a,b,c}    Optional group-by-field names for decimate counts
+       Passes through one of every n records, optionally by category.
+
+   fill-down
+       Usage: mlr fill-down [options]
+       -f {a,b,c}      Field names for fill-down
+       -a|--only-if-absent Field names for fill-down
+       If a given record has a missing value for a given field, fill that from
+       the corresponding value from a previous record, if any.
+       By default, a 'missing' field either is absent, or has the empty-string value.
+       With -a, a field is 'missing' only if it is absent.
+
+   filter
+       Usage: mlr filter [options] {expression}
+       Prints records for which {expression} evaluates to true.
+       If there are multiple semicolon-delimited expressions, all of them are
+       evaluated and the last one is used as the filter criterion.
+
+       Conversion options:
+       -S: Keeps field values as strings with no type inference to int or float.
+       -F: Keeps field values as strings or floats with no inference to int.
+       All field values are type-inferred to int/float/string unless this behavior is
+       suppressed with -S or -F.
+
+       Output/formatting options:
+       --oflatsep {string}: Separator to use when flattening multi-level @-variables
+       to output records for emit. Default ":".
+       --jknquoteint: For dump output (JSON-formatted), do not quote map keys if non-string.
+       --jvquoteall: For dump output (JSON-formatted), quote map values even if non-string.
+       Any of the output-format command-line flags (see mlr -h). Example: using
+     mlr --icsv --opprint ... then put --ojson 'tee > "mytap-".$a.".dat", $*' then ...
+       the input is CSV, the output is pretty-print tabular, but the tee-file output
+       is written in JSON format.
+       --no-fflush: for emit, tee, print, and dump, don't call fflush() after every
+       record.
+
+       Expression-specification options:
+       -f {filename}: the DSL expression is taken from the specified file rather
+       than from the command line. Outer single quotes wrapping the expression
+       should not be placed in the file. If -f is specified more than once,
+       all input files specified using -f are concatenated to produce the expression.
+       (For example, you can define functions in one file and call them from another.)
+       -e {expression}: You can use this after -f to add an expression. Example use
+       case: define functions/subroutines in a file you specify with -f, then call
+       them with an expression you specify with -e.
+       (If you mix -e and -f then the expressions are evaluated in the order encountered.
+       Since the expression pieces are simply concatenated, please be sure to use intervening
+       semicolons to separate expressions.)
+
+       -s name=value: Predefines out-of-stream variable @name to have value "value".
+       Thus mlr filter put -s foo=97 '$column += @foo' is like
+       mlr filter put 'begin {@foo = 97} $column += @foo'.
+       The value part is subject to type-inferencing as specified by -S/-F.
+       May be specified more than once, e.g. -s name1=value1 -s name2=value2.
+       Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE
+
+       Tracing options:
+       -v: Prints the expressions's AST (abstract syntax tree), which gives
+       full transparency on the precedence and associativity rules of
+       Miller's grammar, to stdout.
+       -a: Prints a low-level stack-allocation trace to stdout.
+       -t: Prints a low-level parser trace to stderr.
+       -T: Prints a every statement to stderr as it is executed.
+
+       Other options:
+       -x: Prints records for which {expression} evaluates to false.
+
+       Please use a dollar sign for field names and double-quotes for string
+       literals. If field names have special characters such as "." then you might
+       use braces, e.g. '${field.name}'. Miller built-in variables are
+       NF NR FNR FILENUM FILENAME M_PI M_E, and ENV["namegoeshere"] to access environment
+       variables. The environment-variable name may be an expression, e.g. a field
+       value.
+
+       Use # to comment to end of line.
+
+       Examples:
+     mlr filter 'log10($count) > 4.0'
+     mlr filter 'FNR == 2'         (second record in each file)
+     mlr filter 'urand() < 0.001'  (subsampling)
+     mlr filter '$color != "blue" && $value > 4.2'
+     mlr filter '($x<.5 && $y<.5) || ($x>.5 && $y>.5)'
+     mlr filter '($name =~ "^sys.*east$") || ($name =~ "^dev.[0-9]+"i)'
+     mlr filter '$ab = $a+$b; $cd = $c+$d; $ab != $cd'
+     mlr filter '
+       NR == 1 ||
+      #NR == 2 ||
+       NR == 3
+     '
+
+       Please see https://miller.readthedocs.io/en/latest/reference.html for more information
+       including function list. Or "mlr -f". Please also see "mlr grep" which is
+       useful when you don't yet know which field name(s) you're looking for.
+       Please see in particular:
+     http://www.johnkerl.org/miller/doc/reference-verbs.html#filter
+
+   format-values
+       Usage: mlr format-values [options]
+       Applies format strings to all field values, depending on autodetected type.
+       * If a field value is detected to be integer, applies integer format.
+       * Else, if a field value is detected to be float, applies float format.
+       * Else, applies string format.
+
+       Note: this is a low-keystroke way to apply formatting to many fields. To get
+       finer control, please see the fmtnum function within the mlr put DSL.
+
+       Note: this verb lets you apply arbitrary format strings, which can produce
+       undefined behavior and/or program crashes.  See your system's "man printf".
+
+       Options:
+       -i {integer format} Defaults to "%lld".
+                       Examples: "%06lld", "%08llx".
+                       Note that Miller integers are long long so you must use
+                       formats which apply to long long, e.g. with ll in them.
+                       Undefined behavior results otherwise.
+       -f {float format}   Defaults to "%lf".
+                       Examples: "%8.3lf", "%.6le".
+                       Note that Miller floats are double-precision so you must
+                       use formats which apply to double, e.g. with l[efg] in them.
+                       Undefined behavior results otherwise.
+       -s {string format}  Defaults to "%s".
+                       Examples: "_%s", "%08s".
+                       Note that you must use formats which apply to string, e.g.
+                       with s in them. Undefined behavior results otherwise.
+       -n              Coerce field values autodetected as int to float, and then
+                       apply the float format.
+
+   fraction
+       Usage: mlr fraction [options]
+       For each record's value in specified fields, computes the ratio of that
+       value to the sum of values in that field over all input records.
+       E.g. with input records      x=1  x=2  x=3  and  x=4, emits output records
+       x=1,x_fraction=0.1  x=2,x_fraction=0.2  x=3,x_fraction=0.3  and      x=4,x_fraction=0.4
+
+       Note: this is internally a two-pass algorithm: on the first pass it retains
+       input records and accumulates sums; on the second pass it computes quotients
+       and emits output records. This means it produces no output until all input is read.
+
+       Options:
+       -f {a,b,c}    Field name(s) for fraction calculation
+       -g {d,e,f}    Optional group-by-field name(s) for fraction counts
+       -p        Produce percents [0..100], not fractions [0..1]. Output field names
+                 end with "_percent" rather than "_fraction"
+       -c        Produce cumulative distributions, i.e. running sums: each output
+                 value folds in the sum of the previous for the specified group
+                 E.g. with input records  x=1  x=2  x=3  and  x=4, emits output records
+                 x=1,x_cumulative_fraction=0.1  x=2,x_cumulative_fraction=0.3
+                 x=3,x_cumulative_fraction=0.6  and  x=4,x_cumulative_fraction=1.0
+
+   grep
+       Usage: mlr grep [options] {regular expression}
+       Passes through records which match {regex}.
+       Options:
+       -i    Use case-insensitive search.
+       -v    Invert: pass through records which do not match the regex.
+       Note that "mlr filter" is more powerful, but requires you to know field names.
+       By contrast, "mlr grep" allows you to regex-match the entire record. It does
+       this by formatting each record in memory as DKVP, using command-line-specified
+       ORS/OFS/OPS, and matching the resulting line against the regex specified
+       here. In particular, the regex is not applied to the input stream: if you
+       have CSV with header line "x,y,z" and data line "1,2,3" then the regex will
+       be matched, not against either of these lines, but against the DKVP line
+       "x=1,y=2,z=3".  Furthermore, not all the options to system grep are supported,
+       and this command is intended to be merely a keystroke-saver. To get all the
+       features of system grep, you can do
+     "mlr --odkvp ... | grep ... | mlr --idkvp ..."
+
+   group-by
+       Usage: mlr group-by {comma-separated field names}
+       Outputs records in batches having identical values at specified field names.
+
+   group-like
+       Usage: mlr group-like
+       Outputs records in batches having identical field names.
+
+   having-fields
+       Usage: mlr having-fields [options]
+       Conditionally passes through records depending on each record's field names.
+       Options:
+     --at-least      {comma-separated names}
+     --which-are     {comma-separated names}
+     --at-most       {comma-separated names}
+     --all-matching  {regular expression}
+     --any-matching  {regular expression}
+     --none-matching {regular expression}
+       Examples:
+     mlr having-fields --which-are amount,status,owner
+     mlr having-fields --any-matching 'sda[0-9]'
+     mlr having-fields --any-matching '"sda[0-9]"'
+     mlr having-fields --any-matching '"sda[0-9]"i' (this is case-insensitive)
+
+   head
+       Usage: mlr head [options]
+       -n {count}    Head count to print; default 10
+       -g {a,b,c}    Optional group-by-field names for head counts
+       Passes through the first n records, optionally by category.
+       Without -g, ceases consuming more input (i.e. is fast) when n
+       records have been read.
+
+   histogram
+       Usage: mlr histogram [options]
+       -f {a,b,c}    Value-field names for histogram counts
+       --lo {lo}     Histogram low value
+       --hi {hi}     Histogram high value
+       --nbins {n}   Number of histogram bins
+       --auto            Automatically computes limits, ignoring --lo and --hi.
+                 Holds all values in memory before producing any output.
+       -o {prefix}   Prefix for output field name. Default: no prefix.
+       Just a histogram. Input values < lo or > hi are not counted.
+
+   join
+       Usage: mlr join [options]
+       Joins records from specified left file name with records from all file names
+       at the end of the Miller argument list.
+       Functionality is essentially the same as the system "join" command, but for
+       record streams.
+       Options:
+     -f {left file name}
+     -j {a,b,c}   Comma-separated join-field names for output
+     -l {a,b,c}   Comma-separated join-field names for left input file;
+                  defaults to -j values if omitted.
+     -r {a,b,c}   Comma-separated join-field names for right input file(s);
+                  defaults to -j values if omitted.
+     --lp {text}  Additional prefix for non-join output field names from
+                  the left file
+     --rp {text}  Additional prefix for non-join output field names from
+                  the right file(s)
+     --np         Do not emit paired records
+     --ul         Emit unpaired records from the left file
+     --ur         Emit unpaired records from the right file(s)
+     -s|--sorted-input  Require sorted input: records must be sorted
+                  lexically by their join-field names, else not all records will
+                  be paired. The only likely use case for this is with a left
+                  file which is too big to fit into system memory otherwise.
+     -u           Enable unsorted input. (This is the default even without -u.)
+                  In this case, the entire left file will be loaded into memory.
+     --prepipe {command} As in main input options; see mlr --help for details.
+                  If you wish to use a prepipe command for the main input as well
+                  as here, it must be specified there as well as here.
+       File-format options default to those for the right file names on the Miller
+       argument list, but may be overridden for the left file as follows. Please see
+       the main "mlr --help" for more information on syntax for these arguments.
+     -i {one of csv,dkvp,nidx,pprint,xtab}
+     --irs {record-separator character}
+     --ifs {field-separator character}
+     --ips {pair-separator character}
+     --repifs
+     --repips
+       Please use "mlr --usage-separator-options" for information on specifying separators.
+       Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#join for more information
+       including examples.
+
+   label
+       Usage: mlr label {new1,new2,new3,...}
+       Given n comma-separated names, renames the first n fields of each record to
+       have the respective name. (Fields past the nth are left with their original
+       names.) Particularly useful with --inidx or --implicit-csv-header, to give
+       useful names to otherwise integer-indexed fields.
+       Examples:
+     "echo 'a b c d' | mlr --inidx --odkvp cat"       gives "1=a,2=b,3=c,4=d"
+     "echo 'a b c d' | mlr --inidx --odkvp label s,t" gives "s=a,t=b,3=c,4=d"
+
+   least-frequent
+       Usage: mlr least-frequent [options]
+       Shows the least frequently occurring distinct values for specified field names.
+       The first entry is the statistical anti-mode; the remaining are runners-up.
+       Options:
+       -f {one or more comma-separated field names}. Required flag.
+       -n {count}. Optional flag defaulting to 10.
+       -b      Suppress counts; show only field values.
+       -o {name}   Field name for output count. Default "count".
+       See also "mlr most-frequent".
+
+   merge-fields
+       Usage: mlr merge-fields [options]
+       Computes univariate statistics for each input record, accumulated across
+       specified fields.
+       Options:
+       -a {sum,count,...}  Names of accumulators. One or more of:
+     count     Count instances of fields
+     mode      Find most-frequently-occurring values for fields; first-found wins tie
+     antimode  Find least-frequently-occurring values for fields; first-found wins tie
+     sum       Compute sums of specified fields
+     mean      Compute averages (sample means) of specified fields
+     stddev    Compute sample standard deviation of specified fields
+     var       Compute sample variance of specified fields
+     meaneb    Estimate error bars for averages (assuming no sample autocorrelation)
+     skewness  Compute sample skewness of specified fields
+     kurtosis  Compute sample kurtosis of specified fields
+     min       Compute minimum values of specified fields
+     max       Compute maximum values of specified fields
+       -f {a,b,c}  Value-field names on which to compute statistics. Requires -o.
+       -r {a,b,c}  Regular expressions for value-field names on which to compute
+               statistics. Requires -o.
+       -c {a,b,c}  Substrings for collapse mode. All fields which have the same names
+               after removing substrings will be accumulated together. Please see
+               examples below.
+       -i      Use interpolated percentiles, like R's type=7; default like type=1.
+               Not sensical for string-valued fields.
+       -o {name}   Output field basename for -f/-r.
+       -k      Keep the input fields which contributed to the output statistics;
+               the default is to omit them.
+       -F      Computes integerable things (e.g. count) in floating point.
+
+       String-valued data make sense unless arithmetic on them is required,
+       e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data,
+       numbers are less than strings.
+
+       Example input data: "a_in_x=1,a_out_x=2,b_in_y=4,b_out_x=8".
+       Example: mlr merge-fields -a sum,count -f a_in_x,a_out_x -o foo
+     produces "b_in_y=4,b_out_x=8,foo_sum=3,foo_count=2" since "a_in_x,a_out_x" are
+     summed over.
+       Example: mlr merge-fields -a sum,count -r in_,out_ -o bar
+     produces "bar_sum=15,bar_count=4" since all four fields are summed over.
+       Example: mlr merge-fields -a sum,count -c in_,out_
+     produces "a_x_sum=3,a_x_count=2,b_y_sum=4,b_y_count=1,b_x_sum=8,b_x_count=1"
+     since "a_in_x" and "a_out_x" both collapse to "a_x", "b_in_y" collapses to
+     "b_y", and "b_out_x" collapses to "b_x".
+
+   most-frequent
+       Usage: mlr most-frequent [options]
+       Shows the most frequently occurring distinct values for specified field names.
+       The first entry is the statistical mode; the remaining are runners-up.
+       Options:
+       -f {one or more comma-separated field names}. Required flag.
+       -n {count}. Optional flag defaulting to 10.
+       -b      Suppress counts; show only field values.
+       -o {name}   Field name for output count. Default "count".
+       See also "mlr least-frequent".
+
+   nest
+       Usage: mlr nest [options]
+       Explodes specified field values into separate fields/records, or reverses this.
+       Options:
+     --explode,--implode   One is required.
+     --values,--pairs      One is required.
+     --across-records,--across-fields One is required.
+     -f {field name}       Required.
+     --nested-fs {string}  Defaults to ";". Field separator for nested values.
+     --nested-ps {string}  Defaults to ":". Pair separator for nested key-value pairs.
+     --evar {string}       Shorthand for --explode --values ---across-records --nested-fs {string}
+     --ivar {string}       Shorthand for --implode --values ---across-records --nested-fs {string}
+       Please use "mlr --usage-separator-options" for information on specifying separators.
+
+       Examples:
+
+     mlr nest --explode --values --across-records -f x
+     with input record "x=a;b;c,y=d" produces output records
+       "x=a,y=d"
+       "x=b,y=d"
+       "x=c,y=d"
+     Use --implode to do the reverse.
+
+     mlr nest --explode --values --across-fields -f x
+     with input record "x=a;b;c,y=d" produces output records
+       "x_1=a,x_2=b,x_3=c,y=d"
+     Use --implode to do the reverse.
+
+     mlr nest --explode --pairs --across-records -f x
+     with input record "x=a:1;b:2;c:3,y=d" produces output records
+       "a=1,y=d"
+       "b=2,y=d"
+       "c=3,y=d"
+
+     mlr nest --explode --pairs --across-fields -f x
+     with input record "x=a:1;b:2;c:3,y=d" produces output records
+       "a=1,b=2,c=3,y=d"
+
+       Notes:
+       * With --pairs, --implode doesn't make sense since the original field name has
+     been lost.
+       * The combination "--implode --values --across-records" is non-streaming:
+     no output records are produced until all input records have been read. In
+     particular, this means it won't work in tail -f contexts. But all other flag
+     combinations result in streaming (tail -f friendly) data processing.
+       * It's up to you to ensure that the nested-fs is distinct from your data's IFS:
+     e.g. by default the former is semicolon and the latter is comma.
+       See also mlr reshape.
+
+   nothing
+       Usage: mlr nothing
+       Drops all input records. Useful for testing, or after tee/print/etc. have
+       produced other output.
+
+   put
+       Usage: mlr put [options] {expression}
+       Adds/updates specified field(s). Expressions are semicolon-separated and must
+       either be assignments, or evaluate to boolean.  Booleans with following
+       statements in curly braces control whether those statements are executed;
+       booleans without following curly braces do nothing except side effects (e.g.
+       regex-captures into \1, \2, etc.).
+
+       Conversion options:
+       -S: Keeps field values as strings with no type inference to int or float.
+       -F: Keeps field values as strings or floats with no inference to int.
+       All field values are type-inferred to int/float/string unless this behavior is
+       suppressed with -S or -F.
+
+       Output/formatting options:
+       --oflatsep {string}: Separator to use when flattening multi-level @-variables
+       to output records for emit. Default ":".
+       --jknquoteint: For dump output (JSON-formatted), do not quote map keys if non-string.
+       --jvquoteall: For dump output (JSON-formatted), quote map values even if non-string.
+       Any of the output-format command-line flags (see mlr -h). Example: using
+     mlr --icsv --opprint ... then put --ojson 'tee > "mytap-".$a.".dat", $*' then ...
+       the input is CSV, the output is pretty-print tabular, but the tee-file output
+       is written in JSON format.
+       --no-fflush: for emit, tee, print, and dump, don't call fflush() after every
+       record.
+
+       Expression-specification options:
+       -f {filename}: the DSL expression is taken from the specified file rather
+       than from the command line. Outer single quotes wrapping the expression
+       should not be placed in the file. If -f is specified more than once,
+       all input files specified using -f are concatenated to produce the expression.
+       (For example, you can define functions in one file and call them from another.)
+       -e {expression}: You can use this after -f to add an expression. Example use
+       case: define functions/subroutines in a file you specify with -f, then call
+       them with an expression you specify with -e.
+       (If you mix -e and -f then the expressions are evaluated in the order encountered.
+       Since the expression pieces are simply concatenated, please be sure to use intervening
+       semicolons to separate expressions.)
+
+       -s name=value: Predefines out-of-stream variable @name to have value "value".
+       Thus mlr put put -s foo=97 '$column += @foo' is like
+       mlr put put 'begin {@foo = 97} $column += @foo'.
+       The value part is subject to type-inferencing as specified by -S/-F.
+       May be specified more than once, e.g. -s name1=value1 -s name2=value2.
+       Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE
+
+       Tracing options:
+       -v: Prints the expressions's AST (abstract syntax tree), which gives
+       full transparency on the precedence and associativity rules of
+       Miller's grammar, to stdout.
+       -a: Prints a low-level stack-allocation trace to stdout.
+       -t: Prints a low-level parser trace to stderr.
+       -T: Prints a every statement to stderr as it is executed.
+
+       Other options:
+       -q: Does not include the modified record in the output stream. Useful for when
+       all desired output is in begin and/or end blocks.
+
+       Please use a dollar sign for field names and double-quotes for string
+       literals. If field names have special characters such as "." then you might
+       use braces, e.g. '${field.name}'. Miller built-in variables are
+       NF NR FNR FILENUM FILENAME M_PI M_E, and ENV["namegoeshere"] to access environment
+       variables. The environment-variable name may be an expression, e.g. a field
+       value.
+
+       Use # to comment to end of line.
+
+       Examples:
+     mlr put '$y = log10($x); $z = sqrt($y)'
+     mlr put '$x>0.0 { $y=log10($x); $z=sqrt($y) }' # does {...} only if $x > 0.0
+     mlr put '$x>0.0;  $y=log10($x); $z=sqrt($y)'   # does all three statements
+     mlr put '$a =~ "([a-z]+)_([0-9]+);  $b = "left_\1"; $c = "right_\2"'
+     mlr put '$a =~ "([a-z]+)_([0-9]+) { $b = "left_\1"; $c = "right_\2" }'
+     mlr put '$filename = FILENAME'
+     mlr put '$colored_shape = $color . "_" . $shape'
+     mlr put '$y = cos($theta); $z = atan2($y, $x)'
+     mlr put '$name = sub($name, "http.*com"i, "")'
+     mlr put -q '@sum += $x; end {emit @sum}'
+     mlr put -q '@sum[$a] += $x; end {emit @sum, "a"}'
+     mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}'
+     mlr put -q '@min=min(@min,$x);@max=max(@max,$x); end{emitf @min, @max}'
+     mlr put -q 'is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*}; end {emit @recmax}'
+     mlr put '
+       $x = 1;
+      #$y = 2;
+       $z = 3
+     '
+
+       Please see also 'mlr -k' for examples using redirected output.
+
+       Please see https://miller.readthedocs.io/en/latest/reference.html for more information
+       including function list. Or "mlr -f".
+       Please see in particular:
+     http://www.johnkerl.org/miller/doc/reference-verbs.html#put
+
+   regularize
+       Usage: mlr regularize
+       For records seen earlier in the data stream with same field names in
+       a different order, outputs them with field names in the previously
+       encountered order.
+       Example: input records a=1,c=2,b=3, then e=4,d=5, then c=7,a=6,b=8
+       output as          a=1,c=2,b=3, then e=4,d=5, then a=6,c=7,b=8
+
+   remove-empty-columns
+       Usage: mlr remove-empty-columns
+       Omits fields which are empty on every input row. Non-streaming.
+
+   rename
+       Usage: mlr rename [options] {old1,new1,old2,new2,...}
+       Renames specified fields.
+       Options:
+       -r     Treat old field  names as regular expressions. "ab", "a.*b"
+              will match any field name containing the substring "ab" or
+              matching "a.*b", respectively; anchors of the form "^ab$",
+              "^a.*b$" may be used. New field names may be plain strings,
+              or may contain capture groups of the form "\1" through
+              "\9". Wrapping the regex in double quotes is optional, but
+              is required if you wish to follow it with 'i' to indicate
+              case-insensitivity.
+       -g     Do global replacement within each field name rather than
+              first-match replacement.
+       Examples:
+       mlr rename old_name,new_name'
+       mlr rename old_name_1,new_name_1,old_name_2,new_name_2'
+       mlr rename -r 'Date_[0-9]+,Date,'  Rename all such fields to be "Date"
+       mlr rename -r '"Date_[0-9]+",Date' Same
+       mlr rename -r 'Date_([0-9]+).*,\1' Rename all such fields to be of the form 20151015
+       mlr rename -r '"name"i,Name'   Rename "name", "Name", "NAME", etc. to "Name"
+
+   reorder
+       Usage: mlr reorder [options]
+       -f {a,b,c}   Field names to reorder.
+       -e       Put specified field names at record end: default is to put
+                them at record start.
+       Examples:
+       mlr reorder    -f a,b sends input record "d=4,b=2,a=1,c=3" to "a=1,b=2,d=4,c=3".
+       mlr reorder -e -f a,b sends input record "d=4,b=2,a=1,c=3" to "d=4,c=3,a=1,b=2".
+
+   repeat
+       Usage: mlr repeat [options]
+       Copies input records to output records multiple times.
+       Options must be exactly one of the following:
+     -n {repeat count}  Repeat each input record this many times.
+     -f {field name}    Same, but take the repeat count from the specified
+                        field name of each input record.
+       Example:
+     echo x=0 | mlr repeat -n 4 then put '$x=urand()'
+       produces:
+    x=0.488189
+    x=0.484973
+    x=0.704983
+    x=0.147311
+       Example:
+     echo a=1,b=2,c=3 | mlr repeat -f b
+       produces:
+     a=1,b=2,c=3
+     a=1,b=2,c=3
+       Example:
+     echo a=1,b=2,c=3 | mlr repeat -f c
+       produces:
+     a=1,b=2,c=3
+     a=1,b=2,c=3
+     a=1,b=2,c=3
+
+   reshape
+       Usage: mlr reshape [options]
+       Wide-to-long options:
+     -i {input field names}   -o {key-field name,value-field name}
+     -r {input field regexes} -o {key-field name,value-field name}
+     These pivot/reshape the input data such that the input fields are removed
+     and separate records are emitted for each key/value pair.
+     Note: this works with tail -f and produces output records for each input
+     record seen.
+       Long-to-wide options:
+     -s {key-field name,value-field name}
+     These pivot/reshape the input data to undo the wide-to-long operation.
+     Note: this does not work with tail -f; it produces output records only after
+     all input records have been read.
+
+       Examples:
+
+     Input file "wide.txt":
+       time       X           Y
+       2009-01-01 0.65473572  2.4520609
+       2009-01-02 -0.89248112 0.2154713
+       2009-01-03 0.98012375  1.3179287
+
+     mlr --pprint reshape -i X,Y -o item,value wide.txt
+       time       item value
+       2009-01-01 X    0.65473572
+       2009-01-01 Y    2.4520609
+       2009-01-02 X    -0.89248112
+       2009-01-02 Y    0.2154713
+       2009-01-03 X    0.98012375
+       2009-01-03 Y    1.3179287
+
+     mlr --pprint reshape -r '[A-Z]' -o item,value wide.txt
+       time       item value
+       2009-01-01 X    0.65473572
+       2009-01-01 Y    2.4520609
+       2009-01-02 X    -0.89248112
+       2009-01-02 Y    0.2154713
+       2009-01-03 X    0.98012375
+       2009-01-03 Y    1.3179287
+
+     Input file "long.txt":
+       time       item value
+       2009-01-01 X    0.65473572
+       2009-01-01 Y    2.4520609
+       2009-01-02 X    -0.89248112
+       2009-01-02 Y    0.2154713
+       2009-01-03 X    0.98012375
+       2009-01-03 Y    1.3179287
+
+     mlr --pprint reshape -s item,value long.txt
+       time       X           Y
+       2009-01-01 0.65473572  2.4520609
+       2009-01-02 -0.89248112 0.2154713
+       2009-01-03 0.98012375  1.3179287
+       See also mlr nest.
+
+   sample
+       Usage: mlr sample [options]
+       Reservoir sampling (subsampling without replacement), optionally by category.
+       -k {count}    Required: number of records to output, total, or by group if using -g.
+       -g {a,b,c}    Optional: group-by-field names for samples.
+       See also mlr bootstrap and mlr shuffle.
+
+   sec2gmt
+       Usage: mlr sec2gmt [options] {comma-separated list of field names}
+       Replaces a numeric field representing seconds since the epoch with the
+       corresponding GMT timestamp; leaves non-numbers as-is. This is nothing
+       more than a keystroke-saver for the sec2gmt function:
+     mlr sec2gmt time1,time2
+       is the same as
+     mlr put '$time1=sec2gmt($time1);$time2=sec2gmt($time2)'
+       Options:
+       -1 through -9: format the seconds using 1..9 decimal places, respectively.
+
+   sec2gmtdate
+       Usage: mlr sec2gmtdate {comma-separated list of field names}
+       Replaces a numeric field representing seconds since the epoch with the
+       corresponding GMT year-month-day timestamp; leaves non-numbers as-is.
+       This is nothing more than a keystroke-saver for the sec2gmtdate function:
+     mlr sec2gmtdate time1,time2
+       is the same as
+     mlr put '$time1=sec2gmtdate($time1);$time2=sec2gmtdate($time2)'
+
+   seqgen
+       Usage: mlr seqgen [options]
+       Produces a sequence of counters.  Discards the input record stream. Produces
+       output as specified by the following options:
+       -f {name} Field name for counters; default "i".
+       --start {number} Inclusive start value; default "1".
+       --stop  {number} Inclusive stop value; default "100".
+       --step  {number} Step value; default "1".
+       Start, stop, and/or step may be floating-point. Output is integer if start,
+       stop, and step are all integers. Step may be negative. It may not be zero
+       unless start == stop.
+
+   shuffle
+       Usage: mlr shuffle {no options}
+       Outputs records randomly permuted. No output records are produced until
+       all input records are read.
+       See also mlr bootstrap and mlr sample.
+
+   skip-trivial-records
+       Usage: mlr skip-trivial-records [options]
+       Passes through all records except:
+       * those with zero fields;
+       * those for which all fields have empty value.
+
+   sort
+       Usage: mlr sort {flags}
+       Flags:
+     -f  {comma-separated field names}  Lexical ascending
+     -n  {comma-separated field names}  Numerical ascending; nulls sort last
+     -nf {comma-separated field names}  Same as -n
+     -r  {comma-separated field names}  Lexical descending
+     -nr {comma-separated field names}  Numerical descending; nulls sort first
+       Sorts records primarily by the first specified field, secondarily by the second
+       field, and so on.  (Any records not having all specified sort keys will appear
+       at the end of the output, in the order they were encountered, regardless of the
+       specified sort order.) The sort is stable: records that compare equal will sort
+       in the order they were encountered in the input record stream.
+
+       Example:
+     mlr sort -f a,b -nr x,y,z
+       which is the same as:
+     mlr sort -f a -f b -nr x -nr y -nr z
+
+   sort-within-records
+       Usage: mlr sort-within-records [no options]
+       Outputs records sorted lexically ascending by keys.
+
+   stats1
+       Usage: mlr stats1 [options]
+       Computes univariate statistics for one or more given fields, accumulated across
+       the input record stream.
+       Options:
+       -a {sum,count,...}  Names of accumulators: p10 p25.2 p50 p98 p100 etc. and/or
+                       one or more of:
+      count     Count instances of fields
+      mode      Find most-frequently-occurring values for fields; first-found wins tie
+      antimode  Find least-frequently-occurring values for fields; first-found wins tie
+      sum       Compute sums of specified fields
+      mean      Compute averages (sample means) of specified fields
+      stddev    Compute sample standard deviation of specified fields
+      var       Compute sample variance of specified fields
+      meaneb    Estimate error bars for averages (assuming no sample autocorrelation)
+      skewness  Compute sample skewness of specified fields
+      kurtosis  Compute sample kurtosis of specified fields
+      min       Compute minimum values of specified fields
+      max       Compute maximum values of specified fields
+       -f {a,b,c}   Value-field names on which to compute statistics
+       --fr {regex} Regex for value-field names on which to compute statistics
+                (compute statistics on values in all field names matching regex)
+       --fx {regex} Inverted regex for value-field names on which to compute statistics
+                (compute statistics on values in all field names not matching regex)
+       -g {d,e,f}   Optional group-by-field names
+       --gr {regex} Regex for optional group-by-field names
+                (group by values in field names matching regex)
+       --gx {regex} Inverted regex for optional group-by-field names
+                (group by values in field names not matching regex)
+       --grfx {regex} Shorthand for --gr {regex} --fx {that same regex}
+       -i       Use interpolated percentiles, like R's type=7; default like type=1.
+                Not sensical for string-valued fields.
+       -s       Print iterative stats. Useful in tail -f contexts (in which
+                case please avoid pprint-format output since end of input
+                stream will never be seen).
+       -F       Computes integerable things (e.g. count) in floating point.
+       Example: mlr stats1 -a min,p10,p50,p90,max -f value -g size,shape
+       Example: mlr stats1 -a count,mode -f size
+       Example: mlr stats1 -a count,mode -f size -g shape
+       Example: mlr stats1 -a count,mode --fr '^[a-h].*$' -gr '^k.*$'
+            This computes count and mode statistics on all field names beginning
+            with a through h, grouped by all field names starting with k.
+       Notes:
+       * p50 and median are synonymous.
+       * min and max output the same results as p0 and p100, respectively, but use
+     less memory.
+       * String-valued data make sense unless arithmetic on them is required,
+     e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data,
+     numbers are less than strings.
+       * count and mode allow text input; the rest require numeric input.
+     In particular, 1 and 1.0 are distinct text for count and mode.
+       * When there are mode ties, the first-encountered datum wins.
+
+   stats2
+       Usage: mlr stats2 [options]
+       Computes bivariate statistics for one or more given field-name pairs,
+       accumulated across the input record stream.
+       -a {linreg-ols,corr,...}  Names of accumulators: one or more of:
+     linreg-pca   Linear regression using principal component analysis
+     linreg-ols   Linear regression using ordinary least squares
+     r2           Quality metric for linreg-ols (linreg-pca emits its own)
+     logireg      Logistic regression
+     corr         Sample correlation
+     cov          Sample covariance
+     covx         Sample-covariance matrix
+       -f {a,b,c,d}   Value-field name-pairs on which to compute statistics.
+                  There must be an even number of names.
+       -g {e,f,g}     Optional group-by-field names.
+       -v         Print additional output for linreg-pca.
+       -s         Print iterative stats. Useful in tail -f contexts (in which
+                  case please avoid pprint-format output since end of input
+                  stream will never be seen).
+       --fit              Rather than printing regression parameters, applies them to
+                  the input data to compute new fit fields. All input records are
+                  held in memory until end of input stream. Has effect only for
+                  linreg-ols, linreg-pca, and logireg.
+       Only one of -s or --fit may be used.
+       Example: mlr stats2 -a linreg-pca -f x,y
+       Example: mlr stats2 -a linreg-ols,r2 -f x,y -g size,shape
+       Example: mlr stats2 -a corr -f x,y
+
+   step
+       Usage: mlr step [options]
+       Computes values dependent on the previous record, optionally grouped
+       by category.
+
+       Options:
+       -a {delta,rsum,...}   Names of steppers: comma-separated, one or more of:
+     delta    Compute differences in field(s) between successive records
+     shift    Include value(s) in field(s) from previous record, if any
+     from-first Compute differences in field(s) from first record
+     ratio    Compute ratios in field(s) between successive records
+     rsum     Compute running sums of field(s) between successive records
+     counter  Count instances of field(s) between successive records
+     ewma     Exponentially weighted moving average over successive records
+       -f {a,b,c} Value-field names on which to compute statistics
+       -g {d,e,f} Optional group-by-field names
+       -F     Computes integerable things (e.g. counter) in floating point.
+       -d {x,y,z} Weights for ewma. 1 means current sample gets all weight (no
+              smoothing), near under under 1 is light smoothing, near over 0 is
+              heavy smoothing. Multiple weights may be specified, e.g.
+              "mlr step -a ewma -f sys_load -d 0.01,0.1,0.9". Default if omitted
+              is "-d 0.5".
+       -o {a,b,c} Custom suffixes for EWMA output fields. If omitted, these default to
+              the -d values. If supplied, the number of -o values must be the same
+              as the number of -d values.
+
+       Examples:
+     mlr step -a rsum -f request_size
+     mlr step -a delta -f request_size -g hostname
+     mlr step -a ewma -d 0.1,0.9 -f x,y
+     mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y
+     mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y -g group_name
+
+       Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#filter or
+       https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average
+       for more information on EWMA.
+
+   tac
+       Usage: mlr tac
+       Prints records in reverse order from the order in which they were encountered.
+
+   tail
+       Usage: mlr tail [options]
+       -n {count}    Tail count to print; default 10
+       -g {a,b,c}    Optional group-by-field names for tail counts
+       Passes through the last n records, optionally by category.
+
+   tee
+       Usage: mlr tee [options] {filename}
+       Passes through input records (like mlr cat) but also writes to specified output
+       file, using output-format flags from the command line (e.g. --ocsv). See also
+       the "tee" keyword within mlr put, which allows data-dependent filenames.
+       Options:
+       -a:      append to existing file, if any, rather than overwriting.
+       --no-fflush: don't call fflush() after every record.
+       Any of the output-format command-line flags (see mlr -h). Example: using
+     mlr --icsv --opprint put '...' then tee --ojson ./mytap.dat then stats1 ...
+       the input is CSV, the output is pretty-print tabular, but the tee-file output
+       is written in JSON format.
+
+   top
+       Usage: mlr top [options]
+       -f {a,b,c}    Value-field names for top counts.
+       -g {d,e,f}    Optional group-by-field names for top counts.
+       -n {count}    How many records to print per category; default 1.
+       -a        Print all fields for top-value records; default is
+                 to print only value and group-by fields. Requires a single
+                 value-field name only.
+       --min             Print top smallest values; default is top largest values.
+       -F        Keep top values as floats even if they look like integers.
+       -o {name}     Field name for output indices. Default "top_idx".
+       Prints the n records with smallest/largest values at specified fields,
+       optionally by category.
+
+   uniq
+       Usage: mlr uniq [options]
+       Prints distinct values for specified field names. With -c, same as
+       count-distinct. For uniq, -f is a synonym for -g.
+
+       Options:
+       -g {d,e,f}    Group-by-field names for uniq counts.
+       -c        Show repeat counts in addition to unique values.
+       -n        Show only the number of distinct values.
+       -o {name}     Field name for output count. Default "count".
+       -a        Output each unique record only once. Incompatible with -g.
+                 With -c, produces unique records, with repeat counts for each.
+                 With -n, produces only one record which is the unique-record count.
+                 With neither -c nor -n, produces unique records.
+
+   unsparsify
+       Usage: mlr unsparsify [options]
+       Prints records with the union of field names over all input records.
+       For field names absent in a given record but present in others, fills in a
+       value. Without -f, this verb retains all input before producing any output.
+
+       Options:
+       --fill-with {filler string}  What to fill absent fields with. Defaults to
+                                the empty string.
+       -f {a,b,c} Specify field names to be operated on. Any other fields won't be
+                                modified, and operation will be streaming.
+
+       Example: if the input is two records, one being 'a=1,b=2' and the other
+       being 'b=3,c=4', then the output is the two records 'a=1,b=2,c=' and
+       'a=,b=3,c=4'.
+
+FUNCTIONS FOR FILTER/PUT
+   +
+       (class=arithmetic #args=2): Addition.
+
+       + (class=arithmetic #args=1): Unary plus.
+
+   -
+       (class=arithmetic #args=2): Subtraction.
+
+       - (class=arithmetic #args=1): Unary minus.
+
+   *
+       (class=arithmetic #args=2): Multiplication.
+
+   /
+       (class=arithmetic #args=2): Division.
+
+   //
+       (class=arithmetic #args=2): Integer division: rounds to negative (pythonic).
+
+   .+
+       (class=arithmetic #args=2): Addition, with integer-to-integer overflow
+
+       .+ (class=arithmetic #args=1): Unary plus, with integer-to-integer overflow.
+
+   .-
+       (class=arithmetic #args=2): Subtraction, with integer-to-integer overflow.
+
+       .- (class=arithmetic #args=1): Unary minus, with integer-to-integer overflow.
+
+   .*
+       (class=arithmetic #args=2): Multiplication, with integer-to-integer overflow.
+
+   ./
+       (class=arithmetic #args=2): Division, with integer-to-integer overflow.
+
+   .//
+       (class=arithmetic #args=2): Integer division: rounds to negative (pythonic), with integer-to-integer overflow.
+
+   %
+       (class=arithmetic #args=2): Remainder; never negative-valued (pythonic).
+
+   **
+       (class=arithmetic #args=2): Exponentiation; same as pow, but as an infix
+       operator.
+
+   |
+       (class=arithmetic #args=2): Bitwise OR.
+
+   ^
+       (class=arithmetic #args=2): Bitwise XOR.
+
+   &
+       (class=arithmetic #args=2): Bitwise AND.
+
+   ~
+       (class=arithmetic #args=1): Bitwise NOT. Beware '$y=~$x' since =~ is the
+       regex-match operator: try '$y = ~$x'.
+
+   <<
+       (class=arithmetic #args=2): Bitwise left-shift.
+
+   >>
+       (class=arithmetic #args=2): Bitwise right-shift.
+
+   bitcount
+       (class=arithmetic #args=1): Count of 1-bits
+
+   ==
+       (class=boolean #args=2): String/numeric equality. Mixing number and string
+       results in string compare.
+
+   !=
+       (class=boolean #args=2): String/numeric inequality. Mixing number and string
+       results in string compare.
+
+   =~
+       (class=boolean #args=2): String (left-hand side) matches regex (right-hand
+       side), e.g. '$name =~ "^a.*b$"'.
+
+   !=~
+       (class=boolean #args=2): String (left-hand side) does not match regex
+       (right-hand side), e.g. '$name !=~ "^a.*b$"'.
+
+   >
+       (class=boolean #args=2): String/numeric greater-than. Mixing number and string
+       results in string compare.
+
+   >=
+       (class=boolean #args=2): String/numeric greater-than-or-equals. Mixing number
+       and string results in string compare.
+
+   <
+       (class=boolean #args=2): String/numeric less-than. Mixing number and string
+       results in string compare.
+
+   <=
+       (class=boolean #args=2): String/numeric less-than-or-equals. Mixing number
+       and string results in string compare.
+
+   &&
+       (class=boolean #args=2): Logical AND.
+
+   ||
+       (class=boolean #args=2): Logical OR.
+
+   ^^
+       (class=boolean #args=2): Logical XOR.
+
+   !
+       (class=boolean #args=1): Logical negation.
+
+   ? :
+       (class=boolean #args=3): Ternary operator.
+
+   .
+       (class=string #args=2): String concatenation.
+
+   gsub
+       (class=string #args=3): Example: '$name=gsub($name, "old", "new")'
+       (replace all).
+
+   regextract
+       (class=string #args=2): Example: '$name=regextract($name, "[A-Z]{3}[0-9]{2}")'
+       .
+
+   regextract_or_else
+       (class=string #args=3): Example: '$name=regextract_or_else($name, "[A-Z]{3}[0-9]{2}", "default")'
+       .
+
+   strlen
+       (class=string #args=1): String length.
+
+   sub
+       (class=string #args=3): Example: '$name=sub($name, "old", "new")'
+       (replace once).
+
+   ssub
+       (class=string #args=3): Like sub but does no regexing. No characters are special.
+
+   substr
+       (class=string #args=3): substr(s,m,n) gives substring of s from 0-up position m to n
+       inclusive. Negative indices -len .. -1 alias to 0 .. len-1.
+
+   tolower
+       (class=string #args=1): Convert string to lowercase.
+
+   toupper
+       (class=string #args=1): Convert string to uppercase.
+
+   truncate
+       (class=string #args=2): Truncates string first argument to max length of int second argument.
+
+   capitalize
+       (class=string #args=1): Convert string's first character to uppercase.
+
+   lstrip
+       (class=string #args=1): Strip leading whitespace from string.
+
+   rstrip
+       (class=string #args=1): Strip trailing whitespace from string.
+
+   strip
+       (class=string #args=1): Strip leading and trailing whitespace from string.
+
+   collapse_whitespace
+       (class=string #args=1): Strip repeated whitespace from string.
+
+   clean_whitespace
+       (class=string #args=1): Same as collapse_whitespace and strip.
+
+   system
+       (class=string #args=1): Run command string, yielding its stdout minus final carriage return.
+
+   abs
+       (class=math #args=1): Absolute value.
+
+   acos
+       (class=math #args=1): Inverse trigonometric cosine.
+
+   acosh
+       (class=math #args=1): Inverse hyperbolic cosine.
+
+   asin
+       (class=math #args=1): Inverse trigonometric sine.
+
+   asinh
+       (class=math #args=1): Inverse hyperbolic sine.
+
+   atan
+       (class=math #args=1): One-argument arctangent.
+
+   atan2
+       (class=math #args=2): Two-argument arctangent.
+
+   atanh
+       (class=math #args=1): Inverse hyperbolic tangent.
+
+   cbrt
+       (class=math #args=1): Cube root.
+
+   ceil
+       (class=math #args=1): Ceiling: nearest integer at or above.
+
+   cos
+       (class=math #args=1): Trigonometric cosine.
+
+   cosh
+       (class=math #args=1): Hyperbolic cosine.
+
+   erf
+       (class=math #args=1): Error function.
+
+   erfc
+       (class=math #args=1): Complementary error function.
+
+   exp
+       (class=math #args=1): Exponential function e**x.
+
+   expm1
+       (class=math #args=1): e**x - 1.
+
+   floor
+       (class=math #args=1): Floor: nearest integer at or below.
+
+   invqnorm
+       (class=math #args=1): Inverse of normal cumulative distribution
+       function. Note that invqorm(urand()) is normally distributed.
+
+   log
+       (class=math #args=1): Natural (base-e) logarithm.
+
+   log10
+       (class=math #args=1): Base-10 logarithm.
+
+   log1p
+       (class=math #args=1): log(1-x).
+
+   logifit
+       (class=math #args=3): Given m and b from logistic regression, compute
+       fit: $yhat=logifit($x,$m,$b).
+
+   madd
+       (class=math #args=3): a + b mod m (integers)
+
+   max
+       (class=math variadic): max of n numbers; null loses
+
+   mexp
+       (class=math #args=3): a ** b mod m (integers)
+
+   min
+       (class=math variadic): Min of n numbers; null loses
+
+   mmul
+       (class=math #args=3): a * b mod m (integers)
+
+   msub
+       (class=math #args=3): a - b mod m (integers)
+
+   pow
+       (class=math #args=2): Exponentiation; same as **.
+
+   qnorm
+       (class=math #args=1): Normal cumulative distribution function.
+
+   round
+       (class=math #args=1): Round to nearest integer.
+
+   roundm
+       (class=math #args=2): Round to nearest multiple of m: roundm($x,$m) is
+       the same as round($x/$m)*$m
+
+   sgn
+       (class=math #args=1): +1 for positive input, 0 for zero input, -1 for
+       negative input.
+
+   sin
+       (class=math #args=1): Trigonometric sine.
+
+   sinh
+       (class=math #args=1): Hyperbolic sine.
+
+   sqrt
+       (class=math #args=1): Square root.
+
+   tan
+       (class=math #args=1): Trigonometric tangent.
+
+   tanh
+       (class=math #args=1): Hyperbolic tangent.
+
+   urand
+       (class=math #args=0): Floating-point numbers uniformly distributed on the unit interval.
+       Int-valued example: '$n=floor(20+urand()*11)'.
+
+   urandrange
+       (class=math #args=2): Floating-point numbers uniformly distributed on the interval [a, b).
+
+   urand32
+       (class=math #args=0): Integer uniformly distributed 0 and 2**32-1
+       inclusive.
+
+   urandint
+       (class=math #args=2): Integer uniformly distributed between inclusive
+       integer endpoints.
+
+   dhms2fsec
+       (class=time #args=1): Recovers floating-point seconds as in
+       dhms2fsec("5d18h53m20.250000s") = 500000.250000
+
+   dhms2sec
+       (class=time #args=1): Recovers integer seconds as in
+       dhms2sec("5d18h53m20s") = 500000
+
+   fsec2dhms
+       (class=time #args=1): Formats floating-point seconds as in
+       fsec2dhms(500000.25) = "5d18h53m20.250000s"
+
+   fsec2hms
+       (class=time #args=1): Formats floating-point seconds as in
+       fsec2hms(5000.25) = "01:23:20.250000"
+
+   gmt2sec
+       (class=time #args=1): Parses GMT timestamp as integer seconds since
+       the epoch.
+
+   localtime2sec
+       (class=time #args=1): Parses local timestamp as integer seconds since
+       the epoch. Consults $TZ environment variable.
+
+   hms2fsec
+       (class=time #args=1): Recovers floating-point seconds as in
+       hms2fsec("01:23:20.250000") = 5000.250000
+
+   hms2sec
+       (class=time #args=1): Recovers integer seconds as in
+       hms2sec("01:23:20") = 5000
+
+   sec2dhms
+       (class=time #args=1): Formats integer seconds as in sec2dhms(500000)
+       = "5d18h53m20s"
+
+   sec2gmt
+       (class=time #args=1): Formats seconds since epoch (integer part)
+       as GMT timestamp, e.g. sec2gmt(1440768801.7) = "2015-08-28T13:33:21Z".
+       Leaves non-numbers as-is.
+
+       sec2gmt (class=time #args=2): Formats seconds since epoch as GMT timestamp with n
+       decimal places for seconds, e.g. sec2gmt(1440768801.7,1) = "2015-08-28T13:33:21.7Z".
+       Leaves non-numbers as-is.
+
+   sec2gmtdate
+       (class=time #args=1): Formats seconds since epoch (integer part)
+       as GMT timestamp with year-month-date, e.g. sec2gmtdate(1440768801.7) = "2015-08-28".
+       Leaves non-numbers as-is.
+
+   sec2localtime
+       (class=time #args=1): Formats seconds since epoch (integer part)
+       as local timestamp, e.g. sec2localtime(1440768801.7) = "2015-08-28T13:33:21Z".
+       Consults $TZ environment variable. Leaves non-numbers as-is.
+
+       sec2localtime (class=time #args=2): Formats seconds since epoch as local timestamp with n
+       decimal places for seconds, e.g. sec2localtime(1440768801.7,1) = "2015-08-28T13:33:21.7Z".
+       Consults $TZ environment variable. Leaves non-numbers as-is.
+
+   sec2localdate
+       (class=time #args=1): Formats seconds since epoch (integer part)
+       as local timestamp with year-month-date, e.g. sec2localdate(1440768801.7) = "2015-08-28".
+       Consults $TZ environment variable. Leaves non-numbers as-is.
+
+   sec2hms
+       (class=time #args=1): Formats integer seconds as in
+       sec2hms(5000) = "01:23:20"
+
+   strftime
+       (class=time #args=2): Formats seconds since the epoch as timestamp, e.g.
+       strftime(1440768801.7,"%Y-%m-%dT%H:%M:%SZ") = "2015-08-28T13:33:21Z", and
+       strftime(1440768801.7,"%Y-%m-%dT%H:%M:%3SZ") = "2015-08-28T13:33:21.700Z".
+       Format strings are as in the C library (please see "man strftime" on your system),
+       with the Miller-specific addition of "%1S" through "%9S" which format the seconds
+       with 1 through 9 decimal places, respectively. ("%S" uses no decimal places.)
+       See also strftime_local.
+
+   strftime_local
+       (class=time #args=2): Like strftime but consults the $TZ environment variable to get local time zone.
+
+   strptime
+       (class=time #args=2): Parses timestamp as floating-point seconds since the epoch,
+       e.g. strptime("2015-08-28T13:33:21Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.000000,
+       and  strptime("2015-08-28T13:33:21.345Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.345000.
+       See also strptime_local.
+
+   strptime_local
+       (class=time #args=2): Like strptime, but consults $TZ environment variable to find and use local timezone.
+
+   systime
+       (class=time #args=0): Floating-point seconds since the epoch,
+       e.g. 1440768801.748936.
+
+   is_absent
+       (class=typing #args=1): False if field is present in input, true otherwise
+
+   is_bool
+       (class=typing #args=1): True if field is present with boolean value. Synonymous with is_boolean.
+
+   is_boolean
+       (class=typing #args=1): True if field is present with boolean value. Synonymous with is_bool.
+
+   is_empty
+       (class=typing #args=1): True if field is present in input with empty string value, false otherwise.
+
+   is_empty_map
+       (class=typing #args=1): True if argument is a map which is empty.
+
+   is_float
+       (class=typing #args=1): True if field is present with value inferred to be float
+
+   is_int
+       (class=typing #args=1): True if field is present with value inferred to be int
+
+   is_map
+       (class=typing #args=1): True if argument is a map.
+
+   is_nonempty_map
+       (class=typing #args=1): True if argument is a map which is non-empty.
+
+   is_not_empty
+       (class=typing #args=1): False if field is present in input with empty value, true otherwise
+
+   is_not_map
+       (class=typing #args=1): True if argument is not a map.
+
+   is_not_null
+       (class=typing #args=1): False if argument is null (empty or absent), true otherwise.
+
+   is_null
+       (class=typing #args=1): True if argument is null (empty or absent), false otherwise.
+
+   is_numeric
+       (class=typing #args=1): True if field is present with value inferred to be int or float
+
+   is_present
+       (class=typing #args=1): True if field is present in input, false otherwise.
+
+   is_string
+       (class=typing #args=1): True if field is present with string (including empty-string) value
+
+   asserting_absent
+       (class=typing #args=1): Returns argument if it is absent in the input data, else
+       throws an error.
+
+   asserting_bool
+       (class=typing #args=1): Returns argument if it is present with boolean value, else
+       throws an error.
+
+   asserting_boolean
+       (class=typing #args=1): Returns argument if it is present with boolean value, else
+       throws an error.
+
+   asserting_empty
+       (class=typing #args=1): Returns argument if it is present in input with empty value,
+       else throws an error.
+
+   asserting_empty_map
+       (class=typing #args=1): Returns argument if it is a map with empty value, else
+       throws an error.
+
+   asserting_float
+       (class=typing #args=1): Returns argument if it is present with float value, else
+       throws an error.
+
+   asserting_int
+       (class=typing #args=1): Returns argument if it is present with int value, else
+       throws an error.
+
+   asserting_map
+       (class=typing #args=1): Returns argument if it is a map, else throws an error.
+
+   asserting_nonempty_map
+       (class=typing #args=1): Returns argument if it is a non-empty map, else throws
+       an error.
+
+   asserting_not_empty
+       (class=typing #args=1): Returns argument if it is present in input with non-empty
+       value, else throws an error.
+
+   asserting_not_map
+       (class=typing #args=1): Returns argument if it is not a map, else throws an error.
+
+   asserting_not_null
+       (class=typing #args=1): Returns argument if it is non-null (non-empty and non-absent),
+       else throws an error.
+
+   asserting_null
+       (class=typing #args=1): Returns argument if it is null (empty or absent), else throws
+       an error.
+
+   asserting_numeric
+       (class=typing #args=1): Returns argument if it is present with int or float value,
+       else throws an error.
+
+   asserting_present
+       (class=typing #args=1): Returns argument if it is present in input, else throws
+       an error.
+
+   asserting_string
+       (class=typing #args=1): Returns argument if it is present with string (including
+       empty-string) value, else throws an error.
+
+   boolean
+       (class=conversion #args=1): Convert int/float/bool/string to boolean.
+
+   float
+       (class=conversion #args=1): Convert int/float/bool/string to float.
+
+   fmtnum
+       (class=conversion #args=2): Convert int/float/bool to string using
+       printf-style format string, e.g. '$s = fmtnum($n, "%06lld")'. WARNING: Miller numbers
+       are all long long or double. If you use formats like %d or %f, behavior is undefined.
+
+   hexfmt
+       (class=conversion #args=1): Convert int to string, e.g. 255 to "0xff".
+
+   int
+       (class=conversion #args=1): Convert int/float/bool/string to int.
+
+   string
+       (class=conversion #args=1): Convert int/float/bool/string to string.
+
+   typeof
+       (class=conversion #args=1): Convert argument to type of argument (e.g.
+       MT_STRING). For debug.
+
+   depth
+       (class=maps #args=1): Prints maximum depth of hashmap: ''. Scalars have depth 0.
+
+   haskey
+       (class=maps #args=2): True/false if map has/hasn't key, e.g. 'haskey($*, "a")' or
+       'haskey(mymap, mykey)'. Error if 1st argument is not a map.
+
+   joink
+       (class=maps #args=2): Makes string from map keys. E.g. 'joink($*, ",")'.
+
+   joinkv
+       (class=maps #args=3): Makes string from map key-value pairs. E.g. 'joinkv(@v[2], "=", ",")'
+
+   joinv
+       (class=maps #args=2): Makes string from map values. E.g. 'joinv(mymap, ",")'.
+
+   leafcount
+       (class=maps #args=1): Counts total number of terminal values in hashmap. For single-level maps,
+       same as length.
+
+   length
+       (class=maps #args=1): Counts number of top-level entries in hashmap. Scalars have length 1.
+
+   mapdiff
+       (class=maps variadic): With 0 args, returns empty map. With 1 arg, returns copy of arg.
+       With 2 or more, returns copy of arg 1 with all keys from any of remaining argument maps removed.
+
+   mapexcept
+       (class=maps variadic): Returns a map with keys from remaining arguments, if any, unset.
+       E.g. 'mapexcept({1:2,3:4,5:6}, 1, 5, 7)' is '{3:4}'.
+
+   mapselect
+       (class=maps variadic): Returns a map with only keys from remaining arguments set.
+       E.g. 'mapselect({1:2,3:4,5:6}, 1, 5, 7)' is '{1:2,5:6}'.
+
+   mapsum
+       (class=maps variadic): With 0 args, returns empty map. With >= 1 arg, returns a map with
+       key-value pairs from all arguments. Rightmost collisions win, e.g. 'mapsum({1:2,3:4},{1:5})' is '{1:5,3:4}'.
+
+   splitkv
+       (class=maps #args=3): Splits string by separators into map with type inference.
+       E.g. 'splitkv("a=1,b=2,c=3", "=", ",")' gives '{"a" : 1, "b" : 2, "c" : 3}'.
+
+   splitkvx
+       (class=maps #args=3): Splits string by separators into map without type inference (keys and
+       values are strings). E.g. 'splitkv("a=1,b=2,c=3", "=", ",")' gives
+       '{"a" : "1", "b" : "2", "c" : "3"}'.
+
+   splitnv
+       (class=maps #args=2): Splits string by separator into integer-indexed map with type inference.
+       E.g. 'splitnv("a,b,c" , ",")' gives '{1 : "a", 2 : "b", 3 : "c"}'.
+
+   splitnvx
+       (class=maps #args=2): Splits string by separator into integer-indexed map without type
+       inference (values are strings). E.g. 'splitnv("4,5,6" , ",")' gives '{1 : "4", 2 : "5", 3 : "6"}'.
+
+KEYWORDS FOR PUT AND FILTER
+   all
+       all: used in "emit", "emitp", and "unset" as a synonym for @*
+
+   begin
+       begin: defines a block of statements to be executed before input records
+       are ingested. The body statements must be wrapped in curly braces.
+       Example: 'begin { @count = 0 }'
+
+   bool
+       bool: declares a boolean local variable in the current curly-braced scope.
+       Type-checking happens at assignment: 'bool b = 1' is an error.
+
+   break
+       break: causes execution to continue after the body of the current
+       for/while/do-while loop.
+
+   call
+       call: used for invoking a user-defined subroutine.
+       Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)'
+
+   continue
+       continue: causes execution to skip the remaining statements in the body of
+       the current for/while/do-while loop. For-loop increments are still applied.
+
+   do
+       do: with "while", introduces a do-while loop. The body statements must be wrapped
+       in curly braces.
+
+   dump
+       dump: prints all currently defined out-of-stream variables immediately
+     to stdout as JSON.
+
+     With >, >>, or |, the data do not become part of the output record stream but
+     are instead redirected.
+
+     The > and >> are for write and append, as in the shell, but (as with awk) the
+     file-overwrite for > is on first write, not per record. The | is for piping to
+     a process which will process the data. There will be one open file for each
+     distinct file name (for > and >>) or one subordinate process for each distinct
+     value of the piped-to command (for |). Output-formatting flags are taken from
+     the main command line.
+
+     Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump }'
+     Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >  "mytap.dat"}'
+     Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >> "mytap.dat"}'
+     Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump | "jq .[]"}'
+
+   edump
+       edump: prints all currently defined out-of-stream variables immediately
+     to stderr as JSON.
+
+     Example: mlr --from f.dat put -q '@v[NR]=$*; end { edump }'
+
+   elif
+       elif: the way Miller spells "else if". The body statements must be wrapped
+       in curly braces.
+
+   else
+       else: terminates an if/elif/elif chain. The body statements must be wrapped
+       in curly braces.
+
+   emit
+       emit: inserts an out-of-stream variable into the output record stream. Hashmap
+     indices present in the data but not slotted by emit arguments are not output.
+
+     With >, >>, or |, the data do not become part of the output record stream but
+     are instead redirected.
+
+     The > and >> are for write and append, as in the shell, but (as with awk) the
+     file-overwrite for > is on first write, not per record. The | is for piping to
+     a process which will process the data. There will be one open file for each
+     distinct file name (for > and >>) or one subordinate process for each distinct
+     value of the piped-to command (for |). Output-formatting flags are taken from
+     the main command line.
+
+     You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+     etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+     Example: mlr --from f.dat put 'emit >  "/tmp/data-".$a, $*'
+     Example: mlr --from f.dat put 'emit >  "/tmp/data-".$a, mapexcept($*, "a")'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums'
+     Example: mlr --from f.dat put --ojson '@sums[$a][$b]+=$x; emit > "tap-".$a.$b.".dat", @sums'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >  "mytap.dat", @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >> "mytap.dat", @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "gzip > mytap.dat.gz", @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > stderr, @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "grep somepattern", @*, "index1", "index2"'
+
+     Please see http://johnkerl.org/miller/doc for more information.
+
+   emitf
+       emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the
+     output record stream.
+
+     With >, >>, or |, the data do not become part of the output record stream but
+     are instead redirected.
+
+     The > and >> are for write and append, as in the shell, but (as with awk) the
+     file-overwrite for > is on first write, not per record. The | is for piping to
+     a process which will process the data. There will be one open file for each
+     distinct file name (for > and >>) or one subordinate process for each distinct
+     value of the piped-to command (for |). Output-formatting flags are taken from
+     the main command line.
+
+     You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+     etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+     Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a'
+     Example: mlr --from f.dat put --oxtab '@a=$i;@b+=$x;@c+=$y; emitf > "tap-".$i.".dat", @a'
+     Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a, @b, @c'
+     Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > "mytap.dat", @a, @b, @c'
+     Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf >> "mytap.dat", @a, @b, @c'
+     Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > stderr, @a, @b, @c'
+     Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern", @a, @b, @c'
+     Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern > mytap.dat", @a, @b, @c'
+
+     Please see http://johnkerl.org/miller/doc for more information.
+
+   emitp
+       emitp: inserts an out-of-stream variable into the output record stream.
+     Hashmap indices present in the data but not slotted by emitp arguments are
+     output concatenated with ":".
+
+     With >, >>, or |, the data do not become part of the output record stream but
+     are instead redirected.
+
+     The > and >> are for write and append, as in the shell, but (as with awk) the
+     file-overwrite for > is on first write, not per record. The | is for piping to
+     a process which will process the data. There will be one open file for each
+     distinct file name (for > and >>) or one subordinate process for each distinct
+     value of the piped-to command (for |). Output-formatting flags are taken from
+     the main command line.
+
+     You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+     etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums'
+     Example: mlr --from f.dat put --opprint '@sums[$a][$b]+=$x; emitp > "tap-".$a.$b.".dat", @sums'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >  "mytap.dat", @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >> "mytap.dat", @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "gzip > mytap.dat.gz", @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > stderr, @*, "index1", "index2"'
+     Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "grep somepattern", @*, "index1", "index2"'
+
+     Please see http://johnkerl.org/miller/doc for more information.
+
+   end
+       end: defines a block of statements to be executed after input records
+       are ingested. The body statements must be wrapped in curly braces.
+       Example: 'end { emit @count }'
+       Example: 'end { eprint "Final count is " . @count }'
+
+   eprint
+       eprint: prints expression immediately to stderr.
+     Example: mlr --from f.dat put -q 'eprint "The sum of x and y is ".($x+$y)'
+     Example: mlr --from f.dat put -q 'for (k, v in $*) { eprint k . " => " . v }'
+     Example: mlr --from f.dat put  '(NR % 1000 == 0) { eprint "Checkpoint ".NR}'
+
+   eprintn
+       eprintn: prints expression immediately to stderr, without trailing newline.
+     Example: mlr --from f.dat put -q 'eprintn "The sum of x and y is ".($x+$y); eprint ""'
+
+   false
+       false: the boolean literal value.
+
+   filter
+       filter: includes/excludes the record in the output record stream.
+
+     Example: mlr --from f.dat put 'filter (NR == 2 || $x > 5.4)'
+
+     Instead of put with 'filter false' you can simply use put -q.  The following
+     uses the input record to accumulate data but only prints the running sum
+     without printing the input record:
+
+     Example: mlr --from f.dat put -q '@running_sum += $x * $y; emit @running_sum'
+
+   float
+       float: declares a floating-point local variable in the current curly-braced scope.
+       Type-checking happens at assignment: 'float x = 0' is an error.
+
+   for
+       for: defines a for-loop using one of three styles. The body statements must
+       be wrapped in curly braces.
+       For-loop over stream record:
+     Example:  'for (k, v in $*) { ... }'
+       For-loop over out-of-stream variables:
+     Example: 'for (k, v in @counts) { ... }'
+     Example: 'for ((k1, k2), v in @counts) { ... }'
+     Example: 'for ((k1, k2, k3), v in @*) { ... }'
+       C-style for-loop:
+     Example:  'for (var i = 0, var b = 1; i < 10; i += 1, b *= 2) { ... }'
+
+   func
+       func: used for defining a user-defined function.
+       Example: 'func f(a,b) { return sqrt(a**2+b**2)} $d = f($x, $y)'
+
+   if
+       if: starts an if/elif/elif chain. The body statements must be wrapped
+       in curly braces.
+
+   in
+       in: used in for-loops over stream records or out-of-stream variables.
+
+   int
+       int: declares an integer local variable in the current curly-braced scope.
+       Type-checking happens at assignment: 'int x = 0.0' is an error.
+
+   map
+       map: declares an map-valued local variable in the current curly-braced scope.
+       Type-checking happens at assignment: 'map b = 0' is an error. map b = {} is
+       always OK. map b = a is OK or not depending on whether a is a map.
+
+   num
+       num: declares an int/float local variable in the current curly-braced scope.
+       Type-checking happens at assignment: 'num b = true' is an error.
+
+   print
+       print: prints expression immediately to stdout.
+     Example: mlr --from f.dat put -q 'print "The sum of x and y is ".($x+$y)'
+     Example: mlr --from f.dat put -q 'for (k, v in $*) { print k . " => " . v }'
+     Example: mlr --from f.dat put  '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}'
+
+   printn
+       printn: prints expression immediately to stdout, without trailing newline.
+     Example: mlr --from f.dat put -q 'printn "."; end { print "" }'
+
+   return
+       return: specifies the return value from a user-defined function.
+       Omitted return statements (including via if-branches) result in an absent-null
+       return value, which in turns results in a skipped assignment to an LHS.
+
+   stderr
+       stderr: Used for tee, emit, emitf, emitp, print, and dump in place of filename
+     to print to standard error.
+
+   stdout
+       stdout: Used for tee, emit, emitf, emitp, print, and dump in place of filename
+     to print to standard output.
+
+   str
+       str: declares a string local variable in the current curly-braced scope.
+       Type-checking happens at assignment.
+
+   subr
+       subr: used for defining a subroutine.
+       Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)'
+
+   tee
+       tee: prints the current record to specified file.
+     This is an immediate print to the specified file (except for pprint format
+     which of course waits until the end of the input stream to format all output).
+
+     The > and >> are for write and append, as in the shell, but (as with awk) the
+     file-overwrite for > is on first write, not per record. The | is for piping to
+     a process which will process the data. There will be one open file for each
+     distinct file name (for > and >>) or one subordinate process for each distinct
+     value of the piped-to command (for |). Output-formatting flags are taken from
+     the main command line.
+
+     You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+     etc., to control the format of the output. See also mlr -h.
+
+     emit with redirect and tee with redirect are identical, except tee can only
+     output $*.
+
+     Example: mlr --from f.dat put 'tee >  "/tmp/data-".$a, $*'
+     Example: mlr --from f.dat put 'tee >> "/tmp/data-".$a.$b, $*'
+     Example: mlr --from f.dat put 'tee >  stderr, $*'
+     Example: mlr --from f.dat put -q 'tee | "tr [a-z\] [A-Z\]", $*'
+     Example: mlr --from f.dat put -q 'tee | "tr [a-z\] [A-Z\] > /tmp/data-".$a, $*'
+     Example: mlr --from f.dat put -q 'tee | "gzip > /tmp/data-".$a.".gz", $*'
+     Example: mlr --from f.dat put -q --ojson 'tee | "gzip > /tmp/data-".$a.".gz", $*'
+
+   true
+       true: the boolean literal value.
+
+   unset
+       unset: clears field(s) from the current record, or an out-of-stream or local variable.
+
+     Example: mlr --from f.dat put 'unset $x'
+     Example: mlr --from f.dat put 'unset $*'
+     Example: mlr --from f.dat put 'for (k, v in $*) { if (k =~ "a.*") { unset $[k] } }'
+     Example: mlr --from f.dat put '...; unset @sums'
+     Example: mlr --from f.dat put '...; unset @sums["green"]'
+     Example: mlr --from f.dat put '...; unset @*'
+
+   var
+       var: declares an untyped local variable in the current curly-braced scope.
+       Examples: 'var a=1', 'var xyz=""'
+
+   while
+       while: introduces a while loop, or with "do", introduces a do-while loop.
+       The body statements must be wrapped in curly braces.
+
+   ENV
+       ENV: access to environment variables by name, e.g. '$home = ENV["HOME"]'
+
+   FILENAME
+       FILENAME: evaluates to the name of the current file being processed.
+
+   FILENUM
+       FILENUM: evaluates to the number of the current file being processed,
+       starting with 1.
+
+   FNR
+       FNR: evaluates to the number of the current record within the current file
+       being processed, starting with 1. Resets at the start of each file.
+
+   IFS
+       IFS: evaluates to the input field separator from the command line.
+
+   IPS
+       IPS: evaluates to the input pair separator from the command line.
+
+   IRS
+       IRS: evaluates to the input record separator from the command line,
+       or to LF or CRLF from the input data if in autodetect mode (which is
+       the default).
+
+   M_E
+       M_E: the mathematical constant e.
+
+   M_PI
+       M_PI: the mathematical constant pi.
+
+   NF
+       NF: evaluates to the number of fields in the current record.
+
+   NR
+       NR: evaluates to the number of the current record over all files
+       being processed, starting with 1. Does not reset at the start of each file.
+
+   OFS
+       OFS: evaluates to the output field separator from the command line.
+
+   OPS
+       OPS: evaluates to the output pair separator from the command line.
+
+   ORS
+       ORS: evaluates to the output record separator from the command line,
+       or to LF or CRLF from the input data if in autodetect mode (which is
+       the default).
+
+AUTHOR
+       Miller is written by John Kerl <kerl.john.r@gmail.com>.
+
+       This manual page has been composed from Miller's help output by Eric
+       MSP Veith <eveith@veith-m.de>.
+
+SEE ALSO
+       awk(1), sed(1), cut(1), join(1), sort(1), RFC 4180: Common Format and
+       MIME Type for Comma-Separated Values (CSV) Files, the miller website
+       http://johnkerl.org/miller/doc
+
+
+
+                              2021-03-22                         MILLER(1)
+
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/manpage.txt b/docs6b/docs/_build/html/manpage.txt new file mode 100644 index 000000000..00b44fad4 --- /dev/null +++ b/docs6b/docs/_build/html/manpage.txt @@ -0,0 +1,2371 @@ +MILLER(1) MILLER(1) + + + +NAME + miller - like awk, sed, cut, join, and sort for name-indexed data such + as CSV and tabular JSON. + +SYNOPSIS + Usage: mlr [I/O options] {verb} [verb-dependent options ...] {zero or + more file names} + + +DESCRIPTION + Miller operates on key-value-pair data while the familiar Unix tools + operate on integer-indexed fields: if the natural data structure for + the latter is the array, then Miller's natural data structure is the + insertion-ordered hash map. This encompasses a variety of data + formats, including but not limited to the familiar CSV, TSV, and JSON. + (Miller can handle positionally-indexed data as a special case.) This + manpage documents Miller v5.10.1. + +EXAMPLES + COMMAND-LINE SYNTAX + mlr --csv cut -f hostname,uptime mydata.csv + mlr --tsv --rs lf filter '$status != "down" && $upsec >= 10000' *.tsv + mlr --nidx put '$sum = $7 < 0.0 ? 3.5 : $7 + 2.1*$8' *.dat + grep -v '^#' /etc/group | mlr --ifs : --nidx --opprint label group,pass,gid,member then sort -f group + mlr join -j account_id -f accounts.dat then group-by account_name balances.dat + mlr --json put '$attr = sub($attr, "([0-9]+)_([0-9]+)_.*", "\1:\2")' data/*.json + mlr stats1 -a min,mean,max,p10,p50,p90 -f flag,u,v data/* + mlr stats2 -a linreg-pca -f u,v -g shape data/* + mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' data/* + mlr --from estimates.tbl put ' + for (k,v in $*) { + if (is_numeric(v) && k =~ "^[t-z].*$") { + $sum += v; $count += 1 + } + } + $mean = $sum / $count # no assignment if count unset' + mlr --from infile.dat put -f analyze.mlr + mlr --from infile.dat put 'tee > "./taps/data-".$a."-".$b, $*' + mlr --from infile.dat put 'tee | "gzip > ./taps/data-".$a."-".$b.".gz", $*' + mlr --from infile.dat put -q '@v=$*; dump | "jq .[]"' + mlr --from infile.dat put '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}' + + DATA FORMATS + 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" + +-----------------------+ + +OPTIONS + In the following option flags, the version with "i" designates the + input stream, "o" the output stream, and the version without prefix + sets the option for both input and output stream. For example: --irs + sets the input record separator, --ors the output record separator, and + --rs sets both the input and output separator to the given value. + + HELP OPTIONS + -h or --help Show this message. + --version Show the software version. + {verb name} --help Show verb-specific help. + --help-all-verbs Show help on all verbs. + -l or --list-all-verbs List only verb names. + -L List only verb names, one per line. + -f or --help-all-functions Show help on all built-in functions. + -F Show a bare listing of built-in functions by name. + -k or --help-all-keywords Show help on all keywords. + -K Show a bare listing of keywords by name. + + VERB LIST + altkv bar bootstrap cat check clean-whitespace count count-distinct + count-similar cut decimate fill-down filter format-values fraction grep + group-by group-like having-fields head histogram join label least-frequent + merge-fields most-frequent nest nothing put regularize remove-empty-columns + rename reorder repeat reshape sample sec2gmt sec2gmtdate seqgen shuffle + skip-trivial-records sort sort-within-records stats1 stats2 step tac tail tee + top uniq unsparsify + + FUNCTION LIST + + + - - * / // .+ .+ .- .- .* ./ .// % ** | ^ & ~ << >> bitcount == != =~ !=~ + > >= < <= && || ^^ ! ? : . gsub regextract regextract_or_else strlen sub ssub + substr tolower toupper truncate capitalize lstrip rstrip strip + collapse_whitespace clean_whitespace system abs acos acosh asin asinh atan + atan2 atanh cbrt ceil cos cosh erf erfc exp expm1 floor invqnorm log log10 + log1p logifit madd max mexp min mmul msub pow qnorm round roundm sgn sin sinh + sqrt tan tanh urand urandrange urand32 urandint dhms2fsec dhms2sec fsec2dhms + fsec2hms gmt2sec localtime2sec hms2fsec hms2sec sec2dhms sec2gmt sec2gmt + sec2gmtdate sec2localtime sec2localtime sec2localdate sec2hms strftime + strftime_local strptime strptime_local systime is_absent is_bool is_boolean + is_empty is_empty_map is_float is_int is_map is_nonempty_map is_not_empty + is_not_map is_not_null is_null is_numeric is_present is_string + asserting_absent asserting_bool asserting_boolean asserting_empty + asserting_empty_map asserting_float asserting_int asserting_map + asserting_nonempty_map asserting_not_empty asserting_not_map + asserting_not_null asserting_null asserting_numeric asserting_present + asserting_string boolean float fmtnum hexfmt int string typeof depth haskey + joink joinkv joinv leafcount length mapdiff mapexcept mapselect mapsum splitkv + splitkvx splitnv splitnvx + + Please use "mlr --help-function {function name}" for function-specific help. + + I/O FORMATTING + --idkvp --odkvp --dkvp Delimited key-value pairs, e.g "a=1,b=2" + (this is Miller's default format). + + --inidx --onidx --nidx Implicitly-integer-indexed fields + (Unix-toolkit style). + -T Synonymous with "--nidx --fs tab". + + --icsv --ocsv --csv Comma-separated value (or tab-separated + with --fs tab, etc.) + + --itsv --otsv --tsv Keystroke-savers for "--icsv --ifs tab", + "--ocsv --ofs tab", "--csv --fs tab". + --iasv --oasv --asv Similar but using ASCII FS 0x1f and RS 0x1e + --iusv --ousv --usv Similar but using Unicode FS U+241F (UTF-8 0xe2909f) + and RS U+241E (UTF-8 0xe2909e) + + --icsvlite --ocsvlite --csvlite Comma-separated value (or tab-separated + with --fs tab, etc.). The 'lite' CSV does not handle + RFC-CSV double-quoting rules; is slightly faster; + and handles heterogeneity in the input stream via + empty newline followed by new header line. See also + http://johnkerl.org/miller/doc/file-formats.html#CSV/TSV/etc. + + --itsvlite --otsvlite --tsvlite Keystroke-savers for "--icsvlite --ifs tab", + "--ocsvlite --ofs tab", "--csvlite --fs tab". + -t Synonymous with --tsvlite. + --iasvlite --oasvlite --asvlite Similar to --itsvlite et al. but using ASCII FS 0x1f and RS 0x1e + --iusvlite --ousvlite --usvlite Similar to --itsvlite et al. but using Unicode FS U+241F (UTF-8 0xe2909f) + and RS U+241E (UTF-8 0xe2909e) + + --ipprint --opprint --pprint Pretty-printed tabular (produces no + output until all input is in). + --right Right-justifies all fields for PPRINT output. + --barred Prints a border around PPRINT output + (only available for output). + + --omd Markdown-tabular (only available for output). + + --ixtab --oxtab --xtab Pretty-printed vertical-tabular. + --xvright Right-justifies values for XTAB format. + + --ijson --ojson --json JSON tabular: sequence or list of one-level + maps: {...}{...} or [{...},{...}]. + --json-map-arrays-on-input JSON arrays are unmillerable. --json-map-arrays-on-input + --json-skip-arrays-on-input is the default: arrays are converted to integer-indexed + --json-fatal-arrays-on-input maps. The other two options cause them to be skipped, or + to be treated as errors. Please use the jq tool for full + JSON (pre)processing. + --jvstack Put one key-value pair per line for JSON + output. + --jsonx --ojsonx Keystroke-savers for --json --jvstack + --jsonx --ojsonx and --ojson --jvstack, respectively. + --jlistwrap Wrap JSON output in outermost [ ]. + --jknquoteint Do not quote non-string map keys in JSON output. + --jvquoteall Quote map values in JSON output, even if they're + numeric. + --jflatsep {string} Separator for flattening multi-level JSON keys, + e.g. '{"a":{"b":3}}' becomes a:b => 3 for + non-JSON formats. Defaults to :. + + -p is a keystroke-saver for --nidx --fs space --repifs + + Examples: --csv for CSV-formatted input and output; --idkvp --opprint for + DKVP-formatted input and pretty-printed output. + + Please use --iformat1 --oformat2 rather than --format1 --oformat2. + The latter sets up input and output flags for format1, not all of which + are overridden in all cases by setting output format to format2. + + 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. + + FORMAT-CONVERSION KEYSTROKE-SAVERS + 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. + + COMPRESSED I/O + --prepipe {command} This allows Miller to handle compressed inputs. You can do + without this for single input files, e.g. "gunzip < myfile.csv.gz | mlr ...". + + However, when multiple input files are present, between-file separations are + lost; also, the FILENAME variable doesn't iterate. Using --prepipe you can + specify an action to be taken on each input file. This pre-pipe command must + be able to read from standard input; it will be invoked with + {command} < {filename}. + Examples: + mlr --prepipe 'gunzip' + mlr --prepipe 'zcat -cf' + mlr --prepipe 'xz -cd' + mlr --prepipe cat + mlr --prepipe-gunzip + mlr --prepipe-zcat + Note that this feature is quite general and is not limited to decompression + utilities. You can use it to apply per-file filters of your choice. + For output compression (or other) utilities, simply pipe the output: + mlr ... | {your compression command} + + There are shorthands --prepipe-zcat and --prepipe-gunzip which are + valid in .mlrrc files. The --prepipe flag is not valid in .mlrrc + files since that would put execution of the prepipe command under + control of the .mlrrc file. + + SEPARATORS + --rs --irs --ors Record separators, e.g. 'lf' or '\r\n' + --fs --ifs --ofs --repifs Field separators, e.g. comma + --ps --ips --ops Pair separators, e.g. equals sign + + Notes about 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. + + Notes about all other separators: + * IPS/OPS are only used for DKVP and XTAB formats, since only in these formats + do key-value pairs appear juxtaposed. + * IRS/ORS are ignored for XTAB format. Nominally IFS and OFS are newlines; + XTAB records are separated by two or more consecutive IFS/OFS -- i.e. + a blank line. Everything above about --irs/--ors/--rs auto becomes --ifs/--ofs/--fs + auto for XTAB format. (XTAB's default IFS/OFS are "auto".) + * OFS must be single-character for PPRINT format. This is because it is used + with repetition for alignment; multi-character separators would make + alignment impossible. + * OPS may be multi-character for XTAB format, in which case alignment is + disabled. + * TSV is simply CSV using tab as field separator ("--fs tab"). + * FS/PS are ignored for markdown format; RS is used. + * All FS and PS options are ignored for JSON format, since they are not relevant + to the JSON format. + * You can specify separators in any of the following ways, shown by example: + - Type them out, quoting as necessary for shell escapes, e.g. + "--fs '|' --ips :" + - C-style escape sequences, e.g. "--rs '\r\n' --fs '\t'". + - To avoid backslashing, you can use any of the following names: + cr crcr newline lf lflf crlf crlfcrlf tab space comma pipe slash colon semicolon equals + * Default separators by format: + File format RS FS PS + gen N/A (N/A) (N/A) + dkvp auto , = + json auto (N/A) (N/A) + nidx auto space (N/A) + csv auto , (N/A) + csvlite auto , (N/A) + markdown auto (N/A) (N/A) + pprint auto space (N/A) + xtab (N/A) auto space + + CSV-SPECIFIC OPTIONS + --implicit-csv-header Use 1,2,3,... as field labels, rather than from line 1 + of input files. Tip: combine with "label" to recreate + missing headers. + --allow-ragged-csv-input|--ragged If a data line has fewer fields than the header line, + fill remaining keys with empty string. If a data line has more + fields than the header line, use integer field labels as in + the implicit-header case. + --headerless-csv-output Print only CSV data lines. + -N Keystroke-saver for --implicit-csv-header --headerless-csv-output. + + DOUBLE-QUOTING FOR CSV/CSVLITE OUTPUT + --quote-all Wrap all fields in double quotes + --quote-none Do not wrap any fields in double quotes, even if they have + OFS or ORS in them + --quote-minimal Wrap fields in double quotes only if they have OFS or ORS + in them (default) + --quote-numeric Wrap fields in double quotes only if they have numbers + in them + --quote-original Wrap fields in double quotes if and only if they were + quoted on input. This isn't sticky for computed fields: + e.g. if fields a and b were quoted on input and you do + "put '$c = $a . $b'" then field c won't inherit a or b's + was-quoted-on-input flag. + + NUMERICAL FORMATTING + --ofmt {format} E.g. %.18lf, %.0lf. Please use sprintf-style codes for + double-precision. Applies to verbs which compute new + values, e.g. put, stats1, stats2. See also the fmtnum + function within mlr put (mlr --help-all-functions). + Defaults to %lf. + + OTHER OPTIONS + --seed {n} with n of the form 12345678 or 0xcafefeed. For put/filter + urand()/urandint()/urand32(). + --nr-progress-mod {m}, with m a positive integer: print filename and record + count to stderr every m input records. + --from {filename} Use this to specify an input file before the verb(s), + rather than after. May be used more than once. Example: + "mlr --from a.dat --from b.dat cat" is the same as + "mlr cat a.dat b.dat". + -n Process no input files, nor standard input either. Useful + for mlr put with begin/end statements only. (Same as --from + /dev/null.) Also useful in "mlr -n put -v '...'" for + analyzing abstract syntax trees (if that's your thing). + -I Process files in-place. For each file name on the command + line, output is written to a temp file in the same + directory, which is then renamed over the original. Each + file is processed in isolation: if the output format is + CSV, CSV headers will be present in each output file; + statistics are only over each file's own records; and so on. + + THEN-CHAINING + Output of one verb may be chained as input to another using "then", e.g. + mlr stats1 -a min,mean,max -f flag,u,v -g color then sort -f color + + AUXILIARY COMMANDS + Miller has a few otherwise-standalone executables packaged within it. + They do not participate in any other parts of Miller. + Available subcommands: + aux-list + lecat + termcvt + hex + unhex + netbsd-strptime + For more information, please invoke mlr {subcommand} --help + +MLRRC + You can set up personal defaults via a $HOME/.mlrrc and/or ./.mlrrc. + For example, if you usually process CSV, then you can put "--csv" in your .mlrrc file + and that will be the default input/output format unless otherwise specified on the command line. + + The .mlrrc file format is one "--flag" or "--option value" per line, with the leading "--" optional. + Hash-style comments and blank lines are ignored. + + Sample .mlrrc: + # Input and output formats are CSV by default (unless otherwise specified + # on the mlr command line): + csv + # These are no-ops for CSV, but when I do use JSON output, I want these + # pretty-printing options to be used: + jvstack + jlistwrap + + How to specify location of .mlrrc: + * If $MLRRC is set: + o If its value is "__none__" then no .mlrrc files are processed. + o Otherwise, its value (as a filename) is loaded and processed. If there are syntax + errors, they abort mlr with a usage message (as if you had mistyped something on the + command line). If the file can't be loaded at all, though, it is silently skipped. + o Any .mlrrc in your home directory or current directory is ignored whenever $MLRRC is + set in the environment. + * Otherwise: + o If $HOME/.mlrrc exists, it's then processed as above. + o If ./.mlrrc exists, it's then also processed as above. + (I.e. current-directory .mlrrc defaults are stacked over home-directory .mlrrc defaults.) + + See also: + https://johnkerl.org/miller/doc/customization.html + +VERBS + altkv + Usage: mlr altkv [no options] + Given fields with values of the form a,b,c,d,e,f emits a=b,c=d,e=f pairs. + + bar + Usage: mlr bar [options] + Replaces a numeric field with a number of asterisks, allowing for cheesy + bar plots. These align best with --opprint or --oxtab output format. + Options: + -f {a,b,c} Field names to convert to bars. + -c {character} Fill character: default '*'. + -x {character} Out-of-bounds character: default '#'. + -b {character} Blank character: default '.'. + --lo {lo} Lower-limit value for min-width bar: default '0.000000'. + --hi {hi} Upper-limit value for max-width bar: default '100.000000'. + -w {n} Bar-field width: default '40'. + --auto Automatically computes limits, ignoring --lo and --hi. + Holds all records in memory before producing any output. + + bootstrap + Usage: mlr bootstrap [options] + Emits an n-sample, with replacement, of the input records. + Options: + -n {number} Number of samples to output. Defaults to number of input records. + Must be non-negative. + See also mlr sample and mlr shuffle. + + cat + Usage: mlr cat [options] + Passes input records directly to output. Most useful for format conversion. + Options: + -n Prepend field "n" to each record with record-counter starting at 1 + -g {comma-separated field name(s)} When used with -n/-N, writes record-counters + keyed by specified field name(s). + -v Write a low-level record-structure dump to stderr. + -N {name} Prepend field {name} to each record with record-counter starting at 1 + + check + Usage: mlr check + Consumes records without printing any output. + Useful for doing a well-formatted check on input data. + + clean-whitespace + Usage: mlr clean-whitespace [options] + For each record, for each field in the record, whitespace-cleans the keys and + values. Whitespace-cleaning entails stripping leading and trailing whitespace, + and replacing multiple whitespace with singles. For finer-grained control, + please see the DSL functions lstrip, rstrip, strip, collapse_whitespace, + and clean_whitespace. + + Options: + -k|--keys-only Do not touch values. + -v|--values-only Do not touch keys. + It is an error to specify -k as well as -v -- to clean keys and values, + leave off -k as well as -v. + + count + Usage: mlr count [options] + Prints number of records, optionally grouped by distinct values for specified field names. + + Options: + -g {a,b,c} Field names for distinct count. + -n Show only the number of distinct values. Not interesting without -g. + -o {name} Field name for output count. Default "count". + + count-distinct + Usage: mlr count-distinct [options] + Prints number of records having distinct values for specified field names. + Same as uniq -c. + + Options: + -f {a,b,c} Field names for distinct count. + -n Show only the number of distinct values. Not compatible with -u. + -o {name} Field name for output count. Default "count". + Ignored with -u. + -u Do unlashed counts for multiple field names. With -f a,b and + without -u, computes counts for distinct combinations of a + and b field values. With -f a,b and with -u, computes counts + for distinct a field values and counts for distinct b field + values separately. + + count-similar + Usage: mlr count-similar [options] + Ingests all records, then emits each record augmented by a count of + the number of other records having the same group-by field values. + Options: + -g {d,e,f} Group-by-field names for counts. + -o {name} Field name for output count. Default "count". + + cut + Usage: mlr cut [options] + Passes through input records with specified fields included/excluded. + -f {a,b,c} Field names to include for cut. + -o Retain fields in the order specified here in the argument list. + Default is to retain them in the order found in the input data. + -x|--complement Exclude, rather than include, field names specified by -f. + -r Treat field names as regular expressions. "ab", "a.*b" will + match any field name containing the substring "ab" or matching + "a.*b", respectively; anchors of the form "^ab$", "^a.*b$" may + be used. The -o flag is ignored when -r is present. + Examples: + mlr cut -f hostname,status + mlr cut -x -f hostname,status + mlr cut -r -f '^status$,sda[0-9]' + mlr cut -r -f '^status$,"sda[0-9]"' + mlr cut -r -f '^status$,"sda[0-9]"i' (this is case-insensitive) + + decimate + Usage: mlr decimate [options] + -n {count} Decimation factor; default 10 + -b Decimate by printing first of every n. + -e Decimate by printing last of every n (default). + -g {a,b,c} Optional group-by-field names for decimate counts + Passes through one of every n records, optionally by category. + + fill-down + Usage: mlr fill-down [options] + -f {a,b,c} Field names for fill-down + -a|--only-if-absent Field names for fill-down + If a given record has a missing value for a given field, fill that from + the corresponding value from a previous record, if any. + By default, a 'missing' field either is absent, or has the empty-string value. + With -a, a field is 'missing' only if it is absent. + + filter + Usage: mlr filter [options] {expression} + Prints records for which {expression} evaluates to true. + If there are multiple semicolon-delimited expressions, all of them are + evaluated and the last one is used as the filter criterion. + + Conversion options: + -S: Keeps field values as strings with no type inference to int or float. + -F: Keeps field values as strings or floats with no inference to int. + All field values are type-inferred to int/float/string unless this behavior is + suppressed with -S or -F. + + Output/formatting options: + --oflatsep {string}: Separator to use when flattening multi-level @-variables + to output records for emit. Default ":". + --jknquoteint: For dump output (JSON-formatted), do not quote map keys if non-string. + --jvquoteall: For dump output (JSON-formatted), quote map values even if non-string. + Any of the output-format command-line flags (see mlr -h). Example: using + mlr --icsv --opprint ... then put --ojson 'tee > "mytap-".$a.".dat", $*' then ... + the input is CSV, the output is pretty-print tabular, but the tee-file output + is written in JSON format. + --no-fflush: for emit, tee, print, and dump, don't call fflush() after every + record. + + Expression-specification options: + -f {filename}: the DSL expression is taken from the specified file rather + than from the command line. Outer single quotes wrapping the expression + should not be placed in the file. If -f is specified more than once, + all input files specified using -f are concatenated to produce the expression. + (For example, you can define functions in one file and call them from another.) + -e {expression}: You can use this after -f to add an expression. Example use + case: define functions/subroutines in a file you specify with -f, then call + them with an expression you specify with -e. + (If you mix -e and -f then the expressions are evaluated in the order encountered. + Since the expression pieces are simply concatenated, please be sure to use intervening + semicolons to separate expressions.) + + -s name=value: Predefines out-of-stream variable @name to have value "value". + Thus mlr filter put -s foo=97 '$column += @foo' is like + mlr filter put 'begin {@foo = 97} $column += @foo'. + The value part is subject to type-inferencing as specified by -S/-F. + May be specified more than once, e.g. -s name1=value1 -s name2=value2. + Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE + + Tracing options: + -v: Prints the expressions's AST (abstract syntax tree), which gives + full transparency on the precedence and associativity rules of + Miller's grammar, to stdout. + -a: Prints a low-level stack-allocation trace to stdout. + -t: Prints a low-level parser trace to stderr. + -T: Prints a every statement to stderr as it is executed. + + Other options: + -x: Prints records for which {expression} evaluates to false. + + Please use a dollar sign for field names and double-quotes for string + literals. If field names have special characters such as "." then you might + use braces, e.g. '${field.name}'. Miller built-in variables are + NF NR FNR FILENUM FILENAME M_PI M_E, and ENV["namegoeshere"] to access environment + variables. The environment-variable name may be an expression, e.g. a field + value. + + Use # to comment to end of line. + + Examples: + mlr filter 'log10($count) > 4.0' + mlr filter 'FNR == 2' (second record in each file) + mlr filter 'urand() < 0.001' (subsampling) + mlr filter '$color != "blue" && $value > 4.2' + mlr filter '($x<.5 && $y<.5) || ($x>.5 && $y>.5)' + mlr filter '($name =~ "^sys.*east$") || ($name =~ "^dev.[0-9]+"i)' + mlr filter '$ab = $a+$b; $cd = $c+$d; $ab != $cd' + mlr filter ' + NR == 1 || + #NR == 2 || + NR == 3 + ' + + Please see https://miller.readthedocs.io/en/latest/reference.html for more information + including function list. Or "mlr -f". Please also see "mlr grep" which is + useful when you don't yet know which field name(s) you're looking for. + Please see in particular: + http://www.johnkerl.org/miller/doc/reference-verbs.html#filter + + format-values + Usage: mlr format-values [options] + Applies format strings to all field values, depending on autodetected type. + * If a field value is detected to be integer, applies integer format. + * Else, if a field value is detected to be float, applies float format. + * Else, applies string format. + + Note: this is a low-keystroke way to apply formatting to many fields. To get + finer control, please see the fmtnum function within the mlr put DSL. + + Note: this verb lets you apply arbitrary format strings, which can produce + undefined behavior and/or program crashes. See your system's "man printf". + + Options: + -i {integer format} Defaults to "%lld". + Examples: "%06lld", "%08llx". + Note that Miller integers are long long so you must use + formats which apply to long long, e.g. with ll in them. + Undefined behavior results otherwise. + -f {float format} Defaults to "%lf". + Examples: "%8.3lf", "%.6le". + Note that Miller floats are double-precision so you must + use formats which apply to double, e.g. with l[efg] in them. + Undefined behavior results otherwise. + -s {string format} Defaults to "%s". + Examples: "_%s", "%08s". + Note that you must use formats which apply to string, e.g. + with s in them. Undefined behavior results otherwise. + -n Coerce field values autodetected as int to float, and then + apply the float format. + + fraction + Usage: mlr fraction [options] + For each record's value in specified fields, computes the ratio of that + value to the sum of values in that field over all input records. + E.g. with input records x=1 x=2 x=3 and x=4, emits output records + x=1,x_fraction=0.1 x=2,x_fraction=0.2 x=3,x_fraction=0.3 and x=4,x_fraction=0.4 + + Note: this is internally a two-pass algorithm: on the first pass it retains + input records and accumulates sums; on the second pass it computes quotients + and emits output records. This means it produces no output until all input is read. + + Options: + -f {a,b,c} Field name(s) for fraction calculation + -g {d,e,f} Optional group-by-field name(s) for fraction counts + -p Produce percents [0..100], not fractions [0..1]. Output field names + end with "_percent" rather than "_fraction" + -c Produce cumulative distributions, i.e. running sums: each output + value folds in the sum of the previous for the specified group + E.g. with input records x=1 x=2 x=3 and x=4, emits output records + x=1,x_cumulative_fraction=0.1 x=2,x_cumulative_fraction=0.3 + x=3,x_cumulative_fraction=0.6 and x=4,x_cumulative_fraction=1.0 + + grep + Usage: mlr grep [options] {regular expression} + Passes through records which match {regex}. + Options: + -i Use case-insensitive search. + -v Invert: pass through records which do not match the regex. + Note that "mlr filter" is more powerful, but requires you to know field names. + By contrast, "mlr grep" allows you to regex-match the entire record. It does + this by formatting each record in memory as DKVP, using command-line-specified + ORS/OFS/OPS, and matching the resulting line against the regex specified + here. In particular, the regex is not applied to the input stream: if you + have CSV with header line "x,y,z" and data line "1,2,3" then the regex will + be matched, not against either of these lines, but against the DKVP line + "x=1,y=2,z=3". Furthermore, not all the options to system grep are supported, + and this command is intended to be merely a keystroke-saver. To get all the + features of system grep, you can do + "mlr --odkvp ... | grep ... | mlr --idkvp ..." + + group-by + Usage: mlr group-by {comma-separated field names} + Outputs records in batches having identical values at specified field names. + + group-like + Usage: mlr group-like + Outputs records in batches having identical field names. + + having-fields + Usage: mlr having-fields [options] + Conditionally passes through records depending on each record's field names. + Options: + --at-least {comma-separated names} + --which-are {comma-separated names} + --at-most {comma-separated names} + --all-matching {regular expression} + --any-matching {regular expression} + --none-matching {regular expression} + Examples: + mlr having-fields --which-are amount,status,owner + mlr having-fields --any-matching 'sda[0-9]' + mlr having-fields --any-matching '"sda[0-9]"' + mlr having-fields --any-matching '"sda[0-9]"i' (this is case-insensitive) + + head + Usage: mlr head [options] + -n {count} Head count to print; default 10 + -g {a,b,c} Optional group-by-field names for head counts + Passes through the first n records, optionally by category. + Without -g, ceases consuming more input (i.e. is fast) when n + records have been read. + + histogram + Usage: mlr histogram [options] + -f {a,b,c} Value-field names for histogram counts + --lo {lo} Histogram low value + --hi {hi} Histogram high value + --nbins {n} Number of histogram bins + --auto Automatically computes limits, ignoring --lo and --hi. + Holds all values in memory before producing any output. + -o {prefix} Prefix for output field name. Default: no prefix. + Just a histogram. Input values < lo or > hi are not counted. + + join + Usage: mlr join [options] + Joins records from specified left file name with records from all file names + at the end of the Miller argument list. + Functionality is essentially the same as the system "join" command, but for + record streams. + Options: + -f {left file name} + -j {a,b,c} Comma-separated join-field names for output + -l {a,b,c} Comma-separated join-field names for left input file; + defaults to -j values if omitted. + -r {a,b,c} Comma-separated join-field names for right input file(s); + defaults to -j values if omitted. + --lp {text} Additional prefix for non-join output field names from + the left file + --rp {text} Additional prefix for non-join output field names from + the right file(s) + --np Do not emit paired records + --ul Emit unpaired records from the left file + --ur Emit unpaired records from the right file(s) + -s|--sorted-input Require sorted input: records must be sorted + lexically by their join-field names, else not all records will + be paired. The only likely use case for this is with a left + file which is too big to fit into system memory otherwise. + -u Enable unsorted input. (This is the default even without -u.) + In this case, the entire left file will be loaded into memory. + --prepipe {command} As in main input options; see mlr --help for details. + If you wish to use a prepipe command for the main input as well + as here, it must be specified there as well as here. + File-format options default to those for the right file names on the Miller + argument list, but may be overridden for the left file as follows. Please see + the main "mlr --help" for more information on syntax for these arguments. + -i {one of csv,dkvp,nidx,pprint,xtab} + --irs {record-separator character} + --ifs {field-separator character} + --ips {pair-separator character} + --repifs + --repips + Please use "mlr --usage-separator-options" for information on specifying separators. + Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#join for more information + including examples. + + label + Usage: mlr label {new1,new2,new3,...} + Given n comma-separated names, renames the first n fields of each record to + have the respective name. (Fields past the nth are left with their original + names.) Particularly useful with --inidx or --implicit-csv-header, to give + useful names to otherwise integer-indexed fields. + Examples: + "echo 'a b c d' | mlr --inidx --odkvp cat" gives "1=a,2=b,3=c,4=d" + "echo 'a b c d' | mlr --inidx --odkvp label s,t" gives "s=a,t=b,3=c,4=d" + + least-frequent + Usage: mlr least-frequent [options] + Shows the least frequently occurring distinct values for specified field names. + The first entry is the statistical anti-mode; the remaining are runners-up. + Options: + -f {one or more comma-separated field names}. Required flag. + -n {count}. Optional flag defaulting to 10. + -b Suppress counts; show only field values. + -o {name} Field name for output count. Default "count". + See also "mlr most-frequent". + + merge-fields + Usage: mlr merge-fields [options] + Computes univariate statistics for each input record, accumulated across + specified fields. + Options: + -a {sum,count,...} Names of accumulators. One or more of: + count Count instances of fields + mode Find most-frequently-occurring values for fields; first-found wins tie + antimode Find least-frequently-occurring values for fields; first-found wins tie + sum Compute sums of specified fields + mean Compute averages (sample means) of specified fields + stddev Compute sample standard deviation of specified fields + var Compute sample variance of specified fields + meaneb Estimate error bars for averages (assuming no sample autocorrelation) + skewness Compute sample skewness of specified fields + kurtosis Compute sample kurtosis of specified fields + min Compute minimum values of specified fields + max Compute maximum values of specified fields + -f {a,b,c} Value-field names on which to compute statistics. Requires -o. + -r {a,b,c} Regular expressions for value-field names on which to compute + statistics. Requires -o. + -c {a,b,c} Substrings for collapse mode. All fields which have the same names + after removing substrings will be accumulated together. Please see + examples below. + -i Use interpolated percentiles, like R's type=7; default like type=1. + Not sensical for string-valued fields. + -o {name} Output field basename for -f/-r. + -k Keep the input fields which contributed to the output statistics; + the default is to omit them. + -F Computes integerable things (e.g. count) in floating point. + + String-valued data make sense unless arithmetic on them is required, + e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data, + numbers are less than strings. + + Example input data: "a_in_x=1,a_out_x=2,b_in_y=4,b_out_x=8". + Example: mlr merge-fields -a sum,count -f a_in_x,a_out_x -o foo + produces "b_in_y=4,b_out_x=8,foo_sum=3,foo_count=2" since "a_in_x,a_out_x" are + summed over. + Example: mlr merge-fields -a sum,count -r in_,out_ -o bar + produces "bar_sum=15,bar_count=4" since all four fields are summed over. + Example: mlr merge-fields -a sum,count -c in_,out_ + produces "a_x_sum=3,a_x_count=2,b_y_sum=4,b_y_count=1,b_x_sum=8,b_x_count=1" + since "a_in_x" and "a_out_x" both collapse to "a_x", "b_in_y" collapses to + "b_y", and "b_out_x" collapses to "b_x". + + most-frequent + Usage: mlr most-frequent [options] + Shows the most frequently occurring distinct values for specified field names. + The first entry is the statistical mode; the remaining are runners-up. + Options: + -f {one or more comma-separated field names}. Required flag. + -n {count}. Optional flag defaulting to 10. + -b Suppress counts; show only field values. + -o {name} Field name for output count. Default "count". + See also "mlr least-frequent". + + nest + Usage: mlr nest [options] + Explodes specified field values into separate fields/records, or reverses this. + Options: + --explode,--implode One is required. + --values,--pairs One is required. + --across-records,--across-fields One is required. + -f {field name} Required. + --nested-fs {string} Defaults to ";". Field separator for nested values. + --nested-ps {string} Defaults to ":". Pair separator for nested key-value pairs. + --evar {string} Shorthand for --explode --values ---across-records --nested-fs {string} + --ivar {string} Shorthand for --implode --values ---across-records --nested-fs {string} + Please use "mlr --usage-separator-options" for information on specifying separators. + + Examples: + + mlr nest --explode --values --across-records -f x + with input record "x=a;b;c,y=d" produces output records + "x=a,y=d" + "x=b,y=d" + "x=c,y=d" + Use --implode to do the reverse. + + mlr nest --explode --values --across-fields -f x + with input record "x=a;b;c,y=d" produces output records + "x_1=a,x_2=b,x_3=c,y=d" + Use --implode to do the reverse. + + mlr nest --explode --pairs --across-records -f x + with input record "x=a:1;b:2;c:3,y=d" produces output records + "a=1,y=d" + "b=2,y=d" + "c=3,y=d" + + mlr nest --explode --pairs --across-fields -f x + with input record "x=a:1;b:2;c:3,y=d" produces output records + "a=1,b=2,c=3,y=d" + + Notes: + * With --pairs, --implode doesn't make sense since the original field name has + been lost. + * The combination "--implode --values --across-records" is non-streaming: + no output records are produced until all input records have been read. In + particular, this means it won't work in tail -f contexts. But all other flag + combinations result in streaming (tail -f friendly) data processing. + * It's up to you to ensure that the nested-fs is distinct from your data's IFS: + e.g. by default the former is semicolon and the latter is comma. + See also mlr reshape. + + nothing + Usage: mlr nothing + Drops all input records. Useful for testing, or after tee/print/etc. have + produced other output. + + put + Usage: mlr put [options] {expression} + Adds/updates specified field(s). Expressions are semicolon-separated and must + either be assignments, or evaluate to boolean. Booleans with following + statements in curly braces control whether those statements are executed; + booleans without following curly braces do nothing except side effects (e.g. + regex-captures into \1, \2, etc.). + + Conversion options: + -S: Keeps field values as strings with no type inference to int or float. + -F: Keeps field values as strings or floats with no inference to int. + All field values are type-inferred to int/float/string unless this behavior is + suppressed with -S or -F. + + Output/formatting options: + --oflatsep {string}: Separator to use when flattening multi-level @-variables + to output records for emit. Default ":". + --jknquoteint: For dump output (JSON-formatted), do not quote map keys if non-string. + --jvquoteall: For dump output (JSON-formatted), quote map values even if non-string. + Any of the output-format command-line flags (see mlr -h). Example: using + mlr --icsv --opprint ... then put --ojson 'tee > "mytap-".$a.".dat", $*' then ... + the input is CSV, the output is pretty-print tabular, but the tee-file output + is written in JSON format. + --no-fflush: for emit, tee, print, and dump, don't call fflush() after every + record. + + Expression-specification options: + -f {filename}: the DSL expression is taken from the specified file rather + than from the command line. Outer single quotes wrapping the expression + should not be placed in the file. If -f is specified more than once, + all input files specified using -f are concatenated to produce the expression. + (For example, you can define functions in one file and call them from another.) + -e {expression}: You can use this after -f to add an expression. Example use + case: define functions/subroutines in a file you specify with -f, then call + them with an expression you specify with -e. + (If you mix -e and -f then the expressions are evaluated in the order encountered. + Since the expression pieces are simply concatenated, please be sure to use intervening + semicolons to separate expressions.) + + -s name=value: Predefines out-of-stream variable @name to have value "value". + Thus mlr put put -s foo=97 '$column += @foo' is like + mlr put put 'begin {@foo = 97} $column += @foo'. + The value part is subject to type-inferencing as specified by -S/-F. + May be specified more than once, e.g. -s name1=value1 -s name2=value2. + Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE + + Tracing options: + -v: Prints the expressions's AST (abstract syntax tree), which gives + full transparency on the precedence and associativity rules of + Miller's grammar, to stdout. + -a: Prints a low-level stack-allocation trace to stdout. + -t: Prints a low-level parser trace to stderr. + -T: Prints a every statement to stderr as it is executed. + + Other options: + -q: Does not include the modified record in the output stream. Useful for when + all desired output is in begin and/or end blocks. + + Please use a dollar sign for field names and double-quotes for string + literals. If field names have special characters such as "." then you might + use braces, e.g. '${field.name}'. Miller built-in variables are + NF NR FNR FILENUM FILENAME M_PI M_E, and ENV["namegoeshere"] to access environment + variables. The environment-variable name may be an expression, e.g. a field + value. + + Use # to comment to end of line. + + Examples: + mlr put '$y = log10($x); $z = sqrt($y)' + mlr put '$x>0.0 { $y=log10($x); $z=sqrt($y) }' # does {...} only if $x > 0.0 + mlr put '$x>0.0; $y=log10($x); $z=sqrt($y)' # does all three statements + mlr put '$a =~ "([a-z]+)_([0-9]+); $b = "left_\1"; $c = "right_\2"' + mlr put '$a =~ "([a-z]+)_([0-9]+) { $b = "left_\1"; $c = "right_\2" }' + mlr put '$filename = FILENAME' + mlr put '$colored_shape = $color . "_" . $shape' + mlr put '$y = cos($theta); $z = atan2($y, $x)' + mlr put '$name = sub($name, "http.*com"i, "")' + mlr put -q '@sum += $x; end {emit @sum}' + mlr put -q '@sum[$a] += $x; end {emit @sum, "a"}' + mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' + mlr put -q '@min=min(@min,$x);@max=max(@max,$x); end{emitf @min, @max}' + mlr put -q 'is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*}; end {emit @recmax}' + mlr put ' + $x = 1; + #$y = 2; + $z = 3 + ' + + Please see also 'mlr -k' for examples using redirected output. + + Please see https://miller.readthedocs.io/en/latest/reference.html for more information + including function list. Or "mlr -f". + Please see in particular: + http://www.johnkerl.org/miller/doc/reference-verbs.html#put + + regularize + Usage: mlr regularize + For records seen earlier in the data stream with same field names in + a different order, outputs them with field names in the previously + encountered order. + Example: input records a=1,c=2,b=3, then e=4,d=5, then c=7,a=6,b=8 + output as a=1,c=2,b=3, then e=4,d=5, then a=6,c=7,b=8 + + remove-empty-columns + Usage: mlr remove-empty-columns + Omits fields which are empty on every input row. Non-streaming. + + rename + Usage: mlr rename [options] {old1,new1,old2,new2,...} + Renames specified fields. + Options: + -r Treat old field names as regular expressions. "ab", "a.*b" + will match any field name containing the substring "ab" or + matching "a.*b", respectively; anchors of the form "^ab$", + "^a.*b$" may be used. New field names may be plain strings, + or may contain capture groups of the form "\1" through + "\9". Wrapping the regex in double quotes is optional, but + is required if you wish to follow it with 'i' to indicate + case-insensitivity. + -g Do global replacement within each field name rather than + first-match replacement. + Examples: + mlr rename old_name,new_name' + mlr rename old_name_1,new_name_1,old_name_2,new_name_2' + mlr rename -r 'Date_[0-9]+,Date,' Rename all such fields to be "Date" + mlr rename -r '"Date_[0-9]+",Date' Same + mlr rename -r 'Date_([0-9]+).*,\1' Rename all such fields to be of the form 20151015 + mlr rename -r '"name"i,Name' Rename "name", "Name", "NAME", etc. to "Name" + + reorder + Usage: mlr reorder [options] + -f {a,b,c} Field names to reorder. + -e Put specified field names at record end: default is to put + them at record start. + Examples: + mlr reorder -f a,b sends input record "d=4,b=2,a=1,c=3" to "a=1,b=2,d=4,c=3". + mlr reorder -e -f a,b sends input record "d=4,b=2,a=1,c=3" to "d=4,c=3,a=1,b=2". + + repeat + Usage: mlr repeat [options] + Copies input records to output records multiple times. + Options must be exactly one of the following: + -n {repeat count} Repeat each input record this many times. + -f {field name} Same, but take the repeat count from the specified + field name of each input record. + Example: + echo x=0 | mlr repeat -n 4 then put '$x=urand()' + produces: + x=0.488189 + x=0.484973 + x=0.704983 + x=0.147311 + Example: + echo a=1,b=2,c=3 | mlr repeat -f b + produces: + a=1,b=2,c=3 + a=1,b=2,c=3 + Example: + echo a=1,b=2,c=3 | mlr repeat -f c + produces: + a=1,b=2,c=3 + a=1,b=2,c=3 + a=1,b=2,c=3 + + reshape + Usage: mlr reshape [options] + Wide-to-long options: + -i {input field names} -o {key-field name,value-field name} + -r {input field regexes} -o {key-field name,value-field name} + These pivot/reshape the input data such that the input fields are removed + and separate records are emitted for each key/value pair. + Note: this works with tail -f and produces output records for each input + record seen. + Long-to-wide options: + -s {key-field name,value-field name} + These pivot/reshape the input data to undo the wide-to-long operation. + Note: this does not work with tail -f; it produces output records only after + all input records have been read. + + Examples: + + Input file "wide.txt": + time X Y + 2009-01-01 0.65473572 2.4520609 + 2009-01-02 -0.89248112 0.2154713 + 2009-01-03 0.98012375 1.3179287 + + mlr --pprint reshape -i X,Y -o item,value wide.txt + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + mlr --pprint reshape -r '[A-Z]' -o item,value wide.txt + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + Input file "long.txt": + time item value + 2009-01-01 X 0.65473572 + 2009-01-01 Y 2.4520609 + 2009-01-02 X -0.89248112 + 2009-01-02 Y 0.2154713 + 2009-01-03 X 0.98012375 + 2009-01-03 Y 1.3179287 + + mlr --pprint reshape -s item,value long.txt + time X Y + 2009-01-01 0.65473572 2.4520609 + 2009-01-02 -0.89248112 0.2154713 + 2009-01-03 0.98012375 1.3179287 + See also mlr nest. + + sample + Usage: mlr sample [options] + Reservoir sampling (subsampling without replacement), optionally by category. + -k {count} Required: number of records to output, total, or by group if using -g. + -g {a,b,c} Optional: group-by-field names for samples. + See also mlr bootstrap and mlr shuffle. + + sec2gmt + Usage: mlr sec2gmt [options] {comma-separated list of field names} + Replaces a numeric field representing seconds since the epoch with the + corresponding GMT timestamp; leaves non-numbers as-is. This is nothing + more than a keystroke-saver for the sec2gmt function: + mlr sec2gmt time1,time2 + is the same as + mlr put '$time1=sec2gmt($time1);$time2=sec2gmt($time2)' + Options: + -1 through -9: format the seconds using 1..9 decimal places, respectively. + + sec2gmtdate + Usage: mlr sec2gmtdate {comma-separated list of field names} + Replaces a numeric field representing seconds since the epoch with the + corresponding GMT year-month-day timestamp; leaves non-numbers as-is. + This is nothing more than a keystroke-saver for the sec2gmtdate function: + mlr sec2gmtdate time1,time2 + is the same as + mlr put '$time1=sec2gmtdate($time1);$time2=sec2gmtdate($time2)' + + seqgen + Usage: mlr seqgen [options] + Produces a sequence of counters. Discards the input record stream. Produces + output as specified by the following options: + -f {name} Field name for counters; default "i". + --start {number} Inclusive start value; default "1". + --stop {number} Inclusive stop value; default "100". + --step {number} Step value; default "1". + Start, stop, and/or step may be floating-point. Output is integer if start, + stop, and step are all integers. Step may be negative. It may not be zero + unless start == stop. + + shuffle + Usage: mlr shuffle {no options} + Outputs records randomly permuted. No output records are produced until + all input records are read. + See also mlr bootstrap and mlr sample. + + skip-trivial-records + Usage: mlr skip-trivial-records [options] + Passes through all records except: + * those with zero fields; + * those for which all fields have empty value. + + sort + Usage: mlr sort {flags} + Flags: + -f {comma-separated field names} Lexical ascending + -n {comma-separated field names} Numerical ascending; nulls sort last + -nf {comma-separated field names} Same as -n + -r {comma-separated field names} Lexical descending + -nr {comma-separated field names} Numerical descending; nulls sort first + Sorts records primarily by the first specified field, secondarily by the second + field, and so on. (Any records not having all specified sort keys will appear + at the end of the output, in the order they were encountered, regardless of the + specified sort order.) The sort is stable: records that compare equal will sort + in the order they were encountered in the input record stream. + + Example: + mlr sort -f a,b -nr x,y,z + which is the same as: + mlr sort -f a -f b -nr x -nr y -nr z + + sort-within-records + Usage: mlr sort-within-records [no options] + Outputs records sorted lexically ascending by keys. + + stats1 + Usage: mlr stats1 [options] + Computes univariate statistics for one or more given fields, accumulated across + the input record stream. + Options: + -a {sum,count,...} Names of accumulators: p10 p25.2 p50 p98 p100 etc. and/or + one or more of: + count Count instances of fields + mode Find most-frequently-occurring values for fields; first-found wins tie + antimode Find least-frequently-occurring values for fields; first-found wins tie + sum Compute sums of specified fields + mean Compute averages (sample means) of specified fields + stddev Compute sample standard deviation of specified fields + var Compute sample variance of specified fields + meaneb Estimate error bars for averages (assuming no sample autocorrelation) + skewness Compute sample skewness of specified fields + kurtosis Compute sample kurtosis of specified fields + min Compute minimum values of specified fields + max Compute maximum values of specified fields + -f {a,b,c} Value-field names on which to compute statistics + --fr {regex} Regex for value-field names on which to compute statistics + (compute statistics on values in all field names matching regex) + --fx {regex} Inverted regex for value-field names on which to compute statistics + (compute statistics on values in all field names not matching regex) + -g {d,e,f} Optional group-by-field names + --gr {regex} Regex for optional group-by-field names + (group by values in field names matching regex) + --gx {regex} Inverted regex for optional group-by-field names + (group by values in field names not matching regex) + --grfx {regex} Shorthand for --gr {regex} --fx {that same regex} + -i Use interpolated percentiles, like R's type=7; default like type=1. + Not sensical for string-valued fields. + -s Print iterative stats. Useful in tail -f contexts (in which + case please avoid pprint-format output since end of input + stream will never be seen). + -F Computes integerable things (e.g. count) in floating point. + Example: mlr stats1 -a min,p10,p50,p90,max -f value -g size,shape + Example: mlr stats1 -a count,mode -f size + Example: mlr stats1 -a count,mode -f size -g shape + Example: mlr stats1 -a count,mode --fr '^[a-h].*$' -gr '^k.*$' + This computes count and mode statistics on all field names beginning + with a through h, grouped by all field names starting with k. + Notes: + * p50 and median are synonymous. + * min and max output the same results as p0 and p100, respectively, but use + less memory. + * String-valued data make sense unless arithmetic on them is required, + e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data, + numbers are less than strings. + * count and mode allow text input; the rest require numeric input. + In particular, 1 and 1.0 are distinct text for count and mode. + * When there are mode ties, the first-encountered datum wins. + + stats2 + Usage: mlr stats2 [options] + Computes bivariate statistics for one or more given field-name pairs, + accumulated across the input record stream. + -a {linreg-ols,corr,...} Names of accumulators: one or more of: + linreg-pca Linear regression using principal component analysis + linreg-ols Linear regression using ordinary least squares + r2 Quality metric for linreg-ols (linreg-pca emits its own) + logireg Logistic regression + corr Sample correlation + cov Sample covariance + covx Sample-covariance matrix + -f {a,b,c,d} Value-field name-pairs on which to compute statistics. + There must be an even number of names. + -g {e,f,g} Optional group-by-field names. + -v Print additional output for linreg-pca. + -s Print iterative stats. Useful in tail -f contexts (in which + case please avoid pprint-format output since end of input + stream will never be seen). + --fit Rather than printing regression parameters, applies them to + the input data to compute new fit fields. All input records are + held in memory until end of input stream. Has effect only for + linreg-ols, linreg-pca, and logireg. + Only one of -s or --fit may be used. + Example: mlr stats2 -a linreg-pca -f x,y + Example: mlr stats2 -a linreg-ols,r2 -f x,y -g size,shape + Example: mlr stats2 -a corr -f x,y + + step + Usage: mlr step [options] + Computes values dependent on the previous record, optionally grouped + by category. + + Options: + -a {delta,rsum,...} Names of steppers: comma-separated, one or more of: + delta Compute differences in field(s) between successive records + shift Include value(s) in field(s) from previous record, if any + from-first Compute differences in field(s) from first record + ratio Compute ratios in field(s) between successive records + rsum Compute running sums of field(s) between successive records + counter Count instances of field(s) between successive records + ewma Exponentially weighted moving average over successive records + -f {a,b,c} Value-field names on which to compute statistics + -g {d,e,f} Optional group-by-field names + -F Computes integerable things (e.g. counter) in floating point. + -d {x,y,z} Weights for ewma. 1 means current sample gets all weight (no + smoothing), near under under 1 is light smoothing, near over 0 is + heavy smoothing. Multiple weights may be specified, e.g. + "mlr step -a ewma -f sys_load -d 0.01,0.1,0.9". Default if omitted + is "-d 0.5". + -o {a,b,c} Custom suffixes for EWMA output fields. If omitted, these default to + the -d values. If supplied, the number of -o values must be the same + as the number of -d values. + + Examples: + mlr step -a rsum -f request_size + mlr step -a delta -f request_size -g hostname + mlr step -a ewma -d 0.1,0.9 -f x,y + mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y + mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y -g group_name + + Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#filter or + https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average + for more information on EWMA. + + tac + Usage: mlr tac + Prints records in reverse order from the order in which they were encountered. + + tail + Usage: mlr tail [options] + -n {count} Tail count to print; default 10 + -g {a,b,c} Optional group-by-field names for tail counts + Passes through the last n records, optionally by category. + + tee + Usage: mlr tee [options] {filename} + Passes through input records (like mlr cat) but also writes to specified output + file, using output-format flags from the command line (e.g. --ocsv). See also + the "tee" keyword within mlr put, which allows data-dependent filenames. + Options: + -a: append to existing file, if any, rather than overwriting. + --no-fflush: don't call fflush() after every record. + Any of the output-format command-line flags (see mlr -h). Example: using + mlr --icsv --opprint put '...' then tee --ojson ./mytap.dat then stats1 ... + the input is CSV, the output is pretty-print tabular, but the tee-file output + is written in JSON format. + + top + Usage: mlr top [options] + -f {a,b,c} Value-field names for top counts. + -g {d,e,f} Optional group-by-field names for top counts. + -n {count} How many records to print per category; default 1. + -a Print all fields for top-value records; default is + to print only value and group-by fields. Requires a single + value-field name only. + --min Print top smallest values; default is top largest values. + -F Keep top values as floats even if they look like integers. + -o {name} Field name for output indices. Default "top_idx". + Prints the n records with smallest/largest values at specified fields, + optionally by category. + + uniq + Usage: mlr uniq [options] + Prints distinct values for specified field names. With -c, same as + count-distinct. For uniq, -f is a synonym for -g. + + Options: + -g {d,e,f} Group-by-field names for uniq counts. + -c Show repeat counts in addition to unique values. + -n Show only the number of distinct values. + -o {name} Field name for output count. Default "count". + -a Output each unique record only once. Incompatible with -g. + With -c, produces unique records, with repeat counts for each. + With -n, produces only one record which is the unique-record count. + With neither -c nor -n, produces unique records. + + unsparsify + Usage: mlr unsparsify [options] + Prints records with the union of field names over all input records. + For field names absent in a given record but present in others, fills in a + value. Without -f, this verb retains all input before producing any output. + + Options: + --fill-with {filler string} What to fill absent fields with. Defaults to + the empty string. + -f {a,b,c} Specify field names to be operated on. Any other fields won't be + modified, and operation will be streaming. + + Example: if the input is two records, one being 'a=1,b=2' and the other + being 'b=3,c=4', then the output is the two records 'a=1,b=2,c=' and + 'a=,b=3,c=4'. + +FUNCTIONS FOR FILTER/PUT + + + (class=arithmetic #args=2): Addition. + + + (class=arithmetic #args=1): Unary plus. + + - + (class=arithmetic #args=2): Subtraction. + + - (class=arithmetic #args=1): Unary minus. + + * + (class=arithmetic #args=2): Multiplication. + + / + (class=arithmetic #args=2): Division. + + // + (class=arithmetic #args=2): Integer division: rounds to negative (pythonic). + + .+ + (class=arithmetic #args=2): Addition, with integer-to-integer overflow + + .+ (class=arithmetic #args=1): Unary plus, with integer-to-integer overflow. + + .- + (class=arithmetic #args=2): Subtraction, with integer-to-integer overflow. + + .- (class=arithmetic #args=1): Unary minus, with integer-to-integer overflow. + + .* + (class=arithmetic #args=2): Multiplication, with integer-to-integer overflow. + + ./ + (class=arithmetic #args=2): Division, with integer-to-integer overflow. + + .// + (class=arithmetic #args=2): Integer division: rounds to negative (pythonic), with integer-to-integer overflow. + + % + (class=arithmetic #args=2): Remainder; never negative-valued (pythonic). + + ** + (class=arithmetic #args=2): Exponentiation; same as pow, but as an infix + operator. + + | + (class=arithmetic #args=2): Bitwise OR. + + ^ + (class=arithmetic #args=2): Bitwise XOR. + + & + (class=arithmetic #args=2): Bitwise AND. + + ~ + (class=arithmetic #args=1): Bitwise NOT. Beware '$y=~$x' since =~ is the + regex-match operator: try '$y = ~$x'. + + << + (class=arithmetic #args=2): Bitwise left-shift. + + >> + (class=arithmetic #args=2): Bitwise right-shift. + + bitcount + (class=arithmetic #args=1): Count of 1-bits + + == + (class=boolean #args=2): String/numeric equality. Mixing number and string + results in string compare. + + != + (class=boolean #args=2): String/numeric inequality. Mixing number and string + results in string compare. + + =~ + (class=boolean #args=2): String (left-hand side) matches regex (right-hand + side), e.g. '$name =~ "^a.*b$"'. + + !=~ + (class=boolean #args=2): String (left-hand side) does not match regex + (right-hand side), e.g. '$name !=~ "^a.*b$"'. + + > + (class=boolean #args=2): String/numeric greater-than. Mixing number and string + results in string compare. + + >= + (class=boolean #args=2): String/numeric greater-than-or-equals. Mixing number + and string results in string compare. + + < + (class=boolean #args=2): String/numeric less-than. Mixing number and string + results in string compare. + + <= + (class=boolean #args=2): String/numeric less-than-or-equals. Mixing number + and string results in string compare. + + && + (class=boolean #args=2): Logical AND. + + || + (class=boolean #args=2): Logical OR. + + ^^ + (class=boolean #args=2): Logical XOR. + + ! + (class=boolean #args=1): Logical negation. + + ? : + (class=boolean #args=3): Ternary operator. + + . + (class=string #args=2): String concatenation. + + gsub + (class=string #args=3): Example: '$name=gsub($name, "old", "new")' + (replace all). + + regextract + (class=string #args=2): Example: '$name=regextract($name, "[A-Z]{3}[0-9]{2}")' + . + + regextract_or_else + (class=string #args=3): Example: '$name=regextract_or_else($name, "[A-Z]{3}[0-9]{2}", "default")' + . + + strlen + (class=string #args=1): String length. + + sub + (class=string #args=3): Example: '$name=sub($name, "old", "new")' + (replace once). + + ssub + (class=string #args=3): Like sub but does no regexing. No characters are special. + + substr + (class=string #args=3): substr(s,m,n) gives substring of s from 0-up position m to n + inclusive. Negative indices -len .. -1 alias to 0 .. len-1. + + tolower + (class=string #args=1): Convert string to lowercase. + + toupper + (class=string #args=1): Convert string to uppercase. + + truncate + (class=string #args=2): Truncates string first argument to max length of int second argument. + + capitalize + (class=string #args=1): Convert string's first character to uppercase. + + lstrip + (class=string #args=1): Strip leading whitespace from string. + + rstrip + (class=string #args=1): Strip trailing whitespace from string. + + strip + (class=string #args=1): Strip leading and trailing whitespace from string. + + collapse_whitespace + (class=string #args=1): Strip repeated whitespace from string. + + clean_whitespace + (class=string #args=1): Same as collapse_whitespace and strip. + + system + (class=string #args=1): Run command string, yielding its stdout minus final carriage return. + + abs + (class=math #args=1): Absolute value. + + acos + (class=math #args=1): Inverse trigonometric cosine. + + acosh + (class=math #args=1): Inverse hyperbolic cosine. + + asin + (class=math #args=1): Inverse trigonometric sine. + + asinh + (class=math #args=1): Inverse hyperbolic sine. + + atan + (class=math #args=1): One-argument arctangent. + + atan2 + (class=math #args=2): Two-argument arctangent. + + atanh + (class=math #args=1): Inverse hyperbolic tangent. + + cbrt + (class=math #args=1): Cube root. + + ceil + (class=math #args=1): Ceiling: nearest integer at or above. + + cos + (class=math #args=1): Trigonometric cosine. + + cosh + (class=math #args=1): Hyperbolic cosine. + + erf + (class=math #args=1): Error function. + + erfc + (class=math #args=1): Complementary error function. + + exp + (class=math #args=1): Exponential function e**x. + + expm1 + (class=math #args=1): e**x - 1. + + floor + (class=math #args=1): Floor: nearest integer at or below. + + invqnorm + (class=math #args=1): Inverse of normal cumulative distribution + function. Note that invqorm(urand()) is normally distributed. + + log + (class=math #args=1): Natural (base-e) logarithm. + + log10 + (class=math #args=1): Base-10 logarithm. + + log1p + (class=math #args=1): log(1-x). + + logifit + (class=math #args=3): Given m and b from logistic regression, compute + fit: $yhat=logifit($x,$m,$b). + + madd + (class=math #args=3): a + b mod m (integers) + + max + (class=math variadic): max of n numbers; null loses + + mexp + (class=math #args=3): a ** b mod m (integers) + + min + (class=math variadic): Min of n numbers; null loses + + mmul + (class=math #args=3): a * b mod m (integers) + + msub + (class=math #args=3): a - b mod m (integers) + + pow + (class=math #args=2): Exponentiation; same as **. + + qnorm + (class=math #args=1): Normal cumulative distribution function. + + round + (class=math #args=1): Round to nearest integer. + + roundm + (class=math #args=2): Round to nearest multiple of m: roundm($x,$m) is + the same as round($x/$m)*$m + + sgn + (class=math #args=1): +1 for positive input, 0 for zero input, -1 for + negative input. + + sin + (class=math #args=1): Trigonometric sine. + + sinh + (class=math #args=1): Hyperbolic sine. + + sqrt + (class=math #args=1): Square root. + + tan + (class=math #args=1): Trigonometric tangent. + + tanh + (class=math #args=1): Hyperbolic tangent. + + urand + (class=math #args=0): Floating-point numbers uniformly distributed on the unit interval. + Int-valued example: '$n=floor(20+urand()*11)'. + + urandrange + (class=math #args=2): Floating-point numbers uniformly distributed on the interval [a, b). + + urand32 + (class=math #args=0): Integer uniformly distributed 0 and 2**32-1 + inclusive. + + urandint + (class=math #args=2): Integer uniformly distributed between inclusive + integer endpoints. + + dhms2fsec + (class=time #args=1): Recovers floating-point seconds as in + dhms2fsec("5d18h53m20.250000s") = 500000.250000 + + dhms2sec + (class=time #args=1): Recovers integer seconds as in + dhms2sec("5d18h53m20s") = 500000 + + fsec2dhms + (class=time #args=1): Formats floating-point seconds as in + fsec2dhms(500000.25) = "5d18h53m20.250000s" + + fsec2hms + (class=time #args=1): Formats floating-point seconds as in + fsec2hms(5000.25) = "01:23:20.250000" + + gmt2sec + (class=time #args=1): Parses GMT timestamp as integer seconds since + the epoch. + + localtime2sec + (class=time #args=1): Parses local timestamp as integer seconds since + the epoch. Consults $TZ environment variable. + + hms2fsec + (class=time #args=1): Recovers floating-point seconds as in + hms2fsec("01:23:20.250000") = 5000.250000 + + hms2sec + (class=time #args=1): Recovers integer seconds as in + hms2sec("01:23:20") = 5000 + + sec2dhms + (class=time #args=1): Formats integer seconds as in sec2dhms(500000) + = "5d18h53m20s" + + sec2gmt + (class=time #args=1): Formats seconds since epoch (integer part) + as GMT timestamp, e.g. sec2gmt(1440768801.7) = "2015-08-28T13:33:21Z". + Leaves non-numbers as-is. + + sec2gmt (class=time #args=2): Formats seconds since epoch as GMT timestamp with n + decimal places for seconds, e.g. sec2gmt(1440768801.7,1) = "2015-08-28T13:33:21.7Z". + Leaves non-numbers as-is. + + sec2gmtdate + (class=time #args=1): Formats seconds since epoch (integer part) + as GMT timestamp with year-month-date, e.g. sec2gmtdate(1440768801.7) = "2015-08-28". + Leaves non-numbers as-is. + + sec2localtime + (class=time #args=1): Formats seconds since epoch (integer part) + as local timestamp, e.g. sec2localtime(1440768801.7) = "2015-08-28T13:33:21Z". + Consults $TZ environment variable. Leaves non-numbers as-is. + + sec2localtime (class=time #args=2): Formats seconds since epoch as local timestamp with n + decimal places for seconds, e.g. sec2localtime(1440768801.7,1) = "2015-08-28T13:33:21.7Z". + Consults $TZ environment variable. Leaves non-numbers as-is. + + sec2localdate + (class=time #args=1): Formats seconds since epoch (integer part) + as local timestamp with year-month-date, e.g. sec2localdate(1440768801.7) = "2015-08-28". + Consults $TZ environment variable. Leaves non-numbers as-is. + + sec2hms + (class=time #args=1): Formats integer seconds as in + sec2hms(5000) = "01:23:20" + + strftime + (class=time #args=2): Formats seconds since the epoch as timestamp, e.g. + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%SZ") = "2015-08-28T13:33:21Z", and + strftime(1440768801.7,"%Y-%m-%dT%H:%M:%3SZ") = "2015-08-28T13:33:21.700Z". + Format strings are as in the C library (please see "man strftime" on your system), + with the Miller-specific addition of "%1S" through "%9S" which format the seconds + with 1 through 9 decimal places, respectively. ("%S" uses no decimal places.) + See also strftime_local. + + strftime_local + (class=time #args=2): Like strftime but consults the $TZ environment variable to get local time zone. + + strptime + (class=time #args=2): Parses timestamp as floating-point seconds since the epoch, + e.g. strptime("2015-08-28T13:33:21Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.000000, + and strptime("2015-08-28T13:33:21.345Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.345000. + See also strptime_local. + + strptime_local + (class=time #args=2): Like strptime, but consults $TZ environment variable to find and use local timezone. + + systime + (class=time #args=0): Floating-point seconds since the epoch, + e.g. 1440768801.748936. + + is_absent + (class=typing #args=1): False if field is present in input, true otherwise + + is_bool + (class=typing #args=1): True if field is present with boolean value. Synonymous with is_boolean. + + is_boolean + (class=typing #args=1): True if field is present with boolean value. Synonymous with is_bool. + + is_empty + (class=typing #args=1): True if field is present in input with empty string value, false otherwise. + + is_empty_map + (class=typing #args=1): True if argument is a map which is empty. + + is_float + (class=typing #args=1): True if field is present with value inferred to be float + + is_int + (class=typing #args=1): True if field is present with value inferred to be int + + is_map + (class=typing #args=1): True if argument is a map. + + is_nonempty_map + (class=typing #args=1): True if argument is a map which is non-empty. + + is_not_empty + (class=typing #args=1): False if field is present in input with empty value, true otherwise + + is_not_map + (class=typing #args=1): True if argument is not a map. + + is_not_null + (class=typing #args=1): False if argument is null (empty or absent), true otherwise. + + is_null + (class=typing #args=1): True if argument is null (empty or absent), false otherwise. + + is_numeric + (class=typing #args=1): True if field is present with value inferred to be int or float + + is_present + (class=typing #args=1): True if field is present in input, false otherwise. + + is_string + (class=typing #args=1): True if field is present with string (including empty-string) value + + asserting_absent + (class=typing #args=1): Returns argument if it is absent in the input data, else + throws an error. + + asserting_bool + (class=typing #args=1): Returns argument if it is present with boolean value, else + throws an error. + + asserting_boolean + (class=typing #args=1): Returns argument if it is present with boolean value, else + throws an error. + + asserting_empty + (class=typing #args=1): Returns argument if it is present in input with empty value, + else throws an error. + + asserting_empty_map + (class=typing #args=1): Returns argument if it is a map with empty value, else + throws an error. + + asserting_float + (class=typing #args=1): Returns argument if it is present with float value, else + throws an error. + + asserting_int + (class=typing #args=1): Returns argument if it is present with int value, else + throws an error. + + asserting_map + (class=typing #args=1): Returns argument if it is a map, else throws an error. + + asserting_nonempty_map + (class=typing #args=1): Returns argument if it is a non-empty map, else throws + an error. + + asserting_not_empty + (class=typing #args=1): Returns argument if it is present in input with non-empty + value, else throws an error. + + asserting_not_map + (class=typing #args=1): Returns argument if it is not a map, else throws an error. + + asserting_not_null + (class=typing #args=1): Returns argument if it is non-null (non-empty and non-absent), + else throws an error. + + asserting_null + (class=typing #args=1): Returns argument if it is null (empty or absent), else throws + an error. + + asserting_numeric + (class=typing #args=1): Returns argument if it is present with int or float value, + else throws an error. + + asserting_present + (class=typing #args=1): Returns argument if it is present in input, else throws + an error. + + asserting_string + (class=typing #args=1): Returns argument if it is present with string (including + empty-string) value, else throws an error. + + boolean + (class=conversion #args=1): Convert int/float/bool/string to boolean. + + float + (class=conversion #args=1): Convert int/float/bool/string to float. + + fmtnum + (class=conversion #args=2): Convert int/float/bool to string using + printf-style format string, e.g. '$s = fmtnum($n, "%06lld")'. WARNING: Miller numbers + are all long long or double. If you use formats like %d or %f, behavior is undefined. + + hexfmt + (class=conversion #args=1): Convert int to string, e.g. 255 to "0xff". + + int + (class=conversion #args=1): Convert int/float/bool/string to int. + + string + (class=conversion #args=1): Convert int/float/bool/string to string. + + typeof + (class=conversion #args=1): Convert argument to type of argument (e.g. + MT_STRING). For debug. + + depth + (class=maps #args=1): Prints maximum depth of hashmap: ''. Scalars have depth 0. + + haskey + (class=maps #args=2): True/false if map has/hasn't key, e.g. 'haskey($*, "a")' or + 'haskey(mymap, mykey)'. Error if 1st argument is not a map. + + joink + (class=maps #args=2): Makes string from map keys. E.g. 'joink($*, ",")'. + + joinkv + (class=maps #args=3): Makes string from map key-value pairs. E.g. 'joinkv(@v[2], "=", ",")' + + joinv + (class=maps #args=2): Makes string from map values. E.g. 'joinv(mymap, ",")'. + + leafcount + (class=maps #args=1): Counts total number of terminal values in hashmap. For single-level maps, + same as length. + + length + (class=maps #args=1): Counts number of top-level entries in hashmap. Scalars have length 1. + + mapdiff + (class=maps variadic): With 0 args, returns empty map. With 1 arg, returns copy of arg. + With 2 or more, returns copy of arg 1 with all keys from any of remaining argument maps removed. + + mapexcept + (class=maps variadic): Returns a map with keys from remaining arguments, if any, unset. + E.g. 'mapexcept({1:2,3:4,5:6}, 1, 5, 7)' is '{3:4}'. + + mapselect + (class=maps variadic): Returns a map with only keys from remaining arguments set. + E.g. 'mapselect({1:2,3:4,5:6}, 1, 5, 7)' is '{1:2,5:6}'. + + mapsum + (class=maps variadic): With 0 args, returns empty map. With >= 1 arg, returns a map with + key-value pairs from all arguments. Rightmost collisions win, e.g. 'mapsum({1:2,3:4},{1:5})' is '{1:5,3:4}'. + + splitkv + (class=maps #args=3): Splits string by separators into map with type inference. + E.g. 'splitkv("a=1,b=2,c=3", "=", ",")' gives '{"a" : 1, "b" : 2, "c" : 3}'. + + splitkvx + (class=maps #args=3): Splits string by separators into map without type inference (keys and + values are strings). E.g. 'splitkv("a=1,b=2,c=3", "=", ",")' gives + '{"a" : "1", "b" : "2", "c" : "3"}'. + + splitnv + (class=maps #args=2): Splits string by separator into integer-indexed map with type inference. + E.g. 'splitnv("a,b,c" , ",")' gives '{1 : "a", 2 : "b", 3 : "c"}'. + + splitnvx + (class=maps #args=2): Splits string by separator into integer-indexed map without type + inference (values are strings). E.g. 'splitnv("4,5,6" , ",")' gives '{1 : "4", 2 : "5", 3 : "6"}'. + +KEYWORDS FOR PUT AND FILTER + all + all: used in "emit", "emitp", and "unset" as a synonym for @* + + begin + begin: defines a block of statements to be executed before input records + are ingested. The body statements must be wrapped in curly braces. + Example: 'begin { @count = 0 }' + + bool + bool: declares a boolean local variable in the current curly-braced scope. + Type-checking happens at assignment: 'bool b = 1' is an error. + + break + break: causes execution to continue after the body of the current + for/while/do-while loop. + + call + call: used for invoking a user-defined subroutine. + Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)' + + continue + continue: causes execution to skip the remaining statements in the body of + the current for/while/do-while loop. For-loop increments are still applied. + + do + do: with "while", introduces a do-while loop. The body statements must be wrapped + in curly braces. + + dump + dump: prints all currently defined out-of-stream variables immediately + to stdout as JSON. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump }' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump > "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >> "mytap.dat"}' + Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump | "jq .[]"}' + + edump + edump: prints all currently defined out-of-stream variables immediately + to stderr as JSON. + + Example: mlr --from f.dat put -q '@v[NR]=$*; end { edump }' + + elif + elif: the way Miller spells "else if". The body statements must be wrapped + in curly braces. + + else + else: terminates an if/elif/elif chain. The body statements must be wrapped + in curly braces. + + emit + emit: inserts an out-of-stream variable into the output record stream. Hashmap + indices present in the data but not slotted by emit arguments are not output. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'emit > "/tmp/data-".$a, mapexcept($*, "a")' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums' + Example: mlr --from f.dat put --ojson '@sums[$a][$b]+=$x; emit > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "grep somepattern", @*, "index1", "index2"' + + Please see http://johnkerl.org/miller/doc for more information. + + emitf + emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the + output record stream. + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a' + Example: mlr --from f.dat put --oxtab '@a=$i;@b+=$x;@c+=$y; emitf > "tap-".$i.".dat", @a' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf >> "mytap.dat", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > stderr, @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern", @a, @b, @c' + Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern > mytap.dat", @a, @b, @c' + + Please see http://johnkerl.org/miller/doc for more information. + + emitp + emitp: inserts an out-of-stream variable into the output record stream. + Hashmap indices present in the data but not slotted by emitp arguments are + output concatenated with ":". + + With >, >>, or |, the data do not become part of the output record stream but + are instead redirected. + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output if the output is redirected. See also mlr -h. + + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums' + Example: mlr --from f.dat put --opprint '@sums[$a][$b]+=$x; emitp > "tap-".$a.$b.".dat", @sums' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >> "mytap.dat", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "gzip > mytap.dat.gz", @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > stderr, @*, "index1", "index2"' + Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "grep somepattern", @*, "index1", "index2"' + + Please see http://johnkerl.org/miller/doc for more information. + + end + end: defines a block of statements to be executed after input records + are ingested. The body statements must be wrapped in curly braces. + Example: 'end { emit @count }' + Example: 'end { eprint "Final count is " . @count }' + + eprint + eprint: prints expression immediately to stderr. + Example: mlr --from f.dat put -q 'eprint "The sum of x and y is ".($x+$y)' + Example: mlr --from f.dat put -q 'for (k, v in $*) { eprint k . " => " . v }' + Example: mlr --from f.dat put '(NR % 1000 == 0) { eprint "Checkpoint ".NR}' + + eprintn + eprintn: prints expression immediately to stderr, without trailing newline. + Example: mlr --from f.dat put -q 'eprintn "The sum of x and y is ".($x+$y); eprint ""' + + false + false: the boolean literal value. + + filter + filter: includes/excludes the record in the output record stream. + + Example: mlr --from f.dat put 'filter (NR == 2 || $x > 5.4)' + + Instead of put with 'filter false' you can simply use put -q. The following + uses the input record to accumulate data but only prints the running sum + without printing the input record: + + Example: mlr --from f.dat put -q '@running_sum += $x * $y; emit @running_sum' + + float + float: declares a floating-point local variable in the current curly-braced scope. + Type-checking happens at assignment: 'float x = 0' is an error. + + for + for: defines a for-loop using one of three styles. The body statements must + be wrapped in curly braces. + For-loop over stream record: + Example: 'for (k, v in $*) { ... }' + For-loop over out-of-stream variables: + Example: 'for (k, v in @counts) { ... }' + Example: 'for ((k1, k2), v in @counts) { ... }' + Example: 'for ((k1, k2, k3), v in @*) { ... }' + C-style for-loop: + Example: 'for (var i = 0, var b = 1; i < 10; i += 1, b *= 2) { ... }' + + func + func: used for defining a user-defined function. + Example: 'func f(a,b) { return sqrt(a**2+b**2)} $d = f($x, $y)' + + if + if: starts an if/elif/elif chain. The body statements must be wrapped + in curly braces. + + in + in: used in for-loops over stream records or out-of-stream variables. + + int + int: declares an integer local variable in the current curly-braced scope. + Type-checking happens at assignment: 'int x = 0.0' is an error. + + map + map: declares an map-valued local variable in the current curly-braced scope. + Type-checking happens at assignment: 'map b = 0' is an error. map b = {} is + always OK. map b = a is OK or not depending on whether a is a map. + + num + num: declares an int/float local variable in the current curly-braced scope. + Type-checking happens at assignment: 'num b = true' is an error. + + print + print: prints expression immediately to stdout. + Example: mlr --from f.dat put -q 'print "The sum of x and y is ".($x+$y)' + Example: mlr --from f.dat put -q 'for (k, v in $*) { print k . " => " . v }' + Example: mlr --from f.dat put '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}' + + printn + printn: prints expression immediately to stdout, without trailing newline. + Example: mlr --from f.dat put -q 'printn "."; end { print "" }' + + return + return: specifies the return value from a user-defined function. + Omitted return statements (including via if-branches) result in an absent-null + return value, which in turns results in a skipped assignment to an LHS. + + stderr + stderr: Used for tee, emit, emitf, emitp, print, and dump in place of filename + to print to standard error. + + stdout + stdout: Used for tee, emit, emitf, emitp, print, and dump in place of filename + to print to standard output. + + str + str: declares a string local variable in the current curly-braced scope. + Type-checking happens at assignment. + + subr + subr: used for defining a subroutine. + Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)' + + tee + tee: prints the current record to specified file. + This is an immediate print to the specified file (except for pprint format + which of course waits until the end of the input stream to format all output). + + The > and >> are for write and append, as in the shell, but (as with awk) the + file-overwrite for > is on first write, not per record. The | is for piping to + a process which will process the data. There will be one open file for each + distinct file name (for > and >>) or one subordinate process for each distinct + value of the piped-to command (for |). Output-formatting flags are taken from + the main command line. + + You can use any of the output-format command-line flags, e.g. --ocsv, --ofs, + etc., to control the format of the output. See also mlr -h. + + emit with redirect and tee with redirect are identical, except tee can only + output $*. + + Example: mlr --from f.dat put 'tee > "/tmp/data-".$a, $*' + Example: mlr --from f.dat put 'tee >> "/tmp/data-".$a.$b, $*' + Example: mlr --from f.dat put 'tee > stderr, $*' + Example: mlr --from f.dat put -q 'tee | "tr [a-z\] [A-Z\]", $*' + Example: mlr --from f.dat put -q 'tee | "tr [a-z\] [A-Z\] > /tmp/data-".$a, $*' + Example: mlr --from f.dat put -q 'tee | "gzip > /tmp/data-".$a.".gz", $*' + Example: mlr --from f.dat put -q --ojson 'tee | "gzip > /tmp/data-".$a.".gz", $*' + + true + true: the boolean literal value. + + unset + unset: clears field(s) from the current record, or an out-of-stream or local variable. + + Example: mlr --from f.dat put 'unset $x' + Example: mlr --from f.dat put 'unset $*' + Example: mlr --from f.dat put 'for (k, v in $*) { if (k =~ "a.*") { unset $[k] } }' + Example: mlr --from f.dat put '...; unset @sums' + Example: mlr --from f.dat put '...; unset @sums["green"]' + Example: mlr --from f.dat put '...; unset @*' + + var + var: declares an untyped local variable in the current curly-braced scope. + Examples: 'var a=1', 'var xyz=""' + + while + while: introduces a while loop, or with "do", introduces a do-while loop. + The body statements must be wrapped in curly braces. + + ENV + ENV: access to environment variables by name, e.g. '$home = ENV["HOME"]' + + FILENAME + FILENAME: evaluates to the name of the current file being processed. + + FILENUM + FILENUM: evaluates to the number of the current file being processed, + starting with 1. + + FNR + FNR: evaluates to the number of the current record within the current file + being processed, starting with 1. Resets at the start of each file. + + IFS + IFS: evaluates to the input field separator from the command line. + + IPS + IPS: evaluates to the input pair separator from the command line. + + IRS + IRS: evaluates to the input record separator from the command line, + or to LF or CRLF from the input data if in autodetect mode (which is + the default). + + M_E + M_E: the mathematical constant e. + + M_PI + M_PI: the mathematical constant pi. + + NF + NF: evaluates to the number of fields in the current record. + + NR + NR: evaluates to the number of the current record over all files + being processed, starting with 1. Does not reset at the start of each file. + + OFS + OFS: evaluates to the output field separator from the command line. + + OPS + OPS: evaluates to the output pair separator from the command line. + + ORS + ORS: evaluates to the output record separator from the command line, + or to LF or CRLF from the input data if in autodetect mode (which is + the default). + +AUTHOR + Miller is written by John Kerl . + + This manual page has been composed from Miller's help output by Eric + MSP Veith . + +SEE ALSO + awk(1), sed(1), cut(1), join(1), sort(1), RFC 4180: Common Format and + MIME Type for Comma-Separated Values (CSV) Files, the miller website + http://johnkerl.org/miller/doc + + + + 2021-03-22 MILLER(1) diff --git a/docs6b/docs/_build/html/miller-by-example.html b/docs6b/docs/_build/html/miller-by-example.html new file mode 100644 index 000000000..51afb1c55 --- /dev/null +++ b/docs6b/docs/_build/html/miller-by-example.html @@ -0,0 +1,537 @@ + + + + + + + + Miller by example — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      Miller by example

      +
      +

      Obtaining Miller

      +

      You can install Miller for various platforms as follows:

      +
        +

      • Linux: yum install miller or apt-get install miller depending on your flavor of Linux

        • +

      • MacOS: brew install miller or port install miller depending on your preference of Homebrew or MacPorts .

        • +

      • Windows: choco install miller using Chocolatey .

        • +

      • See also Building from source if you prefer – in particular, if your platform’s package manager doesn’t have the latest release.

        • +
      +

      Regardless, as a first check, at your system’s command prompt, you should be able to run mlr --version and see something like the following:

      +
       $ mlr --version
+ Miller v6.0.0-dev
+
      +
      +

      As a second check, given (example.csv) you should be able to do

      +
       $ mlr --csv cat example.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ red,square,true,15,79.2778,0.0130
+ red,circle,true,16,13.8103,2.9010
+ red,square,false,48,77.5542,7.4670
+ purple,triangle,false,51,81.2290,8.5910
+ red,square,false,64,77.1991,9.5310
+ purple,triangle,false,65,80.1405,5.8240
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ purple,square,false,91,72.3735,8.2430
+
      +
      +
       $ mlr --icsv --opprint cat example.csv
+ color  shape    flag  index quantity rate
+ yellow triangle true  11    43.6498  9.8870
+ red    square   true  15    79.2778  0.0130
+ red    circle   true  16    13.8103  2.9010
+ red    square   false 48    77.5542  7.4670
+ purple triangle false 51    81.2290  8.5910
+ red    square   false 64    77.1991  9.5310
+ purple triangle false 65    80.1405  5.8240
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+
      +
      +

      If you run into issues on these checks, please check out the resources on the Community page for help.

      +
      +
      +

      Miller verbs

      +

      Let’s take a quick look at some of the most useful Miller verbs – file-format-aware, name-index-empowered equivalents of standard system comments.

      +

      mlr cat is like cat – it passes the data through unmodified:

      +
       $ mlr --csv cat example.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ red,square,true,15,79.2778,0.0130
+ red,circle,true,16,13.8103,2.9010
+ red,square,false,48,77.5542,7.4670
+ purple,triangle,false,51,81.2290,8.5910
+ red,square,false,64,77.1991,9.5310
+ purple,triangle,false,65,80.1405,5.8240
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ purple,square,false,91,72.3735,8.2430
+
      +
      +

      but it can also do format conversion (here, you can pretty-print in tabular format):

      +
       $ mlr --icsv --opprint cat example.csv
+ color  shape    flag  index quantity rate
+ yellow triangle true  11    43.6498  9.8870
+ red    square   true  15    79.2778  0.0130
+ red    circle   true  16    13.8103  2.9010
+ red    square   false 48    77.5542  7.4670
+ purple triangle false 51    81.2290  8.5910
+ red    square   false 64    77.1991  9.5310
+ purple triangle false 65    80.1405  5.8240
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+
      +
      +
       $ mlr --icsv --ojson cat example.csv
+ {
+   "color": "yellow",
+   "shape": "triangle",
+   "flag": true,
+   "index": 11,
+   "quantity": 43.6498,
+   "rate": 9.8870
+ }
+ {
+   "color": "red",
+   "shape": "square",
+   "flag": true,
+   "index": 15,
+   "quantity": 79.2778,
+   "rate": 0.0130
+ }
+ {
+   "color": "red",
+   "shape": "circle",
+   "flag": true,
+   "index": 16,
+   "quantity": 13.8103,
+   "rate": 2.9010
+ }
+ {
+   "color": "red",
+   "shape": "square",
+   "flag": false,
+   "index": 48,
+   "quantity": 77.5542,
+   "rate": 7.4670
+ }
+ {
+   "color": "purple",
+   "shape": "triangle",
+   "flag": false,
+   "index": 51,
+   "quantity": 81.2290,
+   "rate": 8.5910
+ }
+ {
+   "color": "red",
+   "shape": "square",
+   "flag": false,
+   "index": 64,
+   "quantity": 77.1991,
+   "rate": 9.5310
+ }
+ {
+   "color": "purple",
+   "shape": "triangle",
+   "flag": false,
+   "index": 65,
+   "quantity": 80.1405,
+   "rate": 5.8240
+ }
+ {
+   "color": "yellow",
+   "shape": "circle",
+   "flag": true,
+   "index": 73,
+   "quantity": 63.9785,
+   "rate": 4.2370
+ }
+ {
+   "color": "yellow",
+   "shape": "circle",
+   "flag": true,
+   "index": 87,
+   "quantity": 63.5058,
+   "rate": 8.3350
+ }
+ {
+   "color": "purple",
+   "shape": "square",
+   "flag": false,
+   "index": 91,
+   "quantity": 72.3735,
+   "rate": 8.2430
+ }
+
      +
      +

      mlr head and mlr tail count records rather than lines. Whether you’re getting the first few records or the last few, the CSV header is included either way:

      +
       $ mlr --csv head -n 4 example.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ red,square,true,15,79.2778,0.0130
+ red,circle,true,16,13.8103,2.9010
+ red,square,false,48,77.5542,7.4670
+
      +
      +
       $ mlr --csv tail -n 4 example.csv
+ color,shape,flag,index,quantity,rate
+ purple,triangle,false,65,80.1405,5.8240
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+ purple,square,false,91,72.3735,8.2430
+
      +
      +

      You can sort on a single field:

      +
       $ mlr --icsv --opprint sort -f shape example.csv
+ color  shape    flag  index quantity rate
+ red    circle   true  16    13.8103  2.9010
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ red    square   true  15    79.2778  0.0130
+ red    square   false 48    77.5542  7.4670
+ red    square   false 64    77.1991  9.5310
+ purple square   false 91    72.3735  8.2430
+ yellow triangle true  11    43.6498  9.8870
+ purple triangle false 51    81.2290  8.5910
+ purple triangle false 65    80.1405  5.8240
+
      +
      +

      You can sort primarily alphabetically on one field, then secondarily numerically descending on another field:

      +
       $ mlr --icsv --opprint sort -f shape -nr index example.csv
+ color  shape    flag  index quantity rate
+ yellow circle   true  87    63.5058  8.3350
+ yellow circle   true  73    63.9785  4.2370
+ red    circle   true  16    13.8103  2.9010
+ purple square   false 91    72.3735  8.2430
+ red    square   false 64    77.1991  9.5310
+ red    square   false 48    77.5542  7.4670
+ red    square   true  15    79.2778  0.0130
+ purple triangle false 65    80.1405  5.8240
+ purple triangle false 51    81.2290  8.5910
+ yellow triangle true  11    43.6498  9.8870
+
      +
      +

      If there are fields you don’t want to see in your data, you can use cut to keep only the ones you want, in the same order they appeared in the input data:

      +
       $ mlr --icsv --opprint cut -f flag,shape example.csv
+ shape    flag
+ triangle true
+ square   true
+ circle   true
+ square   false
+ triangle false
+ square   false
+ triangle false
+ circle   true
+ circle   true
+ square   false
+
      +
      +

      You can also use cut -o to keep specified fields, but in your preferred order:

      +
       $ mlr --icsv --opprint cut -o -f flag,shape example.csv
+ flag  shape
+ true  triangle
+ true  square
+ true  circle
+ false square
+ false triangle
+ false square
+ false triangle
+ true  circle
+ true  circle
+ false square
+
      +
      +

      You can use cut -x to omit fields you don’t care about:

      +
       $ mlr --icsv --opprint cut -x -f flag,shape example.csv
+ color  index quantity rate
+ yellow 11    43.6498  9.8870
+ red    15    79.2778  0.0130
+ red    16    13.8103  2.9010
+ red    48    77.5542  7.4670
+ purple 51    81.2290  8.5910
+ red    64    77.1991  9.5310
+ purple 65    80.1405  5.8240
+ yellow 73    63.9785  4.2370
+ yellow 87    63.5058  8.3350
+ purple 91    72.3735  8.2430
+
      +
      +

      You can use filter to keep only records you care about:

      +
       $ mlr --icsv --opprint filter '$color == "red"' example.csv
+ color shape  flag  index quantity rate
+ red   square true  15    79.2778  0.0130
+ red   circle true  16    13.8103  2.9010
+ red   square false 48    77.5542  7.4670
+ red   square false 64    77.1991  9.5310
+
      +
      +
       $ mlr --icsv --opprint filter '$color == "red" && $flag == 1' example.csv
+
      +
      +

      You can use put to create new fields which are computed from other fields:

      +
       $ mlr --icsv --opprint put '$ratio = $quantity / $rate; $color_shape = $color . "_" . $shape' example.csv
+ color  shape    flag  index quantity rate   ratio              color_shape
+ yellow triangle true  11    43.6498  9.8870 4.414868008496004  yellow_triangle
+ red    square   true  15    79.2778  0.0130 6098.292307692308  red_square
+ red    circle   true  16    13.8103  2.9010 4.760530851430541  red_circle
+ red    square   false 48    77.5542  7.4670 10.386259541984733 red_square
+ purple triangle false 51    81.2290  8.5910 9.455127458968688  purple_triangle
+ red    square   false 64    77.1991  9.5310 8.099790158430384  red_square
+ purple triangle false 65    80.1405  5.8240 13.760388049450551 purple_triangle
+ yellow circle   true  73    63.9785  4.2370 15.09995279679018  yellow_circle
+ yellow circle   true  87    63.5058  8.3350 7.619172165566886  yellow_circle
+ purple square   false 91    72.3735  8.2430 8.779995147397793  purple_square
+
      +
      +

      Even though Miller’s main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index. Use $[[3]] to access the name of field 3 or $[[[3]]] to access the value of field 3:

      +
       $ mlr --icsv --opprint put '$[[3]] = "NEW"' example.csv
+ color  shape    NEW   index quantity rate
+ yellow triangle true  11    43.6498  9.8870
+ red    square   true  15    79.2778  0.0130
+ red    circle   true  16    13.8103  2.9010
+ red    square   false 48    77.5542  7.4670
+ purple triangle false 51    81.2290  8.5910
+ red    square   false 64    77.1991  9.5310
+ purple triangle false 65    80.1405  5.8240
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+
      +
      +
       $ mlr --icsv --opprint put '$[[[3]]] = "NEW"' example.csv
+ color  shape    flag index quantity rate
+ yellow triangle NEW  11    43.6498  9.8870
+ red    square   NEW  15    79.2778  0.0130
+ red    circle   NEW  16    13.8103  2.9010
+ red    square   NEW  48    77.5542  7.4670
+ purple triangle NEW  51    81.2290  8.5910
+ red    square   NEW  64    77.1991  9.5310
+ purple triangle NEW  65    80.1405  5.8240
+ yellow circle   NEW  73    63.9785  4.2370
+ yellow circle   NEW  87    63.5058  8.3350
+ purple square   NEW  91    72.3735  8.2430
+
      +
      +

      You can find the full list of verbs at the Verbs reference page.

      +
      +
      +

      TBF

      +

      some simple then-chains – keep it simple

      +

      printing to files – keep it simple here too

      +
      +
      +

      Choices for printing to files

      +

      Often we want to print output to the screen. Miller does this by default, as we’ve seen in the previous examples.

      +

      Sometimes we want to print output to another file: just use > outputfilenamegoeshere at the end of your command:

      +
       % mlr --icsv --opprint cat example.csv > newfile.csv
+ # Output goes to the new file;
+ # nothing is printed to the screen.
+
      +
      +
       % cat newfile.csv
+ color  shape    flag index quantity rate
+ yellow triangle 1    11    43.6498  9.8870
+ red    square   1    15    79.2778  0.0130
+ red    circle   1    16    13.8103  2.9010
+ red    square   0    48    77.5542  7.4670
+ purple triangle 0    51    81.2290  8.5910
+ red    square   0    64    77.1991  9.5310
+ purple triangle 0    65    80.1405  5.8240
+ yellow circle   1    73    63.9785  4.2370
+ yellow circle   1    87    63.5058  8.3350
+ purple square   0    91    72.3735  8.2430
+
      +
      +

      Other times we just want our files to be changed in-place: just use mlr -I:

      +
       % cp example.csv newfile.txt
+
      +
      +
       % cat newfile.txt
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,1,11,43.6498,9.8870
+ red,square,1,15,79.2778,0.0130
+ red,circle,1,16,13.8103,2.9010
+ red,square,0,48,77.5542,7.4670
+ purple,triangle,0,51,81.2290,8.5910
+ red,square,0,64,77.1991,9.5310
+ purple,triangle,0,65,80.1405,5.8240
+ yellow,circle,1,73,63.9785,4.2370
+ yellow,circle,1,87,63.5058,8.3350
+ purple,square,0,91,72.3735,8.2430
+
      +
      +
       % mlr -I --icsv --opprint cat newfile.txt
+
      +
      +
       % cat newfile.txt
+ color  shape    flag index quantity rate
+ yellow triangle 1    11    43.6498  9.8870
+ red    square   1    15    79.2778  0.0130
+ red    circle   1    16    13.8103  2.9010
+ red    square   0    48    77.5542  7.4670
+ purple triangle 0    51    81.2290  8.5910
+ red    square   0    64    77.1991  9.5310
+ purple triangle 0    65    80.1405  5.8240
+ yellow circle   1    73    63.9785  4.2370
+ yellow circle   1    87    63.5058  8.3350
+ purple square   0    91    72.3735  8.2430
+
      +
      +

      Also using mlr -I you can bulk-operate on lots of files: e.g.:

      +
       mlr -I --csv cut -x -f unwanted_column_name *.csv
+
      +
      +

      If you like, you can first copy off your original data somewhere else, before doing in-place operations.

      +

      Lastly, using tee within put, you can split your input data into separate files per one or more field names:

      +
       $ mlr --csv --from example.csv put -q 'tee > $shape.".csv", $*'
+
      +
      +
       $ cat circle.csv
+ color,shape,flag,index,quantity,rate
+ red,circle,true,16,13.8103,2.9010
+ yellow,circle,true,73,63.9785,4.2370
+ yellow,circle,true,87,63.5058,8.3350
+
      +
      +
       $ cat square.csv
+ color,shape,flag,index,quantity,rate
+ red,square,true,15,79.2778,0.0130
+ red,square,false,48,77.5542,7.4670
+ red,square,false,64,77.1991,9.5310
+ purple,square,false,91,72.3735,8.2430
+
      +
      +
       $ cat triangle.csv
+ color,shape,flag,index,quantity,rate
+ yellow,triangle,true,11,43.6498,9.8870
+ purple,triangle,false,51,81.2290,8.5910
+ purple,triangle,false,65,80.1405,5.8240
+
      +
      +
      +
      +

      TBF

      +

      What’s a CSV file, really? It’s an array of rows, or records, each being a list of key-value pairs, or fields: for CSV it so happens that all the keys are shared in the header line and the values vary data line by data line.

      +

      For example, if you have:

      +
      shape,flag,index
+circle,1,24
+square,0,36
+
      +
      +

      then that’s a way of saying:

      +
      shape=circle,flag=1,index=24
+shape=square,flag=0,index=36
+
      +
      +

      Data written this way are called DKVP, for delimited key-value pairs.

      +

      We’ve also already seen other ways to write the same data:

      +
      CSV                               PPRINT                 JSON
+shape,flag,index                  shape  flag index      [
+circle,1,24                       circle 1    24           {
+square,0,36                       square 0    36             "shape": "circle",
+                                                             "flag": 1,
+                                                             "index": 24
+                                                           },
+DKVP                              XTAB                     {
+shape=circle,flag=1,index=24      shape circle               "shape": "square",
+shape=square,flag=0,index=36      flag  1                    "flag": 0,
+                                  index 24                   "index": 36
+                                                           }
+                                  shape square           ]
+                                  flag  0
+                                  index 36
+
      +
      +

      Anything we can do with CSV input data, we can do with any other format input data. And you can read from one format, do any record-processing, and output to the same format as the input, or to a different output format.

      +
      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/miller-on-windows.html b/docs6b/docs/_build/html/miller-on-windows.html new file mode 100644 index 000000000..b39ce6958 --- /dev/null +++ b/docs6b/docs/_build/html/miller-on-windows.html @@ -0,0 +1,90 @@ + + + + + + + + Miller on Windows — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Miller on Windows

      +
      + +
      + +
      + +
      +

      Miller on Windows

      +
      +

      Native builds as of Miller 6

      +

      Miller was originally developed for Unix-like operating systems including Linux and MacOS. Since the initial release of Miller in 2015, support for Windows has been partial. But as of version 6.0.0, Miller builds directly on Windows.

      +

      The experience is now almost the same as on Linux, NetBSD/FreeBSD, and MacOS.

      +

      MSYS2 is no longer required, although you can use Miller from within MSYS2 if you like. There is now simply a single mlr.exe, with no msys2.dll alongside anymore.

      +

      See Installation for how to get a copy of mlr.exe.

      +
      +
      +

      Setup

      +

      Simply place mlr.exe somewhere within your PATH variable.

      +_images/miller-windows.png +

      To use Miller from within MSYS2/Cygwin, also make sure mlr.exe is within the PATH variable.

      +_images/miller-msys.png +
      +
      +

      Differences

      +

      Output colorization doesn’t work on Windows, outside of MSYS2.

      +

      The Windows-support code within Miller makes effort to support Linux/Unix/MacOS-like command-line syntax including single-quoting of expressions for mlr put and mlr filter – and in the examples above, this often works. However, there are still some cases where more complex expressions aren’t successfully parsed from the Windows prompt, even though they are from MSYS2:

      +_images/miller-windows-complex.png +_images/miller-msys-complex.png +

      Single quotes with && or || inside are fundamentally unhandleable within Windows; there is nothing Miller can do here as the Windows command line is split before Miller ever receives it.

      +

      One workaround is to use MSYS2. Another workaround is to put more complex DSL expressions into a file:

      +_images/miller-windows-complex-workaround.png +

      A third workaround is to replace " with """, then ' with ":

      +_images/miller-windows-triple-double-quote.png +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/misc-examples.html b/docs6b/docs/_build/html/misc-examples.html new file mode 100644 index 000000000..31da46fac --- /dev/null +++ b/docs6b/docs/_build/html/misc-examples.html @@ -0,0 +1,328 @@ + + + + + + + + Miscellaneous examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Miscellaneous examples

      +
      + +
      + +
      + +
      +

      Miscellaneous examples

      +

      Column select:

      +
       mlr --csv cut -f hostname,uptime mydata.csv
+
      +
      +

      Add new columns as function of other columns:

      +
       mlr --nidx put '$sum = $7 < 0.0 ? 3.5 : $7 + 2.1*$8' *.dat
+
      +
      +

      Row filter:

      +
       mlr --csv filter '$status != "down" && $upsec >= 10000' *.csv
+
      +
      +

      Apply column labels and pretty-print:

      +
       grep -v '^#' /etc/group | mlr --ifs : --nidx --opprint label group,pass,gid,member then sort -f group
+
      +
      +

      Join multiple data sources on key columns:

      +
       mlr join -j account_id -f accounts.dat then group-by account_name balances.dat
+
      +
      +

      Mulltiple formats including JSON:

      +
       mlr --json put '$attr = sub($attr, "([0-9]+)_([0-9]+)_.*", "\1:\2")' data/*.json
+
      +
      +

      Aggregate per-column statistics:

      +
       mlr stats1 -a min,mean,max,p10,p50,p90 -f flag,u,v data/*
+
      +
      +

      Linear regression:

      +
       mlr stats2 -a linreg-pca -f u,v -g shape data/*
+
      +
      +

      Aggregate custom per-column statistics:

      +
       mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' data/*
+
      +
      +

      Iterate over data using DSL expressions:

      +
       mlr --from estimates.tbl put '
+   for (k,v in $*) {
+     if (is_numeric(v) && k =~ "^[t-z].*$") {
+       $sum += v; $count += 1
+     }
+   }
+   $mean = $sum / $count # no assignment if count unset
+ '
+
      +
      +

      Run DSL expressions from a script file:

      +
       mlr --from infile.dat put -f analyze.mlr
+
      +
      +

      Split/reduce output to multiple filenames:

      +
       mlr --from infile.dat put 'tee > "./taps/data-".$a."-".$b, $*'
+
      +
      +

      Compressed I/O:

      +
       mlr --from infile.dat put 'tee | "gzip > ./taps/data-".$a."-".$b.".gz", $*'
+
      +
      +

      Interoperate with other data-processing tools using standard pipes:

      +
       mlr --from infile.dat put -q '@v=$*; dump | "jq .[]"'
+
      +
      +

      Tap/trace:

      +
       mlr --from infile.dat put  '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}'
+
      +
      +
      +

      Program timing

      +

      This admittedly artificial example demonstrates using Miller time and stats functions to introspectively acquire some information about Miller’s own runtime. The delta function computes the difference between successive timestamps.

      +
      $ 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
+
      +
      +
      +
      +

      Showing differences between successive queries

      +

      Suppose you have a database query which you run at one point in time, producing the output on the left, then again later producing the output on the right:

      +
       cat data/previous_counters.csv
+ color,count
+ red,3472
+ blue,6838
+ orange,694
+ purple,12
+
      +
      +
       cat data/current_counters.csv
+ color,count
+ red,3467
+ orange,670
+ yellow,27
+ blue,6944
+
      +
      +

      And, suppose you want to compute the differences in the counters between adjacent keys. Since the color names aren’t all in the same order, nor are they all present on both sides, we can’t just paste the two files side-by-side and do some column-four-minus-column-two arithmetic.

      +

      First, rename counter columns to make them distinct:

      +
       mlr --csv rename count,previous_count data/previous_counters.csv > data/prevtemp.csv
+
      +
      +
       cat data/prevtemp.csv
+ color,previous_count
+ red,3472
+ blue,6838
+ orange,694
+ purple,12
+
      +
      +
       mlr --csv rename count,current_count data/current_counters.csv > data/currtemp.csv
+
      +
      +
       cat data/currtemp.csv
+ color,current_count
+ red,3467
+ orange,670
+ yellow,27
+ blue,6944
+
      +
      +

      Then, join on the key field(s), and use unsparsify to zero-fill counters absent on one side but present on the other. Use --ul and --ur to emit unpaired records (namely, purple on the left and yellow on the right):

      +
       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
+ color  previous_count current_count count_delta
+ red    3472           3467          -5
+ orange 694            670           -24
+ yellow 0              27            (error)
+ blue   6838           6944          106
+ purple 12             0             (error)
+
      +
      +
      +
      +

      Memoization with out-of-stream variables

      +

      The recursive function for the Fibonacci sequence is famous for its computational complexity. Namely, using f(0)=1, f(1)=1, f(n)=f(n-1)+f(n-2) for n>=2, the evaluation tree branches left as well as right at each non-trivial level, resulting in millions or more paths to the root 0/1 nodes for larger n. This program

      +
      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
+
      +
      +

      produces output like this:

      +
      i  o      fcount  seconds_delta
+1  1      1       0
+2  2      3       0.000039101
+3  3      5       0.000015974
+4  5      9       0.000019073
+5  8      15      0.000026941
+6  13     25      0.000036955
+7  21     41      0.000056028
+8  34     67      0.000086069
+9  55     109     0.000134945
+10 89     177     0.000217915
+11 144    287     0.000355959
+12 233    465     0.000506163
+13 377    753     0.000811815
+14 610    1219    0.001297235
+15 987    1973    0.001960993
+16 1597   3193    0.003417969
+17 2584   5167    0.006215811
+18 4181   8361    0.008294106
+19 6765   13529   0.012095928
+20 10946  21891   0.019592047
+21 17711  35421   0.031193972
+22 28657  57313   0.057254076
+23 46368  92735   0.080307961
+24 75025  150049  0.129482031
+25 121393 242785  0.213325977
+26 196418 392835  0.334423065
+27 317811 635621  0.605969906
+28 514229 1028457 0.971235037
+
      +
      +

      Note that the time it takes to evaluate the function is blowing up exponentially as the input argument increases. Using @-variables, which persist across records, we can cache and reuse the results of previous computations:

      +
      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
+
      +
      +

      with output like this:

      +
      i  o      fcount seconds_delta
+1  1      1      0
+2  2      3      0.000053883
+3  3      3      0.000035048
+4  5      3      0.000045061
+5  8      3      0.000014067
+6  13     3      0.000028849
+7  21     3      0.000028133
+8  34     3      0.000027895
+9  55     3      0.000014067
+10 89     3      0.000015020
+11 144    3      0.000012875
+12 233    3      0.000033140
+13 377    3      0.000014067
+14 610    3      0.000012875
+15 987    3      0.000029087
+16 1597   3      0.000013828
+17 2584   3      0.000013113
+18 4181   3      0.000012875
+19 6765   3      0.000013113
+20 10946  3      0.000012875
+21 17711  3      0.000013113
+22 28657  3      0.000013113
+23 46368  3      0.000015974
+24 75025  3      0.000012875
+25 121393 3      0.000013113
+26 196418 3      0.000012875
+27 317811 3      0.000013113
+28 514229 3      0.000012875
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/multi-join/input.csv b/docs6b/docs/_build/html/multi-join/input.csv new file mode 100644 index 000000000..0c813110d --- /dev/null +++ b/docs6b/docs/_build/html/multi-join/input.csv @@ -0,0 +1,9 @@ +id,task +10,chop +20,puree +20,wash +30,fold +10,bake +20,mix +10,knead +30,clean diff --git a/docs6b/docs/_build/html/multi-join/name-lookup.csv b/docs6b/docs/_build/html/multi-join/name-lookup.csv new file mode 100644 index 000000000..121f6ef6c --- /dev/null +++ b/docs6b/docs/_build/html/multi-join/name-lookup.csv @@ -0,0 +1,4 @@ +id,name +30,Alice +10,Bob +20,Carol diff --git a/docs6b/docs/_build/html/multi-join/status-lookup.csv b/docs6b/docs/_build/html/multi-join/status-lookup.csv new file mode 100644 index 000000000..40f7735be --- /dev/null +++ b/docs6b/docs/_build/html/multi-join/status-lookup.csv @@ -0,0 +1,4 @@ +id,status +30,occupied +10,idle +20,idle diff --git a/docs6b/docs/_build/html/new-in-miller-6.html b/docs6b/docs/_build/html/new-in-miller-6.html new file mode 100644 index 000000000..08b5455a4 --- /dev/null +++ b/docs6b/docs/_build/html/new-in-miller-6.html @@ -0,0 +1,188 @@ + + + + + + + + What’s new in Miller 6 — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      What’s new in Miller 6

      +
      + +
      + +
      + +
      +

      What’s new in Miller 6

      +

      See also the list of issues tagged with go-port.

      +
      +

      Documentation improvements

      +

      Documentation (what you’re reading here) and on-line help (mlr --help) have been completely reworked.

      +

      In the initial release, the focus was convincing users already familiar with +awk/grep/cut that Miller was a viable option. Over time it’s become +clear that many users aren’t expert with these. The focus has shifted toward a +higher quantity of more introductory/accessible material for command-line data +processing.

      +

      Similarly, the FAQ/recipe material has been expanded to include more, and simpler, +use-cases including resolved questions from +https://github.com/johnkerl/miller/issues and +https://github.com/johnkerl/miller/discussions. More complex/niche material has +been pushed farther down. The long reference pages have been split up into +separate pages.

      +

      Since CSV is overwhelmingly the most popular data format for Miller, it is +now discussed first, and more examples use CSV.

      +
      +
      +

      JSON support, and arrays

      +

      Arrays are now supported in Miller’s put/filter programming language, +as described at Reference: arrays. Also, array is now a keyword +so this is no longer usable as a local-variable or UDF name.

      +

      JSON support is improved:

      +
        +

      • Direct support for arrays means that you can now use Miller to process more JSON files.

        • +

      • Streamable JSON parsing: Miller’s internal record-processing pipeline starts as soon as the first record is read (which was already the case for other file formats). This means that, unless records are wrapped with outermost [...], Miller now handles JSON in tail -f contexts like it does for other file formats.

        • +

      • Flatten/unflatten – TODO pick a name and link to a separate page/section

        • +
      +
      +
      +

      Improved Windows experience

      +

      Stronger support for Windows (with or without MSYS2), with a couple of +exceptions. See Miller on Windows for more information.

      +

      Binaries are reliably available using GitHub Actions: see also Installation.

      +
      +
      +

      In-process support for compressed input

      +

      In addition to --prepipe gunzip, you can now use the --gzin flag. In +fact, if your files end in .gz you don’t even need to do that – Miller +will autodetect by file extension and automatically uncompress mlr --csv cat +foo.csv.gz. Similarly for .z and .bz2 files. Please see section +[TODO:linkify] for more information.

      +
      +
      +

      Output colorization

      +

      Miller uses separate, customizable colors for keys and values whenever the output is to a terminal. See Output colorization.

      +
      +
      +

      Improved numeric conversion

      +

      The most central part of Miller 6 is a deep refactor of how data values are parsed +from file contents, how types are inferred, and how they’re converted back to +text into output files.

      +

      This was all initiated by https://github.com/johnkerl/miller/issues/151.

      +

      In Miller 5 and below, all values were stored as strings, then only converted +to int/float as-needed, for example when a particular field was referenced in +the stats1 or put verbs. This led to awkwardnesses such as the -S +and -F flags for put and filter.

      +

      In Miller 6, things parseable as int/float are treated as such from the moment +the input data is read, and these are passed along through the verb chain. All +values are typed from when they’re read, and their types are passed along. +Meanwhile the original string representation of each value is also retained. If +a numeric field isn’t modified during the processing chain, it’s printed out +the way it arrived. Also, quoted values in JSON strings are flagged as being +strings throughout the processing chain.

      +

      For example (see https://github.com/johnkerl/miller/issues/178) you can now do

      +
       echo '{ "a": "0123" }' | mlr --json cat
+ {
+   "a": "0123"
+ }
+
      +
      +
       echo '{ "x": 1.230, "y": 1.230000000 }' | mlr --json cat
+ {
+   "x": 1.230,
+   "y": 1.230000000
+ }
+
      +
      +
      +
      +

      REPL

      +

      Miller now has a read-evaluate-print-loop (The REPL) where you can single-step through your data-file record, express arbitrary statements to converse with the data, etc.

      +
      +
      +

      New DSL functions / operators

      + +
      +
      +

      Improved command-line parsing

      +

      Miller 6 has getoptish command-line parsing (https://github.com/johnkerl/miller/pull/467):

      +
        +

      • -xyz expands automatically to -x -y -z, so (for example) mlr cut -of shape,flag is the same as mlr cut -o -f shape,flag.

        • +

      • --foo=bar expands automatically to --foo bar, so (for example) mlr --ifs=comma is the same as mlr --ifs comma.

        • +

      • --mfrom, --load, --mload as described at [TODO:linkify].

        • +
      +
      +
      +

      Improved error messages for DSL parsing

      +

      For mlr put and mlr filter, parse-error messages now include location information:

      +
      mlr: cannot parse DSL expression.
+Parse error on token ">" at line 63 columnn 7.
+
      +
      +
      +
      +

      Developer-specific aspects

      + +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/ngrams/gsl-2000.txt b/docs6b/docs/_build/html/ngrams/gsl-2000.txt new file mode 100644 index 000000000..1c173107e --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/gsl-2000.txt @@ -0,0 +1,2283 @@ +the +be +of +and +a +to +in +he +have +it +that +for +they +I +with +as +not +on +she +at +by +this +we +you +do +but +from +or +which +one +would +all +will +there +say +who +make +when +can +more +if +no +man +out +other +so +what +time +up +go +about +than +into +could +state +only +new +year +some +take +come +these +know +see +use +get +like +then +first +any +work +now +may +such +give +over +think +most +even +find +day +also +after +way +many +must +look +before +great +back +through +long +where +much +should +well +people +down +own +just +because +good +each +those +feel +seem +how +high +too +place +little +world +very +still +nation +hand +old +life +tell +write +become +here +show +house +both 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+value +second +why +clear +expect +family +complete +act +sense +mind +experience +art +next +near +direct +car +law +industry +important +girl +god +several +matter +usual +rather +per +often +kind +among +white +reason +action +return +foot +care +simple +within +love +human +along +appear +doctor +believe +speak +active +student +month +drive +concern +best +door +hope +example +inform +body +ever +least +probable +understand +reach +effect +different +idea +whole +control +condition +field +pass +fall +note +special +talk +particular +today +measure +walk +teach +low +hour +type +carry +rate +remain +full +street +easy +although +record +sit +determine +level +local +sure +receive +thus +moment +spirit +train +college +religion +perhaps +music +grow +free +cause +serve +age +book +board +recent +sound +office +cut +step +class +true +history +position +above +strong +friend +necessary +add +court +deal +tax +support +party +whether +either +land +material +happen +education +death 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+fright +indoor +flour +actress +congratulation +ounce +fry +everlasting +goat +ink +disappearance +reproduction +thicken +avoidance +spoon +strap +deceive +lengthen +revenge +correction +descendant +hesitation +spade +basin +weed +omission +old-fashioned +bicycle +breadth +photography +coward +mat +rejoice +cheat +congratulate +discomfort +enclosure +attentive +paw +overflow +dissatisfy +multiplication +whichever +tidy +bribe +mend +stocking +feast +nuisance +thorn +tame +inclusive +homemade +handwriting +chalk +sour +slippery +procession +ripen +jealous +jealousy +liar +homecoming +barber +whiten +berry +lighten +pigeon +hinder +bravery +baggage +noun +amongst +grammar +cultivation +companionship +rubbish +modesty +woolen +deepen +pastry +cupboard +quart +canal +notebook +deceit +parcel +brighten +moderation +punctual +hurrah +lipstick +uppermost +fatten +conqueror +hindrance +cowardice +obedient +saucer +madden +scold +weekday +rotten +disrespect +widower +deafen +donkey +businesslike +motherhood +sadden +handshake +calculator +headdress +scissors +translator +possessor +shilling +redden +motherly +whose +cultivator +whom +homework +electrician +oar +bribery +sweeten +sow +pronunciation +beak +plural diff --git a/docs6b/docs/_build/html/ngrams/mkv.mlr b/docs6b/docs/_build/html/ngrams/mkv.mlr new file mode 100644 index 000000000..a3c29f0cf --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/mkv.mlr @@ -0,0 +1,83 @@ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 1) { + str a = substr(v, 0, 0); + @a_histo[a] += 1; + for (int i = 0; i < n-1; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + @ab_histo[a][b] += 1; + } + } +} + +end { + num a_sum = 0; + for (a, na in @a_histo) { + a_sum += na; + } + num a_cumu = 0.0; + for (a, na in @a_histo) { + num a_p = @a_histo[a] / a_sum; + a_cumu += a_p; + @a_pmf[a] = a_p; + @a_cmf[a] += a_cumu; + } + + for (a in @ab_histo) { + num ab_sum = 0.0; + for (b, nab in @ab_histo[a]) { + ab_sum += nab; + } + num ab_cumu = 0.0; + for (b, _ in @ab_histo[a]) { + num ab_p = @ab_histo[a][b] / ab_sum; + ab_cumu += ab_p; + @ab_pmf[a][b] = ab_p; + @ab_cmf[a][b] = ab_cumu; + } + } + + #dump; + + for (int oi = 0; oi < @ocount; oi += 1) { + oa_u = urand(); + oa = "?"; + for (a, c in @a_cmf) { + if (oa_u < c) { + oa = a; + break; + } + } + str out = oa; + for (int i = 1; i < @olen; i += 1) { + num ab_u = urand(); + ob = "???"; + for (b, c in @ab_cmf[oa]) { + #print "BC ".b.c; + if (ab_u < c) { + ob = b; + break; + } + } + if (ob == "???") { + break; + } + out .= ob; + oa = ob; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/mkv3.mlr b/docs6b/docs/_build/html/ngrams/mkv3.mlr new file mode 100644 index 000000000..7cc41ae51 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/mkv3.mlr @@ -0,0 +1,125 @@ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 2) { + str a = substr(v, 0, 0); + @a_histo[a] += 1; + + str b = substr(v, 1, 1); + @ab_histo[a][b] += 1; + + for (int i = 0; i < n-2; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + @abc_histo[a][b][c] += 1; + } + } +} + +end { + + num a_sum = 0; + for (a, na in @a_histo) { + a_sum += na; + } + num a_cumu = 0.0; + for (a, _ in @a_histo) { + num a_p = @a_histo[a] / a_sum; + a_cumu += a_p; + @a_pmf[a] = a_p; + @a_cmf[a] += a_cumu; + } + + for (a in @ab_histo) { + + num ab_sum = 0.0; + for (b, nab in @ab_histo[a]) { + ab_sum += nab; + } + num ab_cumu = 0.0; + for (b, _ in @ab_histo[a]) { + num ab_p = @ab_histo[a][b] / ab_sum; + ab_cumu += ab_p; + @ab_pmf[a][b] = ab_p; + @ab_cmf[a][b] = ab_cumu; + } + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + + num abc_sum = 0.0; + for (c, nabc in @abc_histo[a][b]) { + abc_sum += nabc; + } + num abc_cumu = 0.0; + for (c, _ in @abc_histo[a][b]) { + num abc_p = @abc_histo[a][b][c] / abc_sum; + abc_cumu += abc_p; + @abc_pmf[a][b][c] = abc_p; + @abc_cmf[a][b][c] = abc_cumu; + } + } + } + + #dump; + + for (int oi = 0; oi < @ocount; oi += 1) { + oa_u = urand(); + oa = "?"; + for (a, c in @a_cmf) { + oa = a; + if (oa_u < c) { + break; + } + } + str out = oa; + + ob_u = urand(); + ob = "?"; + for (b, c in @ab_cmf[oa]) { + ob = b; + if (ob_u < c) { + break; + } + } + out .= ob; + + for (int i = 2; i < @olen; i += 1) { + num abc_u = urand(); + str oc = "???"; + #print; + #print "i=".i; + #print "oa = ".oa." ob = ".ob; + for (c, d in @abc_cmf[oa][ob]) { + #print "d = ".d; + oc = c; + if (abc_u < d) { + break; + } + } + if (oc == "???") { + break; + } + #print "i=".i.",oa=".oa.",ob=".ob.",oc=".oc; + #print "oc = ".oc; + out .= oc; + oa = ob; + ob = oc; + } + print out; + + } +} diff --git a/docs6b/docs/_build/html/ngrams/mkv4.mlr b/docs6b/docs/_build/html/ngrams/mkv4.mlr new file mode 100644 index 000000000..0806c454e --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/mkv4.mlr @@ -0,0 +1,155 @@ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 3) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + str c = substr(v, 2, 2); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + @abc_histo[a][b][c] += 1; + + for (int i = 0; i < n-3; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + str d = substr(v, i+3, i+3); + @abcd_histo[a][b][c][d] += 1; + } + } +} + +end { + + num a_sum = 0; + for (a, na in @a_histo) { + a_sum += na; + } + num a_cumu = 0.0; + for (a, _ in @a_histo) { + num a_p = @a_histo[a] / a_sum; + a_cumu += a_p; + @a_pmf[a] = a_p; + @a_cmf[a] += a_cumu; + } + + for (a in @ab_histo) { + num ab_sum = 0.0; + for (b, nab in @ab_histo[a]) { + ab_sum += nab; + } + num ab_cumu = 0.0; + for (b, _ in @ab_histo[a]) { + num ab_p = @ab_histo[a][b] / ab_sum; + ab_cumu += ab_p; + @ab_pmf[a][b] = ab_p; + @ab_cmf[a][b] = ab_cumu; + } + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + num abc_sum = 0.0; + for (c, nabc in @abc_histo[a][b]) { + abc_sum += nabc; + } + num abc_cumu = 0.0; + for (c, _ in @abc_histo[a][b]) { + num abc_p = @abc_histo[a][b][c] / abc_sum; + abc_cumu += abc_p; + @abc_pmf[a][b][c] = abc_p; + @abc_cmf[a][b][c] = abc_cumu; + } + } + } + + for (a in @abcd_histo) { + for (b in @abcd_histo[a]) { + for (c in @abcd_histo[a][b]) { + num abcd_sum = 0.0; + for (d, n in @abcd_histo[a][b][c]) { + abcd_sum += n; + } + num abcd_cumu = 0.0; + for (d, _ in @abcd_histo[a][b][c]) { + num abcd_p = @abcd_histo[a][b][c][d] / abcd_sum; + abcd_cumu += abcd_p; + @abcd_pmf[a][b][c][d] = abcd_p; + @abcd_cmf[a][b][c][d] = abcd_cumu; + } + } + } + } + + #dump; + + for (int oi = 0; oi < @ocount; oi += 1) { + oa_u = urand(); + oa = "?"; + for (a, c in @a_cmf) { + oa = a; + if (oa_u < c) { + break; + } + } + str out = oa; + + ob_u = urand(); + ob = "?"; + for (b, c in @ab_cmf[oa]) { + ob = b; + if (ob_u < c) { + break; + } + } + out .= ob; + + oc_u = urand(); + oc = "?"; + for (c, d in @abc_cmf[oa][ob]) { + oc = c; + if (oc_u < d) { + break; + } + } + out .= oc; + + for (int i = 3; i < @olen; i += 1) { + num abcd_u = urand(); + str od = "???"; + #print; + #print "i=".i; + #print "oa = ".oa." ob = ".ob; + for (d, e in @abcd_cmf[oa][ob][oc]) { + od = d; + if (abcd_u < e) { + break; + } + } + if (od == "???") { + break; + } + #print "i=".i.",oa=".oa.",ob=".ob.",oc=".oc; + #print "oc = ".oc; + out .= od; + oa = ob; + ob = oc; + oc = od; + } + #print "U IS ".oa_u; + #print "A IS ".oa; + print out; + + } +} diff --git a/docs6b/docs/_build/html/ngrams/mkv5.mlr b/docs6b/docs/_build/html/ngrams/mkv5.mlr new file mode 100644 index 000000000..cdb307bd2 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/mkv5.mlr @@ -0,0 +1,183 @@ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 4) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + str c = substr(v, 2, 2); + str d = substr(v, 3, 3); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + @abc_histo[a][b][c] += 1; + @abcd_histo[a][b][c][d] += 1; + + for (int i = 0; i < n-4; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + str d = substr(v, i+3, i+3); + str e = substr(v, i+4, i+4); + @abcde_histo[a][b][c][d][e] += 1; + } + } +} + +end { + + num a_sum = 0; + for (a, na in @a_histo) { + a_sum += na; + } + num a_cumu = 0.0; + for (a, _ in @a_histo) { + num a_p = @a_histo[a] / a_sum; + a_cumu += a_p; + @a_pmf[a] = a_p; + @a_cmf[a] += a_cumu; + } + + for (a in @ab_histo) { + num ab_sum = 0.0; + for (b, nab in @ab_histo[a]) { + ab_sum += nab; + } + num ab_cumu = 0.0; + for (b, _ in @ab_histo[a]) { + num ab_p = @ab_histo[a][b] / ab_sum; + ab_cumu += ab_p; + @ab_pmf[a][b] = ab_p; + @ab_cmf[a][b] = ab_cumu; + } + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + num abc_sum = 0.0; + for (c, nabc in @abc_histo[a][b]) { + abc_sum += nabc; + } + num abc_cumu = 0.0; + for (c, _ in @abc_histo[a][b]) { + num abc_p = @abc_histo[a][b][c] / abc_sum; + abc_cumu += abc_p; + @abc_pmf[a][b][c] = abc_p; + @abc_cmf[a][b][c] = abc_cumu; + } + } + } + + for (a in @abcd_histo) { + for (b in @abcd_histo[a]) { + for (c in @abcd_histo[a][b]) { + num abcd_sum = 0.0; + for (d, n in @abcd_histo[a][b][c]) { + abcd_sum += n; + } + num abcd_cumu = 0.0; + for (d, _ in @abcd_histo[a][b][c]) { + num abcd_p = @abcd_histo[a][b][c][d] / abcd_sum; + abcd_cumu += abcd_p; + @abcd_pmf[a][b][c][d] = abcd_p; + @abcd_cmf[a][b][c][d] = abcd_cumu; + } + } + } + } + + for (a in @abcde_histo) { + for (b in @abcde_histo[a]) { + for (c in @abcde_histo[a][b]) { + for (d in @abcde_histo[a][b][c]) { + num abcde_sum = 0.0; + for (e, n in @abcde_histo[a][b][c][d]) { + abcde_sum += n; + } + num abcde_cumu = 0.0; + for (e, _ in @abcde_histo[a][b][c][d]) { + num abcde_p = @abcde_histo[a][b][c][d][e] / abcde_sum; + abcde_cumu += abcde_p; + @abcde_pmf[a][b][c][d][e] = abcde_p; + @abcde_cmf[a][b][c][d][e] = abcde_cumu; + } + } + } + } + } + + #dump; + + for (int oi = 0; oi < @ocount; oi += 1) { + + oa_u = urand(); + oa = "?"; + for (a, c in @a_cmf) { + oa = a; + if (oa_u < c) { + break; + } + } + str out = oa; + + ob_u = urand(); + ob = "?"; + for (b, c in @ab_cmf[oa]) { + ob = b; + if (ob_u < c) { + break; + } + } + out .= ob; + + oc_u = urand(); + oc = "?"; + for (c, d in @abc_cmf[oa][ob]) { + oc = c; + if (oc_u < d) { + break; + } + } + out .= oc; + + od_u = urand(); + od = "?"; + for (d, e in @abcd_cmf[oa][ob][oc]) { + od = d; + if (od_u < e) { + break; + } + } + out .= od; + + for (int i = 4; i < @olen; i += 1) { + num abcde_u = urand(); + str oe = "???"; + for (e, f in @abcde_cmf[oa][ob][oc][od]) { + oe = e; + if (abcde_u < f) { + break; + } + } + if (oe == "???") { + break; + } + out .= oe; + oa = ob; + ob = oc; + oc = od; + od = oe; + } + print out; + + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng1 b/docs6b/docs/_build/html/ngrams/ng1 new file mode 100644 index 000000000..8a865742e --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng1 @@ -0,0 +1,2 @@ +ourdir=$(dirname $0) +mlr --nidx --from $ourdir/gsl-2000.txt put -q -f $ourdir/ngfuncs.mlr -f $ourdir/ng1.mlr diff --git a/docs6b/docs/_build/html/ngrams/ng1.mlr b/docs6b/docs/_build/html/ngrams/ng1.mlr new file mode 100644 index 000000000..4b9fc8496 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng1.mlr @@ -0,0 +1,39 @@ +# ================================================================ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + for (int i = 0; i < n; i += 1) { + str a = substr(v, i, i); + @a_histo[a] += 1; + } +} + +# ================================================================ +end { + # Define this in this scope else it'll be scoped to the for-loop. + map a_cmf = compute_cmf_from_histo(@a_histo); + + for (int oi = 0; oi < @ocount; oi += 1) { + str out = ""; + for (int i = 0; i < @olen; i += 1) { + str oa = sample_from_cmf(a_cmf); + if (oa == "") { + break; + } + out .= oa; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng1.mlr.txt b/docs6b/docs/_build/html/ngrams/ng1.mlr.txt new file mode 100644 index 000000000..29b27f15a --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng1.mlr.txt @@ -0,0 +1,39 @@ +# ================================================================ +begin { + if (isabsent(@olen)) { + @olen = 16; + } + if (isabsent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + for (int i = 0; i < n; i += 1) { + str a = substr(v, i, i); + @a_histo[a] += 1; + } +} + +# ================================================================ +end { + # Define this in this scope else it'll be scoped to the for-loop. + map a_cmf = compute_cmf_from_histo(@a_histo); + + for (int oi = 0; oi < @ocount; oi += 1) { + str out = ""; + for (int i = 0; i < @olen; i += 1) { + str oa = sample_from_cmf(a_cmf); + if (oa == "") { + break; + } + out .= oa; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng2 b/docs6b/docs/_build/html/ngrams/ng2 new file mode 100644 index 000000000..0707ef0fa --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng2 @@ -0,0 +1,2 @@ +ourdir=$(dirname $0) +mlr --nidx --from $ourdir/gsl-2000.txt put -q -f $ourdir/ngfuncs.mlr -f $ourdir/ng2.mlr diff --git a/docs6b/docs/_build/html/ngrams/ng2.mlr b/docs6b/docs/_build/html/ngrams/ng2.mlr new file mode 100644 index 000000000..8cbf3ceb6 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng2.mlr @@ -0,0 +1,52 @@ +# ================================================================ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 1) { + str a = substr(v, 0, 0); + @a_histo[a] += 1; + + for (int i = 0; i < n-1; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + @ab_histo[a][b] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define this in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str out = oa; + + for (int i = 1; i < @olen; i += 1) { + str ob = sample_from_cmf(ab_cmf[oa]); + if (ob == "") { + break; + } + out .= ob; + oa = ob; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng2.mlr.txt b/docs6b/docs/_build/html/ngrams/ng2.mlr.txt new file mode 100644 index 000000000..16981727d --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng2.mlr.txt @@ -0,0 +1,52 @@ +# ================================================================ +begin { + if (isabsent(@olen)) { + @olen = 16; + } + if (isabsent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 1) { + str a = substr(v, 0, 0); + @a_histo[a] += 1; + + for (int i = 0; i < n-1; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + @ab_histo[a][b] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define this in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str out = oa; + + for (int i = 1; i < @olen; i += 1) { + str ob = sample_from_cmf(ab_cmf[oa]); + if (ob == "") { + break; + } + out .= ob; + oa = ob; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng3 b/docs6b/docs/_build/html/ngrams/ng3 new file mode 100644 index 000000000..1755db5ba --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng3 @@ -0,0 +1,2 @@ +ourdir=$(dirname $0) +mlr --nidx --from $ourdir/gsl-2000.txt put -q -f $ourdir/ngfuncs.mlr -f $ourdir/ng3.mlr diff --git a/docs6b/docs/_build/html/ngrams/ng3.mlr b/docs6b/docs/_build/html/ngrams/ng3.mlr new file mode 100644 index 000000000..057b9b233 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng3.mlr @@ -0,0 +1,64 @@ +# ================================================================ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 2) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + + for (int i = 0; i < n-2; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + @abc_histo[a][b][c] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define these in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + map abc_cmf = {}; + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + abc_cmf[a][b] = compute_cmf_from_histo(@abc_histo[a][b]); + } + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str ob = sample_from_cmf(ab_cmf[oa]); + str out = oa . ob; + + for (int i = 2; i < @olen; i += 1) { + str oc = sample_from_cmf(abc_cmf[oa][ob]); + if (oc == "") { + break; + } + out .= oc; + oa = ob; + ob = oc; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng3.mlr.txt b/docs6b/docs/_build/html/ngrams/ng3.mlr.txt new file mode 100644 index 000000000..afe32a3db --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng3.mlr.txt @@ -0,0 +1,64 @@ +# ================================================================ +begin { + if (isabsent(@olen)) { + @olen = 16; + } + if (isabsent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 2) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + + for (int i = 0; i < n-2; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + @abc_histo[a][b][c] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define these in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + map abc_cmf = {}; + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + abc_cmf[a][b] = compute_cmf_from_histo(@abc_histo[a][b]); + } + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str ob = sample_from_cmf(ab_cmf[oa]); + str out = oa . ob; + + for (int i = 2; i < @olen; i += 1) { + str oc = sample_from_cmf(abc_cmf[oa][ob]); + if (oc == "") { + break; + } + out .= oc; + oa = ob; + ob = oc; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng4 b/docs6b/docs/_build/html/ngrams/ng4 new file mode 100644 index 000000000..b80213025 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng4 @@ -0,0 +1,2 @@ +ourdir=$(dirname $0) +mlr --nidx --from $ourdir/gsl-2000.txt put -q -f $ourdir/ngfuncs.mlr -f $ourdir/ng4.mlr diff --git a/docs6b/docs/_build/html/ngrams/ng4.mlr b/docs6b/docs/_build/html/ngrams/ng4.mlr new file mode 100644 index 000000000..8af2a3961 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng4.mlr @@ -0,0 +1,79 @@ +# ================================================================ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 3) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + str c = substr(v, 2, 2); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + @abc_histo[a][b][c] += 1; + + for (int i = 0; i < n-3; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + str d = substr(v, i+3, i+3); + @abcd_histo[a][b][c][d] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define these in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + map abc_cmf = {}; + map abcd_cmf = {}; + + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + abc_cmf[a][b] = compute_cmf_from_histo(@abc_histo[a][b]); + } + } + + for (a in @abcd_histo) { + for (b in @abcd_histo[a]) { + for (c in @abcd_histo[a][b]) { + abcd_cmf[a][b][c] = compute_cmf_from_histo(@abcd_histo[a][b][c]); + } + } + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str ob = sample_from_cmf(ab_cmf[oa]); + str oc = sample_from_cmf(abc_cmf[oa][ob]); + str out = oa . ob . oc; + + for (int i = 3; i < @olen; i += 1) { + str od = sample_from_cmf(abcd_cmf[oa][ob][oc]); + if (od == "") { + break; + } + out .= od; + oa = ob; + ob = oc; + oc = od; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng4.mlr.txt b/docs6b/docs/_build/html/ngrams/ng4.mlr.txt new file mode 100644 index 000000000..5641ee7e2 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng4.mlr.txt @@ -0,0 +1,79 @@ +# ================================================================ +begin { + if (isabsent(@olen)) { + @olen = 16; + } + if (isabsent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 3) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + str c = substr(v, 2, 2); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + @abc_histo[a][b][c] += 1; + + for (int i = 0; i < n-3; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + str d = substr(v, i+3, i+3); + @abcd_histo[a][b][c][d] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define these in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + map abc_cmf = {}; + map abcd_cmf = {}; + + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + abc_cmf[a][b] = compute_cmf_from_histo(@abc_histo[a][b]); + } + } + + for (a in @abcd_histo) { + for (b in @abcd_histo[a]) { + for (c in @abcd_histo[a][b]) { + abcd_cmf[a][b][c] = compute_cmf_from_histo(@abcd_histo[a][b][c]); + } + } + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str ob = sample_from_cmf(ab_cmf[oa]); + str oc = sample_from_cmf(abc_cmf[oa][ob]); + str out = oa . ob . oc; + + for (int i = 3; i < @olen; i += 1) { + str od = sample_from_cmf(abcd_cmf[oa][ob][oc]); + if (od == "") { + break; + } + out .= od; + oa = ob; + ob = oc; + oc = od; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng5 b/docs6b/docs/_build/html/ngrams/ng5 new file mode 100644 index 000000000..de8d2c486 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng5 @@ -0,0 +1,2 @@ +ourdir=$(dirname $0) +mlr --nidx --from $ourdir/gsl-2000.txt put -q -f $ourdir/ngfuncs.mlr -f $ourdir/ng5.mlr diff --git a/docs6b/docs/_build/html/ngrams/ng5.mlr b/docs6b/docs/_build/html/ngrams/ng5.mlr new file mode 100644 index 000000000..6b48666fe --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng5.mlr @@ -0,0 +1,95 @@ +# ================================================================ +begin { + if (is_absent(@olen)) { + @olen = 16; + } + if (is_absent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 4) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + str c = substr(v, 2, 2); + str d = substr(v, 3, 3); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + @abc_histo[a][b][c] += 1; + @abcd_histo[a][b][c][d] += 1; + + for (int i = 0; i < n-4; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + str d = substr(v, i+3, i+3); + str e = substr(v, i+4, i+4); + @abcde_histo[a][b][c][d][e] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define these in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + map abc_cmf = {}; + map abcd_cmf = {}; + map abcde_cmf = {}; + + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + abc_cmf[a][b] = compute_cmf_from_histo(@abc_histo[a][b]); + } + } + + for (a in @abcd_histo) { + for (b in @abcd_histo[a]) { + for (c in @abcd_histo[a][b]) { + abcd_cmf[a][b][c] = compute_cmf_from_histo(@abcd_histo[a][b][c]); + } + } + } + + for (a in @abcde_histo) { + for (b in @abcde_histo[a]) { + for (c in @abcde_histo[a][b]) { + for (d in @abcde_histo[a][b][c]) { + abcde_cmf[a][b][c][d] = compute_cmf_from_histo(@abcde_histo[a][b][c][d]); + } + } + } + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str ob = sample_from_cmf(ab_cmf[oa]); + str oc = sample_from_cmf(abc_cmf[oa][ob]); + str od = sample_from_cmf(abcd_cmf[oa][ob][oc]); + str out = oa . ob . oc . od; + + for (int i = 4; i < @olen; i += 1) { + str oe = sample_from_cmf(abcde_cmf[oa][ob][oc][od]); + if (oe == "") { + break; + } + out .= oe; + oa = ob; + ob = oc; + oc = od; + od = oe; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ng5.mlr.txt b/docs6b/docs/_build/html/ngrams/ng5.mlr.txt new file mode 100644 index 000000000..43bd3ab19 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ng5.mlr.txt @@ -0,0 +1,95 @@ +# ================================================================ +begin { + if (isabsent(@olen)) { + @olen = 16; + } + if (isabsent(@ocount)) { + @ocount = 16; + } +} + +# ================================================================ +for (_, v in $*) { + if (string(v) == "inf" || string(v) == "nan") { + continue; + } + int n = strlen(v); + if (n >= 4) { + str a = substr(v, 0, 0); + str b = substr(v, 1, 1); + str c = substr(v, 2, 2); + str d = substr(v, 3, 3); + @a_histo[a] += 1; + @ab_histo[a][b] += 1; + @abc_histo[a][b][c] += 1; + @abcd_histo[a][b][c][d] += 1; + + for (int i = 0; i < n-4; i += 1) { + str a = substr(v, i, i); + str b = substr(v, i+1, i+1); + str c = substr(v, i+2, i+2); + str d = substr(v, i+3, i+3); + str e = substr(v, i+4, i+4); + @abcde_histo[a][b][c][d][e] += 1; + } + } +} + +# ================================================================ +end { + map a_cmf = compute_cmf_from_histo(@a_histo); + # Define these in this scope else they'll be scoped to the for-loops. + map ab_cmf = {}; + map abc_cmf = {}; + map abcd_cmf = {}; + map abcde_cmf = {}; + + for (a in @ab_histo) { + ab_cmf[a] = compute_cmf_from_histo(@ab_histo[a]); + } + + for (a in @abc_histo) { + for (b in @abc_histo[a]) { + abc_cmf[a][b] = compute_cmf_from_histo(@abc_histo[a][b]); + } + } + + for (a in @abcd_histo) { + for (b in @abcd_histo[a]) { + for (c in @abcd_histo[a][b]) { + abcd_cmf[a][b][c] = compute_cmf_from_histo(@abcd_histo[a][b][c]); + } + } + } + + for (a in @abcde_histo) { + for (b in @abcde_histo[a]) { + for (c in @abcde_histo[a][b]) { + for (d in @abcde_histo[a][b][c]) { + abcde_cmf[a][b][c][d] = compute_cmf_from_histo(@abcde_histo[a][b][c][d]); + } + } + } + } + + for (int oi = 0; oi < @ocount; oi += 1) { + str oa = sample_from_cmf(a_cmf); + str ob = sample_from_cmf(ab_cmf[oa]); + str oc = sample_from_cmf(abc_cmf[oa][ob]); + str od = sample_from_cmf(abcd_cmf[oa][ob][oc]); + str out = oa . ob . oc . od; + + for (int i = 4; i < @olen; i += 1) { + str oe = sample_from_cmf(abcde_cmf[oa][ob][oc][od]); + if (oe == "") { + break; + } + out .= oe; + oa = ob; + ob = oc; + oc = od; + od = oe; + } + print out; + } +} diff --git a/docs6b/docs/_build/html/ngrams/ngfuncs.mlr b/docs6b/docs/_build/html/ngrams/ngfuncs.mlr new file mode 100644 index 000000000..293a8e208 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ngfuncs.mlr @@ -0,0 +1,49 @@ +# ================================================================ +func compute_sum_from_histo(map histo) : num { + num sum = 0; + for (k, n in histo) { + sum += n; + } + return sum; +} + +# ---------------------------------------------------------------- +func compute_pmf_from_histo(map histo) : map { + num sum = compute_sum_from_histo(histo); + num cumu = 0.0; + map pmf = {}; + for (k, _ in histo) { + num p = histo[k] / sum; + pmf[k] = p; + } + return pmf; +} + +# ---------------------------------------------------------------- +func compute_cmf_from_pmf(map pmf) : map { + num cumu = 0.0; + map cmf = {}; + for (k, p in pmf) { + cumu += p; + cmf[k] = cumu; + } + return cmf; +} + +# ---------------------------------------------------------------- +func compute_cmf_from_histo(map histo) : map { + return compute_cmf_from_pmf(compute_pmf_from_histo(histo)); +} + +# ---------------------------------------------------------------- +func sample_from_cmf(var cmf) : str { + u = urand(); + output = ""; + for (k, c in cmf) { + output = k; + if (u < c) { + break; + } + } + return output; +} diff --git a/docs6b/docs/_build/html/ngrams/ngfuncs.mlr.txt b/docs6b/docs/_build/html/ngrams/ngfuncs.mlr.txt new file mode 100644 index 000000000..293a8e208 --- /dev/null +++ b/docs6b/docs/_build/html/ngrams/ngfuncs.mlr.txt @@ -0,0 +1,49 @@ +# ================================================================ +func compute_sum_from_histo(map histo) : num { + num sum = 0; + for (k, n in histo) { + sum += n; + } + return sum; +} + +# ---------------------------------------------------------------- +func compute_pmf_from_histo(map histo) : map { + num sum = compute_sum_from_histo(histo); + num cumu = 0.0; + map pmf = {}; + for (k, _ in histo) { + num p = histo[k] / sum; + pmf[k] = p; + } + return pmf; +} + +# ---------------------------------------------------------------- +func compute_cmf_from_pmf(map pmf) : map { + num cumu = 0.0; + map cmf = {}; + for (k, p in pmf) { + cumu += 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zvD13QUw@??LxE2tp&dr@WPJQfk$@9iygC$2xn+A)ex6g{M1|Ib$jy=GJgIN>XC?(S zL^&4$IpavJOVqmf5zRrJx<8$Z)H|UF+GP4;L}ul6+?~1_=C&?~>JEDYJFi8ld&*#w zGY~FfQO(>yo)e0tj{JOw`Y7{c{Kwbcp{CppkVDLb56u zEE)xRhfwn|lkNJfw}Vf)G z)ODKM{Dn5_oqC1WWsW?qLzfYupNc3gL} z;-*}L>AXW6#ponZ#l-Gp#t;tLe|WnX^e8th_bKQvKv!72GsB-8*gtH z60GwCCFfV{9vtnCNQcCn96mVN^)A>*fq5*+mSMmVtKl{?rB zq9t-;$9k4X1+9&}YuLi>YAiv-g4KI=pGq1EFiqSydm{znm3l^E2}V0&wNQtdsg^Oo z`XWZPu-B{ty`~!(&75a2LiFwdQUL=#_gzCO@}?-|LM9dl=yP8nc|7lXqm}>zsfAs# z^9?X6ws2TsT>}JpNUEh5Vtf%pniGTEPjE$iK$l?yT2 z6%!84Znv~htS@F<@hVm|zvhYF526R&%UWh~{SXOZ0 zhqO(}-z^er$ADTNOCV=<>wApW9Z33-&tT}BdT*_Lx|2hd&BIje4OM0J;e3u8$uOFs6 z&_7=G=hbU7FZGtdk+?5iUk+6c0IL~e+}6VTaok?R9;E-D2)vi3GJG}I>@KP^^sLFr zpTKO-o6!`Hx)E`eNIhk;7iPY7l#77bQJf*_4V#<8=sY0!v-_VwFE;-Jlc01{SIOmc literal 0 HcmV?d00001 diff --git a/docs6b/docs/_build/html/old-10min.html b/docs6b/docs/_build/html/old-10min.html new file mode 100644 index 000000000..d9715c30b --- /dev/null +++ b/docs6b/docs/_build/html/old-10min.html @@ -0,0 +1,198 @@ + + + + + + + + TBF — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +
      +
      + +
      +

      TBF

      +
      +

      Sorts and stats

      +

      Now suppose you want to sort the data on a given column, and then take the top few in that ordering. You can use Miller’s then feature to pipe commands together.

      +

      Here are the records with the top three index values:

      +
       $ mlr --icsv --opprint sort -f shape -nr index then head -n 3 example.csv
+ color  shape  flag index quantity rate
+ yellow circle true 87    63.5058  8.3350
+ yellow circle true 73    63.9785  4.2370
+ red    circle true 16    13.8103  2.9010
+
      +
      +

      Lots of Miller commands take a -g option for group-by: here, head -n 1 -g shape outputs the first record for each distinct value of the shape field. This means we’re finding the record with highest index field for each distinct shape field:

      +
       $ mlr --icsv --opprint sort -f shape -nr index then head -n 1 -g shape example.csv
+ color  shape    flag  index quantity rate
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+ purple triangle false 65    80.1405  5.8240
+
      +
      +

      Statistics can be computed with or without group-by field(s):

      +
       $ mlr --icsv --opprint --from example.csv stats1 -a count,min,mean,max -f quantity -g shape
+ shape    quantity_count quantity_min quantity_mean     quantity_max
+ triangle 3              43.6498      68.33976666666666 81.229
+ square   4              72.3735      76.60114999999999 79.2778
+ circle   3              13.8103      47.0982           63.9785
+
      +
      +
       $ mlr --icsv --opprint --from example.csv stats1 -a count,min,mean,max -f quantity -g shape,color
+ shape    color  quantity_count quantity_min quantity_mean      quantity_max
+ triangle yellow 1              43.6498      43.6498            43.6498
+ square   red    3              77.1991      78.01036666666666  79.2778
+ circle   red    1              13.8103      13.8103            13.8103
+ triangle purple 2              80.1405      80.68475000000001  81.229
+ circle   yellow 2              63.5058      63.742149999999995 63.9785
+ square   purple 1              72.3735      72.3735            72.3735
+
      +
      +

      If your output has a lot of columns, you can use XTAB format to line things up vertically for you instead:

      +
       $ mlr --icsv --oxtab --from example.csv stats1 -a p0,p10,p25,p50,p75,p90,p99,p100 -f rate
+ rate_p0   0.0130
+ rate_p10  2.9010
+ rate_p25  4.2370
+ rate_p50  8.2430
+ rate_p75  8.5910
+ rate_p90  9.8870
+ rate_p99  9.8870
+ rate_p100 9.8870
+
      +
      +
      +
      +

      Other-format examples

      +

      What’s a CSV file, really? It’s an array of rows, or records, each being a list of key-value pairs, or fields: for CSV it so happens that all the keys are shared in the header line and the values vary data line by data line.

      +

      For example, if you have:

      +
      shape,flag,index
+circle,1,24
+square,0,36
+
      +
      +

      then that’s a way of saying:

      +
      shape=circle,flag=1,index=24
+shape=square,flag=0,index=36
+
      +
      +

      Data written this way are called DKVP, for delimited key-value pairs.

      +

      We’ve also already seen other ways to write the same data:

      +
      CSV                               PPRINT                 JSON
+shape,flag,index                  shape  flag index      [
+circle,1,24                       circle 1    24           {
+square,0,36                       square 0    36             "shape": "circle",
+                                                             "flag": 1,
+                                                             "index": 24
+                                                           },
+DKVP                              XTAB                     {
+shape=circle,flag=1,index=24      shape circle               "shape": "square",
+shape=square,flag=0,index=36      flag  1                    "flag": 0,
+                                  index 24                   "index": 36
+                                                           }
+                                  shape square           ]
+                                  flag  0
+                                  index 36
+
      +
      +

      Anything we can do with CSV input data, we can do with any other format input data. And you can read from one format, do any record-processing, and output to the same format as the input, or to a different output format.

      +
      +
      + + +
      +
      +
      +
      + +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/oosvar-example-ewma.sh b/docs6b/docs/_build/html/oosvar-example-ewma.sh new file mode 100644 index 000000000..b2f1f8665 --- /dev/null +++ b/docs6b/docs/_build/html/oosvar-example-ewma.sh @@ -0,0 +1,5 @@ +mlr --opprint put ' + begin{ @a=0.1 }; + $e = NR==1 ? $x : @a * $x + (1 - @a) * @e; + @e=$e +' data/small diff --git a/docs6b/docs/_build/html/oosvar-example-sum-grouped.sh b/docs6b/docs/_build/html/oosvar-example-sum-grouped.sh new file mode 100644 index 000000000..5229a1d98 --- /dev/null +++ b/docs6b/docs/_build/html/oosvar-example-sum-grouped.sh @@ -0,0 +1,6 @@ +mlr --opprint put -q ' + @x_sum[$b] += $x; + end { + emit @x_sum, "b" + } +' data/medium diff --git a/docs6b/docs/_build/html/oosvar-example-sum.sh b/docs6b/docs/_build/html/oosvar-example-sum.sh new file mode 100644 index 000000000..f31642c86 --- /dev/null +++ b/docs6b/docs/_build/html/oosvar-example-sum.sh @@ -0,0 +1,6 @@ +mlr --oxtab put -q ' + @x_sum += $x; + end { + emit @x_sum + } +' data/medium diff --git a/docs6b/docs/_build/html/operating-on-all-fields.html b/docs6b/docs/_build/html/operating-on-all-fields.html new file mode 100644 index 000000000..7893cfa7a --- /dev/null +++ b/docs6b/docs/_build/html/operating-on-all-fields.html @@ -0,0 +1,162 @@ + + + + + + + + Operating on all fields — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Operating on all fields

      +
      + +
      + +
      + +
      +

      Operating on all fields

      +
      +

      Bulk rename of fields

      +

      Suppose you want to replace spaces with underscores in your column names:

      +
       cat data/spaces.csv
+ a b c,def,g h i
+ 123,4567,890
+ 2468,1357,3579
+ 9987,3312,4543
+
      +
      +

      The simplest way is to use mlr rename with -g (for global replace, not just first occurrence of space within each field) and -r for pattern-matching (rather than explicit single-column renames):

      +
       mlr --csv rename -g -r ' ,_'  data/spaces.csv
+ a_b_c,def,g_h_i
+ 123,4567,890
+ 2468,1357,3579
+ 9987,3312,4543
+
      +
      +
       mlr --csv --opprint rename -g -r ' ,_'  data/spaces.csv
+ a_b_c def  g_h_i
+ 123   4567 890
+ 2468  1357 3579
+ 9987  3312 4543
+
      +
      +

      You can also do this with a for-loop:

      +
       cat data/bulk-rename-for-loop.mlr
+ map newrec = {};
+ for (oldk, v in $*) {
+     newrec[gsub(oldk, " ", "_")] = v;
+ }
+ $* = newrec
+
      +
      +
       mlr --icsv --opprint put -f data/bulk-rename-for-loop.mlr data/spaces.csv
+ a_b_c def  g_h_i
+ 123   4567 890
+ 2468  1357 3579
+ 9987  3312 4543
+
      +
      +
      +
      +

      Search-and-replace over all fields

      +

      How to do $name = gsub($name, "old", "new") for all fields?

      +
       cat data/sar.csv
+ a,b,c
+ the quick,brown fox,jumped
+ over,the,lazy dogs
+
      +
      +
       cat data/sar.mlr
+   for (k in $*) {
+     $[k] = gsub($[k], "e", "X");
+   }
+
      +
      +
       mlr --csv put -f data/sar.mlr data/sar.csv
+ a,b,c
+ thX quick,brown fox,jumpXd
+ ovXr,thX,lazy dogs
+
      +
      +
      +
      +

      Full field renames and reassigns

      +

      Using Miller 5.0.0’s map literals and assigning to $*, you can fully generalize mlr rename, mlr reorder, etc.

      +
       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 put '
+   begin {
+     @i_cumu = 0;
+   }
+
+   @i_cumu += $i;
+   $* = {
+     "z": $x + y,
+     "KEYFIELD": $a,
+     "i": @i_cumu,
+     "b": $b,
+     "y": $x,
+     "x": $y,
+   };
+ ' data/small
+ z=0.3467901443380824,KEYFIELD=pan,i=1,b=pan,y=0.3467901443380824,x=0.7268028627434533
+ z=0.7586799647899636,KEYFIELD=eks,i=3,b=pan,y=0.7586799647899636,x=0.5221511083334797
+ z=0.20460330576630303,KEYFIELD=wye,i=6,b=wye,y=0.20460330576630303,x=0.33831852551664776
+ z=0.38139939387114097,KEYFIELD=eks,i=10,b=wye,y=0.38139939387114097,x=0.13418874328430463
+ z=0.5732889198020006,KEYFIELD=wye,i=15,b=pan,y=0.5732889198020006,x=0.8636244699032729
+
      +
      +
      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/originality.html b/docs6b/docs/_build/html/originality.html new file mode 100644 index 000000000..f8c6ae769 --- /dev/null +++ b/docs6b/docs/_build/html/originality.html @@ -0,0 +1,78 @@ + + + + + + + + How original is Miller? — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      How original is Miller?

      +
      + +
      +
      + +
      +

      How original is Miller?

      +

      It isn’t. Miller is one of many, many participants in the online-analytical-processing culture. Other key participants include awk, SQL, spreadsheets, etc. etc. etc. Far from being an original concept, Miller explicitly strives to imitate several existing tools:

      +

      The Unix toolkit: Intentional similarities as described in Unix-toolkit context.

      +

      Recipes abound for command-line data analysis using the Unix toolkit. Here are just a couple of my favorites:

      + +

      RecordStream: Miller owes particular inspiration to RecordStream. The key difference is that RecordStream is a Perl-based tool for manipulating JSON (including requiring it to separately manipulate other formats such as CSV into and out of JSON), while Miller is fast Go which handles its formats natively. The similarities include the sort, stats1 (analog of RecordStream’s collate), and delta operations, as well as filter and put, and pretty-print formatting.

      +

      stats_m: A third source of lineage is my Python stats_m module. This includes simple single-pass algorithms which form Miller’s stats1 and stats2 subcommands.

      +

      SQL: Fourthly, Miller’s group-by command name is from SQL, as is the term aggregate.

      +

      Added value: Miller’s added values include:

      +
        +

      • Name-indexing, compared to the Unix toolkit’s positional indexing.

        • +

      • Raw speed, compared to awk, RecordStream, stats_m, or various other kinds of Python/Ruby/etc. scripts one can easily create.

        • +

      • Compact keystroking for many common tasks, with a decent amount of flexibility.

        • +

      • Ability to handle text files on the Unix pipe, without need for creating database tables, compared to SQL databases.

        • +

      • Various file formats, and on-the-fly format conversion.

        • +
      +

      jq: Miller does for name-indexed text what jq does for JSON. If you’re not already familiar with jq, please check it out!.

      +

      What about similar tools?

      +

      Here’s a comprehensive list: https://github.com/dbohdan/structured-text-tools. Last I knew it doesn’t mention rows so here’s a plug for that as well. As it turns out, I learned about most of these after writing Miller.

      +

      What about DOTADIW? One of the key points of the Unix philosophy is that a tool should do one thing and do it well. Hence sort and cut do just one thing. Why does Miller put awk-like processing, a few SQL-like operations, and statistical reduction all into one tool? This is a fair question. First note that many standard tools, such as awk and perl, do quite a few things – as does jq. But I could have pushed for putting format awareness and name-indexing options into cut, awk, and so on (so you could do cut -f hostname,uptime or awk '{sum += $x*$y}END{print sum}'). Patching cut, sort, etc. on multiple operating systems is a non-starter in terms of uptake. Moreover, it makes sense for me to have Miller be a tool which collects together format-aware record-stream processing into one place, with good reuse of Miller-internal library code for its various features.

      +

      Why not use Perl/Python/Ruby etc.? Maybe you should. With those tools you’ll get far more expressive power, and sufficiently quick turnaround time for small-to-medium-sized data. Using Miller you’ll get something less than a complete programming language, but which is fast, with moderate amounts of flexibility and much less keystroking.

      +

      When I was first developing Miller I made a survey of several languages. Using low-level implementation languages like C, Go, Rust, and Nim, I’d need to create my own domain-specific language (DSL) which would always be less featured than a full programming language, but I’d get better performance. Using high-level interpreted languages such as Perl/Python/Ruby I’d get the language’s eval for free and I wouldn’t need a DSL; Miller would have mainly been a set of format-specific I/O hooks. If I’d gotten good enough performance from the latter I’d have done it without question and Miller would be far more flexible. But high-level languages win the performance criteria by a landslide so we have Miller in Go with a custom DSL.

      +

      No, really, why one more command-line data-manipulation tool? I wrote Miller because I was frustrated with tools like grep, sed, and so on being line-aware without being format-aware. The single most poignant example I can think of is seeing people grep data lines out of their CSV files and sadly losing their header lines. While some lighter-than-SQL processing is very nice to have, at core I wanted the format-awareness of RecordStream combined with the raw speed of the Unix toolkit. Miller does precisely that.

      +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/output-colorization.html b/docs6b/docs/_build/html/output-colorization.html new file mode 100644 index 000000000..0978143b5 --- /dev/null +++ b/docs6b/docs/_build/html/output-colorization.html @@ -0,0 +1,100 @@ + + + + + + + + Output colorization — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Output colorization

      +
      + +
      +
      + +
      +

      Output colorization

      +

      As of version 6.0.0, Miller supports output-colorization. Here are examples using side-by-side black-background and white-background terminals:

      +_images/colorization.png +

      Things having colors:

      +
        +

      • Keys in CSV header lines, JSON keys, etc

        • +

      • Values in CSV data lines, JSON scalar values, etc

        • +

      • “PASS” and “FAIL” in regression-test output

        • +

      • Some online-help strings

        • +
      +

      Rules for colorization:

      +
        +

      • By default, colorize output only if writing to stdout and stdout is a TTY.

        +
          +

        • Example: color: mlr --csv cat foo.csv

          • +

        • Example: no color: mlr --csv cat foo.csv > bar.csv

          • +

        • Example: no color: mlr --csv cat foo.csv | less

          • +
        +
        • +

      • The default colors were chosen since they look OK with white or black terminal background, and are differentiable with common varieties of human color vision.

        • +
      +

      Mechanisms for colorization:

      +
        +

      • Miller uses ANSI escape sequences only. This does not work on Windows except on Cygwin.

        • +

      • Requires TERM environment variable to be set to non-empty string.

        • +

      • Doesn’t try to check to see whether the terminal is capable of 256-color ANSI vs 16-color ANSI. Note that if colors are in the range 0..15 then 16-color ANSI escapes are used, so this is in the user’s control.

        • +
      +

      How you can control colorization:

      +
        +

      • Suppression/unsuppression:

        +
          +

        • export MLR_NO_COLOR=true means Miller won’t color even when it normally would.

          • +

        • export MLR_ALWAYS_COLOR=true means Miller will color even when it normally would not. For example, you might want to use this when piping mlr output to less -r.

          • +

        • Command-line flags --no-color or -M, --always-color or -C.

          • +
        +
        • +

      • Color choices can be specified by using environment variables or command-line flags, with values 0..255:

        +
          +

        • export MLR_KEY_COLOR=208

          • +

        • export MLR_VALUE_COLOR=33

          • +

        • Likewise for MLR_PASS_COLOR, MLR_FAIL_COLOR, MLR_HELP_COLOR, MLR_REPL_PS1_COLOR, and MLR_REPL_PS2_COLOR.

          • +

        • Command-line flags --key-color 208, --value-color 33, etc., and likewise for --pass-color, --fail-color, --repl-ps1-color, --repl-ps2-color, and --help-color.

          • +

        • This is particularly useful if your terminal’s background color clashes with current settings.

          • +
        +
        • +
      +

      If environment-variable settings and command-line flags are both provided, the latter take precedence.

      +

      Please do mlr --list-color-codes to see the available color codes (like 170), and mlr --list-color-names to see available names (like orchid).

      +_images/colorization2.png +
      + + +
      +
      +
      + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/performance.html b/docs6b/docs/_build/html/performance.html new file mode 100644 index 000000000..a35ab93ce --- /dev/null +++ b/docs6b/docs/_build/html/performance.html @@ -0,0 +1,77 @@ + + + + + + + + Performance — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
      +
      +

      Performance

      +
      + +
      + +
      + +
      +

      Performance

      +
      +

      Disclaimer

      +

      In a previous version of this page, I compared Miller to some items in the Unix toolkit in terms of run time. But such comparisons are very much not apples-to-apples:

      +
        +

      • Miller’s principal strength is that it handles key-value data in various formats while the system tools do not. So if you time mlr sort on a CSV file against system sort, it’s not relevant to say which is faster by how many percent – Miller will respect the header line, leaving it in place, while the system sort will move it, sorting it along with all the other header lines. This would be comparing the run times of two programs produce different outputs. Likewise, awk doesn’t respect header lines, although you can code up some CSV-handling using if (NR==1) { ... } else { ... }. And that’s just CSV: I don’t know any simple way to get sort, awk, etc. to handle DKVP, JSON, etc. – which is the main reason I wrote Miller.

        • +

      • Implementations differ by platform: one awk may be fundamentally faster than another, and mawk has a very efficient bytecode implementation – which handles positionally indexed data far faster than Miller does.

        • +

      • The system sort command will, on some systems, handle too-large-for-RAM datasets by spilling to disk; Miller (as of version 5.2.0, mid-2017) does not. Miller sorts are always stable; GNU supports stable and unstable variants.

        • +

      • Etc.

        • +
      +
      +
      +

      Summary

      +

      Miller can do many kinds of processing on key-value-pair data using elapsed time roughly of the same order of magnitude as items in the Unix toolkit can handle positionally indexed data. Specific results vary widely by platform, implementation details, multi-core use (or not). Lastly, specific special-purpose non-record-aware processing will run far faster in grep, sed, etc.

      +
      +
      + + +
      +
      +
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z8SrxBZDjyfJJFhXL;F^|!`%9MnrI5E>4)OlR%5?}?>*>jVA>&@mod#|(ir5 z_8igjkX>e-f_CdN)G<(+LlsWB<|WOR^9^0N+lKqwH90!6DUOWH$WJZsF+u58xzg`K zYn1-DN4FoIW{z-Y^?LG;Q0mqa*ar9(`0TRvw_ySI*L-;~vxKT; zUGjwyK4p0GLx$pOs6nO*!QqvJjU>`h55{2YB=`;vUTl&59>gnR#6bJT;_#01j!SRD V*p|UuQ=P@$&ug%Wo#pSw{{YL8q6h#0 literal 0 HcmV?d00001 diff --git a/docs6b/docs/_build/html/polyglot-dkvp-io/dkvp_io.py b/docs6b/docs/_build/html/polyglot-dkvp-io/dkvp_io.py new file mode 100644 index 000000000..40828f51a --- /dev/null +++ b/docs6b/docs/_build/html/polyglot-dkvp-io/dkvp_io.py @@ -0,0 +1,58 @@ +#!/usr/bin/env python + +# ================================================================ +# Example of DKVP I/O using Python. +# +# Key point: Use Miller for what it's good at; pass data into/out of tools in +# other languages to do what they're good at. +# +# bash$ python -i dkvp_io.py +# +# # READ +# >>> map = dkvpline2map('x=1,y=2', '=', ',') +# >>> map +# OrderedDict([('x', '1'), ('y', '2')]) +# +# # MODIFY +# >>> map['z'] = map['x'] + map['y'] +# >>> map +# OrderedDict([('x', '1'), ('y', '2'), ('z', 3)]) +# +# # WRITE +# >>> line = map2dkvpline(map, '=', ',') +# >>> line +# 'x=1,y=2,z=3' +# +# ================================================================ + +import re +import collections + +# ---------------------------------------------------------------- +# ips and ifs (input pair separator and input field separator) are nominally '=' and ','. +def dkvpline2map(line, ips, ifs): + pairs = re.split(ifs, line) + map = collections.OrderedDict() + for pair in pairs: + key, value = re.split(ips, pair, 1) + + # Type inference: + try: + value = int(value) + except: + try: + value = float(value) + except: + pass + + map[key] = value + return map + +# ---------------------------------------------------------------- +# ops and ofs (output pair separator and output field separator) are nominally '=' and ','. +def map2dkvpline(map , ops, ofs): + line = '' + pairs = [] + for key in map: + pairs.append(str(key) + ops + str(map[key])) + return str.join(ofs, pairs) diff --git a/docs6b/docs/_build/html/polyglot-dkvp-io/dkvp_io.rb b/docs6b/docs/_build/html/polyglot-dkvp-io/dkvp_io.rb new file mode 100644 index 000000000..6a852f69a --- /dev/null +++ b/docs6b/docs/_build/html/polyglot-dkvp-io/dkvp_io.rb @@ -0,0 +1,52 @@ +#!/usr/bin/env ruby + +# ================================================================ +# Example of DKVP I/O using Ruby. +# +# Key point: Use Miller for what it's good at; pass data into/out of tools in +# other languages to do what they're good at. +# +# bash$ irb -I. -r dkvp_io.rb +# +# # READ +# irb(main):001:0> map = dkvpline2map('x=1,y=2', '=', ',') +# => {"x"=>"1", "y"=>"2"} +# +# # MODIFY +# irb(main):001:0> map['z'] = map['x'] + map['y'] +# => 3 +# +# # WRITE +# irb(main):002:0> line = map2dkvpline(map, '=', ',') +# => "x=1,y=2,z=3" +# +# ================================================================ + +# ---------------------------------------------------------------- +# ips and ifs (input pair separator and input field separator) are nominally '=' and ','. +def dkvpline2map(line, ips, ifs) + map = {} + line.split(ifs).each do |pair| + (k, v) = pair.split(ips, 2) + + # Type inference: + begin + v = Integer(v) + rescue ArgumentError + begin + v = Float(v) + rescue ArgumentError + # Leave as string + end + end + + map[k] = v + end + map +end + +# ---------------------------------------------------------------- +# ops and ofs (output pair separator and output field separator) are nominally '=' and ','. +def map2dkvpline(map, ops, ofs) + map.collect{|k,v| k.to_s + ops + v.to_s}.join(ofs) +end diff --git a/docs6b/docs/_build/html/polyglot-dkvp-io/example.py b/docs6b/docs/_build/html/polyglot-dkvp-io/example.py new file mode 100644 index 000000000..62cb88098 --- /dev/null +++ b/docs6b/docs/_build/html/polyglot-dkvp-io/example.py @@ -0,0 +1,34 @@ +#!/usr/bin/env python + +import sys +import re +import copy +import dkvp_io + +while True: + # Read the original record: + line = sys.stdin.readline().strip() + if line == '': + break + map = dkvp_io.dkvpline2map(line, '=', ',') + + # Drop a field: + map.pop('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + omap = copy.copy(map) # since otherwise the for-loop will modify what it loops over + keys = omap.keys() + for key in keys: + # Convert "" to just "int", etc.: + type_string = str(map[key].__class__) + type_string = re.sub("", "", type_string) + map['t'+key] = type_string + + # Write the modified record: + print(dkvp_io.map2dkvpline(map, '=', ',')) diff --git a/docs6b/docs/_build/html/polyglot-dkvp-io/example.rb b/docs6b/docs/_build/html/polyglot-dkvp-io/example.rb new file mode 100644 index 000000000..f1646e117 --- /dev/null +++ b/docs6b/docs/_build/html/polyglot-dkvp-io/example.rb @@ -0,0 +1,24 @@ +#!/usr/bin/env ruby + +require 'dkvp_io' + +ARGF.each do |line| + # Read the original record: + map = dkvpline2map(line.chomp, '=', ',') + + # Drop a field: + map.delete('x') + + # Compute some new fields: + map['ab'] = map['a'] + map['b'] + map['iy'] = map['i'] + map['y'] + + # Add new fields which show type of each already-existing field: + keys = map.keys + keys.each do |key| + map['t'+key] = map[key].class + end + + # Write the modified record: + puts map2dkvpline(map, '=', ',') +end diff --git a/docs6b/docs/_build/html/programming-examples.html b/docs6b/docs/_build/html/programming-examples.html new file mode 100644 index 000000000..ec5b6ebf6 --- /dev/null +++ b/docs6b/docs/_build/html/programming-examples.html @@ -0,0 +1,303 @@ + + + + + + + + Programming-language examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/programming-language.html b/docs6b/docs/_build/html/programming-language.html new file mode 100644 index 000000000..1041ff89e --- /dev/null +++ b/docs6b/docs/_build/html/programming-language.html @@ -0,0 +1,374 @@ + + + + + + + + Intro to Miller’s programming language — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Intro to Miller’s programming language

        +
        + +
        + +
        + +
        +

        Intro to Miller’s programming language

        +

        In the Miller in 10 minutes page we took a tour of some of Miller’s most-used verbs including cat, head, tail, cut, and sort. These are analogs of familiar system commands, but empowered by field-name indexing and file-format awareness: the system sort command only knows about lines and column names like 1,2,3,4, while mlr sort knows about CSV/TSV/JSON/etc records, and field names like color,shape,flag,index.

        +

        We also caught a glimpse of Miller’s put and filter verbs. These two are special since they let you express statements using Miller’s programming language. It’s a embedded domain-specific language since it’s inside Miller: often referred to simply as the Miller DSL.

        +

        In the DSL reference: overview page we have a complete reference to Miller’s programming language. For now, let’s take a quick look at key features – you can use as few or as many features as you like.

        +
        +

        Records and fields

        +

        Let’s keep using the sample example.csv. When we type

        +
         mlr --c2p put '$cost = $quantity * $rate' example.csv
+ color  shape    flag  index quantity rate   cost
+ yellow triangle true  11    43.6498  9.8870 431.5655726
+ red    square   true  15    79.2778  0.0130 1.0306114
+ red    circle   true  16    13.8103  2.9010 40.063680299999994
+ red    square   false 48    77.5542  7.4670 579.0972113999999
+ purple triangle false 51    81.2290  8.5910 697.8383389999999
+ red    square   false 64    77.1991  9.5310 735.7846221000001
+ purple triangle false 65    80.1405  5.8240 466.738272
+ yellow circle   true  73    63.9785  4.2370 271.0769045
+ yellow circle   true  87    63.5058  8.3350 529.3208430000001
+ purple square   false 91    72.3735  8.2430 596.5747605000001
+
        +
        +

        a few things are happening:

        +
          +

        • We refer to fields in the input data using a dollar sign and then the field name, e.g. $quantity. (If a field name has special characters like a dot or slash, just use curly braces: ${field.name}.)

          • +

        • The expression $cost = $quantity * $rate is executed once per record of the data file. Our example.csv has 10 records so this expression was executed 10 times, with the field names $quantity and $rate bound to the current record’s values for those fields.

          • +

        • On the left-hand side we have the new field name $cost which didn’t come from the input data. Assignments to new variables result in a new field being placed after all the other ones. If we’d assigned to an existing field name, it would have been updated in-place.

          • +

        • The entire expression is surrounded by single quotes, to get it past the system shell. Inside those, only double quotes have meaning in Miller’s programming language.

          • +
        +
        +
        +

        Multi-line statements, and statements-from-file

        +

        You can use more than one statement, separating them with semicolons, and optionally putting them on lines of their own:

        +
         mlr --c2p put '$cost = $quantity * $rate; $index = $index * 100'  example.csv
+ color  shape    flag  index quantity rate   cost
+ yellow triangle true  1100  43.6498  9.8870 431.5655726
+ red    square   true  1500  79.2778  0.0130 1.0306114
+ red    circle   true  1600  13.8103  2.9010 40.063680299999994
+ red    square   false 4800  77.5542  7.4670 579.0972113999999
+ purple triangle false 5100  81.2290  8.5910 697.8383389999999
+ red    square   false 6400  77.1991  9.5310 735.7846221000001
+ purple triangle false 6500  80.1405  5.8240 466.738272
+ yellow circle   true  7300  63.9785  4.2370 271.0769045
+ yellow circle   true  8700  63.5058  8.3350 529.3208430000001
+ purple square   false 9100  72.3735  8.2430 596.5747605000001
+
        +
        +
         mlr --c2p put '
+   $cost = $quantity * $rate;
+   $index *= 100
+ ' example.csv
+ color  shape    flag  index quantity rate   cost
+ yellow triangle true  1100  43.6498  9.8870 431.5655726
+ red    square   true  1500  79.2778  0.0130 1.0306114
+ red    circle   true  1600  13.8103  2.9010 40.063680299999994
+ red    square   false 4800  77.5542  7.4670 579.0972113999999
+ purple triangle false 5100  81.2290  8.5910 697.8383389999999
+ red    square   false 6400  77.1991  9.5310 735.7846221000001
+ purple triangle false 6500  80.1405  5.8240 466.738272
+ yellow circle   true  7300  63.9785  4.2370 271.0769045
+ yellow circle   true  8700  63.5058  8.3350 529.3208430000001
+ purple square   false 9100  72.3735  8.2430 596.5747605000001
+
        +
        +

        One of Miller’s key features is the ability to express data-transformation right there at the keyboard, interactively. But if you find yourself using expressions repeatedly, you can put everything between the single quotes into a file and refer to that using put -f:

        +
         cat dsl-example.mlr
+ $cost = $quantity * $rate;
+ $index *= 100
+
        +
        +
         mlr --c2p put -f dsl-example.mlr example.csv
+ color  shape    flag  index quantity rate   cost
+ yellow triangle true  1100  43.6498  9.8870 431.5655726
+ red    square   true  1500  79.2778  0.0130 1.0306114
+ red    circle   true  1600  13.8103  2.9010 40.063680299999994
+ red    square   false 4800  77.5542  7.4670 579.0972113999999
+ purple triangle false 5100  81.2290  8.5910 697.8383389999999
+ red    square   false 6400  77.1991  9.5310 735.7846221000001
+ purple triangle false 6500  80.1405  5.8240 466.738272
+ yellow circle   true  7300  63.9785  4.2370 271.0769045
+ yellow circle   true  8700  63.5058  8.3350 529.3208430000001
+ purple square   false 9100  72.3735  8.2430 596.5747605000001
+
        +
        +

        This becomes particularly important on Windows. Quite a bit of effort was put into making Miller on Windows be able to handle the kinds of single-quoted expressions we’re showing here, but if you get syntax-error messages on Windows using examples in this documentation, you can put the parts between single quotes into a file and refer to that using mlr put -f.

        +
        +
        +

        Out-of-stream variables, begin, and end

        +

        Above we saw that your expression is executed once per record – if a file has a million records, your expression will be executed a million times, once for each record. But you can mark statements to only be executed once, either before the record stream begins, or after the record stream is ended. If you know about AWK, you might have noticed that Miller’s programming language is loosely inspired by it, including the begin and end statements.

        +

        Above we also saw that names like $quantity are bound to each record in turn.

        +

        To make begin and end statements useful, we need somewhere to put things that persist across the duration of the record stream, and a way to emit them. Miller uses out-of-stream variables (or oosvars for short) whose names start with an @ sigil, and the emit keyword to write them into the output record stream:

        +
         mlr --c2p --from example.csv put 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}'
+ color  shape    flag  index quantity rate
+ yellow triangle true  11    43.6498  9.8870
+ red    square   true  15    79.2778  0.0130
+ red    circle   true  16    13.8103  2.9010
+ red    square   false 48    77.5542  7.4670
+ purple triangle false 51    81.2290  8.5910
+ red    square   false 64    77.1991  9.5310
+ purple triangle false 65    80.1405  5.8240
+ yellow circle   true  73    63.9785  4.2370
+ yellow circle   true  87    63.5058  8.3350
+ purple square   false 91    72.3735  8.2430
+
+ sum
+ 652.7185
+
        +
        +

        If you want the end-block output to be the only output, and not include the input data, you can use mlr put -q:

        +
         mlr --c2p --from example.csv put -q 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}'
+ sum
+ 652.7185
+
        +
        +
         mlr --c2j --from example.csv put -q 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}'
+ {
+   "sum": 652.7185
+ }
+
        +
        +
         mlr --c2j --from example.csv put -q '
+   begin { @count = 0; @sum = 0 }
+   @count += 1;
+   @sum += $quantity;
+   end {emit (@count, @sum)}
+ '
+ {
+   "count": 10,
+   "sum": 652.7185
+ }
+
        +
        +

        We’ll see in the documentation for stats1 that there’s a lower-keystroking way to get counts and sums of things – so, take this sum/count example as an indication of the kinds of things you can do using Miller’s programming language.

        +
        +
        +

        Context variables

        +

        Also inspired by AWK, the Miller DSL has the following special context variables:

        +
          +

        • FILENAME – the filename the current record came from. Especially useful in things like mlr ... *.csv.

          • +

        • FILENUM – similarly, but integer 1,2,3,… rather than filenam.e

          • +

        • NF – the number of fields in the current record. Note that if you assign $newcolumn = some value then NF will increment.

          • +

        • NR – starting from 1, counter of how many records processed so far.

          • +

        • FNR – similar, but resets to 1 at the start of each file.

          • +
        +
         cat context-example.mlr
+ $nf       = NF;
+ $nr       = NR;
+ $fnr      = FNR;
+ $filename = FILENAME;
+ $filenum  = FILENUM;
+ $newnf    = NF;
+
        +
        +
         mlr --c2p put -f context-example.mlr data/a.csv data/b.csv
+ a b c nf nr fnr filename   filenum newnf
+ 1 2 3 3  1  1   data/a.csv 1       8
+ 4 5 6 3  2  2   data/a.csv 1       8
+ 7 8 9 3  3  1   data/b.csv 2       8
+
        +
        +
        +
        +

        Functions and local variables

        +

        You can define your own functions:

        +
         cat factorial-example.mlr
+ func factorial(n) {
+   if (n <= 1) {
+     return n
+   } else {
+     return n * factorial(n-1)
+   }
+ }
+
        +
        +
         mlr --c2p --from example.csv put -f factorial-example.mlr -e '$fact = factorial(NR)'
+ color  shape    flag  index quantity rate   fact
+ yellow triangle true  11    43.6498  9.8870 1
+ red    square   true  15    79.2778  0.0130 2
+ red    circle   true  16    13.8103  2.9010 6
+ red    square   false 48    77.5542  7.4670 24
+ purple triangle false 51    81.2290  8.5910 120
+ red    square   false 64    77.1991  9.5310 720
+ purple triangle false 65    80.1405  5.8240 5040
+ yellow circle   true  73    63.9785  4.2370 40320
+ yellow circle   true  87    63.5058  8.3350 362880
+ purple square   false 91    72.3735  8.2430 3628800
+
        +
        +

        Note that here we used the -f flag to put to load our function +definition, and also the -e flag to add another statement on the command +line. (We could have also put $fact = factorial(NR) inside +factorial-example.mlr but that would have made that file less flexible for our +future use.)

        +
        +
        +

        If-statements, loops, and local variables

        +

        Suppose you want to only compute sums conditionally – you can use an if statement:

        +
         cat if-example.mlr
+ begin {
+   @count_of_red = 0;
+   @sum_of_red = 0
+ }
+
+ if ($color == "red") {
+   @count_of_red += 1;
+   @sum_of_red += $quantity;
+ }
+
+ end {
+   emit (@count_of_red, @sum_of_red)
+ }
+
        +
        +
         mlr --c2p --from example.csv put -q -f if-example.mlr
+ count_of_red sum_of_red
+ 4            247.84139999999996
+
        +
        +

        Miller’s else-if is spelled elif.

        +

        As we’ll see more of in section (TODO:linkify), Miller has a few kinds of +for-loops. In addition to the usual 3-part for (i = 0; i < 10; i += 1) kind +that many programming languages have, Miller also lets you loop over arrays and +hashmaps. We haven’t encountered arrays and hashmaps yet in this introduction, +but for now it suffices to know that $* is a special variable holding the +current record as a hashmap:

        +
         cat for-example.mlr
+ for (k, v in $*) {
+   print "KEY IS ". k . " VALUE IS ". v;
+ }
+ print
+
        +
        +
         mlr --csv cat data/a.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+
        +
        +
         mlr --csv --from data/a.csv put -qf for-example.mlr
+ KEY IS a VALUE IS 1
+ KEY IS b VALUE IS 2
+ KEY IS c VALUE IS 3
+
+ KEY IS a VALUE IS 4
+ KEY IS b VALUE IS 5
+ KEY IS c VALUE IS 6
+
        +
        +

        Here we used the local variables k and v. Now we’ve seen four kinds of variables:

        +
          +

        • Record fields like $shape

          • +

        • Out-of-stream variables like @sum

          • +

        • Local variables like k

          • +

        • Built-in context variables like NF and NR

          • +
        +

        If you’re curious about scope and extent of local variables, you can read more in (TODO:linkify) the section on variables.

        +
        +
        +

        Arithmetic

        +

        Numbers in Miller’s programming language are intended to operate with the principle of least surprise:

        +
          +

        • Internally, numbers are either 64-bit signed integers or double-precision floating-point.

          • +

        • Sums, differences, and products of integers are also integers (so 2*3=6 not 6.0) – unless the result of the operation would overflow a 64-bit signed integer in which case the result is automatically converted to float. (If you ever want integer-to-integer arithmetic, use x .+ y, x .* y, etc.)

          • +

        • Quotients of integers are integers if the division is exact, else floating-point: so 6/2=3 but 7/2=3.5.

          • +
        +

        You can read more about this at (TODO:linkify).

        +
        +
        +

        Absent data

        +

        In addition to types including string, number (int/float), arrays, and hashmaps, Miller varibles can also be absent. This is when a variable never had a value assigned to it. Miller’s treatment of absent data is intended to make it easy for you to handle non-heterogeneous data. We’ll see more in section (TODO:linkify) but the basic idea is:

        +
          +

        • Adding a number to absent gives the number back. This means you don’t have to put @sum = 0 in your begin blocks.

          • +

        • Any variable which has the absent value is not assigned. This means you don’t have to check presence of things from one record to the next.

          • +
        +

        For example, you can sum up all the $a values across records without having to check whether they’re present or not:

        +
         mlr --json cat absent-example.json
+ {
+   "a": 1,
+   "b": 2
+ }
+ {
+   "c": 3
+ }
+ {
+   "a": 4,
+   "b": 5
+ }
+
        +
        +
         mlr --json put '@sum_of_a += $a; end {emit @sum_of_a}' absent-example.json
+ {
+   "a": 1,
+   "b": 2
+ }
+ {
+   "c": 3
+ }
+ {
+   "a": 4,
+   "b": 5
+ }
+ {
+   "sum_of_a": 5
+ }
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/programs/mand.mlr b/docs6b/docs/_build/html/programs/mand.mlr new file mode 100644 index 000000000..8f3eab23f --- /dev/null +++ b/docs6b/docs/_build/html/programs/mand.mlr @@ -0,0 +1,100 @@ +# Mandelbrot set generator: simple example of Miller DSL as programming language. +begin { + # Set defaults + @rcorn = -2.0; + @icorn = -2.0; + @side = 4.0; + @iheight = 50; + @iwidth = 100; + @maxits = 100; + @levelstep = 5; + @chars = "@X*o-."; # Palette of characters to print to the screen. + @verbose = false; + @do_julia = false; + @jr = 0.0; # Real part of Julia point, if any + @ji = 0.0; # Imaginary part of Julia point, if any +} + +# Here, we can override defaults from an input file (if any). In Miller's +# put/filter DSL, absent-null right-hand sides result in no assignment so we +# can simply put @rcorn = $rcorn: if there is a field in the input like +# 'rcorn = -1.847' we'll read and use it, else we'll keep the default. +@rcorn = $rcorn; +@icorn = $icorn; +@side = $side; +@iheight = $iheight; +@iwidth = $iwidth; +@maxits = $maxits; +@levelstep = $levelstep; +@chars = $chars; +@verbose = $verbose; +@do_julia = $do_julia; +@jr = $jr; +@ji = $ji; + +end { + if (@verbose) { + print "RCORN = ".@rcorn; + print "ICORN = ".@icorn; + print "SIDE = ".@side; + print "IHEIGHT = ".@iheight; + print "IWIDTH = ".@iwidth; + print "MAXITS = ".@maxits; + print "LEVELSTEP = ".@levelstep; + print "CHARS = ".@chars; + } + + # Iterate over a matrix of rows and columns, printing one character for each cell. + for (int ii = @iheight-1; ii >= 0; ii -= 1) { + num pi = @icorn + (ii/@iheight) * @side; + for (int ir = 0; ir < @iwidth; ir += 1) { + num pr = @rcorn + (ir/@iwidth) * @side; + printn get_point_plot(pr, pi, @maxits, @do_julia, @jr, @ji); + } + print; + } +} + +# This is a function to approximate membership in the Mandelbrot set (or Julia +# set for a given Julia point if do_julia == true) for a given point in the +# complex plane. +func get_point_plot(pr, pi, maxits, do_julia, jr, ji) { + num zr = 0.0; + num zi = 0.0; + num cr = 0.0; + num ci = 0.0; + + if (!do_julia) { + zr = 0.0; + zi = 0.0; + cr = pr; + ci = pi; + } else { + zr = pr; + zi = pi; + cr = jr; + ci = ji; + } + + int iti = 0; + bool escaped = false; + num zt = 0; + for (iti = 0; iti < maxits; iti += 1) { + num mag = zr*zr + zi+zi; + if (mag > 4.0) { + escaped = true; + break; + } + # z := z^2 + c + zt = zr*zr - zi*zi + cr; + zi = 2*zr*zi + ci; + zr = zt; + } + if (!escaped) { + return "."; + } else { + # The // operator is Miller's (pythonic) integer-division operator + int level = (iti // @levelstep) % strlen(@chars); + return substr(@chars, level, level); + } +} diff --git a/docs6b/docs/_build/html/programs/mand.sh b/docs6b/docs/_build/html/programs/mand.sh new file mode 100644 index 000000000..c7f9fe09e --- /dev/null +++ b/docs6b/docs/_build/html/programs/mand.sh @@ -0,0 +1,33 @@ +#!/bin/bash + +iheight=$(stty size | mlr --nidx --fs space cut -f 1) +iwidth=$(stty size | mlr --nidx --fs space cut -f 2) +if [ "$1" = "1" ]; then + echo "rcorn=-1.787582,icorn=-0.000002,side=0.000004,maxits=1000,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = "2" ]; then + echo "rcorn=-0.162950,icorn=+1.026100,side=0.000200,maxits=100000,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = "3" ]; then + echo "rcorn=-1.755350,icorn=+0.014230,side=0.000020,maxits=10000,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 4 ]; then + echo "do_julia=true,jr= 0.35,ji=0.35,maxits=1000,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 5 ]; then + echo "do_julia=true,jr= 0.0,ji=0.63567,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 6 ]; then + echo "do_julia=true,jr= 0.4,ji=0.34745,maxits=1000,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 7 ]; then + echo "do_julia=true,jr= 0.36,ji=0.36,maxits=80,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 8 ]; then + echo "do_julia=true,jr=-0.55,ji=0.55,maxits=100,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 9 ]; then + echo "do_julia=true,jr=-0.51,ji=0.51,maxits=1000,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 10 ]; then + echo "do_julia=true,jr=-1.26,ji=-0.03,rcorn=-0.3,icorn=-0.3,side=0.6,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 11 ]; then + echo "do_julia=true,jr=-1.26,ji=-0.03,rcorn=-0.6,icorn=-0.6,side=.2,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 12 ]; then + echo "do_julia=true,jr=-1.26,ji=-0.03,rcorn=-0.75,icorn=-0.03125,side=.0625,iheight=$iheight,iwidth=$iwidth" +elif [ "$1" = 13 ]; then + echo "do_julia=true,jr=-1.26,ji=-0.03,rcorn=-0.75,icorn=-0.01,side=.02,iheight=$iheight,iwidth=$iwidth" +else + echo "iheight=$iheight,iwidth=$iwidth" +fi | mlr put -f programs/mand.mlr diff --git a/docs6b/docs/_build/html/programs/sieve.mlr b/docs6b/docs/_build/html/programs/sieve.mlr new file mode 100644 index 000000000..cd0373377 --- /dev/null +++ b/docs6b/docs/_build/html/programs/sieve.mlr @@ -0,0 +1,32 @@ +# ================================================================ +# Sieve of Eratosthenes: simple example of Miller DSL as programming language. +# ================================================================ + +# Put this in a begin-block so we can do either +# mlr -n put -q -f name-of-this-file.mlr +# or +# mlr -n put -q -f name-of-this-file.mlr -e '@n = 200' +# i.e. 100 is the default upper limit, and another can be specified using -e. +begin { + @n = 100; +} + +end { + for (int i = 0; i <= @n; i += 1) { + @s[i] = true; + } + @s[0] = false; # 0 is neither prime nor composite + @s[1] = false; # 1 is neither prime nor composite + # Strike out multiples + for (int i = 2; i <= @n; i += 1) { + for (int j = i+i; j <= @n; j += i) { + @s[j] = false; + } + } + # Print survivors + for (int i = 0; i <= @n; i += 1) { + if (@s[i]) { + print i; + } + } +} diff --git a/docs6b/docs/_build/html/quick-examples.html b/docs6b/docs/_build/html/quick-examples.html new file mode 100644 index 000000000..6bef47971 --- /dev/null +++ b/docs6b/docs/_build/html/quick-examples.html @@ -0,0 +1,119 @@ + + + + + + + + Quick examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Quick examples

        +
        + +
        +
        + +
        +

        Quick examples

        +

        Column select:

        +
         mlr --csv cut -f hostname,uptime mydata.csv
+
        +
        +

        Add new columns as function of other columns:

        +
         mlr --nidx put '$sum = $7 < 0.0 ? 3.5 : $7 + 2.1*$8' *.dat
+
        +
        +

        Row filter:

        +
         mlr --csv filter '$status != "down" && $upsec >= 10000' *.csv
+
        +
        +

        Apply column labels and pretty-print:

        +
         grep -v '^#' /etc/group | mlr --ifs : --nidx --opprint label group,pass,gid,member then sort -f group
+
        +
        +

        Join multiple data sources on key columns:

        +
         mlr join -j account_id -f accounts.dat then group-by account_name balances.dat
+
        +
        +

        Mulltiple formats including JSON:

        +
         mlr --json put '$attr = sub($attr, "([0-9]+)_([0-9]+)_.*", "\1:\2")' data/*.json
+
        +
        +

        Aggregate per-column statistics:

        +
         mlr stats1 -a min,mean,max,p10,p50,p90 -f flag,u,v data/*
+
        +
        +

        Linear regression:

        +
         mlr stats2 -a linreg-pca -f u,v -g shape data/*
+
        +
        +

        Aggregate custom per-column statistics:

        +
         mlr put -q '@sum[$a][$b] += $x; end {emit @sum, "a", "b"}' data/*
+
        +
        +

        Iterate over data using DSL expressions:

        +
         mlr --from estimates.tbl put '
+   for (k,v in $*) {
+     if (is_numeric(v) && k =~ "^[t-z].*$") {
+       $sum += v; $count += 1
+     }
+   }
+   $mean = $sum / $count # no assignment if count unset
+ '
+
        +
        +

        Run DSL expressions from a script file:

        +
         mlr --from infile.dat put -f analyze.mlr
+
        +
        +

        Split/reduce output to multiple filenames:

        +
         mlr --from infile.dat put 'tee > "./taps/data-".$a."-".$b, $*'
+
        +
        +

        Compressed I/O:

        +
         mlr --from infile.dat put 'tee | "gzip > ./taps/data-".$a."-".$b.".gz", $*'
+
        +
        +

        Interoperate with other data-processing tools using standard pipes:

        +
         mlr --from infile.dat put -q '@v=$*; dump | "jq .[]"'
+
        +
        +

        Tap/trace:

        +
         mlr --from infile.dat put  '(NR % 1000 == 0) { print > stderr, "Checkpoint ".NR}'
+
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/randomizing-examples.html b/docs6b/docs/_build/html/randomizing-examples.html new file mode 100644 index 000000000..5914e9a23 --- /dev/null +++ b/docs6b/docs/_build/html/randomizing-examples.html @@ -0,0 +1,217 @@ + + + + + + + + Randomizing examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Randomizing examples

        +
        + +
        + +
        + +
        +

        Randomizing examples

        +
        +

        Generating random numbers from various distributions

        +

        Here we can chain together a few simple building blocks:

        +
         cat expo-sample.sh
+ # Generate 100,000 pairs of independent and identically distributed
+ # exponentially distributed random variables with the same rate parameter
+ # (namely, 2.5). Then compute histograms of one of them, along with
+ # histograms for their sum and their product.
+ #
+ # See also https://en.wikipedia.org/wiki/Exponential_distribution
+ #
+ # 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
+ # wouldn't do that.
+
+ mlr -n \
+   --seed 0 \
+   --opprint \
+   seqgen --stop 100000 \
+   then put '
+     # https://en.wikipedia.org/wiki/Inverse_transform_sampling
+     func expo_sample(lambda) {
+       return -log(1-urand())/lambda
+     }
+     $u = expo_sample(2.5);
+     $v = expo_sample(2.5);
+     $s = $u + $v;
+     $p = $u * $v;
+   ' \
+   then histogram -f u,s,p --lo 0 --hi 2 --nbins 50 \
+   then bar -f u_count,s_count,p_count --auto -w 20
+
        +
        +

        Namely:

        +
          +

        • Set the Miller random-number seed so this webdoc looks the same every time I regenerate it.

          • +

        • Use pretty-printed tabular output.

          • +

        • Use pretty-printed tabular output.

          • +

        • Use seqgen to produce 100,000 records i=0, i=1, etc.

          • +

        • Send those to a put step which defines an inverse-transform-sampling function and calls it twice, then computes the sum and product of samples.

          • +

        • Send those to a histogram, and from there to a bar-plotter. This is just for visualization; you could just as well output CSV and send that off to your own plotting tool, etc.

          • +
        +

        The output is as follows:

        +
         sh expo-sample.sh
+ bin_lo bin_hi u_count                        s_count                         p_count
+ 0      0.04   [64]*******************#[9554] [326]#...................[3703] [19]*******************#[39809]
+ 0.04   0.08   [64]*****************...[9554] [326]*****...............[3703] [19]*******.............[39809]
+ 0.08   0.12   [64]****************....[9554] [326]*********...........[3703] [19]****................[39809]
+ 0.12   0.16   [64]**************......[9554] [326]************........[3703] [19]***.................[39809]
+ 0.16   0.2    [64]*************.......[9554] [326]**************......[3703] [19]**..................[39809]
+ 0.2    0.24   [64]************........[9554] [326]*****************...[3703] [19]*...................[39809]
+ 0.24   0.28   [64]**********..........[9554] [326]******************..[3703] [19]*...................[39809]
+ 0.28   0.32   [64]*********...........[9554] [326]******************..[3703] [19]*...................[39809]
+ 0.32   0.36   [64]********............[9554] [326]*******************.[3703] [19]#...................[39809]
+ 0.36   0.4    [64]*******.............[9554] [326]*******************#[3703] [19]#...................[39809]
+ 0.4    0.44   [64]*******.............[9554] [326]*******************.[3703] [19]#...................[39809]
+ 0.44   0.48   [64]******..............[9554] [326]*******************.[3703] [19]#...................[39809]
+ 0.48   0.52   [64]*****...............[9554] [326]******************..[3703] [19]#...................[39809]
+ 0.52   0.56   [64]*****...............[9554] [326]******************..[3703] [19]#...................[39809]
+ 0.56   0.6    [64]****................[9554] [326]*****************...[3703] [19]#...................[39809]
+ 0.6    0.64   [64]****................[9554] [326]******************..[3703] [19]#...................[39809]
+ 0.64   0.68   [64]***.................[9554] [326]****************....[3703] [19]#...................[39809]
+ 0.68   0.72   [64]***.................[9554] [326]****************....[3703] [19]#...................[39809]
+ 0.72   0.76   [64]***.................[9554] [326]***************.....[3703] [19]#...................[39809]
+ 0.76   0.8    [64]**..................[9554] [326]**************......[3703] [19]#...................[39809]
+ 0.8    0.84   [64]**..................[9554] [326]*************.......[3703] [19]#...................[39809]
+ 0.84   0.88   [64]**..................[9554] [326]************........[3703] [19]#...................[39809]
+ 0.88   0.92   [64]**..................[9554] [326]************........[3703] [19]#...................[39809]
+ 0.92   0.96   [64]*...................[9554] [326]***********.........[3703] [19]#...................[39809]
+ 0.96   1      [64]*...................[9554] [326]**********..........[3703] [19]#...................[39809]
+ 1      1.04   [64]*...................[9554] [326]*********...........[3703] [19]#...................[39809]
+ 1.04   1.08   [64]*...................[9554] [326]********............[3703] [19]#...................[39809]
+ 1.08   1.12   [64]*...................[9554] [326]********............[3703] [19]#...................[39809]
+ 1.12   1.16   [64]*...................[9554] [326]********............[3703] [19]#...................[39809]
+ 1.16   1.2    [64]*...................[9554] [326]*******.............[3703] [19]#...................[39809]
+ 1.2    1.24   [64]#...................[9554] [326]******..............[3703] [19]#...................[39809]
+ 1.24   1.28   [64]#...................[9554] [326]*****...............[3703] [19]#...................[39809]
+ 1.28   1.32   [64]#...................[9554] [326]*****...............[3703] [19]#...................[39809]
+ 1.32   1.36   [64]#...................[9554] [326]****................[3703] [19]#...................[39809]
+ 1.36   1.4    [64]#...................[9554] [326]****................[3703] [19]#...................[39809]
+ 1.4    1.44   [64]#...................[9554] [326]****................[3703] [19]#...................[39809]
+ 1.44   1.48   [64]#...................[9554] [326]***.................[3703] [19]#...................[39809]
+ 1.48   1.52   [64]#...................[9554] [326]***.................[3703] [19]#...................[39809]
+ 1.52   1.56   [64]#...................[9554] [326]***.................[3703] [19]#...................[39809]
+ 1.56   1.6    [64]#...................[9554] [326]**..................[3703] [19]#...................[39809]
+ 1.6    1.64   [64]#...................[9554] [326]**..................[3703] [19]#...................[39809]
+ 1.64   1.68   [64]#...................[9554] [326]**..................[3703] [19]#...................[39809]
+ 1.68   1.72   [64]#...................[9554] [326]*...................[3703] [19]#...................[39809]
+ 1.72   1.76   [64]#...................[9554] [326]*...................[3703] [19]#...................[39809]
+ 1.76   1.8    [64]#...................[9554] [326]*...................[3703] [19]#...................[39809]
+ 1.8    1.84   [64]#...................[9554] [326]#...................[3703] [19]#...................[39809]
+ 1.84   1.88   [64]#...................[9554] [326]#...................[3703] [19]#...................[39809]
+ 1.88   1.92   [64]#...................[9554] [326]#...................[3703] [19]#...................[39809]
+ 1.92   1.96   [64]#...................[9554] [326]#...................[3703] [19]#...................[39809]
+ 1.96   2      [64]#...................[9554] [326]#...................[3703] [19]#...................[39809]
+
        +
        +
        +
        +

        Randomly selecting words from a list

        +

        Given this word list, first take a look to see what the first few lines look like:

        +
         head data/english-words.txt
+ a
+ aa
+ aal
+ aalii
+ aam
+ aardvark
+ aardwolf
+ aba
+ abac
+ abaca
+
        +
        +

        Then the following will randomly sample ten words with four to eight characters in them:

        +
         mlr --from data/english-words.txt --nidx filter -S 'n=strlen($1);4<=n&&n<=8' then sample -k 10
+ thionine
+ birchman
+ mildewy
+ avigate
+ addedly
+ abaze
+ askant
+ aiming
+ insulant
+ coinmate
+
        +
        +
        +
        +

        Randomly generating jabberwocky words

        +

        These are simple n-grams as described here. Some common functions are located here. Then here are scripts for 1-grams 2-grams 3-grams 4-grams, and 5-grams.

        +

        The idea is that words from the input file are consumed, then taken apart and pasted back together in ways which imitate the letter-to-letter transitions found in the word list – giving us automatically generated words in the same vein as bromance and spork:

        +
         mlr --nidx --from ./ngrams/gsl-2000.txt put -q -f ./ngrams/ngfuncs.mlr -f ./ngrams/ng5.mlr
+ beard
+ plastinguish
+ politicially
+ noise
+ loan
+ country
+ controductionary
+ suppery
+ lose
+ lessors
+ dollar
+ judge
+ rottendence
+ lessenger
+ diffendant
+ suggestional
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/record-heterogeneity.html b/docs6b/docs/_build/html/record-heterogeneity.html new file mode 100644 index 000000000..a65bb07db --- /dev/null +++ b/docs6b/docs/_build/html/record-heterogeneity.html @@ -0,0 +1,248 @@ + + + + + + + + Record-heterogeneity — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Record-heterogeneity

        +
        + +
        + +
        + +
        +

        Record-heterogeneity

        +

        We think of CSV tables as rectangular: if there are 17 columns in the header then there are 17 columns for every row, else the data have a formatting error.

        +

        But heterogeneous data abound (today’s no-SQL databases for example). Miller handles this.

        +
        +

        For I/O

        +
        +

        CSV and pretty-print

        +

        Miller simply prints a newline and a new header when there is a schema change. When there is no schema change, you get CSV per se as a special case. Likewise, Miller reads heterogeneous CSV or pretty-print input the same way. The difference between CSV and CSV-lite is that the former is RFC4180-compliant, while the latter readily handles heterogeneous data (which is non-compliant). For example:

        +
         cat data/het.dkvp
+ 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
+
        +
        +
         mlr --ocsvlite cat data/het.dkvp
+ 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
+
        +
        +
         mlr --opprint cat data/het.dkvp
+ 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
+
        +
        +

        Miller handles explicit header changes as just shown. If your CSV input contains ragged data – if there are implicit header changes – you can use --allow-ragged-csv-input (or keystroke-saver --ragged). For too-short data lines, values are filled with empty string; for too-long data lines, missing field names are replaced with positional indices (counting up from 1, not 0), as follows:

        +
         cat data/ragged.csv
+ a,b,c
+ 1,2,3
+ 4,5
+ 6,7,8,9
+
        +
        +
         mlr --icsv --oxtab --allow-ragged-csv-input cat data/ragged.csv
+ a 1
+ b 2
+ c 3
+
+ a 4
+ b 5
+ c
+
+ a 6
+ b 7
+ c 8
+ 4 9
+
        +
        +

        You may also find Miller’s group-like feature handy (see also Reference: list of verbs):

        +
         mlr --ocsvlite group-like data/het.dkvp
+ resource,loadsec,ok
+ /path/to/file,0.45,true
+ /path/to/second/file,0.32,true
+ /some/other/path,0.97,false
+
+ record_count,resource
+ 100,/path/to/file
+ 150,/path/to/second/file
+
        +
        +
         mlr --opprint group-like data/het.dkvp
+ resource             loadsec ok
+ /path/to/file        0.45    true
+ /path/to/second/file 0.32    true
+ /some/other/path     0.97    false
+
+ record_count resource
+ 100          /path/to/file
+ 150          /path/to/second/file
+
        +
        +
        +
        +

        Key-value-pair, vertical-tabular, and index-numbered formats

        +

        For these formats, record-heterogeneity comes naturally:

        +
         cat data/het.dkvp
+ 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
+
        +
        +
         mlr --onidx --ofs ' ' cat data/het.dkvp
+ /path/to/file 0.45 true
+ 100 /path/to/file
+ /path/to/second/file 0.32 true
+ 150 /path/to/second/file
+ /some/other/path 0.97 false
+
        +
        +
         mlr --oxtab cat data/het.dkvp
+ 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
+
        +
        +
         mlr --oxtab group-like data/het.dkvp
+ resource /path/to/file
+ loadsec  0.45
+ ok       true
+
+ resource /path/to/second/file
+ loadsec  0.32
+ ok       true
+
+ resource /some/other/path
+ loadsec  0.97
+ ok       false
+
+ record_count 100
+ resource     /path/to/file
+
+ record_count 150
+ resource     /path/to/second/file
+
        +
        +
        +
        +
        +

        For processing

        +

        Miller operates on specified fields and takes the rest along: for example, if you are sorting on the count field then all records in the input stream must have a count field but the other fields can vary, and moreover the sorted-on field name(s) don’t need to be in the same position on each line:

        +
         cat data/sort-het.dkvp
+ 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
+
        +
        +
         mlr sort -n count data/sort-het.dkvp
+ count=100,color=green
+ status=ok,count=200,hours=3.4
+ status=ok,count=250,hours=0.22
+ count=300,color=blue
+ count=450
+ count=500,color=green
+ count=600
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-arrays.html b/docs6b/docs/_build/html/reference-dsl-arrays.html new file mode 100644 index 000000000..88619217f --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-arrays.html @@ -0,0 +1,64 @@ + + + + + + + + Reference: arrays — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: arrays

        +
        + +
        +
        + +
        +

        Reference: arrays

        +

        TODO

        +
         mlr --json cat data/array-example.json
+ {
+   "key": "ax04",
+   "samples": [45, 67, 22]
+ }
+ {
+   "key": "cz09",
+   "samples": [11, 29, 84, 91]
+ }
+
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-builtin-functions.html b/docs6b/docs/_build/html/reference-dsl-builtin-functions.html new file mode 100644 index 000000000..9780f9876 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-builtin-functions.html @@ -0,0 +1,1477 @@ + + + + + + + + DSL reference: built-in functions — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: built-in functions

        +
        + +
        + +
        + +
        +

        DSL reference: built-in functions

        +
        +

        Summary

        +

        mlr: option “–list-all-functions-as-table” not recognized. +Please run “mlr –help” for usage information.

        +
        +
        +

        List of functions

        +

        Each function takes a specific number of arguments, as shown below, except for functions marked as variadic such as min and max. (The latter compute min and max of any number of numerical arguments.) There is no notion of optional or default-on-absent arguments. All argument-passing is positional rather than by name; arguments are passed by value, not by reference.

        +

        You can get a list of all functions using mlr -f, with details using mlr -F.

        +
        +

        !

        +
        !  (class=boolean #args=1) Logical negation.
+
        +
        +
        +
        +

        !=

        +
        !=  (class=boolean #args=2) String/numeric inequality. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        !=~

        +
        !=~  (class=boolean #args=2) String (left-hand side) does not match regex (right-hand side), e.g. '$name !=~ "^a.*b$"'.
+
        +
        +
        +
        +

        %

        +
        %  (class=arithmetic #args=2) Remainder; never negative-valued (pythonic).
+
        +
        +
        +
        +

        &

        +
        &  (class=arithmetic #args=2) Bitwise AND.
+
        +
        +
        +
        +

        &&

        +
        &&  (class=boolean #args=2) Logical AND.
+
        +
        +
        +
        +

        *

        +
        *  (class=arithmetic #args=2) Multiplication, with integer*integer overflow to float.
+
        +
        +
        +
        +

        **

        +
        **  (class=arithmetic #args=2) Exponentiation. Same as pow, but as an infix operator.
+
        +
        +
        +
        +

        +

        +
        +  (class=arithmetic #args=1,2) Addition as binary operator; unary plus operator.
+
        +
        +
        +
        +

        -

        +
        -  (class=arithmetic #args=1,2) Subtraction as binary operator; unary negation operator.
+
        +
        +
        +
        +

        .

        +
        .  (class=string #args=2) String concatenation.
+
        +
        +
        +
        +

        .*

        +
        .*  (class=arithmetic #args=2) Multiplication, with integer-to-integer overflow.
+
        +
        +
        +
        +

        .+

        +
        .+  (class=arithmetic #args=2) Addition, with integer-to-integer overflow.
+
        +
        +
        +
        +

        .-

        +
        .-  (class=arithmetic #args=2) Subtraction, with integer-to-integer overflow.
+
        +
        +
        +
        +

        ./

        +
        ./  (class=arithmetic #args=2) Integer division; not pythonic.
+
        +
        +
        +
        +

        /

        +
        /  (class=arithmetic #args=2) Division. Integer / integer is floating-point.
+
        +
        +
        +
        +

        //

        +
        //  (class=arithmetic #args=2) Pythonic integer division, rounding toward negative.
+
        +
        +
        +
        +

        <

        +
        <  (class=boolean #args=2) String/numeric less-than. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        <<

        +
        <<  (class=arithmetic #args=2) Bitwise left-shift.
+
        +
        +
        +
        +

        <=

        +
        <=  (class=boolean #args=2) String/numeric less-than-or-equals. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        ==

        +
        ==  (class=boolean #args=2) String/numeric equality. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        =~

        +
        =~  (class=boolean #args=2) String (left-hand side) matches regex (right-hand side), e.g. '$name =~ "^a.*b$"'.
+
        +
        +
        +
        +

        >

        +
        >  (class=boolean #args=2) String/numeric greater-than. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        >=

        +
        >=  (class=boolean #args=2) String/numeric greater-than-or-equals. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        >>

        +
        >>  (class=arithmetic #args=2) Bitwise signed right-shift.
+
        +
        +
        +
        +

        >>>

        +
        >>>  (class=arithmetic #args=2) Bitwise unsigned right-shift.
+
        +
        +
        +
        +

        ?

        +
        ?:  (class=boolean #args=3) Standard ternary operator.
+
        +
        +
        +
        +

        ??

        +
        ??  (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record.
+
        +
        +
        +
        +

        ???

        +
        ???  (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record, or has empty value.
+
        +
        +
        +
        +

        ^

        +
        ^  (class=arithmetic #args=2) Bitwise XOR.
+
        +
        +
        +
        +

        ^^

        +
        ^^  (class=boolean #args=2) Logical XOR.
+
        +
        +
        +
        +

        |

        +
        |  (class=arithmetic #args=2) Bitwise OR.
+
        +
        +
        +
        +

        ||

        +
        ||  (class=boolean #args=2) Logical OR.
+
        +
        +
        +
        +

        ~

        +
        ~  (class=arithmetic #args=1) Bitwise NOT. Beware '$y=~$x' since =~ is the
+regex-match operator: try '$y = ~$x'.
+
        +
        +
        +
        +

        abs

        +
        abs  (class=math #args=1) Absolute value.
+
        +
        +
        +
        +

        acos

        +
        acos  (class=math #args=1) Inverse trigonometric cosine.
+
        +
        +
        +
        +

        acosh

        +
        acosh  (class=math #args=1) Inverse hyperbolic cosine.
+
        +
        +
        +
        +

        append

        +
        append  (class=maps/arrays #args=2) Appends second argument to end of first argument, which must be an array.
+
        +
        +
        +
        +

        arrayify

        +
        arrayify  (class=maps/arrays #args=1) Walks through a nested map/array, converting any map with consecutive keys
+"1", "2", ... into an array. Useful to wrap the output of unflatten.
+
        +
        +
        +
        +

        asin

        +
        asin  (class=math #args=1) Inverse trigonometric sine.
+
        +
        +
        +
        +

        asinh

        +
        asinh  (class=math #args=1) Inverse hyperbolic sine.
+
        +
        +
        +
        +

        asserting_absent

        +
        asserting_absent  (class=typing #args=1) Aborts with an error if is_absent on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_array

        +
        asserting_array  (class=typing #args=1) Aborts with an error if is_array on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_bool

        +
        asserting_bool  (class=typing #args=1) Aborts with an error if is_bool on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_boolean

        +
        asserting_boolean  (class=typing #args=1) Aborts with an error if is_boolean on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_empty

        +
        asserting_empty  (class=typing #args=1) Aborts with an error if is_empty on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_empty_map

        +
        asserting_empty_map  (class=typing #args=1) Aborts with an error if is_empty_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_error

        +
        asserting_error  (class=typing #args=1) Aborts with an error if is_error on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_float

        +
        asserting_float  (class=typing #args=1) Aborts with an error if is_float on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_int

        +
        asserting_int  (class=typing #args=1) Aborts with an error if is_int on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_map

        +
        asserting_map  (class=typing #args=1) Aborts with an error if is_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_nonempty_map

        +
        asserting_nonempty_map  (class=typing #args=1) Aborts with an error if is_nonempty_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_array

        +
        asserting_not_array  (class=typing #args=1) Aborts with an error if is_not_array on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_empty

        +
        asserting_not_empty  (class=typing #args=1) Aborts with an error if is_not_empty on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_map

        +
        asserting_not_map  (class=typing #args=1) Aborts with an error if is_not_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_null

        +
        asserting_not_null  (class=typing #args=1) Aborts with an error if is_not_null on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_null

        +
        asserting_null  (class=typing #args=1) Aborts with an error if is_null on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_numeric

        +
        asserting_numeric  (class=typing #args=1) Aborts with an error if is_numeric on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_present

        +
        asserting_present  (class=typing #args=1) Aborts with an error if is_present on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_string

        +
        asserting_string  (class=typing #args=1) Aborts with an error if is_string on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        atan

        +
        atan  (class=math #args=1) One-argument arctangent.
+
        +
        +
        +
        +

        atan2

        +
        atan2  (class=math #args=2) Two-argument arctangent.
+
        +
        +
        +
        +

        atanh

        +
        atanh  (class=math #args=1) Inverse hyperbolic tangent.
+
        +
        +
        +
        +

        bitcount

        +
        bitcount  (class=arithmetic #args=1) Count of 1-bits.
+
        +
        +
        +
        +

        boolean

        +
        boolean  (class=conversion #args=1) Convert int/float/bool/string to boolean.
+
        +
        +
        +
        +

        capitalize

        +
        capitalize  (class=string #args=1) Convert string's first character to uppercase.
+
        +
        +
        +
        +

        cbrt

        +
        cbrt  (class=math #args=1) Cube root.
+
        +
        +
        +
        +

        ceil

        +
        ceil  (class=math #args=1) Ceiling: nearest integer at or above.
+
        +
        +
        +
        +

        clean_whitespace

        +
        clean_whitespace  (class=string #args=1) Same as collapse_whitespace and strip.
+
        +
        +
        +
        +

        collapse_whitespace

        +
        collapse_whitespace  (class=string #args=1) Strip repeated whitespace from string.
+
        +
        +
        +
        +

        cos

        +
        cos  (class=math #args=1) Trigonometric cosine.
+
        +
        +
        +
        +

        cosh

        +
        cosh  (class=math #args=1) Hyperbolic cosine.
+
        +
        +
        +
        +

        depth

        +
        depth  (class=maps/arrays #args=1) Prints maximum depth of map/array. Scalars have depth 0.
+
        +
        +
        +
        +

        dhms2fsec

        +
        dhms2fsec  (class=time #args=1) Recovers floating-point seconds as in dhms2fsec("5d18h53m20.250000s") = 500000.250000
+
        +
        +
        +
        +

        dhms2sec

        +
        dhms2sec  (class=time #args=1) Recovers integer seconds as in dhms2sec("5d18h53m20s") = 500000
+
        +
        +
        +
        +

        erf

        +
        erf  (class=math #args=1) Error function.
+
        +
        +
        +
        +

        erfc

        +
        erfc  (class=math #args=1) Complementary error function.
+
        +
        +
        +
        +

        exp

        +
        exp  (class=math #args=1) Exponential function e**x.
+
        +
        +
        +
        +

        expm1

        +
        expm1  (class=math #args=1) e**x - 1.
+
        +
        +
        +
        +

        flatten

        +
        flatten  (class=maps/arrays #args=3) Flattens multi-level maps to single-level ones. Examples:
+flatten("a", ".", {"b": { "c": 4 }}) is {"a.b.c" : 4}.
+flatten("", ".", {"a": { "b": 3 }}) is {"a.b" : 3}.
+Two-argument version: flatten($*, ".") is the same as flatten("", ".", $*).
+Useful for nested JSON-like structures for non-JSON file formats like CSV.
+
        +
        +
        +
        +

        float

        +
        float  (class=conversion #args=1) Convert int/float/bool/string to float.
+
        +
        +
        +
        +

        floor

        +
        floor  (class=math #args=1) Floor: nearest integer at or below.
+
        +
        +
        +
        +

        fmtnum

        +
        fmtnum  (class=conversion #args=2) Convert int/float/bool to string using
+printf-style format string, e.g. '$s = fmtnum($n, "%06lld")'.
+
        +
        +
        +
        +

        fsec2dhms

        +
        fsec2dhms  (class=time #args=1) Formats floating-point seconds as in fsec2dhms(500000.25) = "5d18h53m20.250000s"
+
        +
        +
        +
        +

        fsec2hms

        +
        fsec2hms  (class=time #args=1) Formats floating-point seconds as in fsec2hms(5000.25) = "01:23:20.250000"
+
        +
        +
        +
        +

        get_keys

        +
        get_keys  (class=maps/arrays #args=1) Returns array of keys of map or array
+
        +
        +
        +
        +

        get_values

        +
        get_values  (class=maps/arrays #args=1) Returns array of keys of map or array -- in the latter case, returns a copy of the array
+
        +
        +
        +
        +

        gmt2sec

        +
        gmt2sec  (class=time #args=1) Parses GMT timestamp as integer seconds since the epoch.
+
        +
        +
        +
        +

        gsub

        +
        gsub  (class=string #args=3) Example: '$name=gsub($name, "old", "new")' (replace all).
+
        +
        +
        +
        +

        haskey

        +
        haskey  (class=maps/arrays #args=2) True/false if map has/hasn't key, e.g. 'haskey($*, "a")' or
+'haskey(mymap, mykey)', or true/false if array index is in bounds / out of bounds.
+Error if 1st argument is not a map or array. Note -n..-1 alias to 1..n in Miller arrays.
+
        +
        +
        +
        +

        hexfmt

        +
        hexfmt  (class=conversion #args=1) Convert int to hex string, e.g. 255 to "0xff".
+
        +
        +
        +
        +

        hms2fsec

        +
        hms2fsec  (class=time #args=1) Recovers floating-point seconds as in hms2fsec("01:23:20.250000") = 5000.250000
+
        +
        +
        +
        +

        hms2sec

        +
        hms2sec  (class=time #args=1) Recovers integer seconds as in hms2sec("01:23:20") = 5000
+
        +
        +
        +
        +

        hostname

        +
        hostname  (class=system #args=0) Returns the hostname as a string.
+
        +
        +
        +
        +

        int

        +
        int  (class=conversion #args=1) Convert int/float/bool/string to int.
+
        +
        +
        +
        +

        invqnorm

        +
        invqnorm  (class=math #args=1) Inverse of normal cumulative distribution function.
+Note that invqorm(urand()) is normally distributed.
+
        +
        +
        +
        +

        is_absent

        +
        is_absent  (class=typing #args=1) False if field is present in input, true otherwise
+
        +
        +
        +
        +

        is_array

        +
        is_array  (class=typing #args=1) True if argument is an array.
+
        +
        +
        +
        +

        is_bool

        +
        is_bool  (class=typing #args=1) True if field is present with boolean value. Synonymous with is_boolean.
+
        +
        +
        +
        +

        is_boolean

        +
        is_boolean  (class=typing #args=1) True if field is present with boolean value. Synonymous with is_bool.
+
        +
        +
        +
        +

        is_empty

        +
        is_empty  (class=typing #args=1) True if field is present in input with empty string value, false otherwise.
+
        +
        +
        +
        +

        is_empty_map

        +
        is_empty_map  (class=typing #args=1) True if argument is a map which is empty.
+
        +
        +
        +
        +

        is_error

        +
        is_error  (class=typing #args=1) True if if argument is an error, such as taking string length of an integer.
+
        +
        +
        +
        +

        is_float

        +
        is_float  (class=typing #args=1) True if field is present with value inferred to be float
+
        +
        +
        +
        +

        is_int

        +
        is_int  (class=typing #args=1) True if field is present with value inferred to be int
+
        +
        +
        +
        +

        is_map

        +
        is_map  (class=typing #args=1) True if argument is a map.
+
        +
        +
        +
        +

        is_nonempty_map

        +
        is_nonempty_map  (class=typing #args=1) True if argument is a map which is non-empty.
+
        +
        +
        +
        +

        is_not_array

        +
        is_not_array  (class=typing #args=1) True if argument is not an array.
+
        +
        +
        +
        +

        is_not_empty

        +
        is_not_empty  (class=typing #args=1) False if field is present in input with empty value, true otherwise
+
        +
        +
        +
        +

        is_not_map

        +
        is_not_map  (class=typing #args=1) True if argument is not a map.
+
        +
        +
        +
        +

        is_not_null

        +
        is_not_null  (class=typing #args=1) False if argument is null (empty or absent), true otherwise.
+
        +
        +
        +
        +

        is_null

        +
        is_null  (class=typing #args=1) True if argument is null (empty or absent), false otherwise.
+
        +
        +
        +
        +

        is_numeric

        +
        is_numeric  (class=typing #args=1) True if field is present with value inferred to be int or float
+
        +
        +
        +
        +

        is_present

        +
        is_present  (class=typing #args=1) True if field is present in input, false otherwise.
+
        +
        +
        +
        +

        is_string

        +
        is_string  (class=typing #args=1) True if field is present with string (including empty-string) value
+
        +
        +
        +
        +

        joink

        +
        joink  (class=conversion #args=2) Makes string from map/array keys. Examples:
+joink({"a":3,"b":4,"c":5}, ",") = "a,b,c"
+joink([1,2,3], ",") = "1,2,3".
+
        +
        +
        +
        +

        joinkv

        +
        joinkv  (class=conversion #args=3) Makes string from map/array key-value pairs. Examples:
+joinkv([3,4,5], "=", ",") = "1=3,2=4,3=5"
+joinkv({"a":3,"b":4,"c":5}, "=", ",") = "a=3,b=4,c=5"
+
        +
        +
        +
        +

        joinv

        +
        joinv  (class=conversion #args=2) Makes string from map/array values.
+joinv([3,4,5], ",") = "3,4,5"
+joinv({"a":3,"b":4,"c":5}, ",") = "3,4,5"
+
        +
        +
        +
        +

        json_parse

        +
        json_parse  (class=maps/arrays #args=1) Converts value from JSON-formatted string.
+
        +
        +
        +
        +

        json_stringify

        +
        json_stringify  (class=maps/arrays #args=1,2) Converts value to JSON-formatted string. Default output is single-line.
+With optional second boolean argument set to true, produces multiline output.
+
        +
        +
        +
        +

        leafcount

        +
        leafcount  (class=maps/arrays #args=1) Counts total number of terminal values in map/array. For single-level
+map/array, same as length.
+
        +
        +
        +
        +

        length

        +
        length  (class=maps/arrays #args=1) Counts number of top-level entries in array/map. Scalars have length 1.
+
        +
        +
        +
        +

        log

        +
        log  (class=math #args=1) Natural (base-e) logarithm.
+
        +
        +
        +
        +

        log10

        +
        log10  (class=math #args=1) Base-10 logarithm.
+
        +
        +
        +
        +

        log1p

        +
        log1p  (class=math #args=1) log(1-x).
+
        +
        +
        +
        +

        logifit

        +
        logifit  (class=math #args=3)  Given m and b from logistic regression, compute fit:
+$yhat=logifit($x,$m,$b).
+
        +
        +
        +
        +

        lstrip

        +
        lstrip  (class=string #args=1) Strip leading whitespace from string.
+
        +
        +
        +
        +

        madd

        +
        madd  (class=arithmetic #args=3) a + b mod m (integers)
+
        +
        +
        +
        +

        mapdiff

        +
        mapdiff  (class=maps/arrays #args=variadic) With 0 args, returns empty map. With 1 arg, returns copy of arg.
+With 2 or more, returns copy of arg 1 with all keys from any of remaining
+argument maps removed.
+
        +
        +
        +
        +

        mapexcept

        +
        mapexcept  (class=maps/arrays #args=variadic) Returns a map with keys from remaining arguments, if any, unset.
+Remaining arguments can be strings or arrays of string.
+E.g. 'mapexcept({1:2,3:4,5:6}, 1, 5, 7)' is '{3:4}'
+and  'mapexcept({1:2,3:4,5:6}, [1, 5, 7])' is '{3:4}'.
+
        +
        +
        +
        +

        mapselect

        +
        mapselect  (class=maps/arrays #args=variadic) Returns a map with only keys from remaining arguments set.
+Remaining arguments can be strings or arrays of string.
+E.g. 'mapselect({1:2,3:4,5:6}, 1, 5, 7)' is '{1:2,5:6}'
+and  'mapselect({1:2,3:4,5:6}, [1, 5, 7])' is '{1:2,5:6}'.
+
        +
        +
        +
        +

        mapsum

        +
        mapsum  (class=maps/arrays #args=variadic) With 0 args, returns empty map. With >= 1 arg, returns a map with
+key-value pairs from all arguments. Rightmost collisions win, e.g.
+'mapsum({1:2,3:4},{1:5})' is '{1:5,3:4}'.
+
        +
        +
        +
        +

        max

        +
        max  (class=math #args=variadic) Max of n numbers; null loses.
+
        +
        +
        +
        +

        md5

        +
        md5  (class=hashing #args=1) MD5 hash.
+
        +
        +
        +
        +

        mexp

        +
        mexp  (class=arithmetic #args=3) a ** b mod m (integers)
+
        +
        +
        +
        +

        min

        +
        min  (class=math #args=variadic) Min of n numbers; null loses.
+
        +
        +
        +
        +

        mmul

        +
        mmul  (class=arithmetic #args=3) a * b mod m (integers)
+
        +
        +
        +
        +

        msub

        +
        msub  (class=arithmetic #args=3) a - b mod m (integers)
+
        +
        +
        +
        +

        os

        +
        os  (class=system #args=0) Returns the operating-system name as a string.
+
        +
        +
        +
        +

        pow

        +
        pow  (class=arithmetic #args=2) Exponentiation. Same as **, but as a function.
+
        +
        +
        +
        +

        qnorm

        +
        qnorm  (class=math #args=1) Normal cumulative distribution function.
+
        +
        +
        +
        +

        regextract

        +
        regextract  (class=string #args=2) Example: '$name=regextract($name, "[A-Z]{3}[0-9]{2}")'
+
        +
        +
        +
        +

        regextract_or_else

        +
        regextract_or_else  (class=string #args=3) Example: '$name=regextract_or_else($name, "[A-Z]{3}[0-9]{2}", "default")'
+
        +
        +
        +
        +

        round

        +
        round  (class=math #args=1) Round to nearest integer.
+
        +
        +
        +
        +

        roundm

        +
        roundm  (class=math #args=2) Round to nearest multiple of m: roundm($x,$m) is
+the same as round($x/$m)*$m.
+
        +
        +
        +
        +

        rstrip

        +
        rstrip  (class=string #args=1) Strip trailing whitespace from string.
+
        +
        +
        +
        +

        sec2dhms

        +
        sec2dhms  (class=time #args=1) Formats integer seconds as in sec2dhms(500000) = "5d18h53m20s"
+
        +
        +
        +
        +

        sec2gmt

        +
        sec2gmt  (class=time #args=1,2) Formats seconds since epoch (integer part)
+as GMT timestamp, e.g. sec2gmt(1440768801.7) = "2015-08-28T13:33:21Z".
+Leaves non-numbers as-is. With second integer argument n, includes n decimal places
+for the seconds part
+
        +
        +
        +
        +

        sec2gmtdate

        +
        sec2gmtdate  (class=time #args=1) Formats seconds since epoch (integer part)
+as GMT timestamp with year-month-date, e.g. sec2gmtdate(1440768801.7) = "2015-08-28".
+Leaves non-numbers as-is.
+
        +
        +
        +
        +

        sec2hms

        +
        sec2hms  (class=time #args=1) Formats integer seconds as in sec2hms(5000) = "01:23:20"
+
        +
        +
        +
        +

        sgn

        +
        sgn  (class=math #args=1)  +1, 0, -1 for positive, zero, negative input respectively.
+
        +
        +
        +
        +

        sha1

        +
        sha1  (class=hashing #args=1) SHA1 hash.
+
        +
        +
        +
        +

        sha256

        +
        sha256  (class=hashing #args=1) SHA256 hash.
+
        +
        +
        +
        +

        sha512

        +
        sha512  (class=hashing #args=1) SHA512 hash.
+
        +
        +
        +
        +

        sin

        +
        sin  (class=math #args=1) Trigonometric sine.
+
        +
        +
        +
        +

        sinh

        +
        sinh  (class=math #args=1) Hyperbolic sine.
+
        +
        +
        +
        +

        splita

        +
        splita  (class=conversion #args=2) Splits string into array with type inference. Example:
+splita("3,4,5", ",") = [3,4,5]
+
        +
        +
        +
        +

        splitax

        +
        splitax  (class=conversion #args=2) Splits string into array without type inference. Example:
+splita("3,4,5", ",") = ["3","4","5"]
+
        +
        +
        +
        +

        splitkv

        +
        splitkv  (class=conversion #args=3) Splits string by separators into map with type inference. Example:
+splitkv("a=3,b=4,c=5", "=", ",") = {"a":3,"b":4,"c":5}
+
        +
        +
        +
        +

        splitkvx

        +
        splitkvx  (class=conversion #args=3) Splits string by separators into map without type inference (keys and
+values are strings). Example:
+splitkvx("a=3,b=4,c=5", "=", ",") = {"a":"3","b":"4","c":"5"}
+
        +
        +
        +
        +

        splitnv

        +
        splitnv  (class=conversion #args=2) Splits string by separator into integer-indexed map with type inference. Example:
+splitnv("a,b,c", ",") = {"1":"a","2":"b","3":"c"}
+
        +
        +
        +
        +

        splitnvx

        +
        splitnvx  (class=conversion #args=2) Splits string by separator into integer-indexed map without type
+inference (values are strings). Example:
+splitnvx("3,4,5", ",") = {"1":"3","2":"4","3":"5"}
+
        +
        +
        +
        +

        sqrt

        +
        sqrt  (class=math #args=1) Square root.
+
        +
        +
        +
        +

        ssub

        +
        ssub  (class=string #args=3) Like sub but does no regexing. No characters are special.
+
        +
        +
        +
        +

        strftime

        +
        strftime  (class=time #args=2)  Formats seconds since the epoch as timestamp, e.g.
+    strftime(1440768801.7,"%Y-%m-%dT%H:%M:%SZ") = "2015-08-28T13:33:21Z", and
+    strftime(1440768801.7,"%Y-%m-%dT%H:%M:%3SZ") = "2015-08-28T13:33:21.700Z".
+    Format strings are as in the C library (please see "man strftime" on your system),
+    with the Miller-specific addition of "%1S" through "%9S" which format the seconds
+    with 1 through 9 decimal places, respectively. ("%S" uses no decimal places.)
+    See also strftime_local.
+
        +
        +
        +
        +

        string

        +
        string  (class=conversion #args=1) Convert int/float/bool/string/array/map to string.
+
        +
        +
        +
        +

        strip

        +
        strip  (class=string #args=1) Strip leading and trailing whitespace from string.
+
        +
        +
        +
        +

        strlen

        +
        strlen  (class=string #args=1) String length.
+
        +
        +
        +
        +

        strptime

        +
        strptime  (class=time #args=2) strptime: Parses timestamp as floating-point seconds since the epoch,
+    e.g. strptime("2015-08-28T13:33:21Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.000000,
+    and  strptime("2015-08-28T13:33:21.345Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.345000.
+    See also strptime_local.
+
        +
        +
        +
        +

        sub

        +
        sub  (class=string #args=3) Example: '$name=sub($name, "old", "new")' (replace once).
+
        +
        +
        +
        +

        substr

        +
        substr  (class=string #args=3) substr is an alias for substr0. See also substr1. Miller is generally 1-up
+with all array indices, but, this is a backward-compatibility issue with Miller 5 and below.
+Arrays are new in Miller 6; the substr function is older.
+
        +
        +
        +
        +

        substr0

        +
        substr0  (class=string #args=3) substr0(s,m,n) gives substring of s from 0-up position m to n
+inclusive. Negative indices -len .. -1 alias to 0 .. len-1.
+
        +
        +
        +
        +

        substr1

        +
        substr1  (class=string #args=3) substr1(s,m,n) gives substring of s from 1-up position m to n
+inclusive. Negative indices -len .. -1 alias to 1 .. len.
+
        +
        +
        +
        +

        system

        +
        system  (class=system #args=1) Run command string, yielding its stdout minus final carriage return.
+
        +
        +
        +
        +

        systime

        +
        systime  (class=time #args=0) help string will go here
+
        +
        +
        +
        +

        systimeint

        +
        systimeint  (class=time #args=0) help string will go here
+
        +
        +
        +
        +

        tan

        +
        tan  (class=math #args=1) Trigonometric tangent.
+
        +
        +
        +
        +

        tanh

        +
        tanh  (class=math #args=1) Hyperbolic tangent.
+
        +
        +
        +
        +

        tolower

        +
        tolower  (class=string #args=1) Convert string to lowercase.
+
        +
        +
        +
        +

        toupper

        +
        toupper  (class=string #args=1) Convert string to uppercase.
+
        +
        +
        +
        +

        truncate

        +
        truncate  (class=string #args=2) Truncates string first argument to max length of int second argument.
+
        +
        +
        +
        +

        typeof

        +
        typeof  (class=typing #args=1) Convert argument to type of argument (e.g. "str"). For debug.
+
        +
        +
        +
        +

        unflatten

        +
        unflatten  (class=maps/arrays #args=2) Reverses flatten. Example:
+unflatten({"a.b.c" : 4}, ".") is {"a": "b": { "c": 4 }}.
+Useful for nested JSON-like structures for non-JSON file formats like CSV.
+See also arrayify.
+
        +
        +
        +
        +

        uptime

        +
        uptime  (class=time #args=0) help string will go here
+
        +
        +
        +
        +

        urand

        +
        urand  (class=math #args=0) Floating-point numbers uniformly distributed on the unit interval.
+Int-valued example: '$n=floor(20+urand()*11)'.
+
        +
        +
        +
        +

        urand32

        +
        urand32  (class=math #args=0) Integer uniformly distributed 0 and 2**32-1 inclusive.
+
        +
        +
        +
        +

        urandint

        +
        urandint  (class=math #args=2) Integer uniformly distributed between inclusive integer endpoints.
+
        +
        +
        +
        +

        urandrange

        +
        urandrange  (class=math #args=2) Floating-point numbers uniformly distributed on the interval [a, b).
+
        +
        +
        +
        +

        version

        +
        version  (class=system #args=0) Returns the Miller version as a string.
+
        +
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-complexity.html b/docs6b/docs/_build/html/reference-dsl-complexity.html new file mode 100644 index 000000000..b50aa96ec --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-complexity.html @@ -0,0 +1,55 @@ + + + + + + + + DSL reference: a note on the complexity of Miller’s expression language — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: a note on the complexity of Miller’s expression language

        +
        + +
        +
        + +
        +

        DSL reference: a note on the complexity of Miller’s expression language

        +

        One of Miller’s strengths is its brevity: it’s much quicker – and less error-prone – to type mlr stats1 -a sum -f x,y -g a,b than having to track summation variables as in awk, or using Miller’s out-of-stream variables. And the more language features Miller’s put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the less powerful it begins to seem: because of the other programming-language features it doesn’t have (classes, exceptions, and so on).

        +

        When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust or Go, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the put statements be handled by the implementation language’s own eval: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL.

        +

        I do want to keep focusing on what Miller is good at – concise notation, low latency, and high throughput – and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as awk; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as awk along with optional type-declaration syntax; as of Miller 6 we have full support for arrays. While I’m excited by these powerful language features, I hope to keep new features focused on Miller’s sweet spot which is speed plus simplicity.

        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-complexlity.html b/docs6b/docs/_build/html/reference-dsl-complexlity.html new file mode 100644 index 000000000..667f64a40 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-complexlity.html @@ -0,0 +1,107 @@ + + + + + + + + DSL reference: a note on the complexity of Miller’s expression language — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +
        +
        + +
        +

        DSL reference: a note on the complexity of Miller’s expression language

        +

        One of Miller’s strengths is its brevity: it’s much quicker – and less error-prone – to type mlr stats1 -a sum -f x,y -g a,b than having to track summation variables as in awk, or using Miller’s out-of-stream variables. And the more language features Miller’s put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the less powerful it begins to seem: because of the other programming-language features it doesn’t have (classes, exceptions, and so on).

        +

        When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust or Go, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the put statements be handled by the implementation language’s own eval: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL.

        +

        I do want to keep focusing on what Miller is good at – concise notation, low latency, and high throughput – and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as awk; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as awk along with optional type-declaration syntax. While I’m excited by these powerful language features, I hope to keep new features beyond 5.0.0 focused on Miller’s sweet spot which is speed plus simplicity.

        +
        + + +
        +
        +
        +
        + +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-control-structures.html b/docs6b/docs/_build/html/reference-dsl-control-structures.html new file mode 100644 index 000000000..55a05af7f --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-control-structures.html @@ -0,0 +1,528 @@ + + + + + + + + DSL reference: control structures — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: control structures

        +
        + +
        + +
        + +
        +

        DSL reference: control structures

        +
        +

        Pattern-action blocks

        +

        These are reminiscent of awk syntax. They can be used to allow assignments to be done only when appropriate – e.g. for math-function domain restrictions, regex-matching, and so on:

        +
         mlr cat data/put-gating-example-1.dkvp
+ x=-1
+ x=0
+ x=1
+ x=2
+ x=3
+
        +
        +
         mlr put '$x > 0.0 { $y = log10($x); $z = sqrt($y) }' data/put-gating-example-1.dkvp
+ x=-1
+ x=0
+ x=1,y=0,z=0
+ x=2,y=0.3010299956639812,z=0.5486620049392715
+ x=3,y=0.4771212547196624,z=0.6907396432228734
+
        +
        +
         mlr cat data/put-gating-example-2.dkvp
+ a=abc_123
+ a=some other name
+ a=xyz_789
+
        +
        +
         mlr put '
+   $a =~ "([a-z]+)_([0-9]+)" {
+     $b = "left_\1"; $c = "right_\2"
+   }' \
+   data/put-gating-example-2.dkvp
+ a=abc_123,b=left_\1,c=right_\2
+ a=some other name
+ a=xyz_789,b=left_\1,c=right_\2
+
        +
        +

        This produces heteregenous output which Miller, of course, has no problems with (see Record-heterogeneity). But if you want homogeneous output, the curly braces can be replaced with a semicolon between the expression and the body statements. This causes put to evaluate the boolean expression (along with any side effects, namely, regex-captures \1, \2, etc.) but doesn’t use it as a criterion for whether subsequent assignments should be executed. Instead, subsequent assignments are done unconditionally:

        +
         mlr put '$x > 0.0; $y = log10($x); $z = sqrt($y)' data/put-gating-example-1.dkvp
+ x=1,y=0,z=0
+ x=2,y=0.3010299956639812,z=0.5486620049392715
+ x=3,y=0.4771212547196624,z=0.6907396432228734
+
        +
        +
         mlr put '
+   $a =~ "([a-z]+)_([0-9]+)";
+   $b = "left_\1";
+   $c = "right_\2"
+ ' data/put-gating-example-2.dkvp
+ a=abc_123,b=left_\1,c=right_\2
+ a=xyz_789,b=left_\1,c=right_\2
+
        +
        +
        +
        +

        If-statements

        +

        These are again reminiscent of awk. Pattern-action blocks are a special case of if with no elif or else blocks, no if keyword, and parentheses optional around the boolean expression:

        +
         mlr put 'NR == 4 {$foo = "bar"}'
+
        +
        +
         mlr put 'if (NR == 4) {$foo = "bar"}'
+
        +
        +

        Compound statements use elif (rather than elsif or else if):

        +
        mlr put '
+  if (NR == 2) {
+    ...
+  } elif (NR ==4) {
+    ...
+  } elif (NR ==6) {
+    ...
+  } else {
+    ...
+  }
+'
+
        +
        +
        +
        +

        While and do-while loops

        +

        Miller’s while and do-while are unsurprising in comparison to various languages, as are break and continue:

        +
         echo x=1,y=2 | mlr put '
+   while (NF < 10) {
+     $[NF+1] = ""
+   }
+   $foo = "bar"
+ '
+ x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar
+
        +
        +
         echo x=1,y=2 | mlr put '
+   do {
+     $[NF+1] = "";
+     if (NF == 5) {
+       break
+     }
+   } while (NF < 10);
+   $foo = "bar"
+ '
+ x=1,y=2,3=,4=,5=,foo=bar
+
        +
        +

        A break or continue within nested conditional blocks or if-statements will, of course, propagate to the innermost loop enclosing them, if any. A break or continue outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested. +The existence of while, do-while, and for loops in Miller’s DSL means that you can create infinite-loop scenarios inadvertently. In particular, please recall that DSL statements are executed once if in begin or end blocks, and once per record otherwise. For example, while (NR < 10) will never terminate as NR is only incremented between records.

        +
        +
        +

        For-loops

        +

        While Miller’s while and do-while statements are much as in many other languages, for loops are more idiosyncratic to Miller. They are loops over key-value pairs, whether in stream records, out-of-stream variables, local variables, or map-literals: more reminiscent of foreach, as in (for example) PHP. There are for-loops over map keys and for-loops over key-value tuples. Additionally, Miller has a C-style triple-for loop with initialize, test, and update statements.

        +

        As with while and do-while, a break or continue within nested control structures will propagate to the innermost loop enclosing them, if any, and a break or continue outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested.

        +
        +

        Key-only for-loops

        +

        The key variable is always bound to the key of key-value pairs:

        +
         mlr --from data/small put '
+   print "NR = ".NR;
+   for (key in $*) {
+     value = $[key];
+     print "  key:" . key . "  value:".value;
+   }
+
+ '
+ NR = 1
+   key:a  value:pan
+   key:b  value:pan
+   key:i  value:1
+   key:x  value:0.3467901443380824
+   key:y  value:0.7268028627434533
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ NR = 2
+   key:a  value:eks
+   key:b  value:pan
+   key:i  value:2
+   key:x  value:0.7586799647899636
+   key:y  value:0.5221511083334797
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ NR = 3
+   key:a  value:wye
+   key:b  value:wye
+   key:i  value:3
+   key:x  value:0.20460330576630303
+   key:y  value:0.33831852551664776
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ NR = 4
+   key:a  value:eks
+   key:b  value:wye
+   key:i  value:4
+   key:x  value:0.38139939387114097
+   key:y  value:0.13418874328430463
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ NR = 5
+   key:a  value:wye
+   key:b  value:pan
+   key:i  value:5
+   key:x  value:0.5732889198020006
+   key:y  value:0.8636244699032729
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         mlr -n put '
+   end {
+     o = {1:2, 3:{4:5}};
+     for (key in o) {
+       print "  key:" . key . "  valuetype:" . typeof(o[key]);
+     }
+   }
+ '
+   key:1  valuetype:int
+   key:3  valuetype:map
+
        +
        +

        Note that the value corresponding to a given key may be gotten as through a computed field name using square brackets as in $[key] for stream records, or by indexing the looped-over variable using square brackets.

        +
        +
        +

        Key-value for-loops

        +

        Single-level keys may be gotten at using either for(k,v) or for((k),v); multi-level keys may be gotten at using for((k1,k2,k3),v) and so on. The v variable will be bound to to a scalar value (a string or a number) if the map stops at that level, or to a map-valued variable if the map goes deeper. If the map isn’t deep enough then the loop body won’t be executed.

        +
         cat data/for-srec-example.tbl
+ label1 label2 f1  f2  f3
+ blue   green  100 240 350
+ red    green  120 11  195
+ yellow blue   140 0   240
+
        +
        +
         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];
+     }
+   }
+ '
+ label1 label2 f1  f2  f3  sum1 sum2 sum3
+ blue   green  100 240 350 690  690  690
+ red    green  120 11  195 326  326  326
+ yellow blue   140 0   240 380  380  380
+
        +
        +
         mlr --from data/small --opprint put 'for (k,v in $*) { $[k."_type"] = typeof(v) }'
+ a   b   i x                   y                   a_type b_type i_type x_type y_type
+ pan pan 1 0.3467901443380824  0.7268028627434533  string string int    float  float
+ eks pan 2 0.7586799647899636  0.5221511083334797  string string int    float  float
+ wye wye 3 0.20460330576630303 0.33831852551664776 string string int    float  float
+ eks wye 4 0.38139939387114097 0.13418874328430463 string string int    float  float
+ wye pan 5 0.5732889198020006  0.8636244699032729  string string int    float  float
+
        +
        +

        Note that the value of the current field in the for-loop can be gotten either using the bound variable value, or through a computed field name using square brackets as in $[key].

        +

        Important note: to avoid inconsistent looping behavior in case you’re setting new fields (and/or unsetting existing ones) while looping over the record, Miller makes a copy of the record before the loop: loop variables are bound from the copy and all other reads/writes involve the record itself:

        +
         mlr --from data/small --opprint put '
+   $sum1 = 0;
+   $sum2 = 0;
+   for (k,v in $*) {
+     if (is_numeric(v)) {
+       $sum1 +=v;
+       $sum2 += $[k];
+     }
+   }
+ '
+ a   b   i x                   y                   sum1               sum2
+ pan pan 1 0.3467901443380824  0.7268028627434533  2.0735930070815356 8.294372028326142
+ eks pan 2 0.7586799647899636  0.5221511083334797  3.280831073123443  13.123324292493772
+ wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507 14.171687325131803
+ eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445  18.06235254862178
+ wye pan 5 0.5732889198020006  0.8636244699032729  6.436913389705273  25.747653558821092
+
        +
        +

        It can be confusing to modify the stream record while iterating over a copy of it, so instead you might find it simpler to use a local variable in the loop and only update the stream record after the loop:

        +
         mlr --from data/small --opprint put '
+   sum = 0;
+   for (k,v in $*) {
+     if (is_numeric(v)) {
+       sum += $[k];
+     }
+   }
+   $sum = sum
+ '
+ a   b   i x                   y                   sum
+ pan pan 1 0.3467901443380824  0.7268028627434533  2.0735930070815356
+ eks pan 2 0.7586799647899636  0.5221511083334797  3.280831073123443
+ wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507
+ eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445
+ wye pan 5 0.5732889198020006  0.8636244699032729  6.436913389705273
+
        +
        +

        You can also start iterating on sub-hashmaps of an out-of-stream or local variable; you can loop over nested keys; you can loop over all out-of-stream variables. The bound variables are bound to a copy of the sub-hashmap as it was before the loop started. The sub-hashmap is specified by square-bracketed indices after in, and additional deeper indices are bound to loop key-variables. The terminal values are bound to the loop value-variable whenever the keys are not too shallow. The value-variable may refer to a terminal (string, number) or it may be map-valued if the map goes deeper. Example indexing is as follows:

        +
        # 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)
+
        +
        +

        That’s confusing in the abstract, so a concrete example is in order. Suppose the out-of-stream variable @myvar is populated as follows:

        +
         mlr -n put --jknquoteint -q '
+   begin {
+     @myvar = {
+       1: 2,
+       3: { 4 : 5 },
+       6: { 7: { 8: 9 } }
+     }
+   }
+   end { dump }
+ '
+ {
+   "myvar": {
+     "1": 2,
+     "3": {
+       "4": 5
+     },
+     "6": {
+       "7": {
+         "8": 9
+       }
+     }
+   }
+ }
+
        +
        +

        Then we can get at various values as follows:

        +
         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);
+     }
+   }
+ '
+ key=1,valuetype=int
+ key=3,valuetype=map
+ key=6,valuetype=map
+
        +
        +
         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);
+     }
+   }
+ '
+ key1=3,key2=4,valuetype=int
+ key1=6,key2=7,valuetype=map
+
        +
        +
         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);
+     }
+   }
+ '
+ key1=7,key2=8,valuetype=int
+
        +
        +
        +
        +

        C-style triple-for loops

        +

        These are supported as follows:

        +
         mlr --from data/small --opprint put '
+   num suma = 0;
+   for (a = 1; a <= NR; a += 1) {
+     suma += a;
+   }
+   $suma = suma;
+ '
+ a   b   i x                   y                   suma
+ pan pan 1 0.3467901443380824  0.7268028627434533  1
+ eks pan 2 0.7586799647899636  0.5221511083334797  3
+ wye wye 3 0.20460330576630303 0.33831852551664776 6
+ eks wye 4 0.38139939387114097 0.13418874328430463 10
+ wye pan 5 0.5732889198020006  0.8636244699032729  15
+
        +
        +
         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;
+ '
+ a   b   i x                   y                   suma sumb
+ pan pan 1 0.3467901443380824  0.7268028627434533  1    1
+ eks pan 2 0.7586799647899636  0.5221511083334797  3    3
+ wye wye 3 0.20460330576630303 0.33831852551664776 6    7
+ eks wye 4 0.38139939387114097 0.13418874328430463 10   15
+ wye pan 5 0.5732889198020006  0.8636244699032729  15   31
+
        +
        +

        Notes:

        +
          +

        • In for (start; continuation; update) { body }, the start, continuation, and update statements may be empty, single statements, or multiple comma-separated statements. If the continuation is empty (e.g. for(i=1;;i+=1)) it defaults to true.

          • +

        • In particular, you may use $-variables and/or @-variables in the start, continuation, and/or update steps (as well as the body, of course).

          • +

        • The typedecls such as int or num are optional. If a typedecl is provided (for a local variable), it binds a variable scoped to the for-loop regardless of whether a same-name variable is present in outer scope. If a typedecl is not provided, then the variable is scoped to the for-loop if no same-name variable is present in outer scope, or if a same-name variable is present in outer scope then it is modified.

          • +

        • Miller has no ++ or -- operators.

          • +

        • As with all for/if/while statements in Miller, the curly braces are required even if the body is a single statement, or empty.

          • +
        +
        +
        +
        +

        Begin/end blocks

        +

        Miller supports an awk-like begin/end syntax. The statements in the begin block are executed before any input records are read; the statements in the end block are executed after the last input record is read. (If you want to execute some statement at the start of each file, not at the start of the first file as with begin, you might use a pattern/action block of the form FNR == 1 { ... }.) All statements outside of begin or end are, of course, executed on every input record. Semicolons separate statements inside or outside of begin/end blocks; semicolons are required between begin/end block bodies and any subsequent statement. For example:

        +
         mlr put '
+   begin { @sum = 0 };
+   @x_sum += $x;
+   end { emit @x_sum }
+ ' ../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
+ 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
+ x_sum=4.536293840335763
+
        +
        +

        Since uninitialized out-of-stream variables default to 0 for addition/substraction and 1 for multiplication when they appear on expression right-hand sides (not quite as in awk, where they’d default to 0 either way), the above can be written more succinctly as

        +
         mlr put '
+   @x_sum += $x;
+   end { emit @x_sum }
+ ' ../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
+ 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
+ x_sum=4.536293840335763
+
        +
        +

        The put -q option is a shorthand which suppresses printing of each output record, with only emit statements being output. So to get only summary outputs, one could write

        +
         mlr put -q '
+   @x_sum += $x;
+   end { emit @x_sum }
+ ' ../data/small
+ x_sum=4.536293840335763
+
        +
        +

        We can do similarly with multiple out-of-stream variables:

        +
         mlr put -q '
+   @x_count += 1;
+   @x_sum += $x;
+   end {
+     emit @x_count;
+     emit @x_sum;
+   }
+ ' ../data/small
+ x_count=10
+ x_sum=4.536293840335763
+
        +
        +

        This is of course not much different than

        +
         mlr stats1 -a count,sum -f x ../data/small
+ x_count=10,x_sum=4.536293840335763
+
        +
        +

        Note that it’s a syntax error for begin/end blocks to refer to field names (beginning with $), since these execute outside the context of input records.

        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-errors.html b/docs6b/docs/_build/html/reference-dsl-errors.html new file mode 100644 index 000000000..7bf1132fc --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-errors.html @@ -0,0 +1,67 @@ + + + + + + + + DSL reference: errors and transparency — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: errors and transparency

        +
        + +
        +
        + +
        +

        DSL reference: errors and transparency

        +

        As soon as you have a programming language, you start having the problem What is my code doing, and why? This includes getting syntax errors – which are always annoying – as well as the even more annoying problem of a program which parses without syntax error but doesn’t do what you expect.

        +

        The syntax error message is cryptic: it says syntax error at `` followed by the next symbol it couldn't parse. This is good, but (as of 5.0.0) it doesn't say things like ``syntax error at line 17, character 22. Here are some common causes of syntax errors:

        +
          +

        • Don’t forget ; at end of line, before another statement on the next line.

          • +

        • Miller’s DSL lacks the ++ and -- operators.

          • +

        • Curly braces are required for the bodies of if/while/for blocks, even when the body is a single statement.

          • +
        +

        Now for transparency:

        +
          +

        • As in any language, you can do (see Print statements) print (or eprint to print to stderr). See also Dump statements and Emit statements.

          • +

        • The -v option to mlr put and mlr filter prints abstract syntax trees for your code. While not all details here will be of interest to everyone, certainly this makes questions such as operator precedence completely unambiguous.

          • +

        • The -T option prints a trace of each statement executed.

          • +

        • The -t and -a options show low-level details for the parsing process and for stack-variable-index allocation, respectively. These will likely be of interest to people who enjoy compilers, and probably less useful for a more general audience.

          • +

        • Please see Type-checking for type declarations and type-assertions you can use to make sure expressions and the data flowing them are evaluating as you expect. I made them optional because one of Miller’s important use-cases is being able to say simple things like mlr put '$y = $x + 1' myfile.dat with a minimum of punctuational bric-a-brac – but for programs over a few lines I generally find that the more type-specification, the better.

          • +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-filter-statements.html b/docs6b/docs/_build/html/reference-dsl-filter-statements.html new file mode 100644 index 000000000..191b0b763 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-filter-statements.html @@ -0,0 +1,75 @@ + + + + + + + + DSL reference: filter statements — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: filter statements

        +
        + +
        +
        + +
        +

        DSL reference: filter statements

        +

        You can use filter within put. In fact, the following two are synonymous:

        +
         mlr filter 'NR==2 || NR==3' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+
        +
        +
         mlr put 'filter NR==2 || NR==3' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+
        +
        +

        The former, of course, is much easier to type. But the latter allows you to define more complex expressions for the filter, and/or do other things in addition to the filter:

        +
         mlr put '@running_sum += $x; filter @running_sum > 1.3' data/small
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         mlr put '$z = $x * $y; filter $z > 0.3' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,z=0.3961455844854848
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,z=0.4951063394654227
+
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-operators.html b/docs6b/docs/_build/html/reference-dsl-operators.html new file mode 100644 index 000000000..dacac9619 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-operators.html @@ -0,0 +1,97 @@ + + + + + + + + DSL reference: operators — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: operators

        +
        + +
        + +
        + +
        +

        DSL reference: operators

        +
        +

        Operator precedence

        +

        Operators are listed in order of decreasing precedence, highest first.

        +
        Operators              Associativity
+---------              -------------
+()                     left to right
+**                    right to left
+! ~ unary+ unary- &    right to left
+binary* / // %         left to right
+binary+ binary- .      left to right
+<< >>                  left to right
+&                      left to right
+^                      left to right
+|                      left to right
+< <= > >=              left to right
+== != =~ !=~           left to right
+&&                     left to right
+^^                     left to right
+||                     left to right
+? :                    right to left
+=                      N/A for Miller (there is no $a=$b=$c)
+
        +
        +
        +
        +

        Operator and function semantics

        +
          +

        • Functions are often pass-throughs straight to the system-standard Go libraries.

          • +

        • The min and max functions are different from other multi-argument functions which return null if any of their inputs are null: for min and max, by contrast, if one argument is absent-null, the other is returned. Empty-null loses min or max against numeric or boolean; empty-null is less than any other string.

          • +

        • Symmetrically with respect to the bitwise OR, XOR, and AND operators |, ^, &, Miller has logical operators ||, ^^, &&: the logical XOR not existing in Go.

          • +

        • The exponentiation operator ** is familiar from many languages.

          • +

        • The regex-match and regex-not-match operators =~ and !=~ are similar to those in Ruby and Perl.

          • +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-output-statements.html b/docs6b/docs/_build/html/reference-dsl-output-statements.html new file mode 100644 index 000000000..dfcf541c0 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-output-statements.html @@ -0,0 +1,553 @@ + + + + + + + + DSL reference: output statements — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: output statements

        +
        + +
        + +
        + +
        +

        DSL reference: output statements

        +

        You can output variable-values or expressions in five ways:

        +
          +

        • Assign them to stream-record fields. For example, $cumulative_sum = @sum. For another example, $nr = NR adds a field named nr to each output record, containing the value of the built-in variable NR as of when that record was ingested.

          • +

        • Use the print or eprint keywords which immediately print an expression directly to standard output or standard error, respectively. Note that dump, edump, print, and eprint don’t output records which participate in then-chaining; rather, they’re just immediate prints to stdout/stderr. The printn and eprintn keywords are the same except that they don’t print final newlines. Additionally, you can print to a specified file instead of stdout/stderr.

          • +

        • Use the dump or edump keywords, which immediately print all out-of-stream variables as a JSON data structure to the standard output or standard error (respectively).

          • +

        • Use tee which formats the current stream record (not just an arbitrary string as with print) to a specific file.

          • +

        • Use emit/emitp/emitf to send out-of-stream variables’ current values to the output record stream, e.g. @sum += $x; emit @sum which produces an extra output record such as sum=3.1648382.

          • +
        +

        For the first two options you are populating the output-records stream which feeds into the next verb in a then-chain (if any), or which otherwise is formatted for output using --o... flags.

        +

        For the last three options you are sending output directly to standard output, standard error, or a file.

        + +
        +

        Dump statements

        +

        The dump statement is for printing expressions, including maps, directly to stdout/stderr, respectively:

        +
          +

        • There are two variants: dump prints to stdout; edump prints to stderr.

          • +

        • Output goes directly to stdout/stderr, respectively: data produced this way do not go downstream to the next verb in a then-chain. (Use emit for that.)

          • +

        • You can use dump to output single strings, numbers, or expressions including map-valued data. Map-valued data are printed as JSON. Miller allows string and integer keys in its map literals while JSON allows only string keys, so use mlr put --jknquoteint if you want integer-valued map keys not double-quoted.

          • +

        • If you use dump (or edump) with no arguments, you get a JSON structure representing the current values of all out-of-stream variables.

          • +

        • As with print, you can redirect output to files.

          • +

        • See also Redirected-output statements for examples.

          • +
        +
        +
        +

        Tee statements

        +

        Records produced by a mlr put go downstream to the next verb in your then-chain, if any, or otherwise to standard output. If you want to additionally copy out records to files, you can do that using tee.

        +

        The syntax is, by example, mlr --from myfile.dat put 'tee > "tap.dat", $*' then sort -n index. First is tee >, then the filename expression (which can be an expression such as "tap.".$a.".dat"), then a comma, then $*. (Nothing else but $* is teeable.)

        +

        See also Redirected-output statements for examples.

        +
        +
        +

        Redirected-output statements

        +

        The print, dump tee, emitf, emit, and emitp keywords all allow you to redirect output to one or more files or pipe-to commands. The filenames/commands are strings which can be constructed using record-dependent values, so you can do things like splitting a table into multiple files, one for each account ID, and so on.

        +

        Details:

        +
          +

        • The print and dump keywords produce output immediately to standard output, or to specified file(s) or pipe-to command if present.

          • +
        +
         mlr help keyword print
+ print: prints expression immediately to stdout.
+
+   Example: mlr --from f.dat put -q 'print "The sum of x and y is ".($x+$y)'
+   Example: mlr --from f.dat put -q 'for (k, v in $*) { print k . " => " . v }'
+   Example: mlr --from f.dat put  '(NR %% 1000 == 0) { print > stderr, "Checkpoint ".NR}'
+
        +
        +
         mlr help keyword dump
+ dump: prints all currently defined out-of-stream variables immediately
+ to stdout as JSON.
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump }'
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >  "mytap.dat"}'
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >> "mytap.dat"}'
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump | "jq .[]"}'
+
        +
        +
          +

        • mlr put sends the current record (possibly modified by the put expression) to the output record stream. Records are then input to the following verb in a then-chain (if any), else printed to standard output (unless put -q). The tee keyword additionally writes the output record to specified file(s) or pipe-to command, or immediately to stdout/stderr.

          • +
        +
         mlr help keyword tee
+ tee: prints the current record to specified file.
+ This is an immediate print to the specified file (except for pprint format
+ which of course waits until the end of the input stream to format all output).
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output. See also mlr -h.
+
+ emit with redirect and tee with redirect are identical, except tee can only
+ output $*.
+
+   Example: mlr --from f.dat put 'tee >  "/tmp/data-".$a, $*'
+   Example: mlr --from f.dat put 'tee >> "/tmp/data-".$a.$b, $*'
+   Example: mlr --from f.dat put 'tee >  stderr, $*'
+   Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\]", $*'
+   Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\] > /tmp/data-".$a, $*'
+   Example: mlr --from f.dat put -q 'tee | "gzip > /tmp/data-".$a.".gz", $*'
+   Example: mlr --from f.dat put -q --ojson 'tee | "gzip > /tmp/data-".$a.".gz", $*'
+
        +
        +
          +

        • mlr put’s emitf, emitp, and emit send out-of-stream variables to the output record stream. These are then input to the following verb in a then-chain (if any), else printed to standard output. When redirected with >, >>, or |, they instead write the out-of-stream variable(s) to specified file(s) or pipe-to command, or immediately to stdout/stderr.

          • +
        +
         mlr help keyword emitf
+ emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the
+ output record stream.
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a'
+   Example: mlr --from f.dat put --oxtab '@a=$i;@b+=$x;@c+=$y; emitf > "tap-".$i.".dat", @a'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > "mytap.dat", @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf >> "mytap.dat", @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > stderr, @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern", @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern > mytap.dat", @a, @b, @c'
+
+ Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information.
+
        +
        +
         mlr help keyword emitp
+ emitp: inserts an out-of-stream variable into the output record stream.
+ Hashmap indices present in the data but not slotted by emitp arguments are
+ output concatenated with ":".
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums'
+   Example: mlr --from f.dat put --opprint '@sums[$a][$b]+=$x; emitp > "tap-".$a.$b.".dat", @sums'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >  "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >> "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "gzip > mytap.dat.gz", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > stderr, @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "grep somepattern", @*, "index1", "index2"'
+
+ Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information.
+
        +
        +
         mlr help keyword emit
+ emit: inserts an out-of-stream variable into the output record stream. Hashmap
+ indices present in the data but not slotted by emit arguments are not output.
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+   Example: mlr --from f.dat put 'emit >  "/tmp/data-".$a, $*'
+   Example: mlr --from f.dat put 'emit >  "/tmp/data-".$a, mapexcept($*, "a")'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums'
+   Example: mlr --from f.dat put --ojson '@sums[$a][$b]+=$x; emit > "tap-".$a.$b.".dat", @sums'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >  "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >> "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "gzip > mytap.dat.gz", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > stderr, @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "grep somepattern", @*, "index1", "index2"'
+
+ Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information.
+
        +
        +
        +
        +

        Emit statements

        +

        There are three variants: emitf, emit, and emitp. Keep in mind that out-of-stream variables are a nested, multi-level hashmap (directly viewable as JSON using dump), whereas Miller output records are lists of single-level key-value pairs. The three emit variants allow you to control how the multilevel hashmaps are flatten down to output records. You can emit any map-valued expression, including $*, map-valued out-of-stream variables, the entire out-of-stream-variable collection @*, map-valued local variables, map literals, or map-valued function return values.

        +

        Use emitf to output several out-of-stream variables side-by-side in the same output record. For emitf these mustn’t have indexing using @name[...]. Example:

        +
         mlr put -q '
+   @count += 1;
+   @x_sum += $x;
+   @y_sum += $y;
+   end { emitf @count, @x_sum, @y_sum}
+ ' data/small
+ count=5,x_sum=2.264761728567491,y_sum=2.585085709781158
+
        +
        +

        Use emit to output an out-of-stream variable. If it’s non-indexed you’ll get a simple key-value pair:

        +
         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 put -q '@sum += $x; end { dump }' data/small
+ {
+   "sum": 2.264761728567491
+ }
+
        +
        +
         mlr put -q '@sum += $x; end { emit @sum }' data/small
+ sum=2.264761728567491
+
        +
        +

        If it’s indexed then use as many names after emit as there are indices:

        +
         mlr put -q '@sum[$a] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": 0.3467901443380824,
+     "eks": 1.1400793586611044,
+     "wye": 0.7778922255683036
+   }
+ }
+
        +
        +
         mlr put -q '@sum[$a] += $x; end { emit @sum, "a" }' data/small
+ a=pan,sum=0.3467901443380824
+ a=eks,sum=1.1400793586611044
+ a=wye,sum=0.7778922255683036
+
        +
        +
         mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+
        +
        +
         mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a", "b" }' data/small
+ a=pan,b=pan,sum=0.3467901443380824
+ a=eks,b=pan,sum=0.7586799647899636
+ a=eks,b=wye,sum=0.38139939387114097
+ a=wye,b=wye,sum=0.20460330576630303
+ a=wye,b=pan,sum=0.5732889198020006
+
        +
        +
         mlr put -q '@sum[$a][$b][$i] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": {
+         "1": 0.3467901443380824
+       }
+     },
+     "eks": {
+       "pan": {
+         "2": 0.7586799647899636
+       },
+       "wye": {
+         "4": 0.38139939387114097
+       }
+     },
+     "wye": {
+       "wye": {
+         "3": 0.20460330576630303
+       },
+       "pan": {
+         "5": 0.5732889198020006
+       }
+     }
+   }
+ }
+
        +
        +
         mlr put -q '
+   @sum[$a][$b][$i] += $x;
+   end { emit @sum, "a", "b", "i" }
+ ' data/small
+ a=pan,b=pan,i=1,sum=0.3467901443380824
+ a=eks,b=pan,i=2,sum=0.7586799647899636
+ a=eks,b=wye,i=4,sum=0.38139939387114097
+ a=wye,b=wye,i=3,sum=0.20460330576630303
+ a=wye,b=pan,i=5,sum=0.5732889198020006
+
        +
        +

        Now for emitp: if you have as many names following emit as there are levels in the out-of-stream variable’s hashmap, then emit and emitp do the same thing. Where they differ is when you don’t specify as many names as there are hashmap levels. In this case, Miller needs to flatten multiple map indices down to output-record keys: emitp includes full prefixing (hence the p in emitp) while emit takes the deepest hashmap key as the output-record key:

        +
         mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+
        +
        +
         mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a" }' data/small
+ a=pan,pan=0.3467901443380824
+ a=eks,pan=0.7586799647899636,wye=0.38139939387114097
+ a=wye,wye=0.20460330576630303,pan=0.5732889198020006
+
        +
        +
         mlr put -q '@sum[$a][$b] += $x; end { emit @sum }' data/small
+ pan.pan=0.3467901443380824,eks.pan=0.7586799647899636,eks.wye=0.38139939387114097,wye.wye=0.20460330576630303,wye.pan=0.5732889198020006
+
        +
        +
         mlr put -q '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small
+ a=pan,sum.pan=0.3467901443380824
+ a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097
+ a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006
+
        +
        +
         mlr put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small
+ sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006
+
        +
        +
         mlr --oxtab put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small
+ sum.pan.pan 0.3467901443380824
+ sum.eks.pan 0.7586799647899636
+ sum.eks.wye 0.38139939387114097
+ sum.wye.wye 0.20460330576630303
+ sum.wye.pan 0.5732889198020006
+
        +
        +

        Use –oflatsep to specify the character which joins multilevel +keys for emitp (it defaults to a colon):

        +
         mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small
+ a=pan,sum.pan=0.3467901443380824
+ a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097
+ a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006
+
        +
        +
         mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum }' data/small
+ sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006
+
        +
        +
         mlr --oxtab put -q --oflatsep / '
+   @sum[$a][$b] += $x;
+   end { emitp @sum }
+ ' data/small
+ sum.pan.pan 0.3467901443380824
+ sum.eks.pan 0.7586799647899636
+ sum.eks.wye 0.38139939387114097
+ sum.wye.wye 0.20460330576630303
+ sum.wye.pan 0.5732889198020006
+
        +
        +
        +
        +

        Multi-emit statements

        +

        You can emit multiple map-valued expressions side-by-side by +including their names in parentheses:

        +
         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"
+   }
+ '
+ a   b   x_sum              x_count x_mean
+ pan pan 219.1851288316854  427     0.5133141190437597
+ pan wye 198.43293070748447 395     0.5023618498923658
+ pan eks 216.07522773165525 429     0.5036718595143479
+ pan hat 205.22277621488686 417     0.492140950155604
+ pan zee 205.09751802331917 413     0.4966041598627583
+ eks pan 179.96303047250723 371     0.48507555383425127
+ eks wye 196.9452860713734  407     0.4838950517724162
+ eks zee 176.8803651584733  357     0.49546320772681596
+ eks eks 215.91609712937984 413     0.5227992666570941
+ eks hat 208.783170520597   417     0.5006790659966355
+ wye wye 185.29584980261419 377     0.49150092785839306
+ wye pan 195.84790012056564 392     0.4996119901034838
+ wye hat 212.0331829346132  426     0.4977304763723314
+ wye zee 194.77404756708714 385     0.5059066170573692
+ wye eks 204.8129608356315  386     0.5306035254809106
+ zee pan 202.21380378504267 389     0.5198298297816007
+ zee wye 233.9913939194868  455     0.5142667998230479
+ zee eks 190.9617780631925  391     0.4883932942792647
+ zee zee 206.64063510417319 403     0.5127559183726382
+ zee hat 191.30000620900935 409     0.46772617655014515
+ hat wye 208.8830097609959  423     0.49381326184632596
+ hat zee 196.3494502965293  385     0.5099985721987774
+ hat eks 189.0067933716193  389     0.48587864619953547
+ hat hat 182.8535323148762  381     0.47993053101017374
+ hat pan 168.5538067327806  363     0.4643355557376876
+
        +
        +

        What this does is walk through the first out-of-stream variable (@x_sum in this example) as usual, then for each keylist found (e.g. pan,wye), include the values for the remaining out-of-stream variables (here, @x_count and @x_mean). You should use this when all out-of-stream variables in the emit statement have the same shape and the same keylists.

        +
        +
        +

        Emit-all statements

        +

        Use emit all (or emit @* which is synonymous) to output all out-of-stream variables. You can use the following idiom to get various accumulators output side-by-side (reminiscent of mlr stats1):

        +
         mlr --from data/small --opprint put -q '
+   @v[$a][$b]["sum"] += $x;
+   @v[$a][$b]["count"] += 1;
+   end{emit @*,"a","b"}
+ '
+ a b   pan.sum            pan.count
+ v pan 0.3467901443380824 1
+
+ a b   pan.sum            pan.count wye.sum             wye.count
+ v eks 0.7586799647899636 1         0.38139939387114097 1
+
+ a b   wye.sum             wye.count pan.sum            pan.count
+ v wye 0.20460330576630303 1         0.5732889198020006 1
+
        +
        +
         mlr --from data/small --opprint put -q '
+   @sum[$a][$b] += $x;
+   @count[$a][$b] += 1;
+   end{emit @*,"a","b"}
+ '
+ a   b   pan
+ sum pan 0.3467901443380824
+
+ a   b   pan                wye
+ sum eks 0.7586799647899636 0.38139939387114097
+
+ a   b   wye                 pan
+ sum wye 0.20460330576630303 0.5732889198020006
+
+ a     b   pan
+ count pan 1
+
+ a     b   pan wye
+ count eks 1   1
+
+ a     b   wye pan
+ count wye 1   1
+
        +
        +
         mlr --from data/small --opprint put -q '
+   @sum[$a][$b] += $x;
+   @count[$a][$b] += 1;
+   end{emit (@sum, @count),"a","b"}
+ '
+ a   b   sum                 count
+ pan pan 0.3467901443380824  1
+ eks pan 0.7586799647899636  1
+ eks wye 0.38139939387114097 1
+ wye wye 0.20460330576630303 1
+ wye pan 0.5732889198020006  1
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-overview.html b/docs6b/docs/_build/html/reference-dsl-overview.html new file mode 100644 index 000000000..f8b947325 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-overview.html @@ -0,0 +1,3504 @@ + + + + + + + + DSL reference — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +
        +
        + +
        +

        DSL reference

        +
        +

        Overview

        +

        Here’s comparison of verbs and put/filter DSL expressions:

        +

        Example:

        +
         $ mlr stats1 -a sum -f x -g a data/small
+ a=pan,x_sum=0.3467901443380824
+ a=eks,x_sum=1.1400793586611044
+ a=wye,x_sum=0.7778922255683036
+
        +
        +
          +

        • Verbs are coded in Go

          • +

        • They run a bit faster

          • +

        • They take fewer keystrokes

          • +

        • There is less to learn

          • +

        • Their customization is limited to each verb’s options

          • +
        +

        Example:

        +
         $ mlr  put -q '@x_sum[$a] += $x; end{emit @x_sum, "a"}' data/small
+ a=pan,x_sum=0.3467901443380824
+ a=eks,x_sum=1.1400793586611044
+ a=wye,x_sum=0.7778922255683036
+
        +
        +
          +

        • You get to write your own DSL expressions

          • +

        • They run a bit slower

          • +

        • They take more keystrokes

          • +

        • There is more to learn

          • +

        • They are highly customizable

          • +
        +

        Please see Verbs reference for information on verbs other than put and filter.

        +

        The essential usages of mlr filter and mlr put are for record-selection and record-updating expressions, respectively. For example, given the following input data:

        +
         $ cat data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +

        you might retain only the records whose a field has value eks:

        +
         $ mlr filter '$a == "eks"' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+
        +
        +

        or you might add a new field which is a function of existing fields:

        +
         $ mlr put '$ab = $a . "_" . $b ' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,ab=pan_pan
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,ab=eks_pan
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,ab=wye_wye
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,ab=eks_wye
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,ab=wye_pan
+
        +
        +

        The two verbs mlr filter and mlr put are essentially the same. The only differences are:

        +
          +

        • Expressions sent to mlr filter must end with a boolean expression, which is the filtering criterion;

          • +

        • mlr filter expressions may not reference the filter keyword within them; and

          • +

        • mlr filter expressions may not use tee, emit, emitp, or emitf.

          • +
        +

        All the rest is the same: in particular, you can define and invoke functions and subroutines to help produce the final boolean statement, and record fields may be assigned to in the statements preceding the final boolean statement.

        +

        There are more details and more choices, of course, as detailed in the following sections.

        +
        +
        +

        Syntax

        +
        +

        Expression formatting

        +

        Multiple expressions may be given, separated by semicolons, and each may refer to the ones before:

        +
         $ ruby -e '10.times{|i|puts "i=#{i}"}' | mlr --opprint put '$j = $i + 1; $k = $i +$j'
+ i j  k
+ 0 1  1
+ 1 2  3
+ 2 3  5
+ 3 4  7
+ 4 5  9
+ 5 6  11
+ 6 7  13
+ 7 8  15
+ 8 9  17
+ 9 10 19
+
        +
        +

        Newlines within the expression are ignored, which can help increase legibility of complex expressions:

        +
         $ mlr --opprint put '
+   $nf       = NF;
+   $nr       = NR;
+   $fnr      = FNR;
+   $filenum  = FILENUM;
+   $filename = FILENAME
+ ' data/small data/small2
+ a   b   i     x                    y                    nf nr fnr filenum filename
+ pan pan 1     0.3467901443380824   0.7268028627434533   5  1  1   1       data/small
+ eks pan 2     0.7586799647899636   0.5221511083334797   5  2  2   1       data/small
+ wye wye 3     0.20460330576630303  0.33831852551664776  5  3  3   1       data/small
+ eks wye 4     0.38139939387114097  0.13418874328430463  5  4  4   1       data/small
+ wye pan 5     0.5732889198020006   0.8636244699032729   5  5  5   1       data/small
+ pan eks 9999  0.267481232652199086 0.557077185510228001 5  6  1   2       data/small2
+ wye eks 10000 0.734806020620654365 0.884788571337605134 5  7  2   2       data/small2
+ pan wye 10001 0.870530722602517626 0.009854780514656930 5  8  3   2       data/small2
+ hat wye 10002 0.321507044286237609 0.568893318795083758 5  9  4   2       data/small2
+ pan zee 10003 0.272054845593895200 0.425789896597056627 5  10 5   2       data/small2
+
        +
        +
         $ mlr --opprint filter '($x > 0.5 && $y < 0.5) || ($x < 0.5 && $y > 0.5)' then stats2 -a corr -f x,y data/medium
+ x_y_corr
+ -0.7479940285189345
+
        +
        +
        +
        +

        Expressions from files

        +

        The simplest way to enter expressions for put and filter is between single quotes on the command line, e.g.

        +
         $ mlr --from data/small put '$xy = sqrt($x**2 + $y**2)'
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +
         $ mlr --from data/small put 'func f(a, b) { return sqrt(a**2 + b**2) } $xy = f($x, $y)'
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +

        You may, though, find it convenient to put expressions into files for reuse, and read them +using the -f option. For example:

        +
         $ cat data/fe-example-3.mlr
+ func f(a, b) {
+   return sqrt(a**2 + b**2)
+ }
+ $xy = f($x, $y)
+
        +
        +
         $ mlr --from data/small put -f data/fe-example-3.mlr
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +

        If you have some of the logic in a file and you want to write the rest on the command line, you can use the -f and -e options together:

        +
         $ cat data/fe-example-4.mlr
+ func f(a, b) {
+   return sqrt(a**2 + b**2)
+ }
+
        +
        +
         $ mlr --from data/small put -f data/fe-example-4.mlr -e '$xy = f($x, $y)'
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +

        A suggested use-case here is defining functions in files, and calling them from command-line expressions.

        +

        Another suggested use-case is putting default parameter values in files, e.g. using begin{@count=is_present(@count)?@count:10} in the file, where you can precede that using begin{@count=40} using -e.

        +

        Moreover, you can have one or more -f expressions (maybe one function per file, for example) and one or more -e expressions on the command line. If you mix -f and -e then the expressions are evaluated in the order encountered. (Since the expressions are all simply concatenated together in order, don’t forget intervening semicolons: e.g. not mlr put -e '$x=1' -e '$y=2 ...' but rather mlr put -e '$x=1;' -e '$y=2' ....)

        +
        +
        +

        Semicolons, commas, newlines, and curly braces

        +

        Miller uses semicolons as statement separators, not statement terminators. This means you can write:

        +
        mlr put 'x=1'
+mlr put 'x=1;$y=2'
+mlr put 'x=1;$y=2;'
+mlr put 'x=1;;;;$y=2;'
+
        +
        +

        Semicolons are optional after closing curly braces (which close conditionals and loops as discussed below).

        +
         $ echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""}  $foo = "bar"'
+ x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar
+
        +
        +
         $ echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""}; $foo = "bar"'
+ x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar
+
        +
        +

        Semicolons are required between statements even if those statements are on separate lines. Newlines are for your convenience but have no syntactic meaning: line endings do not terminate statements. For example, adjacent assignment statements must be separated by semicolons even if those statements are on separate lines:

        +
        mlr put '
+  $x = 1
+  $y = 2 # Syntax error
+'
+
+mlr put '
+  $x = 1;
+  $y = 2 # This is OK
+'
+
        +
        +

        Trailing commas are allowed in function/subroutine definitions, function/subroutine callsites, and map literals. This is intended for (although not restricted to) the multi-line case:

        +
         $ 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,
+   }
+ '
+
        +
        +

        Bodies for all compound statements must be enclosed in curly braces, even if the body is a single statement:

        +
         mlr put 'if ($x == 1) $y = 2' # Syntax error
+
        +
        +
         mlr put 'if ($x == 1) { $y = 2 }' # This is OK
+
        +
        +

        Bodies for compound statements may be empty:

        +
         mlr put 'if ($x == 1) { }' # This no-op is syntactically acceptable
+
        +
        +
        +
        +
        +

        Variables

        +

        Miller has the following kinds of variables:

        +

        Built-in variables such as NF, NF, FILENAME, M_PI, and M_E. These are all capital letters and are read-only (although some of them change value from one record to another).

        +

        Fields of stream records, accessed using the $ prefix. These refer to fields of the current data-stream record. For example, in echo x=1,y=2 | mlr put '$z = $x + $y', $x and $y refer to input fields, and $z refers to a new, computed output field. In a few contexts, presented below, you can refer to the entire record as $*.

        +

        Out-of-stream variables accessed using the @ prefix. These refer to data which persist from one record to the next, including in begin and end blocks (which execute before/after the record stream is consumed, respectively). You use them to remember values across records, such as sums, differences, counters, and so on. In a few contexts, presented below, you can refer to the entire out-of-stream-variables collection as @*.

        +

        Local variables are limited in scope and extent to the current statements being executed: these include function arguments, bound variables in for loops, and explicitly declared local variables.

        +

        Keywords are not variables, but since their names are reserved, you cannot use these names for local variables.

        +
        +

        Built-in variables

        +

        These are written all in capital letters, such as NR, NF, FILENAME, and only a small, specific set of them is defined by Miller.

        +

        Namely, Miller supports the following five built-in variables for filter and put, all awk-inspired: NF, NR, FNR, FILENUM, and FILENAME, as well as the mathematical constants M_PI and M_E. Lastly, the ENV hashmap allows read access to environment variables, e.g. ENV["HOME"] or ENV["foo_".$hostname].

        +
         $ mlr filter 'FNR == 2' data/small*
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533
+ a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134
+
        +
        +
         $ mlr put '$fnr = FNR' data/small*
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,fnr=1
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,fnr=2
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,fnr=3
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,fnr=4
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,fnr=5
+ 1=a,2=b,3=i,4=x,5=y,fnr=1
+ 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533,fnr=2
+ 1=eks,2=pan,3=2,4=0.7586799647899636,5=0.5221511083334797,fnr=3
+ 1=wye,2=wye,3=3,4=0.20460330576630303,5=0.33831852551664776,fnr=4
+ 1=eks,2=wye,3=4,4=0.38139939387114097,5=0.13418874328430463,fnr=5
+ 1=wye,2=pan,3=5,4=0.5732889198020006,5=0.8636244699032729,fnr=6
+ a=pan,b=eks,i=9999,x=0.267481232652199086,y=0.557077185510228001,fnr=1
+ a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134,fnr=2
+ a=pan,b=wye,i=10001,x=0.870530722602517626,y=0.009854780514656930,fnr=3
+ a=hat,b=wye,i=10002,x=0.321507044286237609,y=0.568893318795083758,fnr=4
+ a=pan,b=zee,i=10003,x=0.272054845593895200,y=0.425789896597056627,fnr=5
+
        +
        +

        Their values of NF, NR, FNR, FILENUM, and FILENAME change from one record to the next as Miller scans through your input data stream. The mathematical constants, of course, do not change; ENV is populated from the system environment variables at the time Miller starts and is read-only for the remainder of program execution.

        +

        Their scope is global: you can refer to them in any filter or put statement. Their values are assigned by the input-record reader:

        +
         $ mlr --csv put '$nr = NR' data/a.csv
+ X,Y,Z,nr
+ m,n,o,1
+ p,q,r,2
+
        +
        +
         $ mlr --csv repeat -n 3 then put '$nr = NR' data/a.csv
+ X,Y,Z,nr
+ m,n,o,1
+ m,n,o,1
+ m,n,o,1
+ p,q,r,2
+ p,q,r,2
+ p,q,r,2
+
        +
        +

        The extent is for the duration of the put/filter: in a begin statement (which executes before the first input record is consumed) you will find NR=1 and in an end statement (which is executed after the last input record is consumed) you will find NR to be the total number of records ingested.

        +

        These are all read-only for the mlr put and mlr filter DSLs: they may be assigned from, e.g. $nr=NR, but they may not be assigned to: NR=100 is a syntax error.

        +
        +
        +

        Field names

        +

        Names of fields within stream records must be specified using a $ in filter and put expressions, even though the dollar signs don’t appear in the data stream itself. For integer-indexed data, this looks like awk’s $1,$2,$3, except that Miller allows non-numeric names such as $quantity or $hostname. Likewise, enclose string literals in double quotes in filter expressions even though they don’t appear in file data. In particular, mlr filter '$x=="abc"' passes through the record x=abc.

        +

        If field names have special characters such as . then you can use braces, e.g. '${field.name}'.

        +

        You may also use a computed field name in square brackets, e.g.

        +
         $ echo a=3,b=4 | mlr filter '$["x"] < 0.5'
+
        +
        +
         $ echo s=green,t=blue,a=3,b=4 | mlr put '$[$s."_".$t] = $a * $b'
+ s=green,t=blue,a=3,b=4,green_blue=12
+
        +
        +

        Notes:

        +

        The names of record fields depend on the contents of your input data stream, and their values change from one record to the next as Miller scans through your input data stream.

        +

        Their extent is limited to the current record; their scope is the filter or put command in which they appear.

        +

        These are read-write: you can do $y=2*$x, $x=$x+1, etc.

        +

        Records are Miller’s output: field names present in the input stream are passed through to output (written to standard output) unless fields are removed with cut, or records are excluded with filter or put -q, etc. Simply assign a value to a field and it will be output.

        +
        +
        +

        Positional field names

        +

        Even though Miller’s main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index (starting from 1).

        +

        Use $[[3]] to access the name of field 3. More generally, any expression evaluating to an integer can go between $[[ and ]].

        +

        Then using a computed field name, $[ $[[3]] ] is the value in the third field. This has the shorter equivalent notation $[[[3]]].

        +
         $ 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
+
        +
        +
         $ mlr put '$[[3]] = "NEW"' data/small
+ a=pan,b=pan,NEW=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,NEW=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,NEW=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,NEW=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,NEW=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         $ mlr put '$[[[3]]] = "NEW"' data/small
+ a=pan,b=pan,i=NEW,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,i=NEW,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=NEW,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=NEW,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         $ mlr put '$NEW = $[[NR]]' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=a
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=b
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=i
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=x
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=y
+
        +
        +
         $ mlr put '$NEW = $[[[NR]]]' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=pan
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=pan
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=3
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=0.38139939387114097
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=0.8636244699032729
+
        +
        +
         $ mlr put '$[[[NR]]] = "NEW"' data/small
+ a=NEW,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=NEW,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=NEW,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=NEW
+
        +
        +

        Right-hand side accesses to non-existent fields – i.e. with index less than 1 or greater than NF – return an absent value. Likewise, left-hand side accesses only refer to fields which already exist. For example, if a field has 5 records then assigning the name or value of the 6th (or 600th) field results in a no-op.

        +
         $ mlr put '$[[6]] = "NEW"' 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 put '$[[[6]]] = "NEW"' 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
+
        +
        +
        +
        +

        Out-of-stream variables

        +

        These are prefixed with an at-sign, e.g. @sum. Furthermore, unlike built-in variables and stream-record fields, they are maintained in an arbitrarily nested hashmap: you can do @sum += $quanity, or @sum[$color] += $quanity, or @sum[$color][$shape] += $quanity. The keys for the multi-level hashmap can be any expression which evaluates to string or integer: e.g. @sum[NR] = $a + $b, @sum[$a."-".$b] = $x, etc.

        +

        Their names and their values are entirely under your control; they change only when you assign to them.

        +

        Just as for field names in stream records, if you want to define out-of-stream variables with special characters such as . then you can use braces, e.g. '@{variable.name}["index"]'.

        +

        You may use a computed key in square brackets, e.g.

        +
         $ echo s=green,t=blue,a=3,b=4 | mlr put -q '@[$s."_".$t] = $a * $b; emit all'
+ green_blue=12
+
        +
        +

        Out-of-stream variables are scoped to the put command in which they appear. In particular, if you have two or more put commands separated by then, each put will have its own set of out-of-stream variables:

        +
         $ cat data/a.dkvp
+ a=1,b=2,c=3
+ a=4,b=5,c=6
+
        +
        +
         $ mlr put '@sum += $a; end {emit @sum}' then put 'is_present($a) {$a=10*$a; @sum += $a}; end {emit @sum}' data/a.dkvp
+ a=10,b=2,c=3
+ a=40,b=5,c=6
+ sum=5
+ sum=50
+
        +
        +

        Out-of-stream variables’ extent is from the start to the end of the record stream, i.e. every time the put or filter statement referring to them is executed.

        +

        Out-of-stream variables are read-write: you can do $sum=@sum, @sum=$sum, etc.

        +
        +
        +

        Indexed out-of-stream variables

        +

        Using an index on the @count and @sum variables, we get the benefit of the -g (group-by) option which mlr stats1 and various other Miller commands have:

        +
         $ mlr put -q '
+   @x_count[$a] += 1;
+   @x_sum[$a] += $x;
+   end {
+     emit @x_count, "a";
+     emit @x_sum, "a";
+   }
+ ' ../data/small
+ a=pan,x_count=2
+ a=eks,x_count=3
+ a=wye,x_count=2
+ a=zee,x_count=2
+ a=hat,x_count=1
+ a=pan,x_sum=0.8494161498792961
+ a=eks,x_sum=1.75186341922895
+ a=wye,x_sum=0.7778922255683036
+ a=zee,x_sum=1.1256801691982772
+ a=hat,x_sum=0.03144187646093577
+
        +
        +
         $ mlr stats1 -a count,sum -f x -g a ../data/small
+ a=pan,x_count=2,x_sum=0.8494161498792961
+ a=eks,x_count=3,x_sum=1.75186341922895
+ a=wye,x_count=2,x_sum=0.7778922255683036
+ a=zee,x_count=2,x_sum=1.1256801691982772
+ a=hat,x_count=1,x_sum=0.03144187646093577
+
        +
        +

        Indices can be arbitrarily deep – here there are two or more of them:

        +
         $ mlr --from data/medium put -q '
+   @x_count[$a][$b] += 1;
+   @x_sum[$a][$b] += $x;
+   end {
+     emit (@x_count, @x_sum), "a", "b";
+   }
+ '
+ a=pan,b=pan,x_count=427,x_sum=219.1851288316854
+ a=pan,b=wye,x_count=395,x_sum=198.43293070748447
+ a=pan,b=eks,x_count=429,x_sum=216.07522773165525
+ a=pan,b=hat,x_count=417,x_sum=205.22277621488686
+ a=pan,b=zee,x_count=413,x_sum=205.09751802331917
+ a=eks,b=pan,x_count=371,x_sum=179.96303047250723
+ a=eks,b=wye,x_count=407,x_sum=196.9452860713734
+ a=eks,b=zee,x_count=357,x_sum=176.8803651584733
+ a=eks,b=eks,x_count=413,x_sum=215.91609712937984
+ a=eks,b=hat,x_count=417,x_sum=208.783170520597
+ a=wye,b=wye,x_count=377,x_sum=185.29584980261419
+ a=wye,b=pan,x_count=392,x_sum=195.84790012056564
+ a=wye,b=hat,x_count=426,x_sum=212.0331829346132
+ a=wye,b=zee,x_count=385,x_sum=194.77404756708714
+ a=wye,b=eks,x_count=386,x_sum=204.8129608356315
+ a=zee,b=pan,x_count=389,x_sum=202.21380378504267
+ a=zee,b=wye,x_count=455,x_sum=233.9913939194868
+ a=zee,b=eks,x_count=391,x_sum=190.9617780631925
+ a=zee,b=zee,x_count=403,x_sum=206.64063510417319
+ a=zee,b=hat,x_count=409,x_sum=191.30000620900935
+ a=hat,b=wye,x_count=423,x_sum=208.8830097609959
+ a=hat,b=zee,x_count=385,x_sum=196.3494502965293
+ a=hat,b=eks,x_count=389,x_sum=189.0067933716193
+ a=hat,b=hat,x_count=381,x_sum=182.8535323148762
+ a=hat,b=pan,x_count=363,x_sum=168.5538067327806
+
        +
        +

        The idea is that stats1, and other Miller verbs, encapsulate frequently-used patterns with a minimum of keystroking (and run a little faster), whereas using out-of-stream variables you have more flexibility and control in what you do.

        +

        Begin/end blocks can be mixed with pattern/action blocks. For example:

        +
         $ 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
+ x=-1
+ x=0
+ x=1,y=0,z=0
+ x=2,y=0.3010299956639812,z=0.5486620049392715
+ x=3,y=0.4771212547196624,z=0.6907396432228734
+ num_total=5,num_positive=3
+
        +
        +
        +
        +

        Local variables

        +

        Local variables are similar to out-of-stream variables, except that their extent is limited to the expressions in which they appear (and their basenames can’t be computed using square brackets). There are three kinds of local variables: arguments to functions/subroutines, variables bound within for-loops, and locals defined within control blocks. They may be untyped using var, or typed using num, int, float, str, bool, and map.

        +

        For example:

        +
         $ # 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;
+ '
+ i=1,o=15.952526011537227
+ i=2,o=12.782237754999116
+ i=3,o=15.126606630220966
+ i=4,o=14.794357488895775
+ i=5,o=15.168665974047421
+ i=6,o=16.20662783079942
+ i=7,o=13.966128063060479
+ i=8,o=13.99248245928659
+ i=9,o=15.784270485515197
+ i=10,o=15.37686787628025
+
        +
        +

        Things which are completely unsurprising, resembling many other languages:

        +
          +

        • Parameter names are bound to their arguments but can be reassigned, e.g. if there is a parameter named a then you can reassign the value of a to be something else within the function if you like.

          • +

        • However, you cannot redeclare the type of an argument or a local: var a=1; var a=2 is an error but var a=1;  a=2 is OK.

          • +

        • All argument-passing is positional rather than by name; arguments are passed by value, not by reference. (This is also true for map-valued variables: they are not, and cannot be, passed by reference)

          • +

        • You can define locals (using var, num, etc.) at any scope (if-statements, else-statements, while-loops, for-loops, or the top-level scope), and nested scopes will have access (more details on scope in the next section). If you define a local variable with the same name inside an inner scope, then a new variable is created with the narrower scope.

          • +

        • If you assign to a local variable for the first time in a scope without declaring it as var, num, etc. then: if it exists in an outer scope, that outer-scope variable will be updated; if not, it will be defined in the current scope as if var had been used. (See also Type-checking for an example.) I recommend always declaring variables explicitly to make the intended scoping clear.

          • +

        • Functions and subroutines never have access to locals from their callee (unless passed by value as arguments).

          • +
        +

        Things which are perhaps surprising compared to other languages:

        +
          +

        • Type declarations using var, or typed using num, int, float, str, and bool are necessary to declare local variables. Function arguments and variables bound in for-loops over stream records and out-of-stream variables are implicitly declared using var. (Some examples are shown below.)

          • +

        • Type-checking is done at assignment time. For example, float f = 0 is an error (since 0 is an integer), as is float f = 0.0; f = 1. For this reason I prefer to use num over float in most contexts since num encompasses integer and floating-point values. More information about type-checking is at Type-checking.

          • +

        • Bound variables in for-loops over stream records and out-of-stream variables are implicitly local to that block. E.g. in for (k, v in $*) { ... } for ((k1, k2), v in @*) { ... } if there are k, v, etc. in the enclosing scope then those will be masked by the loop-local bound variables in the loop, and moreover the values of the loop-local bound variables are not available after the end of the loop.

          • +

        • For C-style triple-for loops, if a for-loop variable is defined using var, int, etc. then it is scoped to that for-loop. E.g. for (i = 0; i < 10; i += 1) { ... } and for (int i = 0; i < 10; i += 1) { ... }. (This is unsurprising.). If there is no typedecl and an outer-scope variable of that name exists, then it is used. (This is also unsurprising.) But of there is no outer-scope variable of that name then the variable is scoped to the for-loop only.

          • +
        +

        The following example demonstrates the scope rules:

        +
         $ cat data/scope-example.mlr
+ 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
+
        +
        +
         $ cat data/scope-example.dat
+ n=1,x=123
+ n=2,x=456
+ n=3,x=789
+
        +
        +
         $ mlr --oxtab --from data/scope-example.dat put -f data/scope-example.mlr
+ n       1
+ x       123
+ outer_a 10
+ outer_b 20
+ outer_c 30
+
+ n       2
+ x       456
+ outer_a 10
+ outer_b 20
+ outer_c 30
+
+ n       3
+ x       789
+ inner_a 40
+ inner_b 50
+ inner_c 60
+ inner_d 70
+ outer_a 10
+ outer_b 50
+ outer_c 60
+
        +
        +

        And this example demonstrates the type-declaration rules:

        +
         $ cat data/type-decl-example.mlr
+ 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.
+
        +
        +
        +
        +

        Map literals

        +

        Miller’s put/filter DSL has four kinds of hashmaps. Stream records are (single-level) maps from name to value. Out-of-stream variables and local variables can also be maps, although they can be multi-level hashmaps (e.g. @sum[$x][$y]). The fourth kind is map literals. These cannot be on the left-hand side of assignment expressions. Syntactically they look like JSON, although Miller allows string and integer keys in its map literals while JSON allows only string keys (e.g. "3" rather than 3).

        +

        For example, the following swaps the input stream’s a and i fields, modifies y, and drops the rest:

        +
         $ mlr --opprint put '
+   $* = {
+     "a": $i,
+     "i": $a,
+     "y": $y * 10,
+   }
+ ' data/small
+ a i   y
+ 1 pan 7.268028627434533
+ 2 eks 5.221511083334796
+ 3 wye 3.3831852551664774
+ 4 eks 1.3418874328430463
+ 5 wye 8.63624469903273
+
        +
        +

        Likewise, you can assign map literals to out-of-stream variables or local variables; pass them as arguments to user-defined functions, return them from functions, and so on:

        +
         $ mlr --from data/small put '
+   func f(map m): map {
+     m["x"] *= 200;
+     return m;
+   }
+   $* = f({"a": $a, "x": $x});
+ '
+ a=pan,x=69.35802886761648
+ a=eks,x=151.73599295799272
+ a=wye,x=40.92066115326061
+ a=eks,x=76.2798787742282
+ a=wye,x=114.65778396040011
+
        +
        +

        Like out-of-stream and local variables, map literals can be multi-level:

        +
         $ 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;
+   }
+ '
+ {
+   "nrec": 5,
+   "nkey": {
+     "numeric": 15,
+     "non-numeric": 10
+   }
+ }
+
        +
        +

        By default, map-valued expressions are dumped using JSON formatting. If you use dump to print a hashmap with integer keys and you don’t want them double-quoted (JSON-style) then you can use mlr put --jknquoteint. See also mlr put --help.

        +
        +
        +

        Type-checking

        +

        Miller’s put/filter DSLs support two optional kinds of type-checking. One is inline type-tests and type-assertions within expressions. The other is type declarations for assignments to local variables, binding of arguments to user-defined functions, and return values from user-defined functions, These are discussed in the following subsections.

        +

        Use of type-checking is entirely up to you: omit it if you want flexibility with heterogeneous data; use it if you want to help catch misspellings in your DSL code or unexpected irregularities in your input data.

        +
        +

        Type-test and type-assertion expressions

        +

        The following is... functions take a value and return a boolean indicating whether the argument is of the indicated type. The assert_... functions return their argument if it is of the specified type, and cause a fatal error otherwise:

        +
         $ mlr -F | grep ^is
+ is_absent
+ is_array
+ is_bool
+ is_boolean
+ is_empty
+ is_empty_map
+ is_error
+ is_float
+ is_int
+ is_map
+ is_nonempty_map
+ is_not_empty
+ is_not_map
+ is_not_array
+ is_not_null
+ is_null
+ is_numeric
+ is_present
+ is_string
+
        +
        +
         $ mlr -F | grep ^assert
+ asserting_absent
+ asserting_array
+ asserting_bool
+ asserting_boolean
+ asserting_error
+ asserting_empty
+ asserting_empty_map
+ asserting_float
+ asserting_int
+ asserting_map
+ asserting_nonempty_map
+ asserting_not_empty
+ asserting_not_map
+ asserting_not_array
+ asserting_not_null
+ asserting_null
+ asserting_numeric
+ asserting_present
+ asserting_string
+
        +
        +

        Please see cookbook-data-cleaning-examples for examples of how to use these.

        +
        +
        +

        Type-declarations for local variables, function parameter, and function return values

        +

        Local variables can be defined either untyped as in x = 1, or typed as in int x = 1. Types include var (explicitly untyped), int, float, num (int or float), str, bool, and map. These optional type declarations are enforced at the time values are assigned to variables: whether at the initial value assignment as in int x = 1 or in any subsequent assignments to the same variable farther down in the scope.

        +

        The reason for num is that int and float typedecls are very precise:

        +
        float a = 0;   # Runtime error since 0 is int not float
+int   b = 1.0; # Runtime error since 1.0 is float not int
+num   c = 0;   # OK
+num   d = 1.0; # OK
+
        +
        +

        A suggestion is to use num for general use when you want numeric content, and use int when you genuinely want integer-only values, e.g. in loop indices or map keys (since Miller map keys can only be strings or ints).

        +

        The var type declaration indicates no type restrictions, e.g. var x = 1 has the same type restrictions on x as x = 1. The difference is in intentional shadowing: if you have x = 1 in outer scope and x = 2 in inner scope (e.g. within a for-loop or an if-statement) then outer-scope x has value 2 after the second assignment. But if you have var x = 2 in the inner scope, then you are declaring a variable scoped to the inner block.) For example:

        +
        x = 1;
+if (NR == 4) {
+  x = 2; # Refers to outer-scope x: value changes from 1 to 2.
+}
+print x; # Value of x is now two
+
        +
        +
        x = 1;
+if (NR == 4) {
+  var x = 2; # Defines a new inner-scope x with value 2
+}
+print x;     # Value of this x is still 1
+
        +
        +

        Likewise function arguments can optionally be typed, with type enforced when the function is called:

        +
        func f(map m, int i) {
+  ...
+}
+$a = f({1:2, 3:4}, 5);     # OK
+$b = f({1:2, 3:4}, "abc"); # Runtime error
+$c = f({1:2, 3:4}, $x);    # Runtime error for records with non-integer field named x
+if (NR == 4) {
+  var x = 2; # Defines a new inner-scope x with value 2
+}
+print x;     # Value of this x is still 1
+
        +
        +

        Thirdly, function return values can be type-checked at the point of return using : and a typedecl after the parameter list:

        +
        func f(map m, int i): bool {
+  ...
+  ...
+  if (...) {
+    return "false"; # Runtime error if this branch is taken
+  }
+  ...
+  ...
+  if (...) {
+    return retval; # Runtime error if this function doesn't have an in-scope
+    # boolean-valued variable named retval
+  }
+  ...
+  ...
+  # In Miller if your functions don't explicitly return a value, they return absent-null.
+  # So it would also be a runtime error on reaching the end of this function without
+  # an explicit return statement.
+}
+
        +
        +
        +
        +
        +

        Null data: empty and absent

        +

        Please see Null data: empty and absent.

        +
        +
        +

        Aggregate variable assignments

        +

        There are three remaining kinds of variable assignment using out-of-stream variables, the last two of which use the $* syntax:

        +
          +

        • Recursive copy of out-of-stream variables

          • +

        • Out-of-stream variable assigned to full stream record

          • +

        • Full stream record assigned to an out-of-stream variable

          • +
        +

        Example recursive copy of out-of-stream variables:

        +
         $ mlr --opprint put -q '@v["sum"] += $x; @v["count"] += 1; end{dump; @w = @v; dump}' data/small
+ {
+   "v": {
+     "sum": 2.264761728567491,
+     "count": 5
+   }
+ }
+ {
+   "v": {
+     "sum": 2.264761728567491,
+     "count": 5
+   },
+   "w": {
+     "sum": 2.264761728567491,
+     "count": 5
+   }
+ }
+
        +
        +

        Example of out-of-stream variable assigned to full stream record, where the 2nd record is stashed, and the 4th record is overwritten with that:

        +
         $ mlr put 'NR == 2 {@keep = $*}; NR == 4 {$* = @keep}' 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=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +

        Example of full stream record assigned to an out-of-stream variable, finding the record for which the x field has the largest value in the input stream:

        +
         $ 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 --opprint put -q 'is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*}; end {emit @recmax}' data/small
+ a   b   i x                  y
+ eks pan 2 0.7586799647899636 0.5221511083334797
+
        +
        +
        +
        +

        Keywords for filter and put

        +
         $ mlr --help-all-keywords
+ TOD: port mlr_dsl_list_all_keywords
+
        +
        +
        +
        +
        +

        Operator precedence

        +

        Operators are listed in order of decreasing precedence, highest first.

        +
        Operators              Associativity
+---------              -------------
+()                     left to right
+**                    right to left
+! ~ unary+ unary- &    right to left
+binary* / // %         left to right
+binary+ binary- .      left to right
+<< >>                  left to right
+&                      left to right
+^                      left to right
+|                      left to right
+< <= > >=              left to right
+== != =~ !=~           left to right
+&&                     left to right
+^^                     left to right
+||                     left to right
+? :                    right to left
+=                      N/A for Miller (there is no $a=$b=$c)
+
        +
        +
        +
        +

        Operator and function semantics

        +
          +

        • Functions are often pass-throughs straight to the system-standard Go libraries.

          • +

        • The min and max functions are different from other multi-argument functions which return null if any of their inputs are null: for min and max, by contrast, if one argument is absent-null, the other is returned. Empty-null loses min or max against numeric or boolean; empty-null is less than any other string.

          • +

        • Symmetrically with respect to the bitwise OR, XOR, and AND operators |, ^, &, Miller has logical operators ||, ^^, &&: the logical XOR not existing in Go.

          • +

        • The exponentiation operator ** is familiar from many languages.

          • +

        • The regex-match and regex-not-match operators =~ and !=~ are similar to those in Ruby and Perl.

          • +
        +
        +
        +

        Control structures

        +
        +

        Pattern-action blocks

        +

        These are reminiscent of awk syntax. They can be used to allow assignments to be done only when appropriate – e.g. for math-function domain restrictions, regex-matching, and so on:

        +
         $ mlr cat data/put-gating-example-1.dkvp
+ x=-1
+ x=0
+ x=1
+ x=2
+ x=3
+
        +
        +
         $ mlr put '$x > 0.0 { $y = log10($x); $z = sqrt($y) }' data/put-gating-example-1.dkvp
+ x=-1
+ x=0
+ x=1,y=0,z=0
+ x=2,y=0.3010299956639812,z=0.5486620049392715
+ x=3,y=0.4771212547196624,z=0.6907396432228734
+
        +
        +
         $ mlr cat data/put-gating-example-2.dkvp
+ a=abc_123
+ a=some other name
+ a=xyz_789
+
        +
        +
         $ mlr put '$a =~ "([a-z]+)_([0-9]+)" { $b = "left_\1"; $c = "right_\2" }' data/put-gating-example-2.dkvp
+ a=abc_123,b=left_\1,c=right_\2
+ a=some other name
+ a=xyz_789,b=left_\1,c=right_\2
+
        +
        +

        This produces heteregenous output which Miller, of course, has no problems with (see Record-heterogeneity). But if you want homogeneous output, the curly braces can be replaced with a semicolon between the expression and the body statements. This causes put to evaluate the boolean expression (along with any side effects, namely, regex-captures \1, \2, etc.) but doesn’t use it as a criterion for whether subsequent assignments should be executed. Instead, subsequent assignments are done unconditionally:

        +
         $ mlr put '$x > 0.0; $y = log10($x); $z = sqrt($y)' data/put-gating-example-1.dkvp
+ x=1,y=0,z=0
+ x=2,y=0.3010299956639812,z=0.5486620049392715
+ x=3,y=0.4771212547196624,z=0.6907396432228734
+
        +
        +
         $ mlr put '$a =~ "([a-z]+)_([0-9]+)"; $b = "left_\1"; $c = "right_\2"' data/put-gating-example-2.dkvp
+ a=abc_123,b=left_\1,c=right_\2
+ a=xyz_789,b=left_\1,c=right_\2
+
        +
        +
        +
        +

        If-statements

        +

        These are again reminiscent of awk. Pattern-action blocks are a special case of if with no elif or else blocks, no if keyword, and parentheses optional around the boolean expression:

        +
        mlr put 'NR == 4 {$foo = "bar"}'
+
        +
        +
        mlr put 'if (NR == 4) {$foo = "bar"}'
+
        +
        +

        Compound statements use elif (rather than elsif or else if):

        +
        mlr put '
+  if (NR == 2) {
+    ...
+  } elif (NR ==4) {
+    ...
+  } elif (NR ==6) {
+    ...
+  } else {
+    ...
+  }
+'
+
        +
        +
        +
        +

        While and do-while loops

        +

        Miller’s while and do-while are unsurprising in comparison to various languages, as are break and continue:

        +
         $ echo x=1,y=2 | mlr put '
+   while (NF < 10) {
+     $[NF+1] = ""
+   }
+   $foo = "bar"
+ '
+ x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar
+
        +
        +
         $ echo x=1,y=2 | mlr put '
+   do {
+     $[NF+1] = "";
+     if (NF == 5) {
+       break
+     }
+   } while (NF < 10);
+   $foo = "bar"
+ '
+ x=1,y=2,3=,4=,5=,foo=bar
+
        +
        +

        A break or continue within nested conditional blocks or if-statements will, of course, propagate to the innermost loop enclosing them, if any. A break or continue outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested. +The existence of while, do-while, and for loops in Miller’s DSL means that you can create infinite-loop scenarios inadvertently. In particular, please recall that DSL statements are executed once if in begin or end blocks, and once per record otherwise. For example, while (NR < 10) will never terminate as NR is only incremented between records.

        +
        +
        +

        For-loops

        +

        While Miller’s while and do-while statements are much as in many other languages, for loops are more idiosyncratic to Miller. They are loops over key-value pairs, whether in stream records, out-of-stream variables, local variables, or map-literals: more reminiscent of foreach, as in (for example) PHP. There are for-loops over map keys and for-loops over key-value tuples. Additionally, Miller has a C-style triple-for loop with initialize, test, and update statements.

        +

        As with while and do-while, a break or continue within nested control structures will propagate to the innermost loop enclosing them, if any, and a break or continue outside a loop is a syntax error that will be flagged as soon as the expression is parsed, before any input records are ingested.

        +
        +

        Key-only for-loops

        +

        The key variable is always bound to the key of key-value pairs:

        +
         $ mlr --from data/small put '
+   print "NR = ".NR;
+   for (key in $*) {
+     value = $[key];
+     print "  key:" . key . "  value:".value;
+   }
+
+ '
+ NR = 1
+   key:a  value:pan
+   key:b  value:pan
+   key:i  value:1
+   key:x  value:0.3467901443380824
+   key:y  value:0.7268028627434533
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ NR = 2
+   key:a  value:eks
+   key:b  value:pan
+   key:i  value:2
+   key:x  value:0.7586799647899636
+   key:y  value:0.5221511083334797
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ NR = 3
+   key:a  value:wye
+   key:b  value:wye
+   key:i  value:3
+   key:x  value:0.20460330576630303
+   key:y  value:0.33831852551664776
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ NR = 4
+   key:a  value:eks
+   key:b  value:wye
+   key:i  value:4
+   key:x  value:0.38139939387114097
+   key:y  value:0.13418874328430463
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ NR = 5
+   key:a  value:wye
+   key:b  value:pan
+   key:i  value:5
+   key:x  value:0.5732889198020006
+   key:y  value:0.8636244699032729
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         $ mlr -n put '
+   end {
+     o = {1:2, 3:{4:5}};
+     for (key in o) {
+       print "  key:" . key . "  valuetype:" . typeof(o[key]);
+     }
+   }
+ '
+   key:1  valuetype:int
+   key:3  valuetype:map
+
        +
        +

        Note that the value corresponding to a given key may be gotten as through a computed field name using square brackets as in $[key] for stream records, or by indexing the looped-over variable using square brackets.

        +
        +
        +

        Key-value for-loops

        +

        Single-level keys may be gotten at using either for(k,v) or for((k),v); multi-level keys may be gotten at using for((k1,k2,k3),v) and so on. The v variable will be bound to to a scalar value (a string or a number) if the map stops at that level, or to a map-valued variable if the map goes deeper. If the map isn’t deep enough then the loop body won’t be executed.

        +
         $ cat data/for-srec-example.tbl
+ label1 label2 f1  f2  f3
+ blue   green  100 240 350
+ red    green  120 11  195
+ yellow blue   140 0   240
+
        +
        +
         $ 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];
+     }
+   }
+ '
+ label1 label2 f1  f2  f3  sum1 sum2 sum3
+ blue   green  100 240 350 690  690  690
+ red    green  120 11  195 326  326  326
+ yellow blue   140 0   240 380  380  380
+
        +
        +
         $ mlr --from data/small --opprint put 'for (k,v in $*) { $[k."_type"] = typeof(v) }'
+ a   b   i x                   y                   a_type b_type i_type x_type y_type
+ pan pan 1 0.3467901443380824  0.7268028627434533  string string int    float  float
+ eks pan 2 0.7586799647899636  0.5221511083334797  string string int    float  float
+ wye wye 3 0.20460330576630303 0.33831852551664776 string string int    float  float
+ eks wye 4 0.38139939387114097 0.13418874328430463 string string int    float  float
+ wye pan 5 0.5732889198020006  0.8636244699032729  string string int    float  float
+
        +
        +

        Note that the value of the current field in the for-loop can be gotten either using the bound variable value, or through a computed field name using square brackets as in $[key].

        +

        Important note: to avoid inconsistent looping behavior in case you’re setting new fields (and/or unsetting existing ones) while looping over the record, Miller makes a copy of the record before the loop: loop variables are bound from the copy and all other reads/writes involve the record itself:

        +
         $ mlr --from data/small --opprint put '
+   $sum1 = 0;
+   $sum2 = 0;
+   for (k,v in $*) {
+     if (is_numeric(v)) {
+       $sum1 +=v;
+       $sum2 += $[k];
+     }
+   }
+ '
+ a   b   i x                   y                   sum1               sum2
+ pan pan 1 0.3467901443380824  0.7268028627434533  2.0735930070815356 8.294372028326142
+ eks pan 2 0.7586799647899636  0.5221511083334797  3.280831073123443  13.123324292493772
+ wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507 14.171687325131803
+ eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445  18.06235254862178
+ wye pan 5 0.5732889198020006  0.8636244699032729  6.436913389705273  25.747653558821092
+
        +
        +

        It can be confusing to modify the stream record while iterating over a copy of it, so instead you might find it simpler to use a local variable in the loop and only update the stream record after the loop:

        +
         $ mlr --from data/small --opprint put '
+   sum = 0;
+   for (k,v in $*) {
+     if (is_numeric(v)) {
+       sum += $[k];
+     }
+   }
+   $sum = sum
+ '
+ a   b   i x                   y                   sum
+ pan pan 1 0.3467901443380824  0.7268028627434533  2.0735930070815356
+ eks pan 2 0.7586799647899636  0.5221511083334797  3.280831073123443
+ wye wye 3 0.20460330576630303 0.33831852551664776 3.5429218312829507
+ eks wye 4 0.38139939387114097 0.13418874328430463 4.515588137155445
+ wye pan 5 0.5732889198020006  0.8636244699032729  6.436913389705273
+
        +
        +

        You can also start iterating on sub-hashmaps of an out-of-stream or local variable; you can loop over nested keys; you can loop over all out-of-stream variables. The bound variables are bound to a copy of the sub-hashmap as it was before the loop started. The sub-hashmap is specified by square-bracketed indices after in, and additional deeper indices are bound to loop key-variables. The terminal values are bound to the loop value-variable whenever the keys are not too shallow. The value-variable may refer to a terminal (string, number) or it may be map-valued if the map goes deeper. Example indexing is as follows:

        +
        # 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)
+
        +
        +

        That’s confusing in the abstract, so a concrete example is in order. Suppose the out-of-stream variable @myvar is populated as follows:

        +
         $ mlr -n put --jknquoteint -q '
+   begin {
+     @myvar = {
+       1: 2,
+       3: { 4 : 5 },
+       6: { 7: { 8: 9 } }
+     }
+   }
+   end { dump }
+ '
+ {
+   "myvar": {
+     "1": 2,
+     "3": {
+       "4": 5
+     },
+     "6": {
+       "7": {
+         "8": 9
+       }
+     }
+   }
+ }
+
        +
        +

        Then we can get at various values as follows:

        +
         $ 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);
+     }
+   }
+ '
+ key=1,valuetype=int
+ key=3,valuetype=map
+ key=6,valuetype=map
+
        +
        +
         $ 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);
+     }
+   }
+ '
+ key1=3,key2=4,valuetype=int
+ key1=6,key2=7,valuetype=map
+
        +
        +
         $ 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);
+     }
+   }
+ '
+ key1=7,key2=8,valuetype=int
+
        +
        +
        +
        +

        C-style triple-for loops

        +

        These are supported as follows:

        +
         $ mlr --from data/small --opprint put '
+   num suma = 0;
+   for (a = 1; a <= NR; a += 1) {
+     suma += a;
+   }
+   $suma = suma;
+ '
+ a   b   i x                   y                   suma
+ pan pan 1 0.3467901443380824  0.7268028627434533  1
+ eks pan 2 0.7586799647899636  0.5221511083334797  3
+ wye wye 3 0.20460330576630303 0.33831852551664776 6
+ eks wye 4 0.38139939387114097 0.13418874328430463 10
+ wye pan 5 0.5732889198020006  0.8636244699032729  15
+
        +
        +
         $ 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;
+ '
+ a   b   i x                   y                   suma sumb
+ pan pan 1 0.3467901443380824  0.7268028627434533  1    1
+ eks pan 2 0.7586799647899636  0.5221511083334797  3    3
+ wye wye 3 0.20460330576630303 0.33831852551664776 6    7
+ eks wye 4 0.38139939387114097 0.13418874328430463 10   15
+ wye pan 5 0.5732889198020006  0.8636244699032729  15   31
+
        +
        +

        Notes:

        +
          +

        • In for (start; continuation; update) { body }, the start, continuation, and update statements may be empty, single statements, or multiple comma-separated statements. If the continuation is empty (e.g. for(i=1;;i+=1)) it defaults to true.

          • +

        • In particular, you may use $-variables and/or @-variables in the start, continuation, and/or update steps (as well as the body, of course).

          • +

        • The typedecls such as int or num are optional. If a typedecl is provided (for a local variable), it binds a variable scoped to the for-loop regardless of whether a same-name variable is present in outer scope. If a typedecl is not provided, then the variable is scoped to the for-loop if no same-name variable is present in outer scope, or if a same-name variable is present in outer scope then it is modified.

          • +

        • Miller has no ++ or -- operators.

          • +

        • As with all for/if/while statements in Miller, the curly braces are required even if the body is a single statement, or empty.

          • +
        +
        +
        +
        +

        Begin/end blocks

        +

        Miller supports an awk-like begin/end syntax. The statements in the begin block are executed before any input records are read; the statements in the end block are executed after the last input record is read. (If you want to execute some statement at the start of each file, not at the start of the first file as with begin, you might use a pattern/action block of the form FNR == 1 { ... }.) All statements outside of begin or end are, of course, executed on every input record. Semicolons separate statements inside or outside of begin/end blocks; semicolons are required between begin/end block bodies and any subsequent statement. For example:

        +
         $ mlr put '
+   begin { @sum = 0 };
+   @x_sum += $x;
+   end { emit @x_sum }
+ ' ../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
+ 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
+ x_sum=4.536293840335763
+
        +
        +

        Since uninitialized out-of-stream variables default to 0 for addition/substraction and 1 for multiplication when they appear on expression right-hand sides (not quite as in awk, where they’d default to 0 either way), the above can be written more succinctly as

        +
         $ mlr put '
+   @x_sum += $x;
+   end { emit @x_sum }
+ ' ../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
+ 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
+ x_sum=4.536293840335763
+
        +
        +

        The put -q option is a shorthand which suppresses printing of each output record, with only emit statements being output. So to get only summary outputs, one could write

        +
         $ mlr put -q '
+   @x_sum += $x;
+   end { emit @x_sum }
+ ' ../data/small
+ x_sum=4.536293840335763
+
        +
        +

        We can do similarly with multiple out-of-stream variables:

        +
         $ mlr put -q '
+   @x_count += 1;
+   @x_sum += $x;
+   end {
+     emit @x_count;
+     emit @x_sum;
+   }
+ ' ../data/small
+ x_count=10
+ x_sum=4.536293840335763
+
        +
        +

        This is of course not much different than

        +
         $ mlr stats1 -a count,sum -f x ../data/small
+ x_count=10,x_sum=4.536293840335763
+
        +
        +

        Note that it’s a syntax error for begin/end blocks to refer to field names (beginning with $), since these execute outside the context of input records.

        +
        +
        +
        +

        Output statements

        +

        You can output variable-values or expressions in five ways:

        +
          +

        • Assign them to stream-record fields. For example, $cumulative_sum = @sum. For another example, $nr = NR adds a field named nr to each output record, containing the value of the built-in variable NR as of when that record was ingested.

          • +

        • Use the print or eprint keywords which immediately print an expression directly to standard output or standard error, respectively. Note that dump, edump, print, and eprint don’t output records which participate in then-chaining; rather, they’re just immediate prints to stdout/stderr. The printn and eprintn keywords are the same except that they don’t print final newlines. Additionally, you can print to a specified file instead of stdout/stderr.

          • +

        • Use the dump or edump keywords, which immediately print all out-of-stream variables as a JSON data structure to the standard output or standard error (respectively).

          • +

        • Use tee which formats the current stream record (not just an arbitrary string as with print) to a specific file.

          • +

        • Use emit/emitp/emitf to send out-of-stream variables’ current values to the output record stream, e.g. @sum += $x; emit @sum which produces an extra output record such as sum=3.1648382.

          • +
        +

        For the first two options you are populating the output-records stream which feeds into the next verb in a then-chain (if any), or which otherwise is formatted for output using --o... flags.

        +

        For the last three options you are sending output directly to standard output, standard error, or a file.

        + +
        +

        Dump statements

        +

        The dump statement is for printing expressions, including maps, directly to stdout/stderr, respectively:

        +
          +

        • There are two variants: dump prints to stdout; edump prints to stderr.

          • +

        • Output goes directly to stdout/stderr, respectively: data produced this way do not go downstream to the next verb in a then-chain. (Use emit for that.)

          • +

        • You can use dump to output single strings, numbers, or expressions including map-valued data. Map-valued data are printed as JSON. Miller allows string and integer keys in its map literals while JSON allows only string keys, so use mlr put --jknquoteint if you want integer-valued map keys not double-quoted.

          • +

        • If you use dump (or edump) with no arguments, you get a JSON structure representing the current values of all out-of-stream variables.

          • +

        • As with print, you can redirect output to files.

          • +

        • See also Redirected-output statements for examples.

          • +
        +
        +
        +

        Tee statements

        +

        Records produced by a mlr put go downstream to the next verb in your then-chain, if any, or otherwise to standard output. If you want to additionally copy out records to files, you can do that using tee.

        +

        The syntax is, by example, mlr --from myfile.dat put 'tee > "tap.dat", $*' then sort -n index. First is tee >, then the filename expression (which can be an expression such as "tap.".$a.".dat"), then a comma, then $*. (Nothing else but $* is teeable.)

        +

        See also Redirected-output statements for examples.

        +
        +
        +

        Redirected-output statements

        +

        The print, dump tee, emitf, emit, and emitp keywords all allow you to redirect output to one or more files or pipe-to commands. The filenames/commands are strings which can be constructed using record-dependent values, so you can do things like splitting a table into multiple files, one for each account ID, and so on.

        +

        Details:

        +
          +

        • The print and dump keywords produce output immediately to standard output, or to specified file(s) or pipe-to command if present.

          • +
        +
         $ mlr --help-keyword print
+ TOD: port mlr_dsl_keyword_usage
+
        +
        +
         $ mlr --help-keyword dump
+ TOD: port mlr_dsl_keyword_usage
+
        +
        +
          +

        • mlr put sends the current record (possibly modified by the put expression) to the output record stream. Records are then input to the following verb in a then-chain (if any), else printed to standard output (unless put -q). The tee keyword additionally writes the output record to specified file(s) or pipe-to command, or immediately to stdout/stderr.

          • +
        +
         $ mlr --help-keyword tee
+ TOD: port mlr_dsl_keyword_usage
+
        +
        +
          +

        • mlr put’s emitf, emitp, and emit send out-of-stream variables to the output record stream. These are then input to the following verb in a then-chain (if any), else printed to standard output. When redirected with >, >>, or |, they instead write the out-of-stream variable(s) to specified file(s) or pipe-to command, or immediately to stdout/stderr.

          • +
        +
         $ mlr --help-keyword emitf
+ TOD: port mlr_dsl_keyword_usage
+
        +
        +
         $ mlr --help-keyword emitp
+ TOD: port mlr_dsl_keyword_usage
+
        +
        +
         $ mlr --help-keyword emit
+ TOD: port mlr_dsl_keyword_usage
+
        +
        +
        +
        +

        Emit statements

        +

        There are three variants: emitf, emit, and emitp. Keep in mind that out-of-stream variables are a nested, multi-level hashmap (directly viewable as JSON using dump), whereas Miller output records are lists of single-level key-value pairs. The three emit variants allow you to control how the multilevel hashmaps are flatten down to output records. You can emit any map-valued expression, including $*, map-valued out-of-stream variables, the entire out-of-stream-variable collection @*, map-valued local variables, map literals, or map-valued function return values.

        +

        Use emitf to output several out-of-stream variables side-by-side in the same output record. For emitf these mustn’t have indexing using @name[...]. Example:

        +
         $ mlr put -q '@count += 1; @x_sum += $x; @y_sum += $y; end { emitf @count, @x_sum, @y_sum}' data/small
+ count=5,x_sum=2.264761728567491,y_sum=2.585085709781158
+
        +
        +

        Use emit to output an out-of-stream variable. If it’s non-indexed you’ll get a simple key-value pair:

        +
         $ 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 put -q '@sum += $x; end { dump }' data/small
+ {
+   "sum": 2.264761728567491
+ }
+
        +
        +
         $ mlr put -q '@sum += $x; end { emit @sum }' data/small
+ sum=2.264761728567491
+
        +
        +

        If it’s indexed then use as many names after emit as there are indices:

        +
         $ mlr put -q '@sum[$a] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": 0.3467901443380824,
+     "eks": 1.1400793586611044,
+     "wye": 0.7778922255683036
+   }
+ }
+
        +
        +
         $ mlr put -q '@sum[$a] += $x; end { emit @sum, "a" }' data/small
+ a=pan,sum=0.3467901443380824
+ a=eks,sum=1.1400793586611044
+ a=wye,sum=0.7778922255683036
+
        +
        +
         $ mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+
        +
        +
         $ mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a", "b" }' data/small
+ a=pan,b=pan,sum=0.3467901443380824
+ a=eks,b=pan,sum=0.7586799647899636
+ a=eks,b=wye,sum=0.38139939387114097
+ a=wye,b=wye,sum=0.20460330576630303
+ a=wye,b=pan,sum=0.5732889198020006
+
        +
        +
         $ mlr put -q '@sum[$a][$b][$i] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": {
+         "1": 0.3467901443380824
+       }
+     },
+     "eks": {
+       "pan": {
+         "2": 0.7586799647899636
+       },
+       "wye": {
+         "4": 0.38139939387114097
+       }
+     },
+     "wye": {
+       "wye": {
+         "3": 0.20460330576630303
+       },
+       "pan": {
+         "5": 0.5732889198020006
+       }
+     }
+   }
+ }
+
        +
        +
         $ mlr put -q '@sum[$a][$b][$i] += $x; end { emit @sum, "a", "b", "i" }' data/small
+ a=pan,b=pan,i=1,sum=0.3467901443380824
+ a=eks,b=pan,i=2,sum=0.7586799647899636
+ a=eks,b=wye,i=4,sum=0.38139939387114097
+ a=wye,b=wye,i=3,sum=0.20460330576630303
+ a=wye,b=pan,i=5,sum=0.5732889198020006
+
        +
        +

        Now for emitp: if you have as many names following emit as there are levels in the out-of-stream variable’s hashmap, then emit and emitp do the same thing. Where they differ is when you don’t specify as many names as there are hashmap levels. In this case, Miller needs to flatten multiple map indices down to output-record keys: emitp includes full prefixing (hence the p in emitp) while emit takes the deepest hashmap key as the output-record key:

        +
         $ mlr put -q '@sum[$a][$b] += $x; end { dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+
        +
        +
         $ mlr put -q '@sum[$a][$b] += $x; end { emit @sum, "a" }' data/small
+ a=pan,pan=0.3467901443380824
+ a=eks,pan=0.7586799647899636,wye=0.38139939387114097
+ a=wye,wye=0.20460330576630303,pan=0.5732889198020006
+
        +
        +
         $ mlr put -q '@sum[$a][$b] += $x; end { emit @sum }' data/small
+ pan.pan=0.3467901443380824,eks.pan=0.7586799647899636,eks.wye=0.38139939387114097,wye.wye=0.20460330576630303,wye.pan=0.5732889198020006
+
        +
        +
         $ mlr put -q '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small
+ a=pan,sum.pan=0.3467901443380824
+ a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097
+ a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006
+
        +
        +
         $ mlr put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small
+ sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006
+
        +
        +
         $ mlr --oxtab put -q '@sum[$a][$b] += $x; end { emitp @sum }' data/small
+ sum.pan.pan 0.3467901443380824
+ sum.eks.pan 0.7586799647899636
+ sum.eks.wye 0.38139939387114097
+ sum.wye.wye 0.20460330576630303
+ sum.wye.pan 0.5732889198020006
+
        +
        +

        Use –oflatsep to specify the character which joins multilevel +keys for emitp (it defaults to a colon):

        +
         $ mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum, "a" }' data/small
+ a=pan,sum.pan=0.3467901443380824
+ a=eks,sum.pan=0.7586799647899636,sum.wye=0.38139939387114097
+ a=wye,sum.wye=0.20460330576630303,sum.pan=0.5732889198020006
+
        +
        +
         $ mlr put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum }' data/small
+ sum.pan.pan=0.3467901443380824,sum.eks.pan=0.7586799647899636,sum.eks.wye=0.38139939387114097,sum.wye.wye=0.20460330576630303,sum.wye.pan=0.5732889198020006
+
        +
        +
         $ mlr --oxtab put -q --oflatsep / '@sum[$a][$b] += $x; end { emitp @sum }' data/small
+ sum.pan.pan 0.3467901443380824
+ sum.eks.pan 0.7586799647899636
+ sum.eks.wye 0.38139939387114097
+ sum.wye.wye 0.20460330576630303
+ sum.wye.pan 0.5732889198020006
+
        +
        +
        +
        +

        Multi-emit statements

        +

        You can emit multiple map-valued expressions side-by-side by +including their names in parentheses:

        +
         $ 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"
+   }
+ '
+ a   b   x_sum              x_count x_mean
+ pan pan 219.1851288316854  427     0.5133141190437597
+ pan wye 198.43293070748447 395     0.5023618498923658
+ pan eks 216.07522773165525 429     0.5036718595143479
+ pan hat 205.22277621488686 417     0.492140950155604
+ pan zee 205.09751802331917 413     0.4966041598627583
+ eks pan 179.96303047250723 371     0.48507555383425127
+ eks wye 196.9452860713734  407     0.4838950517724162
+ eks zee 176.8803651584733  357     0.49546320772681596
+ eks eks 215.91609712937984 413     0.5227992666570941
+ eks hat 208.783170520597   417     0.5006790659966355
+ wye wye 185.29584980261419 377     0.49150092785839306
+ wye pan 195.84790012056564 392     0.4996119901034838
+ wye hat 212.0331829346132  426     0.4977304763723314
+ wye zee 194.77404756708714 385     0.5059066170573692
+ wye eks 204.8129608356315  386     0.5306035254809106
+ zee pan 202.21380378504267 389     0.5198298297816007
+ zee wye 233.9913939194868  455     0.5142667998230479
+ zee eks 190.9617780631925  391     0.4883932942792647
+ zee zee 206.64063510417319 403     0.5127559183726382
+ zee hat 191.30000620900935 409     0.46772617655014515
+ hat wye 208.8830097609959  423     0.49381326184632596
+ hat zee 196.3494502965293  385     0.5099985721987774
+ hat eks 189.0067933716193  389     0.48587864619953547
+ hat hat 182.8535323148762  381     0.47993053101017374
+ hat pan 168.5538067327806  363     0.4643355557376876
+
        +
        +

        What this does is walk through the first out-of-stream variable (@x_sum in this example) as usual, then for each keylist found (e.g. pan,wye), include the values for the remaining out-of-stream variables (here, @x_count and @x_mean). You should use this when all out-of-stream variables in the emit statement have the same shape and the same keylists.

        +
        +
        +

        Emit-all statements

        +

        Use emit all (or emit @* which is synonymous) to output all out-of-stream variables. You can use the following idiom to get various accumulators output side-by-side (reminiscent of mlr stats1):

        +
         $ mlr --from data/small --opprint put -q '@v[$a][$b]["sum"] += $x; @v[$a][$b]["count"] += 1; end{emit @*,"a","b"}'
+ a b   pan.sum            pan.count
+ v pan 0.3467901443380824 1
+
+ a b   pan.sum            pan.count wye.sum             wye.count
+ v eks 0.7586799647899636 1         0.38139939387114097 1
+
+ a b   wye.sum             wye.count pan.sum            pan.count
+ v wye 0.20460330576630303 1         0.5732889198020006 1
+
        +
        +
         $ mlr --from data/small --opprint put -q '@sum[$a][$b] += $x; @count[$a][$b] += 1; end{emit @*,"a","b"}'
+ a   b   pan
+ sum pan 0.3467901443380824
+
+ a   b   pan                wye
+ sum eks 0.7586799647899636 0.38139939387114097
+
+ a   b   wye                 pan
+ sum wye 0.20460330576630303 0.5732889198020006
+
+ a     b   pan
+ count pan 1
+
+ a     b   pan wye
+ count eks 1   1
+
+ a     b   wye pan
+ count wye 1   1
+
        +
        +
         $ mlr --from data/small --opprint put -q '@sum[$a][$b] += $x; @count[$a][$b] += 1; end{emit (@sum, @count),"a","b"}'
+ a   b   sum                 count
+ pan pan 0.3467901443380824  1
+ eks pan 0.7586799647899636  1
+ eks wye 0.38139939387114097 1
+ wye wye 0.20460330576630303 1
+ wye pan 0.5732889198020006  1
+
        +
        +
        +
        +
        +

        Unset statements

        +

        You can clear a map key by assigning the empty string as its value: $x="" or @x="". Using unset you can remove the key entirely. Examples:

        +
         $ 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 put 'unset $x, $a' data/small
+ b=pan,i=1,y=0.7268028627434533
+ b=pan,i=2,y=0.5221511083334797
+ b=wye,i=3,y=0.33831852551664776
+ b=wye,i=4,y=0.13418874328430463
+ b=pan,i=5,y=0.8636244699032729
+
        +
        +

        This can also be done, of course, using mlr cut -x. You can also clear out-of-stream or local variables, at the base name level, or at an indexed sublevel:

        +
         $ mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum; dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+ {}
+
        +
        +
         $ mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum["eks"]; dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+
        +
        +

        If you use unset all (or unset @* which is synonymous), that will unset all out-of-stream variables which have been defined up to that point.

        +
        +
        +

        Filter statements

        +

        You can use filter within put. In fact, the following two are synonymous:

        +
         $ mlr filter 'NR==2 || NR==3' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+
        +
        +
         $ mlr put 'filter NR==2 || NR==3' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+
        +
        +

        The former, of course, is much easier to type. But the latter allows you to define more complex expressions for the filter, and/or do other things in addition to the filter:

        +
         $ mlr put '@running_sum += $x; filter @running_sum > 1.3' data/small
+ 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 put '$z = $x * $y; filter $z > 0.3' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,z=0.3961455844854848
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,z=0.4951063394654227
+
        +
        +
        +
        +

        Built-in functions for filter and put, summary

        +

        mlr: option “–list-all-functions-as-table” not recognized. +Please run “mlr –help” for usage information.

        +
        +
        +

        Built-in functions for filter and put

        +

        Each function takes a specific number of arguments, as shown below, except for functions marked as variadic such as min and max. (The latter compute min and max of any number of numerical arguments.) There is no notion of optional or default-on-absent arguments. All argument-passing is positional rather than by name; arguments are passed by value, not by reference.

        +

        You can get a list of all functions using mlr -F.

        +
        +

        +

        +
        +  (class=arithmetic #args=1,2) Addition as binary operator; unary plus operator.
+
        +
        +
        +
        +

        -

        +
        -  (class=arithmetic #args=1,2) Subtraction as binary operator; unary negation operator.
+
        +
        +
        +
        +

        *

        +
        *  (class=arithmetic #args=2) Multiplication, with integer*integer overflow to float.
+
        +
        +
        +
        +

        /

        +
        /  (class=arithmetic #args=2) Division. Integer / integer is floating-point.
+
        +
        +
        +
        +

        //

        +
        //  (class=arithmetic #args=2) Pythonic integer division, rounding toward negative.
+
        +
        +
        +
        +

        **

        +
        **  (class=arithmetic #args=2) Exponentiation. Same as pow, but as an infix operator.
+
        +
        +
        +
        +

        .+

        +
        .+  (class=arithmetic #args=2) Addition, with integer-to-integer overflow.
+
        +
        +
        +
        +

        .-

        +
        .-  (class=arithmetic #args=2) Subtraction, with integer-to-integer overflow.
+
        +
        +
        +
        +

        .*

        +
        .*  (class=arithmetic #args=2) Multiplication, with integer-to-integer overflow.
+
        +
        +
        +
        +

        ./

        +
        ./  (class=arithmetic #args=2) Integer division; not pythonic.
+
        +
        +
        +
        +

        %

        +
        %  (class=arithmetic #args=2) Remainder; never negative-valued (pythonic).
+
        +
        +
        +
        +

        ~

        +
        ~  (class=arithmetic #args=1) Bitwise NOT. Beware '$y=~$x' since =~ is the
+regex-match operator: try '$y = ~$x'.
+
        +
        +
        +
        +

        &

        +
        &  (class=arithmetic #args=2) Bitwise AND.
+
        +
        +
        +
        +

        |

        +
        |  (class=arithmetic #args=2) Bitwise OR.
+
        +
        +
        +
        +

        ^

        +
        ^  (class=arithmetic #args=2) Bitwise XOR.
+
        +
        +
        +
        +

        <<

        +
        <<  (class=arithmetic #args=2) Bitwise left-shift.
+
        +
        +
        +
        +

        >>

        +
        >>  (class=arithmetic #args=2) Bitwise signed right-shift.
+
        +
        +
        >>>
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
        +
        +
        >>>  (class=arithmetic #args=2) Bitwise unsigned right-shift.
+
        +
        +
        +
        +

        !

        +
        !  (class=boolean #args=1) Logical negation.
+
        +
        +
        +
        +

        ==

        +
        ==  (class=boolean #args=2) String/numeric equality. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        !=

        +
        !=  (class=boolean #args=2) String/numeric inequality. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        >

        +
        >  (class=boolean #args=2) String/numeric greater-than. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        >=

        +
        >=  (class=boolean #args=2) String/numeric greater-than-or-equals. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        <

        +
        <  (class=boolean #args=2) String/numeric less-than. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        <=

        +
        <=  (class=boolean #args=2) String/numeric less-than-or-equals. Mixing number and string results in string compare.
+
        +
        +
        +
        +

        =~

        +
        =~  (class=boolean #args=2) String (left-hand side) matches regex (right-hand side), e.g. '$name =~ "^a.*b$"'.
+
        +
        +
        +
        +

        !=~

        +
        !=~  (class=boolean #args=2) String (left-hand side) does not match regex (right-hand side), e.g. '$name !=~ "^a.*b$"'.
+
        +
        +
        +
        +

        &&

        +
        &&  (class=boolean #args=2) Logical AND.
+
        +
        +
        +
        +

        ||

        +
        ||  (class=boolean #args=2) Logical OR.
+
        +
        +
        +
        +

        ^^

        +
        ^^  (class=boolean #args=2) Logical XOR.
+
        +
        +
        +
        +

        ??

        +
        ??  (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record.
+
        +
        +
        +
        +

        ???

        +
        ???  (class=boolean #args=2) Absent-coalesce operator. $a ?? 1 evaluates to 1 if $a isn't defined in the current record, or has empty value.
+
        +
        +
        +
        +

        ?

        +
        ?:  (class=boolean #args=3) Standard ternary operator.
+
        +
        +
        +
        +

        .

        +
        .  (class=string #args=2) String concatenation.
+
        +
        +
        +
        +

        abs

        +
        abs  (class=math #args=1) Absolute value.
+
        +
        +
        +
        +

        acos

        +
        acos  (class=math #args=1) Inverse trigonometric cosine.
+
        +
        +
        +
        +

        acosh

        +
        acosh  (class=math #args=1) Inverse hyperbolic cosine.
+
        +
        +
        +
        +

        append

        +
        append  (class=maps/arrays #args=2) Appends second argument to end of first argument, which must be an array.
+
        +
        +
        +
        +

        arrayify

        +
        arrayify  (class=maps/arrays #args=1) Walks through a nested map/array, converting any map with consecutive keys
+"1", "2", ... into an array. Useful to wrap the output of unflatten.
+
        +
        +
        +
        +

        asin

        +
        asin  (class=math #args=1) Inverse trigonometric sine.
+
        +
        +
        +
        +

        asinh

        +
        asinh  (class=math #args=1) Inverse hyperbolic sine.
+
        +
        +
        +
        +

        asserting_absent

        +
        asserting_absent  (class=typing #args=1) Aborts with an error if is_absent on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_array

        +
        asserting_array  (class=typing #args=1) Aborts with an error if is_array on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_bool

        +
        asserting_bool  (class=typing #args=1) Aborts with an error if is_bool on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_boolean

        +
        asserting_boolean  (class=typing #args=1) Aborts with an error if is_boolean on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_empty

        +
        asserting_empty  (class=typing #args=1) Aborts with an error if is_empty on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_empty_map

        +
        asserting_empty_map  (class=typing #args=1) Aborts with an error if is_empty_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_error

        +
        asserting_error  (class=typing #args=1) Aborts with an error if is_error on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_float

        +
        asserting_float  (class=typing #args=1) Aborts with an error if is_float on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_int

        +
        asserting_int  (class=typing #args=1) Aborts with an error if is_int on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_map

        +
        asserting_map  (class=typing #args=1) Aborts with an error if is_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_nonempty_map

        +
        asserting_nonempty_map  (class=typing #args=1) Aborts with an error if is_nonempty_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_array

        +
        asserting_not_array  (class=typing #args=1) Aborts with an error if is_not_array on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_empty

        +
        asserting_not_empty  (class=typing #args=1) Aborts with an error if is_not_empty on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_map

        +
        asserting_not_map  (class=typing #args=1) Aborts with an error if is_not_map on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_not_null

        +
        asserting_not_null  (class=typing #args=1) Aborts with an error if is_not_null on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_null

        +
        asserting_null  (class=typing #args=1) Aborts with an error if is_null on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_numeric

        +
        asserting_numeric  (class=typing #args=1) Aborts with an error if is_numeric on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_present

        +
        asserting_present  (class=typing #args=1) Aborts with an error if is_present on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        asserting_string

        +
        asserting_string  (class=typing #args=1) Aborts with an error if is_string on the argument returns false,
+else returns its argument.
+
        +
        +
        +
        +

        atan

        +
        atan  (class=math #args=1) One-argument arctangent.
+
        +
        +
        +
        +

        atan2

        +
        atan2  (class=math #args=2) Two-argument arctangent.
+
        +
        +
        +
        +

        atanh

        +
        atanh  (class=math #args=1) Inverse hyperbolic tangent.
+
        +
        +
        +
        +

        bitcount

        +
        bitcount  (class=arithmetic #args=1) Count of 1-bits.
+
        +
        +
        +
        +

        boolean

        +
        boolean  (class=conversion #args=1) Convert int/float/bool/string to boolean.
+
        +
        +
        +
        +

        capitalize

        +
        capitalize  (class=string #args=1) Convert string's first character to uppercase.
+
        +
        +
        +
        +

        cbrt

        +
        cbrt  (class=math #args=1) Cube root.
+
        +
        +
        +
        +

        ceil

        +
        ceil  (class=math #args=1) Ceiling: nearest integer at or above.
+
        +
        +
        +
        +

        clean_whitespace

        +
        clean_whitespace  (class=string #args=1) Same as collapse_whitespace and strip.
+
        +
        +
        +
        +

        collapse_whitespace

        +
        collapse_whitespace  (class=string #args=1) Strip repeated whitespace from string.
+
        +
        +
        +
        +

        cos

        +
        cos  (class=math #args=1) Trigonometric cosine.
+
        +
        +
        +
        +

        cosh

        +
        cosh  (class=math #args=1) Hyperbolic cosine.
+
        +
        +
        +
        +

        depth

        +
        depth  (class=maps/arrays #args=1) Prints maximum depth of map/array. Scalars have depth 0.
+
        +
        +
        +
        +

        dhms2fsec

        +
        dhms2fsec  (class=time #args=1) Recovers floating-point seconds as in dhms2fsec("5d18h53m20.250000s") = 500000.250000
+
        +
        +
        +
        +

        dhms2sec

        +
        dhms2sec  (class=time #args=1) Recovers integer seconds as in dhms2sec("5d18h53m20s") = 500000
+
        +
        +
        +
        +

        erf

        +
        erf  (class=math #args=1) Error function.
+
        +
        +
        +
        +

        erfc

        +
        erfc  (class=math #args=1) Complementary error function.
+
        +
        +
        +
        +

        exp

        +
        exp  (class=math #args=1) Exponential function e**x.
+
        +
        +
        +
        +

        expm1

        +
        expm1  (class=math #args=1) e**x - 1.
+
        +
        +
        +
        +

        flatten

        +
        flatten  (class=maps/arrays #args=3) Flattens multi-level maps to single-level ones. Examples:
+flatten("a", ".", {"b": { "c": 4 }}) is {"a.b.c" : 4}.
+flatten("", ".", {"a": { "b": 3 }}) is {"a.b" : 3}.
+Two-argument version: flatten($*, ".") is the same as flatten("", ".", $*).
+Useful for nested JSON-like structures for non-JSON file formats like CSV.
+
        +
        +
        +
        +

        float

        +
        float  (class=conversion #args=1) Convert int/float/bool/string to float.
+
        +
        +
        +
        +

        floor

        +
        floor  (class=math #args=1) Floor: nearest integer at or below.
+
        +
        +
        +
        +

        fmtnum

        +
        fmtnum  (class=conversion #args=2) Convert int/float/bool to string using
+printf-style format string, e.g. '$s = fmtnum($n, "%06lld")'.
+
        +
        +
        +
        +

        fsec2dhms

        +
        fsec2dhms  (class=time #args=1) Formats floating-point seconds as in fsec2dhms(500000.25) = "5d18h53m20.250000s"
+
        +
        +
        +
        +

        fsec2hms

        +
        fsec2hms  (class=time #args=1) Formats floating-point seconds as in fsec2hms(5000.25) = "01:23:20.250000"
+
        +
        +
        +
        +

        get_keys

        +
        get_keys  (class=maps/arrays #args=1) Returns array of keys of map or array
+
        +
        +
        +
        +

        get_values

        +
        get_values  (class=maps/arrays #args=1) Returns array of keys of map or array -- in the latter case, returns a copy of the array
+
        +
        +
        +
        +

        gmt2sec

        +
        gmt2sec  (class=time #args=1) Parses GMT timestamp as integer seconds since the epoch.
+
        +
        +
        +
        +

        gsub

        +
        gsub  (class=string #args=3) Example: '$name=gsub($name, "old", "new")' (replace all).
+
        +
        +
        +
        +

        haskey

        +
        haskey  (class=maps/arrays #args=2) True/false if map has/hasn't key, e.g. 'haskey($*, "a")' or
+'haskey(mymap, mykey)', or true/false if array index is in bounds / out of bounds.
+Error if 1st argument is not a map or array. Note -n..-1 alias to 1..n in Miller arrays.
+
        +
        +
        +
        +

        hexfmt

        +
        hexfmt  (class=conversion #args=1) Convert int to hex string, e.g. 255 to "0xff".
+
        +
        +
        +
        +

        hms2fsec

        +
        hms2fsec  (class=time #args=1) Recovers floating-point seconds as in hms2fsec("01:23:20.250000") = 5000.250000
+
        +
        +
        +
        +

        hms2sec

        +
        hms2sec  (class=time #args=1) Recovers integer seconds as in hms2sec("01:23:20") = 5000
+
        +
        +
        +
        +

        hostname

        +
        hostname  (class=system #args=0) Returns the hostname as a string.
+
        +
        +
        +
        +

        int

        +
        int  (class=conversion #args=1) Convert int/float/bool/string to int.
+
        +
        +
        +
        +

        invqnorm

        +
        invqnorm  (class=math #args=1) Inverse of normal cumulative distribution function.
+Note that invqorm(urand()) is normally distributed.
+
        +
        +
        +
        +

        is_absent

        +
        is_absent  (class=typing #args=1) False if field is present in input, true otherwise
+
        +
        +
        +
        +

        is_array

        +
        is_array  (class=typing #args=1) True if argument is an array.
+
        +
        +
        +
        +

        is_bool

        +
        is_bool  (class=typing #args=1) True if field is present with boolean value. Synonymous with is_boolean.
+
        +
        +
        +
        +

        is_boolean

        +
        is_boolean  (class=typing #args=1) True if field is present with boolean value. Synonymous with is_bool.
+
        +
        +
        +
        +

        is_empty

        +
        is_empty  (class=typing #args=1) True if field is present in input with empty string value, false otherwise.
+
        +
        +
        +
        +

        is_empty_map

        +
        is_empty_map  (class=typing #args=1) True if argument is a map which is empty.
+
        +
        +
        +
        +

        is_error

        +
        is_error  (class=typing #args=1) True if if argument is an error, such as taking string length of an integer.
+
        +
        +
        +
        +

        is_float

        +
        is_float  (class=typing #args=1) True if field is present with value inferred to be float
+
        +
        +
        +
        +

        is_int

        +
        is_int  (class=typing #args=1) True if field is present with value inferred to be int
+
        +
        +
        +
        +

        is_map

        +
        is_map  (class=typing #args=1) True if argument is a map.
+
        +
        +
        +
        +

        is_nonempty_map

        +
        is_nonempty_map  (class=typing #args=1) True if argument is a map which is non-empty.
+
        +
        +
        +
        +

        is_not_array

        +
        is_not_array  (class=typing #args=1) True if argument is not an array.
+
        +
        +
        +
        +

        is_not_empty

        +
        is_not_empty  (class=typing #args=1) False if field is present in input with empty value, true otherwise
+
        +
        +
        +
        +

        is_not_map

        +
        is_not_map  (class=typing #args=1) True if argument is not a map.
+
        +
        +
        +
        +

        is_not_null

        +
        is_not_null  (class=typing #args=1) False if argument is null (empty or absent), true otherwise.
+
        +
        +
        +
        +

        is_null

        +
        is_null  (class=typing #args=1) True if argument is null (empty or absent), false otherwise.
+
        +
        +
        +
        +

        is_numeric

        +
        is_numeric  (class=typing #args=1) True if field is present with value inferred to be int or float
+
        +
        +
        +
        +

        is_present

        +
        is_present  (class=typing #args=1) True if field is present in input, false otherwise.
+
        +
        +
        +
        +

        is_string

        +
        is_string  (class=typing #args=1) True if field is present with string (including empty-string) value
+
        +
        +
        +
        +

        joink

        +
        joink  (class=conversion #args=2) Makes string from map/array keys. Examples:
+joink({"a":3,"b":4,"c":5}, ",") = "a,b,c"
+joink([1,2,3], ",") = "1,2,3".
+
        +
        +
        +
        +

        joinkv

        +
        joinkv  (class=conversion #args=3) Makes string from map/array key-value pairs. Examples:
+joinkv([3,4,5], "=", ",") = "1=3,2=4,3=5"
+joinkv({"a":3,"b":4,"c":5}, "=", ",") = "a=3,b=4,c=5"
+
        +
        +
        +
        +

        joinv

        +
        joinv  (class=conversion #args=2) Makes string from map/array values.
+joinv([3,4,5], ",") = "3,4,5"
+joinv({"a":3,"b":4,"c":5}, ",") = "3,4,5"
+
        +
        +
        +
        +

        json_parse

        +
        json_parse  (class=maps/arrays #args=1) Converts value from JSON-formatted string.
+
        +
        +
        +
        +

        json_stringify

        +
        json_stringify  (class=maps/arrays #args=1,2) Converts value to JSON-formatted string. Default output is single-line.
+With optional second boolean argument set to true, produces multiline output.
+
        +
        +
        +
        +

        leafcount

        +
        leafcount  (class=maps/arrays #args=1) Counts total number of terminal values in map/array. For single-level
+map/array, same as length.
+
        +
        +
        +
        +

        length

        +
        length  (class=maps/arrays #args=1) Counts number of top-level entries in array/map. Scalars have length 1.
+
        +
        +
        +
        +

        log

        +
        log  (class=math #args=1) Natural (base-e) logarithm.
+
        +
        +
        +
        +

        log10

        +
        log10  (class=math #args=1) Base-10 logarithm.
+
        +
        +
        +
        +

        log1p

        +
        log1p  (class=math #args=1) log(1-x).
+
        +
        +
        +
        +

        logifit

        +
        logifit  (class=math #args=3)  Given m and b from logistic regression, compute fit:
+$yhat=logifit($x,$m,$b).
+
        +
        +
        +
        +

        lstrip

        +
        lstrip  (class=string #args=1) Strip leading whitespace from string.
+
        +
        +
        +
        +

        madd

        +
        madd  (class=arithmetic #args=3) a + b mod m (integers)
+
        +
        +
        +
        +

        mapdiff

        +
        mapdiff  (class=maps/arrays #args=variadic) With 0 args, returns empty map. With 1 arg, returns copy of arg.
+With 2 or more, returns copy of arg 1 with all keys from any of remaining
+argument maps removed.
+
        +
        +
        +
        +

        mapexcept

        +
        mapexcept  (class=maps/arrays #args=variadic) Returns a map with keys from remaining arguments, if any, unset.
+Remaining arguments can be strings or arrays of string.
+E.g. 'mapexcept({1:2,3:4,5:6}, 1, 5, 7)' is '{3:4}'
+and  'mapexcept({1:2,3:4,5:6}, [1, 5, 7])' is '{3:4}'.
+
        +
        +
        +
        +

        mapselect

        +
        mapselect  (class=maps/arrays #args=variadic) Returns a map with only keys from remaining arguments set.
+Remaining arguments can be strings or arrays of string.
+E.g. 'mapselect({1:2,3:4,5:6}, 1, 5, 7)' is '{1:2,5:6}'
+and  'mapselect({1:2,3:4,5:6}, [1, 5, 7])' is '{1:2,5:6}'.
+
        +
        +
        +
        +

        mapsum

        +
        mapsum  (class=maps/arrays #args=variadic) With 0 args, returns empty map. With >= 1 arg, returns a map with
+key-value pairs from all arguments. Rightmost collisions win, e.g.
+'mapsum({1:2,3:4},{1:5})' is '{1:5,3:4}'.
+
        +
        +
        +
        +

        max

        +
        max  (class=math #args=variadic) Max of n numbers; null loses.
+
        +
        +
        +
        +

        md5

        +
        md5  (class=hashing #args=1) MD5 hash.
+
        +
        +
        +
        +

        mexp

        +
        mexp  (class=arithmetic #args=3) a ** b mod m (integers)
+
        +
        +
        +
        +

        min

        +
        min  (class=math #args=variadic) Min of n numbers; null loses.
+
        +
        +
        +
        +

        mmul

        +
        mmul  (class=arithmetic #args=3) a * b mod m (integers)
+
        +
        +
        +
        +

        msub

        +
        msub  (class=arithmetic #args=3) a - b mod m (integers)
+
        +
        +
        +
        +

        os

        +
        os  (class=system #args=0) Returns the operating-system name as a string.
+
        +
        +
        +
        +

        pow

        +
        pow  (class=arithmetic #args=2) Exponentiation. Same as **, but as a function.
+
        +
        +
        +
        +

        qnorm

        +
        qnorm  (class=math #args=1) Normal cumulative distribution function.
+
        +
        +
        +
        +

        regextract

        +
        regextract  (class=string #args=2) Example: '$name=regextract($name, "[A-Z]{3}[0-9]{2}")'
+
        +
        +
        +
        +

        regextract_or_else

        +
        regextract_or_else  (class=string #args=3) Example: '$name=regextract_or_else($name, "[A-Z]{3}[0-9]{2}", "default")'
+
        +
        +
        +
        +

        round

        +
        round  (class=math #args=1) Round to nearest integer.
+
        +
        +
        +
        +

        roundm

        +
        roundm  (class=math #args=2) Round to nearest multiple of m: roundm($x,$m) is
+the same as round($x/$m)*$m.
+
        +
        +
        +
        +

        rstrip

        +
        rstrip  (class=string #args=1) Strip trailing whitespace from string.
+
        +
        +
        +
        +

        sec2dhms

        +
        sec2dhms  (class=time #args=1) Formats integer seconds as in sec2dhms(500000) = "5d18h53m20s"
+
        +
        +
        +
        +

        sec2gmt

        +
        sec2gmt  (class=time #args=1,2) Formats seconds since epoch (integer part)
+as GMT timestamp, e.g. sec2gmt(1440768801.7) = "2015-08-28T13:33:21Z".
+Leaves non-numbers as-is. With second integer argument n, includes n decimal places
+for the seconds part
+
        +
        +
        +
        +

        sec2gmtdate

        +
        sec2gmtdate  (class=time #args=1) Formats seconds since epoch (integer part)
+as GMT timestamp with year-month-date, e.g. sec2gmtdate(1440768801.7) = "2015-08-28".
+Leaves non-numbers as-is.
+
        +
        +
        +
        +

        sec2hms

        +
        sec2hms  (class=time #args=1) Formats integer seconds as in sec2hms(5000) = "01:23:20"
+
        +
        +
        +
        +

        sgn

        +
        sgn  (class=math #args=1)  +1, 0, -1 for positive, zero, negative input respectively.
+
        +
        +
        +
        +

        sha1

        +
        sha1  (class=hashing #args=1) SHA1 hash.
+
        +
        +
        +
        +

        sha256

        +
        sha256  (class=hashing #args=1) SHA256 hash.
+
        +
        +
        +
        +

        sha512

        +
        sha512  (class=hashing #args=1) SHA512 hash.
+
        +
        +
        +
        +

        sin

        +
        sin  (class=math #args=1) Trigonometric sine.
+
        +
        +
        +
        +

        sinh

        +
        sinh  (class=math #args=1) Hyperbolic sine.
+
        +
        +
        +
        +

        splita

        +
        splita  (class=conversion #args=2) Splits string into array with type inference. Example:
+splita("3,4,5", ",") = [3,4,5]
+
        +
        +
        +
        +

        splitax

        +
        splitax  (class=conversion #args=2) Splits string into array without type inference. Example:
+splita("3,4,5", ",") = ["3","4","5"]
+
        +
        +
        +
        +

        splitkv

        +
        splitkv  (class=conversion #args=3) Splits string by separators into map with type inference. Example:
+splitkv("a=3,b=4,c=5", "=", ",") = {"a":3,"b":4,"c":5}
+
        +
        +
        +
        +

        splitkvx

        +
        splitkvx  (class=conversion #args=3) Splits string by separators into map without type inference (keys and
+values are strings). Example:
+splitkvx("a=3,b=4,c=5", "=", ",") = {"a":"3","b":"4","c":"5"}
+
        +
        +
        +
        +

        splitnv

        +
        splitnv  (class=conversion #args=2) Splits string by separator into integer-indexed map with type inference. Example:
+splitnv("a,b,c", ",") = {"1":"a","2":"b","3":"c"}
+
        +
        +
        +
        +

        splitnvx

        +
        splitnvx  (class=conversion #args=2) Splits string by separator into integer-indexed map without type
+inference (values are strings). Example:
+splitnvx("3,4,5", ",") = {"1":"3","2":"4","3":"5"}
+
        +
        +
        +
        +

        sqrt

        +
        sqrt  (class=math #args=1) Square root.
+
        +
        +
        +
        +

        ssub

        +
        ssub  (class=string #args=3) Like sub but does no regexing. No characters are special.
+
        +
        +
        +
        +

        strftime

        +
        strftime  (class=time #args=2)  Formats seconds since the epoch as timestamp, e.g.
+    strftime(1440768801.7,"%Y-%m-%dT%H:%M:%SZ") = "2015-08-28T13:33:21Z", and
+    strftime(1440768801.7,"%Y-%m-%dT%H:%M:%3SZ") = "2015-08-28T13:33:21.700Z".
+    Format strings are as in the C library (please see "man strftime" on your system),
+    with the Miller-specific addition of "%1S" through "%9S" which format the seconds
+    with 1 through 9 decimal places, respectively. ("%S" uses no decimal places.)
+    See also strftime_local.
+
        +
        +
        +
        +

        string

        +
        string  (class=conversion #args=1) Convert int/float/bool/string/array/map to string.
+
        +
        +
        +
        +

        strip

        +
        strip  (class=string #args=1) Strip leading and trailing whitespace from string.
+
        +
        +
        +
        +

        strlen

        +
        strlen  (class=string #args=1) String length.
+
        +
        +
        +
        +

        strptime

        +
        strptime  (class=time #args=2) strptime: Parses timestamp as floating-point seconds since the epoch,
+    e.g. strptime("2015-08-28T13:33:21Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.000000,
+    and  strptime("2015-08-28T13:33:21.345Z","%Y-%m-%dT%H:%M:%SZ") = 1440768801.345000.
+    See also strptime_local.
+
        +
        +
        +
        +

        sub

        +
        sub  (class=string #args=3) Example: '$name=sub($name, "old", "new")' (replace once).
+
        +
        +
        +
        +

        substr

        +
        substr  (class=string #args=3) substr is an alias for substr0. See also substr1. Miller is generally 1-up
+with all array indices, but, this is a backward-compatibility issue with Miller 5 and below.
+Arrays are new in Miller 6; the substr function is older.
+
        +
        +
        +
        +

        substr0

        +
        substr0  (class=string #args=3) substr0(s,m,n) gives substring of s from 0-up position m to n
+inclusive. Negative indices -len .. -1 alias to 0 .. len-1.
+
        +
        +
        +
        +

        substr1

        +
        substr1  (class=string #args=3) substr1(s,m,n) gives substring of s from 1-up position m to n
+inclusive. Negative indices -len .. -1 alias to 1 .. len.
+
        +
        +
        +
        +

        system

        +
        system  (class=system #args=1) Run command string, yielding its stdout minus final carriage return.
+
        +
        +
        +
        +

        systime

        +
        systime  (class=time #args=0) help string will go here
+
        +
        +
        +
        +

        systimeint

        +
        systimeint  (class=time #args=0) help string will go here
+
        +
        +
        +
        +

        tan

        +
        tan  (class=math #args=1) Trigonometric tangent.
+
        +
        +
        +
        +

        tanh

        +
        tanh  (class=math #args=1) Hyperbolic tangent.
+
        +
        +
        +
        +

        tolower

        +
        tolower  (class=string #args=1) Convert string to lowercase.
+
        +
        +
        +
        +

        toupper

        +
        toupper  (class=string #args=1) Convert string to uppercase.
+
        +
        +
        +
        +

        truncate

        +
        truncate  (class=string #args=2) Truncates string first argument to max length of int second argument.
+
        +
        +
        +
        +

        typeof

        +
        typeof  (class=typing #args=1) Convert argument to type of argument (e.g. "str"). For debug.
+
        +
        +
        +
        +

        unflatten

        +
        unflatten  (class=maps/arrays #args=2) Reverses flatten. Example:
+unflatten({"a.b.c" : 4}, ".") is {"a": "b": { "c": 4 }}}.
+Useful for nested JSON-like structures for non-JSON file formats like CSV.
+See also arrayify.
+
        +
        +
        +
        +

        uptime

        +
        uptime  (class=time #args=0) help string will go here
+
        +
        +
        +
        +

        urand

        +
        urand  (class=math #args=0) Floating-point numbers uniformly distributed on the unit interval.
+Int-valued example: '$n=floor(20+urand()*11)'.
+
        +
        +
        +
        +

        urand32

        +
        urand32  (class=math #args=0) Integer uniformly distributed 0 and 2**32-1 inclusive.
+
        +
        +
        +
        +

        urandint

        +
        urandint  (class=math #args=2) Integer uniformly distributed between inclusive integer endpoints.
+
        +
        +
        +
        +

        urandrange

        +
        urandrange  (class=math #args=2) Floating-point numbers uniformly distributed on the interval [a, b).
+
        +
        +
        +
        +

        version

        +
        version  (class=system #args=0) Returns the Miller version as a string.
+
        +
        +
        +
        +
        +

        User-defined functions and subroutines

        +

        As of Miller 5.0.0 you can define your own functions, as well as subroutines.

        +
        +

        User-defined functions

        +

        Here’s the obligatory example of a recursive function to compute the factorial function:

        +
         $ 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);
+ '
+ a   b   i x                   y                   ox                  oi
+ pan pan 1 0.3467901443380824  0.7268028627434533  0.46705354854811026 1
+ eks pan 2 0.7586799647899636  0.5221511083334797  3.680838410072862   2
+ wye wye 3 0.20460330576630303 0.33831852551664776 1.7412511955594865  6
+ eks wye 4 0.38139939387114097 0.13418874328430463 18.588348778962008  24
+ wye pan 5 0.5732889198020006  0.8636244699032729  211.38730958519247  120
+
        +
        +

        Properties of user-defined functions:

        +
          +

        • Function bodies start with func and a parameter list, defined outside of begin, end, or other func or subr blocks. (I.e. the Miller DSL has no nested functions.)

          • +

        • A function (uniqified by its name) may not be redefined: either by redefining a user-defined function, or by redefining a built-in function. However, functions and subroutines have separate namespaces: you can define a subroutine log which does not clash with the mathematical log function.

          • +

        • Functions may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, functions may be either recursive or mutually recursive. Functions may not call subroutines.

          • +

        • Functions may be defined and called either within mlr put or mlr put.

          • +

        • Functions have read access to $-variables and @-variables but may not modify them. See also Memoization with out-of-stream variables for an example.

          • +

        • Argument values may be reassigned: they are not read-only.

          • +

        • When a return value is not implicitly returned, this results in a return value of absent-null. (In the example above, if there were records for which the argument to f is non-numeric, the assignments would be skipped.) See also the section on Null data: empty and absent.

          • +

        • See the section on Local variables for information on scope and extent of arguments, as well as for information on the use of local variables within functions.

          • +

        • See the section on Expressions from files for information on the use of -f and -e flags.

          • +
        +
        +
        +

        User-defined subroutines

        +

        Example:

        +
         $ 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);
+ '
+ NR=1
+ numcalls=1
+ NR=2
+ numcalls=3
+ NR=3
+ numcalls=6
+ NR=4
+ numcalls=10
+ NR=5
+ numcalls=15
+
        +
        +

        Properties of user-defined subroutines:

        +
          +

        • Subroutine bodies start with subr and a parameter list, defined outside of begin, end, or other func or subr blocks. (I.e. the Miller DSL has no nested subroutines.)

          • +

        • A subroutine (uniqified by its name) may not be redefined. However, functions and subroutines have separate namespaces: you can define a subroutine log which does not clash with the mathematical log function.

          • +

        • Subroutines may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, subroutines may be either recursive or mutually recursive. Subroutines may call functions.

          • +

        • Subroutines may be defined and called either within mlr put or mlr put.

          • +

        • Subroutines have read/write access to $-variables and @-variables.

          • +

        • Argument values may be reassigned: they are not read-only.

          • +

        • See the section on Local variables for information on scope and extent of arguments, as well as for information on the use of local variables within functions.

          • +

        • See the section on Expressions from files for information on the use of -f and -e flags.

          • +
        +
        +
        +
        +

        Errors and transparency

        +

        As soon as you have a programming language, you start having the problem What is my code doing, and why? This includes getting syntax errors – which are always annoying – as well as the even more annoying problem of a program which parses without syntax error but doesn’t do what you expect.

        +

        The syntax error message is cryptic: it says syntax error at `` followed by the next symbol it couldn't parse. This is good, but (as of 5.0.0) it doesn't say things like ``syntax error at line 17, character 22. Here are some common causes of syntax errors:

        +
          +

        • Don’t forget ; at end of line, before another statement on the next line.

          • +

        • Miller’s DSL lacks the ++ and -- operators.

          • +

        • Curly braces are required for the bodies of if/while/for blocks, even when the body is a single statement.

          • +
        +

        Now for transparency:

        +
          +

        • As in any language, you can do (see Print statements) print (or eprint to print to stderr). See also Dump statements and Emit statements.

          • +

        • The -v option to mlr put and mlr filter prints abstract syntax trees for your code. While not all details here will be of interest to everyone, certainly this makes questions such as operator precedence completely unambiguous.

          • +

        • The -T option prints a trace of each statement executed.

          • +

        • The -t and -a options show low-level details for the parsing process and for stack-variable-index allocation, respectively. These will likely be of interest to people who enjoy compilers, and probably less useful for a more general audience.

          • +

        • Please see Type-checking for type declarations and type-assertions you can use to make sure expressions and the data flowing them are evaluating as you expect. I made them optional because one of Miller’s important use-cases is being able to say simple things like mlr put '$y = $x + 1' myfile.dat with a minimum of punctuational bric-a-brac – but for programs over a few lines I generally find that the more type-specification, the better.

          • +
        +
        +
        +

        A note on the complexity of Miller’s expression language

        +

        One of Miller’s strengths is its brevity: it’s much quicker – and less error-prone – to type mlr stats1 -a sum -f x,y -g a,b than having to track summation variables as in awk, or using Miller’s out-of-stream variables. And the more language features Miller’s put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the less powerful it begins to seem: because of the other programming-language features it doesn’t have (classes, execptions, and so on).

        +

        When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the put statements be handled by the implementation language’s own eval: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL.

        +

        I do want to keep focusing on what Miller is good at – concise notation, low latency, and high throughput – and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as awk; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as awk along with optional type-declaration syntax. While I’m excited by these powerful language features, I hope to keep new features beyond 5.0.0 focused on Miller’s sweet spot which is speed plus simplicity.

        +
        +
        + + +
        +
        +
        +
        + +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-syntax.html b/docs6b/docs/_build/html/reference-dsl-syntax.html new file mode 100644 index 000000000..87a6f3746 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-syntax.html @@ -0,0 +1,230 @@ + + + + + + + + DSL reference: syntax — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: syntax

        +
        + +
        + +
        + +
        +

        DSL reference: syntax

        +
        +

        Expression formatting

        +

        Multiple expressions may be given, separated by semicolons, and each may refer to the ones before:

        +
         ruby -e '10.times{|i|puts "i=#{i}"}' | mlr --opprint put '$j = $i + 1; $k = $i +$j'
+ i j  k
+ 0 1  1
+ 1 2  3
+ 2 3  5
+ 3 4  7
+ 4 5  9
+ 5 6  11
+ 6 7  13
+ 7 8  15
+ 8 9  17
+ 9 10 19
+
        +
        +

        Newlines within the expression are ignored, which can help increase legibility of complex expressions:

        +
         mlr --opprint put '
+   $nf       = NF;
+   $nr       = NR;
+   $fnr      = FNR;
+   $filenum  = FILENUM;
+   $filename = FILENAME
+ ' data/small data/small2
+ a   b   i     x                    y                    nf nr fnr filenum filename
+ pan pan 1     0.3467901443380824   0.7268028627434533   5  1  1   1       data/small
+ eks pan 2     0.7586799647899636   0.5221511083334797   5  2  2   1       data/small
+ wye wye 3     0.20460330576630303  0.33831852551664776  5  3  3   1       data/small
+ eks wye 4     0.38139939387114097  0.13418874328430463  5  4  4   1       data/small
+ wye pan 5     0.5732889198020006   0.8636244699032729   5  5  5   1       data/small
+ pan eks 9999  0.267481232652199086 0.557077185510228001 5  6  1   2       data/small2
+ wye eks 10000 0.734806020620654365 0.884788571337605134 5  7  2   2       data/small2
+ pan wye 10001 0.870530722602517626 0.009854780514656930 5  8  3   2       data/small2
+ hat wye 10002 0.321507044286237609 0.568893318795083758 5  9  4   2       data/small2
+ pan zee 10003 0.272054845593895200 0.425789896597056627 5  10 5   2       data/small2
+
        +
        +
         mlr --opprint filter '($x > 0.5 && $y < 0.5) || ($x < 0.5 && $y > 0.5)' \
+   then stats2 -a corr -f x,y \
+   data/medium
+ x_y_corr
+ -0.7479940285189345
+
        +
        +
        +
        +

        Expressions from files

        +

        The simplest way to enter expressions for put and filter is between single quotes on the command line, e.g.

        +
         mlr --from data/small put '$xy = sqrt($x**2 + $y**2)'
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +
         mlr --from data/small put 'func f(a, b) { return sqrt(a**2 + b**2) } $xy = f($x, $y)'
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +

        You may, though, find it convenient to put expressions into files for reuse, and read them +using the -f option. For example:

        +
         cat data/fe-example-3.mlr
+ func f(a, b) {
+   return sqrt(a**2 + b**2)
+ }
+ $xy = f($x, $y)
+
        +
        +
         mlr --from data/small put -f data/fe-example-3.mlr
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +

        If you have some of the logic in a file and you want to write the rest on the command line, you can use the -f and -e options together:

        +
         cat data/fe-example-4.mlr
+ func f(a, b) {
+   return sqrt(a**2 + b**2)
+ }
+
        +
        +
         mlr --from data/small put -f data/fe-example-4.mlr -e '$xy = f($x, $y)'
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,xy=0.8052985815845617
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,xy=0.9209978658539777
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,xy=0.3953756915115773
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,xy=0.40431685157744135
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,xy=1.036584492737304
+
        +
        +

        A suggested use-case here is defining functions in files, and calling them from command-line expressions.

        +

        Another suggested use-case is putting default parameter values in files, e.g. using begin{@count=is_present(@count)?@count:10} in the file, where you can precede that using begin{@count=40} using -e.

        +

        Moreover, you can have one or more -f expressions (maybe one function per file, for example) and one or more -e expressions on the command line. If you mix -f and -e then the expressions are evaluated in the order encountered. (Since the expressions are all simply concatenated together in order, don’t forget intervening semicolons: e.g. not mlr put -e '$x=1' -e '$y=2 ...' but rather mlr put -e '$x=1;' -e '$y=2' ....)

        +
        +
        +

        Semicolons, commas, newlines, and curly braces

        +

        Miller uses semicolons as statement separators, not statement terminators. This means you can write:

        +
        mlr put 'x=1'
+mlr put 'x=1;$y=2'
+mlr put 'x=1;$y=2;'
+mlr put 'x=1;;;;$y=2;'
+
        +
        +

        Semicolons are optional after closing curly braces (which close conditionals and loops as discussed below).

        +
         echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""}  $foo = "bar"'
+ x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar
+
        +
        +
         echo x=1,y=2 | mlr put 'while (NF < 10) { $[NF+1] = ""}; $foo = "bar"'
+ x=1,y=2,3=,4=,5=,6=,7=,8=,9=,10=,foo=bar
+
        +
        +

        Semicolons are required between statements even if those statements are on separate lines. Newlines are for your convenience but have no syntactic meaning: line endings do not terminate statements. For example, adjacent assignment statements must be separated by semicolons even if those statements are on separate lines:

        +
        mlr put '
+  $x = 1
+  $y = 2 # Syntax error
+'
+
+mlr put '
+  $x = 1;
+  $y = 2 # This is OK
+'
+
        +
        +

        Trailing commas are allowed in function/subroutine definitions, function/subroutine callsites, and map literals. This is intended for (although not restricted to) the multi-line case:

        +
         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,
+   }
+ '
+ s,t,u,v
+ 3,-1,5,1
+ 9,-1,41,2
+
        +
        +

        Bodies for all compound statements must be enclosed in curly braces, even if the body is a single statement:

        +
         mlr put 'if ($x == 1) $y = 2' # Syntax error
+
        +
        +
         mlr put 'if ($x == 1) { $y = 2 }' # This is OK
+
        +
        +

        Bodies for compound statements may be empty:

        +
         mlr put 'if ($x == 1) { }' # This no-op is syntactically acceptable
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-tbf.html b/docs6b/docs/_build/html/reference-dsl-tbf.html new file mode 100644 index 000000000..ee45f02c9 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-tbf.html @@ -0,0 +1,87 @@ + + + + + + + + DSL reference: a note on the complexity of Miller’s expression language — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + +
        +
        +
        +
        + +
        +

        DSL reference: a note on the complexity of Miller’s expression language

        +

        One of Miller’s strengths is its brevity: it’s much quicker – and less error-prone – to type mlr stats1 -a sum -f x,y -g a,b than having to track summation variables as in awk, or using Miller’s out-of-stream variables. And the more language features Miller’s put-DSL has (for-loops, if-statements, nested control structures, user-defined functions, etc.) then the less powerful it begins to seem: because of the other programming-language features it doesn’t have (classes, execptions, and so on).

        +

        When I was originally prototyping Miller in 2015, the decision I had was whether to hand-code in a low-level language like C or Rust, with my own hand-rolled DSL, or whether to use a higher-level language (like Python or Lua or Nim) and let the put statements be handled by the implementation language’s own eval: the implementation language would take the place of a DSL. Multiple performance experiments showed me I could get better throughput using the former, by a wide margin. So Miller is Go under the hood with a hand-rolled DSL.

        +

        I do want to keep focusing on what Miller is good at – concise notation, low latency, and high throughput – and not add too much in terms of high-level-language features to the DSL. That said, some sort of customizability is a basic thing to want. As of 4.1.0 we have recursive for/while/if structures on about the same complexity level as awk; as of 5.0.0 we have user-defined functions and map-valued variables, again on about the same complexity level as awk along with optional type-declaration syntax. While I’m excited by these powerful language features, I hope to keep new features beyond 5.0.0 focused on Miller’s sweet spot which is speed plus simplicity.

        +
        + + +
        +
        +
        +
        + +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-unset-statements.html b/docs6b/docs/_build/html/reference-dsl-unset-statements.html new file mode 100644 index 000000000..8cf830159 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-unset-statements.html @@ -0,0 +1,119 @@ + + + + + + + + DSL reference: unset statements — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: unset statements

        +
        + +
        +
        + +
        +

        DSL reference: unset statements

        +

        You can clear a map key by assigning the empty string as its value: $x="" or @x="". Using unset you can remove the key entirely. Examples:

        +
         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 put 'unset $x, $a' data/small
+ b=pan,i=1,y=0.7268028627434533
+ b=pan,i=2,y=0.5221511083334797
+ b=wye,i=3,y=0.33831852551664776
+ b=wye,i=4,y=0.13418874328430463
+ b=pan,i=5,y=0.8636244699032729
+
        +
        +

        This can also be done, of course, using mlr cut -x. You can also clear out-of-stream or local variables, at the base name level, or at an indexed sublevel:

        +
         mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum; dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+ {}
+
        +
        +
         mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum["eks"]; dump }' data/small
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "eks": {
+       "pan": 0.7586799647899636,
+       "wye": 0.38139939387114097
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+ {
+   "sum": {
+     "pan": {
+       "pan": 0.3467901443380824
+     },
+     "wye": {
+       "wye": 0.20460330576630303,
+       "pan": 0.5732889198020006
+     }
+   }
+ }
+
        +
        +

        If you use unset all (or unset @* which is synonymous), that will unset all out-of-stream variables which have been defined up to that point.

        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-user-defined-functions.html b/docs6b/docs/_build/html/reference-dsl-user-defined-functions.html new file mode 100644 index 000000000..a45777a41 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-user-defined-functions.html @@ -0,0 +1,146 @@ + + + + + + + + DSL reference: user-defined functions — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: user-defined functions

        +
        + +
        + +
        + +
        +

        DSL reference: user-defined functions

        +

        As of Miller 5.0.0 you can define your own functions, as well as subroutines.

        +
        +

        User-defined functions

        +

        Here’s the obligatory example of a recursive function to compute the factorial function:

        +
         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);
+ '
+ a   b   i x                   y                   ox                  oi
+ pan pan 1 0.3467901443380824  0.7268028627434533  0.46705354854811026 1
+ eks pan 2 0.7586799647899636  0.5221511083334797  3.680838410072862   2
+ wye wye 3 0.20460330576630303 0.33831852551664776 1.7412511955594865  6
+ eks wye 4 0.38139939387114097 0.13418874328430463 18.588348778962008  24
+ wye pan 5 0.5732889198020006  0.8636244699032729  211.38730958519247  120
+
        +
        +

        Properties of user-defined functions:

        +
          +

        • Function bodies start with func and a parameter list, defined outside of begin, end, or other func or subr blocks. (I.e. the Miller DSL has no nested functions.)

          • +

        • A function (uniqified by its name) may not be redefined: either by redefining a user-defined function, or by redefining a built-in function. However, functions and subroutines have separate namespaces: you can define a subroutine log which does not clash with the mathematical log function.

          • +

        • Functions may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, functions may be either recursive or mutually recursive. Functions may not call subroutines.

          • +

        • Functions may be defined and called either within mlr put or mlr put.

          • +

        • Functions have read access to $-variables and @-variables but may not modify them. See also Memoization with out-of-stream variables for an example.

          • +

        • Argument values may be reassigned: they are not read-only.

          • +

        • When a return value is not implicitly returned, this results in a return value of absent-null. (In the example above, if there were records for which the argument to f is non-numeric, the assignments would be skipped.) See also the section on Reference: null data.

          • +

        • See the section on Local variables for information on scope and extent of arguments, as well as for information on the use of local variables within functions.

          • +

        • See the section on Expressions from files for information on the use of -f and -e flags.

          • +
        +
        +
        +

        User-defined subroutines

        +

        Example:

        +
         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);
+ '
+ NR=1
+ numcalls=1
+ NR=2
+ numcalls=3
+ NR=3
+ numcalls=6
+ NR=4
+ numcalls=10
+ NR=5
+ numcalls=15
+
        +
        +

        Properties of user-defined subroutines:

        +
          +

        • Subroutine bodies start with subr and a parameter list, defined outside of begin, end, or other func or subr blocks. (I.e. the Miller DSL has no nested subroutines.)

          • +

        • A subroutine (uniqified by its name) may not be redefined. However, functions and subroutines have separate namespaces: you can define a subroutine log which does not clash with the mathematical log function.

          • +

        • Subroutines may be defined either before or after use (there is an object-binding/linkage step at startup). More specifically, subroutines may be either recursive or mutually recursive. Subroutines may call functions.

          • +

        • Subroutines may be defined and called either within mlr put or mlr put.

          • +

        • Subroutines have read/write access to $-variables and @-variables.

          • +

        • Argument values may be reassigned: they are not read-only.

          • +

        • See the section on Local variables for information on scope and extent of arguments, as well as for information on the use of local variables within functions.

          • +

        • See the section on Expressions from files for information on the use of -f and -e flags.

          • +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl-variables.html b/docs6b/docs/_build/html/reference-dsl-variables.html new file mode 100644 index 000000000..261b6d0c1 --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl-variables.html @@ -0,0 +1,1039 @@ + + + + + + + + DSL reference: variables — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: variables

        +
        + +
        + +
        + +
        +

        DSL reference: variables

        +

        Miller has the following kinds of variables:

        +

        Built-in variables such as NF, NF, FILENAME, M_PI, and M_E. These are all capital letters and are read-only (although some of them change value from one record to another).

        +

        Fields of stream records, accessed using the $ prefix. These refer to fields of the current data-stream record. For example, in echo x=1,y=2 | mlr put '$z = $x + $y', $x and $y refer to input fields, and $z refers to a new, computed output field. In a few contexts, presented below, you can refer to the entire record as $*.

        +

        Out-of-stream variables accessed using the @ prefix. These refer to data which persist from one record to the next, including in begin and end blocks (which execute before/after the record stream is consumed, respectively). You use them to remember values across records, such as sums, differences, counters, and so on. In a few contexts, presented below, you can refer to the entire out-of-stream-variables collection as @*.

        +

        Local variables are limited in scope and extent to the current statements being executed: these include function arguments, bound variables in for loops, and explicitly declared local variables.

        +

        Keywords are not variables, but since their names are reserved, you cannot use these names for local variables.

        +
        +

        Built-in variables

        +

        These are written all in capital letters, such as NR, NF, FILENAME, and only a small, specific set of them is defined by Miller.

        +

        Namely, Miller supports the following five built-in variables for filter and put, all awk-inspired: NF, NR, FNR, FILENUM, and FILENAME, as well as the mathematical constants M_PI and M_E. Lastly, the ENV hashmap allows read access to environment variables, e.g. ENV["HOME"] or ENV["foo_".$hostname].

        +
         mlr filter 'FNR == 2' data/small*
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533
+ a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134
+
        +
        +
         mlr put '$fnr = FNR' data/small*
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,fnr=1
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,fnr=2
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,fnr=3
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,fnr=4
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,fnr=5
+ 1=a,2=b,3=i,4=x,5=y,fnr=1
+ 1=pan,2=pan,3=1,4=0.3467901443380824,5=0.7268028627434533,fnr=2
+ 1=eks,2=pan,3=2,4=0.7586799647899636,5=0.5221511083334797,fnr=3
+ 1=wye,2=wye,3=3,4=0.20460330576630303,5=0.33831852551664776,fnr=4
+ 1=eks,2=wye,3=4,4=0.38139939387114097,5=0.13418874328430463,fnr=5
+ 1=wye,2=pan,3=5,4=0.5732889198020006,5=0.8636244699032729,fnr=6
+ a=pan,b=eks,i=9999,x=0.267481232652199086,y=0.557077185510228001,fnr=1
+ a=wye,b=eks,i=10000,x=0.734806020620654365,y=0.884788571337605134,fnr=2
+ a=pan,b=wye,i=10001,x=0.870530722602517626,y=0.009854780514656930,fnr=3
+ a=hat,b=wye,i=10002,x=0.321507044286237609,y=0.568893318795083758,fnr=4
+ a=pan,b=zee,i=10003,x=0.272054845593895200,y=0.425789896597056627,fnr=5
+
        +
        +

        Their values of NF, NR, FNR, FILENUM, and FILENAME change from one record to the next as Miller scans through your input data stream. The mathematical constants, of course, do not change; ENV is populated from the system environment variables at the time Miller starts and is read-only for the remainder of program execution.

        +

        Their scope is global: you can refer to them in any filter or put statement. Their values are assigned by the input-record reader:

        +
         mlr --csv put '$nr = NR' data/a.csv
+ a,b,c,nr
+ 1,2,3,1
+ 4,5,6,2
+
        +
        +
         mlr --csv repeat -n 3 then put '$nr = NR' data/a.csv
+ a,b,c,nr
+ 1,2,3,1
+ 1,2,3,1
+ 1,2,3,1
+ 4,5,6,2
+ 4,5,6,2
+ 4,5,6,2
+
        +
        +

        The extent is for the duration of the put/filter: in a begin statement (which executes before the first input record is consumed) you will find NR=1 and in an end statement (which is executed after the last input record is consumed) you will find NR to be the total number of records ingested.

        +

        These are all read-only for the mlr put and mlr filter DSLs: they may be assigned from, e.g. $nr=NR, but they may not be assigned to: NR=100 is a syntax error.

        +
        +
        +

        Field names

        +

        Names of fields within stream records must be specified using a $ in filter and put expressions, even though the dollar signs don’t appear in the data stream itself. For integer-indexed data, this looks like awk’s $1,$2,$3, except that Miller allows non-numeric names such as $quantity or $hostname. Likewise, enclose string literals in double quotes in filter expressions even though they don’t appear in file data. In particular, mlr filter '$x=="abc"' passes through the record x=abc.

        +

        If field names have special characters such as . then you can use braces, e.g. '${field.name}'.

        +

        You may also use a computed field name in square brackets, e.g.

        +
         echo a=3,b=4 | mlr filter '$["x"] < 0.5'
+
        +
        +
         echo s=green,t=blue,a=3,b=4 | mlr put '$[$s."_".$t] = $a * $b'
+ s=green,t=blue,a=3,b=4,green_blue=12
+
        +
        +

        Notes:

        +

        The names of record fields depend on the contents of your input data stream, and their values change from one record to the next as Miller scans through your input data stream.

        +

        Their extent is limited to the current record; their scope is the filter or put command in which they appear.

        +

        These are read-write: you can do $y=2*$x, $x=$x+1, etc.

        +

        Records are Miller’s output: field names present in the input stream are passed through to output (written to standard output) unless fields are removed with cut, or records are excluded with filter or put -q, etc. Simply assign a value to a field and it will be output.

        +
        +
        +

        Positional field names

        +

        Even though Miller’s main selling point is name-indexing, sometimes you really want to refer to a field name by its positional index (starting from 1).

        +

        Use $[[3]] to access the name of field 3. More generally, any expression evaluating to an integer can go between $[[ and ]].

        +

        Then using a computed field name, $[ $[[3]] ] is the value in the third field. This has the shorter equivalent notation $[[[3]]].

        +
         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
+
        +
        +
         mlr put '$[[3]] = "NEW"' data/small
+ a=pan,b=pan,NEW=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,NEW=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,NEW=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,NEW=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,NEW=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         mlr put '$[[[3]]] = "NEW"' data/small
+ a=pan,b=pan,i=NEW,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,i=NEW,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=NEW,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=NEW,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         mlr put '$NEW = $[[NR]]' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=a
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=b
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=i
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=x
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=y
+
        +
        +
         mlr put '$NEW = $[[[NR]]]' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,NEW=pan
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NEW=pan
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,NEW=3
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,NEW=0.38139939387114097
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NEW=0.8636244699032729
+
        +
        +
         mlr put '$[[[NR]]] = "NEW"' data/small
+ a=NEW,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=NEW,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=NEW,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=NEW,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=NEW
+
        +
        +

        Right-hand side accesses to non-existent fields – i.e. with index less than 1 or greater than NF – return an absent value. Likewise, left-hand side accesses only refer to fields which already exist. For example, if a field has 5 records then assigning the name or value of the 6th (or 600th) field results in a no-op.

        +
         mlr put '$[[6]] = "NEW"' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
         mlr put '$[[[6]]] = "NEW"' 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
+
        +
        +
        +
        +

        Out-of-stream variables

        +

        These are prefixed with an at-sign, e.g. @sum. Furthermore, unlike built-in variables and stream-record fields, they are maintained in an arbitrarily nested hashmap: you can do @sum += $quanity, or @sum[$color] += $quanity, or @sum[$color][$shape] += $quanity. The keys for the multi-level hashmap can be any expression which evaluates to string or integer: e.g. @sum[NR] = $a + $b, @sum[$a."-".$b] = $x, etc.

        +

        Their names and their values are entirely under your control; they change only when you assign to them.

        +

        Just as for field names in stream records, if you want to define out-of-stream variables with special characters such as . then you can use braces, e.g. '@{variable.name}["index"]'.

        +

        You may use a computed key in square brackets, e.g.

        +
         echo s=green,t=blue,a=3,b=4 | mlr put -q '@[$s."_".$t] = $a * $b; emit all'
+ green_blue=12
+
        +
        +

        Out-of-stream variables are scoped to the put command in which they appear. In particular, if you have two or more put commands separated by then, each put will have its own set of out-of-stream variables:

        +
         cat data/a.dkvp
+ a=1,b=2,c=3
+ a=4,b=5,c=6
+
        +
        +
         mlr put '@sum += $a; end {emit @sum}' \
+   then put 'is_present($a) {$a=10*$a; @sum += $a}; end {emit @sum}' \
+   data/a.dkvp
+ a=10,b=2,c=3
+ a=40,b=5,c=6
+ sum=5
+ sum=50
+
        +
        +

        Out-of-stream variables’ extent is from the start to the end of the record stream, i.e. every time the put or filter statement referring to them is executed.

        +

        Out-of-stream variables are read-write: you can do $sum=@sum, @sum=$sum, etc.

        +
        +
        +

        Indexed out-of-stream variables

        +

        Using an index on the @count and @sum variables, we get the benefit of the -g (group-by) option which mlr stats1 and various other Miller commands have:

        +
         mlr put -q '
+   @x_count[$a] += 1;
+   @x_sum[$a] += $x;
+   end {
+     emit @x_count, "a";
+     emit @x_sum, "a";
+   }
+ ' ../data/small
+ a=pan,x_count=2
+ a=eks,x_count=3
+ a=wye,x_count=2
+ a=zee,x_count=2
+ a=hat,x_count=1
+ a=pan,x_sum=0.8494161498792961
+ a=eks,x_sum=1.75186341922895
+ a=wye,x_sum=0.7778922255683036
+ a=zee,x_sum=1.1256801691982772
+ a=hat,x_sum=0.03144187646093577
+
        +
        +
         mlr stats1 -a count,sum -f x -g a ../data/small
+ a=pan,x_count=2,x_sum=0.8494161498792961
+ a=eks,x_count=3,x_sum=1.75186341922895
+ a=wye,x_count=2,x_sum=0.7778922255683036
+ a=zee,x_count=2,x_sum=1.1256801691982772
+ a=hat,x_count=1,x_sum=0.03144187646093577
+
        +
        +

        Indices can be arbitrarily deep – here there are two or more of them:

        +
         mlr --from data/medium put -q '
+   @x_count[$a][$b] += 1;
+   @x_sum[$a][$b] += $x;
+   end {
+     emit (@x_count, @x_sum), "a", "b";
+   }
+ '
+ a=pan,b=pan,x_count=427,x_sum=219.1851288316854
+ a=pan,b=wye,x_count=395,x_sum=198.43293070748447
+ a=pan,b=eks,x_count=429,x_sum=216.07522773165525
+ a=pan,b=hat,x_count=417,x_sum=205.22277621488686
+ a=pan,b=zee,x_count=413,x_sum=205.09751802331917
+ a=eks,b=pan,x_count=371,x_sum=179.96303047250723
+ a=eks,b=wye,x_count=407,x_sum=196.9452860713734
+ a=eks,b=zee,x_count=357,x_sum=176.8803651584733
+ a=eks,b=eks,x_count=413,x_sum=215.91609712937984
+ a=eks,b=hat,x_count=417,x_sum=208.783170520597
+ a=wye,b=wye,x_count=377,x_sum=185.29584980261419
+ a=wye,b=pan,x_count=392,x_sum=195.84790012056564
+ a=wye,b=hat,x_count=426,x_sum=212.0331829346132
+ a=wye,b=zee,x_count=385,x_sum=194.77404756708714
+ a=wye,b=eks,x_count=386,x_sum=204.8129608356315
+ a=zee,b=pan,x_count=389,x_sum=202.21380378504267
+ a=zee,b=wye,x_count=455,x_sum=233.9913939194868
+ a=zee,b=eks,x_count=391,x_sum=190.9617780631925
+ a=zee,b=zee,x_count=403,x_sum=206.64063510417319
+ a=zee,b=hat,x_count=409,x_sum=191.30000620900935
+ a=hat,b=wye,x_count=423,x_sum=208.8830097609959
+ a=hat,b=zee,x_count=385,x_sum=196.3494502965293
+ a=hat,b=eks,x_count=389,x_sum=189.0067933716193
+ a=hat,b=hat,x_count=381,x_sum=182.8535323148762
+ a=hat,b=pan,x_count=363,x_sum=168.5538067327806
+
        +
        +

        The idea is that stats1, and other Miller verbs, encapsulate frequently-used patterns with a minimum of keystroking (and run a little faster), whereas using out-of-stream variables you have more flexibility and control in what you do.

        +

        Begin/end blocks can be mixed with pattern/action blocks. For example:

        +
         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
+ x=-1
+ x=0
+ x=1,y=0,z=0
+ x=2,y=0.3010299956639812,z=0.5486620049392715
+ x=3,y=0.4771212547196624,z=0.6907396432228734
+ num_total=5,num_positive=3
+
        +
        +
        +
        +

        Local variables

        +

        Local variables are similar to out-of-stream variables, except that their extent is limited to the expressions in which they appear (and their basenames can’t be computed using square brackets). There are three kinds of local variables: arguments to functions/subroutines, variables bound within for-loops, and locals defined within control blocks. They may be untyped using var, or typed using num, int, float, str, bool, and map.

        +

        For example:

        +
         # 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;
+ '
+ i=1,o=15.952526011537227
+ i=2,o=12.782237754999116
+ i=3,o=15.126606630220966
+ i=4,o=14.794357488895775
+ i=5,o=15.168665974047421
+ i=6,o=16.20662783079942
+ i=7,o=13.966128063060479
+ i=8,o=13.99248245928659
+ i=9,o=15.784270485515197
+ i=10,o=15.37686787628025
+
        +
        +

        Things which are completely unsurprising, resembling many other languages:

        +
          +

        • Parameter names are bound to their arguments but can be reassigned, e.g. if there is a parameter named a then you can reassign the value of a to be something else within the function if you like.

          • +

        • However, you cannot redeclare the type of an argument or a local: var a=1; var a=2 is an error but var a=1;  a=2 is OK.

          • +

        • All argument-passing is positional rather than by name; arguments are passed by value, not by reference. (This is also true for map-valued variables: they are not, and cannot be, passed by reference)

          • +

        • You can define locals (using var, num, etc.) at any scope (if-statements, else-statements, while-loops, for-loops, or the top-level scope), and nested scopes will have access (more details on scope in the next section). If you define a local variable with the same name inside an inner scope, then a new variable is created with the narrower scope.

          • +

        • If you assign to a local variable for the first time in a scope without declaring it as var, num, etc. then: if it exists in an outer scope, that outer-scope variable will be updated; if not, it will be defined in the current scope as if var had been used. (See also Type-checking for an example.) I recommend always declaring variables explicitly to make the intended scoping clear.

          • +

        • Functions and subroutines never have access to locals from their callee (unless passed by value as arguments).

          • +
        +

        Things which are perhaps surprising compared to other languages:

        +
          +

        • Type declarations using var, or typed using num, int, float, str, and bool are necessary to declare local variables. Function arguments and variables bound in for-loops over stream records and out-of-stream variables are implicitly declared using var. (Some examples are shown below.)

          • +

        • Type-checking is done at assignment time. For example, float f = 0 is an error (since 0 is an integer), as is float f = 0.0; f = 1. For this reason I prefer to use num over float in most contexts since num encompasses integer and floating-point values. More information about type-checking is at Type-checking.

          • +

        • Bound variables in for-loops over stream records and out-of-stream variables are implicitly local to that block. E.g. in for (k, v in $*) { ... } for ((k1, k2), v in @*) { ... } if there are k, v, etc. in the enclosing scope then those will be masked by the loop-local bound variables in the loop, and moreover the values of the loop-local bound variables are not available after the end of the loop.

          • +

        • For C-style triple-for loops, if a for-loop variable is defined using var, int, etc. then it is scoped to that for-loop. E.g. for (i = 0; i < 10; i += 1) { ... } and for (int i = 0; i < 10; i += 1) { ... }. (This is unsurprising.). If there is no typedecl and an outer-scope variable of that name exists, then it is used. (This is also unsurprising.) But of there is no outer-scope variable of that name then the variable is scoped to the for-loop only.

          • +
        +

        The following example demonstrates the scope rules:

        +
         cat data/scope-example.mlr
+ 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
+
        +
        +
         cat data/scope-example.dat
+ n=1,x=123
+ n=2,x=456
+ n=3,x=789
+
        +
        +
         mlr --oxtab --from data/scope-example.dat put -f data/scope-example.mlr
+ n       1
+ x       123
+ outer_a 10
+ outer_b 20
+ outer_c 30
+
+ n       2
+ x       456
+ outer_a 10
+ outer_b 20
+ outer_c 30
+
+ n       3
+ x       789
+ inner_a 40
+ inner_b 50
+ inner_c 60
+ inner_d 70
+ outer_a 10
+ outer_b 50
+ outer_c 60
+
        +
        +

        And this example demonstrates the type-declaration rules:

        +
         cat data/type-decl-example.mlr
+ 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.
+
        +
        +
        +
        +

        Map literals

        +

        Miller’s put/filter DSL has four kinds of hashmaps. Stream records are (single-level) maps from name to value. Out-of-stream variables and local variables can also be maps, although they can be multi-level hashmaps (e.g. @sum[$x][$y]). The fourth kind is map literals. These cannot be on the left-hand side of assignment expressions. Syntactically they look like JSON, although Miller allows string and integer keys in its map literals while JSON allows only string keys (e.g. "3" rather than 3).

        +

        For example, the following swaps the input stream’s a and i fields, modifies y, and drops the rest:

        +
         mlr --opprint put '
+   $* = {
+     "a": $i,
+     "i": $a,
+     "y": $y * 10,
+   }
+ ' data/small
+ a i   y
+ 1 pan 7.268028627434533
+ 2 eks 5.221511083334796
+ 3 wye 3.3831852551664774
+ 4 eks 1.3418874328430463
+ 5 wye 8.63624469903273
+
        +
        +

        Likewise, you can assign map literals to out-of-stream variables or local variables; pass them as arguments to user-defined functions, return them from functions, and so on:

        +
         mlr --from data/small put '
+   func f(map m): map {
+     m["x"] *= 200;
+     return m;
+   }
+   $* = f({"a": $a, "x": $x});
+ '
+ a=pan,x=69.35802886761648
+ a=eks,x=151.73599295799272
+ a=wye,x=40.92066115326061
+ a=eks,x=76.2798787742282
+ a=wye,x=114.65778396040011
+
        +
        +

        Like out-of-stream and local variables, map literals can be multi-level:

        +
         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;
+   }
+ '
+ {
+   "nrec": 5,
+   "nkey": {
+     "numeric": 15,
+     "non-numeric": 10
+   }
+ }
+
        +
        +

        By default, map-valued expressions are dumped using JSON formatting. If you use dump to print a hashmap with integer keys and you don’t want them double-quoted (JSON-style) then you can use mlr put --jknquoteint. See also mlr put --help.

        +
        +
        +

        Type-checking

        +

        Miller’s put/filter DSLs support two optional kinds of type-checking. One is inline type-tests and type-assertions within expressions. The other is type declarations for assignments to local variables, binding of arguments to user-defined functions, and return values from user-defined functions, These are discussed in the following subsections.

        +

        Use of type-checking is entirely up to you: omit it if you want flexibility with heterogeneous data; use it if you want to help catch misspellings in your DSL code or unexpected irregularities in your input data.

        +
        +

        Type-test and type-assertion expressions

        +

        The following is... functions take a value and return a boolean indicating whether the argument is of the indicated type. The assert_... functions return their argument if it is of the specified type, and cause a fatal error otherwise:

        +
         mlr -f | grep ^is
+ is_absent
+ is_array
+ is_bool
+ is_boolean
+ is_empty
+ is_empty_map
+ is_error
+ is_float
+ is_int
+ is_map
+ is_nonempty_map
+ is_not_array
+ is_not_empty
+ is_not_map
+ is_not_null
+ is_null
+ is_numeric
+ is_present
+ is_string
+
        +
        +
         mlr -f | grep ^assert
+ asserting_absent
+ asserting_array
+ asserting_bool
+ asserting_boolean
+ asserting_empty
+ asserting_empty_map
+ asserting_error
+ asserting_float
+ asserting_int
+ asserting_map
+ asserting_nonempty_map
+ asserting_not_array
+ asserting_not_empty
+ asserting_not_map
+ asserting_not_null
+ asserting_null
+ asserting_numeric
+ asserting_present
+ asserting_string
+
        +
        +

        See Data-cleaning examples for examples of how to use these.

        +
        +
        +

        Type-declarations for local variables, function parameter, and function return values

        +

        Local variables can be defined either untyped as in x = 1, or typed as in int x = 1. Types include var (explicitly untyped), int, float, num (int or float), str, bool, and map. These optional type declarations are enforced at the time values are assigned to variables: whether at the initial value assignment as in int x = 1 or in any subsequent assignments to the same variable farther down in the scope.

        +

        The reason for num is that int and float typedecls are very precise:

        +
        float a = 0;   # Runtime error since 0 is int not float
+int   b = 1.0; # Runtime error since 1.0 is float not int
+num   c = 0;   # OK
+num   d = 1.0; # OK
+
        +
        +

        A suggestion is to use num for general use when you want numeric content, and use int when you genuinely want integer-only values, e.g. in loop indices or map keys (since Miller map keys can only be strings or ints).

        +

        The var type declaration indicates no type restrictions, e.g. var x = 1 has the same type restrictions on x as x = 1. The difference is in intentional shadowing: if you have x = 1 in outer scope and x = 2 in inner scope (e.g. within a for-loop or an if-statement) then outer-scope x has value 2 after the second assignment. But if you have var x = 2 in the inner scope, then you are declaring a variable scoped to the inner block.) For example:

        +
        x = 1;
+if (NR == 4) {
+  x = 2; # Refers to outer-scope x: value changes from 1 to 2.
+}
+print x; # Value of x is now two
+
        +
        +
        x = 1;
+if (NR == 4) {
+  var x = 2; # Defines a new inner-scope x with value 2
+}
+print x;     # Value of this x is still 1
+
        +
        +

        Likewise function arguments can optionally be typed, with type enforced when the function is called:

        +
        func f(map m, int i) {
+  ...
+}
+$a = f({1:2, 3:4}, 5);     # OK
+$b = f({1:2, 3:4}, "abc"); # Runtime error
+$c = f({1:2, 3:4}, $x);    # Runtime error for records with non-integer field named x
+if (NR == 4) {
+  var x = 2; # Defines a new inner-scope x with value 2
+}
+print x;     # Value of this x is still 1
+
        +
        +

        Thirdly, function return values can be type-checked at the point of return using : and a typedecl after the parameter list:

        +
        func f(map m, int i): bool {
+  ...
+  ...
+  if (...) {
+    return "false"; # Runtime error if this branch is taken
+  }
+  ...
+  ...
+  if (...) {
+    return retval; # Runtime error if this function doesn't have an in-scope
+    # boolean-valued variable named retval
+  }
+  ...
+  ...
+  # In Miller if your functions don't explicitly return a value, they return absent-null.
+  # So it would also be a runtime error on reaching the end of this function without
+  # an explicit return statement.
+}
+
        +
        +
        +
        +
        +

        Null data: empty and absent

        +

        Please see Reference: null data.

        +
        +
        +

        Aggregate variable assignments

        +

        There are three remaining kinds of variable assignment using out-of-stream variables, the last two of which use the $* syntax:

        +
          +

        • Recursive copy of out-of-stream variables

          • +

        • Out-of-stream variable assigned to full stream record

          • +

        • Full stream record assigned to an out-of-stream variable

          • +
        +

        Example recursive copy of out-of-stream variables:

        +
         mlr --opprint put -q '@v["sum"] += $x; @v["count"] += 1; end{dump; @w = @v; dump}' data/small
+ {
+   "v": {
+     "sum": 2.264761728567491,
+     "count": 5
+   }
+ }
+ {
+   "v": {
+     "sum": 2.264761728567491,
+     "count": 5
+   },
+   "w": {
+     "sum": 2.264761728567491,
+     "count": 5
+   }
+ }
+
        +
        +

        Example of out-of-stream variable assigned to full stream record, where the 2nd record is stashed, and the 4th record is overwritten with that:

        +
         mlr put 'NR == 2 {@keep = $*}; NR == 4 {$* = @keep}' 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=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +

        Example of full stream record assigned to an out-of-stream variable, finding the record for which the x field has the largest value in the input stream:

        +
         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 --opprint put -q '
+   is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*};
+   end {emit @recmax}
+ ' data/small
+ a   b   i x                  y
+ eks pan 2 0.7586799647899636 0.5221511083334797
+
        +
        +
        +
        +

        Keywords for filter and put

        +
         mlr help usage-keywords
+ all: used in "emit", "emitp", and "unset" as a synonym for @*
+
+ begin: defines a block of statements to be executed before input records
+ are ingested. The body statements must be wrapped in curly braces.
+
+   Example: 'begin { @count = 0 }'
+
+ bool: declares a boolean local variable in the current curly-braced scope.
+ Type-checking happens at assignment: 'bool b = 1' is an error.
+
+ break: causes execution to continue after the body of the current for/while/do-while loop.
+
+ call: used for invoking a user-defined subroutine.
+
+   Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)'
+
+ continue: causes execution to skip the remaining statements in the body of
+ the current for/while/do-while loop. For-loop increments are still applied.
+
+ do: with "while", introduces a do-while loop. The body statements must be wrapped
+ in curly braces.
+
+ dump: prints all currently defined out-of-stream variables immediately
+ to stdout as JSON.
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump }'
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >  "mytap.dat"}'
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump >> "mytap.dat"}'
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { dump | "jq .[]"}'
+
+ edump: prints all currently defined out-of-stream variables immediately
+ to stderr as JSON.
+
+   Example: mlr --from f.dat put -q '@v[NR]=$*; end { edump }'
+
+ elif: the way Miller spells "else if". The body statements must be wrapped
+ in curly braces.
+
+ else: terminates an if/elif/elif chain. The body statements must be wrapped
+ in curly braces.
+
+ emit: inserts an out-of-stream variable into the output record stream. Hashmap
+ indices present in the data but not slotted by emit arguments are not output.
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+   Example: mlr --from f.dat put 'emit >  "/tmp/data-".$a, $*'
+   Example: mlr --from f.dat put 'emit >  "/tmp/data-".$a, mapexcept($*, "a")'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums'
+   Example: mlr --from f.dat put --ojson '@sums[$a][$b]+=$x; emit > "tap-".$a.$b.".dat", @sums'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @sums, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >  "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit >> "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "gzip > mytap.dat.gz", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit > stderr, @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emit | "grep somepattern", @*, "index1", "index2"'
+
+ Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information.
+
+ emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the
+ output record stream.
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a'
+   Example: mlr --from f.dat put --oxtab '@a=$i;@b+=$x;@c+=$y; emitf > "tap-".$i.".dat", @a'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > "mytap.dat", @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf >> "mytap.dat", @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf > stderr, @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern", @a, @b, @c'
+   Example: mlr --from f.dat put '@a=$i;@b+=$x;@c+=$y; emitf | "grep somepattern > mytap.dat", @a, @b, @c'
+
+ Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information.
+
+ emitp: inserts an out-of-stream variable into the output record stream.
+ Hashmap indices present in the data but not slotted by emitp arguments are
+ output concatenated with ":".
+
+ With >, >>, or |, the data do not become part of the output record stream but
+ are instead redirected.
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output if the output is redirected. See also mlr -h.
+
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums'
+   Example: mlr --from f.dat put --opprint '@sums[$a][$b]+=$x; emitp > "tap-".$a.$b.".dat", @sums'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @sums, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >  "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp >> "mytap.dat", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "gzip > mytap.dat.gz", @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp > stderr, @*, "index1", "index2"'
+   Example: mlr --from f.dat put '@sums[$a][$b]+=$x; emitp | "grep somepattern", @*, "index1", "index2"'
+
+ Please see https://johnkerl.org/miller6://johnkerl.org/miller/doc for more information.
+
+ end: defines a block of statements to be executed after input records
+ are ingested. The body statements must be wrapped in curly braces.
+
+   Example: 'end { emit @count }'
+   Example: 'end { eprint "Final count is " . @count }'
+
+ eprint: prints expression immediately to stderr.
+
+   Example: mlr --from f.dat put -q 'eprint "The sum of x and y is ".($x+$y)'
+   Example: mlr --from f.dat put -q 'for (k, v in $*) { eprint k . " => " . v }'
+   Example: mlr --from f.dat put  '(NR %% 1000 == 0) { eprint "Checkpoint ".NR}'
+
+ eprintn: prints expression immediately to stderr, without trailing newline.
+
+   Example: mlr --from f.dat put -q 'eprintn "The sum of x and y is ".($x+$y); eprint ""'
+
+ false: the boolean literal value.
+
+ filter: includes/excludes the record in the output record stream.
+
+   Example: mlr --from f.dat put 'filter (NR == 2 || $x > 5.4)'
+
+ Instead of put with 'filter false' you can simply use put -q.  The following
+ uses the input record to accumulate data but only prints the running sum
+ without printing the input record:
+
+   Example: mlr --from f.dat put -q '@running_sum += $x * $y; emit @running_sum'
+
+ float: declares a floating-point local variable in the current curly-braced scope.
+ Type-checking happens at assignment: 'float x = 0' is an error.
+
+ for: defines a for-loop using one of three styles. The body statements must
+ be wrapped in curly braces.
+ For-loop over stream record:
+
+   Example:  'for (k, v in $*) { ... }'
+
+ For-loop over out-of-stream variables:
+
+   Example: 'for (k, v in @counts) { ... }'
+   Example: 'for ((k1, k2), v in @counts) { ... }'
+   Example: 'for ((k1, k2, k3), v in @*) { ... }'
+
+ C-style for-loop:
+
+   Example:  'for (var i = 0, var b = 1; i < 10; i += 1, b *= 2) { ... }'
+
+ func: used for defining a user-defined function.
+
+   Example: 'func f(a,b) { return sqrt(a**2+b**2)} $d = f($x, $y)'
+
+ if: starts an if/elif/elif chain. The body statements must be wrapped
+ in curly braces.
+
+ in: used in for-loops over stream records or out-of-stream variables.
+
+ int: declares an integer local variable in the current curly-braced scope.
+ Type-checking happens at assignment: 'int x = 0.0' is an error.
+
+ map: declares an map-valued local variable in the current curly-braced scope.
+ Type-checking happens at assignment: 'map b = 0' is an error. map b = {} is
+ always OK. map b = a is OK or not depending on whether a is a map.
+
+ num: declares an int/float local variable in the current curly-braced scope.
+ Type-checking happens at assignment: 'num b = true' is an error.
+
+ print: prints expression immediately to stdout.
+
+   Example: mlr --from f.dat put -q 'print "The sum of x and y is ".($x+$y)'
+   Example: mlr --from f.dat put -q 'for (k, v in $*) { print k . " => " . v }'
+   Example: mlr --from f.dat put  '(NR %% 1000 == 0) { print > stderr, "Checkpoint ".NR}'
+
+ printn: prints expression immediately to stdout, without trailing newline.
+
+   Example: mlr --from f.dat put -q 'printn "."; end { print "" }'
+
+ return: specifies the return value from a user-defined function.
+ Omitted return statements (including via if-branches) result in an absent-null
+ return value, which in turns results in a skipped assignment to an LHS.
+
+ stderr: Used for tee, emit, emitf, emitp, print, and dump in place of filename
+ to print to standard error.
+
+ stdout: Used for tee, emit, emitf, emitp, print, and dump in place of filename
+ to print to standard output.
+
+ str: declares a string local variable in the current curly-braced scope.
+ Type-checking happens at assignment.
+
+ subr: used for defining a subroutine.
+
+   Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)'
+
+ tee: prints the current record to specified file.
+ This is an immediate print to the specified file (except for pprint format
+ which of course waits until the end of the input stream to format all output).
+
+ The > and >> are for write and append, as in the shell, but (as with awk) the
+ file-overwrite for > is on first write, not per record. The | is for piping to
+ a process which will process the data. There will be one open file for each
+ distinct file name (for > and >>) or one subordinate process for each distinct
+ value of the piped-to command (for |). Output-formatting flags are taken from
+ the main command line.
+
+ You can use any of the output-format command-line flags, e.g. --ocsv, --ofs,
+ etc., to control the format of the output. See also mlr -h.
+
+ emit with redirect and tee with redirect are identical, except tee can only
+ output $*.
+
+   Example: mlr --from f.dat put 'tee >  "/tmp/data-".$a, $*'
+   Example: mlr --from f.dat put 'tee >> "/tmp/data-".$a.$b, $*'
+   Example: mlr --from f.dat put 'tee >  stderr, $*'
+   Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\]", $*'
+   Example: mlr --from f.dat put -q 'tee | "tr \[a-z\\] \[A-Z\\] > /tmp/data-".$a, $*'
+   Example: mlr --from f.dat put -q 'tee | "gzip > /tmp/data-".$a.".gz", $*'
+   Example: mlr --from f.dat put -q --ojson 'tee | "gzip > /tmp/data-".$a.".gz", $*'
+
+ true: the boolean literal value.
+
+ unset: clears field(s) from the current record, or an out-of-stream or local variable.
+
+   Example: mlr --from f.dat put 'unset $x'
+   Example: mlr --from f.dat put 'unset $*'
+   Example: mlr --from f.dat put 'for (k, v in $*) { if (k =~ "a.*") { unset $[k] } }'
+   Example: mlr --from f.dat put '...; unset @sums'
+   Example: mlr --from f.dat put '...; unset @sums["green"]'
+   Example: mlr --from f.dat put '...; unset @*'
+
+ var: declares an untyped local variable in the current curly-braced scope.
+
+   Examples: 'var a=1', 'var xyz=""'
+
+ while: introduces a while loop, or with "do", introduces a do-while loop.
+ The body statements must be wrapped in curly braces.
+
+ ENV: access to environment variables by name, e.g. '$home = ENV["HOME"]'
+
+ FILENAME: evaluates to the name of the current file being processed.
+
+ FILENUM: evaluates to the number of the current file being processed,
+ starting with 1.
+
+ FNR: evaluates to the number of the current record within the current file
+ being processed, starting with 1. Resets at the start of each file.
+
+ IFS: evaluates to the input field separator from the command line.
+
+ IPS: evaluates to the input pair separator from the command line.
+
+ IRS: evaluates to the input record separator from the command line,
+ or to LF or CRLF from the input data if in autodetect mode (which is
+ the default).
+
+ M_E: the mathematical constant e.
+
+ M_PI: the mathematical constant pi.
+
+ NF: evaluates to the number of fields in the current record.
+
+ NR: evaluates to the number of the current record over all files
+ being processed, starting with 1. Does not reset at the start of each file.
+
+ OFS: evaluates to the output field separator from the command line.
+
+ OPS: evaluates to the output pair separator from the command line.
+
+ ORS: evaluates to the output record separator from the command line,
+ or to LF or CRLF from the input data if in autodetect mode (which is
+ the default).
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-dsl.html b/docs6b/docs/_build/html/reference-dsl.html new file mode 100644 index 000000000..fa5ac125d --- /dev/null +++ b/docs6b/docs/_build/html/reference-dsl.html @@ -0,0 +1,127 @@ + + + + + + + + DSL reference: overview — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        DSL reference: overview

        +
        + +
        + +
        + +
        +

        DSL reference: overview

        +
        +

        Overview

        +

        Here’s comparison of verbs and put/filter DSL expressions:

        +

        Example:

        +
         mlr stats1 -a sum -f x -g a data/small
+ a=pan,x_sum=0.3467901443380824
+ a=eks,x_sum=1.1400793586611044
+ a=wye,x_sum=0.7778922255683036
+
        +
        +
          +

        • Verbs are coded in Go

          • +

        • They run a bit faster

          • +

        • They take fewer keystrokes

          • +

        • There is less to learn

          • +

        • Their customization is limited to each verb’s options

          • +
        +

        Example:

        +
         mlr  put -q '@x_sum[$a] += $x; end{emit @x_sum, "a"}' data/small
+ a=pan,x_sum=0.3467901443380824
+ a=eks,x_sum=1.1400793586611044
+ a=wye,x_sum=0.7778922255683036
+
        +
        +
          +

        • You get to write your own DSL expressions

          • +

        • They run a bit slower

          • +

        • They take more keystrokes

          • +

        • There is more to learn

          • +

        • They are highly customizable

          • +
        +

        Please see Reference: list of verbs for information on verbs other than put and filter.

        +

        The essential usages of mlr filter and mlr put are for record-selection and record-updating expressions, respectively. For example, given the following input data:

        +
         cat data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +

        you might retain only the records whose a field has value eks:

        +
         mlr filter '$a == "eks"' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+
        +
        +

        or you might add a new field which is a function of existing fields:

        +
         mlr put '$ab = $a . "_" . $b ' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,ab=pan_pan
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,ab=eks_pan
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,ab=wye_wye
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,ab=eks_wye
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,ab=wye_pan
+
        +
        +

        The two verbs mlr filter and mlr put are essentially the same. The only differences are:

        +
          +

        • Expressions sent to mlr filter must end with a boolean expression, which is the filtering criterion;

          • +

        • mlr filter expressions may not reference the filter keyword within them; and

          • +

        • mlr filter expressions may not use tee, emit, emitp, or emitf.

          • +
        +

        All the rest is the same: in particular, you can define and invoke functions and subroutines to help produce the final boolean statement, and record fields may be assigned to in the statements preceding the final boolean statement.

        +

        There are more details and more choices, of course, as detailed in the following sections.

        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-arithmetic.html b/docs6b/docs/_build/html/reference-main-arithmetic.html new file mode 100644 index 000000000..142a0f98d --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-arithmetic.html @@ -0,0 +1,102 @@ + + + + + + + + Reference: arithmetic — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: arithmetic

        +
        + +
        + +
        + +
        +

        Reference: arithmetic

        +
        +

        Input scanning

        +

        Numbers in Miller are double-precision float or 64-bit signed integers. Anything scannable as int, e.g 123 or 0xabcd, is treated as an integer; otherwise, input scannable as float (4.56 or 8e9) is treated as float; everything else is a string.

        +

        If you want all numbers to be treated as floats, then you may use float() in your filter/put expressions (e.g. replacing $c = $a * $b with $c = float($a) * float($b)) – or, more simply, use mlr filter -F and mlr put -F which forces all numeric input, whether from expression literals or field values, to float. Likewise mlr stats1 -F and mlr step -F force integerable accumulators (such as count) to be done in floating-point.

        +
        +
        +

        Conversion by math routines

        +

        For most math functions, integers are cast to float on input, and produce float output: e.g. exp(0) = 1.0 rather than 1. The following, however, produce integer output if their inputs are integers: + - * / // % abs ceil floor max min round roundm sgn. As well, stats1 -a min, stats1 -a max, stats1 -a sum, step -a delta, and step -a rsum produce integer output if their inputs are integers.

        +
        +
        +

        Conversion by arithmetic operators

        +

        The sum, difference, and product of integers is again integer, except for when that would overflow a 64-bit integer at which point Miller converts the result to float.

        +

        The short of it is that Miller does this transparently for you so you needn’t think about it.

        +

        Implementation details of this, for the interested: integer adds and subtracts overflow by at most one bit so it suffices to check sign-changes. Thus, Miller allows you to add and subtract arbitrary 64-bit signed integers, converting only to float precisely when the result is less than -263 or greater than 263-1. Multiplies, on the other hand, can overflow by a word size and a sign-change technique does not suffice to detect overflow. Instead Miller tests whether the floating-point product exceeds the representable integer range. Now, 64-bit integers have 64-bit precision while IEEE-doubles have only 52-bit mantissas – so, there are 53 bits including implicit leading one. The following experiment explicitly demonstrates the resolution at this range:

        +
        64-bit integer     64-bit integer     Casted to double           Back to 64-bit
+in hex           in decimal                                    integer
+0x7ffffffffffff9ff 9223372036854774271 9223372036854773760.000000 0x7ffffffffffff800
+0x7ffffffffffffa00 9223372036854774272 9223372036854773760.000000 0x7ffffffffffff800
+0x7ffffffffffffbff 9223372036854774783 9223372036854774784.000000 0x7ffffffffffffc00
+0x7ffffffffffffc00 9223372036854774784 9223372036854774784.000000 0x7ffffffffffffc00
+0x7ffffffffffffdff 9223372036854775295 9223372036854774784.000000 0x7ffffffffffffc00
+0x7ffffffffffffe00 9223372036854775296 9223372036854775808.000000 0x8000000000000000
+0x7ffffffffffffffe 9223372036854775806 9223372036854775808.000000 0x8000000000000000
+0x7fffffffffffffff 9223372036854775807 9223372036854775808.000000 0x8000000000000000
+
        +
        +

        That is, one cannot check an integer product to see if it is precisely greater than 263-1 or less than -263 using either integer arithmetic (it may have already overflowed) or using double-precision (due to granularity). Instead Miller checks for overflow in 64-bit integer multiplication by seeing whether the absolute value of the double-precision product exceeds the largest representable IEEE double less than 263, which we see from the listing above is 9223372036854774784. (An alternative would be to do all integer multiplies using handcrafted multi-word 128-bit arithmetic. This approach is not taken.)

        +
        +
        +

        Pythonic division

        +

        Division and remainder are pythonic:

        +
          +

        • Quotient of integers is floating-point: 7/2 is 3.5.

          • +

        • Integer division is done with //: 7//2 is 3. This rounds toward the negative.

          • +

        • Remainders are non-negative.

          • +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-auxiliary-commands.html b/docs6b/docs/_build/html/reference-main-auxiliary-commands.html new file mode 100644 index 000000000..ee62e3a1c --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-auxiliary-commands.html @@ -0,0 +1,144 @@ + + + + + + + + Reference: auxiliary commands — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: auxiliary commands

        +
        + +
        +
        + +
        +

        Reference: auxiliary commands

        +

        There are a few nearly-standalone programs which have nothing to do with the rest of Miller, do not participate in record streams, and do not deal with file formats. They might as well be little standalone executables but they’re delivered within the main Miller executable for convenience.

        +
         mlr aux-list
+ Available subcommands:
+   aux-list
+   hex
+   lecat
+   termcvt
+   unhex
+   help
+   regtest
+   repl
+ For more information, please invoke mlr {subcommand} --help.
+
        +
        +
         mlr lecat --help
+ Usage: mlr lecat [options] {zero or more file names}
+ Simply echoes input, but flags CR characters in red and LF characters in green.
+ If zero file names are supplied, standard input is read.
+ Options:
+ --mono: don't try to colorize the output
+ -h or --help: print this message
+
        +
        +
         mlr termcvt --help
+ Usage: mlr termcvt [option] {zero or more file names}
+ Option (exactly one is required):
+ --cr2crlf
+ --lf2crlf
+ --crlf2cr
+ --crlf2lf
+ --cr2lf
+ --lf2cr
+ -I in-place processing (default is to write to stdout)
+ -h or --help: print this message
+ Zero file names means read from standard input.
+ Output is always to standard output; files are not written in-place.
+
        +
        +
         mlr hex --help
+ Usage: mlr hex [options] {zero or more file names}
+ Simple hex-dump.
+ If zero file names are supplied, standard input is read.
+ Options:
+ -r: print only raw hex without leading offset indicators or trailing ASCII dump.
+ -h or --help: print this message
+
        +
        +
         mlr unhex --help
+ Usage: mlr unhex [option] {zero or more file names}
+ Options:
+ -h or --help: print this message
+ Zero file names means read from standard input.
+ Output is always to standard output; files are not written in-place.
+
        +
        +

        Examples:

        +
         echo 'Hello, world!' | mlr lecat --mono
+ Hello, world![LF]
+
        +
        +
         echo 'Hello, world!' | mlr termcvt --lf2crlf | mlr lecat --mono
+ Hello, world![CR][LF]
+
        +
        +
         mlr hex data/budget.csv
+ 00000000: 23 20 41 73  61 6e 61 20  2d 2d 20 68  65 72 65 20 |# Asana -- here |
+ 00000010: 61 72 65 20  74 68 65 20  62 75 64 67  65 74 20 66 |are the budget f|
+ 00000020: 69 67 75 72  65 73 20 79  6f 75 20 61  73 6b 65 64 |igures you asked|
+ 00000030: 20 66 6f 72  21 0a 74 79  70 65 2c 71  75 61 6e 74 | for!.type,quant|
+ 00000040: 69 74 79 0a  70 75 72 70  6c 65 2c 34  35 36 2e 37 |ity.purple,456.7|
+ 00000050: 38 0a 67 72  65 65 6e 2c  36 37 38 2e  31 32 0a 6f |8.green,678.12.o|
+ 00000060: 72 61 6e 67  65 2c 31 32  33 2e 34 35  0a          |range,123.45.|
+
        +
        +
         mlr hex -r data/budget.csv
+ 23 20 41 73  61 6e 61 20  2d 2d 20 68  65 72 65 20
+ 61 72 65 20  74 68 65 20  62 75 64 67  65 74 20 66
+ 69 67 75 72  65 73 20 79  6f 75 20 61  73 6b 65 64
+ 20 66 6f 72  21 0a 74 79  70 65 2c 71  75 61 6e 74
+ 69 74 79 0a  70 75 72 70  6c 65 2c 34  35 36 2e 37
+ 38 0a 67 72  65 65 6e 2c  36 37 38 2e  31 32 0a 6f
+ 72 61 6e 67  65 2c 31 32  33 2e 34 35  0a
+
        +
        +
         mlr hex -r data/budget.csv | sed 's/20/2a/g' | mlr unhex
+ #*Asana*--*here*are*the*budget*figures*you*asked*for!
+ type,quantity
+ purple,456.78
+ green,678.12
+ orange,123.45
+
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-data-types.html b/docs6b/docs/_build/html/reference-main-data-types.html new file mode 100644 index 000000000..51c88095b --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-data-types.html @@ -0,0 +1,97 @@ + + + + + + + + Reference: data types — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: data types

        +
        + +
        + +
        + +
        +

        Reference: data types

        +

        Miller’s input and output are all string-oriented: there is (as of August 2015 anyway) no support for binary record packing. In this sense, everything is a string in and out of Miller. During processing, field names are always strings, even if they have names like “3”; field values are usually strings. Field values’ ability to be interpreted as a non-string type only has meaning when comparison or function operations are done on them. And it is an error condition if Miller encounters non-numeric (or otherwise mistyped) data in a field in which it has been asked to do numeric (or otherwise type-specific) operations.

        +

        Field values are treated as numeric for the following:

        +
          +

        • Numeric sort: mlr sort -n, mlr sort -nr.

          • +

        • Statistics: mlr histogram, mlr stats1, mlr stats2.

          • +

        • Cross-record arithmetic: mlr step.

          • +
        +

        For mlr put and mlr filter:

        +
          +

        • Miller’s types for function processing are empty-null (empty string), absent-null (reads of unset right-hand sides, or fall-through non-explicit return values from user-defined functions), error, string, float (double-precision), int (64-bit signed), and boolean.

          • +

        • On input, string values representable as numbers, e.g. “3” or “3.1”, are treated as int or float, respectively. If a record has x=1,y=2 then mlr put '$z=$x+$y' will produce x=1,y=2,z=3, and mlr put '$z=$x.$y' does not give an error simply because the dot operator has been generalized to stringify non-strings. To coerce back to string for processing, use the string function: mlr put '$z=string($x).string($y)' will produce x=1,y=2,z=12.

          • +

        • On input, string values representable as boolean (e.g. "true", "false") are not automatically treated as boolean. (This is because "true" and "false" are ordinary words, and auto string-to-boolean on a column consisting of words would result in some strings mixed with some booleans.) Use the boolean function to coerce: e.g. giving the record x=1,y=2,w=false to mlr put '$z=($x<$y) || boolean($w)'.

          • +

        • Functions take types as described in mlr --help-all-functions: for example, log10 takes float input and produces float output, gmt2sec maps string to int, and sec2gmt maps int to string.

          • +

        • All math functions described in mlr --help-all-functions take integer as well as float input.

          • +
        +
        +

        String literals

        +

        You can use the following backslash escapes for strings such as between the double quotes in contexts such as mlr filter '$name =~ "..."', mlr put '$name = $othername . "..."', mlr put '$name = sub($name, "...", "..."), etc.:

        +
          +

        • \a: ASCII code 0x07 (alarm/bell)

          • +

        • \b: ASCII code 0x08 (backspace)

          • +

        • \f: ASCII code 0x0c (formfeed)

          • +

        • \n: ASCII code 0x0a (LF/linefeed/newline)

          • +

        • \r: ASCII code 0x0d (CR/carriage return)

          • +

        • \t: ASCII code 0x09 (tab)

          • +

        • \v: ASCII code 0x0b (vertical tab)

          • +

        • \\: backslash

          • +

        • \": double quote

          • +

        • \123: Octal 123, etc. for \000 up to \377

          • +

        • \x7f: Hexadecimal 7f, etc. for \x00 up to \xff

          • +
        +

        See also https://en.wikipedia.org/wiki/Escape_sequences_in_C.

        +

        These replacements apply only to strings you key in for the DSL expressions for filter and put: that is, if you type \t in a string literal for a filter/put expression, it will be turned into a tab character. If you want a backslash followed by a t, then please type \\t.

        +

        However, these replacements are not done automatically within your data stream. If you wish to make these replacements, you can do, for example, for a field named field, mlr put '$field = gsub($field, "\\t", "\t")'. If you need to make such a replacement for all fields in your data, you should probably simply use the system sed command.

        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-env-vars.html b/docs6b/docs/_build/html/reference-main-env-vars.html new file mode 100644 index 000000000..2a51d2de9 --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-env-vars.html @@ -0,0 +1,58 @@ + + + + + + + + Reference: Miller environment variables — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: Miller environment variables

        +
        + +
        +
        + +
        +

        Reference: Miller environment variables

        +

        The following environment variables affect how Miller works:

        +
          +

        • MLRRC: see Customization: .mlrrc

          • +

        • MLR_NO_COLOR, MLR_ALWAYS_COLOR, MLR_KEY_COLOR, MLR_VALUE_COLOR, MLR_PASS_COLOR, MLR_FAIL_COLOR, MLR_REPL_PS1_COLOR, MLR_REPL_PS2_COLOR, MLR_HELP_COLOR, TERM, * MSYSTEM: see Output colorization

          • +

        • MLR_REPL_PS1, MLR_REPL_PS2: see The REPL

          • +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-io-options.html b/docs6b/docs/_build/html/reference-main-io-options.html new file mode 100644 index 000000000..07a10bba9 --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-io-options.html @@ -0,0 +1,178 @@ + + + + + + + + Reference: I/O options — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: I/O options

        +
        + +
        + +
        + +
        +

        Reference: I/O options

        +
        +

        Formats

        +

        Options:

        +
        --dkvp    --idkvp    --odkvp
+--nidx    --inidx    --onidx
+--csv     --icsv     --ocsv
+--csvlite --icsvlite --ocsvlite
+--pprint  --ipprint  --opprint  --right
+--xtab    --ixtab    --oxtab
+--json    --ijson    --ojson
+
        +
        +

        These are as discussed in File formats, with the exception of --right which makes pretty-printed output right-aligned:

        +
         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
+
        +
        +
         mlr --opprint --right 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
+
        +
        +

        Additional notes:

        +
          +

        • Use --csv, --pprint, etc. when the input and output formats are the same.

          • +

        • Use --icsv --opprint, etc. when you want format conversion as part of what Miller does to your data.

          • +

        • DKVP (key-value-pair) format is the default for input and output. So, --oxtab is the same as --idkvp --oxtab.

          • +
        +

        Pro-tip: Please use either –format1, or –iformat1 –oformat2. If you use –format1 –oformat2 then what happens is that flags are set up for input and output for format1, some of which are overwritten for output in format2. For technical reasons, having --oformat2 clobber all the output-related effects of --format1 also removes some flexibility from the command-line interface. See also https://github.com/johnkerl/miller/issues/180 and https://github.com/johnkerl/miller/issues/199.

        +
        +
        +

        In-place mode

        +

        Use the mlr -I flag to process files in-place. For example, mlr -I --csv cut -x -f unwanted_column_name mydata/*.csv will remove unwanted_column_name from all your *.csv files in your mydata/ subdirectory.

        +

        By default, Miller output goes to the screen (or you can redirect a file using > or to another process using |). With -I, for each file name on the command line, output is written to a temporary file in the same directory. Miller writes its output into that temp file, which is then renamed over the original. Then, processing continues on the next file. Each file is processed in isolation: if the output format is CSV, CSV headers will be present in each output file; statistics are only over each file’s own records; and so on.

        +

        Please see Choices for printing to files for examples.

        +
        +
        +

        Compression

        +

        Options:

        +
        --prepipe {command}
+
        +
        +

        The prepipe command is anything which reads from standard input and produces data acceptable to Miller. Nominally this allows you to use whichever decompression utilities you have installed on your system, on a per-file basis. If the command has flags, quote them: e.g. mlr --prepipe 'zcat -cf'. Examples:

        +
        # These two produce the same output:
+$ gunzip < myfile1.csv.gz | mlr cut -f hostname,uptime
+$ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz
+# With multiple input files you need --prepipe:
+$ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz myfile2.csv.gz
+$ mlr --prepipe gunzip --idkvp --oxtab cut -f hostname,uptime myfile1.dat.gz myfile2.dat.gz
+
        +
        +
        # Similar to the above, but with compressed output as well as input:
+$ gunzip < myfile1.csv.gz | mlr cut -f hostname,uptime | gzip > outfile.csv.gz
+$ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz | gzip > outfile.csv.gz
+$ mlr --prepipe gunzip cut -f hostname,uptime myfile1.csv.gz myfile2.csv.gz | gzip > outfile.csv.gz
+
        +
        +
        # Similar to the above, but with different compression tools for input and output:
+$ gunzip < myfile1.csv.gz | mlr cut -f hostname,uptime | xz -z > outfile.csv.xz
+$ xz -cd < myfile1.csv.xz | mlr cut -f hostname,uptime | gzip > outfile.csv.xz
+$ mlr --prepipe 'xz -cd' cut -f hostname,uptime myfile1.csv.xz myfile2.csv.xz | xz -z > outfile.csv.xz
+
        +
        +
        +
        +

        Record/field/pair separators

        +

        Miller has record separators IRS and ORS, field separators IFS and OFS, and pair separators IPS and OPS. For example, in the DKVP line a=1,b=2,c=3, the record separator is newline, field separator is comma, and pair separator is the equals sign. These are the default values.

        +

        Options:

        +
        --rs --irs --ors
+--fs --ifs --ofs --repifs
+--ps --ips --ops
+
        +
        +
          +

        • You can change a separator from input to output via e.g. --ifs = --ofs :. Or, you can specify that the same separator is to be used for input and output via e.g. --fs :.

          • +

        • The pair separator is only relevant to DKVP format.

          • +

        • Pretty-print and xtab formats ignore the separator arguments altogether.

          • +

        • The --repifs means that multiple successive occurrences of the field separator count as one. For example, in CSV data we often signify nulls by empty strings, e.g. 2,9,,,,,6,5,4. On the other hand, if the field separator is a space, it might be more natural to parse 2 4    5 the same as 2 4 5: --repifs --ifs ' ' lets this happen. In fact, the --ipprint option above is internally implemented in terms of --repifs.

          • +

        • Just write out the desired separator, e.g. --ofs '|'. But you may use the symbolic names newline, space, tab, pipe, or semicolon if you like.

          • +
        +
        +
        +

        Number formatting

        +

        The command-line option --ofmt {format string} is the global number format for commands which generate numeric output, e.g. stats1, stats2, histogram, and step, as well as mlr put. Examples:

        +
        --ofmt %.9le  --ofmt %.6lf  --ofmt %.0lf
+
        +
        +

        These are just familiar printf formats applied to double-precision numbers. Please don’t use %s or %d. Additionally, if you use leading width (e.g. %18.12lf) then the output will contain embedded whitespace, which may not be what you want if you pipe the output to something else, particularly CSV. I use Miller’s pretty-print format (mlr --opprint) to column-align numerical data.

        +

        To apply formatting to a single field, overriding the global ofmt, use fmtnum function within mlr put. For example:

        +
         echo 'x=3.1,y=4.3' | mlr put '$z=fmtnum($x*$y,"%08lf")'
+ x=3.1,y=4.3,z=%!l(float64=00013.33)f
+
        +
        +
         echo 'x=0xffff,y=0xff' | mlr put '$z=fmtnum(int($x*$y),"%08llx")'
+ x=0xffff,y=0xff,z=%!l(int=16711425)lx
+
        +
        +

        Input conversion from hexadecimal is done automatically on fields handled by mlr put and mlr filter as long as the field value begins with “0x”. To apply output conversion to hexadecimal on a single column, you may use fmtnum, or the keystroke-saving hexfmt function. Example:

        +
         echo 'x=0xffff,y=0xff' | mlr put '$z=hexfmt($x*$y)'
+ x=0xffff,y=0xff,z=0xfeff01
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-null-data.html b/docs6b/docs/_build/html/reference-main-null-data.html new file mode 100644 index 000000000..554bbc57f --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-null-data.html @@ -0,0 +1,163 @@ + + + + + + + + Reference: null data — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: null data

        +
        + +
        +
        + +
        +

        Reference: null data

        +

        One of Miller’s key features is its support for heterogeneous data. For example, take mlr sort: if you try to sort on field hostname when not all records in the data stream have a field named hostname, it is not an error (although you could pre-filter the data stream using mlr having-fields --at-least hostname then sort ...). Rather, records lacking one or more sort keys are simply output contiguously by mlr sort.

        +

        Miller has two kinds of null data:

        +
          +

        • Empty (key present, value empty): a field name is present in a record (or in an out-of-stream variable) with empty value: e.g. x=,y=2 in the data input stream, or assignment $x="" or @x="" in mlr put.

          • +

        • Absent (key not present): a field name is not present, e.g. input record is x=1,y=2 and a put or filter expression refers to $z. Or, reading an out-of-stream variable which hasn’t been assigned a value yet, e.g. mlr put -q '@sum += $x; end{emit @sum}' or mlr put -q '@sum[$a][$b] += $x; end{emit @sum, "a", "b"}'.

          • +
        +

        You can test these programatically using the functions is_empty/is_not_empty, is_absent/is_present, and is_null/is_not_null. For the last pair, note that null means either empty or absent.

        +

        Rules for null-handling:

        +
          +

        • Records with one or more empty sort-field values sort after records with all sort-field values present:

          • +
        +
         mlr cat data/sort-null.dat
+ a=3,b=2
+ a=1,b=8
+ a=,b=4
+ x=9,b=10
+ a=5,b=7
+
        +
        +
         mlr sort -n  a data/sort-null.dat
+ a=1,b=8
+ a=3,b=2
+ a=5,b=7
+ a=,b=4
+ x=9,b=10
+
        +
        +
         mlr sort -nr a data/sort-null.dat
+ a=,b=4
+ a=5,b=7
+ a=3,b=2
+ a=1,b=8
+ x=9,b=10
+
        +
        +
          +

        • Functions/operators which have one or more empty arguments produce empty output: e.g.

          • +
        +
         echo 'x=2,y=3' | mlr put '$a=$x+$y'
+ x=2,y=3,a=5
+
        +
        +
         echo 'x=,y=3' | mlr put '$a=$x+$y'
+ x=,y=3,a=
+
        +
        +
         echo 'x=,y=3' | mlr put '$a=log($x);$b=log($y)'
+ x=,y=3,a=,b=1.0986122886681096
+
        +
        +

        with the exception that the min and max functions are special: if one argument is non-null, it wins:

        +
         echo 'x=,y=3' | mlr put '$a=min($x,$y);$b=max($x,$y)'
+ x=,y=3,a=3,b=
+
        +
        +
          +

        • Functions of absent variables (e.g. mlr put '$y = log10($nonesuch)') evaluate to absent, and arithmetic/bitwise/boolean operators with both operands being absent evaluate to absent. Arithmetic operators with one absent operand return the other operand. More specifically, absent values act like zero for addition/subtraction, and one for multiplication: Furthermore, any expression which evaluates to absent is not stored in the left-hand side of an assignment statement:

          • +
        +
         echo 'x=2,y=3' | mlr put '$a=$u+$v; $b=$u+$y; $c=$x+$y'
+ x=2,y=3,b=3,c=5
+
        +
        +
         echo 'x=2,y=3' | mlr put '$a=min($x,$v);$b=max($u,$y);$c=min($u,$v)'
+ x=2,y=3,a=2,b=3
+
        +
        +
          +

        • Likewise, for assignment to maps, absent-valued keys or values result in a skipped assignment.

          • +
        +

        The reasoning is as follows:

        +
          +

        • Empty values are explicit in the data so they should explicitly affect accumulations: mlr put '@sum += $x' should accumulate numeric x values into the sum but an empty x, when encountered in the input data stream, should make the sum non-numeric. To work around this you can use the is_not_null function as follows: mlr put 'is_not_null($x) { @sum += $x }'

          • +

        • Absent stream-record values should not break accumulations, since Miller by design handles heterogenous data: the running @sum in mlr put '@sum += $x' should not be invalidated for records which have no x.

          • +

        • Absent out-of-stream-variable values are precisely what allow you to write mlr put '@sum += $x'. Otherwise you would have to write mlr put 'begin{@sum = 0}; @sum += $x' – which is tolerable – but for mlr put 'begin{...}; @sum[$a][$b] += $x' you’d have to pre-initialize @sum for all values of $a and $b in your input data stream, which is intolerable.

          • +

        • The penalty for the absent feature is that misspelled variables can be hard to find: e.g. in mlr put 'begin{@sumx = 10}; ...; update @sumx somehow per-record; ...; end {@something = @sum * 2}' the accumulator is spelt @sumx in the begin-block but @sum in the end-block, where since it is absent, @sum*2 evaluates to 2. See also the section on DSL reference: errors and transparency.

          • +
        +

        Since absent plus absent is absent (and likewise for other operators), accumulations such as @sum += $x work correctly on heterogenous data, as do within-record formulas if both operands are absent. If one operand is present, you may get behavior you don’t desire. To work around this – namely, to set an output field only for records which have all the inputs present – you can use a pattern-action block with is_present:

        +
         mlr cat data/het.dkvp
+ 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
+
        +
        +
         mlr put 'is_present($loadsec) { $loadmillis = $loadsec * 1000 }' data/het.dkvp
+ resource=/path/to/file,loadsec=0.45,ok=true,loadmillis=450
+ record_count=100,resource=/path/to/file
+ resource=/path/to/second/file,loadsec=0.32,ok=true,loadmillis=320
+ record_count=150,resource=/path/to/second/file
+ resource=/some/other/path,loadsec=0.97,ok=false,loadmillis=970
+
        +
        +
         mlr put '$loadmillis = (is_present($loadsec) ? $loadsec : 0.0) * 1000' data/het.dkvp
+ resource=/path/to/file,loadsec=0.45,ok=true,loadmillis=450
+ record_count=100,resource=/path/to/file,loadmillis=0
+ resource=/path/to/second/file,loadsec=0.32,ok=true,loadmillis=320
+ record_count=150,resource=/path/to/second/file,loadmillis=0
+ resource=/some/other/path,loadsec=0.97,ok=false,loadmillis=970
+
        +
        +

        If you’re interested in a formal description of how empty and absent fields participate in arithmetic, here’s a table for plus (other arithmetic/boolean/bitwise operators are similar):

        +
         mlr help type-arithmetic-info
+ (+)        | 1          2.5        (absent)   (error)
+ ------     + ------     ------     ------     ------
+ 1          | 2          3.5        1          (error)
+ 2.5        | 3.5        5          2.5        (error)
+ (absent)   | 1          2.5        (absent)   (error)
+ (error)    | (error)    (error)    (error)    (error)
+
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-online-help.html b/docs6b/docs/_build/html/reference-main-online-help.html new file mode 100644 index 000000000..53da68713 --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-online-help.html @@ -0,0 +1,84 @@ + + + + + + + + Reference: online help — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: online help

        +
        + +
        +
        + +
        +

        Reference: online help

        +

        TODO: expand this section

        +

        Examples:

        +
         mlr --help
+ Usage: mlr [I/O options] {verb} [verb-dependent options ...] {zero or more file names}
+ Output of one verb may be chained as input to another using "then", e.g.
+   mlr stats1 -a min,mean,max -f flag,u,v -g color then sort -f color
+ Please see 'mlr help topics' for more information.
+ Please also see https://johnkerl.org/miller6
+
        +
        +
         mlr sort --help
+ Usage: mlr sort {flags}
+ Sorts records primarily by the first specified field, secondarily by the second
+ field, and so on.  (Any records not having all specified sort keys will appear
+ at the end of the output, in the order they were encountered, regardless of the
+ specified sort order.) The sort is stable: records that compare equal will sort
+ in the order they were encountered in the input record stream.
+
+ Options:
+ -f  {comma-separated field names}  Lexical ascending
+ -n  {comma-separated field names}  Numerical ascending; nulls sort last
+ -nf {comma-separated field names}  Same as -n
+ -r  {comma-separated field names}  Lexical descending
+ -nr {comma-separated field names}  Numerical descending; nulls sort first
+ -h|--help Show this message.
+
+ Example:
+   mlr sort -f a,b -nr x,y,z
+ which is the same as:
+   mlr sort -f a -f b -nr x -nr y -nr z
+
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-overview.html b/docs6b/docs/_build/html/reference-main-overview.html new file mode 100644 index 000000000..b1f888942 --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-overview.html @@ -0,0 +1,122 @@ + + + + + + + + Reference: Miller commands — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: Miller commands

        +
        + +
        + +
        + +
        +

        Reference: Miller commands

        +
        +

        Overview

        +

        The outline of an invocation of Miller is

        +
          +

        • mlr

          • +

        • Options controlling input/output formatting, etc. (Reference: I/O options).

          • +

        • One or more verbs (such as cut, sort, etc.) (Reference: list of verbs) – chained together using then (Reference: then-chaining). You use these to transform your data.

          • +

        • Zero or more filenames, with input taken from standard input if there are no filenames present.

          • +
        +

        For example, reading from a file:

        +
         mlr --icsv --opprint head -n 2 then sort -f shape example.csv
+ color  shape    flag index quantity rate
+ red    square   true 15    79.2778  0.0130
+ yellow triangle true 11    43.6498  9.8870
+
        +
        +

        Reading from standard input:

        +
         cat example.csv | mlr --icsv --opprint head -n 2 then sort -f shape
+ color  shape    flag index quantity rate
+ red    square   true 15    79.2778  0.0130
+ yellow triangle true 11    43.6498  9.8870
+
        +
        +

        The rest of this reference section gives you full information on each of these parts of the command line.

        +
        +
        +

        Verbs vs DSL

        +

        When you type mlr {something} myfile.dat, the {something} part is called a verb. It specifies how you want to transform your data. Most of the verbs are counterparts of built-in system tools like cut and sort – but with file-format awareness, and giving you the ability to refer to fields by name.

        +

        The verbs put and filter are special in that they have a rich expression language (domain-specific language, or “DSL”). More information about them can be found at DSL reference: overview.

        +

        Here’s a comparison of verbs and put/filter DSL expressions:

        +

        Example of using a verb for data processing:

        +
         mlr stats1 -a sum -f x -g a data/small
+ a=pan,x_sum=0.3467901443380824
+ a=eks,x_sum=1.1400793586611044
+ a=wye,x_sum=0.7778922255683036
+
        +
        +
          +

        • Verbs are coded in Go

          • +

        • They run a bit faster

          • +

        • They take fewer keystrokes

          • +

        • There’s less to learn

          • +

        • Their customization is limited to each verb’s options

          • +
        +

        Example of doing the same thing using a DSL expression:

        +
         mlr  put -q '@x_sum[$a] += $x; end{emit @x_sum, "a"}' data/small
+ a=pan,x_sum=0.3467901443380824
+ a=eks,x_sum=1.1400793586611044
+ a=wye,x_sum=0.7778922255683036
+
        +
        +
          +

        • You get to write your own expressions in Miller’s programming language

          • +

        • They run a bit slower

          • +

        • They take more keystrokes

          • +

        • There’s more to learn

          • +

        • They’re highly customizable

          • +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-regular-expressions.html b/docs6b/docs/_build/html/reference-main-regular-expressions.html new file mode 100644 index 000000000..9b18dfdc5 --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-regular-expressions.html @@ -0,0 +1,122 @@ + + + + + + + + Reference: regular expressions — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: regular expressions

        +
        + +
        + +
        + +
        +

        Reference: regular expressions

        +

        Miller lets you use regular expressions (of type POSIX.2) in the following contexts:

        +
          +

        • In mlr filter with =~ or !=~, e.g. mlr filter '$url =~ "http.*com"'

          • +

        • In mlr put with sub or gsub, e.g. mlr put '$url = sub($url, "http.*com", "")'

          • +

        • In mlr having-fields, e.g. mlr having-fields --any-matching '^sda[0-9]'

          • +

        • In mlr cut, e.g. mlr cut -r -f '^status$,^sda[0-9]'

          • +

        • In mlr rename, e.g. mlr rename -r '^(sda[0-9]).*$,dev/\1'

          • +

        • In mlr grep, e.g. mlr --csv grep 00188555487 myfiles*.csv

          • +
        +

        Points demonstrated by the above examples:

        +
          +

        • There are no implicit start-of-string or end-of-string anchors; please use ^ and/or $ explicitly.

          • +

        • Miller regexes are wrapped with double quotes rather than slashes.

          • +

        • The i after the ending double quote indicates a case-insensitive regex.

          • +

        • Capture groups are wrapped with (...) rather than \(...\); use \( and \) to match against parentheses.

          • +
        +

        For filter and put, if the regular expression is a string literal (the normal case), it is precompiled at process start and reused thereafter, which is efficient. If the regular expression is a more complex expression, including string concatenation using ., or a column name (in which case you can take regular expressions from input data!), then regexes are compiled on each record which works but is less efficient. As well, in this case there is no way to specify case-insensitive matching.

        +

        Example:

        +
         cat data/regex-in-data.dat
+ name=jane,regex=^j.*e$
+ name=bill,regex=^b[ou]ll$
+ name=bull,regex=^b[ou]ll$
+
        +
        +
         mlr filter '$name =~ $regex' data/regex-in-data.dat
+ name=jane,regex=^j.*e$
+ name=bull,regex=^b[ou]ll$
+
        +
        +
        +

        Regex captures

        +

        Regex captures of the form \0 through \9 are supported as

        +
          +

        • Captures have in-function context for sub and gsub. For example, the first \1,\2 pair belong to the first sub and the second \1,\2 pair belong to the second sub:

          • +
        +
         mlr put '$b = sub($a, "(..)_(...)", "\2-\1"); $c = sub($a, "(..)_(.)(..)", ":\1:\2:\3")'
+
        +
        +
          +

        • Captures endure for the entirety of a put for the =~ and !=~ operators. For example, here the \1,\2 are set by the =~ operator and are used by both subsequent assignment statements:

          • +
        +
         mlr put '$a =~ "(..)_(....); $b = "left_\1"; $c = "right_\2"'
+
        +
        +
          +

        • The captures are not retained across multiple puts. For example, here the \1,\2 won’t be expanded from the regex capture:

          • +
        +
         mlr put '$a =~ "(..)_(....)' then {... something else ...} then put '$b = "left_\1"; $c = "right_\2"'
+
        +
        +
          +

        • Captures are ignored in filter for the =~ and !=~ operators. For example, there is no mechanism provided to refer to the first (..) as \1 or to the second (....) as \2 in the following filter statement:

          • +
        +
        mlr filter '$a =~ "(..)_(....)'
+
        +
        +
          +

        • Up to nine matches are supported: \1 through \9, while \0 is the entire match string; \15 is treated as \1 followed by an unrelated 5.

          • +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-main-then-chaining.html b/docs6b/docs/_build/html/reference-main-then-chaining.html new file mode 100644 index 000000000..846d71e69 --- /dev/null +++ b/docs6b/docs/_build/html/reference-main-then-chaining.html @@ -0,0 +1,82 @@ + + + + + + + + Reference: then-chaining — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: then-chaining

        +
        + +
        +
        + +
        +

        Reference: then-chaining

        +

        In accord with the Unix philosophy, you can pipe data into or out of Miller. For example:

        +
         mlr cut --complement -f os_version *.dat | mlr sort -f hostname,uptime
+
        +
        +

        You can, if you like, instead simply chain commands together using the then keyword:

        +
         mlr cut --complement -f os_version then sort -f hostname,uptime *.dat
+
        +
        +

        (You can precede the very first verb with then, if you like, for symmetry.)

        +

        Here’s a performance comparison:

        +
        % 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
+
        +
        +

        There are two reasons to use then-chaining: one is for performance, although I don’t expect this to be a win in all cases. Using then-chaining avoids redundant string-parsing and string-formatting at each pipeline step: instead input records are parsed once, they are fed through each pipeline stage in memory, and then output records are formatted once. On the other hand, Miller is single-threaded, while modern systems are usually multi-processor, and when streaming-data programs operate through pipes, each one can use a CPU. Rest assured you get the same results either way.

        +

        The other reason to use then-chaining is for simplicity: you don’t have re-type formatting flags (e.g. --csv --fs tab) at every pipeline stage.

        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference-verbs.html b/docs6b/docs/_build/html/reference-verbs.html new file mode 100644 index 000000000..7c6a5e505 --- /dev/null +++ b/docs6b/docs/_build/html/reference-verbs.html @@ -0,0 +1,3203 @@ + + + + + + + + Reference: list of verbs — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Reference: list of verbs

        +
        + +
        + +
        + +
        +

        Reference: list of verbs

        +
        +

        Overview

        +

        Whereas the Unix toolkit is made of the separate executables cat, tail, cut, +sort, etc., Miller has subcommands, or verbs, invoked as follows:

        +
        mlr tac *.dat
+mlr cut --complement -f os_version *.dat
+mlr sort -f hostname,uptime *.dat
+
        +
        +

        These fall into categories as follows:

        + +
        +
        +

        altkv

        +

        Map list of values to alternating key/value pairs.

        +
         mlr altkv -h
+ Usage: mlr altkv [options]
+ Given fields with values of the form a,b,c,d,e,f emits a=b,c=d,e=f pairs.
+ Options:
+ -h|--help Show this message.
+
        +
        +
         echo 'a,b,c,d,e,f' | mlr altkv
+ a=b,c=d,e=f
+
        +
        +
         echo 'a,b,c,d,e,f,g' | mlr altkv
+ a=b,c=d,e=f,4=g
+
        +
        +
        +
        +

        bar

        +

        Cheesy bar-charting.

        +
         mlr bar -h
+ Usage: mlr bar [options]
+ Replaces a numeric field with a number of asterisks, allowing for cheesy
+ bar plots. These align best with --opprint or --oxtab output format.
+ Options:
+ -f   {a,b,c}      Field names to convert to bars.
+ --lo {lo}         Lower-limit value for min-width bar: default '0.000000'.
+ --hi {hi}         Upper-limit value for max-width bar: default '100.000000'.
+ -w   {n}          Bar-field width: default '40'.
+ --auto            Automatically computes limits, ignoring --lo and --hi.
+                   Holds all records in memory before producing any output.
+ -c   {character}  Fill character: default '*'.
+ -x   {character}  Out-of-bounds character: default '#'.
+ -b   {character}  Blank character: default '.'.
+ Nominally the fill, out-of-bounds, and blank characters will be strings of length 1.
+ However you can make them all longer if you so desire.
+ -h|--help Show this message.
+
        +
        +
         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
+
        +
        +
         mlr --opprint bar --lo 0 --hi 1 -f x,y data/small
+ a   b   i x                                        y
+ pan pan 1 *************........................... *****************************...........
+ eks pan 2 ******************************.......... ********************....................
+ wye wye 3 ********................................ *************...........................
+ eks wye 4 ***************......................... *****...................................
+ wye pan 5 **********************.................. **********************************......
+
        +
        +
         mlr --opprint bar --lo 0.4 --hi 0.6 -f x,y data/small
+ a   b   i x                                        y
+ pan pan 1 #....................................... ***************************************#
+ eks pan 2 ***************************************# ************************................
+ wye wye 3 #....................................... #.......................................
+ eks wye 4 #....................................... #.......................................
+ wye pan 5 **********************************...... ***************************************#
+
        +
        +
         mlr --opprint bar --auto -f x,y data/small
+ a   b   i x                                                                                 y
+ pan pan 1 [0.20460330576630303]**********..............................[0.7586799647899636] [0.13418874328430463]********************************........[0.8636244699032729]
+ eks pan 2 [0.20460330576630303]***************************************#[0.7586799647899636] [0.13418874328430463]*********************...................[0.8636244699032729]
+ wye wye 3 [0.20460330576630303]#.......................................[0.7586799647899636] [0.13418874328430463]***********.............................[0.8636244699032729]
+ eks wye 4 [0.20460330576630303]************............................[0.7586799647899636] [0.13418874328430463]#.......................................[0.8636244699032729]
+ wye pan 5 [0.20460330576630303]**************************..............[0.7586799647899636] [0.13418874328430463]***************************************#[0.8636244699032729]
+
        +
        +
        +
        +

        bootstrap

        +
         mlr bootstrap --help
+ Usage: mlr bootstrap [options]
+ Emits an n-sample, with replacement, of the input records.
+ See also mlr sample and mlr shuffle.
+ Options:
+  -n Number of samples to output. Defaults to number of input records.
+     Must be non-negative.
+ -h|--help Show this message.
+
        +
        +

        The canonical use for bootstrap sampling is to put error bars on statistical quantities, such as mean. For example:

        +
         mlr --opprint stats1 -a mean,count -f u -g color data/colored-shapes.dkvp
+ color  u_mean   u_count
+ yellow 0.497129 1413
+ red    0.492560 4641
+ purple 0.494005 1142
+ green  0.504861 1109
+ blue   0.517717 1470
+ orange 0.490532 303
+
        +
        +
         mlr --opprint bootstrap then stats1 -a mean,count -f u -g color data/colored-shapes.dkvp
+ color  u_mean   u_count
+ yellow 0.500651 1380
+ purple 0.501556 1111
+ green  0.503272 1068
+ red    0.493895 4702
+ blue   0.512529 1496
+ orange 0.521030 321
+
        +
        +
         mlr --opprint bootstrap then stats1 -a mean,count -f u -g color data/colored-shapes.dkvp
+ color  u_mean   u_count
+ yellow 0.498046 1485
+ blue   0.513576 1417
+ red    0.492870 4595
+ orange 0.507697 307
+ green  0.496803 1075
+ purple 0.486337 1199
+
        +
        +
         mlr --opprint bootstrap then stats1 -a mean,count -f u -g color data/colored-shapes.dkvp
+ color  u_mean   u_count
+ blue   0.522921 1447
+ red    0.490717 4617
+ yellow 0.496450 1419
+ purple 0.496523 1192
+ green  0.507569 1111
+ orange 0.468014 292
+
        +
        +
        +
        +

        cat

        +

        Most useful for format conversions (see File formats, and concatenating multiple same-schema CSV files to have the same header:

        +
         mlr cat -h
+ Usage: mlr cat [options]
+ Passes input records directly to output. Most useful for format conversion.
+ Options:
+ -n         Prepend field "n" to each record with record-counter starting at 1.
+ -N {name}  Prepend field {name} to each record with record-counter starting at 1.
+ -g {a,b,c} Optional group-by-field names for counters, e.g. a,b,c
+ -h|--help Show this message.
+
        +
        +
         cat data/a.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+
        +
        +
         cat data/b.csv
+ a,b,c
+ 7,8,9
+
        +
        +
         mlr --csv cat data/a.csv data/b.csv
+ a,b,c
+ 1,2,3
+ 4,5,6
+ 7,8,9
+
        +
        +
         mlr --icsv --oxtab cat data/a.csv data/b.csv
+ a 1
+ b 2
+ c 3
+
+ a 4
+ b 5
+ c 6
+
+ a 7
+ b 8
+ c 9
+
        +
        +
         mlr --csv cat -n data/a.csv data/b.csv
+ n,a,b,c
+ 1,1,2,3
+ 2,4,5,6
+ 3,7,8,9
+
        +
        +
         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
+
        +
        +
         mlr --opprint cat -n -g a data/small
+ n a   b   i x                   y
+ 1 pan pan 1 0.3467901443380824  0.7268028627434533
+ 1 eks pan 2 0.7586799647899636  0.5221511083334797
+ 1 wye wye 3 0.20460330576630303 0.33831852551664776
+ 2 eks wye 4 0.38139939387114097 0.13418874328430463
+ 2 wye pan 5 0.5732889198020006  0.8636244699032729
+
        +
        +
        +
        +

        check

        +
         mlr check --help
+ Usage: mlr check [options]
+ Consumes records without printing any output.
+ Useful for doing a well-formatted check on input data.
+ Options:
+ -h|--help Show this message.
+
        +
        +
        +
        +

        clean-whitespace

        +
         mlr clean-whitespace --help
+ Usage: mlr clean-whitespace [options]
+ For each record, for each field in the record, whitespace-cleans the keys and/or
+ values. Whitespace-cleaning entails stripping leading and trailing whitespace,
+ and replacing multiple whitespace with singles. For finer-grained control,
+ please see the DSL functions lstrip, rstrip, strip, collapse_whitespace,
+ and clean_whitespace.
+
+ Options:
+ -k|--keys-only    Do not touch values.
+ -v|--values-only  Do not touch keys.
+ It is an error to specify -k as well as -v -- to clean keys and values,
+ leave off -k as well as -v.
+ -h|--help Show this message.
+
        +
        +
         mlr --icsv --ojson cat data/clean-whitespace.csv
+ {
+   "  Name  ": "  Ann  Simons",
+   " Preference  ": "  blue  "
+ }
+ {
+   "  Name  ": "Bob Wang  ",
+   " Preference  ": " red       "
+ }
+ {
+   "  Name  ": " Carol  Vee",
+   " Preference  ": "    yellow"
+ }
+
        +
        +
         mlr --icsv --ojson clean-whitespace -k data/clean-whitespace.csv
+ {
+   "Name": "  Ann  Simons",
+   "Preference": "  blue  "
+ }
+ {
+   "Name": "Bob Wang  ",
+   "Preference": " red       "
+ }
+ {
+   "Name": " Carol  Vee",
+   "Preference": "    yellow"
+ }
+
        +
        +
         mlr --icsv --ojson clean-whitespace -v data/clean-whitespace.csv
+ {
+   "  Name  ": "Ann Simons",
+   " Preference  ": "blue"
+ }
+ {
+   "  Name  ": "Bob Wang",
+   " Preference  ": "red"
+ }
+ {
+   "  Name  ": "Carol Vee",
+   " Preference  ": "yellow"
+ }
+
        +
        +
         mlr --icsv --ojson clean-whitespace data/clean-whitespace.csv
+ {
+   "Name": "Ann Simons",
+   "Preference": "blue"
+ }
+ {
+   "Name": "Bob Wang",
+   "Preference": "red"
+ }
+ {
+   "Name": "Carol Vee",
+   "Preference": "yellow"
+ }
+
        +
        +

        Function links:

        + +
        +
        +

        count

        +
         mlr count --help
+ Usage: mlr count [options]
+ Prints number of records, optionally grouped by distinct values for specified field names.
+ Options:
+ -g {a,b,c} Optional group-by-field names for counts, e.g. a,b,c
+ -n {n} Show only the number of distinct values. Not interesting without -g.
+ -o {name} Field name for output-count. Default "count".
+ -h|--help Show this message.
+
        +
        +
         mlr count data/medium
+ count=10000
+
        +
        +
         mlr count -g a data/medium
+ a=pan,count=2081
+ a=eks,count=1965
+ a=wye,count=1966
+ a=zee,count=2047
+ a=hat,count=1941
+
        +
        +
         mlr count -n -g a data/medium
+ count=5
+
        +
        +
         mlr count -g b data/medium
+ b=pan,count=1942
+ b=wye,count=2057
+ b=zee,count=1943
+ b=eks,count=2008
+ b=hat,count=2050
+
        +
        +
         mlr count -n -g b data/medium
+ count=5
+
        +
        +
         mlr count -g a,b data/medium
+ a=pan,b=pan,count=427
+ a=eks,b=pan,count=371
+ a=wye,b=wye,count=377
+ a=eks,b=wye,count=407
+ a=wye,b=pan,count=392
+ a=zee,b=pan,count=389
+ a=eks,b=zee,count=357
+ a=zee,b=wye,count=455
+ a=hat,b=wye,count=423
+ a=pan,b=wye,count=395
+ a=zee,b=eks,count=391
+ a=hat,b=zee,count=385
+ a=hat,b=eks,count=389
+ a=wye,b=hat,count=426
+ a=pan,b=eks,count=429
+ a=eks,b=eks,count=413
+ a=hat,b=hat,count=381
+ a=hat,b=pan,count=363
+ a=zee,b=zee,count=403
+ a=pan,b=hat,count=417
+ a=pan,b=zee,count=413
+ a=zee,b=hat,count=409
+ a=wye,b=zee,count=385
+ a=eks,b=hat,count=417
+ a=wye,b=eks,count=386
+
        +
        +
        +
        +

        count-distinct

        +
         mlr count-distinct --help
+ Usage: mlr count-distinct [options]
+ Prints number of records having distinct values for specified field names.
+ Same as uniq -c.
+
+ Options:
+ -f {a,b,c}    Field names for distinct count.
+ -n            Show only the number of distinct values. Not compatible with -u.
+ -o {name}     Field name for output count. Default "count".
+               Ignored with -u.
+ -u            Do unlashed counts for multiple field names. With -f a,b and
+               without -u, computes counts for distinct combinations of a
+               and b field values. With -f a,b and with -u, computes counts
+               for distinct a field values and counts for distinct b field
+               values separately.
+
        +
        +
         mlr count-distinct -f a,b then sort -nr count data/medium
+ a=zee,b=wye,count=455
+ a=pan,b=eks,count=429
+ a=pan,b=pan,count=427
+ a=wye,b=hat,count=426
+ a=hat,b=wye,count=423
+ a=pan,b=hat,count=417
+ a=eks,b=hat,count=417
+ a=eks,b=eks,count=413
+ a=pan,b=zee,count=413
+ a=zee,b=hat,count=409
+ a=eks,b=wye,count=407
+ a=zee,b=zee,count=403
+ a=pan,b=wye,count=395
+ a=wye,b=pan,count=392
+ a=zee,b=eks,count=391
+ a=zee,b=pan,count=389
+ a=hat,b=eks,count=389
+ a=wye,b=eks,count=386
+ a=hat,b=zee,count=385
+ a=wye,b=zee,count=385
+ a=hat,b=hat,count=381
+ a=wye,b=wye,count=377
+ a=eks,b=pan,count=371
+ a=hat,b=pan,count=363
+ a=eks,b=zee,count=357
+
        +
        +
         mlr count-distinct -u -f a,b data/medium
+ field=a,value=pan,count=2081
+ field=a,value=eks,count=1965
+ field=a,value=wye,count=1966
+ field=a,value=zee,count=2047
+ field=a,value=hat,count=1941
+ field=b,value=pan,count=1942
+ field=b,value=wye,count=2057
+ field=b,value=zee,count=1943
+ field=b,value=eks,count=2008
+ field=b,value=hat,count=2050
+
        +
        +
         mlr count-distinct -f a,b -o someothername then sort -nr someothername data/medium
+ a=zee,b=wye,someothername=455
+ a=pan,b=eks,someothername=429
+ a=pan,b=pan,someothername=427
+ a=wye,b=hat,someothername=426
+ a=hat,b=wye,someothername=423
+ a=pan,b=hat,someothername=417
+ a=eks,b=hat,someothername=417
+ a=eks,b=eks,someothername=413
+ a=pan,b=zee,someothername=413
+ a=zee,b=hat,someothername=409
+ a=eks,b=wye,someothername=407
+ a=zee,b=zee,someothername=403
+ a=pan,b=wye,someothername=395
+ a=wye,b=pan,someothername=392
+ a=zee,b=eks,someothername=391
+ a=zee,b=pan,someothername=389
+ a=hat,b=eks,someothername=389
+ a=wye,b=eks,someothername=386
+ a=hat,b=zee,someothername=385
+ a=wye,b=zee,someothername=385
+ a=hat,b=hat,someothername=381
+ a=wye,b=wye,someothername=377
+ a=eks,b=pan,someothername=371
+ a=hat,b=pan,someothername=363
+ a=eks,b=zee,someothername=357
+
        +
        +
         mlr count-distinct -n -f a,b data/medium
+ count=25
+
        +
        +
        +
        +

        count-similar

        +
         mlr count-similar --help
+ Usage: mlr count-similar [options]
+ Ingests all records, then emits each record augmented by a count of
+ the number of other records having the same group-by field values.
+ Options:
+ -g {a,b,c} Group-by-field names for counts, e.g. a,b,c
+ -o {name} Field name for output-counts. Defaults to "count".
+ -h|--help Show this message.
+
        +
        +
         mlr --opprint head -n 20 data/medium
+ 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
+ zee pan 6  0.5271261600918548  0.49322128674835697
+ eks zee 7  0.6117840605678454  0.1878849191181694
+ zee wye 8  0.5985540091064224  0.976181385699006
+ hat wye 9  0.03144187646093577 0.7495507603507059
+ pan wye 10 0.5026260055412137  0.9526183602969864
+ pan pan 11 0.7930488423451967  0.6505816637259333
+ zee pan 12 0.3676141320555616  0.23614420670296965
+ eks pan 13 0.4915175580479536  0.7709126592971468
+ eks zee 14 0.5207382318405251  0.34141681118811673
+ eks pan 15 0.07155556372719507 0.3596137145616235
+ pan pan 16 0.5736853980681922  0.7554169353781729
+ zee eks 17 0.29081949506712723 0.054478717073354166
+ hat zee 18 0.05727869223575699 0.13343527626645157
+ zee pan 19 0.43144132839222604 0.8442204830496998
+ eks wye 20 0.38245149780530685 0.4730652428100751
+
        +
        +
         mlr --opprint head -n 20 then count-similar -g a data/medium
+ a   b   i  x                   y                    count
+ pan pan 1  0.3467901443380824  0.7268028627434533   4
+ pan wye 10 0.5026260055412137  0.9526183602969864   4
+ pan pan 11 0.7930488423451967  0.6505816637259333   4
+ pan pan 16 0.5736853980681922  0.7554169353781729   4
+ eks pan 2  0.7586799647899636  0.5221511083334797   7
+ eks wye 4  0.38139939387114097 0.13418874328430463  7
+ eks zee 7  0.6117840605678454  0.1878849191181694   7
+ eks pan 13 0.4915175580479536  0.7709126592971468   7
+ eks zee 14 0.5207382318405251  0.34141681118811673  7
+ eks pan 15 0.07155556372719507 0.3596137145616235   7
+ eks wye 20 0.38245149780530685 0.4730652428100751   7
+ wye wye 3  0.20460330576630303 0.33831852551664776  2
+ wye pan 5  0.5732889198020006  0.8636244699032729   2
+ zee pan 6  0.5271261600918548  0.49322128674835697  5
+ zee wye 8  0.5985540091064224  0.976181385699006    5
+ zee pan 12 0.3676141320555616  0.23614420670296965  5
+ zee eks 17 0.29081949506712723 0.054478717073354166 5
+ zee pan 19 0.43144132839222604 0.8442204830496998   5
+ hat wye 9  0.03144187646093577 0.7495507603507059   2
+ hat zee 18 0.05727869223575699 0.13343527626645157  2
+
        +
        +
         mlr --opprint head -n 20 then count-similar -g a then sort -f a data/medium
+ a   b   i  x                   y                    count
+ eks pan 2  0.7586799647899636  0.5221511083334797   7
+ eks wye 4  0.38139939387114097 0.13418874328430463  7
+ eks zee 7  0.6117840605678454  0.1878849191181694   7
+ eks pan 13 0.4915175580479536  0.7709126592971468   7
+ eks zee 14 0.5207382318405251  0.34141681118811673  7
+ eks pan 15 0.07155556372719507 0.3596137145616235   7
+ eks wye 20 0.38245149780530685 0.4730652428100751   7
+ hat wye 9  0.03144187646093577 0.7495507603507059   2
+ hat zee 18 0.05727869223575699 0.13343527626645157  2
+ pan pan 1  0.3467901443380824  0.7268028627434533   4
+ pan wye 10 0.5026260055412137  0.9526183602969864   4
+ pan pan 11 0.7930488423451967  0.6505816637259333   4
+ pan pan 16 0.5736853980681922  0.7554169353781729   4
+ wye wye 3  0.20460330576630303 0.33831852551664776  2
+ wye pan 5  0.5732889198020006  0.8636244699032729   2
+ zee pan 6  0.5271261600918548  0.49322128674835697  5
+ zee wye 8  0.5985540091064224  0.976181385699006    5
+ zee pan 12 0.3676141320555616  0.23614420670296965  5
+ zee eks 17 0.29081949506712723 0.054478717073354166 5
+ zee pan 19 0.43144132839222604 0.8442204830496998   5
+
        +
        +
        +
        +

        cut

        +
         mlr cut --help
+ Usage: mlr cut [options]
+ Passes through input records with specified fields included/excluded.
+ Options:
+  -f {a,b,c} Comma-separated field names for cut, e.g. a,b,c.
+  -o Retain fields in the order specified here in the argument list.
+     Default is to retain them in the order found in the input data.
+  -x|--complement  Exclude, rather than include, field names specified by -f.
+  -r Treat field names as regular expressions. "ab", "a.*b" will
+    match any field name containing the substring "ab" or matching
+    "a.*b", respectively; anchors of the form "^ab$", "^a.*b$" may
+    be used. The -o flag is ignored when -r is present.
+ -h|--help Show this message.
+ Examples:
+   mlr cut -f hostname,status
+   mlr cut -x -f hostname,status
+   mlr cut -r -f '^status$,sda[0-9]'
+   mlr cut -r -f '^status$,"sda[0-9]"'
+   mlr cut -r -f '^status$,"sda[0-9]"i' (this is case-insensitive)
+
        +
        +
         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
+
        +
        +
         mlr --opprint cut -f y,x,i data/small
+ i x                   y
+ 1 0.3467901443380824  0.7268028627434533
+ 2 0.7586799647899636  0.5221511083334797
+ 3 0.20460330576630303 0.33831852551664776
+ 4 0.38139939387114097 0.13418874328430463
+ 5 0.5732889198020006  0.8636244699032729
+
        +
        +
         echo 'a=1,b=2,c=3' | mlr cut -f b,c,a
+ a=1,b=2,c=3
+
        +
        +
         echo 'a=1,b=2,c=3' | mlr cut -o -f b,c,a
+ b=2,c=3,a=1
+
        +
        +
        +
        +

        decimate

        +
         mlr decimate --help
+ Usage: mlr decimate [options]
+ Passes through one of every n records, optionally by category.
+ Options:
+  -b Decimate by printing first of every n.
+  -e Decimate by printing last of every n (default).
+  -g {a,b,c} Optional group-by-field names for decimate counts, e.g. a,b,c.
+  -n {n} Decimation factor (default 10).
+ -h|--help Show this message.
+
        +
        +
        +
        +

        fill-down

        +
         mlr fill-down --help
+ Usage: mlr fill-down [options]
+ If a given record has a missing value for a given field, fill that from
+ the corresponding value from a previous record, if any.
+ By default, a 'missing' field either is absent, or has the empty-string value.
+ With -a, a field is 'missing' only if it is absent.
+
+ Options:
+  --all Operate on all fields in the input.
+  -a|--only-if-absent If a given record has a missing value for a given field,
+      fill that from the corresponding value from a previous record, if any.
+      By default, a 'missing' field either is absent, or has the empty-string value.
+      With -a, a field is 'missing' only if it is absent.
+  -f  Field names for fill-down.
+  -h|--help Show this message.
+
        +
        +
         cat data/fill-down.csv
+ a,b,c
+ 1,,3
+ 4,5,6
+ 7,,9
+
        +
        +
         mlr --csv fill-down -f b data/fill-down.csv
+ a,b,c
+ 1,,3
+ 4,5,6
+ 7,5,9
+
        +
        +
         mlr --csv fill-down -a -f b data/fill-down.csv
+ a,b,c
+ 1,,3
+ 4,5,6
+ 7,,9
+
        +
        +
        +
        +

        filter

        +
         mlr filter --help
+ Usage: mlr put [options] {DSL expression}
+ Options:
+ -f {file name} File containing a DSL expression. If the filename is a directory,
+    all *.mlr files in that directory are loaded.
+
+ -e {expression} You can use this after -f to add an expression. Example use
+    case: define functions/subroutines in a file you specify with -f, then call
+    them with an expression you specify with -e.
+
+ (If you mix -e and -f then the expressions are evaluated in the order encountered.
+ Since the expression pieces are simply concatenated, please be sure to use intervening
+ semicolons to separate expressions.)
+
+ -s name=value: Predefines out-of-stream variable @name to have
+     Thus mlr put -s foo=97 '$column += @foo' is like
+     mlr put 'begin {@foo = 97} $column += @foo'.
+     The value part is subject to type-inferencing.
+     May be specified more than once, e.g. -s name1=value1 -s name2=value2.
+     Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE
+
+ -x (default false) Prints records for which {expression} evaluates to false, not true,
+    i.e. invert the sense of the filter expression.
+
+ -q Does not include the modified record in the output stream.
+    Useful for when all desired output is in begin and/or end blocks.
+
+ -S and -F: There are no-ops in Miller 6 and above, since now type-inferencing is done
+    by the record-readers before filter/put is executed. Supported as no-op pass-through
+    flags for backward compatibility.
+
+ -h|--help Show this message.
+
+ Parser-info options:
+
+ -w Print warnings about things like uninitialized variables.
+
+ -W Same as -w, but exit the process if there are any warnings.
+
+ -p Prints the expressions's AST (abstract syntax tree), which gives full
+   transparency on the precedence and associativity rules of Miller's grammar,
+   to stdout.
+
+ -d Like -p but uses a parenthesized-expression format for the AST.
+
+ -D Like -d but with output all on one line.
+
+ -E Echo DSL expression before printing parse-tree
+
+ -v Same as -E -p.
+
+ -X Exit after parsing but before stream-processing. Useful with -v/-d/-D, if you
+    only want to look at parser information.
+
        +
        +
        +

        Features which filter shares with put

        +

        Please see DSL reference: overview for more information about the expression language for mlr filter.

        +
        +
        +
        +

        format-values

        +
         mlr format-values --help
+ Usage: mlr format-values [options]
+ Applies format strings to all field values, depending on autodetected type.
+ * If a field value is detected to be integer, applies integer format.
+ * Else, if a field value is detected to be float, applies float format.
+ * Else, applies string format.
+
+ Note: this is a low-keystroke way to apply formatting to many fields. To get
+ finer control, please see the fmtnum function within the mlr put DSL.
+
+ Note: this verb lets you apply arbitrary format strings, which can produce
+ undefined behavior and/or program crashes.  See your system's "man printf".
+
+ Options:
+ -i {integer format} Defaults to "%d".
+                     Examples: "%06lld", "%08llx".
+                     Note that Miller integers are long long so you must use
+                     formats which apply to long long, e.g. with ll in them.
+                     Undefined behavior results otherwise.
+ -f {float format}   Defaults to "%f".
+                     Examples: "%8.3lf", "%.6le".
+                     Note that Miller floats are double-precision so you must
+                     use formats which apply to double, e.g. with l[efg] in them.
+                     Undefined behavior results otherwise.
+ -s {string format}  Defaults to "%s".
+                     Examples: "_%s", "%08s".
+                     Note that you must use formats which apply to string, e.g.
+                     with s in them. Undefined behavior results otherwise.
+ -n                  Coerce field values autodetected as int to float, and then
+                     apply the float format.
+
        +
        +
         mlr --opprint format-values data/small
+ a   b   i x        y
+ pan pan 1 0.346790 0.726803
+ eks pan 2 0.758680 0.522151
+ wye wye 3 0.204603 0.338319
+ eks wye 4 0.381399 0.134189
+ wye pan 5 0.573289 0.863624
+
        +
        +
         mlr --opprint format-values -n data/small
+ a   b   i        x        y
+ pan pan 1.000000 0.346790 0.726803
+ eks pan 2.000000 0.758680 0.522151
+ wye wye 3.000000 0.204603 0.338319
+ eks wye 4.000000 0.381399 0.134189
+ wye pan 5.000000 0.573289 0.863624
+
        +
        +
         mlr --opprint format-values -i %08llx -f %.6le -s X%sX data/small
+ a     b     i                   x                      y
+ XpanX XpanX %!l(int=00000001)lx %!l(float64=0.34679)e  %!l(float64=0.726803)e
+ XeksX XpanX %!l(int=00000002)lx %!l(float64=0.75868)e  %!l(float64=0.522151)e
+ XwyeX XwyeX %!l(int=00000003)lx %!l(float64=0.204603)e %!l(float64=0.338319)e
+ XeksX XwyeX %!l(int=00000004)lx %!l(float64=0.381399)e %!l(float64=0.134189)e
+ XwyeX XpanX %!l(int=00000005)lx %!l(float64=0.573289)e %!l(float64=0.863624)e
+
        +
        +
         mlr --opprint format-values -i %08llx -f %.6le -s X%sX -n data/small
+ a     b     i               x                      y
+ XpanX XpanX %!l(float64=1)e %!l(float64=0.34679)e  %!l(float64=0.726803)e
+ XeksX XpanX %!l(float64=2)e %!l(float64=0.75868)e  %!l(float64=0.522151)e
+ XwyeX XwyeX %!l(float64=3)e %!l(float64=0.204603)e %!l(float64=0.338319)e
+ XeksX XwyeX %!l(float64=4)e %!l(float64=0.381399)e %!l(float64=0.134189)e
+ XwyeX XpanX %!l(float64=5)e %!l(float64=0.573289)e %!l(float64=0.863624)e
+
        +
        +
        +
        +

        fraction

        +
         mlr fraction --help
+ Usage: mlr fraction [options]
+ For each record's value in specified fields, computes the ratio of that
+ value to the sum of values in that field over all input records.
+ E.g. with input records  x=1  x=2  x=3  and  x=4, emits output records
+ x=1,x_fraction=0.1  x=2,x_fraction=0.2  x=3,x_fraction=0.3  and  x=4,x_fraction=0.4
+
+ Note: this is internally a two-pass algorithm: on the first pass it retains
+ input records and accumulates sums; on the second pass it computes quotients
+ and emits output records. This means it produces no output until all input is read.
+
+ Options:
+ -f {a,b,c}    Field name(s) for fraction calculation
+ -g {d,e,f}    Optional group-by-field name(s) for fraction counts
+ -p            Produce percents [0..100], not fractions [0..1]. Output field names
+               end with "_percent" rather than "_fraction"
+ -c            Produce cumulative distributions, i.e. running sums: each output
+               value folds in the sum of the previous for the specified group
+               E.g. with input records  x=1  x=2  x=3  and  x=4, emits output records
+               x=1,x_cumulative_fraction=0.1  x=2,x_cumulative_fraction=0.3
+               x=3,x_cumulative_fraction=0.6  and  x=4,x_cumulative_fraction=1.0
+
        +
        +

        For example, suppose you have the following CSV file:

        +
        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
+
        +
        +

        Then we can see what each record’s n contributes to the total n:

        +
         mlr --opprint fraction -f n data/fraction-example.csv
+ u      v      n    n_fraction
+ female red    2458 0.32638427831629263
+ female green  192  0.025494622228123754
+ female blue   337  0.04474837338998805
+ female purple 468  0.06214314168105165
+ female yellow 3    0.00039835347231443366
+ female orange 17   0.002257336343115124
+ male   red    143  0.018988182180321337
+ male   green  227  0.03014207940512548
+ male   blue   2034 0.270083654229186
+ male   purple 12   0.0015934138892577346
+ male   yellow 1192 0.15827911299960165
+ male   orange 448  0.0594874518656221
+
        +
        +

        Using -g we can split those out by gender, or by color:

        +
         mlr --opprint fraction -f n -g u data/fraction-example.csv
+ u      v      n    n_fraction
+ female red    2458 0.7073381294964028
+ female green  192  0.05525179856115108
+ female blue   337  0.09697841726618706
+ female purple 468  0.13467625899280575
+ female yellow 3    0.0008633093525179857
+ female orange 17   0.004892086330935252
+ male   red    143  0.035256410256410256
+ male   green  227  0.05596646942800789
+ male   blue   2034 0.5014792899408284
+ male   purple 12   0.0029585798816568047
+ male   yellow 1192 0.2938856015779093
+ male   orange 448  0.11045364891518737
+
        +
        +
         mlr --opprint fraction -f n -g v data/fraction-example.csv
+ u      v      n    n_fraction
+ female red    2458 0.9450211457131872
+ female green  192  0.45823389021479716
+ female blue   337  0.1421341206242092
+ female purple 468  0.975
+ female yellow 3    0.002510460251046025
+ female orange 17   0.03655913978494624
+ male   red    143  0.05497885428681276
+ male   green  227  0.5417661097852029
+ male   blue   2034 0.8578658793757908
+ male   purple 12   0.025
+ male   yellow 1192 0.9974895397489539
+ male   orange 448  0.9634408602150538
+
        +
        +

        We can see, for example, that 70.9% of females have red (on the left) while 94.5% of reds are for females.

        +

        To convert fractions to percents, you may use -p:

        +
         mlr --opprint fraction -f n -p data/fraction-example.csv
+ u      v      n    n_percent
+ female red    2458 32.638427831629265
+ female green  192  2.5494622228123753
+ female blue   337  4.474837338998805
+ female purple 468  6.214314168105165
+ female yellow 3    0.039835347231443365
+ female orange 17   0.2257336343115124
+ male   red    143  1.8988182180321338
+ male   green  227  3.014207940512548
+ male   blue   2034 27.0083654229186
+ male   purple 12   0.15934138892577346
+ male   yellow 1192 15.827911299960165
+ male   orange 448  5.94874518656221
+
        +
        +

        Another often-used idiom is to convert from a point distribution to a cumulative distribution, also known as “running sums”. Here, you can use -c:

        +
         mlr --opprint fraction -f n -p -c data/fraction-example.csv
+ u      v      n    n_cumulative_percent
+ female red    2458 32.638427831629265
+ female green  192  35.18789005444164
+ female blue   337  39.66272739344044
+ female purple 468  45.87704156154561
+ female yellow 3    45.916876908777056
+ female orange 17   46.142610543088566
+ male   red    143  48.041428761120706
+ male   green  227  51.05563670163325
+ male   blue   2034 78.06400212455186
+ male   purple 12   78.22334351347763
+ male   yellow 1192 94.0512548134378
+ male   orange 448  100
+
        +
        +
         mlr --opprint fraction -f n -g u -p -c data/fraction-example.csv
+ u      v      n    n_cumulative_percent
+ female red    2458 70.73381294964028
+ female green  192  76.2589928057554
+ female blue   337  85.9568345323741
+ female purple 468  99.42446043165467
+ female yellow 3    99.51079136690647
+ female orange 17   100
+ male   red    143  3.5256410256410255
+ male   green  227  9.122287968441814
+ male   blue   2034 59.27021696252466
+ male   purple 12   59.56607495069034
+ male   yellow 1192 88.95463510848126
+ male   orange 448  100
+
        +
        +
        +
        +

        grep

        +
         mlr grep -h
+ Usage: mlr grep [options] {regular expression}
+ Passes through records which match the regular expression.
+ Options:
+ -i  Use case-insensitive search.
+ -v  Invert: pass through records which do not match the regex.
+ -h|--help Show this message.
+ Note that "mlr filter" is more powerful, but requires you to know field names.
+ By contrast, "mlr grep" allows you to regex-match the entire record. It does
+ this by formatting each record in memory as DKVP, using command-line-specified
+ ORS/OFS/OPS, and matching the resulting line against the regex specified
+ here. In particular, the regex is not applied to the input stream: if you
+ have CSV with header line "x,y,z" and data line "1,2,3" then the regex will
+ be matched, not against either of these lines, but against the DKVP line
+ "x=1,y=2,z=3".  Furthermore, not all the options to system grep are supported,
+ and this command is intended to be merely a keystroke-saver. To get all the
+ features of system grep, you can do
+   "mlr --odkvp ... | grep ... | mlr --idkvp ..."
+
        +
        +
        +
        +

        group-by

        +
         mlr group-by --help
+ Usage: mlr group-by [options] {comma-separated field names}
+ Outputs records in batches having identical values at specified field names.Options:
+ -h|--help Show this message.
+
        +
        +

        This is similar to sort but with less work. Namely, Miller’s sort has three steps: read through the data and append linked lists of records, one for each unique combination of the key-field values; after all records are read, sort the key-field values; then print each record-list. The group-by operation simply omits the middle sort. An example should make this more clear.

        +
         mlr --opprint group-by a data/small
+ a   b   i x                   y
+ pan pan 1 0.3467901443380824  0.7268028627434533
+ eks pan 2 0.7586799647899636  0.5221511083334797
+ eks wye 4 0.38139939387114097 0.13418874328430463
+ wye wye 3 0.20460330576630303 0.33831852551664776
+ wye pan 5 0.5732889198020006  0.8636244699032729
+
        +
        +
         mlr --opprint sort -f a data/small
+ a   b   i x                   y
+ eks pan 2 0.7586799647899636  0.5221511083334797
+ eks wye 4 0.38139939387114097 0.13418874328430463
+ pan pan 1 0.3467901443380824  0.7268028627434533
+ wye wye 3 0.20460330576630303 0.33831852551664776
+ wye pan 5 0.5732889198020006  0.8636244699032729
+
        +
        +

        In this example, since the sort is on field a, the first step is to group together all records having the same value for field a; the second step is to sort the distinct a-field values pan, eks, and wye into eks, pan, and wye; the third step is to print out the record-list for a=eks, then the record-list for a=pan, then the record-list for a=wye. The group-by operation omits the middle sort and just puts like records together, for those times when a sort isn’t desired. In particular, the ordering of group-by fields for group-by is the order in which they were encountered in the data stream, which in some cases may be more interesting to you.

        +
        +
        +

        group-like

        +
         mlr group-like --help
+ Usage: mlr group-like [options]
+ Outputs records in batches having identical field names.Options:
+ -h|--help Show this message.
+
        +
        +

        This groups together records having the same schema (i.e. same ordered list of field names) which is useful for making sense of time-ordered output as described in Record-heterogeneity – in particular, in preparation for CSV or pretty-print output.

        +
         mlr cat data/het.dkvp
+ 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
+
        +
        +
         mlr --opprint group-like data/het.dkvp
+ resource             loadsec ok
+ /path/to/file        0.45    true
+ /path/to/second/file 0.32    true
+ /some/other/path     0.97    false
+
+ record_count resource
+ 100          /path/to/file
+ 150          /path/to/second/file
+
        +
        +
        +
        +

        having-fields

        +
         mlr having-fields --help
+ Usage: mlr having-fields [options]
+ Conditionally passes through records depending on each record's field names.
+ Options:
+   --at-least      {comma-separated names}
+   --which-are     {comma-separated names}
+   --at-most       {comma-separated names}
+   --all-matching  {regular expression}
+   --any-matching  {regular expression}
+   --none-matching {regular expression}
+ Examples:
+   mlr having-fields --which-are amount,status,owner
+   mlr having-fields --any-matching 'sda[0-9]'
+   mlr having-fields --any-matching '"sda[0-9]"'
+   mlr having-fields --any-matching '"sda[0-9]"i' (this is case-insensitive)
+
        +
        +

        Similar to group-like, this retains records with specified schema.

        +
         mlr cat data/het.dkvp
+ 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
+
        +
        +
         mlr having-fields --at-least resource data/het.dkvp
+ 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
+
        +
        +
         mlr having-fields --which-are resource,ok,loadsec data/het.dkvp
+ resource=/path/to/file,loadsec=0.45,ok=true
+ resource=/path/to/second/file,loadsec=0.32,ok=true
+ resource=/some/other/path,loadsec=0.97,ok=false
+
        +
        +
        + +
        +

        histogram

        +
         mlr histogram --help
+ Just a histogram. Input values < lo or > hi are not counted.
+ Usage: mlr histogram [options]
+ -f {a,b,c}    Value-field names for histogram counts
+ --lo {lo}     Histogram low value
+ --hi {hi}     Histogram high value
+ --nbins {n}   Number of histogram bins
+ --auto        Automatically computes limits, ignoring --lo and --hi.
+               Holds all values in memory before producing any output.
+ -o {prefix}   Prefix for output field name. Default: no prefix.
+ -h|--help Show this message.
+
        +
        +

        This is just a histogram; there’s not too much to say here. A note about binning, by example: Suppose you use --lo 0.0 --hi 1.0 --nbins 10 -f x. The input numbers less than 0 or greater than 1 aren’t counted in any bin. Input numbers equal to 1 are counted in the last bin. That is, bin 0 has 0.0 &le; x < 0.1, bin 1 has 0.1 &le; x < 0.2, etc., but bin 9 has 0.9 &le; x &le; 1.0.

        +
         mlr --opprint put '$x2=$x**2;$x3=$x2*$x' \
+   then histogram -f x,x2,x3 --lo 0 --hi 1 --nbins 10 \
+   data/medium
+ bin_lo bin_hi x_count x2_count x3_count
+ 0      0.1    1072    3231     4661
+ 0.1    0.2    938     1254     1184
+ 0.2    0.3    1037    988      845
+ 0.3    0.4    988     832      676
+ 0.4    0.5    950     774      576
+ 0.5    0.6    1002    692      476
+ 0.6    0.7    1007    591      438
+ 0.7    0.8    1007    560      420
+ 0.8    0.9    986     571      383
+ 0.9    1      1013    507      341
+
        +
        +
         mlr --opprint put '$x2=$x**2;$x3=$x2*$x' \
+   then histogram -f x,x2,x3 --lo 0 --hi 1 --nbins 10 -o my_ \
+   data/medium
+ my_bin_lo my_bin_hi my_x_count my_x2_count my_x3_count
+ 0         0.1       1072       3231        4661
+ 0.1       0.2       938        1254        1184
+ 0.2       0.3       1037       988         845
+ 0.3       0.4       988        832         676
+ 0.4       0.5       950        774         576
+ 0.5       0.6       1002       692         476
+ 0.6       0.7       1007       591         438
+ 0.7       0.8       1007       560         420
+ 0.8       0.9       986        571         383
+ 0.9       1         1013       507         341
+
        +
        +
        +
        +

        join

        +
         mlr join --help
+ Usage: mlr sort {flags}
+ Sorts records primarily by the first specified field, secondarily by the second
+ field, and so on.  (Any records not having all specified sort keys will appear
+ at the end of the output, in the order they were encountered, regardless of the
+ specified sort order.) The sort is stable: records that compare equal will sort
+ in the order they were encountered in the input record stream.
+
+ Options:
+ -f  {comma-separated field names}  Lexical ascending
+ -n  {comma-separated field names}  Numerical ascending; nulls sort last
+ -nf {comma-separated field names}  Same as -n
+ -r  {comma-separated field names}  Lexical descending
+ -nr {comma-separated field names}  Numerical descending; nulls sort first
+ -h|--help Show this message.
+
+ Example:
+   mlr sort -f a,b -nr x,y,z
+ which is the same as:
+   mlr sort -f a -f b -nr x -nr y -nr z
+
        +
        +

        Examples:

        +

        Join larger table with IDs with smaller ID-to-name lookup table, showing only paired records:

        +
         mlr --icsvlite --opprint cat data/join-left-example.csv
+ id  name
+ 100 alice
+ 200 bob
+ 300 carol
+ 400 david
+ 500 edgar
+
        +
        +
         mlr --icsvlite --opprint cat data/join-right-example.csv
+ 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
+
        +
        +
         mlr --icsvlite --opprint \
+   join -u -j id -r idcode -f data/join-left-example.csv \
+   data/join-right-example.csv
+ id  name  status
+ 400 david present
+ 100 alice present
+ 200 bob   missing
+ 100 alice present
+ 200 bob   present
+ 100 alice missing
+ 200 bob   missing
+ 300 carol present
+ 400 david present
+ 400 david present
+ 300 carol present
+ 100 alice present
+ 400 david missing
+ 200 bob   present
+ 200 bob   present
+ 200 bob   present
+ 200 bob   present
+ 400 david present
+ 300 carol present
+
        +
        +

        Same, but with sorting the input first:

        +
         mlr --icsvlite --opprint sort -f idcode \
+   then join -j id -r idcode -f data/join-left-example.csv \
+   data/join-right-example.csv
+ id  name  status
+ 100 alice present
+ 100 alice present
+ 100 alice missing
+ 100 alice present
+ 200 bob   missing
+ 200 bob   present
+ 200 bob   missing
+ 200 bob   present
+ 200 bob   present
+ 200 bob   present
+ 200 bob   present
+ 300 carol present
+ 300 carol present
+ 300 carol present
+ 400 david present
+ 400 david present
+ 400 david present
+ 400 david missing
+ 400 david present
+
        +
        +

        Same, but showing only unpaired records:

        +
         mlr --icsvlite --opprint \
+   join --np --ul --ur -u -j id -r idcode -f data/join-left-example.csv \
+   data/join-right-example.csv
+ status  idcode
+ missing 600
+
+ id  name
+ 500 edgar
+
        +
        +

        Use prefixing options to disambiguate between otherwise identical non-join field names:

        +
         mlr --csvlite --opprint cat data/self-join.csv data/self-join.csv
+ a b c
+ 1 2 3
+ 1 4 5
+ 1 2 3
+ 1 4 5
+
        +
        +
         mlr --csvlite --opprint join -j a --lp left_ --rp right_ -f data/self-join.csv data/self-join.csv
+ a left_b left_c right_b right_c
+ 1 2      3      2       3
+ 1 4      5      2       3
+ 1 2      3      4       5
+ 1 4      5      4       5
+
        +
        +

        Use zero join columns:

        +
         mlr --csvlite --opprint join -j "" --lp left_ --rp right_ -f data/self-join.csv data/self-join.csv
+ left_a left_b left_c right_a right_b right_c
+ 1      2      3      1       2       3
+ 1      4      5      1       2       3
+ 1      2      3      1       4       5
+ 1      4      5      1       4       5
+
        +
        +
        +
        +

        label

        +
         mlr label --help
+ Usage: mlr label [options] {new1,new2,new3,...}
+ Given n comma-separated names, renames the first n fields of each record to
+ have the respective name. (Fields past the nth are left with their original
+ names.) Particularly useful with --inidx or --implicit-csv-header, to give
+ useful names to otherwise integer-indexed fields.
+
+ Options:
+ -h|--help Show this message.
+
        +
        +

        See also rename.

        +

        Example: Files such as /etc/passwd, /etc/group, and so on have implicit field names which are found in section-5 manpages. These field names may be made explicit as follows:

        +
        % 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
+
        +
        +

        Likewise, if you have CSV/CSV-lite input data which has somehow been bereft of its header line, you can re-add a header line using --implicit-csv-header and label:

        +
         cat data/headerless.csv
+ John,23,present
+ Fred,34,present
+ Alice,56,missing
+ Carol,45,present
+
        +
        +
         mlr  --csv --implicit-csv-header cat data/headerless.csv
+ 1,2,3
+ John,23,present
+ Fred,34,present
+ Alice,56,missing
+ Carol,45,present
+
        +
        +
         mlr  --csv --implicit-csv-header label name,age,status data/headerless.csv
+ name,age,status
+ John,23,present
+ Fred,34,present
+ Alice,56,missing
+ Carol,45,present
+
        +
        +
         mlr --icsv --implicit-csv-header --opprint label name,age,status data/headerless.csv
+ name  age status
+ John  23  present
+ Fred  34  present
+ Alice 56  missing
+ Carol 45  present
+
        +
        +
        +
        +

        least-frequent

        +
         mlr least-frequent -h
+ Usage: mlr least-frequent [options]
+ Shows the least frequently occurring distinct values for specified field names.
+ The first entry is the statistical anti-mode; the remaining are runners-up.
+ Options:
+ -f {one or more comma-separated field names}. Required flag.
+ -n {count}. Optional flag defaulting to 10.
+ -b          Suppress counts; show only field values.
+ -o {name}   Field name for output count. Default "count".
+ See also "mlr most-frequent".
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape -n 5
+ shape    count
+ circle   2591
+ triangle 3372
+ square   4115
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape,color -n 5
+ shape    color  count
+ circle   orange 68
+ triangle orange 107
+ square   orange 128
+ circle   green  287
+ circle   purple 289
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape,color -n 5 -o someothername
+ shape    color  someothername
+ circle   orange 68
+ triangle orange 107
+ square   orange 128
+ circle   green  287
+ circle   purple 289
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp least-frequent -f shape,color -n 5 -b
+ shape    color
+ circle   orange
+ triangle orange
+ square   orange
+ circle   green
+ circle   purple
+
        +
        +

        See also most-frequent.

        +
        +
        +

        merge-fields

        +
         mlr merge-fields --help
+ Usage: mlr merge-fields [options]
+ Computes univariate statistics for each input record, accumulated across
+ specified fields.
+ Options:
+ -a {sum,count,...}  Names of accumulators. One or more of:
+   count    Count instances of fields
+   mode     Find most-frequently-occurring values for fields; first-found wins tie
+   antimode Find least-frequently-occurring values for fields; first-found wins tie
+   sum      Compute sums of specified fields
+   mean     Compute averages (sample means) of specified fields
+   var      Compute sample variance of specified fields
+   stddev   Compute sample standard deviation of specified fields
+   meaneb   Estimate error bars for averages (assuming no sample autocorrelation)
+   skewness Compute sample skewness of specified fields
+   kurtosis Compute sample kurtosis of specified fields
+   min      Compute minimum values of specified fields
+   max      Compute maximum values of specified fields
+ -f {a,b,c}  Value-field names on which to compute statistics. Requires -o.
+ -r {a,b,c}  Regular expressions for value-field names on which to compute
+             statistics. Requires -o.
+ -c {a,b,c}  Substrings for collapse mode. All fields which have the same names
+             after removing substrings will be accumulated together. Please see
+             examples below.
+ -i          Use interpolated percentiles, like R's type=7; default like type=1.
+             Not sensical for string-valued fields.
+ -o {name}   Output field basename for -f/-r.
+ -k          Keep the input fields which contributed to the output statistics;
+             the default is to omit them.
+
+ String-valued data make sense unless arithmetic on them is required,
+ e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data,
+ numbers are less than strings.
+
+ Example input data: "a_in_x=1,a_out_x=2,b_in_y=4,b_out_x=8".
+ Example: mlr merge-fields -a sum,count -f a_in_x,a_out_x -o foo
+   produces "b_in_y=4,b_out_x=8,foo_sum=3,foo_count=2" since "a_in_x,a_out_x" are
+   summed over.
+ Example: mlr merge-fields -a sum,count -r in_,out_ -o bar
+   produces "bar_sum=15,bar_count=4" since all four fields are summed over.
+ Example: mlr merge-fields -a sum,count -c in_,out_
+   produces "a_x_sum=3,a_x_count=2,b_y_sum=4,b_y_count=1,b_x_sum=8,b_x_count=1"
+   since "a_in_x" and "a_out_x" both collapse to "a_x", "b_in_y" collapses to
+   "b_y", and "b_out_x" collapses to "b_x".
+
        +
        +

        This is like mlr stats1 but all accumulation is done across fields within each given record: horizontal rather than vertical statistics, if you will.

        +

        Examples:

        +
         mlr --csvlite --opprint cat data/inout.csv
+ a_in a_out b_in b_out
+ 436  490   446  195
+ 526  320   963  780
+ 220  888   705  831
+
        +
        +
         mlr --csvlite --opprint merge-fields -a min,max,sum -c _in,_out data/inout.csv
+ a_min a_max a_sum b_min b_max b_sum
+ 436   490   926   195   446   641
+ 320   526   846   780   963   1743
+ 220   888   1108  705   831   1536
+
        +
        +
         mlr --csvlite --opprint merge-fields -k -a sum -c _in,_out data/inout.csv
+ a_in a_out b_in b_out a_sum b_sum
+ 436  490   446  195   926   641
+ 526  320   963  780   846   1743
+ 220  888   705  831   1108  1536
+
        +
        +
        +
        +

        most-frequent

        +
         mlr most-frequent -h
+ Usage: mlr most-frequent [options]
+ Shows the most frequently occurring distinct values for specified field names.
+ The first entry is the statistical mode; the remaining are runners-up.
+ Options:
+ -f {one or more comma-separated field names}. Required flag.
+ -n {count}. Optional flag defaulting to 10.
+ -b          Suppress counts; show only field values.
+ -o {name}   Field name for output count. Default "count".
+ See also "mlr least-frequent".
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape -n 5
+ shape    count
+ square   4115
+ triangle 3372
+ circle   2591
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape,color -n 5
+ shape    color  count
+ square   red    1874
+ triangle red    1560
+ circle   red    1207
+ square   yellow 589
+ square   blue   589
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape,color -n 5 -o someothername
+ shape    color  someothername
+ square   red    1874
+ triangle red    1560
+ circle   red    1207
+ square   yellow 589
+ square   blue   589
+
        +
        +
         mlr --opprint --from data/colored-shapes.dkvp most-frequent -f shape,color -n 5 -b
+ shape    color
+ square   red
+ triangle red
+ circle   red
+ square   yellow
+ square   blue
+
        +
        +

        See also least-frequent.

        +
        +
        +

        nest

        +
         mlr nest -h
+ Usage: mlr nest [options]
+ Explodes specified field values into separate fields/records, or reverses this.
+ Options:
+   --explode,--implode   One is required.
+   --values,--pairs      One is required.
+   --across-records,--across-fields One is required.
+   -f {field name}       Required.
+   --nested-fs {string}  Defaults to ";". Field separator for nested values.
+   --nested-ps {string}  Defaults to ":". Pair separator for nested key-value pairs.
+   --evar {string}       Shorthand for --explode --values ---across-records --nested-fs {string}
+   --ivar {string}       Shorthand for --implode --values ---across-records --nested-fs {string}
+ Please use "mlr --usage-separator-options" for information on specifying separators.
+
+ Examples:
+
+   mlr nest --explode --values --across-records -f x
+   with input record "x=a;b;c,y=d" produces output records
+     "x=a,y=d"
+     "x=b,y=d"
+     "x=c,y=d"
+   Use --implode to do the reverse.
+
+   mlr nest --explode --values --across-fields -f x
+   with input record "x=a;b;c,y=d" produces output records
+     "x_1=a,x_2=b,x_3=c,y=d"
+   Use --implode to do the reverse.
+
+   mlr nest --explode --pairs --across-records -f x
+   with input record "x=a:1;b:2;c:3,y=d" produces output records
+     "a=1,y=d"
+     "b=2,y=d"
+     "c=3,y=d"
+
+   mlr nest --explode --pairs --across-fields -f x
+   with input record "x=a:1;b:2;c:3,y=d" produces output records
+     "a=1,b=2,c=3,y=d"
+
+ Notes:
+ * With --pairs, --implode doesn't make sense since the original field name has
+   been lost.
+ * The combination "--implode --values --across-records" is non-streaming:
+   no output records are produced until all input records have been read. In
+   particular, this means it won't work in tail -f contexts. But all other flag
+   combinations result in streaming (tail -f friendly) data processing.
+ * It's up to you to ensure that the nested-fs is distinct from your data's IFS:
+   e.g. by default the former is semicolon and the latter is comma.
+ See also mlr reshape.
+
        +
        +
        +
        +

        nothing

        +
         mlr nothing -h
+ Usage: mlr nothing [options]
+ Drops all input records. Useful for testing, or after tee/print/etc. have
+ produced other output.
+ Options:
+ -h|--help Show this message.
+
        +
        +
        +
        +

        put

        +
         mlr put --help
+ Usage: mlr put [options] {DSL expression}
+ Options:
+ -f {file name} File containing a DSL expression. If the filename is a directory,
+    all *.mlr files in that directory are loaded.
+
+ -e {expression} You can use this after -f to add an expression. Example use
+    case: define functions/subroutines in a file you specify with -f, then call
+    them with an expression you specify with -e.
+
+ (If you mix -e and -f then the expressions are evaluated in the order encountered.
+ Since the expression pieces are simply concatenated, please be sure to use intervening
+ semicolons to separate expressions.)
+
+ -s name=value: Predefines out-of-stream variable @name to have
+     Thus mlr put -s foo=97 '$column += @foo' is like
+     mlr put 'begin {@foo = 97} $column += @foo'.
+     The value part is subject to type-inferencing.
+     May be specified more than once, e.g. -s name1=value1 -s name2=value2.
+     Note: the value may be an environment variable, e.g. -s sequence=$SEQUENCE
+
+ -x (default false) Prints records for which {expression} evaluates to false, not true,
+    i.e. invert the sense of the filter expression.
+
+ -q Does not include the modified record in the output stream.
+    Useful for when all desired output is in begin and/or end blocks.
+
+ -S and -F: There are no-ops in Miller 6 and above, since now type-inferencing is done
+    by the record-readers before filter/put is executed. Supported as no-op pass-through
+    flags for backward compatibility.
+
+ -h|--help Show this message.
+
+ Parser-info options:
+
+ -w Print warnings about things like uninitialized variables.
+
+ -W Same as -w, but exit the process if there are any warnings.
+
+ -p Prints the expressions's AST (abstract syntax tree), which gives full
+   transparency on the precedence and associativity rules of Miller's grammar,
+   to stdout.
+
+ -d Like -p but uses a parenthesized-expression format for the AST.
+
+ -D Like -d but with output all on one line.
+
+ -E Echo DSL expression before printing parse-tree
+
+ -v Same as -E -p.
+
+ -X Exit after parsing but before stream-processing. Useful with -v/-d/-D, if you
+    only want to look at parser information.
+
        +
        +
        +

        Features which put shares with filter

        +

        Please see the DSL reference: overview for more information about the expression language for mlr put.

        +
        +
        +
        +

        regularize

        +
         mlr regularize --help
+ Usage: mlr regularize [options]
+ Outputs records sorted lexically ascending by keys.Options:
+ -h|--help Show this message.
+
        +
        +

        This exists since hash-map software in various languages and tools encountered in the wild does not always print similar rows with fields in the same order: mlr regularize helps clean that up.

        +

        See also reorder.

        +
        +
        +

        remove-empty-columns

        +
         mlr remove-empty-columns --help
+ Usage: mlr remove-empty-columns [options]
+ Omits fields which are empty on every input row. Non-streaming.
+ Options:
+ -h|--help Show this message.
+
        +
        +
         cat data/remove-empty-columns.csv
+ a,b,c,d,e
+ 1,,3,,5
+ 2,,4,,5
+ 3,,5,,7
+
        +
        +
         mlr --csv remove-empty-columns data/remove-empty-columns.csv
+ a,c,e
+ 1,3,5
+ 2,4,5
+ 3,5,7
+
        +
        +

        Since this verb needs to read all records to see if any of them has a non-empty value for a given field name, it is non-streaming: it will ingest all records before writing any.

        +
        +
        +

        rename

        +
         mlr rename --help
+ Usage: mlr rename [options] {old1,new1,old2,new2,...}
+ Renames specified fields.
+ Options:
+ -r         Treat old field  names as regular expressions. "ab", "a.*b"
+            will match any field name containing the substring "ab" or
+            matching "a.*b", respectively; anchors of the form "^ab$",
+            "^a.*b$" may be used. New field names may be plain strings,
+            or may contain capture groups of the form "\1" through
+            "\9". Wrapping the regex in double quotes is optional, but
+            is required if you wish to follow it with 'i' to indicate
+            case-insensitivity.
+ -g         Do global replacement within each field name rather than
+            first-match replacement.
+ -h|--help Show this message.
+ Examples:
+ mlr rename old_name,new_name'
+ mlr rename old_name_1,new_name_1,old_name_2,new_name_2'
+ mlr rename -r 'Date_[0-9]+,Date,'  Rename all such fields to be "Date"
+ mlr rename -r '"Date_[0-9]+",Date' Same
+ mlr rename -r 'Date_([0-9]+).*,\1' Rename all such fields to be of the form 20151015
+ mlr rename -r '"name"i,Name'       Rename "name", "Name", "NAME", etc. to "Name"
+
        +
        +
         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
+
        +
        +
         mlr --opprint rename i,INDEX,b,COLUMN2 data/small
+ a   COLUMN2 INDEX 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
+
        +
        +

        As discussed in Performance, sed is significantly faster than Miller at doing this. However, Miller is format-aware, so it knows to do renames only within specified field keys and not any others, nor in field values which may happen to contain the same pattern. Example:

        +
         sed 's/y/COLUMN5/g' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,COLUMN5=0.7268028627434533
+ a=eks,b=pan,i=2,x=0.7586799647899636,COLUMN5=0.5221511083334797
+ a=wCOLUMN5e,b=wCOLUMN5e,i=3,x=0.20460330576630303,COLUMN5=0.33831852551664776
+ a=eks,b=wCOLUMN5e,i=4,x=0.38139939387114097,COLUMN5=0.13418874328430463
+ a=wCOLUMN5e,b=pan,i=5,x=0.5732889198020006,COLUMN5=0.8636244699032729
+
        +
        +
         mlr rename y,COLUMN5 data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,COLUMN5=0.7268028627434533
+ a=eks,b=pan,i=2,x=0.7586799647899636,COLUMN5=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,COLUMN5=0.33831852551664776
+ a=eks,b=wye,i=4,x=0.38139939387114097,COLUMN5=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,COLUMN5=0.8636244699032729
+
        +
        +

        See also label.

        +
        +
        +

        reorder

        +
         mlr reorder --help
+ Usage: mlr reorder [options]
+ Moves specified names to start of record, or end of record.
+ Options:
+ -e Put specified field names at record end: default is to put them at record start.
+ -f {a,b,c} Field names to reorder.
+ -b {x}     Put field names specified with -f before field name specified by {x},
+            if any. If {x} isn't present in a given record, the specified fields
+            will not be moved.
+ -a {x}     Put field names specified with -f after field name specified by {x},
+            if any. If {x} isn't present in a given record, the specified fields
+            will not be moved.
+ -h|--help Show this message.
+
+ Examples:
+ mlr reorder    -f a,b sends input record "d=4,b=2,a=1,c=3" to "a=1,b=2,d=4,c=3".
+ mlr reorder -e -f a,b sends input record "d=4,b=2,a=1,c=3" to "d=4,c=3,a=1,b=2".
+
        +
        +

        This pivots specified field names to the start or end of the record – for +example when you have highly multi-column data and you want to bring a field or +two to the front of line where you can give a quick visual scan.

        +
         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
+
        +
        +
         mlr --opprint reorder -f i,b data/small
+ i b   a   x                   y
+ 1 pan pan 0.3467901443380824  0.7268028627434533
+ 2 pan eks 0.7586799647899636  0.5221511083334797
+ 3 wye wye 0.20460330576630303 0.33831852551664776
+ 4 wye eks 0.38139939387114097 0.13418874328430463
+ 5 pan wye 0.5732889198020006  0.8636244699032729
+
        +
        +
         mlr --opprint reorder -e -f i,b data/small
+ a   x                   y                   i b
+ pan 0.3467901443380824  0.7268028627434533  1 pan
+ eks 0.7586799647899636  0.5221511083334797  2 pan
+ wye 0.20460330576630303 0.33831852551664776 3 wye
+ eks 0.38139939387114097 0.13418874328430463 4 wye
+ wye 0.5732889198020006  0.8636244699032729  5 pan
+
        +
        +
        +
        +

        repeat

        +
         mlr repeat --help
+ Usage: mlr repeat [options]
+ Copies input records to output records multiple times.
+ Options must be exactly one of the following:
+ -n {repeat count}  Repeat each input record this many times.
+ -f {field name}    Same, but take the repeat count from the specified
+                    field name of each input record.
+ -h|--help Show this message.
+ Example:
+   echo x=0 | mlr repeat -n 4 then put '$x=urand()'
+ produces:
+  x=0.488189
+  x=0.484973
+  x=0.704983
+  x=0.147311
+ Example:
+   echo a=1,b=2,c=3 | mlr repeat -f b
+ produces:
+   a=1,b=2,c=3
+   a=1,b=2,c=3
+ Example:
+   echo a=1,b=2,c=3 | mlr repeat -f c
+ produces:
+   a=1,b=2,c=3
+   a=1,b=2,c=3
+   a=1,b=2,c=3
+
        +
        +

        This is useful in at least two ways: one, as a data-generator as in the +above example using urand(); two, for reconstructing individual +samples from data which has been count-aggregated:

        +
         cat data/repeat-example.dat
+ color=blue,count=5
+ color=red,count=4
+ color=green,count=3
+
        +
        +
         mlr repeat -f count then cut -x -f count data/repeat-example.dat
+ color=blue
+ color=blue
+ color=blue
+ color=blue
+ color=blue
+ color=red
+ color=red
+ color=red
+ color=red
+ color=green
+ color=green
+ color=green
+
        +
        +

        After expansion with repeat, such data can then be sent on to +stats1 -a mode, or (if the data are numeric) to stats1 -a +p10,p50,p90, etc.

        +
        +
        +

        reshape

        +
         mlr reshape --help
+ Usage: mlr reshape [options]
+ Wide-to-long options:
+   -i {input field names}   -o {key-field name,value-field name}
+   -r {input field regexes} -o {key-field name,value-field name}
+   These pivot/reshape the input data such that the input fields are removed
+   and separate records are emitted for each key/value pair.
+   Note: this works with tail -f and produces output records for each input
+   record seen.
+ Long-to-wide options:
+   -s {key-field name,value-field name}
+   These pivot/reshape the input data to undo the wide-to-long operation.
+   Note: this does not work with tail -f; it produces output records only after
+   all input records have been read.
+
+ Examples:
+
+   Input file "wide.txt":
+     time       X           Y
+     2009-01-01 0.65473572  2.4520609
+     2009-01-02 -0.89248112 0.2154713
+     2009-01-03 0.98012375  1.3179287
+
+   mlr --pprint reshape -i X,Y -o item,value wide.txt
+     time       item value
+     2009-01-01 X    0.65473572
+     2009-01-01 Y    2.4520609
+     2009-01-02 X    -0.89248112
+     2009-01-02 Y    0.2154713
+     2009-01-03 X    0.98012375
+     2009-01-03 Y    1.3179287
+
+   mlr --pprint reshape -r '[A-Z]' -o item,value wide.txt
+     time       item value
+     2009-01-01 X    0.65473572
+     2009-01-01 Y    2.4520609
+     2009-01-02 X    -0.89248112
+     2009-01-02 Y    0.2154713
+     2009-01-03 X    0.98012375
+     2009-01-03 Y    1.3179287
+
+   Input file "long.txt":
+     time       item value
+     2009-01-01 X    0.65473572
+     2009-01-01 Y    2.4520609
+     2009-01-02 X    -0.89248112
+     2009-01-02 Y    0.2154713
+     2009-01-03 X    0.98012375
+     2009-01-03 Y    1.3179287
+
+   mlr --pprint reshape -s item,value long.txt
+     time       X           Y
+     2009-01-01 0.65473572  2.4520609
+     2009-01-02 -0.89248112 0.2154713
+     2009-01-03 0.98012375  1.3179287
+ See also mlr nest.
+
        +
        +
        +
        +

        sample

        +
         mlr sample --help
+ Usage: mlr sample [options]
+ Reservoir sampling (subsampling without replacement), optionally by category.
+ See also mlr bootstrap and mlr shuffle.
+ Options:
+ -g {a,b,c} Optional: group-by-field names for samples, e.g. a,b,c.
+ -k {k} Required: number of records to output in total, or by group if using -g.
+ -h|--help Show this message.
+
        +
        +

        This is reservoir-sampling: select k items from n with +uniform probability and no repeats in the sample. (If n is less than +k, then of course only n samples are produced.) With -g +{field names}, produce a k-sample for each distinct value of the +specified field names.

        +
        $ 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
+
        +
        +

        Note that no output is produced until all inputs are in. Another way to do +sampling, which works in the streaming case, is mlr filter 'urand() & +0.001' where you tune the 0.001 to meet your needs.

        +
        +
        +

        sec2gmt

        +
         mlr sec2gmt -h
+ Usage: mlr sec2gmt [options] {comma-separated list of field names}
+ Replaces a numeric field representing seconds since the epoch with the
+ corresponding GMT timestamp; leaves non-numbers as-is. This is nothing
+ more than a keystroke-saver for the sec2gmt function:
+   mlr sec2gmt time1,time2
+ is the same as
+   mlr put '$time1 = sec2gmt($time1); $time2 = sec2gmt($time2)'
+ Options:
+ -1 through -9: format the seconds using 1..9 decimal places, respectively.
+ --millis Input numbers are treated as milliseconds since the epoch.
+ --micros Input numbers are treated as microseconds since the epoch.
+ --nanos  Input numbers are treated as nanoseconds since the epoch.
+ -h|--help Show this message.
+
        +
        +
        +
        +

        sec2gmtdate

        +
         mlr sec2gmtdate -h
+ Usage: ../c/mlr sec2gmtdate {comma-separated list of field names}
+ Replaces a numeric field representing seconds since the epoch with the
+ corresponding GMT year-month-day timestamp; leaves non-numbers as-is.
+ This is nothing more than a keystroke-saver for the sec2gmtdate function:
+   ../c/mlr sec2gmtdate time1,time2
+ is the same as
+   ../c/mlr put '$time1=sec2gmtdate($time1);$time2=sec2gmtdate($time2)'
+
        +
        +
        +
        +

        seqgen

        +
         mlr seqgen -h
+ Usage: mlr seqgen [options]
+ Passes input records directly to output. Most useful for format conversion.
+ Produces a sequence of counters.  Discards the input record stream. Produces
+ output as specified by the options
+
+ Options:
+ -f {name} (default "i") Field name for counters.
+ --start {value} (default 1) Inclusive start value.
+ --step {value} (default 1) Step value.
+ --stop {value} (default 100) Inclusive stop value.
+ -h|--help Show this message.
+ Start, stop, and/or step may be floating-point. Output is integer if start,
+ stop, and step are all integers. Step may be negative. It may not be zero
+ unless start == stop.
+
        +
        +
         mlr seqgen --stop 10
+ i=1
+ i=2
+ i=3
+ i=4
+ i=5
+ i=6
+ i=7
+ i=8
+ i=9
+ i=10
+
        +
        +
         mlr seqgen --start 20 --stop 40 --step 4
+ i=20
+ i=24
+ i=28
+ i=32
+ i=36
+ i=40
+
        +
        +
         mlr seqgen --start 40 --stop 20 --step -4
+ i=40
+ i=36
+ i=32
+ i=28
+ i=24
+ i=20
+
        +
        +
        +
        +

        shuffle

        +
         mlr shuffle -h
+ Usage: mlr shuffle [options]
+ Outputs records randomly permuted. No output records are produced until
+ all input records are read. See also mlr bootstrap and mlr sample.
+ Options:
+ -h|--help Show this message.
+
        +
        +
        +
        +

        skip-trivial-records

        +
         mlr skip-trivial-records -h
+ Usage: mlr skip-trivial-records [options]
+ Passes through all records except those with zero fields,
+ or those for which all fields have empty value.
+ Options:
+ -h|--help Show this message.
+
        +
        +
         cat data/trivial-records.csv
+ a,b,c
+ 1,2,3
+ 4,,6
+ ,,
+ ,8,9
+
        +
        +
         mlr --csv skip-trivial-records data/trivial-records.csv
+ a,b,c
+ 1,2,3
+ 4,,6
+ ,8,9
+
        +
        +
        +
        +

        sort

        +
         mlr sort --help
+ Usage: mlr sort {flags}
+ Sorts records primarily by the first specified field, secondarily by the second
+ field, and so on.  (Any records not having all specified sort keys will appear
+ at the end of the output, in the order they were encountered, regardless of the
+ specified sort order.) The sort is stable: records that compare equal will sort
+ in the order they were encountered in the input record stream.
+
+ Options:
+ -f  {comma-separated field names}  Lexical ascending
+ -n  {comma-separated field names}  Numerical ascending; nulls sort last
+ -nf {comma-separated field names}  Same as -n
+ -r  {comma-separated field names}  Lexical descending
+ -nr {comma-separated field names}  Numerical descending; nulls sort first
+ -h|--help Show this message.
+
+ Example:
+   mlr sort -f a,b -nr x,y,z
+ which is the same as:
+   mlr sort -f a -f b -nr x -nr y -nr z
+
        +
        +

        Example:

        +
         mlr --opprint sort -f a -nr x data/small
+ a   b   i x                   y
+ eks pan 2 0.7586799647899636  0.5221511083334797
+ eks wye 4 0.38139939387114097 0.13418874328430463
+ pan pan 1 0.3467901443380824  0.7268028627434533
+ wye pan 5 0.5732889198020006  0.8636244699032729
+ wye wye 3 0.20460330576630303 0.33831852551664776
+
        +
        +

        Here’s an example filtering log data: suppose multiple threads (labeled here by color) are all logging progress counts to a single log file. The log file is (by nature) chronological, so the progress of various threads is interleaved:

        +
         head -n 10 data/multicountdown.dat
+ 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
+
        +
        +

        We can group these by thread by sorting on the thread ID (here, +color). Since Miller’s sort is stable, this means that +timestamps within each thread’s log data are still chronological:

        +
         head -n 20 data/multicountdown.dat | mlr --opprint sort -f color
+ upsec              color  count
+ 0.395              blue   2697
+ 0.671              blue   2684
+ 1.093              blue   2662
+ 2.064              blue   2659
+ 2.2880000000000003 blue   2647
+ 0.002              green  1203
+ 1.407              green  1187
+ 1.448              green  1177
+ 2.313              green  1161
+ 0.526              purple 953
+ 0.899              purple 926
+ 1.327              purple 917
+ 1.703              purple 908
+ 0.083              red    3817
+ 0.188              red    3801
+ 0.912              red    3798
+ 1.416              red    3788
+ 1.587              red    3782
+ 1.601              red    3755
+ 1.832              red    3717
+
        +
        +

        Any records not having all specified sort keys will appear at the end of the output, in the order they +were encountered, regardless of the specified sort order:

        +
         mlr sort -n  x data/sort-missing.dkvp
+ x=1
+ x=2
+ x=4
+ a=3
+
        +
        +
         mlr sort -nr x data/sort-missing.dkvp
+ x=4
+ x=2
+ x=1
+ a=3
+
        +
        +
        +
        +

        sort-within-records

        +
         mlr sort-within-records -h
+ Usage: mlr sort-within-records [options]
+ Outputs records sorted lexically ascending by keys.
+ Options:
+ -r        Recursively sort subobjects/submaps, e.g. for JSON input.
+ -h|--help Show this message.
+
        +
        +
         cat data/sort-within-records.json
+ {
+   "a": 1,
+   "b": 2,
+   "c": 3
+ }
+ {
+   "b": 4,
+   "a": 5,
+   "c": 6
+ }
+ {
+   "c": 7,
+   "b": 8,
+   "a": 9
+ }
+
        +
        +
         mlr --ijson --opprint cat data/sort-within-records.json
+ a b c
+ 1 2 3
+
+ b a c
+ 4 5 6
+
+ c b a
+ 7 8 9
+
        +
        +
         mlr --json sort-within-records data/sort-within-records.json
+ {
+   "a": 1,
+   "b": 2,
+   "c": 3
+ }
+ {
+   "a": 5,
+   "b": 4,
+   "c": 6
+ }
+ {
+   "a": 9,
+   "b": 8,
+   "c": 7
+ }
+
        +
        +
         mlr --ijson --opprint sort-within-records data/sort-within-records.json
+ a b c
+ 1 2 3
+ 5 4 6
+ 9 8 7
+
        +
        +
        +
        +

        stats1

        +
         mlr stats1 --help
+ Usage: mlr stats1 [options]
+ Computes univariate statistics for one or more given fields, accumulated across
+ the input record stream.
+ Options:
+ -a {sum,count,...} Names of accumulators: one or more of:
+   median   This is the same as p50
+   p10 p25.2 p50 p98 p100 etc.
+   TODO: flags for interpolated percentiles
+   count    Count instances of fields
+   mode     Find most-frequently-occurring values for fields; first-found wins tie
+   antimode Find least-frequently-occurring values for fields; first-found wins tie
+   sum      Compute sums of specified fields
+   mean     Compute averages (sample means) of specified fields
+   var      Compute sample variance of specified fields
+   stddev   Compute sample standard deviation of specified fields
+   meaneb   Estimate error bars for averages (assuming no sample autocorrelation)
+   skewness Compute sample skewness of specified fields
+   kurtosis Compute sample kurtosis of specified fields
+   min      Compute minimum values of specified fields
+   max      Compute maximum values of specified fields
+
+ -f {a,b,c}   Value-field names on which to compute statistics
+ -g {d,e,f}   Optional group-by-field names
+
+ -i           Use interpolated percentiles, like R's type=7; default like type=1.\n");
+              Not sensical for string-valued fields.\n");
+ -s           Print iterative stats. Useful in tail -f contexts (in which
+              case please avoid pprint-format output since end of input
+              stream will never be seen).
+ -h|--help    Show this message.
+ [TODO: more]
+ Example: mlr stats1 -a min,p10,p50,p90,max -f value -g size,shape
+  mlr stats1
+ Example: mlr stats1 -a count,mode -f size
+  mlr stats1
+ Example: mlr stats1 -a count,mode -f size -g shape
+  mlr stats1
+ Example: mlr stats1 -a count,mode --fr '^[a-h].*$' -gr '^k.*$'
+  mlr stats1
+         This computes count and mode statistics on all field names beginning
+          with a through h, grouped by all field names starting with k.
+
+ Notes:
+ * p50 and median are synonymous.
+ * min and max output the same results as p0 and p100, respectively, but use
+   less memory.
+ * String-valued data make sense unless arithmetic on them is required,
+   e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data,
+   numbers are less than strings.
+ * count and mode allow text input; the rest require numeric input.
+   In particular, 1 and 1.0 are distinct text for count and mode.
+ * When there are mode ties, the first-encountered datum wins.
+
        +
        +

        These are simple univariate statistics on one or more number-valued fields +(count and mode apply to non-numeric fields as well), +optionally categorized by one or more other fields.

        +
         mlr --oxtab stats1 -a count,sum,min,p10,p50,mean,p90,max -f x,y data/medium
+ x_count 10000
+ x_sum   4986.019681679581
+ x_min   0.00004509679127584487
+ x_p10   0.09332217805283527
+ x_p50   0.5011592202840128
+ x_mean  0.49860196816795804
+ x_p90   0.900794437962015
+ x_max   0.999952670371898
+ y_count 10000
+ y_sum   5062.057444929905
+ y_min   0.00008818962627266114
+ y_p10   0.10213207378968225
+ y_p50   0.5060212582772865
+ y_mean  0.5062057444929905
+ y_p90   0.9053657573378745
+ y_max   0.9999648102177897
+
        +
        +
         mlr --opprint stats1 -a mean -f x,y -g b then sort -f b data/medium
+ b   x_mean             y_mean
+ eks 0.5063609846272304 0.510292657158104
+ hat 0.4878988625336502 0.5131176341556505
+ pan 0.4973036405471583 0.49959885012092725
+ wye 0.4975928392133964 0.5045964890907357
+ zee 0.5042419022900586 0.5029967546798116
+
        +
        +
         mlr --opprint stats1 -a p50,p99 -f u,v -g color \
+   then put '$ur=$u_p99/$u_p50;$vr=$v_p99/$v_p50' \
+   data/colored-shapes.dkvp
+ color  u_p50               u_p99              v_p50               v_p99              ur                 vr
+ yellow 0.5010187906650703  0.9890464545334569 0.5206303554834582  0.9870337429747029 1.9740705797093183 1.8958436298977264
+ red    0.48503770531462564 0.9900536015797581 0.49258608624814926 0.9944442307252868 2.0411889441410493 2.0188232239761583
+ purple 0.501319018852234   0.9888929892441335 0.5045708384576747  0.9882869130316426 1.9725822321846005 1.9586683131600438
+ green  0.5020151016389706  0.9907635833945612 0.5053591509128329  0.9901745564521951 1.9735732653458684 1.9593482272234264
+ blue   0.525225660059      0.9926547550299167 0.48516993577967726 0.993872833141726  1.8899586035427312 2.0485045750919286
+ orange 0.4835478569328253  0.9936350141409035 0.48091255603363914 0.9891023960550895 2.0548845370623567 2.0567198415711636
+
        +
        +
         mlr --opprint count-distinct -f shape then sort -nr count data/colored-shapes.dkvp
+ shape    count
+ square   4115
+ triangle 3372
+ circle   2591
+
        +
        +
         mlr --opprint stats1 -a mode -f color -g shape data/colored-shapes.dkvp
+ shape    color_mode
+ triangle red
+ square   red
+ circle   red
+
        +
        +
        +
        +

        stats2

        +
         mlr stats2 --help
+ Usage: mlr stats2 [options]
+ Computes bivariate statistics for one or more given field-name pairs,
+ accumulated across the input record stream.
+ -a {linreg-ols,corr,...}  Names of accumulators: one or more of:
+   linreg-ols Linear regression using ordinary least squares
+   linreg-pca Linear regression using principal component analysis
+   r2       Quality metric for linreg-ols (linreg-pca emits its own)
+   logireg  Logistic regression
+   corr     Sample correlation
+   cov      Sample covariance
+   covx     Sample-covariance matrix
+ -f {a,b,c,d}   Value-field name-pairs on which to compute statistics.
+                There must be an even number of names.
+ -g {e,f,g}     Optional group-by-field names.
+ -v             Print additional output for linreg-pca.
+ -s             Print iterative stats. Useful in tail -f contexts (in which
+                case please avoid pprint-format output since end of input
+                stream will never be seen).
+ --fit          Rather than printing regression parameters, applies them to
+                the input data to compute new fit fields. All input records are
+                held in memory until end of input stream. Has effect only for
+                linreg-ols, linreg-pca, and logireg.
+ Only one of -s or --fit may be used.
+ Example: mlr stats2 -a linreg-pca -f x,y
+ Example: mlr stats2 -a linreg-ols,r2 -f x,y -g size,shape
+ Example: mlr stats2 -a corr -f x,y
+
        +
        +

        These are simple bivariate statistics on one or more pairs of number-valued +fields, optionally categorized by one or more fields.

        +
         mlr --oxtab put '$x2=$x*$x; $xy=$x*$y; $y2=$y**2' \
+   then stats2 -a cov,corr -f x,y,y,y,x2,xy,x2,y2 \
+   data/medium
+ x_y_cov    0.000042574820827444476
+ x_y_corr   0.0005042001844467462
+ y_y_cov    0.08461122467974003
+ y_y_corr   1
+ x2_xy_cov  0.04188382281779374
+ x2_xy_corr 0.630174342037994
+ x2_y2_cov  -0.00030953725962542085
+ x2_y2_corr -0.0034249088761121966
+
        +
        +
         mlr --opprint put '$x2=$x*$x; $xy=$x*$y; $y2=$y**2' \
+   then stats2 -a linreg-ols,r2 -f x,y,y,y,xy,y2 -g a \
+   data/medium
+ a   x_y_ols_m             x_y_ols_b           x_y_ols_n x_y_r2                  y_y_ols_m y_y_ols_b y_y_ols_n y_y_r2 xy_y2_ols_m        xy_y2_ols_b         xy_y2_ols_n xy_y2_r2
+ pan 0.01702551273681908   0.5004028922897639  2081      0.00028691820445814767  1         0         2081      1      0.8781320866715662 0.11908230147563566 2081        0.41749827377311266
+ eks 0.0407804923685586    0.48140207967651016 1965      0.0016461239223448587   1         0         1965      1      0.8978728611690183 0.10734054433612333 1965        0.45563223864254526
+ wye -0.03915349075204814  0.5255096523974456  1966      0.0015051268704373607   1         0         1966      1      0.8538317334220835 0.1267454301662969  1966        0.38991721818599295
+ zee 0.0027812364960399147 0.5043070448033061  2047      0.000007751652858786137 1         0         2047      1      0.8524439912011013 0.12401684308018937 2047        0.39356598090006495
+ hat -0.018620577041095078 0.5179005397264935  1941      0.0003520036646055585   1         0         1941      1      0.8412305086345014 0.13557328318623216 1941        0.3687944261732265
+
        +
        +

        Here’s an example simple line-fit. The x and y +fields of the data/medium dataset are just independent uniformly +distributed on the unit interval. Here we remove half the data and fit a line to it.

        +
        # 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
+
        +
        +

        I use pgr for plotting; here’s a screenshot.

        +_images/linreg-example.jpg +

        (Thanks Drew Kunas for a good conversation about PCA!)

        +

        Here’s an example estimating time-to-completion for a set of jobs. Input data comes from a log file, with number of work units left to do in the count field and accumulated seconds in the upsec field, labeled by the color field:

        +
         head -n 10 data/multicountdown.dat
+ 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
+
        +
        +

        We can do a linear regression on count remaining as a function of time: with c = m*u+b we want to find the time when the count goes to zero, i.e. u=-b/m.

        +
         mlr --oxtab stats2 -a linreg-pca -f upsec,count -g color \
+   then put '$donesec = -$upsec_count_pca_b/$upsec_count_pca_m' \
+   data/multicountdown.dat
+ color                   green
+ upsec_count_pca_m       -32.75691673397728
+ upsec_count_pca_b       1213.7227296044375
+ upsec_count_pca_n       24
+ upsec_count_pca_quality 0.9999839351341062
+ donesec                 37.052410624028525
+
+ color                   red
+ upsec_count_pca_m       -37.367646434187435
+ upsec_count_pca_b       3810.1334002923936
+ upsec_count_pca_n       30
+ upsec_count_pca_quality 0.9999894618183773
+ donesec                 101.9634299688333
+
+ color                   blue
+ upsec_count_pca_m       -29.2312120633493
+ upsec_count_pca_b       2698.9328203182517
+ upsec_count_pca_n       25
+ upsec_count_pca_quality 0.9999590846136102
+ donesec                 92.33051350964094
+
+ color                   purple
+ upsec_count_pca_m       -39.03009744795354
+ upsec_count_pca_b       979.9883413064914
+ upsec_count_pca_n       21
+ upsec_count_pca_quality 0.9999908956206317
+ donesec                 25.10852919630297
+
        +
        +
        +
        +

        step

        +
         mlr step --help
+ Usage: mlr step [options]
+ Computes values dependent on the previous record, optionally grouped by category.
+ Options:
+ -a {delta,rsum,...}   Names of steppers: comma-separated, one or more of:
+   delta    Compute differences in field(s) between successive records
+   shift    Include value(s) in field(s) from previous record, if any
+   from-first Compute differences in field(s) from first record
+   ratio    Compute ratios in field(s) between successive records
+   rsum     Compute running sums of field(s) between successive records
+   counter  Count instances of field(s) between successive records
+   ewma     Exponentially weighted moving average over successive records
+
+ -f {a,b,c} Value-field names on which to compute statistics
+ -g {d,e,f} Optional group-by-field names
+ -F         Computes integerable things (e.g. counter) in floating point.
+            As of Miller 6 this happens automatically, but the flag is accepted
+            as a no-op for backward compatibility with Miller 5 and below.
+ -d {x,y,z} Weights for ewma. 1 means current sample gets all weight (no
+            smoothing), near under under 1 is light smoothing, near over 0 is
+            heavy smoothing. Multiple weights may be specified, e.g.
+            "mlr step -a ewma -f sys_load -d 0.01,0.1,0.9". Default if omitted
+            is "-d 0.5".
+ -o {a,b,c} Custom suffixes for EWMA output fields. If omitted, these default to
+            the -d values. If supplied, the number of -o values must be the same
+            as the number of -d values.
+ -h|--help Show this message.
+
+ Examples:
+   mlr step -a rsum -f request_size
+   mlr step -a delta -f request_size -g hostname
+   mlr step -a ewma -d 0.1,0.9 -f x,y
+   mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y
+   mlr step -a ewma -d 0.1,0.9 -o smooth,rough -f x,y -g group_name
+
+ Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#filter or
+ https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average
+ for more information on EWMA.
+
        +
        +

        Most Miller commands are record-at-a-time, with the exception of stats1, stats2, and histogram which compute aggregate output. The step command is intermediate: it allows the option of adding fields which are functions of fields from previous records. Rsum is short for running sum.

        +
         mlr --opprint step -a shift,delta,rsum,counter -f x data/medium | head -15
+ a   b   i     x                      y                      x_shift                x_delta                 x_rsum             x_counter
+ pan pan 1     0.3467901443380824     0.7268028627434533     -                      0                       0.3467901443380824 1
+ eks pan 2     0.7586799647899636     0.5221511083334797     0.3467901443380824     0.41188982045188116     1.105470109128046  2
+ wye wye 3     0.20460330576630303    0.33831852551664776    0.7586799647899636     -0.5540766590236605     1.3100734148943491 3
+ eks wye 4     0.38139939387114097    0.13418874328430463    0.20460330576630303    0.17679608810483793     1.6914728087654902 4
+ wye pan 5     0.5732889198020006     0.8636244699032729     0.38139939387114097    0.19188952593085962     2.264761728567491  5
+ zee pan 6     0.5271261600918548     0.49322128674835697    0.5732889198020006     -0.04616275971014583    2.7918878886593457 6
+ eks zee 7     0.6117840605678454     0.1878849191181694     0.5271261600918548     0.08465790047599064     3.403671949227191  7
+ zee wye 8     0.5985540091064224     0.976181385699006      0.6117840605678454     -0.013230051461422976   4.0022259583336135 8
+ hat wye 9     0.03144187646093577    0.7495507603507059     0.5985540091064224     -0.5671121326454867     4.033667834794549  9
+ pan wye 10    0.5026260055412137     0.9526183602969864     0.03144187646093577    0.47118412908027796     4.536293840335763  10
+ pan pan 11    0.7930488423451967     0.6505816637259333     0.5026260055412137     0.29042283680398295     5.32934268268096   11
+ zee pan 12    0.3676141320555616     0.23614420670296965    0.7930488423451967     -0.4254347102896351     5.696956814736522  12
+ eks pan 13    0.4915175580479536     0.7709126592971468     0.3676141320555616     0.12390342599239201     6.1884743727844755 13
+ eks zee 14    0.5207382318405251     0.34141681118811673    0.4915175580479536     0.02922067379257154     6.709212604625001  14
+
        +
        +
         mlr --opprint step -a shift,delta,rsum,counter -f x -g a data/medium | head -15
+ a   b   i     x                      y                      x_shift                x_delta                 x_rsum              x_counter
+ pan pan 1     0.3467901443380824     0.7268028627434533     -                      0                       0.3467901443380824  1
+ eks pan 2     0.7586799647899636     0.5221511083334797     -                      0                       0.7586799647899636  1
+ wye wye 3     0.20460330576630303    0.33831852551664776    -                      0                       0.20460330576630303 1
+ eks wye 4     0.38139939387114097    0.13418874328430463    0.7586799647899636     -0.3772805709188226     1.1400793586611044  2
+ wye pan 5     0.5732889198020006     0.8636244699032729     0.20460330576630303    0.36868561403569755     0.7778922255683036  2
+ zee pan 6     0.5271261600918548     0.49322128674835697    -                      0                       0.5271261600918548  1
+ eks zee 7     0.6117840605678454     0.1878849191181694     0.38139939387114097    0.23038466669670443     1.75186341922895    3
+ zee wye 8     0.5985540091064224     0.976181385699006      0.5271261600918548     0.07142784901456767     1.1256801691982772  2
+ hat wye 9     0.03144187646093577    0.7495507603507059     -                      0                       0.03144187646093577 1
+ pan wye 10    0.5026260055412137     0.9526183602969864     0.3467901443380824     0.1558358612031313      0.8494161498792961  2
+ pan pan 11    0.7930488423451967     0.6505816637259333     0.5026260055412137     0.29042283680398295     1.6424649922244927  3
+ zee pan 12    0.3676141320555616     0.23614420670296965    0.5985540091064224     -0.23093987705086083    1.4932943012538389  3
+ eks pan 13    0.4915175580479536     0.7709126592971468     0.6117840605678454     -0.1202665025198918     2.2433809772769036  4
+ eks zee 14    0.5207382318405251     0.34141681118811673    0.4915175580479536     0.02922067379257154     2.7641192091174287  5
+
        +
        +
         mlr --opprint step -a ewma -f x -d 0.1,0.9 data/medium | head -15
+ a   b   i     x                      y                      x_ewma_0.1          x_ewma_0.9
+ pan pan 1     0.3467901443380824     0.7268028627434533     0.3467901443380824  0.3467901443380824
+ eks pan 2     0.7586799647899636     0.5221511083334797     0.3879791263832706  0.7174909827447755
+ wye wye 3     0.20460330576630303    0.33831852551664776    0.36964154432157387 0.25589207346415027
+ eks wye 4     0.38139939387114097    0.13418874328430463    0.37081732927653055 0.3688486618304419
+ wye pan 5     0.5732889198020006     0.8636244699032729     0.3910644883290776  0.5528448940048447
+ zee pan 6     0.5271261600918548     0.49322128674835697    0.4046706555053553  0.5296980334831537
+ eks zee 7     0.6117840605678454     0.1878849191181694     0.4253819960116043  0.6035754578593763
+ zee wye 8     0.5985540091064224     0.976181385699006      0.44269919732108615 0.5990561539817179
+ hat wye 9     0.03144187646093577    0.7495507603507059     0.40157346523507115 0.08820330421301396
+ pan wye 10    0.5026260055412137     0.9526183602969864     0.41167871926568544 0.46118373540839375
+ pan pan 11    0.7930488423451967     0.6505816637259333     0.44981573157363663 0.7598623316515164
+ zee pan 12    0.3676141320555616     0.23614420670296965    0.4415955716218291  0.4068389520151571
+ eks pan 13    0.4915175580479536     0.7709126592971468     0.4465877702644416  0.48304969744467396
+ eks zee 14    0.5207382318405251     0.34141681118811673    0.4540028164220499  0.51696937840094
+
        +
        +
         mlr --opprint step -a ewma -f x -d 0.1,0.9 -o smooth,rough data/medium | head -15
+ a   b   i     x                      y                      x_ewma_smooth       x_ewma_rough
+ pan pan 1     0.3467901443380824     0.7268028627434533     0.3467901443380824  0.3467901443380824
+ eks pan 2     0.7586799647899636     0.5221511083334797     0.3879791263832706  0.7174909827447755
+ wye wye 3     0.20460330576630303    0.33831852551664776    0.36964154432157387 0.25589207346415027
+ eks wye 4     0.38139939387114097    0.13418874328430463    0.37081732927653055 0.3688486618304419
+ wye pan 5     0.5732889198020006     0.8636244699032729     0.3910644883290776  0.5528448940048447
+ zee pan 6     0.5271261600918548     0.49322128674835697    0.4046706555053553  0.5296980334831537
+ eks zee 7     0.6117840605678454     0.1878849191181694     0.4253819960116043  0.6035754578593763
+ zee wye 8     0.5985540091064224     0.976181385699006      0.44269919732108615 0.5990561539817179
+ hat wye 9     0.03144187646093577    0.7495507603507059     0.40157346523507115 0.08820330421301396
+ pan wye 10    0.5026260055412137     0.9526183602969864     0.41167871926568544 0.46118373540839375
+ pan pan 11    0.7930488423451967     0.6505816637259333     0.44981573157363663 0.7598623316515164
+ zee pan 12    0.3676141320555616     0.23614420670296965    0.4415955716218291  0.4068389520151571
+ eks pan 13    0.4915175580479536     0.7709126592971468     0.4465877702644416  0.48304969744467396
+ eks zee 14    0.5207382318405251     0.34141681118811673    0.4540028164220499  0.51696937840094
+
        +
        +

        Example deriving uptime-delta from system uptime:

        +
        $ 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
+
        +
        +
        +
        +

        tac

        +
         mlr tac --help
+ Usage: mlr tac [options]
+ Prints records in reverse order from the order in which they were encountered.
+ Options:
+ -h|--help Show this message.
+
        +
        +

        Prints the records in the input stream in reverse order. Note: this requires Miller to retain all input records in memory before any output records are produced.

        +
         mlr --icsv --opprint cat data/a.csv
+ a b c
+ 1 2 3
+ 4 5 6
+
        +
        +
         mlr --icsv --opprint cat data/b.csv
+ a b c
+ 7 8 9
+
        +
        +
         mlr --icsv --opprint tac data/a.csv data/b.csv
+ a b c
+ 7 8 9
+ 4 5 6
+ 1 2 3
+
        +
        +
         mlr --icsv --opprint put '$filename=FILENAME' then tac data/a.csv data/b.csv
+ a b c filename
+ 7 8 9 data/b.csv
+ 4 5 6 data/a.csv
+ 1 2 3 data/a.csv
+
        +
        +
        +
        +

        tail

        +
         mlr tail --help
+ Usage: mlr tail [options]
+ Passes through the last n records, optionally by category.
+ Options:
+ -g {a,b,c} Optional group-by-field names for head counts, e.g. a,b,c.
+ -n {n} Head-count to print. Default 10.
+ -h|--help Show this message.
+
        +
        +

        Prints the last n records in the input stream, optionally by category.

        +
         mlr --opprint tail -n 4 data/colored-shapes.dkvp
+ color  shape    flag i     u                    v                   w                   x
+ blue   square   1    99974 0.6189062525431605   0.2637962404841453  0.5311465405784674  6.210738209085753
+ blue   triangle 0    99976 0.008110504040268474 0.8267274952432482  0.4732962944898885  6.146956761817328
+ yellow triangle 0    99990 0.3839424618160777   0.55952913620132    0.5113763011485609  4.307973891915119
+ yellow circle   1    99994 0.764950884927175    0.25284227383991364 0.49969878539567425 5.013809741826425
+
        +
        +
         mlr --opprint tail -n 1 -g shape data/colored-shapes.dkvp
+ color  shape    flag i     u                  v                   w                   x
+ yellow triangle 0    99990 0.3839424618160777 0.55952913620132    0.5113763011485609  4.307973891915119
+ blue   square   1    99974 0.6189062525431605 0.2637962404841453  0.5311465405784674  6.210738209085753
+ yellow circle   1    99994 0.764950884927175  0.25284227383991364 0.49969878539567425 5.013809741826425
+
        +
        +
        +
        +

        tee

        +
         mlr tee --help
+ Usage: mlr tee [options] {filename}
+ Options:
+ -a    Append to existing file, if any, rather than overwriting.
+ -p    Treat filename as a pipe-to command.
+ Any of the output-format command-line flags (see mlr -h). Example: using
+   mlr --icsv --opprint put '...' then tee --ojson ./mytap.dat then stats1 ...
+ the input is CSV, the output is pretty-print tabular, but the tee-file output
+ is written in JSON format.
+
+ -h|--help Show this message.
+
        +
        +
        +
        +

        template

        +
         mlr template --help
+ Usage: mlr template [options]
+ Places input-record fields in the order specified by list of column names.
+ If the input record is missing a specified field, it will be filled with the fill-with.
+ If the input record possesses an unspecified field, it will be discarded.
+ Options:
+  -f {a,b,c} Comma-separated field names for template, e.g. a,b,c.
+  -t {filename} CSV file whose header line will be used for template.
+ --fill-with {filler string}  What to fill absent fields with. Defaults to the empty string.
+ -h|--help Show this message.
+ Example:
+ * Specified fields are a,b,c.
+ * Input record is c=3,a=1,f=6.
+ * Output record is a=1,b=,c=3.
+
        +
        +
        +
        +

        top

        +
         mlr top --help
+ Usage: mlr top [options]
+ -f {a,b,c}    Value-field names for top counts.
+ -g {d,e,f}    Optional group-by-field names for top counts.
+ -n {count}    How many records to print per category; default 1.
+ -a            Print all fields for top-value records; default is
+               to print only value and group-by fields. Requires a single
+               value-field name only.
+ --min         Print top smallest values; default is top largest values.
+ -F            Keep top values as floats even if they look like integers.
+ -o {name}     Field name for output indices. Default "top_idx".
+ Prints the n records with smallest/largest values at specified fields,
+ optionally by category.
+
        +
        +

        Note that top is distinct from head – head shows fields which appear first in the data stream; top shows fields which are numerically largest (or smallest).

        +
         mlr --opprint top -n 4 -f x data/medium
+ top_idx x_top
+ 1       0.999952670371898
+ 2       0.9998228522652893
+ 3       0.99973332327313
+ 4       0.9995625801977208
+
        +
        +
         mlr --opprint top -n 4 -f x -o someothername data/medium
+ someothername x_top
+ 1             0.999952670371898
+ 2             0.9998228522652893
+ 3             0.99973332327313
+ 4             0.9995625801977208
+
        +
        +
         mlr --opprint top -n 2 -f x -g a then sort -f a data/medium
+ a   top_idx x_top
+ eks 1       0.9988110946859143
+ eks 2       0.9985342548358704
+ hat 1       0.999952670371898
+ hat 2       0.99973332327313
+ pan 1       0.9994029107062516
+ pan 2       0.9990440068491747
+ wye 1       0.9998228522652893
+ wye 2       0.9992635865771493
+ zee 1       0.9994904324789629
+ zee 2       0.9994378171787394
+
        +
        +
        +
        +

        uniq

        +
         mlr uniq --help
+ Usage: mlr uniq [options]
+ Prints distinct values for specified field names. With -c, same as
+ count-distinct. For uniq, -f is a synonym for -g.
+
+ Options:
+ -g {d,e,f}    Group-by-field names for uniq counts.
+ -c            Show repeat counts in addition to unique values.
+ -n            Show only the number of distinct values.
+ -o {name}     Field name for output count. Default "count".
+ -a            Output each unique record only once. Incompatible with -g.
+               With -c, produces unique records, with repeat counts for each.
+               With -n, produces only one record which is the unique-record count.
+               With neither -c nor -n, produces unique records.
+
        +
        +

        There are two main ways to use mlr uniq: the first way is with -g to specify group-by columns.

        +
         wc -l data/colored-shapes.dkvp
+    10078 data/colored-shapes.dkvp
+
        +
        +
         mlr uniq -g color,shape data/colored-shapes.dkvp
+ color=yellow,shape=triangle
+ color=red,shape=square
+ color=red,shape=circle
+ color=purple,shape=triangle
+ color=yellow,shape=circle
+ color=purple,shape=square
+ color=yellow,shape=square
+ color=red,shape=triangle
+ color=green,shape=triangle
+ color=green,shape=square
+ color=blue,shape=circle
+ color=blue,shape=triangle
+ color=purple,shape=circle
+ color=blue,shape=square
+ color=green,shape=circle
+ color=orange,shape=triangle
+ color=orange,shape=square
+ color=orange,shape=circle
+
        +
        +
         mlr --opprint uniq -g color,shape -c then sort -f color,shape data/colored-shapes.dkvp
+ color  shape    count
+ blue   circle   384
+ blue   square   589
+ blue   triangle 497
+ green  circle   287
+ green  square   454
+ green  triangle 368
+ orange circle   68
+ orange square   128
+ orange triangle 107
+ purple circle   289
+ purple square   481
+ purple triangle 372
+ red    circle   1207
+ red    square   1874
+ red    triangle 1560
+ yellow circle   356
+ yellow square   589
+ yellow triangle 468
+
        +
        +
         mlr --opprint uniq -g color,shape -c -o someothername \
+   then sort -nr someothername \
+   data/colored-shapes.dkvp
+ color  shape    someothername
+ red    square   1874
+ red    triangle 1560
+ red    circle   1207
+ yellow square   589
+ blue   square   589
+ blue   triangle 497
+ purple square   481
+ yellow triangle 468
+ green  square   454
+ blue   circle   384
+ purple triangle 372
+ green  triangle 368
+ yellow circle   356
+ purple circle   289
+ green  circle   287
+ orange square   128
+ orange triangle 107
+ orange circle   68
+
        +
        +
         mlr --opprint uniq -n -g color,shape data/colored-shapes.dkvp
+ count
+ 18
+
        +
        +

        The second main way to use mlr uniq is without group-by columns, using -a instead:

        +
         cat data/repeats.dkvp
+ 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
+
        +
        +
         wc -l data/repeats.dkvp
+       57 data/repeats.dkvp
+
        +
        +
         mlr --opprint uniq -a data/repeats.dkvp
+ color  shape    flag
+ red    square   0
+ purple triangle 0
+ yellow circle   1
+ red    circle   1
+ purple square   0
+ red    square   1
+ yellow triangle 1
+
        +
        +
         mlr --opprint uniq -a -n data/repeats.dkvp
+ count
+ 7
+
        +
        +
         mlr --opprint uniq -a -c data/repeats.dkvp
+ count color  shape    flag
+ 17    red    square   0
+ 11    purple triangle 0
+ 11    yellow circle   1
+ 6     red    circle   1
+ 7     purple square   0
+ 3     red    square   1
+ 2     yellow triangle 1
+
        +
        +
        +
        +

        unsparsify

        +
         mlr unsparsify --help
+ Usage: mlr unsparsify [options]
+ Prints records with the union of field names over all input records.
+ For field names absent in a given record but present in others, fills in
+ a value. This verb retains all input before producing any output.
+ Options:
+ --fill-with {filler string}  What to fill absent fields with. Defaults to
+                              the empty string.
+ -f {a,b,c} Specify field names to be operated on. Any other fields won't be
+            modified, and operation will be streaming.
+ -h|--help  Show this message.
+ Example: if the input is two records, one being 'a=1,b=2' and the other
+ being 'b=3,c=4', then the output is the two records 'a=1,b=2,c=' and
+ 'a=,b=3,c=4'.
+
        +
        +

        Examples:

        +
         cat data/sparse.json
+ {"a":1,"b":2,"v":3}
+ {"u":1,"b":2}
+ {"a":1,"v":2,"x":3}
+ {"v":1,"w":2}
+
        +
        +
         mlr --json unsparsify data/sparse.json
+ {
+   "a": 1,
+   "b": 2,
+   "v": 3,
+   "u": "",
+   "x": "",
+   "w": ""
+ }
+ {
+   "a": "",
+   "b": 2,
+   "v": "",
+   "u": 1,
+   "x": "",
+   "w": ""
+ }
+ {
+   "a": 1,
+   "b": "",
+   "v": 2,
+   "u": "",
+   "x": 3,
+   "w": ""
+ }
+ {
+   "a": "",
+   "b": "",
+   "v": 1,
+   "u": "",
+   "x": "",
+   "w": 2
+ }
+
        +
        +
         mlr --ijson --opprint unsparsify data/sparse.json
+ a b v u x w
+ 1 2 3 - - -
+ - 2 - 1 - -
+ 1 - 2 - 3 -
+ - - 1 - - 2
+
        +
        +
         mlr --ijson --opprint unsparsify --fill-with missing data/sparse.json
+ a       b       v       u       x       w
+ 1       2       3       missing missing missing
+ missing 2       missing 1       missing missing
+ 1       missing 2       missing 3       missing
+ missing missing 1       missing missing 2
+
        +
        +
         mlr --ijson --opprint unsparsify -f a,b,u data/sparse.json
+ a b v u
+ 1 2 3 -
+
+ u b a
+ 1 2 -
+
+ a v x b u
+ 1 2 3 - -
+
+ v w a b u
+ 1 2 - - -
+
        +
        +
         mlr --ijson --opprint unsparsify -f a,b,u,v,w,x then regularize data/sparse.json
+ a b v u w x
+ 1 2 3 - - -
+ - 2 - 1 - -
+ 1 - 2 - - 3
+ - - 1 - 2 -
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/reference.html b/docs6b/docs/_build/html/reference.html new file mode 100644 index 000000000..d4b57c543 --- /dev/null +++ b/docs6b/docs/_build/html/reference.html @@ -0,0 +1,133 @@ + + + + + + + + Main reference — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +
        +
        + +
        +

        Main reference

        +

        TODO: keep splititng up this big file

        +
        +

        String literals

        +

        You can use the following backslash escapes for strings such as between the double quotes in contexts such as mlr filter '$name =~ "..."', mlr put '$name = $othername . "..."', mlr put '$name = sub($name, "...", "..."), etc.:

        +
          +

        • \a: ASCII code 0x07 (alarm/bell)

          • +

        • \b: ASCII code 0x08 (backspace)

          • +

        • \f: ASCII code 0x0c (formfeed)

          • +

        • \n: ASCII code 0x0a (LF/linefeed/newline)

          • +

        • \r: ASCII code 0x0d (CR/carriage return)

          • +

        • \t: ASCII code 0x09 (tab)

          • +

        • \v: ASCII code 0x0b (vertical tab)

          • +

        • \\: backslash

          • +

        • \": double quote

          • +

        • \123: Octal 123, etc. for \000 up to \377

          • +

        • \x7f: Hexadecimal 7f, etc. for \x00 up to \xff

          • +
        +

        See also https://en.wikipedia.org/wiki/Escape_sequences_in_C.

        +

        These replacements apply only to strings you key in for the DSL expressions for filter and put: that is, if you type \t in a string literal for a filter/put expression, it will be turned into a tab character. If you want a backslash followed by a t, then please type \\t.

        +

        However, these replacements are not done automatically within your data stream. If you wish to make these replacements, you can do, for example, for a field named field, mlr put '$field = gsub($field, "\\t", "\t")'. If you need to make such a replacement for all fields in your data, you should probably simply use the system sed command.

        +
        +
        + + +
        +
        +
        +
        + +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/release-docs.html b/docs6b/docs/_build/html/release-docs.html new file mode 100644 index 000000000..7aad796a3 --- /dev/null +++ b/docs6b/docs/_build/html/release-docs.html @@ -0,0 +1,67 @@ + + + + + + + + Documents by release — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Documents by release

        +
        + +
        +
        + +
        +

        Documents by release

        +

        As of September 2020, for 5.9.1 onward, release-specific docs will be handled automatically by https://miller.readthedocs.io whenever a new release is tagged at https://github.com/johnkerl/miller/releases.

        +

        Information here is for documents from before the readthedocs port:

        + +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/repl.html b/docs6b/docs/_build/html/repl.html new file mode 100644 index 000000000..b5f671dc5 --- /dev/null +++ b/docs6b/docs/_build/html/repl.html @@ -0,0 +1,227 @@ + + + + + + + + The REPL — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        The REPL

        +
        + +
        + +
        + +
        +

        The REPL

        +

        The Miller REPL (read-evaluate-print loop) is an interactive counterpart to record-processing using the put/filter language. (A REPL is anything that evaluates what you type into it – like python with no arguments, or Ruby’s irb, or node with no arguments, etc.)

        +

        Miller’s REPL isn’t a source-level debugger which lets you execute one source-code statement at a time – however, it does let you operate on one record at a time. Further, it lets you use “immediate expressions”, namely, you can interact with the language without having to provide data from an input file.

        +
         mlr repl
+
+ [mlr] 1 + 2
+ 3
+
        +
        +
        +

        Using Miller without the REPL

        +

        Using put and filter, you can do the following as we’ve seen above:

        +
          +

        • Specify input format (e.g. --icsv), output format (e.g. --ojson), etc. using command-line flags.

          • +

        • Specify filenames on the command line.

          • +

        • Define begin {...} blocks which are executed before the first record is read.

          • +

        • Define end {...} blocks which are executed after the last record is read.

          • +

        • Define user-defined functions/subroutines using func and subr.

          • +

        • Specify statements to be executed on each record – which are anything outside of begin/end/func/subr.

          • +

        • Example:

          • +
        +
         mlr --icsv --ojson --from example.csv head -n 2 \
+   then put 'begin {print "HELLO"} $z = $x + $y; end {print "GOODBYE"}'
+ HELLO
+ {
+   "color": "yellow",
+   "shape": "triangle",
+   "flag": true,
+   "index": 11,
+   "quantity": 43.6498,
+   "rate": 9.8870
+ }
+ {
+   "color": "red",
+   "shape": "square",
+   "flag": true,
+   "index": 15,
+   "quantity": 79.2778,
+   "rate": 0.0130
+ }
+ GOODBYE
+
        +
        +
        +
        +

        Using Miller with the REPL

        +

        Using the REPL, by contrast, you get interactive control over those same steps:

        +
          +

        • Specify input format (e.g. --icsv), output format (e.g. --ojson), etc. using command-line flags.

          • +

        • REPL-only statements (non-DSL statements) start with :, such as :help or :quit +or :open.

          • +

        • Specify filenames either on the command line or via :open at the Miller REPL.

          • +

        • Read records one at a time using :read.

          • +

        • Write the current record (maybe after you’ve modified it with things like $z = $x + $y) +using :write. This goes to the terminal; you can use :> {filename} to make writes +go to a file, or :>> {filename} to append.

          • +

        • You can type :reopen to go back to the start of the same file(s) you specified +with :open.

          • +

        • Skip ahead using statements :skip 10 or :skip until NR == 100 or +:skip until $status_code != 200.

          • +

        • Similarly, but processing records rather than skipping past them, using +:process rather than :skip. Like :write, these go to the screen; +use :> {filename} or :>> {filename} to log to a file instead.

          • +

        • Define begin {...} blocks; invoke them at will using :begin.

          • +

        • Define end {...} blocks; invoke them at will using :end.

          • +

        • Define user-defined functions/subroutines using func/subr; call them from other statements.

          • +

        • Interactively specify statements to be executed immediately on the current record.

          • +

        • Load any of the above from Miller-script files using :load.

          • +
        +

        The input “record” by default is the empty map but you can do things like +$x=3, or unset $y, or $* = {"x": 3, "y": 4} to populate it. Or, :open +foo.dat followed by :read to populate it from a data file.

        +

        Non-assignment expressions, such as 7 or true, operate as filter conditions +in the put DSL: they can be used to specify whether a record will or won’t be +included in the output-record stream. But here in the REPL, they are simply +printed to the terminal, e.g. if you type 1+2, you will see 3.

        +
        +
        +

        Entering multi-line statements

        +
          +

        • To enter multi-line statements, enter < on a line by itself, then the code (taking care +for semicolons), then “>” on a line by itself. These will be executed immediately.

          • +

        • If you enter << on a line by itself, then the code, then >> on a line by +itself, the statements will be remembered for executing on records with +:main, as if you had done :load to load statements from a file.

          • +
        +
        +
        +

        Examples

        +

        Use the REPL to look at arithmetic:

        +
         mlr repl
+
+ [mlr] 6/3
+ 2
+
+ [mlr] 6/5
+ 1.2
+
+ [mlr] typeof(6/3)
+ int
+
+ [mlr] typeof(6/5)
+ float
+
        +
        +

        Read the first record from a small file:

        +
         mlr repl
+
+ [mlr] :open foo.dat
+
+ [mlr] :read
+
+ [mlr] :context
+ FILENAME="foo.dat",FILENUM=1,NR=1,FNR=1
+
+ [mlr] $*
+ {
+   "a": "eks",
+   "b": "wye",
+   "i": 4,
+   "x": 0.38139939387114097,
+   "y": 0.13418874328430463
+ }
+
+ [mlr] $z = $x + $i
+
+ [mlr] :write
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,z=4.381399393871141
+
        +
        +

        Skip until deep into a larger file, then inspect a record:

        +
         mlr repl --csv
+
+ [mlr] :open data/colored-shapes.csv
+ [mlr] :skip until NR == 10000
+ [mlr] :r
+ [mlr] $*
+ {
+   "color": "yellow",
+   "shape": "circle",
+   "flag": 1,
+   "i": 99284,
+   "u": 0.6530503199545348,
+   "v": 0.23908588907834516,
+   "w": 0.4799125551304738,
+   "x": 6.379888206335166
+ }
+
        +
        +
        +
        +

        History-editing

        +

        No command-line-history-editing feature is built in but rlwrap mlr repl is a +delight. You may need brew install rlwrap, sudo apt-get install rlwrap, +etc. depending on your platform.

        +

        Suggestion: alias mrpl='rlwrap mlr repl' in your shell’s startup file.

        +
        +
        +

        On-line help

        +

        After mlr repl, type :help to see more about your options. In particular, :help examples.

        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/sample_mlrrc b/docs6b/docs/_build/html/sample_mlrrc new file mode 100644 index 000000000..7bff3b2d6 --- /dev/null +++ b/docs6b/docs/_build/html/sample_mlrrc @@ -0,0 +1,15 @@ +# Input and output formats are CSV by default (unless otherwise specified +# on the mlr command line): +csv + +# If a data line has fewer fields than the header line, instead of erroring +# (which is the default), just insert empty values for the missing ones: +allow-ragged-csv-input + +# These are no-ops for CSV, but when I do use JSON output, I want these +# pretty-printing options to be used: +jvstack +jlistwrap + +# Use "@", rather than "#", for comments within data files: +skip-comments-with @ diff --git a/docs6b/docs/_build/html/search.html b/docs6b/docs/_build/html/search.html new file mode 100644 index 000000000..84ab17cff --- /dev/null +++ b/docs6b/docs/_build/html/search.html @@ -0,0 +1,70 @@ + + + + + + + + Search — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + + + + +
        +
        +

        Search

        +
        + +
        +
        + +

        Search

        +
        + +

        + Please activate JavaScript to enable the search + functionality. +

        +
        +

        + Searching for multiple words only shows matches that contain + all words. +

        +
        + + + +
        + +
        + +
        + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/searchindex.js b/docs6b/docs/_build/html/searchindex.js new file mode 100644 index 000000000..dc0fc8863 --- /dev/null +++ b/docs6b/docs/_build/html/searchindex.js @@ -0,0 +1 @@ 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in 10 minutes","Building from source","Community","How to contribute","CSV, with and without headers","Customization: .mlrrc","Data-cleaning examples","Data-diving examples","Dates and times","DKVP I/O examples","Why call it Miller?","Unix-toolkit context","Features","File formats","Miller Documentation","Installation","Internationalization","Introduction","Joins","Keystroke-savers","Log-processing examples","Manpage","Miller on Windows","Miscellaneous examples","What\u2019s new in Miller 6","Operating on all fields","How original is Miller?","Output colorization","Performance","Programming-language examples","Intro to Miller\u2019s programming language","Randomizing examples","Record-heterogeneity","DSL reference: overview","Reference: arrays","DSL reference: built-in functions","DSL reference: a note on the complexity of Miller\u2019s expression language","DSL reference: control structures","DSL reference: errors and transparency","DSL reference: filter statements","DSL reference: operators","DSL reference: output statements","DSL reference: syntax","DSL reference: unset statements","DSL reference: user-defined functions","DSL reference: variables","Reference: arithmetic","Reference: auxiliary commands","Reference: data types","Reference: Miller environment variables","Reference: I/O options","Reference: null data","Reference: online help","Reference: Miller commands","Reference: regular expressions","Reference: then-chaining","Reference: list of verbs","Documents by release","The REPL","Shapes of data","Running shell commands","Special symbols and formatting","SQL examples","Statistics examples","Then-chaining","Two-pass algorithms","Why?"],titleterms:{"9th":59,"boolean":35,"case":1,"float":35,"function":[24,30,35,40,44,45],"int":35,"new":[1,24],"null":[45,51],"return":45,"short":19,"typeof":35,"while":37,Doing:18,For:[32,37],The:58,Then:64,Using:58,about:[],abs:35,absent:[30,45],aco:35,acosh:35,action:37,after:[18,64],aggreg:[20,45],algorithm:65,all:[18,25,41,59],also:11,altkv:56,ani:[],append:35,arithmet:[30,46],arrai:[13,24,34],arrayifi:35,asdfdfasdf:[],asin:35,asinh:35,aspect:24,assert:45,asserting_abs:35,asserting_arrai:35,asserting_bool:35,asserting_boolean:35,asserting_empti:35,asserting_empty_map:35,asserting_error:35,asserting_float:35,asserting_int:35,asserting_map:35,asserting_nonempty_map:35,asserting_not_arrai:35,asserting_not_empti:35,asserting_not_map:35,asserting_not_nul:35,asserting_nul:35,asserting_numer:35,asserting_pres:35,asserting_str:35,assign:[45,59],asv:13,atan2:35,atan:35,atanh:35,autodetect:13,auxent:[],auxiliari:47,averag:65,awar:11,awk:11,background:14,bar:56,basic:[],begin:[30,37],between:23,bitcount:35,block:37,bootstrap:56,brace:42,build:[1,15,22],built:[35,45],bulk:25,call:10,can:[5,8,61],capit:35,captur:54,cat:56,caveat:[],cbrt:35,ceil:35,chain:[0,55,64],check:[45,56],choic:0,clean:[6,56],clean_whitespac:35,clone:1,codeinput:[],collapse_whitespac:35,color:[7,24,27],column:56,comma:[42,61],command:[24,47,53,60],comment:13,commit:15,common:[],commun:[2,3],complex:36,compress:[24,50],comput:[63,65],consecut:64,contact:[],context:[11,30],contribut:3,control:37,convers:[0,13,24,46],cookbook4:[],cookbook:[],cos:35,cosh:35,count:[56,65],creat:[1,66],csv:[4,13,32],curli:42,custom:5,cut:[56,59],data:[6,7,13,30,45,48,51,59,61],date:8,deal:59,decim:56,declar:45,defin:44,delimit:59,delta:65,depend:1,depth:35,detail:14,develop:[1,3,24],deviat:65,dhms2fsec:35,dhms2sec:35,diagnos:59,differ:[22,23],disclaim:28,distinct:56,distribut:31,dive:7,divis:46,dkvp:[9,13],doc:[],document:[3,14,24,57],doesn:59,doubl:[],down:56,dsl:[24,33,35,36,37,38,39,40,41,42,43,44,45,53],dump:41,duplic:[4,59],edit:58,emit:41,empti:[45,56],end:[13,30,37],enter:58,environ:49,eratosthen:29,erf:35,erfc:35,error:[24,38],escap:61,etc:13,examin:64,exampl:[6,7,9,13,20,23,29,31,58,62,63],execut:15,exp:35,experi:24,expm1:35,exponenti:65,express:[36,42,45,54],extern:1,faq:14,featur:[3,11,12,56,65],field:[4,25,30,45,50,56,59,61],file:[0,11,13,19,20,30,42],fill:56,filter:[8,11,39,45,56],find:8,flatten:35,flin:7,floor:35,fmtnum:35,follow:[],format:[0,11,13,19,32,42,50,56,61],forward:66,fraction:56,frequent:56,from:[1,15,30,31,42],front:19,fsec2dhm:35,fsec2hm:35,full:25,gener:[20,29,31],get:14,get_kei:35,get_valu:35,git:1,github:15,gmt2sec:35,grep:56,group:56,gsub:35,handl:61,haskei:35,have:[56,65],head:56,header:4,headerless:4,help:[52,58],heterogen:32,hexfmt:35,histogram:56,histori:58,hms2fsec:35,hms2sec:35,hostnam:35,how:[3,5,8,18,26,61,64],improv:[3,24],index:[13,14,32,45],info:[],input:[0,4,24,46,62],instal:15,integr:[],internation:16,interquartil:63,intro:30,introduct:17,invqnorm:35,is_abs:35,is_arrai:35,is_bool:35,is_boolean:35,is_empti:35,is_empty_map:35,is_error:35,is_float:35,is_int:35,is_map:35,is_nonempty_map:35,is_not_arrai:35,is_not_empti:35,is_not_map:35,is_not_nul:35,is_nul:35,is_numer:35,is_pres:35,is_str:35,jabberwocki:31,join:[18,56],joink:35,joinkv:35,joinv:35,json:[13,24],json_pars:35,json_stringifi:35,kei:[13,32,37,65],keystrok:[13,19],keyword:45,label:56,languag:[29,30,36],leafcount:35,least:56,length:35,level:13,licens:1,like:[11,56],line:[13,24,30,58,65],list:[31,35,56],liter:[45,48],local:[30,45],localtime2sec:[],log10:35,log1p:35,log:[20,35],logifit:35,loop:[30,37],lstrip:35,madd:35,main:[],manag:15,mandelbrot:29,manpag:21,map:45,mapdiff:35,mapexcept:35,mapselect:35,mapsum:35,markdown:13,math:46,max:[35,65],md5:35,mean:[63,65],memoiz:23,merg:56,messag:24,mexp:35,miller:[0,1,10,14,22,24,26,30,36,49,53,58,66],min:[35,65],minut:0,misc:1,miscellan:23,miss:8,mix:[],mlr:[11,59],mlrrc:[5,19],mmul:35,mode:50,more:14,most:56,move:[65,66],msub:35,multi:[30,41,58],multipl:[0,18],name:[19,45,61],nativ:22,nest:[13,56,59],newlin:42,nidx:13,non:[],note:[1,36],noth:56,number:[13,31,32,50,59,65],numer:24,object:13,obtain:0,occur:18,onli:37,onlin:52,oosvar:65,oper:[24,25,40,46],option:[1,13,50,59],order:59,origin:26,other:[],out:[23,30,45],output:[4,20,24,27,41,59,62],over:25,overview:[33,53,56,65],packag:15,pair:[13,32,50],paramet:45,pars:[20,24],part:[],pass:65,pattern:37,per:15,percentag:65,perform:28,place:50,pleas:[],posit:45,possibl:18,pow:35,pprint:13,prebuilt:15,preced:40,pretti:[13,32],print:[0,13,32,41],problem:1,process:[20,24,32],program:[23,29,30],put:[5,11,45,56,59,61],python:[9,46],qnorm:35,queri:23,quick:[],quot:61,rag:4,random:31,randomli:31,rang:63,ratio:65,reassign:25,recip:14,record:[30,32,50,56,59,65],rectangular:[18,59],redirect:41,refactor:[],refer:[14,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56],regex:[54,61],regextract:35,regextract_or_els:35,regular:[4,54,56],relat:66,releas:[1,15,57],remov:56,renam:[25,56],renumb:59,reorder:56,repeat:56,repl:[24,58],replac:25,requir:1,reshap:56,round:35,roundm:35,routin:46,row:59,rstrip:35,rubi:9,run:60,sampl:56,saver:[13,19],scan:46,search:25,sec2dhm:35,sec2gmt:[35,56],sec2gmtdat:[35,56],sec2hm:35,sec2locald:[],sec2localtim:[],see:[11,18],select:[31,59],semant:40,semicolon:42,separ:50,seqgen:56,set:29,setup:22,sgn:35,sha1:35,sha256:35,sha512:35,shape:[7,59],share:56,shell:60,shorthand:[],show:23,shuffl:56,siev:29,similar:56,sin:35,singl:[13,61],sinh:35,skip:56,some:[],sort:[0,56],sourc:[1,15],special:61,specif:[24,59],specifi:19,split:59,splita:35,splitax:35,splitkv:35,splitkvx:35,splitnv:35,splitnvx:35,sql:62,sqrt:35,ssub:35,standard:65,start:14,stat:0,statement:[30,37,39,41,43,58],statist:63,stats1:56,stats2:56,step:56,strccture:[],stream:[23,30,45],strftime:35,strftime_loc:[],string:[35,48,61],strip:35,strlen:35,strptime:35,strptime_loc:[],structur:37,style:[13,37],sub:35,subroutin:44,substr0:35,substr1:35,substr:35,success:23,summari:[28,35],support:24,suppress:[],symbol:61,syntax:42,system:35,systim:35,systimeint:35,tabular:[13,32],tac:56,tail:56,tan:35,tanh:35,tarbal:1,tbf:[],tee:[41,56],templat:56,test:[3,45],them:61,thing:[],time:[8,23],togeth:0,tolow:35,tool:66,toolkit:[11,13],top:56,topic:[],toupper:35,tradeoff:66,transform:[],transpar:38,tripl:37,trivial:56,truncat:35,tsv:13,ttype:[],two:65,type:[45,48],unflatten:35,uniq:56,unix:11,unpair:18,unset:43,unspars:65,unsparsifi:56,uptim:35,urand32:35,urand:35,urandint:35,urandrang:35,usag:[],use:5,user:44,usv:13,valu:[4,13,32,37,45,56,65],variabl:[23,30,45,49],varianc:65,variou:[31,61],verb:[0,53,56],version:35,vertic:[13,32],via:15,want:59,weight:[63,65],what:[5,24,66],where:5,which:56,whitespac:56,who:66,why:[10,18,59,66],window:[22,24],within:56,without:[4,58,65],word:31,xml:[],xtab:13,you:5,your:5}}) \ No newline at end of file diff --git a/docs6b/docs/_build/html/shapes-of-data.html b/docs6b/docs/_build/html/shapes-of-data.html new file mode 100644 index 000000000..10ecbc683 --- /dev/null +++ b/docs6b/docs/_build/html/shapes-of-data.html @@ -0,0 +1,397 @@ + + + + + + + + Shapes of data — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Shapes of data

        +
        + +
        + +
        + +
        +

        Shapes of data

        +
        +

        No output at all

        +

        Try od -xcv and/or cat -e on your file to check for non-printable characters.

        +

        If you’re using Miller version less than 5.0.0 (try mlr --version on your system to find out), when the line-ending-autodetect feature was introduced, please see http://johnkerl.org/miller-releases/miller-4.5.0/doc/index.html.

        +
        +
        +

        Fields not selected

        +

        Check the field-separators of the data, e.g. with the command-line head program. Example: for CSV, Miller’s default record separator is comma; if your data is tab-delimited, e.g. aTABbTABc, then Miller won’t find three fields named a, b, and c but rather just one named aTABbTABc. Solution in this case: mlr --fs tab {remaining arguments ...}.

        +

        Also try od -xcv and/or cat -e on your file to check for non-printable characters.

        +
        +
        +

        Diagnosing delimiter specifications

        +

        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
+
        +
        +
        +
        +

        I assigned $9 and it’s not 9th

        +

        Miller records are ordered lists of key-value pairs. For NIDX format, DKVP format when keys are missing, or CSV/CSV-lite format with --implicit-csv-header, Miller will sequentially assign keys of the form 1, 2, etc. But these are not integer array indices: they’re just field names taken from the initial field ordering in the input data, when it is originally read from the input file(s).

        +
         echo x,y,z | mlr --dkvp cat
+ 1=x,2=y,3=z
+
        +
        +
         echo x,y,z | mlr --dkvp put '$6="a";$4="b";$55="cde"'
+ 1=x,2=y,3=z,6=a,4=b,55=cde
+
        +
        +
         echo x,y,z | mlr --nidx cat
+ x,y,z
+
        +
        +
         echo x,y,z | mlr --csv --implicit-csv-header cat
+ 1,2,3
+ x,y,z
+
        +
        +
         echo x,y,z | mlr --dkvp rename 2,999
+ 1=x,999=y,3=z
+
        +
        +
         echo x,y,z | mlr --dkvp rename 2,newname
+ 1=x,newname=y,3=z
+
        +
        +
         echo x,y,z | mlr --csv --implicit-csv-header reorder -f 3,1,2
+ 3,1,2
+ z,x,y
+
        +
        +
        +
        +

        Why doesn’t mlr cut put fields in the order I want?

        +

        Example: columns x,i,a were requested but they appear here in the order a,i,x:

        +
         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 cut -f x,i,a data/small
+ a=pan,i=1,x=0.3467901443380824
+ a=eks,i=2,x=0.7586799647899636
+ a=wye,i=3,x=0.20460330576630303
+ a=eks,i=4,x=0.38139939387114097
+ a=wye,i=5,x=0.5732889198020006
+
        +
        +

        The issue is that Miller’s cut, by default, outputs cut fields in the order they appear in the input data. This design decision was made intentionally to parallel the Unix/Linux system cut command, which has the same semantics.

        +

        The solution is to use the -o option:

        +
         mlr cut -o -f x,i,a data/small
+ x=0.3467901443380824,i=1,a=pan
+ x=0.7586799647899636,i=2,a=eks
+ x=0.20460330576630303,i=3,a=wye
+ x=0.38139939387114097,i=4,a=eks
+ x=0.5732889198020006,i=5,a=wye
+
        +
        +
        +
        +

        Numbering and renumbering records

        +

        The awk-like built-in variable NR is incremented for each input record:

        +
         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 put '$nr = NR' data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533,nr=1
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,nr=2
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,nr=3
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463,nr=4
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,nr=5
+
        +
        +

        However, this is the record number within the original input stream – not after any filtering you may have done:

        +
         mlr filter '$a == "wye"' then put '$nr = NR' data/small
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,nr=3
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,nr=5
+
        +
        +

        There are two good options here. One is to use the cat verb with -n:

        +
         mlr filter '$a == "wye"' then cat -n data/small
+ n=1,a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ n=2,a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +

        The other is to keep your own counter within the put DSL:

        +
         mlr filter '$a == "wye"' then put 'begin {@n = 1} $n = @n; @n += 1' data/small
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776,n=1
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,n=2
+
        +
        +

        The difference is a matter of taste (although mlr cat -n puts the counter first).

        +
        +
        +

        Splitting nested fields

        +

        Suppose you have a TSV file like this:

        +
        a   b
+x   z
+s   u:v:w
+
        +
        +

        The simplest option is to use mlr nest:

        +
         mlr --tsv nest --explode --values --across-records -f b --nested-fs : data/nested.tsv
+ a   b
+ x   z
+ s   u
+ s   v
+ s   w
+
        +
        +
         mlr --tsv nest --explode --values --across-fields  -f b --nested-fs : data/nested.tsv
+ a   b_1
+ x   z
+
+ a   b_1     b_2     b_3
+ s   u       v       w
+
        +
        +

        While mlr nest is simplest, let’s also take a look at a few ways to do this using the put DSL.

        +

        One option to split out the colon-delimited values in the b column is to use splitnv to create an integer-indexed map and loop over it, adding new fields to the current record:

        +
         mlr --from data/nested.tsv --itsv --oxtab put '
+   o = splitnv($b, ":");
+   for (k,v in o) {
+     $["p".k]=v
+   }
+ '
+ a  x
+ b  z
+ p1 z
+
+ a  s
+ b  u:v:w
+ p1 u
+ p2 v
+ p3 w
+
        +
        +

        while another is to loop over the same map from splitnv and use it (with put -q to suppress printing the original record) to produce multiple records:

        +
         mlr --from data/nested.tsv --itsv --oxtab put -q '
+   o = splitnv($b, ":");
+   for (k,v in o) {
+     x = mapsum($*, {"b":v});
+     emit x
+   }
+ '
+ a x
+ b z
+
+ a s
+ b u
+
+ a s
+ b v
+
+ a s
+ b w
+
        +
        +
         mlr --from data/nested.tsv --tsv put -q '
+   o = splitnv($b, ":");
+   for (k,v in o) {
+     x = mapsum($*, {"b":v}); emit x
+   }
+ '
+ a   b
+ x   z
+ s   u
+ s   v
+ s   w
+
        +
        +
        +
        +

        Options for dealing with duplicate rows

        +

        If your data has records appearing multiple times, you can use mlr uniq to show and/or count the unique records.

        +

        If you want to look at partial uniqueness – for example, show only the first record for each unique combination of the account_id and account_status fields – you might use mlr head -n 1 -g account_id,account_status. Please also see mlr head.

        +
        +
        +

        Rectangularizing data

        +

        Suppose you have a method (in whatever language) which is printing things of the form

        +
        outer=1
+outer=2
+outer=3
+
        +
        +

        and then calls another method which prints things of the form

        +
        middle=10
+middle=11
+middle=12
+middle=20
+middle=21
+middle=30
+middle=31
+
        +
        +

        and then, perhaps, that second method calls a third method which prints things of the form

        +
        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
+
        +
        +

        with the result that your program’s output is

        +
        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
+
        +
        +

        The idea here is that middles starting with a 1 belong to the outer value of 1, and so on. (For example, the outer values might be account IDs, the middle values might be invoice IDs, and the inner values might be invoice line-items.) If you want all the middle and inner lines to have the context of which outers they belong to, you can modify your software to pass all those through your methods. Alternatively, don’t refactor your code just to handle some ad-hoc log-data formatting – instead, use the following to rectangularize the data. The idea is to use an out-of-stream variable to accumulate fields across records. Clear that variable when you see an outer ID; accumulate fields; emit output when you see the inner IDs.

        +
         mlr --from data/rect.txt put -q '
+   is_present($outer) {
+     unset @r
+   }
+   for (k, v in $*) {
+     @r[k] = v
+   }
+   is_present($inner1) {
+     emit @r
+   }'
+ outer=1,middle=10,inner1=100,inner2=101
+ outer=1,middle=12,inner1=120,inner2=121
+ outer=2,middle=20,inner1=200,inner2=201
+ outer=2,middle=21,inner1=210,inner2=211
+ outer=3,middle=30,inner1=300,inner2=301
+ outer=3,middle=31,inner1=312,inner2=301
+ outer=3,middle=31,inner1=313,inner2=314
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/shell-commands.html b/docs6b/docs/_build/html/shell-commands.html new file mode 100644 index 000000000..e16f3dd92 --- /dev/null +++ b/docs6b/docs/_build/html/shell-commands.html @@ -0,0 +1,100 @@ + + + + + + + + Running shell commands — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Running shell commands

        +
        + +
        +
        + +
        +

        Running shell commands

        +

        TODO: while-read example from issues

        +

        The system DSL function allows you to run a specific shell command and put its output – minus the final newline – into a record field. The command itself is any string, either a literal string, or a concatenation of strings, perhaps including other field values or what have you.

        +
         mlr --opprint put '$o = system("echo hello world")' data/small
+ a   b   i x                   y                   o
+ pan pan 1 0.3467901443380824  0.7268028627434533  hello world
+ eks pan 2 0.7586799647899636  0.5221511083334797  hello world
+ wye wye 3 0.20460330576630303 0.33831852551664776 hello world
+ eks wye 4 0.38139939387114097 0.13418874328430463 hello world
+ wye pan 5 0.5732889198020006  0.8636244699032729  hello world
+
        +
        +
         mlr --opprint put '$o = system("echo {" . NR . "}")' data/small
+ a   b   i x                   y                   o
+ pan pan 1 0.3467901443380824  0.7268028627434533  {1}
+ eks pan 2 0.7586799647899636  0.5221511083334797  {2}
+ wye wye 3 0.20460330576630303 0.33831852551664776 {3}
+ eks wye 4 0.38139939387114097 0.13418874328430463 {4}
+ wye pan 5 0.5732889198020006  0.8636244699032729  {5}
+
        +
        +
         mlr --opprint put '$o = system("echo -n ".$a."| sha1sum")' data/small
+ a   b   i x                   y                   o
+ pan pan 1 0.3467901443380824  0.7268028627434533  f29c748220331c273ef16d5115f6ecd799947f13  -
+ eks pan 2 0.7586799647899636  0.5221511083334797  456d988ecb3bf1b75f057fc6e9fe70db464e9388  -
+ wye wye 3 0.20460330576630303 0.33831852551664776 eab0de043d67f441c7fd1e335f0ca38708e6ebf7  -
+ eks wye 4 0.38139939387114097 0.13418874328430463 456d988ecb3bf1b75f057fc6e9fe70db464e9388  -
+ wye pan 5 0.5732889198020006  0.8636244699032729  eab0de043d67f441c7fd1e335f0ca38708e6ebf7  -
+
        +
        +

        Note that running a subprocess on every record takes a non-trivial amount of time. Comparing asking the system date command for the current time in nanoseconds versus computing it in process:

        +
         mlr --opprint put '$t=system("date +%s.%N")' then step -a delta -f t data/small
+ a   b   i x                   y                   t                    t_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  1568774318.513903817 0
+ eks pan 2 0.7586799647899636  0.5221511083334797  1568774318.514722876 0.000819
+ wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.515618046 0.000895
+ eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.516547441 0.000929
+ wye pan 5 0.5732889198020006  0.8636244699032729  1568774318.517518828 0.000971
+
        +
        +
         mlr --opprint put '$t=systime()' then step -a delta -f t data/small
+ a   b   i x                   y                   t                 t_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  1568774318.518699 0
+ eks pan 2 0.7586799647899636  0.5221511083334797  1568774318.518717 0.000018
+ wye wye 3 0.20460330576630303 0.33831852551664776 1568774318.518723 0.000006
+ eks wye 4 0.38139939387114097 0.13418874328430463 1568774318.518727 0.000004
+ wye pan 5 0.5732889198020006  0.8636244699032729  1568774318.518730 0.000003
+
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/special-symbols-and-formatting.html b/docs6b/docs/_build/html/special-symbols-and-formatting.html new file mode 100644 index 000000000..8f4d34ec5 --- /dev/null +++ b/docs6b/docs/_build/html/special-symbols-and-formatting.html @@ -0,0 +1,171 @@ + + + + + + + + Special symbols and formatting — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Special symbols and formatting

        +
        + +
        + +
        + +
        +

        Special symbols and formatting

        +
        +

        How can I handle commas-as-data in various formats?

        +

        CSV handles this well and by design:

        +
         cat commas.csv
+ Name,Role
+ "Xiao, Lin",administrator
+ "Khavari, Darius",tester
+
        +
        +

        Likewise Tabular JSON:

        +
         mlr --icsv --ojson cat commas.csv
+ {
+   "Name": "Xiao, Lin",
+   "Role": "administrator"
+ }
+ {
+   "Name": "Khavari, Darius",
+   "Role": "tester"
+ }
+
        +
        +

        For Miller’s vertical-tabular format there is no escaping for carriage returns, but commas work fine:

        +
         mlr --icsv --oxtab cat commas.csv
+ Name Xiao, Lin
+ Role administrator
+
+ Name Khavari, Darius
+ Role tester
+
        +
        +

        But for Key-value_pairs and index-numbered, commas are the default field separator. And – as of Miller 5.4.0 anyway – there is no CSV-style double-quote-handling like there is for CSV. So commas within the data look like delimiters:

        +
         mlr --icsv --odkvp cat commas.csv
+ Name=Xiao, Lin,Role=administrator
+ Name=Khavari, Darius,Role=tester
+
        +
        +

        One solution is to use a different delimiter, such as a pipe character:

        +
         mlr --icsv --odkvp --ofs pipe cat commas.csv
+ Name=Xiao, Lin|Role=administrator
+ Name=Khavari, Darius|Role=tester
+
        +
        +

        To be extra-sure to avoid data/delimiter clashes, you can also use control +characters as delimiters – here, control-A:

        +
         mlr --icsv --odkvp --ofs '\001'  cat commas.csv | cat -v
+ Name=Xiao, Lin\001Role=administrator
+ Name=Khavari, Darius\001Role=tester
+
        +
        +
        +
        +

        How can I handle field names with special symbols in them?

        +

        Simply surround the field names with curly braces:

        +
         echo 'x.a=3,y:b=4,z/c=5' | mlr put '${product.all} = ${x.a} * ${y:b} * ${z/c}'
+ x.a=3,y:b=4,z/c=5,product.all=60
+
        +
        +
        +
        +

        How can I put single-quotes into strings?

        +

        This is a little tricky due to the shell’s handling of quotes. For simplicity, let’s first put an update script into a file:

        +
        $a = "It's OK, I said, then 'for now'."
+
        +
        +
         echo a=bcd | mlr put -f data/single-quote-example.mlr
+ a=It's OK, I said, then 'for now'.
+
        +
        +

        So, it’s simple: Miller’s DSL uses double quotes for strings, and you can put single quotes (or backslash-escaped double-quotes) inside strings, no problem.

        +

        Without putting the update expression in a file, it’s messier:

        +
         echo a=bcd | mlr put '$a="It'\''s OK, I said, '\''for now'\''."'
+ a=It's OK, I said, 'for now'.
+
        +
        +

        The idea is that the outermost single-quotes are to protect the put expression from the shell, and the double quotes within them are for Miller. To get a single quote in the middle there, you need to actually put it outside the single-quoting for the shell. The pieces are the following, all concatenated together:

        +
          +

        • $a="It

          • +

        • \'

          • +

        • s OK, I said,

          • +

        • \'

          • +

        • for now

          • +

        • \'

          • +

        • .

          • +
        +
        +
        +

        How to escape ‘?’ in regexes?

        +

        One way is to use square brackets; an alternative is to use simple string-substitution rather than a regular expression.

        +
         cat data/question.dat
+ a=is it?,b=it is!
+
        +
        +
         mlr --oxtab put '$c = gsub($a, "[?]"," ...")' data/question.dat
+ a is it?
+ b it is!
+ c is it ...
+
        +
        +
         mlr --oxtab put '$c = ssub($a, "?"," ...")' data/question.dat
+ a is it?
+ b it is!
+ c is it ...
+
        +
        +

        The ssub function exists precisely for this reason: so you don’t have to escape anything.

        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/sql-examples.html b/docs6b/docs/_build/html/sql-examples.html new file mode 100644 index 000000000..ec3c5d94b --- /dev/null +++ b/docs6b/docs/_build/html/sql-examples.html @@ -0,0 +1,280 @@ + + + + + + + + SQL examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        SQL examples

        +
        + +
        + +
        + +
        +

        SQL examples

        +
        +

        SQL-output examples

        +

        I like to produce SQL-query output with header-column and tab delimiter: this is CSV but with a tab instead of a comma, also known as TSV. Then I post-process with mlr --tsv or mlr --tsvlite. This means I can do some (or all, or none) of my data processing within SQL queries, and some (or none, or all) of my data processing using Miller – whichever is most convenient for my needs at the moment.

        +

        For example, using default output formatting in mysql we get formatting like Miller’s --opprint --barred:

        +
         mysql --database=mydb -e 'show columns in mytable'
+ +------------------+--------------+------+-----+---------+-------+
+ | Field            | Type         | Null | Key | Default | Extra |
+ +------------------+--------------+------+-----+---------+-------+
+ | id               | bigint(20)   | NO   | MUL | NULL    |       |
+ | category         | varchar(256) | NO   |     | NULL    |       |
+ | is_permanent     | tinyint(1)   | NO   |     | NULL    |       |
+ | assigned_to      | bigint(20)   | YES  |     | NULL    |       |
+ | last_update_time | int(11)      | YES  |     | NULL    |       |
+ +------------------+--------------+------+-----+---------+-------+
+
        +
        +

        Using mysql’s -B we get TSV output:

        +
         mysql --database=mydb -B -e 'show columns in mytable' | mlr --itsvlite --opprint cat
+ Field            Type         Null Key Default Extra
+ id               bigint(20)   NO  MUL NULL -
+ category         varchar(256) NO  -   NULL -
+ is_permanent     tinyint(1)   NO  -   NULL -
+ assigned_to      bigint(20)   YES -   NULL -
+ last_update_time int(11)      YES -   NULL -
+
        +
        +

        Since Miller handles TSV output, we can do as much or as little processing as we want in the SQL query, then send the rest on to Miller. This includes outputting as JSON, doing further selects/joins in Miller, doing stats, etc. etc.:

        +
         mysql --database=mydb -B -e 'show columns in mytable' | mlr --itsvlite --ojson --jlistwrap --jvstack cat
+ [
+   {
+     "Field": "id",
+     "Type": "bigint(20)",
+     "Null": "NO",
+     "Key": "MUL",
+     "Default": "NULL",
+     "Extra": ""
+   },
+   {
+     "Field": "category",
+     "Type": "varchar(256)",
+     "Null": "NO",
+     "Key": "",
+     "Default": "NULL",
+     "Extra": ""
+   },
+   {
+     "Field": "is_permanent",
+     "Type": "tinyint(1)",
+     "Null": "NO",
+     "Key": "",
+     "Default": "NULL",
+     "Extra": ""
+   },
+   {
+     "Field": "assigned_to",
+     "Type": "bigint(20)",
+     "Null": "YES",
+     "Key": "",
+     "Default": "NULL",
+     "Extra": ""
+   },
+   {
+     "Field": "last_update_time",
+     "Type": "int(11)",
+     "Null": "YES",
+     "Key": "",
+     "Default": "NULL",
+     "Extra": ""
+   }
+ ]
+
        +
        +
         mysql --database=mydb -B -e 'select * from mytable' > query.tsv
+
        +
        +
         mlr --from query.tsv --t2p stats1 -a count -f id -g category,assigned_to
+ category assigned_to id_count
+ special  10000978    207
+ special  10003924    385
+ special  10009872    168
+ standard 10000978    524
+ standard 10003924    392
+ standard 10009872    108
+ ...
+
        +
        +

        Again, all the examples in the CSV section apply here – just change the input-format flags.

        +
        +
        +

        SQL-input examples

        +

        One use of NIDX (value-only, no keys) format is for loading up SQL tables.

        +

        Create and load SQL table:

        +
        mysql> CREATE TABLE abixy(
+  a VARCHAR(32),
+  b VARCHAR(32),
+  i BIGINT(10),
+  x DOUBLE,
+  y DOUBLE
+);
+Query OK, 0 rows affected (0.01 sec)
+
+bash$ mlr --onidx --fs comma cat data/medium > medium.nidx
+
+mysql> LOAD DATA LOCAL INFILE 'medium.nidx' REPLACE INTO TABLE abixy FIELDS TERMINATED BY ',' ;
+Query OK, 10000 rows affected (0.07 sec)
+Records: 10000  Deleted: 0  Skipped: 0  Warnings: 0
+
+mysql> SELECT COUNT(*) AS count FROM abixy;
++-------+
+| count |
++-------+
+| 10000 |
++-------+
+1 row in set (0.00 sec)
+
+mysql> SELECT * FROM abixy LIMIT 10;
++------+------+------+---------------------+---------------------+
+| 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 |
+| zee  | pan  |    6 |  0.5271261600918548 | 0.49322128674835697 |
+| eks  | zee  |    7 |  0.6117840605678454 |  0.1878849191181694 |
+| zee  | wye  |    8 |  0.5985540091064224 |   0.976181385699006 |
+| hat  | wye  |    9 | 0.03144187646093577 |  0.7495507603507059 |
+| pan  | wye  |   10 |  0.5026260055412137 |  0.9526183602969864 |
++------+------+------+---------------------+---------------------+
+
        +
        +

        Aggregate counts within SQL:

        +
        mysql> SELECT a, b, COUNT(*) AS count FROM abixy GROUP BY a, b ORDER BY COUNT DESC;
++------+------+-------+
+| a    | b    | count |
++------+------+-------+
+| zee  | wye  |   455 |
+| pan  | eks  |   429 |
+| pan  | pan  |   427 |
+| wye  | hat  |   426 |
+| hat  | wye  |   423 |
+| pan  | hat  |   417 |
+| eks  | hat  |   417 |
+| pan  | zee  |   413 |
+| eks  | eks  |   413 |
+| zee  | hat  |   409 |
+| eks  | wye  |   407 |
+| zee  | zee  |   403 |
+| pan  | wye  |   395 |
+| wye  | pan  |   392 |
+| zee  | eks  |   391 |
+| zee  | pan  |   389 |
+| hat  | eks  |   389 |
+| wye  | eks  |   386 |
+| wye  | zee  |   385 |
+| hat  | zee  |   385 |
+| hat  | hat  |   381 |
+| wye  | wye  |   377 |
+| eks  | pan  |   371 |
+| hat  | pan  |   363 |
+| eks  | zee  |   357 |
++------+------+-------+
+25 rows in set (0.01 sec)
+
        +
        +

        Aggregate counts within Miller:

        +
         mlr --opprint uniq -c -g a,b then sort -nr count data/medium
+ a   b   count
+ zee wye 455
+ pan eks 429
+ pan pan 427
+ wye hat 426
+ hat wye 423
+ pan hat 417
+ eks hat 417
+ eks eks 413
+ pan zee 413
+ zee hat 409
+ eks wye 407
+ zee zee 403
+ pan wye 395
+ hat pan 363
+ eks zee 357
+
        +
        +

        Pipe SQL output to aggregate counts within Miller:

        +
         mysql -D miller -B -e 'select * from abixy' | mlr --itsv --opprint uniq -c -g a,b then sort -nr count
+ a   b   count
+ zee wye 455
+ pan eks 429
+ pan pan 427
+ wye hat 426
+ hat wye 423
+ pan hat 417
+ eks hat 417
+ eks eks 413
+ pan zee 413
+ zee hat 409
+ eks wye 407
+ zee zee 403
+ pan wye 395
+ wye pan 392
+ zee eks 391
+ zee pan 389
+ hat eks 389
+ wye eks 386
+ hat zee 385
+ wye zee 385
+ hat hat 381
+ wye wye 377
+ eks pan 371
+ hat pan 363
+ eks zee 357
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/square.csv b/docs6b/docs/_build/html/square.csv new file mode 100644 index 000000000..464f52132 --- /dev/null +++ b/docs6b/docs/_build/html/square.csv @@ -0,0 +1,5 @@ +color,shape,flag,index,quantity,rate +red,square,true,15,79.2778,0.0130 +red,square,false,48,77.5542,7.4670 +red,square,false,64,77.1991,9.5310 +purple,square,false,91,72.3735,8.2430 diff --git a/docs6b/docs/_build/html/statistics-examples.html b/docs6b/docs/_build/html/statistics-examples.html new file mode 100644 index 000000000..4df899519 --- /dev/null +++ b/docs6b/docs/_build/html/statistics-examples.html @@ -0,0 +1,120 @@ + + + + + + + + Statistics examples — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Statistics examples

        +
        + +
        + +
        + +
        +

        Statistics examples

        +
        +

        Computing interquartile ranges

        +

        For one or more specified field names, simply compute p25 and p75, then write the IQR as the difference of p75 and p25:

        +
         mlr --oxtab stats1 -f x -a p25,p75 \
+     then put '$x_iqr = $x_p75 - $x_p25' \
+     data/medium
+ x_p25 0.24667037823231752
+ x_p75 0.7481860062358446
+ x_iqr 0.5015156280035271
+
        +
        +

        For wildcarded field names, first compute p25 and p75, then loop over field names with p25 in them:

        +
         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
+
        +
        +
        +
        +

        Computing weighted means

        +

        This might be more elegantly implemented as an option within the stats1 verb. Meanwhile, it’s expressible within the DSL:

        +
         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";
+   }'
+ a=pan,wmean=4979.563722208067,mean=5028.259010091302
+ a=eks,wmean=4890.3815931472145,mean=4956.2900763358775
+ a=wye,wmean=4946.987746229947,mean=4920.001017293998
+ a=zee,wmean=5164.719684856538,mean=5123.092330239375
+ a=hat,wmean=4925.533162478552,mean=4967.743946419371
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/then-chaining.html b/docs6b/docs/_build/html/then-chaining.html new file mode 100644 index 000000000..6472477c0 --- /dev/null +++ b/docs6b/docs/_build/html/then-chaining.html @@ -0,0 +1,154 @@ + + + + + + + + Then-chaining — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Then-chaining

        +
        + +
        + +
        + +
        +

        Then-chaining

        +
        +

        How do I examine then-chaining?

        +

        Then-chaining found in Miller is intended to function the same as Unix pipes, but with less keystroking. You can print your data one pipeline step at a time, to see what intermediate output at one step becomes the input to the next step.

        +

        First, look at the input data:

        +
         cat data/then-example.csv
+ Status,Payment_Type,Amount
+ paid,cash,10.00
+ pending,debit,20.00
+ paid,cash,50.00
+ pending,credit,40.00
+ paid,debit,30.00
+
        +
        +

        Next, run the first step of your command, omitting anything from the first then onward:

        +
         mlr --icsv --opprint count-distinct -f Status,Payment_Type data/then-example.csv
+ Status  Payment_Type count
+ paid    cash         2
+ pending debit        1
+ pending credit       1
+ paid    debit        1
+
        +
        +

        After that, run it with the next then step included:

        +
         mlr --icsv --opprint count-distinct -f Status,Payment_Type \
+   then sort -nr count \
+   data/then-example.csv
+ Status  Payment_Type count
+ paid    cash         2
+ pending debit        1
+ pending credit       1
+ paid    debit        1
+
        +
        +

        Now if you use then to include another verb after that, the columns Status, Payment_Type, and count will be the input to that verb.

        +

        Note, by the way, that you’ll get the same results using pipes:

        +
         mlr --csv count-distinct -f Status,Payment_Type data/then-example.csv \
+ | mlr --icsv --opprint sort -nr count
+ Status  Payment_Type count
+ paid    cash         2
+ pending debit        1
+ pending credit       1
+ paid    debit        1
+
        +
        +
        +
        +

        NR is not consecutive after then-chaining

        +

        Given this input data:

        +
         cat data/small
+ a=pan,b=pan,i=1,x=0.3467901443380824,y=0.7268028627434533
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+ a=eks,b=wye,i=4,x=0.38139939387114097,y=0.13418874328430463
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +

        why don’t I see NR=1 and NR=2 here??

        +
         mlr filter '$x > 0.5' then put '$NR = NR' data/small
+ a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NR=2
+ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729,NR=5
+
        +
        +

        The reason is that NR is computed for the original input records and isn’t dynamically updated. By contrast, NF is dynamically updated: it’s the number of fields in the current record, and if you add/remove a field, the value of NF will change:

        +
         echo x=1,y=2,z=3 | mlr put '$nf1 = NF; $u = 4; $nf2 = NF; unset $x,$y,$z; $nf3 = NF'
+ nf1=3,u=4,nf2=5,nf3=3
+
        +
        +

        NR, by contrast (and FNR as well), retains the value from the original input stream, and records may be dropped by a filter within a then-chain. To recover consecutive record numbers, you can use out-of-stream variables as follows:

        +
         mlr --opprint --from data/small put '
+   begin{ @nr1 = 0 }
+   @nr1 += 1;
+   $nr1 = @nr1
+ ' \
+ then filter '$x>0.5' \
+ then put '
+   begin{ @nr2 = 0 }
+   @nr2 += 1;
+   $nr2 = @nr2
+ '
+ a   b   i x                  y                  nr1 nr2
+ eks pan 2 0.7586799647899636 0.5221511083334797 2   1
+ wye pan 5 0.5732889198020006 0.8636244699032729 5   2
+
        +
        +

        Or, simply use mlr cat -n:

        +
         mlr filter '$x > 0.5' then cat -n data/small
+ n=1,a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
+ n=2,a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/triangle.csv b/docs6b/docs/_build/html/triangle.csv new file mode 100644 index 000000000..b8bc0650d --- /dev/null +++ b/docs6b/docs/_build/html/triangle.csv @@ -0,0 +1,4 @@ +color,shape,flag,index,quantity,rate +yellow,triangle,true,11,43.6498,9.8870 +purple,triangle,false,51,81.2290,8.5910 +purple,triangle,false,65,80.1405,5.8240 diff --git a/docs6b/docs/_build/html/two-pass-algorithms.html b/docs6b/docs/_build/html/two-pass-algorithms.html new file mode 100644 index 000000000..ed0d1c2f7 --- /dev/null +++ b/docs6b/docs/_build/html/two-pass-algorithms.html @@ -0,0 +1,697 @@ + + + + + + + + Two-pass algorithms — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Two-pass algorithms

        +
        + +
        + +
        + +
        +

        Two-pass algorithms

        +
        +

        Overview

        +

        Miller is a streaming record processor; commands are performed once per record. This makes Miller particularly suitable for single-pass algorithms, allowing many of its verbs to process files that are (much) larger than the amount of RAM present in your system. (Of course, Miller verbs such as sort, tac, etc. all must ingest and retain all input records before emitting any output records.) You can also use out-of-stream variables to perform multi-pass computations, at the price of retaining all input records in memory.

        +

        One of Miller’s strengths is its compact notation: for example, given input of the form

        +
         head -n 5 ../data/medium
+ 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
+
        +
        +

        you can simply do

        +
         mlr --oxtab stats1 -a sum -f x ../data/medium
+ x_sum 4986.019681679581
+
        +
        +

        or

        +
         mlr --opprint stats1 -a sum -f x -g b ../data/medium
+ b   x_sum
+ pan 965.7636699425815
+ wye 1023.5484702619565
+ zee 979.7420161495838
+ eks 1016.7728571314786
+ hat 1000.192668193983
+
        +
        +

        rather than the more tedious

        +
         mlr --oxtab put -q '
+   @x_sum += $x;
+   end {
+     emit @x_sum
+   }
+ ' data/medium
+ x_sum 4986.019681679581
+
        +
        +

        or

        +
         mlr --opprint put -q '
+   @x_sum[$b] += $x;
+   end {
+     emit @x_sum, "b"
+   }
+ ' data/medium
+ b   x_sum
+ pan 965.7636699425815
+ wye 1023.5484702619565
+ zee 979.7420161495838
+ eks 1016.7728571314786
+ hat 1000.192668193983
+
        +
        +

        The former (mlr stats1 et al.) has the advantages of being easier to type, being less error-prone to type, and running faster.

        +

        Nonetheless, out-of-stream variables (which I whimsically call oosvars), begin/end blocks, and emit statements give you the ability to implement logic – if you wish to do so – which isn’t present in other Miller verbs. (If you find yourself often using the same out-of-stream-variable logic over and over, please file a request at https://github.com/johnkerl/miller/issues to get it implemented directly in Go as a Miller verb of its own.)

        +

        The following examples compute some things using oosvars which are already computable using Miller verbs, by way of providing food for thought.

        +
        +
        +

        Computation of percentages

        +

        For example, mapping numeric values down a column to the percentage between their min and max values is two-pass: on the first pass you find the min and max values, then on the second, map each record’s value to a percentage.

        +
         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"
+   }
+ '
+ NR x                   x_pct
+ 1  0.3467901443380824  25.66194338926441
+ 2  0.7586799647899636  100
+ 3  0.20460330576630303 0
+ 4  0.38139939387114097 31.90823602213647
+ 5  0.5732889198020006  66.54054236562845
+
        +
        +
        +
        +

        Line-number ratios

        +

        Similarly, finding the total record count requires first reading through all the data:

        +
         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
+ I N PCT     a   b   i x                   y
+ 1 5 (error) pan pan 1 0.3467901443380824  0.7268028627434533
+ 2 5 (error) eks pan 2 0.7586799647899636  0.5221511083334797
+ 3 5 (error) wye wye 3 0.20460330576630303 0.33831852551664776
+ 4 5 (error) eks wye 4 0.38139939387114097 0.13418874328430463
+ 5 5 (error) wye pan 5 0.5732889198020006  0.8636244699032729
+
        +
        +
        +
        +

        Records having max value

        +

        The idea is to retain records having the largest value of n in the following data:

        +
         mlr --itsv --opprint cat data/maxrows.tsv
+ 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
+
        +
        +

        Of course, the largest value of n isn’t known until after all data have been read. Using an out-of-stream variable we can retain all records as they are read, then filter them at the end:

        +
         cat data/maxrows.mlr
+ # 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 (nr in @records) {
+     map record = @records[nr];
+     if (record["n"] == @maxn) {
+       emit record;
+     }
+   }
+ }
+
        +
        +
         mlr --itsv --opprint put -q -f data/maxrows.mlr data/maxrows.tsv
+ a      b      n score
+ purple red    5 0.743231
+ purple red    5 0.389055
+ orange purple 5 0.257223
+ orange purple 5 0.693499
+ blue   purple 5 0.157052
+ purple red    5 0.454779
+ orange blue   5 0.705700
+ purple red    5 0.072936
+ green  purple 5 0.203577
+
        +
        +
        +
        +

        Feature-counting

        +

        Suppose you have some heterogeneous data like this:

        +
        { "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 }
+
        +
        +

        A reasonable question to ask is, how many occurrences of each field are there? And, what percentage of total row count has each of them? Since the denominator of the percentage is not known until the end, this is a two-pass algorithm:

        +
        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"
+}
+
        +
        +

        Then

        +
         mlr --json put -q -f data/feature-count.mlr data/features.json
+ {
+   "record_count": 12
+ }
+ {
+   "key": "qoh",
+   "key_counts": 8
+ }
+ {
+   "key": "rate",
+   "key_counts": 8
+ }
+ {
+   "key": "latency",
+   "key_counts": 7
+ }
+ {
+   "key": "name",
+   "key_counts": 4
+ }
+ {
+   "key": "uid",
+   "key_counts": 3
+ }
+ {
+   "key": "uid2",
+   "key_counts": 1
+ }
+ {
+   "key": "qoh",
+   "key_fraction": 0.6666666666666666
+ }
+ {
+   "key": "rate",
+   "key_fraction": 0.6666666666666666
+ }
+ {
+   "key": "latency",
+   "key_fraction": 0.5833333333333334
+ }
+ {
+   "key": "name",
+   "key_fraction": 0.3333333333333333
+ }
+ {
+   "key": "uid",
+   "key_fraction": 0.25
+ }
+ {
+   "key": "uid2",
+   "key_fraction": 0.08333333333333333
+ }
+
        +
        +
         mlr --ijson --opprint put -q -f data/feature-count.mlr data/features.json
+ record_count
+ 12
+
+ key     key_counts
+ qoh     8
+ rate    8
+ latency 7
+ name    4
+ uid     3
+ uid2    1
+
+ key     key_fraction
+ qoh     0.6666666666666666
+ rate    0.6666666666666666
+ latency 0.5833333333333334
+ name    0.3333333333333333
+ uid     0.25
+ uid2    0.08333333333333333
+
        +
        +
        +
        +

        Unsparsing

        +

        The previous section discussed how to fill out missing data fields within CSV with full header line – so the list of all field names is present within the header line. Next, let’s look at a related problem: we have data where each record has various key names but we want to produce rectangular output having the union of all key names.

        +

        For example, suppose you have JSON input like this:

        +
         cat data/sparse.json
+ {"a":1,"b":2,"v":3}
+ {"u":1,"b":2}
+ {"a":1,"v":2,"x":3}
+ {"v":1,"w":2}
+
        +
        +

        There are field names a, b, v, u, x, w in the data – but not all in every record. Since we don’t know the names of all the keys until we’ve read them all, this needs to be a two-pass algorithm. On the first pass, remember all the unique key names and all the records; on the second pass, loop through the records filling in absent values, then producing output. Use put -q since we don’t want to produce per-record output, only emitting output in the end block:

        +
         cat data/unsparsify.mlr
+ # 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;
+   }
+ }
+
        +
        +
         mlr --json put -q -f data/unsparsify.mlr data/sparse.json
+ {
+   "a": 1,
+   "b": 2,
+   "v": 3,
+   "u": "",
+   "x": "",
+   "w": ""
+ }
+ {
+   "a": "",
+   "b": 2,
+   "v": "",
+   "u": 1,
+   "x": "",
+   "w": ""
+ }
+ {
+   "a": 1,
+   "b": "",
+   "v": 2,
+   "u": "",
+   "x": 3,
+   "w": ""
+ }
+ {
+   "a": "",
+   "b": "",
+   "v": 1,
+   "u": "",
+   "x": "",
+   "w": 2
+ }
+
        +
        +
         mlr --ijson --ocsv put -q -f data/unsparsify.mlr data/sparse.json
+ a,b,v,u,x,w
+ 1,2,3,,,
+ ,2,,1,,
+ 1,,2,,3,
+ ,,1,,,2
+
        +
        +
         mlr --ijson --opprint put -q -f data/unsparsify.mlr data/sparse.json
+ a b v u x w
+ 1 2 3 - - -
+ - 2 - 1 - -
+ 1 - 2 - 3 -
+ - - 1 - - 2
+
        +
        +

        There is a keystroke-saving verb for this: mlr unsparsify.

        +
        +
        +

        Mean without/with oosvars

        +
         mlr --opprint stats1 -a mean -f x data/medium
+ x_mean
+ 0.49860196816795804
+
        +
        +
         mlr --opprint put -q '
+   @x_sum += $x;
+   @x_count += 1;
+   end {
+     @x_mean = @x_sum / @x_count;
+     emit @x_mean
+   }
+ ' data/medium
+ x_mean
+ 0.49860196816795804
+
        +
        +
        +
        +

        Keyed mean without/with oosvars

        +
         mlr --opprint stats1 -a mean -f x -g a,b data/medium
+ a   b   x_mean
+ pan pan 0.5133141190437597
+ eks pan 0.48507555383425127
+ wye wye 0.49150092785839306
+ eks wye 0.4838950517724162
+ wye pan 0.4996119901034838
+ zee pan 0.5198298297816007
+ eks zee 0.49546320772681596
+ zee wye 0.5142667998230479
+ hat wye 0.49381326184632596
+ pan wye 0.5023618498923658
+ zee eks 0.4883932942792647
+ hat zee 0.5099985721987774
+ hat eks 0.48587864619953547
+ wye hat 0.4977304763723314
+ pan eks 0.5036718595143479
+ eks eks 0.5227992666570941
+ hat hat 0.47993053101017374
+ hat pan 0.4643355557376876
+ zee zee 0.5127559183726382
+ pan hat 0.492140950155604
+ pan zee 0.4966041598627583
+ zee hat 0.46772617655014515
+ wye zee 0.5059066170573692
+ eks hat 0.5006790659966355
+ wye eks 0.5306035254809106
+
        +
        +
         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
+ a   b   x_mean
+ pan pan 0.5133141190437597
+ pan wye 0.5023618498923658
+ pan eks 0.5036718595143479
+ pan hat 0.492140950155604
+ pan zee 0.4966041598627583
+ eks pan 0.48507555383425127
+ eks wye 0.4838950517724162
+ eks zee 0.49546320772681596
+ eks eks 0.5227992666570941
+ eks hat 0.5006790659966355
+ wye wye 0.49150092785839306
+ wye pan 0.4996119901034838
+ wye hat 0.4977304763723314
+ wye zee 0.5059066170573692
+ wye eks 0.5306035254809106
+ zee pan 0.5198298297816007
+ zee wye 0.5142667998230479
+ zee eks 0.4883932942792647
+ zee zee 0.5127559183726382
+ zee hat 0.46772617655014515
+ hat wye 0.49381326184632596
+ hat zee 0.5099985721987774
+ hat eks 0.48587864619953547
+ hat hat 0.47993053101017374
+ hat pan 0.4643355557376876
+
        +
        +
        +
        +

        Variance and standard deviation without/with oosvars

        +
         mlr --oxtab stats1 -a count,sum,mean,var,stddev -f x data/medium
+ x_count  10000
+ x_sum    4986.019681679581
+ x_mean   0.49860196816795804
+ x_var    0.08426974433144456
+ x_stddev 0.2902925151144007
+
        +
        +
         cat variance.mlr
+ @n += 1;
+ @sumx += $x;
+ @sumx2 += $x**2;
+ end {
+   @mean = @sumx / @n;
+   @var = (@sumx2 - @mean * (2 * @sumx - @n * @mean)) / (@n - 1);
+   @stddev = sqrt(@var);
+   emitf @n, @sumx, @sumx2, @mean, @var, @stddev
+ }
+
        +
        +
         mlr --oxtab put -q -f variance.mlr data/medium
+ n      10000
+ sumx   4986.019681679581
+ sumx2  3328.652400179729
+ mean   0.49860196816795804
+ var    0.08426974433144456
+ stddev 0.2902925151144007
+
        +
        +

        You can also do this keyed, of course, imitating the keyed-mean example above.

        +
        +
        +

        Min/max without/with oosvars

        +
         mlr --oxtab stats1 -a min,max -f x data/medium
+ x_min 0.00004509679127584487
+ x_max 0.999952670371898
+
        +
        +
         mlr --oxtab put -q '
+   @x_min = min(@x_min, $x);
+   @x_max = max(@x_max, $x);
+   end{emitf @x_min, @x_max}
+ ' data/medium
+ x_min 0.00004509679127584487
+ x_max 0.999952670371898
+
        +
        +
        +
        +

        Keyed min/max without/with oosvars

        +
         mlr --opprint stats1 -a min,max -f x -g a data/medium
+ a   x_min                  x_max
+ pan 0.00020390740306253097 0.9994029107062516
+ eks 0.0006917972627396018  0.9988110946859143
+ wye 0.0001874794831505655  0.9998228522652893
+ zee 0.0005486114815762555  0.9994904324789629
+ hat 0.00004509679127584487 0.999952670371898
+
        +
        +
         mlr --opprint --from data/medium put -q '
+   @min[$a] = min(@min[$a], $x);
+   @max[$a] = max(@max[$a], $x);
+   end{
+     emit (@min, @max), "a";
+   }
+ '
+ a   min                    max
+ pan 0.00020390740306253097 0.9994029107062516
+ eks 0.0006917972627396018  0.9988110946859143
+ wye 0.0001874794831505655  0.9998228522652893
+ zee 0.0005486114815762555  0.9994904324789629
+ hat 0.00004509679127584487 0.999952670371898
+
        +
        +
        +
        +

        Delta without/with oosvars

        +
         mlr --opprint step -a delta -f x data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.41188982045188116
+ wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.19188952593085962
+
        +
        +
         mlr --opprint put '
+   $x_delta = is_present(@last) ? $x - @last : 0;
+   @last = $x
+ ' data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.41188982045188116
+ wye wye 3 0.20460330576630303 0.33831852551664776 -0.5540766590236605
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.17679608810483793
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.19188952593085962
+
        +
        +
        +
        +

        Keyed delta without/with oosvars

        +
         mlr --opprint step -a delta -f x -g a data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0
+ wye wye 3 0.20460330576630303 0.33831852551664776 0
+ eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.36868561403569755
+
        +
        +
         mlr --opprint put '
+   $x_delta = is_present(@last[$a]) ? $x - @last[$a] : 0;
+   @last[$a]=$x
+ ' data/small
+ a   b   i x                   y                   x_delta
+ pan pan 1 0.3467901443380824  0.7268028627434533  0
+ eks pan 2 0.7586799647899636  0.5221511083334797  0
+ wye wye 3 0.20460330576630303 0.33831852551664776 0
+ eks wye 4 0.38139939387114097 0.13418874328430463 -0.3772805709188226
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.36868561403569755
+
        +
        +
        +
        +

        Exponentially weighted moving averages without/with oosvars

        +
         mlr --opprint step -a ewma -d 0.1 -f x data/small
+ a   b   i x                   y                   x_ewma_0.1
+ pan pan 1 0.3467901443380824  0.7268028627434533  0.3467901443380824
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.3879791263832706
+ wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.3910644883290776
+
        +
        +
         mlr --opprint put '
+   begin{ @a=0.1 };
+   $e = NR==1 ? $x : @a * $x + (1 - @a) * @e;
+   @e=$e
+ ' data/small
+ a   b   i x                   y                   e
+ pan pan 1 0.3467901443380824  0.7268028627434533  0.3467901443380824
+ eks pan 2 0.7586799647899636  0.5221511083334797  0.3879791263832706
+ wye wye 3 0.20460330576630303 0.33831852551664776 0.36964154432157387
+ eks wye 4 0.38139939387114097 0.13418874328430463 0.37081732927653055
+ wye pan 5 0.5732889198020006  0.8636244699032729  0.3910644883290776
+
        +
        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_build/html/variance.mlr b/docs6b/docs/_build/html/variance.mlr new file mode 100644 index 000000000..301443387 --- /dev/null +++ b/docs6b/docs/_build/html/variance.mlr @@ -0,0 +1,9 @@ +@n += 1; +@sumx += $x; +@sumx2 += $x**2; +end { + @mean = @sumx / @n; + @var = (@sumx2 - @mean * (2 * @sumx - @n * @mean)) / (@n - 1); + @stddev = sqrt(@var); + emitf @n, @sumx, @sumx2, @mean, @var, @stddev +} diff --git a/docs6b/docs/_build/html/verb-example-ewma.sh b/docs6b/docs/_build/html/verb-example-ewma.sh new file mode 100644 index 000000000..e990b52b4 --- /dev/null +++ b/docs6b/docs/_build/html/verb-example-ewma.sh @@ -0,0 +1 @@ +mlr --opprint step -a ewma -d 0.1 -f x data/small diff --git a/docs6b/docs/_build/html/why.html b/docs6b/docs/_build/html/why.html new file mode 100644 index 000000000..5bfdd9cb0 --- /dev/null +++ b/docs6b/docs/_build/html/why.html @@ -0,0 +1,99 @@ + + + + + + + + Why? — Miller 6.0.0-alpha documentation + + + + + + + + + + + + + + + + +
        +
        +

        Why?

        +
        + +
        + +
        + +
        +

        Why?

        +

        Someone asked me the other day about design, tradeoffs, thought process, why I felt it necessary to build Miller, etc. Here are some answers.

        +
        +

        Who is Miller for?

        +

        For background, I’m a software engineer, with a heavy devops bent and a non-trivial amount of data-engineering in my career. Initially I wrote Miller mainly for myself: I’m coder-friendly (being a coder); I’m Github-friendly; most of my data are well-structured or easily structurable (TSV-formatted SQL-query output, CSV files, log files, JSON data structures); I care about interoperability between all the various formats Miller supports (I’ve encountered them all); I do all my work on Linux or OSX.

        +

        But now there’s this neat little tool which seems to be useful for people in various disciplines. I don’t even know entirely who. I can click through Github starrers and read a bit about what they seem to do, but not everyone that uses Miller is even on Github (or stars things). I’ve gotten a lot of feature requests through Github – but only from people who are Github users. Not everyone’s a coder (it seems like a lot of Miller’s Github starrers are devops folks like myself, or data-science-ish people, or biology/genomics folks.) A lot of people care 100% about CSV. And so on.

        +

        So I wonder (please drop a note at https://github.com/johnkerl/miller/issues) does Miller do what you need? Do you use it for all sorts of things, or just one or two nice things? Are there things you wish it did but it doesn’t? Is it almost there, or just nowhere near what you want? Are there not enough features or way too many? Are the docs too complicated; do you have a hard time finding out how to do what you want? Should I think differently about what this tool even is in the first place? Should I think differently about who it’s for?

        +
        +
        +

        What was Miller created to do?

        +

        First: there are tools like xsv which handles CSV marvelously and jq which handles JSON marvelously, and so on – but I over the years of my career in the software industry I’ve found myself, and others, doing a lot of ad-hoc things which really were fundamentally the same except for format. So the number one thing about Miller is doing common things while supporting multiple formats: (a) ingest a list of records where a record is a list of key-value pairs (however represented in the input files); (b) transform that stream of records; (c) emit the transformed stream – either in the same format as input, or in a different format.

        +

        Second thing, a lot like the first: just as I didn’t want to build something only for a single file format, I didn’t want to build something only for one problem domain. In my work doing software engineering, devops, data engineering, etc. I saw a lot of commonalities and I wanted to solve as many problems simultaneously as possible.

        +

        Third: it had to be streaming. As time goes by and we (some of us, sometimes) have machines with tens or hundreds of GB of RAM, it’s maybe less important, but I’m unhappy with tools which ingest all data, then do stuff, then emit all data. One reason is to be able to handle files bigger than available RAM. Another reason is to be able to handle input which trickles in, e.g. you have some process emitting data now and then and you can pipe it to Miller and it will emit transformed records one at a time.

        +

        Fourth: it had to be fast. This precludes all sorts of very nice things written in Ruby, for example. I love Ruby as a very expressive language, and I have several very useful little utility scripts written in Ruby. But a few years ago I ported over some of my old tried-and-true C programs and the lines-of-code count was a lot lower – it was great! Until I ran them on multi-GB files and realized they took 60x as long to complete. So I couldn’t write Miller in Ruby, or in languages like it. I was going to have to do something in a low-level language in order to make it performant.

        +

        Fifth thing: I wanted Miller to be pipe-friendly and interoperate with other command-line tools. Since the basic paradigm is ingest records, transform records, emit records – where the input and output formats can be the same or different, and the transform can be complex, or just pass-through – this means you can use it to transform data, or re-format it, or both. So if you just want to do data-cleaning/prep/formatting and do all the “real” work in R, you can. If you just want a little glue script between other tools you can get that. And if you want to do non-trivial data-reduction in Miller you can.

        +

        Sixth thing: Must have comprehensive documentation and unit-test. Since Miller handles a lot of formats and solves a lot of problems, there’s a lot to test and a lot to keep working correctly as I add features or optimize. And I wanted it to be able to explain itself – not only through web docs like the one you’re reading but also through man mlr and mlr --help, mlr sort --help, etc.

        +

        Seventh thing: Must have a domain-specific language (DSL) but also must let you do common things without it. All those little verbs Miller has to help you avoid having to write for-loops are great. I use them for keystroke-saving: mlr stats1 -a mean,stddev,min,max -f quantity, for example, without you having to write for-loops or define accumulator variables. But you also have to be able to break out of that and write arbitrary code when you want to: mlr put '$distance = $rate * $time' or anything else you can think up. In Perl/AWK/etc. it’s all DSL. In xsv et al. it’s all verbs. In Miller I like having the combination.

        +

        Eighth thing: It’s an awful lot of fun to write. In my experience I didn’t find any tools which do multi-format, streaming, efficient, multi-purpose, with DSL and non-DSL, so I wrote one. But I don’t guarantee it’s unique in the world. It fills a niche in the world (people use it) but it also fills a niche in my life.

        +
        +
        +

        Tradeoffs

        +

        Miller is command-line-only by design. People who want a graphical user interface won’t find it here. This is in part (a) accommodating my personal preferences, and in part (b) guided by my experience/belief that the command line is very expressive. Steep learning curve, yes. I consider that price worth paying.

        +

        Another tradeoff: supporting lists of records – each with only one depth – keeps me supporting only what can be expressed in all of those formats. E.g. in JSON you can have lists of lists of lists which Miller just doesn’t handle. So Miller can’t (and won’t) handle arbitrary JSON because it only handles tabular data which can be expressed in a variety of formats.

        +

        A third tradeoff is doing build-from-scratch in a low-level language. It’d be quicker to write (but slower to run) if written in a high-level language. If Miller were written in Python, it would be implemented in significantly fewer lines of code than its current Go implementation. The DSL would just be an eval of Python code. And it would run slower, but maybe not enough slower to be a problem for most folks. Later I found out about the rows tool – if you find Miller useful, you should check out rows as well.

        +

        A fourth tradeoff is in the DSL (more visibly so in 5.0.0 but already in pre-5.0.0): how much to make it dynamically typed – so you can just say y=x+1 with a minimum number of keystrokes – vs. having it do a good job of telling you when you’ve made a typo. This is a common paradigm across all languages. Some like Ruby you don’t declare anything and they’re quick to code little stuff in but programs of even a few thousand lines (which isn’t large in the software world) become insanely unmanageable. Then Java at the other extreme which is very typesafe but you have to type in a lot of punctuation, angle brackets, datatypes, repetition, etc. just to be able to get anything done. And some in the middle like Go which are typesafe but with type inference which aim to do the best of both. In the Miller (5.0.0) DSL you get y=x+1 by default but you can have things like int y = x+1 etc. so the typesafety is opt-in. See also Type-checking for more information on type-checking.

        +
        + +
        +

        Moving forward

        +

        I originally aimed Miller at people who already know what sed/awk/cut/sort/join are and wanted some options. But as time goes by I realize that tools like this can be useful to folks who don’t know what those things are; people who aren’t primarily coders; people who are scientists, or data scientists. These days some journalists do data analysis. So moving forward in terms of docs, I am working on having more cookbook, follow-by-example stuff in addition to the existing language-reference kinds of stuff. And continuing to seek out input from people who use Miller on where to go next.

        +
        +
        + + +
        +
        +
        + + + + \ No newline at end of file diff --git a/docs6b/docs/_static/basic.css b/docs6b/docs/_static/basic.css new file mode 100644 index 000000000..a19fd46c5 --- /dev/null +++ b/docs6b/docs/_static/basic.css @@ -0,0 +1,861 @@ +/* + * basic.css + * ~~~~~~~~~ + * + * Sphinx stylesheet -- basic theme. + * + * :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +/* -- main layout ----------------------------------------------------------- */ + +div.clearer { + clear: both; +} + +div.section::after { + display: block; + content: ''; + clear: left; +} + +/* -- relbar ---------------------------------------------------------------- */ + +div.related { + width: 100%; + font-size: 90%; +} + +div.related h3 { + display: none; +} + +div.related ul { + margin: 0; + padding: 0 0 0 10px; + list-style: none; +} + +div.related li { + display: inline; +} + +/* CHANGE ME */ +div.body li { + margin:10px 0 0 0; +} + +div.related li.right { + float: right; + margin-right: 5px; +} + +/* -- sidebar --------------------------------------------------------------- */ + +div.sphinxsidebarwrapper { + padding: 10px 5px 0 10px; +} + +div.sphinxsidebar { + float: left; + width: 230px; + margin-left: -100%; + font-size: 90%; + word-wrap: break-word; + overflow-wrap : break-word; +} + +div.sphinxsidebar ul { + list-style: none; +} + +div.sphinxsidebar ul ul, +div.sphinxsidebar ul.want-points { + margin-left: 20px; + list-style: square; +} + +div.sphinxsidebar ul ul { + margin-top: 0; + margin-bottom: 0; +} + +div.sphinxsidebar form { + margin-top: 10px; +} + +div.sphinxsidebar input { + border: 1px solid #98dbcc; + font-family: sans-serif; + font-size: 1em; +} + +div.sphinxsidebar #searchbox form.search { + overflow: hidden; +} + +div.sphinxsidebar #searchbox input[type="text"] { + float: left; + width: 80%; + padding: 0.25em; + box-sizing: border-box; +} + +div.sphinxsidebar #searchbox input[type="submit"] { + float: left; + width: 20%; + border-left: none; + padding: 0.25em; + box-sizing: border-box; +} + + +img { + border: 0; + max-width: 100%; +} + +/* -- search page ----------------------------------------------------------- */ + +ul.search { + margin: 10px 0 0 20px; + padding: 0; +} + +ul.search li { + padding: 5px 0 5px 20px; + background-image: url(file.png); + background-repeat: no-repeat; + background-position: 0 7px; +} + +ul.search li a { + font-weight: bold; +} + +ul.search li div.context { + color: #888; + margin: 2px 0 0 30px; + text-align: left; +} + +ul.keywordmatches li.goodmatch a { + font-weight: bold; +} + +/* -- index page ------------------------------------------------------------ */ + +table.contentstable { + width: 90%; + margin-left: auto; + margin-right: auto; +} + +table.contentstable p.biglink { + line-height: 150%; +} + +a.biglink { + font-size: 1.3em; +} + +span.linkdescr { + font-style: italic; + padding-top: 5px; + font-size: 90%; +} + +/* -- general index --------------------------------------------------------- */ + +table.indextable { + width: 100%; +} + +table.indextable td { + text-align: left; + vertical-align: top; +} + +table.indextable ul { + margin-top: 0; + margin-bottom: 0; + list-style-type: none; +} + +table.indextable > tbody > tr > td > ul { + padding-left: 0em; +} + +table.indextable tr.pcap { + height: 10px; +} + +table.indextable tr.cap { + margin-top: 10px; + background-color: #f2f2f2; +} + +img.toggler { + margin-right: 3px; + margin-top: 3px; + cursor: pointer; +} + +div.modindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +div.genindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +/* -- domain module index --------------------------------------------------- */ + +table.modindextable td { + padding: 2px; + border-collapse: collapse; +} + +/* -- general body styles --------------------------------------------------- */ + +div.body { + min-width: 450px; + max-width: 800px; +} + +div.body p, div.body dd, div.body li, div.body blockquote { + -moz-hyphens: auto; + -ms-hyphens: auto; + -webkit-hyphens: auto; + hyphens: auto; +} + +a.headerlink { + visibility: hidden; +} + +a.brackets:before, +span.brackets > a:before{ + content: "["; +} + +a.brackets:after, +span.brackets > a:after { + content: "]"; +} + +h1:hover > a.headerlink, +h2:hover > a.headerlink, +h3:hover > a.headerlink, +h4:hover > a.headerlink, +h5:hover > a.headerlink, +h6:hover > a.headerlink, +dt:hover > a.headerlink, +caption:hover > a.headerlink, +p.caption:hover > a.headerlink, +div.code-block-caption:hover > a.headerlink { + visibility: visible; +} + +div.body p.caption { + text-align: inherit; +} + +div.body td { + text-align: left; +} + +.first { + margin-top: 0 !important; +} + +p.rubric { + margin-top: 30px; + font-weight: bold; +} + +img.align-left, .figure.align-left, object.align-left { + clear: left; + float: left; + margin-right: 1em; +} + +img.align-right, .figure.align-right, object.align-right { + clear: right; + float: right; + margin-left: 1em; +} + +img.align-center, .figure.align-center, object.align-center { + display: block; + margin-left: auto; + margin-right: auto; +} + +img.align-default, .figure.align-default { + display: block; + margin-left: auto; + margin-right: auto; +} + +.align-left { + text-align: left; +} + +.align-center { + text-align: center; +} + +.align-default { + text-align: center; +} + +.align-right { + text-align: right; +} + +/* -- sidebars -------------------------------------------------------------- */ + +div.sidebar { + margin: 0 0 0.5em 1em; + border: 1px solid #ddb; + padding: 7px; + background-color: #ffe; + width: 40%; + float: right; + clear: right; + overflow-x: auto; +} + +p.sidebar-title { + font-weight: bold; +} + +div.admonition, div.topic, blockquote { + clear: left; +} + +/* -- topics ---------------------------------------------------------------- */ + +div.topic { + border: 1px solid #ccc; + padding: 7px; + margin: 10px 0 10px 0; +} + +p.topic-title { + font-size: 1.1em; + font-weight: bold; + margin-top: 10px; +} + +/* -- admonitions ----------------------------------------------------------- */ + +div.admonition { + margin-top: 10px; + margin-bottom: 10px; + padding: 7px; +} + +div.admonition dt { + font-weight: bold; +} + +p.admonition-title { + margin: 0px 10px 5px 0px; + font-weight: bold; +} + +div.body p.centered { + text-align: center; + margin-top: 25px; +} + +/* -- content of sidebars/topics/admonitions -------------------------------- */ + +div.sidebar > :last-child, +div.topic > :last-child, +div.admonition > :last-child { + margin-bottom: 0; +} + +div.sidebar::after, +div.topic::after, +div.admonition::after, +blockquote::after { + display: block; + content: ''; + clear: both; +} + +/* -- tables ---------------------------------------------------------------- */ + +table.docutils { + margin-top: 10px; + margin-bottom: 10px; + border: 0; + border-collapse: collapse; +} + +table.align-center { + margin-left: auto; + margin-right: auto; +} + +table.align-default { + margin-left: auto; + margin-right: auto; +} + +table caption span.caption-number { + font-style: italic; +} + +table caption span.caption-text { +} + +table.docutils td, table.docutils th { + padding: 1px 8px 1px 5px; + border-top: 0; + border-left: 0; + border-right: 0; + border-bottom: 1px solid #aaa; +} + +table.footnote td, table.footnote th { + border: 0 !important; +} + +th { + text-align: left; + padding-right: 5px; +} + +table.citation { + border-left: solid 1px gray; + margin-left: 1px; +} + +table.citation td { + border-bottom: none; +} + +th > :first-child, +td > :first-child { + margin-top: 0px; +} + +th > :last-child, +td > :last-child { + margin-bottom: 0px; +} + +/* -- figures --------------------------------------------------------------- */ + +div.figure { + margin: 0.5em; + padding: 0.5em; +} + +div.figure p.caption { + padding: 0.3em; +} + +div.figure p.caption span.caption-number { + font-style: italic; +} + +div.figure p.caption span.caption-text { +} + +/* -- field list styles ----------------------------------------------------- */ + +table.field-list td, table.field-list th { + border: 0 !important; +} + +.field-list ul { + margin: 0; + padding-left: 1em; +} + +.field-list p { + margin: 0; +} + +.field-name { + -moz-hyphens: manual; + -ms-hyphens: manual; + -webkit-hyphens: manual; + hyphens: manual; +} + +/* -- hlist styles ---------------------------------------------------------- */ + +table.hlist { + margin: 1em 0; +} + +table.hlist td { + vertical-align: top; +} + + +/* -- other body styles ----------------------------------------------------- */ + +ol.arabic { + list-style: decimal; +} + +ol.loweralpha { + list-style: lower-alpha; +} + +ol.upperalpha { + list-style: upper-alpha; +} + +ol.lowerroman { + list-style: lower-roman; +} + +ol.upperroman { + list-style: upper-roman; +} + +:not(li) > ol > li:first-child > :first-child, +:not(li) > ul > li:first-child > :first-child { + margin-top: 0px; +} + +:not(li) > ol > li:last-child > :last-child, +:not(li) > ul > li:last-child > :last-child { + margin-bottom: 0px; +} + +ol.simple ol p, +ol.simple ul p, +ul.simple ol p, +ul.simple ul p { + margin-top: 0; +} + +ol.simple > li:not(:first-child) > p, +ul.simple > li:not(:first-child) > p { + margin-top: 0; +} + +ol.simple p, +ul.simple p { + margin-bottom: 0; +} + +dl.footnote > dt, +dl.citation > dt { + float: left; + margin-right: 0.5em; +} + +dl.footnote > dd, +dl.citation > dd { + margin-bottom: 0em; +} + +dl.footnote > dd:after, +dl.citation > dd:after { + content: ""; + clear: both; +} + +dl.field-list { + display: grid; + grid-template-columns: fit-content(30%) auto; +} + +dl.field-list > dt { + font-weight: bold; + word-break: break-word; + padding-left: 0.5em; + padding-right: 5px; +} + +dl.field-list > dt:after { + content: ":"; +} + +dl.field-list > dd { + padding-left: 0.5em; + margin-top: 0em; + margin-left: 0em; + margin-bottom: 0em; +} + +dl { + margin-bottom: 15px; +} + +dd > :first-child { + margin-top: 0px; +} + +dd ul, dd table { + margin-bottom: 10px; +} + +dd { + margin-top: 3px; + margin-bottom: 10px; + margin-left: 30px; +} + +dl > dd:last-child, +dl > dd:last-child > :last-child { + margin-bottom: 0; +} + +dt:target, span.highlighted { + background-color: #0be54e; +} + +rect.highlighted { + fill: #fbe54e; +} + +dl.glossary dt { + font-weight: bold; + font-size: 1.1em; +} + +.optional { + font-size: 1.3em; +} + +.sig-paren { + font-size: larger; +} + +.versionmodified { + font-style: italic; +} + +.system-message { + background-color: #fda; + padding: 5px; + border: 3px solid red; +} + +.footnote:target { + background-color: #ffa; +} + +.line-block { + display: block; + margin-top: 1em; + margin-bottom: 1em; +} + +.line-block .line-block { + margin-top: 0; + margin-bottom: 0; + margin-left: 1.5em; +} + +.guilabel, .menuselection { + font-family: sans-serif; +} + +.accelerator { + text-decoration: underline; +} + +.classifier { + font-style: oblique; +} + +.classifier:before { + font-style: normal; + margin: 0.5em; + content: ":"; +} + +abbr, acronym { + border-bottom: dotted 1px; + cursor: help; +} + +/* -- code displays --------------------------------------------------------- */ + +pre { + overflow: auto; + overflow-y: hidden; /* fixes display issues on Chrome browsers */ +} + +pre, div[class*="highlight-"] { + clear: both; +} + +span.pre { + -moz-hyphens: none; + -ms-hyphens: none; + -webkit-hyphens: none; + hyphens: none; +} + +div[class*="highlight-"] { + margin: 1em 0; +} + +td.linenos pre { + border: 0; + background-color: transparent; + color: #aaa; +} + +table.highlighttable { + display: block; +} + +table.highlighttable tbody { + display: block; +} + +table.highlighttable tr { + display: flex; +} + +table.highlighttable td { + margin: 0; + padding: 0; +} + +table.highlighttable td.linenos { + padding-right: 0.5em; +} + +table.highlighttable td.code { + flex: 1; + overflow: hidden; +} + +.highlight .hll { + display: block; + font-style: bold; /* CHANGED */ +} + +div.highlight pre, +table.highlighttable pre { + margin: 0; +} + +div.code-block-caption + div { + margin-top: 0; +} + +div.code-block-caption { + margin-top: 1em; + padding: 2px 5px; + font-size: small; +} + +div.code-block-caption code { + background-color: transparent; +} + +table.highlighttable td.linenos, +div.doctest > div.highlight span.gp { /* gp: Generic.Prompt */ + user-select: none; +} + +div.code-block-caption span.caption-number { + padding: 0.1em 0.3em; + font-style: italic; +} + +div.code-block-caption span.caption-text { +} + +div.literal-block-wrapper { + margin: 1em 0; +} + +code.descname { + background-color: transparent; + font-weight: bold; + font-size: 1.2em; +} + +code.descclassname { + background-color: transparent; +} + +code.xref, a code { + background-color: transparent; + font-weight: bold; +} + +h1 code, h2 code, h3 code, h4 code, h5 code, h6 code { + background-color: transparent; +} + +.viewcode-link { + float: right; +} + +.viewcode-back { + float: right; + font-family: sans-serif; +} + +div.viewcode-block:target { + margin: -1px -10px; + padding: 0 10px; +} + +/* -- math display ---------------------------------------------------------- */ + +img.math { + vertical-align: middle; +} + +div.body div.math p { + text-align: center; +} + +span.eqno { + float: right; +} + +span.eqno a.headerlink { + position: absolute; + z-index: 1; +} + +div.math:hover a.headerlink { + visibility: visible; +} + +/* -- printout stylesheet --------------------------------------------------- */ + +@media print { + div.document, + div.documentwrapper, + div.bodywrapper { + margin: 0 !important; + width: 100%; + } + + div.sphinxsidebar, + div.related, + div.footer, + #top-link { + display: none; + } +} diff --git a/docs6b/docs/_static/classic.css b/docs6b/docs/_static/classic.css new file mode 100644 index 000000000..c18792d87 --- /dev/null +++ b/docs6b/docs/_static/classic.css @@ -0,0 +1,271 @@ +/* + * classic.css_t + * ~~~~~~~~~~~~~ + * + * Sphinx stylesheet -- classic theme. + * + * :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +@import url("basic.css"); + +/* -- page layout ----------------------------------------------------------- */ + +html { + /* CSS hack for macOS's scrollbar (see #1125) */ + background-color: #FFFFFF; +} + +body { + font-family: sans-serif; + font-size: 100%; + background-color: #808080; + color: #000; + margin: 0; + padding: 0; +} + +div.document { + /* CHANGE ME */ + background-color: #c0c0c0; +} + +div.documentwrapper { + float: left; + width: 100%; +} + +div.bodywrapper { + margin: 0 0 0 230px; +} + +div.body { + background-color: #ffffff; + color: #000000; + padding: 0 20px 30px 20px; +} + +div.footer { + color: #ffffff; + width: 100%; + padding: 9px 0 9px 0; + text-align: center; + font-size: 75%; +} + +div.footer a { + color: #ffffff; + text-decoration: underline; +} + +div.related { + /* CHANGE ME */ + background-color: #808080; + line-height: 30px; + color: #000000; +} + +div.related a { + /* CHANGE ME */ + color: #000000; +} + +div.sphinxsidebar { +} + +div.sphinxsidebar h3 { + font-family: 'Trebuchet MS', sans-serif; + color: #000000; + font-size: 1.4em; + font-weight: normal; + margin: 0; + padding: 0; +} + +div.sphinxsidebar h3 a { + color: #000000; +} + +div.sphinxsidebar h4 { + font-family: 'Trebuchet MS', sans-serif; + color: #000000; + font-size: 1.3em; + font-weight: normal; + margin: 5px 0 0 0; + padding: 0; +} + +div.sphinxsidebar p { + color: #000000; +} + +div.sphinxsidebar p.topless { + margin: 5px 10px 10px 10px; +} + +div.sphinxsidebar ul { + margin: 10px; + padding: 0; + color: #ffffff; +} + +div.sphinxsidebar a { + /* CHANGE ME */ + color: #404040; +} + +div.sphinxsidebar input { + border: 1px solid #98dbcc; + font-family: sans-serif; + font-size: 1em; +} + + + +/* -- hyperlink styles ------------------------------------------------------ */ + +a { + color: #800000; + text-decoration: none; +} + +a:visited { + color: #800000; + text-decoration: none; +} + +a:hover { + text-decoration: underline; +} + + + +/* -- body styles ----------------------------------------------------------- */ + +div.body h1, +div.body h2, +div.body h3, +div.body h4, +div.body h5, +div.body h6 { + font-family: 'Trebuchet MS', sans-serif; + background-color: #f2f2f2; + font-weight: normal; + /* CHANGE ME */ + color: #800000; + border-bottom: 1px solid #ccc; + margin: 20px -20px 10px -20px; + padding: 3px 0 3px 10px; +} + +div.body h1 { margin-top: 0; font-size: 200%; } +div.body h2 { font-size: 160%; } +div.body h3 { font-size: 140%; } +div.body h4 { font-size: 120%; } 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z$qi3TzaVN2=nVEKWA2(|e)jg}$V=%_K8X4l&ZP1hPm#x7?^T;@&xYFRd)U`Srrz2v ztDawX;M*?8+mxkDfK^8n45jAw${t5jrekt&&(ZtjF)_np?jfT~k!_`_ts^-XrrS4O z48~4lclDzpJUU>)p#H@cKoeM_5C3rq68$&M_b5$B0Zf53GErQLs#ubvIEXEnYV}A` z4m*dclhWjG&YsUYCD(U$HxuLEa@#y@?wa^hu0j7o~=w>(9rcHg|4H(Azm>Ks`Jsf1OcgNOU-b{uSl$VLS?_JX*_czrd00|zsAkB%g`Fq=8cOhE?InEDM4xg1ho&r_{i~( zn<^%-tvmFsRxn$KW!KFiTS*yZrARUEYR!_j$L#E}jR#A5@hCmAZpvMY-m-m^^}lpp zt|q7>#=*`eBmF5b)e3)bVR7POZdGO~{(ER6yr__hBOKi&^~vi7r~WbI)TzHBXPA6a zyr=Y0yeDSiEvH;Ps#W7QOT@@^aWbWXOuw1JWkFbUT2xq+Ts6vu8`WsHYy!F2d%6Ys z*zj5(LDwL;)I3EL%jzUKPK9huB_`+;e!uH$GqfwE&+JHgQ>RC1N=8AO-TY8@zdYw- zAu-h_@O^+> zbg{0BxKDx(@*R7MTL&rDj^J&`jK);y8lHrKnui?Xe5!T1-$+PPv9#fAR5D)SFbi`Lbf03tvl zxvIX;i@MH!oA+8Xr|_~hK-cLE`7J0V=PJ}Le&f^`gA(!Af_y%@3s<+|tE0?AivE_A z!OpCQ#Q(m~_Rb^pTm14sdF^(uk)ly?Tu}eqctdJjh8|-onTw zcJI~X31%2P;}5I6m%(*u&w6Kw0(%HWKNPBH=D1tSt$YwekL&kW;f3}OW?$I63aw}8 zADn`Rfp&waujxi&_1O!gG?4>p?yAH?jLmW?~` z0OKjjt_+=^;6_7M<{HdBV$!|H#fbfJwfGnnD;?B*awo*`U6=xb=s&W5W-aAV0*d$G zVvjl4wKOqe7LI=?9UqTOc2|`6J2%Is&3Q6NAzC(Q_ox&|P!~0auzHUn3v7pD$<=s~ zLmEWNAro&(5(YK*4)6FFasSUljrnkJf-^Xb-DA}dXGxYRZHp>aj zE>q|cN8MKHS6RH(3XBoD-GnlyBF~GVJ77bZFrqo;{~~Ct2}VJu)J*-Q1eTLl&WN2X zRm{j6+7=TmYxHqv*R1nu0pYU|R1!2;*C59sg`kR67}VnKcYNu((tT{?HR%qlA0KF{ zX|~2)HVo}Ux$vxwjTw9ye%Sf8DUxT91v?Ik+(6ab zK}~8fPp~A54RE?DXQHOOtI7vfw`Dhx3fY6YrQ{ZMim>aI_gQ4tzIM>t1b##5F0)Dy zBFXRW{##y&7A5CY5%kV2(jw#c29o~Yg|w8Y6Z$I`cv)FO*=x|#jUJiCp9Hs=A=x<2 zp=-!|yYy&h<@a7}-6m;@kPun%)(_`^Ra%gZzaAvo;C6^Llu*Khq4OUC6!@&+=ekv8 R|LnSv6qOUH5;6$ +# Building from source + +Please also see [Installation](installation.md) for information about pre-built executables. + +## Miller license + +Two-clause BSD license https://github.com/johnkerl/miller/blob/master/LICENSE.txt. + +## From release tarball + +* Obtain ``mlr-i.j.k.tar.gz`` from https://github.com/johnkerl/miller/tags, replacing ``i.j.k`` with the desired release, e.g. ``6.1.0``. +* ``tar zxvf mlr-i.j.k.tar.gz`` +* ``cd mlr-i.j.k`` +* ``cd go`` +* ``./build`` creates the ``go/mlr`` executable and runs regression tests +* ``go build mlr.go`` creates the ``go/mlr`` executable without running regression tests + +## From git clone + +* ``git clone https://github.com/johnkerl/miller`` +* ``cd miller/go`` +* ``./build`` creates the ``go/mlr`` executable and runs regression tests +* ``go build mlr.go`` creates the ``go/mlr`` executable without running regression tests + +## In case of problems + +If you have any build errors, feel free to open an issue with "New Issue" at https://github.com/johnkerl/miller/issues. + +## Dependencies + +### Required external dependencies + +These are necessary to produce the ``mlr`` executable. + +* Go version 1.16 or higher +* Others packaged within ``go.mod`` and ``go.sum`` which you don't need to deal with manually -- the Go build process handles them for us + +### Optional external dependencies + +This documentation pageset is built using Sphinx. Please see https://github.com/johnkerl/miller/blob/main/docs6/README.md for details. + +## Creating a new release: for developers + +At present I'm the primary developer so this is just my checklist for making new releases. + +In this example I am using version 6.1.0 to 6.2.0; of course that will change for subsequent revisions. + +* Update version found in ``mlr --version`` and ``man mlr``: + + * Edit ``go/src/version/version.go`` from ``6.1.0-dev`` to ``6.2.0``. + * Likewise ``docs6/conf.py`` + * ``cd ../docs6`` + * ``export PATH=../go:$PATH`` + * ``make html`` + * The ordering is important: the first build creates ``mlr``; the second runs ``mlr`` to create ``manpage.txt``; the third includes ``manpage.txt`` into one of its outputs. + * Commit and push. + +* Create the release tarball and SRPM: + + * TBD for the Go port ... + * Linux/MacOS/Windows binaries from GitHub Actions ... + * Pull back release tarball ``mlr-6.2.0.tar.gz`` from buildbox, and ``mlr.{arch}`` binaries from whatever buildboxes. + +* Create the Github release tag: + + * Don't forget the ``v`` in ``v6.2.0`` + * Write the release notes + * Attach the release tarball and binaries. Double-check assets were successfully uploaded. + * Publish the release + +* Check the release-specific docs: + + * Look at https://miller.readthedocs.io for new-version docs, after a few minutes' propagation time. + +* Notify: + + * Submit ``brew`` pull request; notify any other distros which don't appear to have autoupdated since the previous release (notes below) + * Similarly for ``macports``: https://github.com/macports/macports-ports/blob/master/textproc/miller/Portfile. + * Social-media updates. + +
        +git remote add upstream https://github.com/Homebrew/homebrew-core # one-time setup only
+git fetch upstream
+git rebase upstream/master
+git checkout -b miller-6.1.0
+shasum -a 256 /path/to/mlr-6.1.0.tar.gz
+edit Formula/miller.rb
+# Test the URL from the line like
+#   url "https://github.com/johnkerl/miller/releases/download/v6.1.0/mlr-6.1.0.tar.gz"
+# in a browser for typos
+# A '@BrewTestBot Test this please' comment within the homebrew-core pull request will restart the homebrew travis build
+git add Formula/miller.rb
+git commit -m 'miller 6.1.0'
+git push -u origin miller-6.1.0
+(submit the pull request)
+
        + +* Afterwork: + + * Edit ``go/src/version/version.go`` and ``docs6/conf.py`` to change version from ``6.2.0`` to ``6.2.0-dev``. + * ``cd go`` + * ``./build`` + * Commit and push. + +## Misc. development notes + +I use terminal width 120 and tabwidth 4. diff --git a/docs6b/docs/build.md.in b/docs6b/docs/build.md.in new file mode 100644 index 000000000..e18b627ff --- /dev/null +++ b/docs6b/docs/build.md.in @@ -0,0 +1,107 @@ +# Building from source + +Please also see [Installation](installation.md) for information about pre-built executables. + +## Miller license + +Two-clause BSD license https://github.com/johnkerl/miller/blob/master/LICENSE.txt. + +## From release tarball + +* Obtain ``mlr-i.j.k.tar.gz`` from https://github.com/johnkerl/miller/tags, replacing ``i.j.k`` with the desired release, e.g. ``6.1.0``. +* ``tar zxvf mlr-i.j.k.tar.gz`` +* ``cd mlr-i.j.k`` +* ``cd go`` +* ``./build`` creates the ``go/mlr`` executable and runs regression tests +* ``go build mlr.go`` creates the ``go/mlr`` executable without running regression tests + +## From git clone + +* ``git clone https://github.com/johnkerl/miller`` +* ``cd miller/go`` +* ``./build`` creates the ``go/mlr`` executable and runs regression tests +* ``go build mlr.go`` creates the ``go/mlr`` executable without running regression tests + +## In case of problems + +If you have any build errors, feel free to open an issue with "New Issue" at https://github.com/johnkerl/miller/issues. + +## Dependencies + +### Required external dependencies + +These are necessary to produce the ``mlr`` executable. + +* Go version 1.16 or higher +* Others packaged within ``go.mod`` and ``go.sum`` which you don't need to deal with manually -- the Go build process handles them for us + +### Optional external dependencies + +This documentation pageset is built using Sphinx. Please see https://github.com/johnkerl/miller/blob/main/docs6/README.md for details. + +## Creating a new release: for developers + +At present I'm the primary developer so this is just my checklist for making new releases. + +In this example I am using version 6.1.0 to 6.2.0; of course that will change for subsequent revisions. + +* Update version found in ``mlr --version`` and ``man mlr``: + + * Edit ``go/src/version/version.go`` from ``6.1.0-dev`` to ``6.2.0``. + * Likewise ``docs6/conf.py`` + * ``cd ../docs6`` + * ``export PATH=../go:$PATH`` + * ``make html`` + * The ordering is important: the first build creates ``mlr``; the second runs ``mlr`` to create ``manpage.txt``; the third includes ``manpage.txt`` into one of its outputs. + * Commit and push. + +* Create the release tarball and SRPM: + + * TBD for the Go port ... + * Linux/MacOS/Windows binaries from GitHub Actions ... + * Pull back release tarball ``mlr-6.2.0.tar.gz`` from buildbox, and ``mlr.{arch}`` binaries from whatever buildboxes. + +* Create the Github release tag: + + * Don't forget the ``v`` in ``v6.2.0`` + * Write the release notes + * Attach the release tarball and binaries. Double-check assets were successfully uploaded. + * Publish the release + +* Check the release-specific docs: + + * Look at https://miller.readthedocs.io for new-version docs, after a few minutes' propagation time. + +* Notify: + + * Submit ``brew`` pull request; notify any other distros which don't appear to have autoupdated since the previous release (notes below) + * Similarly for ``macports``: https://github.com/macports/macports-ports/blob/master/textproc/miller/Portfile. + * Social-media updates. + +GENMD_CARDIFY +git remote add upstream https://github.com/Homebrew/homebrew-core # one-time setup only +git fetch upstream +git rebase upstream/master +git checkout -b miller-6.1.0 +shasum -a 256 /path/to/mlr-6.1.0.tar.gz +edit Formula/miller.rb +# Test the URL from the line like +# url "https://github.com/johnkerl/miller/releases/download/v6.1.0/mlr-6.1.0.tar.gz" +# in a browser for typos +# A '@BrewTestBot Test this please' comment within the homebrew-core pull request will restart the homebrew travis build +git add Formula/miller.rb +git commit -m 'miller 6.1.0' +git push -u origin miller-6.1.0 +(submit the pull request) +GENMD_EOF + +* Afterwork: + + * Edit ``go/src/version/version.go`` and ``docs6/conf.py`` to change version from ``6.2.0`` to ``6.2.0-dev``. + * ``cd go`` + * ``./build`` + * Commit and push. + +## Misc. development notes + +I use terminal width 120 and tabwidth 4. diff --git a/docs6b/docs/circle.csv b/docs6b/docs/circle.csv new file mode 100644 index 000000000..193105dfc --- /dev/null +++ b/docs6b/docs/circle.csv @@ -0,0 +1,4 @@ +color,shape,flag,index,quantity,rate +red,circle,true,16,13.8103,2.9010 +yellow,circle,true,73,63.9785,4.2370 +yellow,circle,true,87,63.5058,8.3350 diff --git a/docs6b/docs/commas.csv b/docs6b/docs/commas.csv new file mode 100644 index 000000000..ad81fc39f --- /dev/null +++ b/docs6b/docs/commas.csv @@ -0,0 +1,3 @@ +Name,Role +"Xiao, Lin",administrator +"Khavari, Darius",tester diff --git a/docs6b/docs/community.md b/docs6b/docs/community.md new file mode 100644 index 000000000..1a11eb405 --- /dev/null +++ b/docs6b/docs/community.md @@ -0,0 +1,7 @@ + +# Community + +* See [Miller GitHub Discussions](https://github.com/johnkerl/miller/discussions) for general Q&A, advice, sharing success stories, etc. +* See also [Miller-tagged questions on Stack Overflow](https://stackoverflow.com/questions/tagged/miller?tab=Newest) +* See [Miller GitHub Issues](https://github.com/johnkerl/miller/issues) for bug reports and feature requests +* Other correspondence: [mailto:kerl.john.r+miller@gmail.com](mailto:kerl.john.r+miller@gmail.com) diff --git a/docs6b/docs/community.md.in b/docs6b/docs/community.md.in new file mode 100644 index 000000000..f9bd0b94f --- /dev/null +++ b/docs6b/docs/community.md.in @@ -0,0 +1,6 @@ +# Community + +* See [Miller GitHub Discussions](https://github.com/johnkerl/miller/discussions) for general Q&A, advice, sharing success stories, etc. +* See also [Miller-tagged questions on Stack Overflow](https://stackoverflow.com/questions/tagged/miller?tab=Newest) +* See [Miller GitHub Issues](https://github.com/johnkerl/miller/issues) for bug reports and feature requests +* Other correspondence: [mailto:kerl.john.r+miller@gmail.com](mailto:kerl.john.r+miller@gmail.com) diff --git a/docs6b/docs/context-example.mlr b/docs6b/docs/context-example.mlr new file mode 100644 index 000000000..2d3dea315 --- /dev/null +++ b/docs6b/docs/context-example.mlr @@ -0,0 +1,6 @@ +$nf = NF; +$nr = NR; +$fnr = FNR; +$filename = FILENAME; +$filenum = FILENUM; +$newnf = NF; diff --git a/docs6b/docs/contributing.md b/docs6b/docs/contributing.md new file mode 100644 index 000000000..6bb80cf30 --- /dev/null +++ b/docs6b/docs/contributing.md @@ -0,0 +1,40 @@ + +# How to contribute + +## Community + +You can ask questions -- or answer them! -- following the links at [Community](community.md). + +## Documentation improvements + +Pre-release Miller documentation is at [https://github.com/johnkerl/miller/tree/main/docs6](https://github.com/johnkerl/miller/tree/main/docs6). + +Clone [https://github.com/johnkerl/miller](https://github.com/johnkerl/miller) and `cd` into `docs6`. + +After ``sudo pip install sphinx`` (or ``pip3``) you should be able to do ``make html``. + +Edit ``*.md.in`` files, then ``make html`` to generate ``*.md``, then run the Sphinx document-generator. + +Open ``_build/html/index.html`` in your browser, e.g. ``file:////Users/yourname/git/miller/docs6/_build/html/contributing.html``, to verify. + +PRs are welcome at [https://github.com/johnkerl/miller](https://github.com/johnkerl/miller). + +Once PRs are merged, readthedocs creates https://miller.readthedocs.io using the following configs: + +* [https://readthedocs.org/projects/miller](https://readthedocs.org/projects/miller) +* [https://readthedocs.org/projects/miller/builds](https://readthedocs.org/projects/miller/builds) +* [https://github.com/johnkerl/miller/settings/hooks](https://github.com/johnkerl/miller/settings/hooks) + +## Testing + +As of Miller-6's current pre-release status, the best way to test is to either build from source via [Building from source](build.md), or by getting a recent binary at [https://github.com/johnkerl/miller/actions](https://github.com/johnkerl/miller/actions), then click latest build, then *Artifacts*. Then simply use Miller for whatever you do, and create an issue at [https://github.com/johnkerl/miller/issues](https://github.com/johnkerl/miller/issues). + +Do note that as of 2021-06-17 a few things have not been ported to Miller 6 -- most notably, including regex captures and localtime DSL functions. + +## Feature development + +Issues: [https://github.com/johnkerl/miller/issues](https://github.com/johnkerl/miller/issues) + +Developer notes: [https://github.com/johnkerl/miller/blob/main/go/README.md](https://github.com/johnkerl/miller/blob/main/go/README.md) + +PRs which pass regression test ([https://github.com/johnkerl/miller/blob/main/go/regtest/README.md](https://github.com/johnkerl/miller/blob/main/go/regtest/README.md)) are always welcome! diff --git a/docs6b/docs/contributing.md.in b/docs6b/docs/contributing.md.in new file mode 100644 index 000000000..781163bb4 --- /dev/null +++ b/docs6b/docs/contributing.md.in @@ -0,0 +1,39 @@ +# How to contribute + +## Community + +You can ask questions -- or answer them! -- following the links at [Community](community.md). + +## Documentation improvements + +Pre-release Miller documentation is at [https://github.com/johnkerl/miller/tree/main/docs6](https://github.com/johnkerl/miller/tree/main/docs6). + +Clone [https://github.com/johnkerl/miller](https://github.com/johnkerl/miller) and `cd` into `docs6`. + +After ``sudo pip install sphinx`` (or ``pip3``) you should be able to do ``make html``. + +Edit ``*.md.in`` files, then ``make html`` to generate ``*.md``, then run the Sphinx document-generator. + +Open ``_build/html/index.html`` in your browser, e.g. ``file:////Users/yourname/git/miller/docs6/_build/html/contributing.html``, to verify. + +PRs are welcome at [https://github.com/johnkerl/miller](https://github.com/johnkerl/miller). + +Once PRs are merged, readthedocs creates https://miller.readthedocs.io using the following configs: + +* [https://readthedocs.org/projects/miller](https://readthedocs.org/projects/miller) +* [https://readthedocs.org/projects/miller/builds](https://readthedocs.org/projects/miller/builds) +* [https://github.com/johnkerl/miller/settings/hooks](https://github.com/johnkerl/miller/settings/hooks) + +## Testing + +As of Miller-6's current pre-release status, the best way to test is to either build from source via [Building from source](build.md), or by getting a recent binary at [https://github.com/johnkerl/miller/actions](https://github.com/johnkerl/miller/actions), then click latest build, then *Artifacts*. Then simply use Miller for whatever you do, and create an issue at [https://github.com/johnkerl/miller/issues](https://github.com/johnkerl/miller/issues). + +Do note that as of 2021-06-17 a few things have not been ported to Miller 6 -- most notably, including regex captures and localtime DSL functions. + +## Feature development + +Issues: [https://github.com/johnkerl/miller/issues](https://github.com/johnkerl/miller/issues) + +Developer notes: [https://github.com/johnkerl/miller/blob/main/go/README.md](https://github.com/johnkerl/miller/blob/main/go/README.md) + +PRs which pass regression test ([https://github.com/johnkerl/miller/blob/main/go/regtest/README.md](https://github.com/johnkerl/miller/blob/main/go/regtest/README.md)) are always welcome! diff --git a/docs6b/docs/coverart/cover-cat.png b/docs6b/docs/coverart/cover-cat.png new file mode 100644 index 0000000000000000000000000000000000000000..8b3121b7db52241c2928aea9deba702deceb0801 GIT binary patch literal 103973 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        2. +
        +

        Programming-language examples

        +
        + +
        + +
        + +
        +

        Programming-language examples

        +

        Here are a few things focusing on Miller’s DSL as a programming language per se, outside of its normal use for streaming record-processing.

        +
        +

        Sieve of Eratosthenes

        +

        The Sieve of Eratosthenes is a standard introductory programming topic. The idea is to find all primes up to some N by making a list of the numbers 1 to N, then striking out all multiples of 2 except 2 itself, all multiples of 3 except 3 itself, all multiples of 4 except 4 itself, and so on. Whatever survives that without getting marked is a prime. This is easy enough in Miller. Notice that here all the work is in begin and end statements; there is no file input (so we use mlr -n to keep Miller from waiting for input data).

        +
         cat programs/sieve.mlr
+ # ================================================================
+ # Sieve of Eratosthenes: simple example of Miller DSL as programming language.
+ # ================================================================
+
+ # Put this in a begin-block so we can do either
+ #   mlr -n put -q -f name-of-this-file.mlr
+ # or
+ #   mlr -n put -q -f name-of-this-file.mlr -e '@n = 200'
+ # i.e. 100 is the default upper limit, and another can be specified using -e.
+ begin {
+   @n = 100;
+ }
+
+ end {
+   for (int i = 0; i <= @n; i += 1) {
+     @s[i] = true;
+   }
+   @s[0] = false; # 0 is neither prime nor composite
+   @s[1] = false; # 1 is neither prime nor composite
+   # Strike out multiples
+   for (int i = 2; i <= @n; i += 1) {
+     for (int j = i+i; j <= @n; j += i) {
+       @s[j] = false;
+     }
+   }
+   # Print survivors
+   for (int i = 0; i <= @n; i += 1) {
+     if (@s[i]) {
+       print i;
+     }
+   }
+ }
+
        +
        +
         mlr -n put -f programs/sieve.mlr
+ 2
+ 3
+ 5
+ 7
+ 11
+ 13
+ 17
+ 19
+ 23
+ 29
+ 31
+ 37
+ 41
+ 43
+ 47
+ 53
+ 59
+ 61
+ 67
+ 71
+ 73
+ 79
+ 83
+ 89
+ 97
+
        +
        +
        +
        +

        Mandelbrot-set generator

        +

        The Mandelbrot set is also easily expressed. This isn’t an important case of data-processing in the vein for which Miller was designed, but it is an example of Miller as a general-purpose programming language – a test case for the expressiveness of the language.

        +

        The (approximate) computation of points in the complex plane which are and aren’t members is just a few lines of complex arithmetic (see the Wikipedia article); how to render them is another task. Using graphics libraries you can create PNG or JPEG files, but another fun way to do this is by printing various characters to the screen:

        +
         cat programs/mand.mlr
+ # Mandelbrot set generator: simple example of Miller DSL as programming language.
+ begin {
+   # Set defaults
+   @rcorn     = -2.0;
+   @icorn     = -2.0;
+   @side      = 4.0;
+   @iheight   = 50;
+   @iwidth    = 100;
+   @maxits    = 100;
+   @levelstep = 5;
+   @chars     = "@X*o-."; # Palette of characters to print to the screen.
+   @verbose   = false;
+   @do_julia  = false;
+   @jr        = 0.0;      # Real part of Julia point, if any
+   @ji        = 0.0;      # Imaginary part of Julia point, if any
+ }
+
+ # Here, we can override defaults from an input file (if any).  In Miller's
+ # put/filter DSL, absent-null right-hand sides result in no assignment so we
+ # can simply put @rcorn = $rcorn: if there is a field in the input like
+ # 'rcorn = -1.847' we'll read and use it, else we'll keep the default.
+ @rcorn     = $rcorn;
+ @icorn     = $icorn;
+ @side      = $side;
+ @iheight   = $iheight;
+ @iwidth    = $iwidth;
+ @maxits    = $maxits;
+ @levelstep = $levelstep;
+ @chars     = $chars;
+ @verbose   = $verbose;
+ @do_julia  = $do_julia;
+ @jr        = $jr;
+ @ji        = $ji;
+
+ end {
+   if (@verbose) {
+     print "RCORN     = ".@rcorn;
+     print "ICORN     = ".@icorn;
+     print "SIDE      = ".@side;
+     print "IHEIGHT   = ".@iheight;
+     print "IWIDTH    = ".@iwidth;
+     print "MAXITS    = ".@maxits;
+     print "LEVELSTEP = ".@levelstep;
+     print "CHARS     = ".@chars;
+   }
+
+   # Iterate over a matrix of rows and columns, printing one character for each cell.
+   for (int ii = @iheight-1; ii >= 0; ii -= 1) {
+     num pi = @icorn + (ii/@iheight) * @side;
+     for (int ir = 0; ir < @iwidth; ir += 1) {
+       num pr = @rcorn + (ir/@iwidth) * @side;
+       printn get_point_plot(pr, pi, @maxits, @do_julia, @jr, @ji);
+     }
+     print;
+   }
+ }
+
+ # This is a function to approximate membership in the Mandelbrot set (or Julia
+ # set for a given Julia point if do_julia == true) for a given point in the
+ # complex plane.
+ func get_point_plot(pr, pi, maxits, do_julia, jr, ji) {
+   num zr = 0.0;
+   num zi = 0.0;
+   num cr = 0.0;
+   num ci = 0.0;
+
+   if (!do_julia) {
+     zr = 0.0;
+     zi = 0.0;
+     cr = pr;
+     ci = pi;
+   } else {
+     zr = pr;
+     zi = pi;
+     cr = jr;
+     ci = ji;
+   }
+
+   int iti = 0;
+   bool escaped = false;
+   num zt = 0;
+   for (iti = 0; iti < maxits; iti += 1) {
+     num mag = zr*zr + zi+zi;
+     if (mag > 4.0) {
+         escaped = true;
+         break;
+     }
+     # z := z^2 + c
+     zt = zr*zr - zi*zi + cr;
+     zi = 2*zr*zi + ci;
+     zr = zt;
+   }
+   if (!escaped) {
+     return ".";
+   } else {
+     # The // operator is Miller's (pythonic) integer-division operator
+     int level = (iti // @levelstep) % strlen(@chars);
+     return substr(@chars, level, level);
+   }
+ }
+
        +
        +

        At standard resolution this makes a nice little ASCII plot:

        +
         mlr -n put -f ./programs/mand.mlr
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXX.XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXooXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX**o..*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXX*-....-oXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@XXXXXXXXXX*......o*XXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXX**oo*-.-........oo.XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX....................X..o-XXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@XXXXXXXXXXXXXXX*oo......................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@XXX*XXXXXXXXXXXX**o........................*X*X@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@XXXXXXooo***o*.*XX**X..........................o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@XXXXXXXX*-.......-***.............................oXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@XXXXXXXX*@..........Xo............................*XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@XXXX@XXXXXXXX*o@oX...........@...........................oXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ .........................................................o*XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@XXXXXXXXX*-.oX...........@...........................oXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@XXXXXXXXXX**@..........*o............................*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@XXXXXXXXXXXXX-........***.............................oXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@XXXXXXXXXXXXoo****o*.XX***@..........................o-XXXXXXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@XXXXX*XXXX*XXXXXXX**-........................***XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*.....................@o*XXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX*....................*..o-XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX*ooo*-.o........oo.X*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX**@.....*XXXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX*o....-o*XXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXo*o..*XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXXX*o*XXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXXXXX@XXXXXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXXXXXX@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@XXXXX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+
        +
        +

        But using a very small font size (as small as my Mac will let me go), and by choosing the coordinates to zoom in on a particular part of the complex plane, we can get a nice little picture:

        +
        #!/bin/bash
+# Get the number of rows and columns from the terminal window dimensions
+iheight=$(stty size | mlr --nidx --fs space cut -f 1)
+iwidth=$(stty size | mlr --nidx --fs space cut -f 2)
+echo "rcorn=-1.755350,icorn=+0.014230,side=0.000020,maxits=10000,iheight=$iheight,iwidth=$iwidth" \
+| mlr put -f programs/mand.mlr
+
        +
        +_images/mand.png +
        +
        + + +
        +
        +

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