From 28ba0ba7988f2b4a1bc3d0fa4746ad8bd2e6aa5d Mon Sep 17 00:00:00 2001 From: John Kerl Date: Sun, 22 Aug 2021 11:35:55 -0400 Subject: [PATCH] Proofreads for Miller 6 docs --- docs6/docs/10min.md | 333 +- docs6/docs/10min.md.in | 9 +- docs6/docs/build.md | 10 +- docs6/docs/build.md.in | 10 +- docs6/docs/circle.csv | 8 +- docs6/docs/contributing.md | 2 +- docs6/docs/contributing.md.in | 2 +- docs6/docs/csv-with-and-without-headers.md | 20 +- docs6/docs/customization.md | 6 +- docs6/docs/customization.md.in | 6 +- docs6/docs/data-cleaning-examples.md | 4 +- docs6/docs/data-cleaning-examples.md.in | 4 +- docs6/docs/data-diving-examples.md | 21 +- docs6/docs/data-diving-examples.md.in | 2 +- docs6/docs/data/colored-shapes.csv | 20156 ++++++++-------- docs6/docs/data/colored-shapes.dkvp | 20156 ++++++++-------- docs6/docs/data/dynamic-nr.sh | 11 - docs6/docs/data/het.json | 23 + docs6/docs/data/short.csv | 4 + docs6/docs/data/then-chaining-performance.txt | 13 +- docs6/docs/data/two-pass-percentage.sh | 16 - 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docs6/mkdocs.yml | 66 +- go/regtest/cases/cli-help/0001/expout | 62 +- go/regtest/input/mand.mlr | 139 +- go/src/auxents/help/entry.go | 4 +- go/src/auxents/repl/prompt.go | 2 +- go/src/auxents/repl/verbs.go | 9 +- go/src/dsl/cst/builtin_function_manager.go | 40 +- go/src/dsl/cst/keyword_usage.go | 109 +- go/src/dsl/cst/root.go | 2 + go/src/transformers/aaa_transformer_table.go | 2 + go/src/transformers/group-like.go | 6 +- go/src/transformers/put-or-filter.go | 4 +- go/src/types/mlrval_functions_mathlib.go | 9 +- go/todo.txt | 59 +- go/tools/recolor | 3 + go/u/mand.mlr | 66 - 146 files changed, 23271 insertions(+), 21615 deletions(-) delete mode 100644 docs6/docs/data/dynamic-nr.sh create mode 100644 docs6/docs/data/het.json create mode 100644 docs6/docs/data/short.csv delete mode 100644 docs6/docs/data/two-pass-percentage.sh delete mode 100644 docs6/docs/data/two-pass-record-numbers.sh create mode 100644 docs6/docs/operating-on-all-records.md create mode 100644 docs6/docs/operating-on-all-records.md.in create mode 100644 docs6/docs/proofreads.txt delete mode 100644 docs6/docs/x create mode 100755 go/tools/recolor delete mode 100644 go/u/mand.mlr diff --git a/docs6/docs/10min.md b/docs6/docs/10min.md index 4b8380e6b..57d1c8585 100644 --- a/docs6/docs/10min.md +++ b/docs6/docs/10min.md @@ -8,8 +8,7 @@ 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](https://macports.org). * Windows: `choco install miller` using [Chocolatey](https://chocolatey.org). -* You can get latest builds for Linux, MacOS, and Windows by visiting [https://github.com/johnkerl/miller/actions](https://github.com/johnkerl/miller/actions). -, selecting the latest build, and clicking _Artifacts_. (These are retained for 5 days after each commit.) +* You can get latest builds for Linux, MacOS, and Windows by visiting [https://github.com/johnkerl/miller/actions](https://github.com/johnkerl/miller/actions), selecting the latest build, and clicking _Artifacts_. (These are retained for 5 days after each commit.) * See also the [build page](build.md) 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: @@ -27,34 +26,34 @@ 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
+color,shape,flag,k,index,quantity,rate
+yellow,triangle,true,1,11,43.6498,9.8870
+red,square,true,2,15,79.2778,0.0130
+red,circle,true,3,16,13.8103,2.9010
+red,square,false,4,48,77.5542,7.4670
+purple,triangle,false,5,51,81.2290,8.5910
+red,square,false,6,64,77.1991,9.5310
+purple,triangle,false,7,65,80.1405,5.8240
+yellow,circle,true,8,73,63.9785,4.2370
+yellow,circle,true,9,87,63.5058,8.3350
+purple,square,false,10,91,72.3735,8.2430
 
 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
+color  shape    flag  k  index quantity rate
+yellow triangle true  1  11    43.6498  9.8870
+red    square   true  2  15    79.2778  0.0130
+red    circle   true  3  16    13.8103  2.9010
+red    square   false 4  48    77.5542  7.4670
+purple triangle false 5  51    81.2290  8.5910
+red    square   false 6  64    77.1991  9.5310
+purple triangle false 7  65    80.1405  5.8240
+yellow circle   true  8  73    63.9785  4.2370
+yellow circle   true  9  87    63.5058  8.3350
+purple square   false 10 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. @@ -69,17 +68,17 @@ Let's take a quick look at some of the most useful Miller verbs -- file-format-a 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
+color,shape,flag,k,index,quantity,rate
+yellow,triangle,true,1,11,43.6498,9.8870
+red,square,true,2,15,79.2778,0.0130
+red,circle,true,3,16,13.8103,2.9010
+red,square,false,4,48,77.5542,7.4670
+purple,triangle,false,5,51,81.2290,8.5910
+red,square,false,6,64,77.1991,9.5310
+purple,triangle,false,7,65,80.1405,5.8240
+yellow,circle,true,8,73,63.9785,4.2370
+yellow,circle,true,9,87,63.5058,8.3350
+purple,square,false,10,91,72.3735,8.2430
But `mlr cat` can also do format conversion -- for example, you can pretty-print in tabular format: @@ -88,17 +87,17 @@ But `mlr cat` can also do format conversion -- for example, you can pretty-print 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
+color  shape    flag  k  index quantity rate
+yellow triangle true  1  11    43.6498  9.8870
+red    square   true  2  15    79.2778  0.0130
+red    circle   true  3  16    13.8103  2.9010
+red    square   false 4  48    77.5542  7.4670
+purple triangle false 5  51    81.2290  8.5910
+red    square   false 6  64    77.1991  9.5310
+purple triangle false 7  65    80.1405  5.8240
+yellow circle   true  8  73    63.9785  4.2370
+yellow circle   true  9  87    63.5058  8.3350
+purple square   false 10 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: @@ -107,22 +106,22 @@ purple square false 91 72.3735 8.2430 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
+color,shape,flag,k,index,quantity,rate
+yellow,triangle,true,1,11,43.6498,9.8870
+red,square,true,2,15,79.2778,0.0130
+red,circle,true,3,16,13.8103,2.9010
+red,square,false,4,48,77.5542,7.4670
 
 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
+color,shape,flag,k,index,quantity,rate
+purple,triangle,false,7,65,80.1405,5.8240
+yellow,circle,true,8,73,63.9785,4.2370
+yellow,circle,true,9,87,63.5058,8.3350
+purple,square,false,10,91,72.3735,8.2430
 
@@ -133,6 +132,7 @@ purple,square,false,91,72.3735,8.2430
   "color": "yellow",
   "shape": "circle",
   "flag": true,
+  "k": 9,
   "index": 87,
   "quantity": 63.5058,
   "rate": 8.3350
@@ -141,6 +141,7 @@ purple,square,false,91,72.3735,8.2430
   "color": "purple",
   "shape": "square",
   "flag": false,
+  "k": 10,
   "index": 91,
   "quantity": 72.3735,
   "rate": 8.2430
@@ -153,17 +154,17 @@ 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
+color  shape    flag  k  index quantity rate
+red    circle   true  3  16    13.8103  2.9010
+yellow circle   true  8  73    63.9785  4.2370
+yellow circle   true  9  87    63.5058  8.3350
+red    square   true  2  15    79.2778  0.0130
+red    square   false 4  48    77.5542  7.4670
+red    square   false 6  64    77.1991  9.5310
+purple square   false 10 91    72.3735  8.2430
+yellow triangle true  1  11    43.6498  9.8870
+purple triangle false 5  51    81.2290  8.5910
+purple triangle false 7  65    80.1405  5.8240
Or, you can sort primarily alphabetically on one field, then secondarily numerically descending on another field, and so on: @@ -172,17 +173,17 @@ Or, you can sort primarily alphabetically on one field, then secondarily numeric 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
+color  shape    flag  k  index quantity rate
+yellow circle   true  9  87    63.5058  8.3350
+yellow circle   true  8  73    63.9785  4.2370
+red    circle   true  3  16    13.8103  2.9010
+purple square   false 10 91    72.3735  8.2430
+red    square   false 6  64    77.1991  9.5310
+red    square   false 4  48    77.5542  7.4670
+red    square   true  2  15    79.2778  0.0130
+purple triangle false 7  65    80.1405  5.8240
+purple triangle false 5  51    81.2290  8.5910
+yellow triangle true  1  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: @@ -229,17 +230,17 @@ 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
+color  k  index quantity rate
+yellow 1  11    43.6498  9.8870
+red    2  15    79.2778  0.0130
+red    3  16    13.8103  2.9010
+red    4  48    77.5542  7.4670
+purple 5  51    81.2290  8.5910
+red    6  64    77.1991  9.5310
+purple 7  65    80.1405  5.8240
+yellow 8  73    63.9785  4.2370
+yellow 9  87    63.5058  8.3350
+purple 10 91    72.3735  8.2430
You can use `filter` to keep only records you care about: @@ -248,20 +249,20 @@ 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
+color shape  flag  k index quantity rate
+red   square true  2 15    79.2778  0.0130
+red   circle true  3 16    13.8103  2.9010
+red   square false 4 48    77.5542  7.4670
+red   square false 6 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
+color shape  flag k index quantity rate
+red   square true 2 15    79.2778  0.0130
+red   circle true 3 16    13.8103  2.9010
You can use `put` to create new fields which are computed from other fields: @@ -273,17 +274,17 @@ You can use `put` to create new fields which are computed from other fields: ' 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
+color  shape    flag  k  index quantity rate   ratio              color_shape
+yellow triangle true  1  11    43.6498  9.8870 4.414868008496004  yellow_triangle
+red    square   true  2  15    79.2778  0.0130 6098.292307692308  red_square
+red    circle   true  3  16    13.8103  2.9010 4.760530851430541  red_circle
+red    square   false 4  48    77.5542  7.4670 10.386259541984733 red_square
+purple triangle false 5  51    81.2290  8.5910 9.455127458968688  purple_triangle
+red    square   false 6  64    77.1991  9.5310 8.099790158430384  red_square
+purple triangle false 7  65    80.1405  5.8240 13.760388049450551 purple_triangle
+yellow circle   true  8  73    63.9785  4.2370 15.09995279679018  yellow_circle
+yellow circle   true  9  87    63.5058  8.3350 7.619172165566886  yellow_circle
+purple square   false 10 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: @@ -292,41 +293,41 @@ Even though Miller's main selling point is name-indexing, sometimes you really w 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
+color  shape    NEW   k  index quantity rate
+yellow triangle true  1  11    43.6498  9.8870
+red    square   true  2  15    79.2778  0.0130
+red    circle   true  3  16    13.8103  2.9010
+red    square   false 4  48    77.5542  7.4670
+purple triangle false 5  51    81.2290  8.5910
+red    square   false 6  64    77.1991  9.5310
+purple triangle false 7  65    80.1405  5.8240
+yellow circle   true  8  73    63.9785  4.2370
+yellow circle   true  9  87    63.5058  8.3350
+purple square   false 10 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
+color  shape    flag k  index quantity rate
+yellow triangle NEW  1  11    43.6498  9.8870
+red    square   NEW  2  15    79.2778  0.0130
+red    circle   NEW  3  16    13.8103  2.9010
+red    square   NEW  4  48    77.5542  7.4670
+purple triangle NEW  5  51    81.2290  8.5910
+red    square   NEW  6  64    77.1991  9.5310
+purple triangle NEW  7  65    80.1405  5.8240
+yellow circle   NEW  8  73    63.9785  4.2370
+yellow circle   NEW  9  87    63.5058  8.3350
+purple square   NEW  10 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: +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
@@ -376,10 +377,10 @@ Often we want to chain queries together -- for example, sorting by a field and t
 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
+color  shape  flag  k  index quantity rate
+purple square false 10 91    72.3735  8.2430
+yellow circle true  9  87    63.5058  8.3350
+yellow circle true  8  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: @@ -388,10 +389,10 @@ This works fine -- but Miller also lets you chain verbs together using the word 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
+color  shape  flag  k  index quantity rate
+purple square false 10 91    72.3735  8.2430
+yellow circle true  9  87    63.5058  8.3350
+yellow circle true  8  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: @@ -400,10 +401,10 @@ As another convenience, you can put the filename first using `--from`. When you' 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
+color  shape  flag  k  index quantity rate
+purple square false 10 91    72.3735  8.2430
+yellow circle true  9  87    63.5058  8.3350
+yellow circle true  8  73    63.9785  4.2370
 
@@ -429,10 +430,10 @@ 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
+color  shape  flag  k  index quantity rate
+purple square false 10 91    72.3735  8.2430
+yellow circle true  9  87    63.5058  8.3350
+yellow circle true  8  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: @@ -441,10 +442,10 @@ Lots of Miller commands take a `-g` option for group-by: here, `head -n 1 -g sha 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
+color  shape    flag  k  index quantity rate
+yellow circle   true  9  87    63.5058  8.3350
+purple square   false 10 91    72.3735  8.2430
+purple triangle false 7  65    80.1405  5.8240
Statistics can be computed with or without group-by field(s): @@ -559,7 +560,7 @@ You can read more about this at the [File Formats](file-formats.md) page. 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: +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
@@ -586,7 +587,7 @@ 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**: +Other times we just want our files to be **changed in-place**: just use `mlr -I`: 
 cp example.csv newfile.txt
@@ -648,29 +649,29 @@ Lastly, using `tee` within `put`, you can split your input data into separate fi
 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
+color,shape,flag,k,index,quantity,rate
+red,circle,true,3,16,13.8103,2.9010
+yellow,circle,true,8,73,63.9785,4.2370
+yellow,circle,true,9,87,63.5058,8.3350
 
 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
+color,shape,flag,k,index,quantity,rate
+red,square,true,2,15,79.2778,0.0130
+red,square,false,4,48,77.5542,7.4670
+red,square,false,6,64,77.1991,9.5310
+purple,square,false,10,91,72.3735,8.2430
 
 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
+color,shape,flag,k,index,quantity,rate
+yellow,triangle,true,1,11,43.6498,9.8870
+purple,triangle,false,5,51,81.2290,8.5910
+purple,triangle,false,7,65,80.1405,5.8240
diff --git a/docs6/docs/10min.md.in b/docs6/docs/10min.md.in index ddb26956c..688e18d21 100644 --- a/docs6/docs/10min.md.in +++ b/docs6/docs/10min.md.in @@ -7,8 +7,7 @@ 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](https://macports.org). * Windows: `choco install miller` using [Chocolatey](https://chocolatey.org). -* You can get latest builds for Linux, MacOS, and Windows by visiting [https://github.com/johnkerl/miller/actions](https://github.com/johnkerl/miller/actions). -, selecting the latest build, and clicking _Artifacts_. (These are retained for 5 days after each commit.) +* You can get latest builds for Linux, MacOS, and Windows by visiting [https://github.com/johnkerl/miller/actions](https://github.com/johnkerl/miller/actions), selecting the latest build, and clicking _Artifacts_. (These are retained for 5 days after each commit.) * See also the [build page](build.md) 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: @@ -122,7 +121,7 @@ You can find the full list of verbs at the [Verbs Reference](reference-verbs.md) ## 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: +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: GENMD_RUN_COMMAND cat data/a.csv @@ -272,7 +271,7 @@ You can read more about this at the [File Formats](file-formats.md) page. 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: +Sometimes, though, we want to print output to another file. Just use `> outputfilenamegoeshere` at the end of your command: GENMD_CARDIFY_HIGHLIGHT_ONE mlr --icsv --opprint cat example.csv > newfile.csv @@ -295,7 +294,7 @@ yellow circle true 87 63.5058 8.3350 purple square false 91 72.3735 8.2430 GENMD_EOF -Other times we just want our files to be **changed in-place**: just use **mlr -I**: +Other times we just want our files to be **changed in-place**: just use `mlr -I`: GENMD_CARDIFY_HIGHLIGHT_ONE cp example.csv newfile.txt diff --git a/docs6/docs/build.md b/docs6/docs/build.md index 271d5dcf1..3d6320198 100644 --- a/docs6/docs/build.md +++ b/docs6/docs/build.md @@ -3,6 +3,8 @@ Please also see [Installation](installation.md) for information about pre-built executables. +You will need to first install Go version 1.15 or higher: please see [https://go.dev](https://go.dev). + ## Miller license Two-clause BSD license [https://github.com/johnkerl/miller/blob/master/LICENSE.txt](https://github.com/johnkerl/miller/blob/master/LICENSE.txt). @@ -33,12 +35,12 @@ If you have any build errors, feel free to open an issue with "New Issue" at [ht These are necessary to produce the `mlr` executable. -* Go version 1.16 or higher +* Go version 1.15 or higher: please see [https://go.dev](https://go.dev) * 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](https://github.com/johnkerl/miller/blob/main/docs6/README.md) for details. +This documentation pageset is built using [https://www.mkdocs.org/](MkDocs). Please see [https://github.com/johnkerl/miller/blob/main/docs6/README.md](https://github.com/johnkerl/miller/blob/main/docs6/README.md) for details. ## Creating a new release: for developers @@ -49,7 +51,6 @@ In this example I am using version 6.1.0 to 6.2.0; of course that will change fo * 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` @@ -80,6 +81,7 @@ In this example I am using version 6.1.0 to 6.2.0; of course that will change fo * Social-media updates. 
+# brew notes:
 git remote add upstream https://github.com/Homebrew/homebrew-core # one-time setup only
 git fetch upstream
 git rebase upstream/master
@@ -99,7 +101,7 @@ git push -u origin miller-6.1.0
 
 * Afterwork:
 
-    * Edit `go/src/version/version.go` and `docs6/conf.py` to change version from `6.2.0` to `6.2.0-dev`.
+    * Edit `go/src/version/version.go` to change version from `6.2.0` to `6.2.0-dev`.
     * `cd go`
     * `./build`
     * Commit and push.
diff --git a/docs6/docs/build.md.in b/docs6/docs/build.md.in
index 49ce8c5ba..774a20b79 100644
--- a/docs6/docs/build.md.in
+++ b/docs6/docs/build.md.in
@@ -2,6 +2,8 @@
 
 Please also see [Installation](installation.md) for information about pre-built executables.
 
+You will need to first install Go version 1.15 or higher: please see [https://go.dev](https://go.dev).
+
 ## Miller license
 
 Two-clause BSD license [https://github.com/johnkerl/miller/blob/master/LICENSE.txt](https://github.com/johnkerl/miller/blob/master/LICENSE.txt).
@@ -32,12 +34,12 @@ If you have any build errors, feel free to open an issue with "New Issue" at [ht
 
 These are necessary to produce the `mlr` executable.
 
-* Go version 1.16 or higher
+* Go version 1.15 or higher: please see [https://go.dev](https://go.dev)
 * 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](https://github.com/johnkerl/miller/blob/main/docs6/README.md) for details.
+This documentation pageset is built using [https://www.mkdocs.org/](MkDocs). Please see [https://github.com/johnkerl/miller/blob/main/docs6/README.md](https://github.com/johnkerl/miller/blob/main/docs6/README.md) for details.
 
 ## Creating a new release: for developers
 
@@ -48,7 +50,6 @@ In this example I am using version 6.1.0 to 6.2.0; of course that will change fo
 * 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`
@@ -79,6 +80,7 @@ In this example I am using version 6.1.0 to 6.2.0; of course that will change fo
     * Social-media updates.
 
 GENMD_CARDIFY
+# brew notes:
 git remote add upstream https://github.com/Homebrew/homebrew-core # one-time setup only
 git fetch upstream
 git rebase upstream/master
@@ -98,7 +100,7 @@ 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`.
+    * Edit `go/src/version/version.go` to change version from `6.2.0` to `6.2.0-dev`.
     * `cd go`
     * `./build`
     * Commit and push.
diff --git a/docs6/docs/circle.csv b/docs6/docs/circle.csv
index 193105dfc..6ea6a0a93 100644
--- a/docs6/docs/circle.csv
+++ b/docs6/docs/circle.csv
@@ -1,4 +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
+color,shape,flag,k,index,quantity,rate
+red,circle,true,3,16,13.8103,2.9010
+yellow,circle,true,8,73,63.9785,4.2370
+yellow,circle,true,9,87,63.5058,8.3350
diff --git a/docs6/docs/contributing.md b/docs6/docs/contributing.md
index 2d380c1ed..f01219c15 100644
--- a/docs6/docs/contributing.md
+++ b/docs6/docs/contributing.md
@@ -29,7 +29,7 @@ Once PRs are merged, readthedocs creates [https://miller.readthedocs.io](https:/
 
 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.
+Do note that as of 2021-06-17 a few things have not been ported to Miller 6 -- most notably, including localtime DSL functions and other issues.
 
 ## Feature development
 
diff --git a/docs6/docs/contributing.md.in b/docs6/docs/contributing.md.in
index 0c8eec840..0d1213103 100644
--- a/docs6/docs/contributing.md.in
+++ b/docs6/docs/contributing.md.in
@@ -28,7 +28,7 @@ Once PRs are merged, readthedocs creates [https://miller.readthedocs.io](https:/
 
 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.
+Do note that as of 2021-06-17 a few things have not been ported to Miller 6 -- most notably, including localtime DSL functions and other issues.
 
 ## Feature development
 
diff --git a/docs6/docs/csv-with-and-without-headers.md b/docs6/docs/csv-with-and-without-headers.md
index 4451fe1fb..545995188 100644
--- a/docs6/docs/csv-with-and-without-headers.md
+++ b/docs6/docs/csv-with-and-without-headers.md
@@ -48,22 +48,22 @@ Likewise, if you need to produce CSV which is lacking its header, you can pipe M
 
 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
+yellow,triangle,1,56,0.6321695890307647,0.9887207810889004,0.4364983936735774,5.7981881667050565
+red,square,1,80,0.21966833570651523,0.001257332190235938,0.7927778364718627,2.944117399716207
+red,circle,1,84,0.20901671281497636,0.29005231936593445,0.13810280912907674,5.065034003400998
+red,square,0,243,0.9562743938458542,0.7467203085342884,0.7755423050923582,7.117831369597269
+purple,triangle,0,257,0.4355354501763202,0.8591292672156728,0.8122903963006748,5.753094629505863
 
 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
+yellow,triangle,1,56,0.6321695890307647,0.9887207810889004,0.4364983936735774,5.7981881667050565
+red,square,1,80,0.21966833570651523,0.001257332190235938,0.7927778364718627,2.944117399716207
+red,circle,1,84,0.20901671281497636,0.29005231936593445,0.13810280912907674,5.065034003400998
+red,square,0,243,0.9562743938458542,0.7467203085342884,0.7755423050923582,7.117831369597269
+purple,triangle,0,257,0.4355354501763202,0.8591292672156728,0.8122903963006748,5.753094629505863
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](file-formats.md).) For example: diff --git a/docs6/docs/customization.md b/docs6/docs/customization.md index 62f061d82..f12425938 100644 --- a/docs6/docs/customization.md +++ b/docs6/docs/customization.md @@ -29,13 +29,13 @@ Then you can just type things like 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`.) +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 still override the defaults you've placed in 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 `--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. @@ -83,4 +83,4 @@ Otherwise: * If `./.mlrrc` exists, it's then also processed as above. -* The idea is you can have all your settings in your `$HOME/.mlrrc`, then override maybe one or two for your current directory if you like. +* The idea is you can have all your settings in your `$HOME/.mlrrc`, then maybe more project-specific settings for your current directory if you like. diff --git a/docs6/docs/customization.md.in b/docs6/docs/customization.md.in index ff3664fd4..91a706b90 100644 --- a/docs6/docs/customization.md.in +++ b/docs6/docs/customization.md.in @@ -28,13 +28,13 @@ GENMD_CARDIFY_HIGHLIGHT_ONE mlr sort -n id mydata.csv GENMD_EOF -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`.) +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 still override the defaults you've placed in 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 `--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. @@ -66,4 +66,4 @@ Otherwise: * If `./.mlrrc` exists, it's then also processed as above. -* The idea is you can have all your settings in your `$HOME/.mlrrc`, then override maybe one or two for your current directory if you like. +* The idea is you can have all your settings in your `$HOME/.mlrrc`, then maybe more project-specific settings for your current directory if you like. diff --git a/docs6/docs/data-cleaning-examples.md b/docs6/docs/data-cleaning-examples.md index 8db1f39da..587f40eb6 100644 --- a/docs6/docs/data-cleaning-examples.md +++ b/docs6/docs/data-cleaning-examples.md @@ -1,7 +1,7 @@ # Data-cleaning examples -Here are some ways to use the type-checking options as described in [Type-checking](reference-dsl-variables.md#type-checking). 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.) +Here are some ways to use the type-checking options as described in the [Type-checking page](reference-dsl-variables.md#type-checking). 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
@@ -70,7 +70,7 @@ fred   true
 wilma  1
-A third way is to abort the process on fimd.instance of bad data: +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
diff --git a/docs6/docs/data-cleaning-examples.md.in b/docs6/docs/data-cleaning-examples.md.in
index b4cfc3e96..3f47c959c 100644
--- a/docs6/docs/data-cleaning-examples.md.in
+++ b/docs6/docs/data-cleaning-examples.md.in
@@ -1,6 +1,6 @@
 # Data-cleaning examples
 
-Here are some ways to use the type-checking options as described in [Type-checking](reference-dsl-variables.md#type-checking).  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.)
+Here are some ways to use the type-checking options as described in the [Type-checking page](reference-dsl-variables.md#type-checking).  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.)
 
 GENMD_RUN_COMMAND
 cat data/het-bool.csv
@@ -30,7 +30,7 @@ mlr --icsv --opprint put '
 ' data/het-bool.csv
 GENMD_EOF
 
-A third way is to abort the process on fimd.instance of bad data:
+A third way is to abort the process on first instance of bad data:
 
 GENMD_RUN_COMMAND_TOLERATING_ERROR
 mlr --csv put '$reachable = asserting_string($reachable)' data/het-bool.csv
diff --git a/docs6/docs/data-diving-examples.md b/docs6/docs/data-diving-examples.md
index fb6dd74db..7af48604d 100644
--- a/docs6/docs/data-diving-examples.md
+++ b/docs6/docs/data-diving-examples.md
@@ -8,13 +8,18 @@ The [flins.csv](data/flins.csv) file is some sample data obtained from [https://
 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
+mlr --icsv --oxtab --from data/flins.csv head -n 2
 

 
 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
 

 
 A few simple queries:
@@ -122,13 +127,13 @@ Peek at the data:
 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
+color  shape    flag i   u                   v                    w                   x
+yellow triangle 1    56  0.6321695890307647  0.9887207810889004   0.4364983936735774  5.7981881667050565
+red    square   1    80  0.21966833570651523 0.001257332190235938 0.7927778364718627  2.944117399716207
+red    circle   1    84  0.20901671281497636 0.29005231936593445  0.13810280912907674 5.065034003400998
+red    square   0    243 0.9562743938458542  0.7467203085342884   0.7755423050923582  7.117831369597269
+purple triangle 0    257 0.4355354501763202  0.8591292672156728   0.8122903963006748  5.753094629505863
+red    square   0    322 0.2015510269821953  0.9531098083420033   0.7719912015786777  5.612050466474166
Look at uncategorized stats (using [creach](https://github.com/johnkerl/scripts/blob/master/fundam/creach) for spacing). diff --git a/docs6/docs/data-diving-examples.md.in b/docs6/docs/data-diving-examples.md.in index f700af8e6..765ba6262 100644 --- a/docs6/docs/data-diving-examples.md.in +++ b/docs6/docs/data-diving-examples.md.in @@ -7,7 +7,7 @@ The [flins.csv](data/flins.csv) file is some sample data obtained from [https:// Vertical-tabular format is good for a quick look at CSV data layout -- seeing what columns you have to work with: GENMD_RUN_COMMAND -head -n 2 data/flins.csv | mlr --icsv --oxtab cat +mlr --icsv --oxtab --from data/flins.csv head -n 2 GENMD_EOF A few simple queries: diff --git a/docs6/docs/data/colored-shapes.csv b/docs6/docs/data/colored-shapes.csv index 4c37c4f2a..abc1b4261 100644 --- a/docs6/docs/data/colored-shapes.csv +++ b/docs6/docs/data/colored-shapes.csv @@ -1,10079 +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 -purple,triangle,0,532,0.23339001715233743,0.18098824995902285,0.7538550076607498,4.482844983044244 -red,triangle,1,538,0.08342205930118507,0.5551231727340961,0.4969066537203422,6.400461402177794 -red,circle,1,543,0.27956692255780735,0.317716295298317,0.3094102421392519,4.797498617657461 -yellow,triangle,1,555,0.4324861814762554,0.6516173501148627,0.4391759668010706,4.839236316217861 -red,triangle,0,575,0.3822743205645871,0.13243663787308357,0.4885011925291688,3.1878336744268148 -yellow,triangle,1,576,0.38274055836949383,0.06907845482417962,0.4464344215456894,4.530719037043683 -orange,triangle,0,587,0.5175826237797857,0.08989091493635304,0.9011709461770973,4.265854207755811 -green,square,0,597,0.8257400998639863,0.9139935425693207,0.47634534610928053,4.535961637121465 -purple,triangle,0,599,0.5777696441179225,0.1592641459041092,0.7360769450811888,4.935473950297778 -purple,triangle,0,603,0.3445805348101557,0.9314586827288921,0.7303062345971375,6.286891127462662 -red,square,0,610,0.6559603758582659,0.8146680458330501,0.5902924985221454,5.82992604692209 -red,circle,1,626,0.585144230439763,0.6126667717785355,0.3169586786449619,4.184061048733821 -yellow,circle,1,627,0.21946692559859127,0.5778782092837894,0.6243751940834331,4.878526902029357 -yellow,circle,1,642,0.9848580578039592,0.8703332275688385,0.6196888245699355,3.733988283596638 -red,triangle,1,649,0.489957093971505,0.3478765534442614,0.4923961471690822,5.77651025721577 -red,triangle,0,658,0.13416793395996696,0.35313428818060877,0.503251673831712,4.663827900601466 -green,triangle,1,664,0.14261008249079687,0.749302805217999,0.12658931011976782,5.415746307714631 -red,square,0,668,0.8465455890449235,0.9267425085703102,0.576114475147851,4.414752318165809 -blue,triangle,1,675,0.04682538469656261,0.08768189741821031,0.5999310365332388,4.36169952189602 -red,circle,1,692,0.7736749647187496,0.7843041194779217,0.3222390448185294,4.918714674895596 -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 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-yellow,circle,1,834,0.9120488812571834,0.6857068784645892,0.6173957199588831,5.510289113034133 -red,square,0,848,0.18649722139766356,0.6452719235869846,0.5410438287513045,5.4189301744621545 -red,triangle,0,861,0.02316026733649934,0.32759419799888834,0.5209360429919869,8.050259613054594 -red,triangle,1,893,0.0431000918147989,0.9368515438540571,0.52117938032689,4.768735289587635 -purple,circle,0,894,0.8677645835678461,0.7370785187241339,0.4708243010989557,4.2195244701460615 -red,triangle,0,897,0.3907041450033255,0.808274357235241,0.5266690643733455,6.7868612382218485 -yellow,square,1,917,0.8547010348386344,0.7356782810796262,0.4531511689924275,5.774541777078352 -red,triangle,0,928,0.4348424420850825,0.25987383842479017,0.5266497212740388,4.759205173519602 -red,square,0,940,0.8935268981554093,0.23752077743261923,0.5303101957654777,5.022371854001634 -blue,square,0,965,0.03995102094087877,0.8687150837087656,0.37503067844024807,5.538510059726689 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+yellow,circle,1,499974,0.764950884927175,0.25284227383991364,0.49969878539567425,5.013809741826425 diff --git a/docs6/docs/data/colored-shapes.dkvp b/docs6/docs/data/colored-shapes.dkvp index d10602709..68eecd3f3 100644 --- a/docs6/docs/data/colored-shapes.dkvp +++ b/docs6/docs/data/colored-shapes.dkvp @@ -1,10078 +1,10078 @@ -color=yellow,shape=triangle,flag=1,i=11,u=0.6321695890307647,v=0.9887207810889004,w=0.4364983936735774,x=5.7981881667050565 -color=red,shape=square,flag=1,i=15,u=0.21966833570651523,v=0.001257332190235938,w=0.7927778364718627,x=2.944117399716207 -color=red,shape=circle,flag=1,i=16,u=0.20901671281497636,v=0.29005231936593445,w=0.13810280912907674,x=5.065034003400998 -color=red,shape=square,flag=0,i=48,u=0.9562743938458542,v=0.7467203085342884,w=0.7755423050923582,x=7.117831369597269 -color=purple,shape=triangle,flag=0,i=51,u=0.4355354501763202,v=0.8591292672156728,w=0.8122903963006748,x=5.753094629505863 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+color=blue,shape=circle,flag=0,i=498489,u=0.630939787187507,v=0.4422449497231823,w=0.4854213185772358,x=5.388775571792507 +color=red,shape=triangle,flag=1,i=498497,u=0.44046451701881817,v=0.6693620880735209,w=0.4939501843398234,x=3.4298583527006112 +color=green,shape=circle,flag=0,i=498535,u=0.7262197524235358,v=0.003176104402091151,w=0.48663192680473805,x=3.7299165991633174 +color=yellow,shape=triangle,flag=1,i=498585,u=0.5327221391974075,v=0.6129975879822656,w=0.49795086174788955,x=5.491213639071156 +color=purple,shape=circle,flag=0,i=498611,u=0.7486045159615866,v=0.02653501689939608,w=0.4572205993722214,x=6.223327501534848 +color=yellow,shape=square,flag=1,i=498689,u=0.7817216417913274,v=0.5151975809561844,w=0.5120362880736075,x=5.094375748508235 +color=purple,shape=square,flag=0,i=498762,u=0.2933784074149981,v=0.28316289440376663,w=0.5195849897897076,x=4.466194613824574 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+color=green,shape=triangle,flag=0,i=499370,u=0.07195979341157455,v=0.44813762004548474,w=0.5447437466480782,x=3.403048855248761 +color=yellow,shape=square,flag=1,i=499399,u=0.6617832193311329,v=0.01108165945780859,w=0.517245611263905,x=2.819903015712994 +color=yellow,shape=circle,flag=1,i=499414,u=0.5635339096217307,v=0.5750498291651793,w=0.5061095841354115,x=1.741510100620954 +color=red,shape=circle,flag=0,i=499482,u=0.3229231533121689,v=0.33710663161056176,w=0.4781650530426834,x=5.350071553734736 +color=red,shape=square,flag=0,i=499540,u=0.6389417074123076,v=0.16310270270306293,w=0.5267980152655629,x=3.7422859875313157 +color=yellow,shape=circle,flag=1,i=499615,u=0.5177420062217538,v=0.5626371673235627,w=0.5068390067489178,x=3.9636645948617457 +color=purple,shape=square,flag=0,i=499616,u=0.22587344110808483,v=0.3529160737725947,w=0.519883718053089,x=3.421331967577624 +color=blue,shape=circle,flag=1,i=499626,u=0.41222408674206745,v=0.4302961063823483,w=0.5006899693333398,x=3.2881616182365114 +color=green,shape=circle,flag=0,i=499694,u=0.31517128587360044,v=0.9370877470212836,w=0.4970914108233537,x=5.006451117858268 +color=red,shape=triangle,flag=0,i=499745,u=0.9107115544023052,v=0.32519669604939616,w=0.49373516335938644,x=2.931371497952684 +color=purple,shape=triangle,flag=0,i=499778,u=0.516433078636893,v=0.10057092319662564,w=0.5052269474197051,x=4.048839550090146 +color=blue,shape=circle,flag=1,i=499849,u=0.4845171309004245,v=0.8572710188113218,w=0.49452921927634125,x=4.034770268996462 +color=blue,shape=square,flag=1,i=499872,u=0.6189062525431605,v=0.2637962404841453,w=0.5311465405784674,x=6.210738209085753 +color=blue,shape=triangle,flag=0,i=499880,u=0.008110504040268474,v=0.8267274952432482,w=0.4732962944898885,x=6.146956761817328 +color=yellow,shape=triangle,flag=0,i=499955,u=0.3839424618160777,v=0.55952913620132,w=0.5113763011485609,x=4.307973891915119 +color=yellow,shape=circle,flag=1,i=499974,u=0.764950884927175,v=0.25284227383991364,w=0.49969878539567425,x=5.013809741826425 diff --git a/docs6/docs/data/dynamic-nr.sh b/docs6/docs/data/dynamic-nr.sh deleted file mode 100644 index b9bfb73e9..000000000 --- a/docs6/docs/data/dynamic-nr.sh +++ /dev/null @@ -1,11 +0,0 @@ -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; - $nr2 = @nr2 -' diff --git a/docs6/docs/data/het.json b/docs6/docs/data/het.json new file mode 100644 index 000000000..fcd719723 --- /dev/null +++ b/docs6/docs/data/het.json @@ -0,0 +1,23 @@ +{ + "resource": "/path/to/file", + "loadsec": 0.45, + "ok": true +} +{ + "record_count": 100, + "resource": "/path/to/file" +} +{ + "resource": "/path/to/second/file", + "loadsec": 0.32, + "ok": true +} +{ + "record_count": 150, + "resource": "/path/to/second/file" +} +{ + "resource": "/some/other/path", + "loadsec": 0.97, + "ok": false +} diff --git a/docs6/docs/data/short.csv b/docs6/docs/data/short.csv new file mode 100644 index 000000000..d428b7679 --- /dev/null +++ b/docs6/docs/data/short.csv @@ -0,0 +1,4 @@ +word,value +apple,37 +ball,28 +cat,54 diff --git a/docs6/docs/data/then-chaining-performance.txt b/docs6/docs/data/then-chaining-performance.txt index 4dd2ea5b2..af06dc6cc 100644 --- a/docs6/docs/data/then-chaining-performance.txt +++ b/docs6/docs/data/then-chaining-performance.txt @@ -2,15 +2,14 @@ mlr cut -x -f i,y data/big | mlr sort -n y > /dev/null % time sh piped.sh -real 0m2.828s -user 0m3.183s -sys 0m0.137s - +real 0m2.321s +user 0m4.878s +sys 0m1.564s % cat chained.sh mlr cut -x -f i,y then sort -n y data/big > /dev/null % time sh chained.sh -real 0m2.082s -user 0m1.933s -sys 0m0.137s +real 0m2.070s +user 0m2.738s +sys 0m1.259s diff --git a/docs6/docs/data/two-pass-percentage.sh b/docs6/docs/data/two-pass-percentage.sh deleted file mode 100644 index b7e1fc066..000000000 --- a/docs6/docs/data/two-pass-percentage.sh +++ /dev/null @@ -1,16 +0,0 @@ -mlr --from data/small --opprint put -q ' - # These are executed once per record, which is the first pass. - # The key is to use NR to index an out-of-stream variable to - # retain all the x-field values. - @x_min = min($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/docs6/docs/data/two-pass-record-numbers.sh b/docs6/docs/data/two-pass-record-numbers.sh deleted file mode 100644 index 051feb442..000000000 --- a/docs6/docs/data/two-pass-record-numbers.sh +++ /dev/null @@ -1,11 +0,0 @@ -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/docs6/docs/data/type-decl-example.mlr b/docs6/docs/data/type-decl-example.mlr index 37db0739f..87d4f93d9 100644 --- a/docs6/docs/data/type-decl-example.mlr +++ b/docs6/docs/data/type-decl-example.mlr @@ -1,37 +1,38 @@ -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. +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/docs6/docs/example.csv b/docs6/docs/example.csv index 779283dcb..bf79dd5f7 100644 --- a/docs6/docs/example.csv +++ b/docs6/docs/example.csv @@ -1,11 +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 +color,shape,flag,k,index,quantity,rate +yellow,triangle,true,1,11,43.6498,9.8870 +red,square,true,2,15,79.2778,0.0130 +red,circle,true,3,16,13.8103,2.9010 +red,square,false,4,48,77.5542,7.4670 +purple,triangle,false,5,51,81.2290,8.5910 +red,square,false,6,64,77.1991,9.5310 +purple,triangle,false,7,65,80.1405,5.8240 +yellow,circle,true,8,73,63.9785,4.2370 +yellow,circle,true,9,87,63.5058,8.3350 +purple,square,false,10,91,72.3735,8.2430 diff --git a/docs6/docs/extra.css b/docs6/docs/extra.css index 71d1ba47b..b76353514 100644 --- a/docs6/docs/extra.css +++ b/docs6/docs/extra.css @@ -10,32 +10,46 @@ /* Top-of-page banner */ .md-header { - background-color: #800000; + background-color: #800000; } -.md-nav--primary .md-nav__title[for="__drawer"] { - color: #ffffff; - background-color: #800000; - padding: 3px; - border-radius: 6px; +.md-footer { + background-color: #e0e0e0; } -.md-footer { - background-color: #e0e0e0; +.md-nav--primary .md-nav__title[for="__drawer"] { + color: #ffffff; + background-color: #800000; + padding: 3px; + border-radius: 6px; } /* Section headings in the navbar: bold them and stand them out a little */ .md-nav__item--nested > .md-nav__link { - color: inherit; - font-weight: bold; - margin: 3px; - padding: 3px; - /*border: 1px solid white;*/ + color: inherit; + font-weight: bold; + margin: 3px; + padding: 3px; + /*border: 1px solid white;*/ } .md-nav__link:hover { /*border: 1px solid gray;*/ background-color: #e0e0e0; } +/* Centered quicklinks for Introduction page */ +div.quicklinks { + text-align: center; + overflow: hidden; +} +span.quicklinks { + border: 1px solid #e0e0e0; + border-radius: 6px; + padding: 6px; + text-align: center; + display:table; + margin:0 auto; +} + /* Code samples using 
 (which is currently in use) */
 /* For command-and-output situations (the most common) -- zero margin between.
  * Example:
@@ -49,8 +63,12 @@
  * docs/genmd-filter script when it produces the docs/*.md files from their
  * respective docs/*.md.in files.
  */
+
+.md-typeset code {
+  font-size: 12px;
+}
+
 pre {
-  color: #000000;
   font-size: 12px;
   padding: 10px;
 
@@ -58,13 +76,11 @@ pre {
   white-space: -moz-pre-wrap;  /* Mozilla, since 1999 */
   white-space: -pre-wrap;      /* Opera 4-6 */
   white-space: -o-pre-wrap;    /* Opera 7 */
-  word-wrap: break-word;       /* Internet Explorer 5.5+ */
 }
+
 .md-typeset code, .md-typeset kbd, .md-typeset pre {
   color: #000000;
-  /*background-color: #e0e0e0;*/
   background-color: #eae2cb;
-  /*background-color: #c5b690;*/
   font-size: 12px;
   direction: ltr;
   border-radius: 3px;
@@ -122,20 +138,20 @@ pre.pre-non-highlight-non-pair {
   border-bottom-left-radius: 6px;
 }
 
-/* Section titles in content pages */
-h1 {
-  font-weight: bold;
+pre.pre-no-wrap {
+  font-size: 12px;
+  padding: 10px;
+
+  white-space: nowrap;       /* css-3 */
+  white-space: -moz-nowrap;  /* Mozilla, since 1999 */
+  white-space: -no-wrap;      /* Opera 4-6 */
+  white-space: -o-nowrap;    /* Opera 7 */
 }
+
+/* Section titles in content pages */
 .md-typeset h1 {
   font-weight: bold;
 }
-h1, h2, h3 {
-  color: #800000;
-  font-weight: bold;
-  border-radius: 6px;
-  padding: 6px;
-  background-color: #e0e0e0;
-}
 .md-typeset h1, .md-typeset h2, .md-typeset h3 {
   color: #800000;
   font-weight: bold;
@@ -145,13 +161,16 @@ h1, h2, h3 {
 }
 
 /* Hyperlinks in content pages */
-a, a:before, a:focus, a:hover, a:visited {
+a, a:before, a:focus, a:hover, a:link, a:visited {
   color: #800000;
 }
 
 .md-typeset a {
   color: #800000;
 }
+.md-typeset a:link {
+  color: #800000;
+}
 .md-typeset a:visited {
   color: #800000;
 }
@@ -180,6 +199,7 @@ a, a:before, a:focus, a:hover, a:visited {
 .md-nav__link[data-md-state="blur"] {
   color: #800000;
 }
+
 nav a:hover {
   border-radius: 3px;
   background-color: #e0e0e0;
@@ -189,3 +209,18 @@ nav a:hover {
 img {
   border-radius: 6px;
 }
+
+.md-footer__link:hover {
+  background-color: #f0f0f0;
+}
+
+:root > * {
+  --md-code-fg-color: #000000;
+  --md-code-bg-color: #eae2cb;
+
+  --md-typeset-color: #000000;
+  --md-typeset-a-color: #800000;
+
+  --md-footer-fg-color: #800000;
+  --md-footer-fg-color: #eae2cb;
+}
diff --git a/docs6/docs/feature-comparison.md b/docs6/docs/feature-comparison.md
index dd9940fd5..4c43dfc3c 100644
--- a/docs6/docs/feature-comparison.md
+++ b/docs6/docs/feature-comparison.md
@@ -58,11 +58,9 @@ Likewise with `mlr sort`, `mlr tac`, and so on.
 
 * 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($x)` changes from one record to the next.  The expression language for the `put` and `filter` verbs additionally allows you to define `begin {...}` and `end {...}` blocks for actions to be taken before and after records are processed, respectively.
+* As with `awk`, `$`-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 record 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](performance.md). 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.
+* 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 invocation (names starting without `@`, such as `sum`).
 
 ## See also
 
diff --git a/docs6/docs/feature-comparison.md.in b/docs6/docs/feature-comparison.md.in
index 6c87b065f..a70363cf0 100644
--- a/docs6/docs/feature-comparison.md.in
+++ b/docs6/docs/feature-comparison.md.in
@@ -36,11 +36,9 @@ Likewise with `mlr sort`, `mlr tac`, and so on.
 
 * 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($x)` changes from one record to the next.  The expression language for the `put` and `filter` verbs additionally allows you to define `begin {...}` and `end {...}` blocks for actions to be taken before and after records are processed, respectively.
+* As with `awk`, `$`-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 record 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](performance.md). 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.
+* 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 invocation (names starting without `@`, such as `sum`).
 
 ## See also
 
diff --git a/docs6/docs/file-formats.md b/docs6/docs/file-formats.md
index 9539042c1..962cfc07e 100644
--- a/docs6/docs/file-formats.md
+++ b/docs6/docs/file-formats.md
@@ -156,7 +156,7 @@ 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](reference-main-io-options.md) regarding how to specify separators other than the default equals-sign and comma.
+See the [I/O options reference](reference-main-io-options.md) regarding how to specify separators other than the default equals-sign and comma.
 
 ## NIDX: Index-numbered (toolkit style)
 
@@ -423,7 +423,7 @@ JSON isn't a parameterized format, so `RS`, `FS`, `PS` aren't specifiable. Nonet
 
 * 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 youmd.inghere` to specify the string used for key concatenation: this defaults to a single colon.
+* Use `--jflatsep yourseparatorhere` to specify the string used for key concatenation: this defaults to a single dot.
 
 Again, please see [jq](https://stedolan.github.io/jq/) for a truly powerful, JSON-specific tool.
 
@@ -517,9 +517,10 @@ _networkd  * 24 24 Network Services           /var/networkd   /usr/bin/false
 
 
 $ grep -v '^#' /etc/passwd | head -n 2 | \
+  mlr --nidx --fs : --ojson --jvstack --jlistwrap \
+    label name,password,uid,gid,gecos,home_dir,shell
 

 
-  mlr --nidx --fs : --ojson --jvstack --jlistwrap label name,password,uid,gid,gecos,home_dir,shell
 [
 {
   "name": "nobody",
@@ -529,8 +530,8 @@ _networkd  * 24 24 Network Services           /var/networkd   /usr/bin/false
   "gecos": "Unprivileged User",
   "home_dir": "/var/empty",
   "shell": "/usr/bin/false"
-}
-,{
+},
+{
   "name": "root",
   "password": "*",
   "uid": 0,
@@ -596,7 +597,7 @@ The line-ending autodetector triggers on the first line ending detected in the i
 
 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.
+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/MacOS X, and CRLF on Windows.
 
 See also [Record/field/pair separators](reference-main-io-options.md#recordfieldpair-separators) for more information about record/field/pair separators.
 
diff --git a/docs6/docs/file-formats.md.in b/docs6/docs/file-formats.md.in
index 198e85b11..6241eac51 100644
--- a/docs6/docs/file-formats.md.in
+++ b/docs6/docs/file-formats.md.in
@@ -86,7 +86,7 @@ GENMD_EOF
 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](reference-main-io-options.md) regarding how to specify separators other than the default equals-sign and comma.
+See the [I/O options reference](reference-main-io-options.md) regarding how to specify separators other than the default equals-sign and comma.
 
 ## NIDX: Index-numbered (toolkit style)
 
@@ -208,7 +208,7 @@ JSON isn't a parameterized format, so `RS`, `FS`, `PS` aren't specifiable. Nonet
 
 * 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 youmd.inghere` to specify the string used for key concatenation: this defaults to a single colon.
+* Use `--jflatsep yourseparatorhere` to specify the string used for key concatenation: this defaults to a single dot.
 
 Again, please see [jq](https://stedolan.github.io/jq/) for a truly powerful, JSON-specific tool.
 
@@ -269,9 +269,10 @@ $ grep -v '^#' /etc/passwd | head -n 2 | mlr --nidx --fs : --oxtab cat
 7 /bin/sh
 GENMD_EOF
 
-GENMD_CARDIFY_HIGHLIGHT_ONE
+GENMD_CARDIFY_HIGHLIGHT_THREE
 $ grep -v '^#' /etc/passwd | head -n 2 | \
-  mlr --nidx --fs : --ojson --jvstack --jlistwrap label name,password,uid,gid,gecos,home_dir,shell
+  mlr --nidx --fs : --ojson --jvstack --jlistwrap \
+    label name,password,uid,gid,gecos,home_dir,shell
 [
 {
   "name": "nobody",
@@ -281,8 +282,8 @@ $ grep -v '^#' /etc/passwd | head -n 2 | \
   "gecos": "Unprivileged User",
   "home_dir": "/var/empty",
   "shell": "/usr/bin/false"
-}
-,{
+},
+{
   "name": "root",
   "password": "*",
   "uid": 0,
@@ -326,7 +327,7 @@ The line-ending autodetector triggers on the first line ending detected in the i
 
 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.
+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/MacOS X, and CRLF on Windows.
 
 See also [Record/field/pair separators](reference-main-io-options.md#recordfieldpair-separators) for more information about record/field/pair separators.
 
diff --git a/docs6/docs/genmd-filter b/docs6/docs/genmd-filter
index 405abbde8..92bcb38a6 100755
--- a/docs6/docs/genmd-filter
+++ b/docs6/docs/genmd-filter
@@ -36,6 +36,14 @@ def main
         line1 = lines.shift
         write_card([line1], lines, output_handle)
 
+      elsif content_line =~ /^GENMD_CARDIFY_HIGHLIGHT_TWO$/
+        lines = read_until_genmd_eof(input_handle)
+        write_card(lines.slice(0,2), lines.slice(2, lines.length), output_handle)
+
+      elsif content_line =~ /^GENMD_CARDIFY_HIGHLIGHT_THREE$/
+        lines = read_until_genmd_eof(input_handle)
+        write_card(lines.slice(0,3), lines.slice(3, lines.length), output_handle)
+
       elsif content_line =~ /^GENMD_RUN_COMMAND_TOLERATING_ERROR$/
         cmd_lines = read_until_genmd_eof(input_handle)
         run_command_tolerating_error(cmd_lines, output_handle)
diff --git a/docs6/docs/index.md b/docs6/docs/index.md
index 1d6cff799..e5dd9e48c 100644
--- a/docs6/docs/index.md
+++ b/docs6/docs/index.md
@@ -1,6 +1,18 @@
 
 # Introduction
 
+

+
+Quick links:
+ 
+[verbs]
+ 
+[functions]
+ 
+[repository]
+
+

+
 **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:
diff --git a/docs6/docs/index.md.in b/docs6/docs/index.md.in
index 3fb0d8248..5797a6417 100644
--- a/docs6/docs/index.md.in
+++ b/docs6/docs/index.md.in
@@ -1,5 +1,17 @@
 # Introduction
 
+

+
+Quick links:
+ 
+[verbs]
+ 
+[functions]
+ 
+[repository]
+
+

+
 **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:
diff --git a/docs6/docs/installation.md b/docs6/docs/installation.md
index 818cb7c99..d736ddf96 100644
--- a/docs6/docs/installation.md
+++ b/docs6/docs/installation.md
@@ -7,13 +7,13 @@
 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](https://brew.sh/) installation support for OSX is available via
+[Homebrew](https://brew.sh/) installation support for OS X is available via
 
 
 brew update && brew install miller
 

 
-...and also via [MacPorts](https://www.macports.org/):
+... and also via [MacPorts](https://www.macports.org/):
 
 
 sudo port selfupdate && sudo port install miller
@@ -41,7 +41,7 @@ On Windows, Miller is available via [Chocolatey](https://chocolatey.org/):
 
 ## Prebuilt executables via GitHub per release
 
-Please see [https://github.com/johnkerl/miller/releases](https://github.com/johnkerl/miller/releases) where there are builds for OSX Yosemite, Linux x86-64 (dynamically linked), and Windows.
+Please see [https://github.com/johnkerl/miller/releases](https://github.com/johnkerl/miller/releases) where there are builds for OS X Yosemite, Linux x86-64 (dynamically linked), and Windows.
 
 ## Prebuilt executables via GitHub per commit
 
diff --git a/docs6/docs/installation.md.in b/docs6/docs/installation.md.in
index e63440c23..235f16f8d 100644
--- a/docs6/docs/installation.md.in
+++ b/docs6/docs/installation.md.in
@@ -6,13 +6,13 @@
 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](https://brew.sh/) installation support for OSX is available via
+[Homebrew](https://brew.sh/) installation support for OS X is available via
 
 GENMD_CARDIFY_HIGHLIGHT_ONE
 brew update && brew install miller
 GENMD_EOF
 
-...and also via [MacPorts](https://www.macports.org/):
+... and also via [MacPorts](https://www.macports.org/):
 
 GENMD_CARDIFY_HIGHLIGHT_ONE
 sudo port selfupdate && sudo port install miller
@@ -40,7 +40,7 @@ GENMD_EOF
 
 ## Prebuilt executables via GitHub per release
 
-Please see [https://github.com/johnkerl/miller/releases](https://github.com/johnkerl/miller/releases) where there are builds for OSX Yosemite, Linux x86-64 (dynamically linked), and Windows.
+Please see [https://github.com/johnkerl/miller/releases](https://github.com/johnkerl/miller/releases) where there are builds for OS X Yosemite, Linux x86-64 (dynamically linked), and Windows.
 
 ## Prebuilt executables via GitHub per commit
 
diff --git a/docs6/docs/internationalization.md b/docs6/docs/internationalization.md
index 210bfbb20..caafc33b8 100644
--- a/docs6/docs/internationalization.md
+++ b/docs6/docs/internationalization.md
@@ -9,4 +9,4 @@ Support for internationalization includes:
 * The [strlen](reference-dsl-builtin-functions.md#strlen) function correctly counts UTF-8 codepoints rather than bytes.
 * The [toupper](reference-dsl-builtin-functions.md#toupper), [tolower](reference-dsl-builtin-functions.md#tolower), and [capitalize](reference-dsl-builtin-functions.md#capitalize) DSL functions operate within the capabilities of the Go libraries.
 
-Please file an issue at [https://github.com/johnkerl/miller](https://github.com/johnkerl/miller) if you encounter bugs related to internationalization (or anything else for that matter).
+Please file an issue at [https://github.com/johnkerl/miller/issues/new](https://github.com/johnkerl/miller/issues/new) if you encounter bugs related to internationalization (or anything else for that matter).
diff --git a/docs6/docs/internationalization.md.in b/docs6/docs/internationalization.md.in
index f14f7cfd1..9026fe0d0 100644
--- a/docs6/docs/internationalization.md.in
+++ b/docs6/docs/internationalization.md.in
@@ -8,4 +8,4 @@ Support for internationalization includes:
 * The [strlen](reference-dsl-builtin-functions.md#strlen) function correctly counts UTF-8 codepoints rather than bytes.
 * The [toupper](reference-dsl-builtin-functions.md#toupper), [tolower](reference-dsl-builtin-functions.md#tolower), and [capitalize](reference-dsl-builtin-functions.md#capitalize) DSL functions operate within the capabilities of the Go libraries.
 
-Please file an issue at [https://github.com/johnkerl/miller](https://github.com/johnkerl/miller) if you encounter bugs related to internationalization (or anything else for that matter).
+Please file an issue at [https://github.com/johnkerl/miller/issues/new](https://github.com/johnkerl/miller/issues/new) if you encounter bugs related to internationalization (or anything else for that matter).
diff --git a/docs6/docs/keystroke-savers.md b/docs6/docs/keystroke-savers.md
index 4ff76b34d..0355f44f8 100644
--- a/docs6/docs/keystroke-savers.md
+++ b/docs6/docs/keystroke-savers.md
@@ -1,17 +1,17 @@
 
 # Keystroke-savers
 
-## Short format specifiers
+## Short format specifiers, including --c2p
 
-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**:
+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
+color  shape    flag k index quantity rate
+yellow triangle true 1 11    43.6498  9.8870
+red    square   true 2 15    79.2778  0.0130
 

 
 
@@ -22,6 +22,7 @@ red    square   true 15    79.2778  0.0130
   "color": "yellow",
   "shape": "triangle",
   "flag": true,
+  "k": 1,
   "index": 11,
   "quantity": 43.6498,
   "rate": 9.8870
@@ -30,15 +31,16 @@ red    square   true 15    79.2778  0.0130
   "color": "red",
   "shape": "square",
   "flag": true,
+  "k": 2,
   "index": 15,
   "quantity": 79.2778,
   "rate": 0.0130
 }
 

 
-You can get the full list here (TODO:linkify).
+You can get the full list [here](file-formats.md#data-conversion-keystroke-savers).
 
-## File names up front
+## File names up front, including --from
 
 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:
 
@@ -46,10 +48,10 @@ Already we saw that you can put the filename first using `--from`. When you're i
 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
+color  shape  flag  k  index quantity rate
+purple square false 10 91    72.3735  8.2430
+yellow circle true  9  87    63.5058  8.3350
+yellow circle true  8  73    63.9785  4.2370
 

 
 
@@ -70,6 +72,6 @@ If there's more than one input file, you can use `--mfrom`, then however many fi
 
 ## .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.
+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 a personal default, though, so `mlr --opprint cat example.csv` will use default CSV format for input, and PPRINT (tabular) for output.
 
 You can read more about this at the [Customization](customization.md) page.
diff --git a/docs6/docs/keystroke-savers.md.in b/docs6/docs/keystroke-savers.md.in
index aa97133b1..ffb885e40 100644
--- a/docs6/docs/keystroke-savers.md.in
+++ b/docs6/docs/keystroke-savers.md.in
@@ -1,8 +1,8 @@
 # Keystroke-savers
 
-## Short format specifiers
+## Short format specifiers, including --c2p
 
-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**:
+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`:
 
 GENMD_RUN_COMMAND
 mlr --c2p head -n 2 example.csv
@@ -12,9 +12,9 @@ GENMD_RUN_COMMAND
 mlr --c2j head -n 2 example.csv
 GENMD_EOF
 
-You can get the full list here (TODO:linkify).
+You can get the full list [here](file-formats.md#data-conversion-keystroke-savers).
 
-## File names up front
+## File names up front, including --from
 
 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:
 
@@ -34,6 +34,6 @@ GENMD_EOF
 
 ## .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.
+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 a personal default, though, so `mlr --opprint cat example.csv` will use default CSV format for input, and PPRINT (tabular) for output.
 
 You can read more about this at the [Customization](customization.md) page.
diff --git a/docs6/docs/manpage.md b/docs6/docs/manpage.md
index ba16fcd2a..b0973012c 100644
--- a/docs6/docs/manpage.md
+++ b/docs6/docs/manpage.md
@@ -1,5 +1,5 @@
 
-# Manpage
+# Manual page
 
 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.
 
diff --git a/docs6/docs/manpage.md.in b/docs6/docs/manpage.md.in
index 1fe328bfa..2d783f508 100644
--- a/docs6/docs/manpage.md.in
+++ b/docs6/docs/manpage.md.in
@@ -1,4 +1,4 @@
-# Manpage
+# Manual page
 
 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.
 
diff --git a/docs6/docs/miller-on-windows.md b/docs6/docs/miller-on-windows.md
index efa2b8a29..5febfd33c 100644
--- a/docs6/docs/miller-on-windows.md
+++ b/docs6/docs/miller-on-windows.md
@@ -3,11 +3,11 @@
 
 ## 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.
+Miller was originally developed for Unix-like operating systems including Linux and MacOS. Since Miller 5.2.0 which was the first version to support Windows at all, that support 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.
+**The experience is now almost the same on Windows as it is 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.
+MSYS2 is no longer required -- although you can of course still use Miller from within MSYS2 if you prefer. There is now simply a single `mlr.exe`, with no `msys2.dll` alongside anymore.
 
 See [Installation](installation.md) for how to get a copy of `mlr.exe`.
 
diff --git a/docs6/docs/miller-on-windows.md.in b/docs6/docs/miller-on-windows.md.in
index f1e1f2d30..2bb8ef372 100644
--- a/docs6/docs/miller-on-windows.md.in
+++ b/docs6/docs/miller-on-windows.md.in
@@ -2,11 +2,11 @@
 
 ## 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.
+Miller was originally developed for Unix-like operating systems including Linux and MacOS. Since Miller 5.2.0 which was the first version to support Windows at all, that support 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.
+**The experience is now almost the same on Windows as it is 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.
+MSYS2 is no longer required -- although you can of course still use Miller from within MSYS2 if you prefer. There is now simply a single `mlr.exe`, with no `msys2.dll` alongside anymore.
 
 See [Installation](installation.md) for how to get a copy of `mlr.exe`.
 
diff --git a/docs6/docs/mk-func-h2s.sh b/docs6/docs/mk-func-h2s.sh
index 17cc714b6..b8ca24fee 100755
--- a/docs6/docs/mk-func-h2s.sh
+++ b/docs6/docs/mk-func-h2s.sh
@@ -4,6 +4,8 @@
 export MLRRC=__none__
 
 mlr help list-functions | grep -v '^[a-zA-Z]' | uniq | while read funcname; do
+  # Displayname is for HTML rendered in the document body. Linkname is for
+  # #-style links which don't do so well with special characters.
   displayname=$funcname
   linkname="$funcname"
   if [ "$funcname" = '+' ]; then
@@ -18,24 +20,50 @@ mlr help list-functions | grep -v '^[a-zA-Z]' | uniq | while read funcname; do
   elif [ "$funcname" = '**' ]; then
     displayname='\**'
     linkname='exponentiation'
+
   elif [ "$funcname" = '|' ]; then
     displayname='\|'
     linkname='bitwise-or'
+  elif [ "$funcname" = '&' ]; then
+    displayname='&'
+    linkname='bitwise-and'
+  elif [ "$funcname" = '^' ]; then
+    displayname='^'
+    linkname='bitwise-xor'
+
+  elif [ "$funcname" = '||' ]; then
+    displayname='\|\|'
+    linkname='logical-or'
+  elif [ "$funcname" = '&&' ]; then
+    displayname='&&'
+    linkname='logical-and'
+  elif [ "$funcname" = '^^' ]; then
+    displayname='^^'
+    linkname='logical-xor'
+
   elif [ "$funcname" = '?' ]; then
     displayname='\?'
     linkname='question-mark'
   elif [ "$funcname" = ':' ]; then
     displayname='\:'
     linkname='colon'
-  elif [ "$funcname" = '!' ]; then
-    displayname='\!'
-    linkname='colon'
   elif [ "$funcname" = '? :' ]; then
     displayname='\?'
     linkname='question-mark-colon'
   elif [ "$funcname" = '?:' ]; then
     displayname='\?'
     linkname='question-mark-colon'
+
+  elif [ "$funcname" = '!' ]; then
+    displayname='\!'
+    linkname='exclamation-point'
+
+  elif [ "$funcname" = '=~' ]; then
+    displayname='=~'
+    linkname='regmatch'
+  elif [ "$funcname" = '!=~' ]; then
+    displayname='!=~'
+    linkname='regnotmatch'
   elif [ "$funcname" = '>>' ]; then
     displayname='\>\>'
     linkname='srsh'
@@ -67,43 +95,6 @@ done
 mlr help list-functions | grep '^[a-zA-Z]' | sort -u | while read funcname; do
   displayname=$funcname
   linkname="$funcname"
-  if [ "$funcname" = '+' ]; then
-    displayname='\+'
-    linkname='plus'
-  elif [ "$funcname" = '-' ]; then
-    displayname='\-'
-    linkname='minus'
-  elif [ "$funcname" = '*' ]; then
-    displayname='\*'
-    linkname='times'
-  elif [ "$funcname" = '**' ]; then
-    displayname='\**'
-    linkname='exponentiation'
-  elif [ "$funcname" = '|' ]; then
-    displayname='\|'
-    linkname='bitwise-or'
-  elif [ "$funcname" = '?' ]; then
-    displayname='\?'
-    linkname='question-mark'
-  elif [ "$funcname" = ':' ]; then
-    displayname='\:'
-    linkname='colon'
-  elif [ "$funcname" = '!' ]; then
-    displayname='\!'
-    linkname='colon'
-  elif [ "$funcname" = '? :' ]; then
-    displayname='\?'
-    linkname='question-mark-colon'
-  elif [ "$funcname" = '>>' ]; then
-    displayname='\>\>'
-    linkname='srsh'
-  elif [ "$funcname" = '>>>' ]; then
-    displayname='\>\>\>'
-    linkname='ursh'
-  elif [ "$funcname" = '>>>=' ]; then
-    displayname='\>\>\>='
-    linkname='ursheq'
-  fi
 
   # TODO: fix section-links for mnkdocs
   #echo ''
diff --git a/docs6/docs/new-in-miller-6.md b/docs6/docs/new-in-miller-6.md
index df397f14e..8b588f521 100644
--- a/docs6/docs/new-in-miller-6.md
+++ b/docs6/docs/new-in-miller-6.md
@@ -8,26 +8,27 @@ See also the [list of issues tagged with go-port](https://github.com/johnkerl/mi
 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.
+`awk`/`grep`/`cut` that Miller was a viable alternative -- but over time it's
+become clear that many Miller users aren't expert with those tools. 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.
+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](https://github.com/johnkerl/miller/issues)
+and
+[https://github.com/johnkerl/miller/discussions](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](reference-dsl-arrays.md). Also, `array` is now a keyword
-so this is no longer usable as a local-variable or UDF name.
+Arrays are now supported in Miller's `put`/`filter` programming language, as
+described in the [Arrays reference](reference-dsl-arrays.md). Also, `array` is
+now a keyword so this is no longer usable as a local-variable or UDF name.
 
 JSON support is improved:
 
@@ -106,11 +107,11 @@ Miller now has a read-evaluate-print-loop ([REPL](repl.md)) where you can single
 
 ## Improved command-line parsing
 
-Miller 6 has getoptish command-line parsing (https://github.com/johnkerl/miller/pull/467):
+Miller 6 has getoptish command-line parsing ([pull request 467](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].
+* `--mfrom`, `--load`, `--mload` as described on the [keystroke-savers page](keystroke-savers.md).
 
 ## Improved error messages for DSL parsing
 
@@ -124,4 +125,4 @@ 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](https://github.com/johnkerl/miller/blob/main/go/README.md).
-* Completely reworked regression testing, including regresstion-testing now running on Windows.
+* Regression testing has been completely reworked, including regression-testing now running fully on Windows (alongside Linux and Mac) [on each GitHub commit](https://github.com/johnkerl/miller/actions).
diff --git a/docs6/docs/new-in-miller-6.md.in b/docs6/docs/new-in-miller-6.md.in
index 28cfdf756..faff11713 100644
--- a/docs6/docs/new-in-miller-6.md.in
+++ b/docs6/docs/new-in-miller-6.md.in
@@ -7,26 +7,27 @@ See also the [list of issues tagged with go-port](https://github.com/johnkerl/mi
 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.
+`awk`/`grep`/`cut` that Miller was a viable alternative -- but over time it's
+become clear that many Miller users aren't expert with those tools. 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.
+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](https://github.com/johnkerl/miller/issues)
+and
+[https://github.com/johnkerl/miller/discussions](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](reference-dsl-arrays.md). Also, `array` is now a keyword
-so this is no longer usable as a local-variable or UDF name.
+Arrays are now supported in Miller's `put`/`filter` programming language, as
+described in the [Arrays reference](reference-dsl-arrays.md). Also, `array` is
+now a keyword so this is no longer usable as a local-variable or UDF name.
 
 JSON support is improved:
 
@@ -94,11 +95,11 @@ Miller now has a read-evaluate-print-loop ([REPL](repl.md)) where you can single
 
 ## Improved command-line parsing
 
-Miller 6 has getoptish command-line parsing (https://github.com/johnkerl/miller/pull/467):
+Miller 6 has getoptish command-line parsing ([pull request 467](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].
+* `--mfrom`, `--load`, `--mload` as described on the [keystroke-savers page](keystroke-savers.md).
 
 ## Improved error messages for DSL parsing
 
@@ -112,4 +113,4 @@ GENMD_EOF
 ## Developer-specific aspects
 
 * Miller has been ported from C to Go. Developer notes: [https://github.com/johnkerl/miller/blob/main/go/README.md](https://github.com/johnkerl/miller/blob/main/go/README.md).
-* Completely reworked regression testing, including regresstion-testing now running on Windows.
+* Regression testing has been completely reworked, including regression-testing now running fully on Windows (alongside Linux and Mac) [on each GitHub commit](https://github.com/johnkerl/miller/actions).
diff --git a/docs6/docs/operating-on-all-records.md b/docs6/docs/operating-on-all-records.md
new file mode 100644
index 000000000..e91ad8c1d
--- /dev/null
+++ b/docs6/docs/operating-on-all-records.md
@@ -0,0 +1,372 @@
+
+# Operating on all records
+
+As we saw in the DSL-overview page, the Miller programming language has an
+[implicit loop over records for main statements](reference-dsl.md#implicit-loop-over-records-for-main-statements).
+
+Miller's feature of _streaming operation over records_ is implemented by the
+main statements (everything outside `begin`/`end`/`func`/`subr`) getting
+invoked once per record. You don't explicitly loop over records, as you would
+in some dataframes contexts; rather, _Miller loops over records for you_, and
+it lets you specify what to do on each record: you write the body of the loop.
+
+That's fine for most simple use-cases, but sometimes you _do_ want to loop over
+all records. Here we describe a few options.
+
+## Sums/counters
+
+The first option is to leverage the fact that main DSL statements are already
+invoked in a loop over records, and use
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables)
+to retain sums, counters, etc.
+
+For example, let's look at our short data file [data/short.csv](data/short.csv):
+
+
+cat data/short.csv
+

+
+word,value
+apple,37
+ball,28
+cat,54
+

+
+We can track count and sum using
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables) -- the ones that
+start with the `@` sigil -- then
+[emit](reference-dsl-output-statements.md#emit-statements) them as a new record
+after all the input is read.
+
+
+mlr --icsv --ojson --from data/short.csv put '
+  begin {
+    @count = 0;
+    @sum = 0;
+  }
+  @count += 1;
+  @sum += $value;
+  end {
+    emit (@count, @sum);
+  }
+'
+

+
+{
+  "word": "apple",
+  "value": 37
+}
+{
+  "word": "ball",
+  "value": 28
+}
+{
+  "word": "cat",
+  "value": 54
+}
+{
+  "count": 3,
+  "sum": 119
+}
+

+
+And if all we want is the final output and not the input data, we can use `put
+-q` to not pass through the input records:
+
+
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @count = 0;
+    @sum = 0;
+  }
+  @count += 1;
+  @sum += $value;
+  end {
+    emit (@count, @sum);
+  }
+'
+

+
+{
+  "count": 3,
+  "sum": 119
+}
+

+
+As discussed a bit more on the (TODO) page on streaming and memory, this doesn't keep all records in memory, only the count and sum variables. You can use this on very large files without running out of memory.
+
+## Retain records in a map
+
+The second option is to retain entire records in a map, then loop over them in an `end` block.
+
+Let's use the same short data file [data/short.csv](data/short.csv):
+
+
+cat data/short.csv
+

+
+word,value
+apple,37
+ball,28
+cat,54
+

+
+
+mlr --icsv --ojson --from data/short.csv put -q '
+  # map
+  begin {
+    @records = {};
+  }
+  @records[NR] = $*;
+  end {
+    count = length(@records);
+    sum = 0;
+    for (i = 1; i <= NR; i += 1) {
+      sum += @records[i]["value"];
+    }
+    dump @records; # show the map
+    emit (count, sum);
+  }
+'
+

+
+{
+  "1": {
+    "word": "apple",
+    "value": 37
+  },
+  "2": {
+    "word": "ball",
+    "value": 28
+  },
+  "3": {
+    "word": "cat",
+    "value": 54
+  }
+}
+{
+  "count": 3,
+  "sum": 119
+}
+

+
+The downside to this, of course, is that this retains all records (plus data-structure overhead) in memory, so you're limited to processing files that fit in your computer's memory. The upside, though, is that you can do random access over the records using things like
+
+
+    output = 0;
+    for (i = 1; i <= NR; i += 1) {
+      for (j = 1; j <= NR; j += 1) {
+        for (k = 1; k <= NR; k += 1) {
+          output += call_some_function_of(@records[i], @records[j], @record[k])
+        }
+      }
+    }
+    # do something with the output
+

+
+## Retain records in an array
+
+The third option is to retain records in an array, then loop over them in an `end` block.
+
+
+mlr --icsv --ojson --from data/short.csv put -q '
+  # array
+  begin {
+    @records = [];
+  }
+  @records[NR] = $*;
+  end {
+    count = length(@records);
+    sum = 0;
+    for (i = 1; i <= NR; i += 1) {
+      sum += @records[i]["value"];
+    }
+    dump @records; # show the array
+    emit (count, sum);
+  }
+'
+

+
+[
+  {
+    "word": "apple",
+    "value": 37
+  },
+  {
+    "word": "ball",
+    "value": 28
+  },
+  {
+    "word": "cat",
+    "value": 54
+  }
+]
+{
+  "count": 3,
+  "sum": 119
+}
+

+
+Just as with the retain-as-map approach, the downside is the overhead of
+retaining all records in memory, and the upside is that you get random access
+over records.
+
+## Using maps vs using arrays
+
+Retaining records as a map or as an array is a matter of taste. Some things to note:
+
+If we initialize `@records = {}` in the `begin` block (or, if we don't initialize it at all and just start writing to it in the main statements) then `@records` is a map (TODO: linkify). If we initialize `@records=[]` then it's an array.
+
+Arrays are, of course, contiguously indexed. (And, in Miller, their indices
+start with 1, not 0 (TODO:linkify).) This means that if you are only retaining
+a subset of records then your array will have null-gaps (TODO:linkify) in it:
+
+
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @records = [];
+  }
+  if (NR != 2) {
+    @records[NR] = $*
+  }
+  end {
+    dump @records;
+  }
+'
+

+
+[
+  {
+    "word": "apple",
+    "value": 37
+  },
+  null,
+  {
+    "word": "cat",
+    "value": 54
+  }
+]
+

+
+You can index `@records` by `@count` rather than `NR` to get a contiguous array:
+
+
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @records = [];
+    @count = 0;
+  }
+  # main statement
+  if (NR != 2) {
+    @count += 1;
+    @records[@count] = $*;
+  }
+  end {
+    dump @records;
+    count = length(@records);
+    sum = 0;
+    for (record in @records) {
+      sum += record["value"];
+    }
+    emit (count, sum);
+  }
+'
+

+
+[
+  {
+    "word": "apple",
+    "value": 37
+  },
+  {
+    "word": "cat",
+    "value": 54
+  }
+]
+{
+  "count": 2,
+  "sum": 91
+}
+

+
+If you use a map to retain records, then this is a non-issue: maps can retain whatever values you like:
+
+
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @records = {};
+  }
+  # main statement
+  if (NR != 2) {
+    @records[NR] = $*;
+  }
+  end {
+    dump @records;
+    count = length(@records);
+    sum = 0;
+    for (key in @records) {
+      sum += @records[key]["value"];
+    }
+    emit (count, sum);
+  }
+'
+

+
+{
+  "1": {
+    "word": "apple",
+    "value": 37
+  },
+  "3": {
+    "word": "cat",
+    "value": 54
+  }
+}
+{
+  "count": 2,
+  "sum": 91
+}
+

+
+Do note that Miller maps (TODO:linkify) preserve insertion order, so at the end you're guaranteed to loop over records in the same order you read them. Also note that when you index a Miller hashmap with an integer key, this works, but (TODO:linkify) the key is stringified.
+
+## Retain partial records in map or array
+
+If all you need is one or a few attributes out of a record, you don't need to
+retain full records. You can retain a map, or array, of just the fields you're
+interested in:
+
+
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @values = {};
+  }
+  # main statement
+  if (NR != 2) {
+    @values[NR] = $value;
+  }
+  end {
+    dump @values;
+    count = length(@values);
+    sum = 0;
+    for (key in @values) {
+      sum += @values[key];
+    }
+    emit (count, sum);
+  }
+'
+

+
+{
+  "1": 37,
+  "3": 54
+}
+{
+  "count": 2,
+  "sum": 91
+}
+

+
+## For more information
+
+For more information please see the page on [two-pass algorithms](two-pass-algorithms.md).
diff --git a/docs6/docs/operating-on-all-records.md.in b/docs6/docs/operating-on-all-records.md.in
new file mode 100644
index 000000000..d7121b398
--- /dev/null
+++ b/docs6/docs/operating-on-all-records.md.in
@@ -0,0 +1,240 @@
+# Operating on all records
+
+As we saw in the DSL-overview page, the Miller programming language has an
+[implicit loop over records for main statements](reference-dsl.md#implicit-loop-over-records-for-main-statements).
+
+Miller's feature of _streaming operation over records_ is implemented by the
+main statements (everything outside `begin`/`end`/`func`/`subr`) getting
+invoked once per record. You don't explicitly loop over records, as you would
+in some dataframes contexts; rather, _Miller loops over records for you_, and
+it lets you specify what to do on each record: you write the body of the loop.
+
+That's fine for most simple use-cases, but sometimes you _do_ want to loop over
+all records. Here we describe a few options.
+
+## Sums/counters
+
+The first option is to leverage the fact that main DSL statements are already
+invoked in a loop over records, and use
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables)
+to retain sums, counters, etc.
+
+For example, let's look at our short data file [data/short.csv](data/short.csv):
+
+GENMD_RUN_COMMAND
+cat data/short.csv
+GENMD_EOF
+
+We can track count and sum using
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables) -- the ones that
+start with the `@` sigil -- then
+[emit](reference-dsl-output-statements.md#emit-statements) them as a new record
+after all the input is read.
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put '
+  begin {
+    @count = 0;
+    @sum = 0;
+  }
+  @count += 1;
+  @sum += $value;
+  end {
+    emit (@count, @sum);
+  }
+'
+GENMD_EOF
+
+And if all we want is the final output and not the input data, we can use `put
+-q` to not pass through the input records:
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @count = 0;
+    @sum = 0;
+  }
+  @count += 1;
+  @sum += $value;
+  end {
+    emit (@count, @sum);
+  }
+'
+GENMD_EOF
+
+As discussed a bit more on the (TODO) page on streaming and memory, this doesn't keep all records in memory, only the count and sum variables. You can use this on very large files without running out of memory.
+
+## Retain records in a map
+
+The second option is to retain entire records in a map, then loop over them in an `end` block.
+
+Let's use the same short data file [data/short.csv](data/short.csv):
+
+GENMD_RUN_COMMAND
+cat data/short.csv
+GENMD_EOF
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put -q '
+  # map
+  begin {
+    @records = {};
+  }
+  @records[NR] = $*;
+  end {
+    count = length(@records);
+    sum = 0;
+    for (i = 1; i <= NR; i += 1) {
+      sum += @records[i]["value"];
+    }
+    dump @records; # show the map
+    emit (count, sum);
+  }
+'
+GENMD_EOF
+
+The downside to this, of course, is that this retains all records (plus data-structure overhead) in memory, so you're limited to processing files that fit in your computer's memory. The upside, though, is that you can do random access over the records using things like
+
+GENMD_CARDIFY
+    output = 0;
+    for (i = 1; i <= NR; i += 1) {
+      for (j = 1; j <= NR; j += 1) {
+        for (k = 1; k <= NR; k += 1) {
+          output += call_some_function_of(@records[i], @records[j], @record[k])
+        }
+      }
+    }
+    # do something with the output
+GENMD_EOF
+
+## Retain records in an array
+
+The third option is to retain records in an array, then loop over them in an `end` block.
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put -q '
+  # array
+  begin {
+    @records = [];
+  }
+  @records[NR] = $*;
+  end {
+    count = length(@records);
+    sum = 0;
+    for (i = 1; i <= NR; i += 1) {
+      sum += @records[i]["value"];
+    }
+    dump @records; # show the array
+    emit (count, sum);
+  }
+'
+GENMD_EOF
+
+Just as with the retain-as-map approach, the downside is the overhead of
+retaining all records in memory, and the upside is that you get random access
+over records.
+
+## Using maps vs using arrays
+
+Retaining records as a map or as an array is a matter of taste. Some things to note:
+
+If we initialize `@records = {}` in the `begin` block (or, if we don't initialize it at all and just start writing to it in the main statements) then `@records` is a map (TODO: linkify). If we initialize `@records=[]` then it's an array.
+
+Arrays are, of course, contiguously indexed. (And, in Miller, their indices
+start with 1, not 0 (TODO:linkify).) This means that if you are only retaining
+a subset of records then your array will have null-gaps (TODO:linkify) in it:
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @records = [];
+  }
+  if (NR != 2) {
+    @records[NR] = $*
+  }
+  end {
+    dump @records;
+  }
+'
+GENMD_EOF
+
+You can index `@records` by `@count` rather than `NR` to get a contiguous array:
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @records = [];
+    @count = 0;
+  }
+  # main statement
+  if (NR != 2) {
+    @count += 1;
+    @records[@count] = $*;
+  }
+  end {
+    dump @records;
+    count = length(@records);
+    sum = 0;
+    for (record in @records) {
+      sum += record["value"];
+    }
+    emit (count, sum);
+  }
+'
+GENMD_EOF
+
+If you use a map to retain records, then this is a non-issue: maps can retain whatever values you like:
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @records = {};
+  }
+  # main statement
+  if (NR != 2) {
+    @records[NR] = $*;
+  }
+  end {
+    dump @records;
+    count = length(@records);
+    sum = 0;
+    for (key in @records) {
+      sum += @records[key]["value"];
+    }
+    emit (count, sum);
+  }
+'
+GENMD_EOF
+
+Do note that Miller maps (TODO:linkify) preserve insertion order, so at the end you're guaranteed to loop over records in the same order you read them. Also note that when you index a Miller hashmap with an integer key, this works, but (TODO:linkify) the key is stringified.
+
+## Retain partial records in map or array
+
+If all you need is one or a few attributes out of a record, you don't need to
+retain full records. You can retain a map, or array, of just the fields you're
+interested in:
+
+GENMD_RUN_COMMAND
+mlr --icsv --ojson --from data/short.csv put -q '
+  begin {
+    @values = {};
+  }
+  # main statement
+  if (NR != 2) {
+    @values[NR] = $value;
+  }
+  end {
+    dump @values;
+    count = length(@values);
+    sum = 0;
+    for (key in @values) {
+      sum += @values[key];
+    }
+    emit (count, sum);
+  }
+'
+GENMD_EOF
+
+## For more information
+
+For more information please see the page on [two-pass algorithms](two-pass-algorithms.md).
diff --git a/docs6/docs/output-colorization.md b/docs6/docs/output-colorization.md
index 910d32215..c7ee2b440 100644
--- a/docs6/docs/output-colorization.md
+++ b/docs6/docs/output-colorization.md
@@ -47,6 +47,6 @@ How you can control colorization:
 
 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`).
+You can use `mlr --list-color-codes` to see the available color codes (like `170`), and `mlr --list-color-names` to see available names (like `orchid`).
 
 ![pix/colorization2.png](pix/colorization2.png)
diff --git a/docs6/docs/output-colorization.md.in b/docs6/docs/output-colorization.md.in
index f0a118f7a..5467fe5ba 100644
--- a/docs6/docs/output-colorization.md.in
+++ b/docs6/docs/output-colorization.md.in
@@ -46,6 +46,6 @@ How you can control colorization:
 
 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`).
+You can use `mlr --list-color-codes` to see the available color codes (like `170`), and `mlr --list-color-names` to see available names (like `orchid`).
 
 ![pix/colorization2.png](pix/colorization2.png)
diff --git a/docs6/docs/performance.md b/docs6/docs/performance.md
index faaacfbcb..2187d8fe6 100644
--- a/docs6/docs/performance.md
+++ b/docs6/docs/performance.md
@@ -15,4 +15,4 @@ In a previous version of this page, I compared Miller to some items in the Unix
 
 ## 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.
+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, and multi-core use (or not). Lastly, specific special-purpose non-record-aware processing will run far faster if implemented in `grep`, `sed`, etc.
diff --git a/docs6/docs/performance.md.in b/docs6/docs/performance.md.in
index a319ee8a4..9eac506ee 100644
--- a/docs6/docs/performance.md.in
+++ b/docs6/docs/performance.md.in
@@ -14,4 +14,4 @@ In a previous version of this page, I compared Miller to some items in the Unix
 
 ## 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.
+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, and multi-core use (or not). Lastly, specific special-purpose non-record-aware processing will run far faster if implemented in `grep`, `sed`, etc.
diff --git a/docs6/docs/pix/miller-windows.png b/docs6/docs/pix/miller-windows.png
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zuif$?<32X#CfPO^t17rG1?3*Sf(p?EDr*tfTa7r!bbW|rBY(l2OK%wMlI&w8KHDA$
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zu1=kC(tkqR8)Q1(TF}0?tZDK~BdnwXf?fJ6Qf}^I#1qD6)G)IiK|sb2cWuIbr;>1{V)?
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zoP@JY8hrberhi7R+M|Xgc2F}{K=7Sf#=qlOZ4#Xb_lM4WYcG%Tpw_A^JN<#m7iobd
z9y+V6Ua2s`9JC$3ROy^H
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zZnorotw@{PoLc*Kr*U*rCWVJDiUr~fN0b^rHJzJ@t^zjeEzo=`Zd7JWQJZO9p2QT;
z#&P^~0DmipMm0!vm@(4X8xZKa1qmoMek@LB8{cTQ1EgtySa(XhtsaY(iJ%9MI%Iy@
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zjdlUs)+@`-n%Ox5lr0-#^m?4axqBG7{oYq
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zP(Q1``r<@!dHZ~g2?P@2=;q>{xUq)h`m$^k@Mw++S9HQxgFq
 cat programs/mand.mlr
@@ -88,40 +88,26 @@ The (approximate) computation of points in the complex plane which are and aren'
 
 # 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
+  # Set defaults. They can be overridden by e.g.
+  #   mlr -n put -e 'begin{@maxits=200}' -f nameofthisfile.mlr
+  # or
+  #   mlr -n put -s maxits=200 -f nameofthisfile.mlr
+  @rcorn     ??= -2.0;
+  @icorn     ??= -2.0;
+  @side      ??=  4.0;
+  @iheight   ??=   50;
+  @iwidth    ??=  100;
+  @maxits    ??=  100;
+  @levelstep ??=    5;
+  @chars     ??= "@X*o-.";
+  @silent    ??= 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) {
+  if (!@silent) {
     print "RCORN     = ".@rcorn;
     print "ICORN     = ".@icorn;
     print "SIDE      = ".@side;
@@ -132,21 +118,22 @@ end {
     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;
+    num ci = @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);
+      num cr = @rcorn + (ir/@iwidth) * @side;
+      str c = get_point_plot(cr, ci, @maxits, @do_julia, @jr, @ji);
+      if (!@silent) {
+        printn c
+      }
+    }
+    if (!@silent) {
+      print;
     }
-    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) {
+func get_point_plot(num pr, num pi, int maxits, bool do_julia, num jr, num ji): str {
   num zr = 0.0;
   num zi = 0.0;
   num cr = 0.0;
@@ -181,7 +168,6 @@ func get_point_plot(pr, pi, maxits, do_julia, jr, ji) {
   if (!escaped) {
     return ".";
   } else {
-    # The // operator is Miller's (pythonic) integer-division operator
     int level = (iti // @levelstep) % strlen(@chars);
     return substr(@chars, level, level);
   }
@@ -191,59 +177,42 @@ func get_point_plot(pr, pi, maxits, do_julia, jr, ji) {
 At standard resolution this makes a nice little ASCII plot:
 
 
-mlr -n put -f ./programs/mand.mlr
+mlr -n put -s iheight=25 -s iwidth=50 -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@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
-@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+RCORN     = -2
+ICORN     = -2
+SIDE      = 4.0
+IHEIGHT   = 25
+IWIDTH    = 50
+MAXITS    = 100
+LEVELSTEP = 5
+CHARS     = @X*o-.
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@XX.XX@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@XX*o.XXX@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@XX@XXXXX...oXXXXX@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@XXXXXX..........X.-X@@@@@@@@@@@@@@@@@@
+@@@@@@@@XXXXXXXX*o............XX@@@@@@@@@@@@@@@@@@
+@@@@@@XXXX-...-*...............X@@@@@@@@@@@@@@@@@@
+@XX@XXXXoo....................XX@@@@@@@@@@@@@@@@@@
+@@@XXXXX-o....................XXX@@@@@@@@@@@@@@@@@
+@@@@XXXXXX-....*...............XXXXX@@@@@@@@@@@@@@
+@@@@@@@XXXXX*XXX*-............*XXX@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@XXXXXX..........*.-X@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@XXXX*@..*XXXX@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@XXXXXoo.XXXX@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@XXXXXX@XXXX@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@XX@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
 

 
 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:
@@ -253,8 +222,9 @@ But using a very small font size (as small as my Mac will let me go), and by cho
 # 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
+mlr -n put \
+  -s rcorn=-1.755350 -s icorn=0.014230 -s side=0.000020 -s maxits=10000 -s iheight=$iheight -s iwidth=$iwidth \
+  -f programs/mand.mlr
 

 
 ![pix/mand.png](pix/mand.png)
diff --git a/docs6/docs/programming-examples.md.in b/docs6/docs/programming-examples.md.in
index ff7a1c40f..4f101dbb8 100644
--- a/docs6/docs/programming-examples.md.in
+++ b/docs6/docs/programming-examples.md.in
@@ -16,9 +16,9 @@ GENMD_EOF
 
 ## Mandelbrot-set generator
 
-The [Mandelbrot set](http://en.wikipedia.org/wiki/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 [Mandelbrot set](http://en.wikipedia.org/wiki/Mandelbrot_set) is also easily expressed. This isn't an important case of data processing (the use-case Miller was designed for), 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:
+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](https://en.wikipedia.org/wiki/Mandelbrot_set)); how to render them visually 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:
 
 GENMD_RUN_COMMAND
 cat programs/mand.mlr
@@ -27,7 +27,7 @@ GENMD_EOF
 At standard resolution this makes a nice little ASCII plot:
 
 GENMD_RUN_COMMAND
-mlr -n put -f ./programs/mand.mlr
+mlr -n put -s iheight=25 -s iwidth=50 -f ./programs/mand.mlr
 GENMD_EOF
 
 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:
@@ -37,8 +37,9 @@ GENMD_CARDIFY
 # 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
+mlr -n put \
+  -s rcorn=-1.755350 -s icorn=0.014230 -s side=0.000020 -s maxits=10000 -s iheight=$iheight -s iwidth=$iwidth \
+  -f programs/mand.mlr
 GENMD_EOF
 
 ![pix/mand.png](pix/mand.png)
diff --git a/docs6/docs/programming-language.md b/docs6/docs/programming-language.md
index 86149c863..bd59b533d 100644
--- a/docs6/docs/programming-language.md
+++ b/docs6/docs/programming-language.md
@@ -1,7 +1,7 @@
 
 # Intro to Miller's programming language
 
-In the [Miller in 10 minutes](10min.md) 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`.
+In the [Miller in 10 minutes](10min.md) page we took a tour of some of Miller's most-used [verbs](reference-verbs.md) 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*.
 
@@ -9,31 +9,31 @@ In the [DSL reference](reference-dsl.md) page we have a complete reference to Mi
 
 ## Records and fields
 
-Let's keep using the sample [example.csv](./example.csv). For example:
+Let's keep using the [example.csv](./example.csv) file:
 
 
 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
+color  shape    flag  k  index quantity rate   cost
+yellow triangle true  1  11    43.6498  9.8870 431.5655726
+red    square   true  2  15    79.2778  0.0130 1.0306114
+red    circle   true  3  16    13.8103  2.9010 40.063680299999994
+red    square   false 4  48    77.5542  7.4670 579.0972113999999
+purple triangle false 5  51    81.2290  8.5910 697.8383389999999
+red    square   false 6  64    77.1991  9.5310 735.7846221000001
+purple triangle false 7  65    80.1405  5.8240 466.738272
+yellow circle   true  8  73    63.9785  4.2370 271.0769045
+yellow circle   true  9  87    63.5058  8.3350 529.3208430000001
+purple square   false 10 91    72.3735  8.2430 596.5747605000001
 

 
 When we type that, a few things are happening:
 
 * We refer to fields in the input data using a dollar sign and then the field name, e.g. `$quantity`. (If a field name contains special characters like a dot or slash, just use curly braces: `${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 `$rate` bound to the current record's values for those fields.
+* The expression `$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 `$rate` each time bound to the current record's values for those fields.
 * On the left-hand side we have the new field name `$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.
+* The entire expression is surrounded by single quotes (with an adjustment needed on [Windows](miller-on-windows.md)), 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
 
@@ -43,17 +43,17 @@ You can use more than one statement, separating them with semicolons, and option
 mlr --c2p put '$cost = $quantity * $rate; $index = $index * 100'  example.csv
 
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-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
+color  shape    flag  k  index quantity rate   cost
+yellow triangle true  1  1100  43.6498  9.8870 431.5655726
+red    square   true  2  1500  79.2778  0.0130 1.0306114
+red    circle   true  3  1600  13.8103  2.9010 40.063680299999994
+red    square   false 4  4800  77.5542  7.4670 579.0972113999999
+purple triangle false 5  5100  81.2290  8.5910 697.8383389999999
+red    square   false 6  6400  77.1991  9.5310 735.7846221000001
+purple triangle false 7  6500  80.1405  5.8240 466.738272
+yellow circle   true  8  7300  63.9785  4.2370 271.0769045
+yellow circle   true  9  8700  63.5058  8.3350 529.3208430000001
+purple square   false 10 9100  72.3735  8.2430 596.5747605000001
 

 
 
@@ -63,17 +63,17 @@ purple square   false 9100  72.3735  8.2430 596.5747605000001
 ' 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
+color  shape    flag  k  index quantity rate   cost
+yellow triangle true  1  1100  43.6498  9.8870 431.5655726
+red    square   true  2  1500  79.2778  0.0130 1.0306114
+red    circle   true  3  1600  13.8103  2.9010 40.063680299999994
+red    square   false 4  4800  77.5542  7.4670 579.0972113999999
+purple triangle false 5  5100  81.2290  8.5910 697.8383389999999
+red    square   false 6  6400  77.1991  9.5310 735.7846221000001
+purple triangle false 7  6500  80.1405  5.8240 466.738272
+yellow circle   true  8  7300  63.9785  4.2370 271.0769045
+yellow circle   true  9  8700  63.5058  8.3350 529.3208430000001
+purple square   false 10 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`:
@@ -90,20 +90,20 @@ $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
+color  shape    flag  k  index quantity rate   cost
+yellow triangle true  1  1100  43.6498  9.8870 431.5655726
+red    square   true  2  1500  79.2778  0.0130 1.0306114
+red    circle   true  3  1600  13.8103  2.9010 40.063680299999994
+red    square   false 4  4800  77.5542  7.4670 579.0972113999999
+purple triangle false 5  5100  81.2290  8.5910 697.8383389999999
+red    square   false 6  6400  77.1991  9.5310 735.7846221000001
+purple triangle false 7  6500  80.1405  5.8240 466.738272
+yellow circle   true  8  7300  63.9785  4.2370 271.0769045
+yellow circle   true  9  8700  63.5058  8.3350 529.3208430000001
+purple square   false 10 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`.
+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` -- or, use the triple-double-quote trick as described in the [Miller on Windows page](miller-on-windows.md).
 
 ## Out-of-stream variables, begin, and end
 
@@ -111,29 +111,29 @@ Above we saw that your expression is executed once per record -- if a file has a
 
 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:
+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**](reference-dsl-variables.md#out-of-stream-variables) (or **oosvars** for short) whose names start with an `@` sigil, along with the [`emit`](reference-dsl-output-statements.md#emit-statements) 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
+color  shape    flag  k  index quantity rate
+yellow triangle true  1  11    43.6498  9.8870
+red    square   true  2  15    79.2778  0.0130
+red    circle   true  3  16    13.8103  2.9010
+red    square   false 4  48    77.5542  7.4670
+purple triangle false 5  51    81.2290  8.5910
+red    square   false 6  64    77.1991  9.5310
+purple triangle false 7  65    80.1405  5.8240
+yellow circle   true  8  73    63.9785  4.2370
+yellow circle   true  9  87    63.5058  8.3350
+purple square   false 10 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`:
+If you want the end-block output to be the only output, and not include the records from the input data, you can use `mlr put -q`:
 
 
 mlr --c2p --from example.csv put -q 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}'
@@ -167,11 +167,23 @@ sum
 }
 

 
-We'll see in the documentation for [stats1](reference-verbs.md#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.
+We'll see in the documentation for [stats1](reference-verbs.md#stats1) that there's a lower-keystroking way to get counts and sums of things:
+
+
+mlr --c2j --from example.csv stats1 -a sum,count -f quantity
+

+
+{
+  "quantity_sum": 652.7185,
+  "quantity_count": 10
+}
+

+
+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](https://en.wikipedia.org/wiki/AWK), the Miller DSL has the following special **context variables**:
+Also inspired by [AWK](https://en.wikipedia.org/wiki/AWK), the Miller DSL has the following special [**context variables**](reference-dsl-variables.md#built-in-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
@@ -191,6 +203,23 @@ $filenum  = FILENUM;
 $newnf    = NF;
+
+cat data/a.csv
+
+
+a,b,c
+1,2,3
+4,5,6
+
+ +
+cat data/b.csv
+
+
+a,b,c
+7,8,9
+
+ 
 mlr --c2p put -f context-example.mlr data/a.csv data/b.csv
@@ -203,7 +232,7 @@ a b c nf nr fnr filename filenum newnf ## Functions and local variables -You can define your own functions: +You can [define your own functions](reference-dsl-user-defined-functions.md): 
 cat factorial-example.mlr
@@ -222,17 +251,17 @@ func factorial(n) {
 mlr --c2p --from example.csv put -f factorial-example.mlr -e '$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
+color  shape    flag  k  index quantity rate   fact
+yellow triangle true  1  11    43.6498  9.8870 1
+red    square   true  2  15    79.2778  0.0130 2
+red    circle   true  3  16    13.8103  2.9010 6
+red    square   false 4  48    77.5542  7.4670 24
+purple triangle false 5  51    81.2290  8.5910 120
+red    square   false 6  64    77.1991  9.5310 720
+purple triangle false 7  65    80.1405  5.8240 5040
+yellow circle   true  8  73    63.9785  4.2370 40320
+yellow circle   true  9  87    63.5058  8.3350 362880
+purple square   false 10 91    72.3735  8.2430 3628800
Note that here we used the `-f` flag to `put` to load our function @@ -274,12 +303,13 @@ count_of_red sum_of_red 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 `$*` is a special variable holding the -current record as a hashmap: +As we'll see more of in the [control-structures reference +page](reference-dsl-control-structures.md#for-loops), Miller has a few kinds +of for-loops. In addition to the usual 3-part `for (i = 0; i < 10; i += 1)` +kind that many programming languages have, Miller also lets you loop over +arrays and hashmaps. We haven't encountered arrays and hashmaps yet in this +introduction, but for now it suffices to know that `$*` is a special variable +holding the current record as a hashmap: 
 cat for-example.mlr
@@ -320,7 +350,7 @@ Here we used the local variables `k` and `v`. Now we've seen four kinds of varia
 * 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.
+If you're curious about scope and extent of local variables, you can read more in the [section on variables](reference-dsl-variables.md).
 
 ## Arithmetic
 
@@ -330,11 +360,11 @@ Numbers in Miller's programming language are intended to operate with the princi
 * 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).
+You can read more about this in the [arithmetic reference](reference-main-arithmetic.md).
 
 ## 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:
+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 the [null-data reference](reference-main-null-data.md) 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.
diff --git a/docs6/docs/programming-language.md.in b/docs6/docs/programming-language.md.in
index 8847cf5ca..b7f5db13a 100644
--- a/docs6/docs/programming-language.md.in
+++ b/docs6/docs/programming-language.md.in
@@ -1,6 +1,6 @@
 # Intro to Miller's programming language
 
-In the [Miller in 10 minutes](10min.md) 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`.
+In the [Miller in 10 minutes](10min.md) page we took a tour of some of Miller's most-used [verbs](reference-verbs.md) 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*.
 
@@ -8,7 +8,7 @@ In the [DSL reference](reference-dsl.md) page we have a complete reference to Mi
 
 ## Records and fields
 
-Let's keep using the sample [example.csv](./example.csv). For example:
+Let's keep using the [example.csv](./example.csv) file:
 
 GENMD_RUN_COMMAND
 mlr --c2p put '$cost = $quantity * $rate' example.csv
@@ -17,9 +17,9 @@ GENMD_EOF
 When we type that, a few things are happening:
 
 * We refer to fields in the input data using a dollar sign and then the field name, e.g. `$quantity`. (If a field name contains special characters like a dot or slash, just use curly braces: `${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 `$rate` bound to the current record's values for those fields.
+* The expression `$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 `$rate` each time bound to the current record's values for those fields.
 * On the left-hand side we have the new field name `$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.
+* The entire expression is surrounded by single quotes (with an adjustment needed on [Windows](miller-on-windows.md)), 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
 
@@ -41,7 +41,7 @@ GENMD_RUN_COMMAND
 mlr --c2p put -f dsl-example.mlr example.csv
 GENMD_EOF
 
-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`.
+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` -- or, use the triple-double-quote trick as described in the [Miller on Windows page](miller-on-windows.md).
 
 ## Out-of-stream variables, begin, and end
 
@@ -49,13 +49,13 @@ Above we saw that your expression is executed once per record -- if a file has a
 
 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:
+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**](reference-dsl-variables.md#out-of-stream-variables) (or **oosvars** for short) whose names start with an `@` sigil, along with the [`emit`](reference-dsl-output-statements.md#emit-statements) keyword to write them into the output record stream:
 
 GENMD_RUN_COMMAND
 mlr --c2p --from example.csv put 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}'
 GENMD_EOF
 
-If you want the end-block output to be the only output, and not include the input data, you can use `mlr put -q`:
+If you want the end-block output to be the only output, and not include the records from the input data, you can use `mlr put -q`:
 
 GENMD_RUN_COMMAND
 mlr --c2p --from example.csv put -q 'begin { @sum = 0 } @sum += $quantity; end {emit @sum}'
@@ -74,11 +74,17 @@ mlr --c2j --from example.csv put -q '
 '
 GENMD_EOF
 
-We'll see in the documentation for [stats1](reference-verbs.md#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.
+We'll see in the documentation for [stats1](reference-verbs.md#stats1) that there's a lower-keystroking way to get counts and sums of things:
+
+GENMD_RUN_COMMAND
+mlr --c2j --from example.csv stats1 -a sum,count -f quantity
+GENMD_EOF
+
+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](https://en.wikipedia.org/wiki/AWK), the Miller DSL has the following special **context variables**:
+Also inspired by [AWK](https://en.wikipedia.org/wiki/AWK), the Miller DSL has the following special [**context variables**](reference-dsl-variables.md#built-in-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
@@ -90,13 +96,21 @@ GENMD_RUN_COMMAND
 cat context-example.mlr
 GENMD_EOF
 
+GENMD_RUN_COMMAND
+cat data/a.csv
+GENMD_EOF
+
+GENMD_RUN_COMMAND
+cat data/b.csv
+GENMD_EOF
+
 GENMD_RUN_COMMAND
 mlr --c2p put -f context-example.mlr data/a.csv data/b.csv
 GENMD_EOF
 
 ## Functions and local variables
 
-You can define your own functions:
+You can [define your own functions](reference-dsl-user-defined-functions.md):
 
 GENMD_RUN_COMMAND
 cat factorial-example.mlr
@@ -126,12 +140,13 @@ GENMD_EOF
 
 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 `$*` is a special variable holding the
-current record as a hashmap:
+As we'll see more of in the [control-structures reference
+page](reference-dsl-control-structures.md#for-loops), Miller has a few kinds
+of for-loops. In addition to the usual 3-part `for (i = 0; i < 10; i += 1)`
+kind that many programming languages have, Miller also lets you loop over
+arrays and hashmaps. We haven't encountered arrays and hashmaps yet in this
+introduction, but for now it suffices to know that `$*` is a special variable
+holding the current record as a hashmap:
 
 GENMD_RUN_COMMAND
 cat for-example.mlr
@@ -152,7 +167,7 @@ Here we used the local variables `k` and `v`. Now we've seen four kinds of varia
 * 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.
+If you're curious about scope and extent of local variables, you can read more in the [section on variables](reference-dsl-variables.md).
 
 ## Arithmetic
 
@@ -162,11 +177,11 @@ Numbers in Miller's programming language are intended to operate with the princi
 * 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).
+You can read more about this in the [arithmetic reference](reference-main-arithmetic.md).
 
 ## 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:
+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 the [null-data reference](reference-main-null-data.md) 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.
diff --git a/docs6/docs/programs/mand.mlr b/docs6/docs/programs/mand.mlr
index 8f3eab23f..0cd29f40f 100644
--- a/docs6/docs/programs/mand.mlr
+++ b/docs6/docs/programs/mand.mlr
@@ -1,39 +1,25 @@
 # 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
+  # Set defaults. They can be overridden by e.g.
+  #   mlr -n put -e 'begin{@maxits=200}' -f nameofthisfile.mlr
+  # or
+  #   mlr -n put -s maxits=200 -f nameofthisfile.mlr
+  @rcorn     ??= -2.0;
+  @icorn     ??= -2.0;
+  @side      ??=  4.0;
+  @iheight   ??=   50;
+  @iwidth    ??=  100;
+  @maxits    ??=  100;
+  @levelstep ??=    5;
+  @chars     ??= "@X*o-.";
+  @silent    ??= 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) {
+  if (!@silent) {
     print "RCORN     = ".@rcorn;
     print "ICORN     = ".@icorn;
     print "SIDE      = ".@side;
@@ -44,21 +30,22 @@ end {
     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;
+    num ci = @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);
+      num cr = @rcorn + (ir/@iwidth) * @side;
+      str c = get_point_plot(cr, ci, @maxits, @do_julia, @jr, @ji);
+      if (!@silent) {
+        printn c
+      }
+    }
+    if (!@silent) {
+      print;
     }
-    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) {
+func get_point_plot(num pr, num pi, int maxits, bool do_julia, num jr, num ji): str {
   num zr = 0.0;
   num zi = 0.0;
   num cr = 0.0;
@@ -93,7 +80,6 @@ func get_point_plot(pr, pi, maxits, do_julia, jr, ji) {
   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/docs6/docs/programs/mand.sh b/docs6/docs/programs/mand.sh
index c7f9fe09e..2e96482b8 100644
--- a/docs6/docs/programs/mand.sh
+++ b/docs6/docs/programs/mand.sh
@@ -1,33 +1,56 @@
 #!/bin/bash
 
+set -euo pipefail
+
 iheight=$(stty size | mlr --nidx --fs space cut -f 1)
 iwidth=$(stty size | mlr --nidx --fs space cut -f 2)
+
+rcorn=-2.0
+icorn=-2.0
+side=4.0
+iheight=50
+iwidth=100
+maxits=100
+do_julia=false
+jr=0.0
+ji=0.0
+
 if [ "$1" = "1" ]; then
-  echo "rcorn=-1.787582,icorn=-0.000002,side=0.000004,maxits=1000,iheight=$iheight,iwidth=$iwidth"
+  rcorn=-1.787582;icorn=-0.000002;side=0.000004;maxits=1000
 elif [ "$1" = "2" ]; then
-  echo "rcorn=-0.162950,icorn=+1.026100,side=0.000200,maxits=100000,iheight=$iheight,iwidth=$iwidth"
+  rcorn=-0.162950;icorn=1.026100;side=0.000200;maxits=100000
 elif [ "$1" = "3" ]; then
-  echo "rcorn=-1.755350,icorn=+0.014230,side=0.000020,maxits=10000,iheight=$iheight,iwidth=$iwidth"
+  rcorn=-1.755350;icorn=0.014230;side=0.000020;maxits=10000
 elif [ "$1" =  4 ]; then
-  echo "do_julia=true,jr= 0.35,ji=0.35,maxits=1000,iheight=$iheight,iwidth=$iwidth"
+  do_julia=true;jr=0.35;ji=0.35;maxits=1000
 elif [ "$1" =  5 ]; then
-  echo "do_julia=true,jr= 0.0,ji=0.63567,iheight=$iheight,iwidth=$iwidth"
+  do_julia=true;jr=0.0;ji=0.63567
 elif [ "$1" =  6 ]; then
-  echo "do_julia=true,jr= 0.4,ji=0.34745,maxits=1000,iheight=$iheight,iwidth=$iwidth"
+  do_julia=true;jr=0.4;ji=0.34745;maxits=1000
 elif [ "$1" =  7 ]; then
-  echo "do_julia=true,jr= 0.36,ji=0.36,maxits=80,iheight=$iheight,iwidth=$iwidth"
+  do_julia=true;jr=0.36;ji=0.36;maxits=80
 elif [ "$1" =  8 ]; then
-  echo "do_julia=true,jr=-0.55,ji=0.55,maxits=100,iheight=$iheight,iwidth=$iwidth"
+  do_julia=true;jr=-0.55;ji=0.55;maxits=100
 elif [ "$1" =  9 ]; then
-  echo "do_julia=true,jr=-0.51,ji=0.51,maxits=1000,iheight=$iheight,iwidth=$iwidth"
+  do_julia=true;jr=-0.51;ji=0.51;maxits=1000
 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"
+  do_julia=true;jr=-1.26;ji=-0.03;rcorn=-0.3;icorn=-0.3;side=0.6
 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"
+  do_julia=true;jr=-1.26;ji=-0.03;rcorn=-0.6;icorn=-0.6;side=0.2
 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"
+  do_julia=true;jr=-1.26;ji=-0.03;rcorn=-0.75;icorn=-0.03125;side=.0625
 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=$iwidth"
-fi | mlr put -f programs/mand.mlr 
+  do_julia=true;jr=-1.26;ji=-0.03;rcorn=-0.75;icorn=-0.01;side=.02
+fi
+
+mlr -n put \
+  -s rcorn=$rcorn \
+  -s icorn=$icorn \
+  -s side=$side \
+  -s iheight=$iheight \
+  -s iwidth=$iwidth \
+  -s maxits=$maxits \
+  -s do_julia=$do_julia \
+  -s jr=$jr \
+  -s ji=$ji \
+  -f programs/mand.mlr
diff --git a/docs6/docs/proofreads.txt b/docs6/docs/proofreads.txt
new file mode 100644
index 000000000..70fe98a34
--- /dev/null
+++ b/docs6/docs/proofreads.txt
@@ -0,0 +1,199 @@
+----------------------------------------------------------------
+ALL:
+* unvisited links are still blue -- ?!?
+* GENMD_INCLUDE_AND_RUN_ESCAPED -> remove and replace with GENMD_RUN_COMMAND
+* example.csv rename index to something else, and add i column, update any code samples which use index
+* csv to csv,tsv throughout
+* rid of explicitly passing around os.Stdout in all various help functions, annoying
+* het.dkvp > het.json in more places
+* check each page for adequate h2 coverage
+
+----------------------------------------------------------------
+w compression page: make one! :)
+w flatten/unflatten page: make one! :)
+w flesh out arrays page!
+
+c GOMAXPROCS -- up it? separate page maybe -- ?
+  - note one goroutine for in, out, & each verb
+  - check and respect env-var
+
+* move aux-cmds down lower. maybe some other reorders as well.
+
+* new different-from-other-languages page
+  - no ++
+  - 1-up arrays
+    for (i = 1; i <= n; i += 1) { ... }
+  - hash-maps are order-preserving
+  - single-for over array: var is value; over map: var is key
+
+----------------------------------------------------------------
+
+index:
+E CSV -> CSV/TSV
+
+features:
+E CSV -> CSV/TSV
+
+feature-comparison:
+E even with newlines -- show an example
+
+file-formats:
+* line-wrap the static text
+* => to :
+* remove "." on numbers
+w tabularize by concatenating keys: update
+  o JSON-to-JSON
+  o JSON-to-not
+  o not-to-JSON
+  o not-to-not
+l arrays linkify
+? Formatting JSON Options: check each flag is still current
+? Data-conversion keystroke-savers: to/from separate page. and/or merge.
+? autodetect: hmmmmmmmm
+
+record-heterogeneity:
+? current csv-reader code handles this? i think not. check csvlite-reader too.
+
+new-in-miller-6:
+w flatten/unflatten -- needs a new separate page
+l gzin/bz2in linkify
+? TODO marks
+
+contributing:
+L add a pre-release note about https://johnkerl.org/miller6 & why no double RTD
+E update for sphinx -> mkdocs. and/or link to r.md.
+
+csv-with-and-without-headers:
+? Headerless CSV with duplicate field values -> typo-fix -- duplicate keys actually -- ?!?
+? cat out nas.csv first
+? ag -> just grep ?
+l Miller handles compliant CSV: include rfc4180 link
+? Regularizing ragged CSV: use regularize verb?!?
+
+shapes-of-data:
+? autodetect -- remove?
+E data/small -> example.csv (and throughout ...)
+E Rectangularizing data: cf regularize verb, & other page?
+
+special-symbols-and-formatting:
+? mlr --icsv --odkvp --ofs '\001'  cat commas.csv | cat -v
+  o test this
+  o look for unbackslash callsites in the C impl
+  o SeparatorFromArg
+? How to escape '?' in regexes? -> still true? link to torbiak297?
+
+operating-on-all-records:
+o linkify map/array/etc
+o 1-up link at end
+o insord link at end
+o int2str@key link at end
+
+dates-and-times:
+? Caveat: localtime-handling in timezones with DST is still a work in progress -- fixed by torbiak?
+
+shell-commands:
+e while-read example from issues
+
+data-diving-examples:
+? mlr --from data/flins.csv --icsv --opprint \
+  stats1 -a min,mean,max -f tiv_2012 -g construction,line & next -- why zero output?
+? mlr --from data/flins.csv --icsv --opprint \
+  stats2 -a corr,linreg-ols,r2 -f tiv_2011,tiv_2012 -g county -- more "_" b04k
+E head -n 6 data/colored-shapes.dkvp | mlr --opprint cat -- regen w/ fewer decimal places to avoid line-wraps
+E have a "conclusions:" ... w/ backrefs to generator scceipt & code-snippets
+
+log-processing-examples:
+l or Miller's having-fields, or is_present -> DSL is_present, & linkify
+? grep 'various sorts' *.log \
+  | sed 's/.*} //' \
+  | mlr --fs space --repifs --oxtab stats1 -a min,p10,p50,p90,max -f time -g status -- why no output?
+
+sql-examples:
+l Again, all the examples in the CSV section apply here -- linkify "CSV section"
+
+data-cleaning-examples:
+? mlr --icsv --opprint put '$format_ok = is_string($reachable)' data/het-bool.csv -- do false/true autotype -- ?
+
+statistics-examples:
+? 2nd card why no output?
+
+two-pass-algorithms:
+l link to "new" verbs x everywhere possible
+l Of course, Miller verbs such as sort, tac, etc. all must ... -> linkify to new memory/streaming page
+
+misc examples:
+? Program timing & subsequents -> another page
+
+reference-verbs:
+E mlr --opprint bar --auto -f x,y data/small -> use some int data to avoid line-wraps
+E data/colored-shapes.dkvp (this page & throughout) a CSV file ...
+* ... I ONLY READ UP TO CUT & PAUSED ...
+
+reference-main-io-options:
+E Compression: include new options
+
+reference-main-then-chaining:
+c 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. -> update for Go ... MAXPROCS ...
+
+reference-main-auxiliary-commands:
+c mlr lecat -> have the code use colors stuff not hard-coded -- ? patch into env vars -- ?
+c mlr lecat -> code check isatty
+
+reference-main-data-types:
+E field values are usually strings -> update
+E Field values are treated as numeric for the following: -> update
+? Miller's types for function processing are -> add JSON null; & check for others (array/map)
+E true/false -> add info about NaN and Inf et al.
+!! very much missing stuff!! where's the listing of mlrval types?!?
+  - reference-dsl-variables.md.in should link to it
+  - ditto programming-language.md.in
+c UTs for r"a" . r"b" and so on and so on
+
+reference-main-null-data:
+? more variants of is_... ?
+? Records with one or more empty sort-field values sort after records with all sort-field values present -> apparently not true for sort -nr
+
+reference-main-arithmetic:
+? remove references to put/filter -F
+? test stats1/step -F flag
+? 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. -> test all
+
+reference-main-regular-expressions:
+? regular expressions (of type POSIX.2) -> check/update; also link to Go page
+d separate escaping for "\t" etc in arg-2/regex position -- "\t"."\t" example as well ...
+
+reference-main-overview:
+E is that it is designed for -> write and link to streaming-operations page
+
+reference-dsl-variables:
+E cat data/type-decl-example.mlr -> narrow it
+
+reference-dsl-operators:
+c Operator precedence: add >>>; check for other new operators (like ??)
+c code: ** operator have int-int-to-int check?
+
+reference-dsl-control-structures:
+E emph p-a blocks are syntactic sugar for if-statements
+? mlr put '$x > 0.0; $y = log10($x); $z = sqrt($y)' data/put-gating-example-1.dkvp -> no longer true -- wtf? is this doc-snippet non-live?
+e while (NR < 10) will never terminate as NR is only incremented between records -> and each expression is invoked once per record so once for NR=1, once for NR=2, etc.
+E C-style triple-for loops: loop to NR -> NO!!!
+? or if a same-name variable is present in outer scope then it is modified. -> check that and make sure there is a UT
+l 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) <-> xlink to other page
+
+reference-dsl-user-defined-functions:
+E User-defined subroutines -> non-factorial example -- maybe some useful aggregator
+
+reference-dsl-builtin-functions:
+c mlr: option "--list-all-functions-as-table" not recognized. Please run "mlr --help" for usage information -> fix
+! ... need to proofread entire list ...
+
+reference-dsl-output-statements:
+? NR %% 1000 == 0 -> why %%
+E 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 -> link to flatten page
+? Use --oflatsep -> check
+? mlr --oxtab put -q --oflatsep / '
+  o 2 examples not 3?
+  o why not '--oflatsep /' respected?
+
+manpage:
+? [NEEDS READ-THROUGH]
diff --git a/docs6/docs/randomizing-examples.md b/docs6/docs/randomizing-examples.md
index 62b7d926c..4fc147735 100644
--- a/docs6/docs/randomizing-examples.md
+++ b/docs6/docs/randomizing-examples.md
@@ -41,7 +41,6 @@ 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.
diff --git a/docs6/docs/randomizing-examples.md.in b/docs6/docs/randomizing-examples.md.in
index e8563a139..0af804559 100644
--- a/docs6/docs/randomizing-examples.md.in
+++ b/docs6/docs/randomizing-examples.md.in
@@ -12,7 +12,6 @@ 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.
diff --git a/docs6/docs/record-heterogeneity.md b/docs6/docs/record-heterogeneity.md
index 8e0078b82..0a91169ae 100644
--- a/docs6/docs/record-heterogeneity.md
+++ b/docs6/docs/record-heterogeneity.md
@@ -12,38 +12,36 @@ But heterogeneous data abound (today's no-SQL databases for example). Miller han
 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
+cat data/het.json
 

 
-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
+{
+  "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
+mlr --ijson --opprint cat data/het.json
 

 
 resource      loadsec ok
@@ -62,7 +60,7 @@ 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:
+Miller handles explicit header changes as just shown. If your CSV input contains ragged data -- if there are implicit header changes (no intervening blank line and new header line) -- 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
@@ -95,21 +93,27 @@ c 8
 You may also find Miller's `group-like` feature handy (see also [Verbs Reference](reference-verbs.md)):
 
 
-mlr --ocsvlite group-like data/het.dkvp
+mlr --j2p cat data/het.json
 

 
-resource,loadsec,ok
-/path/to/file,0.45,true
-/path/to/second/file,0.32,true
-/some/other/path,0.97,false
+resource      loadsec ok
+/path/to/file 0.45    true
 
-record_count,resource
-100,/path/to/file
-150,/path/to/second/file
+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 group-like data/het.dkvp
+mlr --j2p group-like data/het.json
 

 
 resource             loadsec ok
@@ -127,18 +131,36 @@ record_count resource
 For these formats, record-heterogeneity comes naturally:
 
 
-cat data/het.dkvp
+cat data/het.json
 

 
-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
+{
+  "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
+mlr --ijson --onidx --ofs ' ' cat data/het.json
 

 
 /path/to/file 0.45 true
@@ -149,7 +171,7 @@ resource=/some/other/path,loadsec=0.97,ok=false
 

 
 
-mlr --oxtab cat data/het.dkvp
+mlr --ijson --oxtab cat data/het.json
 

 
 resource /path/to/file
@@ -172,7 +194,7 @@ ok       false
 

 
 
-mlr --oxtab group-like data/het.dkvp
+mlr --ijson --oxtab group-like data/het.json
 

 
 resource /path/to/file
diff --git a/docs6/docs/record-heterogeneity.md.in b/docs6/docs/record-heterogeneity.md.in
index 64ee60b27..032c0bc99 100644
--- a/docs6/docs/record-heterogeneity.md.in
+++ b/docs6/docs/record-heterogeneity.md.in
@@ -11,18 +11,14 @@ But heterogeneous data abound (today's no-SQL databases for example). Miller han
 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:
 
 GENMD_RUN_COMMAND
-cat data/het.dkvp
+cat data/het.json
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr --ocsvlite cat data/het.dkvp
+mlr --ijson --opprint cat data/het.json
 GENMD_EOF
 
-GENMD_RUN_COMMAND
-mlr --opprint cat data/het.dkvp
-GENMD_EOF
-
-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:
+Miller handles explicit header changes as just shown. If your CSV input contains ragged data -- if there are implicit header changes (no intervening blank line and new header line) -- 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:
 
 GENMD_RUN_COMMAND
 cat data/ragged.csv
@@ -35,11 +31,11 @@ GENMD_EOF
 You may also find Miller's `group-like` feature handy (see also [Verbs Reference](reference-verbs.md)):
 
 GENMD_RUN_COMMAND
-mlr --ocsvlite group-like data/het.dkvp
+mlr --j2p cat data/het.json
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr --opprint group-like data/het.dkvp
+mlr --j2p group-like data/het.json
 GENMD_EOF
 
 ### Key-value-pair, vertical-tabular, and index-numbered formats
@@ -47,19 +43,19 @@ GENMD_EOF
 For these formats, record-heterogeneity comes naturally:
 
 GENMD_RUN_COMMAND
-cat data/het.dkvp
+cat data/het.json
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr --onidx --ofs ' ' cat data/het.dkvp
+mlr --ijson --onidx --ofs ' ' cat data/het.json
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr --oxtab cat data/het.dkvp
+mlr --ijson --oxtab cat data/het.json
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr --oxtab group-like data/het.dkvp
+mlr --ijson --oxtab group-like data/het.json
 GENMD_EOF
 
 ## For processing
diff --git a/docs6/docs/reference-dsl-arrays.md b/docs6/docs/reference-dsl-arrays.md
index 9f9272e6f..bccbb4f31 100644
--- a/docs6/docs/reference-dsl-arrays.md
+++ b/docs6/docs/reference-dsl-arrays.md
@@ -1,5 +1,5 @@
 
-# Reference: arrays
+# Arrays
 
 TODO
 
diff --git a/docs6/docs/reference-dsl-arrays.md.in b/docs6/docs/reference-dsl-arrays.md.in
index 59e747ac8..66486c6ba 100644
--- a/docs6/docs/reference-dsl-arrays.md.in
+++ b/docs6/docs/reference-dsl-arrays.md.in
@@ -1,4 +1,4 @@
-# Reference: arrays
+# Arrays
 
 TODO
 
diff --git a/docs6/docs/reference-dsl-builtin-functions.md b/docs6/docs/reference-dsl-builtin-functions.md
index e02e8a9f0..f7f03bd3a 100644
--- a/docs6/docs/reference-dsl-builtin-functions.md
+++ b/docs6/docs/reference-dsl-builtin-functions.md
@@ -1,5 +1,5 @@
 
-# DSL reference: built-in functions
+# DSL built-in functions
 
 ## Summary
 
@@ -13,7 +13,7 @@ Each function takes a specific number of arguments, as shown below, except for f
 You can get a list of all functions using **mlr -f**, with details using **mlr -F**.
 
 
-
+
 ## \!
 
 
@@ -28,6 +28,7 @@ You can get a list of all functions using **mlr -f**, with details using **mlr -
 

 
 
+
 ## !=~
 
 
@@ -42,6 +43,7 @@ You can get a list of all functions using **mlr -f**, with details using **mlr -
 

 
 
+
 ## &
 
 
@@ -49,6 +51,7 @@ You can get a list of all functions using **mlr -f**, with details using **mlr -
 

 
 
+
 ## &&
 
 
@@ -165,6 +168,7 @@ You can get a list of all functions using **mlr -f**, with details using **mlr -
 

 
 
+
 ## =~
 
 
@@ -224,6 +228,7 @@ You can get a list of all functions using **mlr -f**, with details using **mlr -
 

 
 
+
 ## ^
 
 
@@ -231,6 +236,7 @@ You can get a list of all functions using **mlr -f**, with details using **mlr -
 

 
 
+
 ## ^^
 
 
@@ -246,7 +252,8 @@ You can get a list of all functions using **mlr -f**, with details using **mlr -
 

 
 
-## ||
+
+## \|\|
 
 
 ||  (class=boolean #args=2) Logical OR.
diff --git a/docs6/docs/reference-dsl-builtin-functions.md.in b/docs6/docs/reference-dsl-builtin-functions.md.in
index 13cb0dd9b..e21ccbf2d 100644
--- a/docs6/docs/reference-dsl-builtin-functions.md.in
+++ b/docs6/docs/reference-dsl-builtin-functions.md.in
@@ -1,4 +1,4 @@
-# DSL reference: built-in functions
+# DSL built-in functions
 
 ## Summary
 
diff --git a/docs6/docs/reference-dsl-complexity.md b/docs6/docs/reference-dsl-complexity.md
index 560132d33..d5469dc98 100644
--- a/docs6/docs/reference-dsl-complexity.md
+++ b/docs6/docs/reference-dsl-complexity.md
@@ -1,9 +1,34 @@
 
-# DSL reference: a note on the complexity of Miller's expression language
+# 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).
+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](reference-dsl-variables.md#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.
+When I was originally prototyping Miller in 2015, the primary 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.
+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](reference-dsl-control-structures.md) on about
+the same complexity level as `awk`; as of 5.0.0 we have [user-defined
+functions](reference-dsl-user-defined-functions.md) and [map-valued
+variables](reference-dsl-variables.md), 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](reference-dsl-arrays.md).  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/docs6/docs/reference-dsl-complexity.md.in b/docs6/docs/reference-dsl-complexity.md.in
index 7ea4a390e..ad7603b30 100644
--- a/docs6/docs/reference-dsl-complexity.md.in
+++ b/docs6/docs/reference-dsl-complexity.md.in
@@ -1,8 +1,33 @@
-# DSL reference: a note on the complexity of Miller's expression language
+# 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).
+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](reference-dsl-variables.md#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.
+When I was originally prototyping Miller in 2015, the primary 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.
+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](reference-dsl-control-structures.md) on about
+the same complexity level as `awk`; as of 5.0.0 we have [user-defined
+functions](reference-dsl-user-defined-functions.md) and [map-valued
+variables](reference-dsl-variables.md), 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](reference-dsl-arrays.md).  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/docs6/docs/reference-dsl-control-structures.md b/docs6/docs/reference-dsl-control-structures.md
index 0ee90380b..a280ac32f 100644
--- a/docs6/docs/reference-dsl-control-structures.md
+++ b/docs6/docs/reference-dsl-control-structures.md
@@ -1,5 +1,5 @@
 
-# DSL reference: control structures
+# DSL control structures
 
 ## Pattern-action blocks
 
@@ -44,9 +44,9 @@ a=xyz_789
   data/put-gating-example-2.dkvp
 

 
-a=abc_123,b=left_\1,c=right_\2
+a=abc_123,b=left_abc,c=right_123
 a=some other name
-a=xyz_789,b=left_\1,c=right_\2
+a=xyz_789,b=left_xyz,c=right_789
 

 
 This produces heteregenous output which Miller, of course, has no problems with (see [Record Heterogeneity](record-heterogeneity.md)).  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:
@@ -55,6 +55,8 @@ This produces heteregenous output which Miller, of course, has no problems with
 mlr put '$x > 0.0; $y = log10($x); $z = sqrt($y)' data/put-gating-example-1.dkvp
 

 
+x=-1,y=NaN,z=NaN
+x=0,y=-Inf,z=NaN
 x=1,y=0,z=0
 x=2,y=0.3010299956639812,z=0.5486620049392715
 x=3,y=0.4771212547196624,z=0.6907396432228734
@@ -68,8 +70,9 @@ x=3,y=0.4771212547196624,z=0.6907396432228734
 ' data/put-gating-example-2.dkvp
 

 
-a=abc_123,b=left_\1,c=right_\2
-a=xyz_789,b=left_\1,c=right_\2
+a=abc_123,b=left_abc,c=right_123
+a=some other name,b=left_,c=right_
+a=xyz_789,b=left_xyz,c=right_789
 

 
 ## If-statements
@@ -131,12 +134,26 @@ x=1,y=2,3=,4=,5=,6=,7=,8=,9=,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**.
+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**. The [`NR`
+variable](reference-dsl-variables.md#built-in-variables) is only incremented
+between records, and each DSL expression is invoked once per record: so, once
+for `NR=1`, once for `NR=2`, etc.
+
+If you do want to loop over records, see [Operating on all
+records](operating-on-all-records.md) for some options.
 
 ## 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.
+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. Each is described below.
 
 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.
 
@@ -471,7 +488,7 @@ Notes:
 
 * 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.
+* 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
 
@@ -510,7 +527,7 @@ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
 x_sum=2.264761728567491
 

 
-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
+The **put -q** option suppresses printing of each output record, with only `emit` statements being output. So to get only summary outputs, you could write
 
 
 mlr put -q '
@@ -539,7 +556,7 @@ x_count=5
 x_sum=2.264761728567491
 

 
-This is of course not much different than
+This is of course (see also [here](reference-dsl.md#verbs-compared-to-dsl)) not much different than
 
 
 mlr stats1 -a count,sum -f x ./data/small
@@ -548,5 +565,5 @@ This is of course not much different than
 x_count=5,x_sum=2.264761728567491
 

 
-Note that it's a syntax error for begin/end blocks to refer to field names (beginning with `$`), since these execute outside the context of input records.
+Note that it's a syntax error for begin/end blocks to refer to field names (beginning with `$`), since begin/end blocks execute outside the context of input records.
 
diff --git a/docs6/docs/reference-dsl-control-structures.md.in b/docs6/docs/reference-dsl-control-structures.md.in
index 7c479b1e9..fa1158ba7 100644
--- a/docs6/docs/reference-dsl-control-structures.md.in
+++ b/docs6/docs/reference-dsl-control-structures.md.in
@@ -1,4 +1,4 @@
-# DSL reference: control structures
+# DSL control structures
 
 ## Pattern-action blocks
 
@@ -74,12 +74,26 @@ GENMD_INCLUDE_AND_RUN_ESCAPED(data/while-example-1.sh)
 
 GENMD_INCLUDE_AND_RUN_ESCAPED(data/while-example-2.sh)
 
-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**.
+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**. The [`NR`
+variable](reference-dsl-variables.md#built-in-variables) is only incremented
+between records, and each DSL expression is invoked once per record: so, once
+for `NR=1`, once for `NR=2`, etc.
+
+If you do want to loop over records, see [Operating on all
+records](operating-on-all-records.md) for some options.
 
 ## 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.
+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. Each is described below.
 
 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.
 
@@ -151,7 +165,7 @@ Notes:
 
 * 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.
+* 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
 
@@ -163,7 +177,7 @@ Since uninitialized out-of-stream variables default to 0 for addition/substracti
 
 GENMD_INCLUDE_AND_RUN_ESCAPED(data/begin-end-example-2.sh)
 
-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
+The **put -q** option suppresses printing of each output record, with only `emit` statements being output. So to get only summary outputs, you could write
 
 GENMD_INCLUDE_AND_RUN_ESCAPED(data/begin-end-example-3.sh)
 
@@ -171,9 +185,9 @@ We can do similarly with multiple out-of-stream variables:
 
 GENMD_INCLUDE_AND_RUN_ESCAPED(data/begin-end-example-4.sh)
 
-This is of course not much different than
+This is of course (see also [here](reference-dsl.md#verbs-compared-to-dsl)) not much different than
 
 GENMD_INCLUDE_AND_RUN_ESCAPED(data/begin-end-example-5.sh)
 
-Note that it's a syntax error for begin/end blocks to refer to field names (beginning with `$`), since these execute outside the context of input records.
+Note that it's a syntax error for begin/end blocks to refer to field names (beginning with `$`), since begin/end blocks execute outside the context of input records.
 
diff --git a/docs6/docs/reference-dsl-errors.md b/docs6/docs/reference-dsl-errors.md
index 19012b628..f4935a255 100644
--- a/docs6/docs/reference-dsl-errors.md
+++ b/docs6/docs/reference-dsl-errors.md
@@ -1,9 +1,9 @@
 
-# DSL reference: errors and transparency
+# DSL 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.
+As soon as you have a [programming language](programming-language.md), 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:
+The syntax-error message gives you line/column position for the syntax that couldn't be parsed. The cause may be clear from that information, or perhaps not.  Here are some common causes of syntax errors:
 
 * Don't forget `;` at end of line, before another statement on the next line.
 
@@ -17,8 +17,4 @@ As for transparency:
 
 * 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](reference-dsl-variables.md#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 = $x + 1' myfile.dat` with a minimum of punctuational bric-a-brac -- but for programs over a few lines I generally find that the more type-specification, the better.
+* Please see [type-checking](reference-dsl-variables.md#type-checking) for type declarations and type-assertions you can use to make sure expressions and the data flowing them are evaluating as you expect.  I made them optional because one of Miller's important use-cases is being able to say simple things like `mlr put '$y = $x + 1' myfile.dat` with a minimum of punctuational bric-a-brac -- but for programs over a few lines long, I generally find that the more type-specification, the better.
diff --git a/docs6/docs/reference-dsl-errors.md.in b/docs6/docs/reference-dsl-errors.md.in
index 91994fa94..5e58bd180 100644
--- a/docs6/docs/reference-dsl-errors.md.in
+++ b/docs6/docs/reference-dsl-errors.md.in
@@ -1,8 +1,8 @@
-# DSL reference: errors and transparency
+# DSL 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.
+As soon as you have a [programming language](programming-language.md), 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:
+The syntax-error message gives you line/column position for the syntax that couldn't be parsed. The cause may be clear from that information, or perhaps not.  Here are some common causes of syntax errors:
 
 * Don't forget `;` at end of line, before another statement on the next line.
 
@@ -16,8 +16,4 @@ As for transparency:
 
 * 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](reference-dsl-variables.md#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 = $x + 1' myfile.dat` with a minimum of punctuational bric-a-brac -- but for programs over a few lines I generally find that the more type-specification, the better.
+* Please see [type-checking](reference-dsl-variables.md#type-checking) for type declarations and type-assertions you can use to make sure expressions and the data flowing them are evaluating as you expect.  I made them optional because one of Miller's important use-cases is being able to say simple things like `mlr put '$y = $x + 1' myfile.dat` with a minimum of punctuational bric-a-brac -- but for programs over a few lines long, I generally find that the more type-specification, the better.
diff --git a/docs6/docs/reference-dsl-filter-statements.md b/docs6/docs/reference-dsl-filter-statements.md
index 5681992e2..c1d571ccb 100644
--- a/docs6/docs/reference-dsl-filter-statements.md
+++ b/docs6/docs/reference-dsl-filter-statements.md
@@ -1,39 +1,44 @@
 
-# DSL reference: filter statements
+# DSL filter statements
 
-You can use `filter` within `put`. In fact, the following two are synonymous:
+You can use the `filter` DSL keyword within the `put` verb. In fact, the following two are synonymous:
 
 
-mlr filter 'NR==2 || NR==3' data/small
+mlr --csv filter 'NR==2 || NR==3' example.csv
 

 
-a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
-a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+color,shape,flag,k,index,quantity,rate
+red,square,true,2,15,79.2778,0.0130
+red,circle,true,3,16,13.8103,2.9010
 

 
 
-mlr put 'filter NR==2 || NR==3' data/small
+mlr --csv put 'filter NR==2 || NR==3' example.csv
 

 
-a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797
-a=wye,b=wye,i=3,x=0.20460330576630303,y=0.33831852551664776
+color,shape,flag,k,index,quantity,rate
+red,square,true,2,15,79.2778,0.0130
+red,circle,true,3,16,13.8103,2.9010
 

 
-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:
+The former, of course, is a little easier to type. For another example:
 
 
-mlr put '@running_sum += $x; filter @running_sum > 1.3' data/small
+mlr --csv put '@running_sum += $quantity; filter @running_sum > 500' example.csv
 

 
-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
+color,shape,flag,k,index,quantity,rate
+yellow,circle,true,8,73,63.9785,4.2370
+yellow,circle,true,9,87,63.5058,8.3350
+purple,square,false,10,91,72.3735,8.2430
 

 
 
-mlr put '$z = $x * $y; filter $z > 0.3' data/small
+mlr --csv filter '@running_sum += $quantity; @running_sum > 500' example.csv
 

 
-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
+color,shape,flag,k,index,quantity,rate
+yellow,circle,true,8,73,63.9785,4.2370
+yellow,circle,true,9,87,63.5058,8.3350
+purple,square,false,10,91,72.3735,8.2430
 

diff --git a/docs6/docs/reference-dsl-filter-statements.md.in b/docs6/docs/reference-dsl-filter-statements.md.in
index 10e387546..ee0f771fc 100644
--- a/docs6/docs/reference-dsl-filter-statements.md.in
+++ b/docs6/docs/reference-dsl-filter-statements.md.in
@@ -1,21 +1,21 @@
-# DSL reference: filter statements
+# DSL filter statements
 
-You can use `filter` within `put`. In fact, the following two are synonymous:
+You can use the `filter` DSL keyword within the `put` verb. In fact, the following two are synonymous:
 
 GENMD_RUN_COMMAND
-mlr filter 'NR==2 || NR==3' data/small
+mlr --csv filter 'NR==2 || NR==3' example.csv
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr put 'filter NR==2 || NR==3' data/small
+mlr --csv put 'filter NR==2 || NR==3' example.csv
 GENMD_EOF
 
-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:
+The former, of course, is a little easier to type. For another example:
 
 GENMD_RUN_COMMAND
-mlr put '@running_sum += $x; filter @running_sum > 1.3' data/small
+mlr --csv put '@running_sum += $quantity; filter @running_sum > 500' example.csv
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr put '$z = $x * $y; filter $z > 0.3' data/small
+mlr --csv filter '@running_sum += $quantity; @running_sum > 500' example.csv
 GENMD_EOF
diff --git a/docs6/docs/reference-dsl-operators.md b/docs6/docs/reference-dsl-operators.md
index 005108407..f9ba0cc30 100644
--- a/docs6/docs/reference-dsl-operators.md
+++ b/docs6/docs/reference-dsl-operators.md
@@ -1,5 +1,5 @@
 
-# DSL reference: operators
+# DSL operators
 
 ## Operator precedence
 
@@ -9,7 +9,7 @@ Operators are listed in order of decreasing precedence, highest first.
 Operators              Associativity
 ---------              -------------
 ()                     left to right
-**                    right to left
+**                     right to left
 ! ~ unary+ unary- &    right to left
 binary* / // %         left to right
 binary+ binary- .      left to right
@@ -30,11 +30,17 @@ binary+ binary- .      left to right
 
 * 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.
+* The [`min`](reference-dsl-builtin-functions.md#min) and [`max`](reference-dsl-builtin-functions.md#max) functions are different from other multi-argument functions which return null if any of their inputs are null: for [`min`](reference-dsl-builtin-functions.md#min) and [`max`](reference-dsl-builtin-functions.md#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.
+* Symmetrically with respect to the bitwise OR, XOR, and AND operators
+[`|`](reference-dsl-builtin-functions.md#bitwise-or),
+[`&`](reference-dsl-builtin-functions.md#bitwise-and), and
+[`^`](reference-dsl-builtin-functions.md#bitwise-xor), Miller has logical operators
+[`||`](reference-dsl-builtin-functions.md#logical-or),
+[`&&`](reference-dsl-builtin-functions.md#logical-and), and
+[`^^`](reference-dsl-builtin-functions.md#logical-xor).
 
-* The exponentiation operator `**` is familiar from many languages.
+* The exponentiation operator [`**`](reference-dsl-builtin-functions.md#exponentiation) is familiar from many languages, except that an integer raised to an int power is int, not float.
 
-* The regex-match and regex-not-match operators `=~` and `!=~` are similar to those in Ruby and Perl.
+* The regex-match and regex-not-match operators [`=~`](reference-dsl-builtin-functions.md#regmatch) and [`!=~`](reference-dsl-builtin-functions.md#regnotmatch) are similar to those in Ruby and Perl.
 
diff --git a/docs6/docs/reference-dsl-operators.md.in b/docs6/docs/reference-dsl-operators.md.in
index a7761b0b1..c09a6aeaf 100644
--- a/docs6/docs/reference-dsl-operators.md.in
+++ b/docs6/docs/reference-dsl-operators.md.in
@@ -1,4 +1,4 @@
-# DSL reference: operators
+# DSL operators
 
 ## Operator precedence
 
@@ -8,7 +8,7 @@ GENMD_CARDIFY
 Operators              Associativity
 ---------              -------------
 ()                     left to right
-**                    right to left
+**                     right to left
 ! ~ unary+ unary- &    right to left
 binary* / // %         left to right
 binary+ binary- .      left to right
@@ -29,11 +29,17 @@ GENMD_EOF
 
 * 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.
+* The [`min`](reference-dsl-builtin-functions.md#min) and [`max`](reference-dsl-builtin-functions.md#max) functions are different from other multi-argument functions which return null if any of their inputs are null: for [`min`](reference-dsl-builtin-functions.md#min) and [`max`](reference-dsl-builtin-functions.md#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.
+* Symmetrically with respect to the bitwise OR, XOR, and AND operators
+[`|`](reference-dsl-builtin-functions.md#bitwise-or),
+[`&`](reference-dsl-builtin-functions.md#bitwise-and), and
+[`^`](reference-dsl-builtin-functions.md#bitwise-xor), Miller has logical operators
+[`||`](reference-dsl-builtin-functions.md#logical-or),
+[`&&`](reference-dsl-builtin-functions.md#logical-and), and
+[`^^`](reference-dsl-builtin-functions.md#logical-xor).
 
-* The exponentiation operator `**` is familiar from many languages.
+* The exponentiation operator [`**`](reference-dsl-builtin-functions.md#exponentiation) is familiar from many languages, except that an integer raised to an int power is int, not float.
 
-* The regex-match and regex-not-match operators `=~` and `!=~` are similar to those in Ruby and Perl.
+* The regex-match and regex-not-match operators [`=~`](reference-dsl-builtin-functions.md#regmatch) and [`!=~`](reference-dsl-builtin-functions.md#regnotmatch) are similar to those in Ruby and Perl.
 
diff --git a/docs6/docs/reference-dsl-output-statements.md b/docs6/docs/reference-dsl-output-statements.md
index ca65c2ebc..a95c62b3a 100644
--- a/docs6/docs/reference-dsl-output-statements.md
+++ b/docs6/docs/reference-dsl-output-statements.md
@@ -1,5 +1,5 @@
 
-# DSL reference: output statements
+# DSL output statements
 
 You can **output** variable-values or expressions in **five ways**:
 
@@ -11,7 +11,7 @@ You can **output** variable-values or expressions in **five ways**:
 
 * 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`.
+* 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 record such as `sum=3.1648382`. These records, just like records from input file(s), participate in downstream [then-chaining](reference-main-then-chaining.md) to other verbs.
 
 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.
 
@@ -25,11 +25,21 @@ The `print` statement is perhaps self-explanatory, but with a few light caveats:
 
 * 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.
+* 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) as well as arrays are printed as JSON.
 
-* 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'`.
+* You can redirect print output to a file:
 
-* See also [Redirected-output statements](reference-dsl-output-statements.md#redirected-output-statements) for examples.
+
+mlr --from myfile.dat put 'print > "tap.txt", $x'
+

+
+* You can redirect print output to multiple files, split by values present in various records:
+
+
+mlr --from myfile.dat put 'print > $a.".txt", $x'
+

+
+See also [Redirected-output statements](reference-dsl-output-statements.md#redirected-output-statements) for examples.
 
 ## Dump statements
 
@@ -39,7 +49,7 @@ The `dump` statement is for printing expressions, including maps, directly to st
 
 * 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.
+* You can use `dump` to output single strings, numbers, or expressions including map-valued data. Map-valued data are printed as JSON.
 
 * If you use `dump` (or `edump`) with no arguments, you get a JSON structure representing the current values of all out-of-stream variables.
 
@@ -51,7 +61,13 @@ The `dump` statement is for printing expressions, including maps, directly to st
 
 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.)
+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](reference-dsl-output-statements.md#redirected-output-statements) for examples.
 
diff --git a/docs6/docs/reference-dsl-output-statements.md.in b/docs6/docs/reference-dsl-output-statements.md.in
index d7fbdc121..c09313018 100644
--- a/docs6/docs/reference-dsl-output-statements.md.in
+++ b/docs6/docs/reference-dsl-output-statements.md.in
@@ -1,4 +1,4 @@
-# DSL reference: output statements
+# DSL output statements
 
 You can **output** variable-values or expressions in **five ways**:
 
@@ -10,7 +10,7 @@ You can **output** variable-values or expressions in **five ways**:
 
 * 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`.
+* 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 record such as `sum=3.1648382`. These records, just like records from input file(s), participate in downstream [then-chaining](reference-main-then-chaining.md) to other verbs.
 
 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.
 
@@ -24,11 +24,21 @@ The `print` statement is perhaps self-explanatory, but with a few light caveats:
 
 * 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.
+* 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) as well as arrays are printed as JSON.
 
-* 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'`.
+* You can redirect print output to a file:
 
-* See also [Redirected-output statements](reference-dsl-output-statements.md#redirected-output-statements) for examples.
+GENMD_CARDIFY_HIGHLIGHT_ONE
+mlr --from myfile.dat put 'print > "tap.txt", $x'
+GENMD_EOF
+
+* You can redirect print output to multiple files, split by values present in various records:
+
+GENMD_CARDIFY_HIGHLIGHT_ONE
+mlr --from myfile.dat put 'print > $a.".txt", $x'
+GENMD_EOF
+
+See also [Redirected-output statements](reference-dsl-output-statements.md#redirected-output-statements) for examples.
 
 ## Dump statements
 
@@ -38,7 +48,7 @@ The `dump` statement is for printing expressions, including maps, directly to st
 
 * 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.
+* You can use `dump` to output single strings, numbers, or expressions including map-valued data. Map-valued data are printed as JSON.
 
 * If you use `dump` (or `edump`) with no arguments, you get a JSON structure representing the current values of all out-of-stream variables.
 
@@ -50,7 +60,13 @@ The `dump` statement is for printing expressions, including maps, directly to st
 
 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.)
+The syntax is, by example:
+
+GENMD_CARDIFY_HIGHLIGHT_ONE
+mlr --from myfile.dat put 'tee > "tap.dat", $*' then sort -n index
+GENMD_EOF
+
+First is `tee >`, then the filename expression (which can be an expression such as `"tap.".$a.".dat"`), then a comma, then `$*`. (Nothing else but `$*` is teeable.)
 
 See also [Redirected-output statements](reference-dsl-output-statements.md#redirected-output-statements) for examples.
 
diff --git a/docs6/docs/reference-dsl-syntax.md b/docs6/docs/reference-dsl-syntax.md
index fc2d2147f..e31043e51 100644
--- a/docs6/docs/reference-dsl-syntax.md
+++ b/docs6/docs/reference-dsl-syntax.md
@@ -1,5 +1,5 @@
 
-# DSL reference: syntax
+# DSL syntax
 
 ## Expression formatting
 
@@ -59,7 +59,7 @@ x_y_corr
 
 ## Expressions from files
 
-The simplest way to enter expressions for `put` and `filter` is between single quotes on the command line, e.g.
+The simplest way to enter expressions for `put` and `filter` is between single quotes on the command line (see also [here](miller-on-windows.md) for Windows). For example:
 
 
 mlr --from data/small put '$xy = sqrt($x**2 + $y**2)'
@@ -133,7 +133,7 @@ A suggested use-case here is defining functions in files, and calling them from
 
 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' ...`.)
+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.
 
 ## Semicolons, commas, newlines, and curly braces
 
diff --git a/docs6/docs/reference-dsl-syntax.md.in b/docs6/docs/reference-dsl-syntax.md.in
index 51d35dc83..ec112c7fe 100644
--- a/docs6/docs/reference-dsl-syntax.md.in
+++ b/docs6/docs/reference-dsl-syntax.md.in
@@ -1,4 +1,4 @@
-# DSL reference: syntax
+# DSL syntax
 
 ## Expression formatting
 
@@ -20,7 +20,7 @@ GENMD_EOF
 
 ## Expressions from files
 
-The simplest way to enter expressions for `put` and `filter` is between single quotes on the command line, e.g.
+The simplest way to enter expressions for `put` and `filter` is between single quotes on the command line (see also [here](miller-on-windows.md) for Windows). For example:
 
 GENMD_INCLUDE_AND_RUN_ESCAPED(data/fe-example-1.sh)
 
@@ -51,7 +51,7 @@ A suggested use-case here is defining functions in files, and calling them from
 
 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' ...`.)
+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.
 
 ## Semicolons, commas, newlines, and curly braces
 
diff --git a/docs6/docs/reference-dsl-unset-statements.md b/docs6/docs/reference-dsl-unset-statements.md
index 616759fd3..0d45870e2 100644
--- a/docs6/docs/reference-dsl-unset-statements.md
+++ b/docs6/docs/reference-dsl-unset-statements.md
@@ -1,6 +1,6 @@
 
-DSL reference: unset statements
-# 
+# DSL 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:
 
 
@@ -81,4 +81,4 @@ This can also be done, of course, using `mlr cut -x`. You can also clear out-of-
 }
 

 
-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.
+If you use `unset all` (or `unset @*` which is synonymous), that will unset all out-of-stream variables which have been assigned up to that point.
diff --git a/docs6/docs/reference-dsl-unset-statements.md.in b/docs6/docs/reference-dsl-unset-statements.md.in
index c1994aa3a..28671b6fd 100644
--- a/docs6/docs/reference-dsl-unset-statements.md.in
+++ b/docs6/docs/reference-dsl-unset-statements.md.in
@@ -1,5 +1,5 @@
-DSL reference: unset statements
-# 
+# DSL 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:
 
 GENMD_RUN_COMMAND
@@ -20,4 +20,4 @@ GENMD_RUN_COMMAND
 mlr put -q '@sum[$a][$b] += $x; end { dump; unset @sum["eks"]; dump }' data/small
 GENMD_EOF
 
-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.
+If you use `unset all` (or `unset @*` which is synonymous), that will unset all out-of-stream variables which have been assigned up to that point.
diff --git a/docs6/docs/reference-dsl-user-defined-functions.md b/docs6/docs/reference-dsl-user-defined-functions.md
index 9e0d54e02..a6899c99f 100644
--- a/docs6/docs/reference-dsl-user-defined-functions.md
+++ b/docs6/docs/reference-dsl-user-defined-functions.md
@@ -1,5 +1,5 @@
 
-# DSL reference: user-defined functions
+# DSL user-defined functions
 
 As of Miller 5.0.0 you can define your own functions, as well as subroutines.
 
@@ -36,17 +36,15 @@ 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.
+* 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` (for logging messages to stderr, say) which does not clash with the mathematical `log` (logarithm) 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 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 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](misc-examples.md#memoization-with-out-of-stream-variables) for an example.
+* Functions may be defined and called either within `mlr filter` or `mlr put`.
 
 * 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 [xxxx](reference-main-null-data.md).
+* When a return value is not implicitly returned, this results in a return value of [absent-null](reference-main-null-data.md). (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 [null-data reference page](reference-main-null-data.md).
 
 * See the section on [Local variables](reference-dsl-variables.md#local-variables) for information on scope and extent of arguments, as well as for information on the use of local variables within functions.
 
@@ -94,7 +92,7 @@ Properties of user-defined 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 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`.
 
diff --git a/docs6/docs/reference-dsl-user-defined-functions.md.in b/docs6/docs/reference-dsl-user-defined-functions.md.in
index 5b3764b7c..1223ba093 100644
--- a/docs6/docs/reference-dsl-user-defined-functions.md.in
+++ b/docs6/docs/reference-dsl-user-defined-functions.md.in
@@ -1,4 +1,4 @@
-# DSL reference: user-defined functions
+# DSL user-defined functions
 
 As of Miller 5.0.0 you can define your own functions, as well as subroutines.
 
@@ -12,17 +12,15 @@ 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.
+* 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` (for logging messages to stderr, say) which does not clash with the mathematical `log` (logarithm) 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 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 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](misc-examples.md#memoization-with-out-of-stream-variables) for an example.
+* Functions may be defined and called either within `mlr filter` or `mlr put`.
 
 * 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 [xxxx](reference-main-null-data.md).
+* When a return value is not implicitly returned, this results in a return value of [absent-null](reference-main-null-data.md). (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 [null-data reference page](reference-main-null-data.md).
 
 * See the section on [Local variables](reference-dsl-variables.md#local-variables) for information on scope and extent of arguments, as well as for information on the use of local variables within functions.
 
@@ -40,7 +38,7 @@ Properties of user-defined 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 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`.
 
diff --git a/docs6/docs/reference-dsl-variables.md b/docs6/docs/reference-dsl-variables.md
index fbf392164..9fad933d8 100644
--- a/docs6/docs/reference-dsl-variables.md
+++ b/docs6/docs/reference-dsl-variables.md
@@ -1,5 +1,5 @@
 
-# DSL reference: variables
+# DSL variables
 
 Miller has the following kinds of variables:
 
@@ -9,7 +9,7 @@ Miller has the following kinds of variables:
 
 **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.
+**Local variables** are limited in scope and extent to the current statements being executed: these include function arguments, bound variables in for loops, and local variables.
 
 **Keywords** are not variables, but since their names are reserved, you cannot use these names for local variables.
 
@@ -76,9 +76,9 @@ a,b,c,nr
 4,5,6,2
 

 
-The **extent** is for the duration of the put/filter: in a `begin` statement (which executes before the fimd.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.
+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. `$nr=NR`, but they may not be assigned to: `NR=100` is a syntax error.
+These are all **read-only** for the `mlr put` and `mlr filter` DSL: they may be assigned from, e.g. `$nr=NR`, but they may not be assigned to: `NR=100` is a syntax error.
 
 ## Field names
 
@@ -393,7 +393,7 @@ Things which are completely unsurprising, resembling many other languages:
 
 * 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)
+* 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.
 
@@ -403,13 +403,13 @@ Things which are completely unsurprising, resembling many other languages:
 
 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 declarations using `var`, or typed using `num`, `int`, `float`, `str`, and `bool` are not 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 is at [Type-checking](reference-dsl-variables.md#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.
+* 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 if 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:
 
@@ -484,48 +484,49 @@ 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.
+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][$y]`). The fourth kind is **map literals**. These cannot be on the left-hand side of assignment expressions. Syntactically they look like JSON, although Miller allows string and integer keys in its map literals while JSON allows only string keys (e.g. `"3"` rather than `3`). +Miller's `put`/`filter` DSL has four kinds of hashmaps. **Stream records** are (single-level) maps from name to value. **Out-of-stream variables** and **local variables** can also be maps, although they can be multi-level hashmaps (e.g. `@sum[$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`). Note though that integer keys become stringified in Miller: `@mymap[3]=4` results in `@mymap` being `{"3":4}`. For example, the following swaps the input stream's `a` and `i` fields, modifies `y`, and drops the rest: @@ -599,17 +600,15 @@ Like out-of-stream and local variables, map literals can be multi-level: } -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. +Miller's `put`/`filter` DSL supports 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: +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
@@ -736,7 +735,7 @@ func f(map m, int i): bool {
 
 ## Null data: empty and absent
 
-Please see [xxxx](reference-main-null-data.md).
+Please see the [null-data reference page](reference-main-null-data.md).
 
 ## Aggregate variable assignments
 
@@ -798,7 +797,7 @@ a=wye,b=pan,i=5,x=0.5732889198020006,y=0.8636244699032729
 
 
 mlr --opprint put -q '
-  is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*};
+  is_null(@xmax) || $x > @xmax {@xmax = $x; @recmax = $*};
   end {emit @recmax}
 ' data/small
 

diff --git a/docs6/docs/reference-dsl-variables.md.in b/docs6/docs/reference-dsl-variables.md.in
index 7ebebc225..eda56a831 100644
--- a/docs6/docs/reference-dsl-variables.md.in
+++ b/docs6/docs/reference-dsl-variables.md.in
@@ -1,4 +1,4 @@
-# DSL reference: variables
+# DSL variables
 
 Miller has the following kinds of variables:
 
@@ -8,7 +8,7 @@ Miller has the following kinds of variables:
 
 **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.
+**Local variables** are limited in scope and extent to the current statements being executed: these include function arguments, bound variables in for loops, and local variables.
 
 **Keywords** are not variables, but since their names are reserved, you cannot use these names for local variables.
 
@@ -38,9 +38,9 @@ GENMD_RUN_COMMAND
 mlr --csv repeat -n 3 then put '$nr = NR' data/a.csv
 GENMD_EOF
 
-The **extent** is for the duration of the put/filter: in a `begin` statement (which executes before the fimd.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.
+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. `$nr=NR`, but they may not be assigned to: `NR=100` is a syntax error.
+These are all **read-only** for the `mlr put` and `mlr filter` DSL: they may be assigned from, e.g. `$nr=NR`, but they may not be assigned to: `NR=100` is a syntax error.
 
 ## Field names
 
@@ -172,7 +172,7 @@ Things which are completely unsurprising, resembling many other languages:
 
 * 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)
+* 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.
 
@@ -182,13 +182,13 @@ Things which are completely unsurprising, resembling many other languages:
 
 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 declarations using `var`, or typed using `num`, `int`, `float`, `str`, and `bool` are not 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 is at [Type-checking](reference-dsl-variables.md#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.
+* 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 if 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:
 
@@ -212,7 +212,7 @@ GENMD_EOF
 
 ## 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`).
+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`). Note though that integer keys become stringified in Miller: `@mymap[3]=4` results in `@mymap` being `{"3":4}`.
 
 For example, the following swaps the input stream's `a` and `i` fields, modifies `y`, and drops the rest:
 
@@ -226,17 +226,15 @@ Like out-of-stream and local variables, map literals can be multi-level:
 
 GENMD_INCLUDE_AND_RUN_ESCAPED(data/map-literal-example-3.sh)
 
-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.
+Miller's `put`/`filter` DSL supports 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:
+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:
 
 GENMD_RUN_COMMAND
 mlr -f | grep ^is
@@ -321,7 +319,7 @@ GENMD_EOF
 
 ## Null data: empty and absent
 
-Please see [xxxx](reference-main-null-data.md).
+Please see the [null-data reference page](reference-main-null-data.md).
 
 ## Aggregate variable assignments
 
@@ -351,7 +349,7 @@ GENMD_EOF
 
 GENMD_RUN_COMMAND
 mlr --opprint put -q '
-  is_null(@xmax) || $x > @xmax {@xmax=$x; @recmax=$*};
+  is_null(@xmax) || $x > @xmax {@xmax = $x; @recmax = $*};
   end {emit @recmax}
 ' data/small
 GENMD_EOF
diff --git a/docs6/docs/reference-dsl.md b/docs6/docs/reference-dsl.md
index 1d7b3ce82..494337fc5 100644
--- a/docs6/docs/reference-dsl.md
+++ b/docs6/docs/reference-dsl.md
@@ -1,7 +1,7 @@
 
-# DSL reference: overview
+# DSL overview
 
-## Overview
+## Verbs compared to DSL
 
 Here's comparison of verbs and `put`/`filter` DSL expressions:
 
@@ -41,7 +41,79 @@ a=wye,x_sum=0.7778922255683036
 
 Please see [Verbs Reference](reference-verbs.md) 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:
+## Implicit loop over records for main statements
+
+The most important point about the Miller DSL is that it is designed for _streaming operation over records_.
+
+DSL statements include:
+
+* `func` and `subr` for user-defined functions and subroutines, which we'll look at later in the [separate page about them](reference-dsl-user-defined-functions.md);
+* `begin` and `end` blocks, for statements you want to run before the first record, or after the last one;
+* everything else, which collectively are called _main statements_.
+
+The feature of _streaming operation over records_ is implemented by the main
+statements getting invoked once per record. You don't explicitly loop over
+records, as you would in some dataframes contexts; rather, _Miller loops over
+records for you_, and it lets you specify what to do on each record: you write
+the body of the loop.
+
+(You can, if you like, use the per-record statements to grow a list of records,
+then loop over them all in an `end` block. This is described in the page on
+[operating over all records](operating-over-all-records.md)).
+
+To see this in action, let's take a look at the [data/short.csv](./data/short.csv) file:
+
+
+cat data/short.csv
+

+
+word,value
+apple,37
+ball,28
+cat,54
+

+
+There are three records in this file, with `word=apple`, `word=ball`, and
+`word=cat`, respectively. Let's print something in a `begin` statement, add a
+field in a main statement, and print something else in an `end` statement:
+
+
+mlr --csv --from data/short.csv put '
+  begin {
+    print "begin";
+  }
+  $nr = NR;
+  end {
+    print "end";
+  }
+'
+

+
+begin
+word,value,nr
+apple,37,1
+ball,28,2
+cat,54,3
+end
+

+
+The `print` statements for `begin` and `end` went out before the first record
+was seen and after the last was seen; the field-creation statement `$nr = NR`
+was invoked three times, once for each record. We didn't explicitly loop over
+records, since Miller was already looping over records, and invoked our main
+statement on each loop iteration.
+
+For almost all simple uses of the Miller programming language, this implicit
+looping over records is probably all you will need. (For more involved cases you
+can see the pages on [operating over all records](operating-on-all-records.md),
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables),
+and [two-pass algorithms](two-pass-algorithms.md).)
+
+## Essential use: record-selection and record-updating
+
+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
@@ -77,15 +149,61 @@ 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
 

 
+## Differences between put and filter
+
 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;
+* Expressions sent to `mlr filter` should contain a boolean expression, which is the filtering criterion. (If not, all records pass through.)
 
-* `mlr filter` expressions may not reference the `filter` keyword within them; and
+* `mlr filter` expressions may not reference the `filter` keyword within them.
 
-* `mlr filter` expressions may not use `tee`, `emit`, `emitp`, or `emitf`.
+## Location of boolean expression for filter
+
+You can define and invoke functions and subroutines to help produce the bare-boolean statement, and record fields may be assigned in the statements before or after the bare-boolean statement. For example:
+
+
+mlr --c2p --from example.csv filter '
+  # Bare-boolean filter expression: only records matching this pass through:
+  $quantity >= 70;
+  # For records that do pass through, set these:
+  if ($rate > 8) {
+    $description = "high rate";
+  } else {
+    $description = "low rate";
+  }
+'
+

+
+color  shape    flag  k  index quantity rate   description
+red    square   true  2  15    79.2778  0.0130 low rate
+red    square   false 4  48    77.5542  7.4670 low rate
+purple triangle false 5  51    81.2290  8.5910 high rate
+red    square   false 6  64    77.1991  9.5310 high rate
+purple triangle false 7  65    80.1405  5.8240 low rate
+purple square   false 10 91    72.3735  8.2430 high rate
+

+
+
+mlr --c2p --from example.csv filter '
+  # Bare-boolean filter expression: only records matching this pass through:
+  $shape =~ "^(...)(...)$";
+  # For records that do pass through, capture the first "(...)" into $left and
+  # the second "(...)" into $right
+  $left = "\1";
+  $right = "\2";
+'
+

+
+color  shape  flag  k  index quantity rate   left right
+red    square true  2  15    79.2778  0.0130 squ  are
+red    circle true  3  16    13.8103  2.9010 cir  cle
+red    square false 4  48    77.5542  7.4670 squ  are
+red    square false 6  64    77.1991  9.5310 squ  are
+yellow circle true  8  73    63.9785  4.2370 cir  cle
+yellow circle true  9  87    63.5058  8.3350 cir  cle
+purple square false 10 91    72.3735  8.2430 squ  are
+

 
-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/docs6/docs/reference-dsl.md.in b/docs6/docs/reference-dsl.md.in
index b2afa4e0b..cb3b099a7 100644
--- a/docs6/docs/reference-dsl.md.in
+++ b/docs6/docs/reference-dsl.md.in
@@ -1,6 +1,6 @@
-# DSL reference: overview
+# DSL overview
 
-## Overview
+## Verbs compared to DSL
 
 Here's comparison of verbs and `put`/`filter` DSL expressions:
 
@@ -30,7 +30,65 @@ GENMD_EOF
 
 Please see [Verbs Reference](reference-verbs.md) 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:
+## Implicit loop over records for main statements
+
+The most important point about the Miller DSL is that it is designed for _streaming operation over records_.
+
+DSL statements include:
+
+* `func` and `subr` for user-defined functions and subroutines, which we'll look at later in the [separate page about them](reference-dsl-user-defined-functions.md);
+* `begin` and `end` blocks, for statements you want to run before the first record, or after the last one;
+* everything else, which collectively are called _main statements_.
+
+The feature of _streaming operation over records_ is implemented by the main
+statements getting invoked once per record. You don't explicitly loop over
+records, as you would in some dataframes contexts; rather, _Miller loops over
+records for you_, and it lets you specify what to do on each record: you write
+the body of the loop.
+
+(You can, if you like, use the per-record statements to grow a list of records,
+then loop over them all in an `end` block. This is described in the page on
+[operating over all records](operating-over-all-records.md)).
+
+To see this in action, let's take a look at the [data/short.csv](./data/short.csv) file:
+
+GENMD_RUN_COMMAND
+cat data/short.csv
+GENMD_EOF
+
+There are three records in this file, with `word=apple`, `word=ball`, and
+`word=cat`, respectively. Let's print something in a `begin` statement, add a
+field in a main statement, and print something else in an `end` statement:
+
+GENMD_RUN_COMMAND
+mlr --csv --from data/short.csv put '
+  begin {
+    print "begin";
+  }
+  $nr = NR;
+  end {
+    print "end";
+  }
+'
+GENMD_EOF
+
+The `print` statements for `begin` and `end` went out before the first record
+was seen and after the last was seen; the field-creation statement `$nr = NR`
+was invoked three times, once for each record. We didn't explicitly loop over
+records, since Miller was already looping over records, and invoked our main
+statement on each loop iteration.
+
+For almost all simple uses of the Miller programming language, this implicit
+looping over records is probably all you will need. (For more involved cases you
+can see the pages on [operating over all records](operating-on-all-records.md),
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables),
+and [two-pass algorithms](two-pass-algorithms.md).)
+
+## Essential use: record-selection and record-updating
+
+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:
 
 GENMD_RUN_COMMAND
 cat data/small
@@ -48,15 +106,42 @@ GENMD_RUN_COMMAND
 mlr put '$ab = $a . "_" . $b ' data/small
 GENMD_EOF
 
+## Differences between put and filter
+
 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;
+* Expressions sent to `mlr filter` should contain a boolean expression, which is the filtering criterion. (If not, all records pass through.)
 
-* `mlr filter` expressions may not reference the `filter` keyword within them; and
+* `mlr filter` expressions may not reference the `filter` keyword within them.
 
-* `mlr filter` expressions may not use `tee`, `emit`, `emitp`, or `emitf`.
+## Location of boolean expression for filter
+
+You can define and invoke functions and subroutines to help produce the bare-boolean statement, and record fields may be assigned in the statements before or after the bare-boolean statement. For example:
+
+GENMD_RUN_COMMAND
+mlr --c2p --from example.csv filter '
+  # Bare-boolean filter expression: only records matching this pass through:
+  $quantity >= 70;
+  # For records that do pass through, set these:
+  if ($rate > 8) {
+    $description = "high rate";
+  } else {
+    $description = "low rate";
+  }
+'
+GENMD_EOF
+
+GENMD_RUN_COMMAND
+mlr --c2p --from example.csv filter '
+  # Bare-boolean filter expression: only records matching this pass through:
+  $shape =~ "^(...)(...)$";
+  # For records that do pass through, capture the first "(...)" into $left and
+  # the second "(...)" into $right
+  $left = "\1";
+  $right = "\2";
+'
+GENMD_EOF
 
-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/docs6/docs/reference-main-arithmetic.md b/docs6/docs/reference-main-arithmetic.md
index ddf91c7ae..54628ec28 100644
--- a/docs6/docs/reference-main-arithmetic.md
+++ b/docs6/docs/reference-main-arithmetic.md
@@ -1,5 +1,5 @@
 
-# Reference: arithmetic
+# Arithmetic
 
 ## Input scanning
 
@@ -17,7 +17,7 @@ The sum, difference, and product of integers is again integer, except for when t
 
 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:
+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\*\*63 or greater than 2\*\*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:
 
 
 64-bit integer     64-bit integer     Casted to double           Back to 64-bit
@@ -32,7 +32,7 @@ in hex             in decimal                                    integer
 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.)
+That is, one cannot check an integer product to see if it is precisely greater than 2\*\*63 - 1 or less than -2\*\*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\*\*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
 
diff --git a/docs6/docs/reference-main-arithmetic.md.in b/docs6/docs/reference-main-arithmetic.md.in
index 9f20490e6..3964cec01 100644
--- a/docs6/docs/reference-main-arithmetic.md.in
+++ b/docs6/docs/reference-main-arithmetic.md.in
@@ -1,4 +1,4 @@
-# Reference: arithmetic
+# Arithmetic
 
 ## Input scanning
 
@@ -16,7 +16,7 @@ The sum, difference, and product of integers is again integer, except for when t
 
 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:
+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\*\*63 or greater than 2\*\*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:
 
 GENMD_CARDIFY
 64-bit integer     64-bit integer     Casted to double           Back to 64-bit
@@ -31,7 +31,7 @@ in hex             in decimal                                    integer
 0x7fffffffffffffff 9223372036854775807 9223372036854775808.000000 0x8000000000000000
 GENMD_EOF
 
-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.)
+That is, one cannot check an integer product to see if it is precisely greater than 2\*\*63 - 1 or less than -2\*\*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\*\*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
 
diff --git a/docs6/docs/reference-main-auxiliary-commands.md b/docs6/docs/reference-main-auxiliary-commands.md
index e71fa7409..6daf03eda 100644
--- a/docs6/docs/reference-main-auxiliary-commands.md
+++ b/docs6/docs/reference-main-auxiliary-commands.md
@@ -1,7 +1,7 @@
 
-# Reference: auxiliary commands
+# 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.
+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 instead they're delivered within the main Miller executable for convenience.
 
 
 mlr aux-list
diff --git a/docs6/docs/reference-main-auxiliary-commands.md.in b/docs6/docs/reference-main-auxiliary-commands.md.in
index 4ea556181..f7c9a1f18 100644
--- a/docs6/docs/reference-main-auxiliary-commands.md.in
+++ b/docs6/docs/reference-main-auxiliary-commands.md.in
@@ -1,6 +1,6 @@
-# Reference: auxiliary commands
+# 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.
+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 instead they're delivered within the main Miller executable for convenience.
 
 GENMD_RUN_COMMAND
 mlr aux-list
diff --git a/docs6/docs/reference-main-data-types.md b/docs6/docs/reference-main-data-types.md
index df31be902..f9fc2efab 100644
--- a/docs6/docs/reference-main-data-types.md
+++ b/docs6/docs/reference-main-data-types.md
@@ -1,7 +1,29 @@
 
-# Reference: data types
+# 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.
+## List of types
+
+Miller's types for function processing are:
+
+* Scalars:
+    * **string**
+    * **float** (double-precision)
+    * **int** (64-bit signed)
+    * **boolean**
+* Collections:
+    * **map**
+    * **array**
+* Nulls and error:
+    * **empty-null** (empty string)
+    * **absent-null** (reads of unset right-hand sides, or fall-through non-explicit return values from user-defined functions)
+    * **JSON-null** (TODO)
+    * **error** (TODO: give an example)
+
+TODO: point to null-data page; arrays page; arithmetic page; what else?
+
+## To be ported
+
+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 can have various data types.  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:
 
@@ -13,7 +35,7 @@ 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($y)'` will produce `x=1,y=2,z=12`.
+* On input, string values representable as numbers, e.g. "3" or "3.1", are treated as int or float, respectively. If a record has `x=1,y=2` then `mlr put '$z=$x+$y'` will produce `x=1,y=2,z=3`, and `mlr put '$z=$x.$y'` does not give an error, but only because the dot operator has been generalized to stringify non-strings.  To coerce back to string for processing, use the `string` function: `mlr put '$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)'`.
 
@@ -21,7 +43,7 @@ For `mlr put` and `mlr filter`:
 
 * All math functions described in `mlr --help-all-functions` take integer as well as float input.
 
-## String literals
+## Escape sequences for 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.:
 
@@ -41,5 +63,5 @@ See also [https://en.wikipedia.org/wiki/Escape_sequences_in_C](https://en.wikipe
 
 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.
+However, these replacements are done automatically only for string literals within DSL expressions -- they are not done automatically to fields within your data stream.  If you wish to make these replacements, you can do (for example) `mlr put '$field = gsub($field, "\\t", "\t")'`. If you need to make such a replacement for all fields in your data, you should probably use the system `sed` command instead. 
 
diff --git a/docs6/docs/reference-main-data-types.md.in b/docs6/docs/reference-main-data-types.md.in
index 162baa3a5..861915455 100644
--- a/docs6/docs/reference-main-data-types.md.in
+++ b/docs6/docs/reference-main-data-types.md.in
@@ -1,6 +1,28 @@
-# Reference: data types
+# 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.
+## List of types
+
+Miller's types for function processing are:
+
+* Scalars:
+    * **string**
+    * **float** (double-precision)
+    * **int** (64-bit signed)
+    * **boolean**
+* Collections:
+    * **map**
+    * **array**
+* Nulls and error:
+    * **empty-null** (empty string)
+    * **absent-null** (reads of unset right-hand sides, or fall-through non-explicit return values from user-defined functions)
+    * **JSON-null** (TODO)
+    * **error** (TODO: give an example)
+
+TODO: point to null-data page; arrays page; arithmetic page; what else?
+
+## To be ported
+
+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 can have various data types.  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:
 
@@ -12,7 +34,7 @@ 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($y)'` will produce `x=1,y=2,z=12`.
+* On input, string values representable as numbers, e.g. "3" or "3.1", are treated as int or float, respectively. If a record has `x=1,y=2` then `mlr put '$z=$x+$y'` will produce `x=1,y=2,z=3`, and `mlr put '$z=$x.$y'` does not give an error, but only because the dot operator has been generalized to stringify non-strings.  To coerce back to string for processing, use the `string` function: `mlr put '$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)'`.
 
@@ -20,7 +42,7 @@ For `mlr put` and `mlr filter`:
 
 * All math functions described in `mlr --help-all-functions` take integer as well as float input.
 
-## String literals
+## Escape sequences for 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.:
 
@@ -40,5 +62,5 @@ See also [https://en.wikipedia.org/wiki/Escape_sequences_in_C](https://en.wikipe
 
 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.
+However, these replacements are done automatically only for string literals within DSL expressions -- they are not done automatically to fields within your data stream.  If you wish to make these replacements, you can do (for example) `mlr put '$field = gsub($field, "\\t", "\t")'`. If you need to make such a replacement for all fields in your data, you should probably use the system `sed` command instead. 
 
diff --git a/docs6/docs/reference-main-env-vars.md b/docs6/docs/reference-main-env-vars.md
index a8abc04bc..c0d798dab 100644
--- a/docs6/docs/reference-main-env-vars.md
+++ b/docs6/docs/reference-main-env-vars.md
@@ -1,5 +1,5 @@
 
-# Reference: Miller environment variables
+# Miller environment variables
 
 The following environment variables affect how Miller works:
 
diff --git a/docs6/docs/reference-main-env-vars.md.in b/docs6/docs/reference-main-env-vars.md.in
index d3679d2c5..fba4acc06 100644
--- a/docs6/docs/reference-main-env-vars.md.in
+++ b/docs6/docs/reference-main-env-vars.md.in
@@ -1,4 +1,4 @@
-# Reference: Miller environment variables
+# Miller environment variables
 
 The following environment variables affect how Miller works:
 
diff --git a/docs6/docs/reference-main-io-options.md b/docs6/docs/reference-main-io-options.md
index a0c303641..626f53b02 100644
--- a/docs6/docs/reference-main-io-options.md
+++ b/docs6/docs/reference-main-io-options.md
@@ -1,5 +1,5 @@
 
-# Reference: I/O options
+# I/O options
 
 ## Formats
 
@@ -49,7 +49,7 @@ Additional notes:
 
 * 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](https://github.com/johnkerl/miller/issues/180) and [https://github.com/johnkerl/miller/issues/199](https://github.com/johnkerl/miller/issues/199).
+**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 Miller issues [180](https://github.com/johnkerl/miller/issues/180) and [199](https://github.com/johnkerl/miller/issues/199).
 
 ## In-place mode
 
@@ -120,25 +120,25 @@ Options:
 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
+--ofmt %.9e  --ofmt %.6f  --ofmt %.0f
 

 
-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.
+These are just familiar `printf` formats.  (TODO: write about type-checking once that's implemented.) Additionally, if you use leading width (e.g. `%18.12f`) 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*$y,"%08lf")'
+echo 'x=3.1,y=4.3' | mlr put '$z=fmtnum($x*$y,"%08f")'
 

 
-x=3.1,y=4.3,z=%!l(float64=00013.33)f
+x=3.1,y=4.3,z=13.330000
 

 
 
-echo 'x=0xffff,y=0xff' | mlr put '$z=fmtnum(int($x*$y),"%08llx")'
+echo 'x=0xffff,y=0xff' | mlr put '$z=fmtnum(int($x*$y),"%08x")'
 

 
-x=0xffff,y=0xff,z=%!l(int=16711425)lx
+x=0xffff,y=0xff,z=00feff01
 

 
 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:
diff --git a/docs6/docs/reference-main-io-options.md.in b/docs6/docs/reference-main-io-options.md.in
index 3ffe4ab8f..ac806f589 100644
--- a/docs6/docs/reference-main-io-options.md.in
+++ b/docs6/docs/reference-main-io-options.md.in
@@ -1,4 +1,4 @@
-# Reference: I/O options
+# I/O options
 
 ## Formats
 
@@ -32,7 +32,7 @@ Additional notes:
 
 * 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](https://github.com/johnkerl/miller/issues/180) and [https://github.com/johnkerl/miller/issues/199](https://github.com/johnkerl/miller/issues/199).
+**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 Miller issues [180](https://github.com/johnkerl/miller/issues/180) and [199](https://github.com/johnkerl/miller/issues/199).
 
 ## In-place mode
 
@@ -103,19 +103,19 @@ GENMD_EOF
 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:
 
 GENMD_CARDIFY
---ofmt %.9le  --ofmt %.6lf  --ofmt %.0lf
+--ofmt %.9e  --ofmt %.6f  --ofmt %.0f
 GENMD_EOF
 
-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.
+These are just familiar `printf` formats.  (TODO: write about type-checking once that's implemented.) Additionally, if you use leading width (e.g. `%18.12f`) 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:
 
 GENMD_RUN_COMMAND
-echo 'x=3.1,y=4.3' | mlr put '$z=fmtnum($x*$y,"%08lf")'
+echo 'x=3.1,y=4.3' | mlr put '$z=fmtnum($x*$y,"%08f")'
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-echo 'x=0xffff,y=0xff' | mlr put '$z=fmtnum(int($x*$y),"%08llx")'
+echo 'x=0xffff,y=0xff' | mlr put '$z=fmtnum(int($x*$y),"%08x")'
 GENMD_EOF
 
 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:
diff --git a/docs6/docs/reference-main-null-data.md b/docs6/docs/reference-main-null-data.md
index 695efb388..d88cf4e77 100644
--- a/docs6/docs/reference-main-null-data.md
+++ b/docs6/docs/reference-main-null-data.md
@@ -1,5 +1,5 @@
 
-# Reference: null data
+# 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`.
 
@@ -27,7 +27,7 @@ a=5,b=7
 

 
 
-mlr sort -n  a data/sort-null.dat
+mlr sort -n a data/sort-null.dat
 

 
 a=1,b=8
@@ -106,7 +106,7 @@ The reasoning is as follows:
 
 * 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](reference-dsl-errors.md).
+* 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 errors and transparency](reference-dsl-errors.md).
 
 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`:
 
diff --git a/docs6/docs/reference-main-null-data.md.in b/docs6/docs/reference-main-null-data.md.in
index f3cabd519..58b91a76b 100644
--- a/docs6/docs/reference-main-null-data.md.in
+++ b/docs6/docs/reference-main-null-data.md.in
@@ -1,4 +1,4 @@
-# Reference: null data
+# 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`.
 
@@ -19,7 +19,7 @@ mlr cat data/sort-null.dat
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr sort -n  a data/sort-null.dat
+mlr sort -n a data/sort-null.dat
 GENMD_EOF
 
 GENMD_RUN_COMMAND
@@ -66,7 +66,7 @@ The reasoning is as follows:
 
 * 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](reference-dsl-errors.md).
+* 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 errors and transparency](reference-dsl-errors.md).
 
 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`:
 
diff --git a/docs6/docs/reference-main-online-help.md b/docs6/docs/reference-main-online-help.md
index 483cbcdc5..818c71152 100644
--- a/docs6/docs/reference-main-online-help.md
+++ b/docs6/docs/reference-main-online-help.md
@@ -1,9 +1,11 @@
 
-# Reference: online help
+# Online help
 
-TODO: expand this section
+Miller has several online help mechanisms built in.
 
-Examples:
+## Main help
+
+The front door is `mlr --help` or its synonym `mlr -h`. This leads you to `mlr help topics` with its list of specific areas:
 
 
 mlr --help
@@ -17,7 +19,120 @@ Please also see https://johnkerl.org/miller6
 

 
 
-mlr sort --help
+mlr help topics
+

+
+Type 'mlr help {topic}' for any of the following:
+  mlr help topics
+  mlr help auxents
+  mlr help basic-examples
+  mlr help comments-in-data
+  mlr help compressed-data
+  mlr help csv-options
+  mlr help data-format-options
+  mlr help data-formats
+  mlr help double-quoting
+  mlr help format-conversion
+  mlr help function
+  mlr help keyword
+  mlr help list-functions
+  mlr help list-functions-as-paragraph
+  mlr help list-keywords
+  mlr help list-keywords-as-paragraph
+  mlr help list-verbs
+  mlr help list-verbs-as-paragraph
+  mlr help misc
+  mlr help mlrrc
+  mlr help number-formatting
+  mlr help output-colorization
+  mlr help separator-options
+  mlr help type-arithmetic-info
+  mlr help usage-functions
+  mlr help usage-keywords
+  mlr help usage-verbs
+  mlr help verb
+Shorthands:
+  mlr -l = mlr help list-verbs
+  mlr -L = mlr help usage-verbs
+  mlr -f = mlr help list-functions
+  mlr -F = mlr help usage-functions
+  mlr -k = mlr help list-keywords
+  mlr -K = mlr help usage-keywords
+

+
+
+mlr help functions
+

+
+Type 'mlr help {topic}' for any of the following:
+  mlr help topics
+  mlr help auxents
+  mlr help basic-examples
+  mlr help comments-in-data
+  mlr help compressed-data
+  mlr help csv-options
+  mlr help data-format-options
+  mlr help data-formats
+  mlr help double-quoting
+  mlr help format-conversion
+  mlr help function
+  mlr help keyword
+  mlr help list-functions
+  mlr help list-functions-as-paragraph
+  mlr help list-keywords
+  mlr help list-keywords-as-paragraph
+  mlr help list-verbs
+  mlr help list-verbs-as-paragraph
+  mlr help misc
+  mlr help mlrrc
+  mlr help number-formatting
+  mlr help output-colorization
+  mlr help separator-options
+  mlr help type-arithmetic-info
+  mlr help usage-functions
+  mlr help usage-keywords
+  mlr help usage-verbs
+  mlr help verb
+Shorthands:
+  mlr -l = mlr help list-verbs
+  mlr -L = mlr help usage-verbs
+  mlr -f = mlr help list-functions
+  mlr -F = mlr help usage-functions
+  mlr -k = mlr help list-keywords
+  mlr -K = mlr help usage-keywords
+

+
+Etc.
+
+## Per-verb help
+
+Given the name of a verb (from `mlr -l`) you can invoke it with `--help` or `-h` -- or, use `mlr help verb`:
+
+
+mlr cat --help
+

+
+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.
+

+
+
+mlr group-like -h
+

+
+Usage: mlr group-like [options]
+Outputs records in batches having identical field names.
+Options:
+-h|--help Show this message.
+

+
+
+mlr help verb sort
 

 
 Usage: mlr sort {flags}
@@ -40,3 +155,70 @@ Example:
 which is the same as:
   mlr sort -f a -f b -nr x -nr y -nr z
 

+
+Etc.
+
+## Per-function help
+
+Given the name of a DSL function (from `mlr -f`) you can use `mlr help function` for details:
+
+
+mlr help function append
+

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

+
+
+mlr help function split
+

+
+No exact match for "split". Inexact matches:
+  splita
+  splitax
+  splitkv
+  splitkvx
+  splitnv
+  splitnvx
+

+
+
+mlr help function splita
+

+
+splita  (class=conversion #args=2) Splits string into array with type inference. Example:
+splita("3,4,5", ",") = [3,4,5]
+

+
+Etc.
+
+## REPL help
+
+You can use `:h` or `:help` inside the [REPL](repl.md):
+
+
+
+$ mlr repl
+

+
+Miller v6.0.0-dev REPL for darwin:amd64:go1.16.5
+Pre-release docs for Miller 6: https://johnkerl.org/miller6
+Type ':h' or ':help' for on-line help; ':q' or ':quit' to quit.
+[mlr] :h
+Options:
+:help intro
+:help examples
+:help repl-list
+:help repl-details
+:help prompt
+:help function-names
+:help function-details
+:help {function name}, e.g. :help sec2gmt
+:help {function name}, e.g. :help sec2gmt
+[mlr]
+

+
+## Manual page
+
+If you've gotten Miller from a package installer, you should have `man mlr` producing a traditional manual page.
+If not, no worries -- the manual page is a concatenated listing of the same information also available by each of the topics in `mlr help topics`.
diff --git a/docs6/docs/reference-main-online-help.md.in b/docs6/docs/reference-main-online-help.md.in
index 5e35c0cc5..9a83f4c98 100644
--- a/docs6/docs/reference-main-online-help.md.in
+++ b/docs6/docs/reference-main-online-help.md.in
@@ -1,13 +1,86 @@
-# Reference: online help
+# Online help
 
-TODO: expand this section
+Miller has several online help mechanisms built in.
 
-Examples:
+## Main help
+
+The front door is `mlr --help` or its synonym `mlr -h`. This leads you to `mlr help topics` with its list of specific areas:
 
 GENMD_RUN_COMMAND
 mlr --help
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr sort --help
+mlr help topics
 GENMD_EOF
+
+GENMD_RUN_COMMAND
+mlr help functions
+GENMD_EOF
+
+Etc.
+
+## Per-verb help
+
+Given the name of a verb (from `mlr -l`) you can invoke it with `--help` or `-h` -- or, use `mlr help verb`:
+
+GENMD_RUN_COMMAND
+mlr cat --help
+GENMD_EOF
+
+GENMD_RUN_COMMAND
+mlr group-like -h
+GENMD_EOF
+
+GENMD_RUN_COMMAND
+mlr help verb sort
+GENMD_EOF
+
+Etc.
+
+## Per-function help
+
+Given the name of a DSL function (from `mlr -f`) you can use `mlr help function` for details:
+
+GENMD_RUN_COMMAND
+mlr help function append
+GENMD_EOF
+
+GENMD_RUN_COMMAND
+mlr help function split
+GENMD_EOF
+
+GENMD_RUN_COMMAND
+mlr help function splita
+GENMD_EOF
+
+Etc.
+
+## REPL help
+
+You can use `:h` or `:help` inside the [REPL](repl.md):
+
+
+GENMD_CARDIFY_HIGHLIGHT_ONE
+$ mlr repl
+Miller v6.0.0-dev REPL for darwin:amd64:go1.16.5
+Pre-release docs for Miller 6: https://johnkerl.org/miller6
+Type ':h' or ':help' for on-line help; ':q' or ':quit' to quit.
+[mlr] :h
+Options:
+:help intro
+:help examples
+:help repl-list
+:help repl-details
+:help prompt
+:help function-names
+:help function-details
+:help {function name}, e.g. :help sec2gmt
+:help {function name}, e.g. :help sec2gmt
+[mlr]
+GENMD_EOF
+
+## Manual page
+
+If you've gotten Miller from a package installer, you should have `man mlr` producing a traditional manual page.
+If not, no worries -- the manual page is a concatenated listing of the same information also available by each of the topics in `mlr help topics`.
diff --git a/docs6/docs/reference-main-overview.md b/docs6/docs/reference-main-overview.md
index 97181dd03..526f8177d 100644
--- a/docs6/docs/reference-main-overview.md
+++ b/docs6/docs/reference-main-overview.md
@@ -1,13 +1,13 @@
 
-# Reference: Miller commands
+# Miller command structure
 
 ## Overview
 
 The outline of an invocation of Miller is
 
 * `mlr`
-* Options controlling input/output formatting, etc. ([Reference: I/O options](reference-main-io-options.md)).
-* One or more verbs (such as `cut`, `sort`, etc.) ([Verbs Reference](reference-verbs.md)) -- chained together using [then](reference-main-then-chaining.md)). You use these to transform your data.
+* Options controlling input/output formatting, etc. (See [I/O options](reference-main-io-options.md)).
+* One or more verbs -- such as `cut`, `sort`, etc. (see [Verbs Reference](reference-verbs.md)) -- chained together using [then](reference-main-then-chaining.md). 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:
@@ -16,9 +16,9 @@ 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
+color  shape    flag k index quantity rate
+red    square   true 2 15    79.2778  0.0130
+yellow triangle true 1 11    43.6498  9.8870
 

 
 Reading from standard input:
@@ -27,9 +27,9 @@ 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
+color  shape    flag k index quantity rate
+red    square   true 2 15    79.2778  0.0130
+yellow triangle true 1 11    43.6498  9.8870
The rest of this reference section gives you full information on each of these parts of the command line. diff --git a/docs6/docs/reference-main-overview.md.in b/docs6/docs/reference-main-overview.md.in index d3031441f..3ad62abfd 100644 --- a/docs6/docs/reference-main-overview.md.in +++ b/docs6/docs/reference-main-overview.md.in @@ -1,12 +1,12 @@ -# Reference: Miller commands +# Miller command structure ## Overview The outline of an invocation of Miller is * `mlr` -* Options controlling input/output formatting, etc. ([Reference: I/O options](reference-main-io-options.md)). -* One or more verbs (such as `cut`, `sort`, etc.) ([Verbs Reference](reference-verbs.md)) -- chained together using [then](reference-main-then-chaining.md)). You use these to transform your data. +* Options controlling input/output formatting, etc. (See [I/O options](reference-main-io-options.md)). +* One or more verbs -- such as `cut`, `sort`, etc. (see [Verbs Reference](reference-verbs.md)) -- chained together using [then](reference-main-then-chaining.md). 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: diff --git a/docs6/docs/reference-main-regular-expressions.md b/docs6/docs/reference-main-regular-expressions.md index 9589bd496..ebe556201 100644 --- a/docs6/docs/reference-main-regular-expressions.md +++ b/docs6/docs/reference-main-regular-expressions.md @@ -1,5 +1,5 @@ -# Reference: regular expressions +# Regular expressions Miller lets you use regular expressions (of type POSIX.2) in the following contexts: @@ -25,8 +25,6 @@ Points demonstrated by the above examples: * 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: 
@@ -68,11 +66,5 @@ Regex captures of the form `\0` through `\9` are supported as
 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`. diff --git a/docs6/docs/reference-main-regular-expressions.md.in b/docs6/docs/reference-main-regular-expressions.md.in index 20442ae29..af2b77f89 100644 --- a/docs6/docs/reference-main-regular-expressions.md.in +++ b/docs6/docs/reference-main-regular-expressions.md.in @@ -1,4 +1,4 @@ -# Reference: regular expressions +# Regular expressions Miller lets you use regular expressions (of type POSIX.2) in the following contexts: @@ -24,8 +24,6 @@ Points demonstrated by the above examples: * 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: GENMD_RUN_COMMAND @@ -58,11 +56,5 @@ GENMD_SHOW_COMMAND mlr put '$a =~ "(..)_(....)' then {... something else ...} then put '$b = "left_\1"; $c = "right_\2"' GENMD_EOF -* Captures are ignored in `filter` for the `=~` and `!=~` operators. For example, there is no mechanism provided to refer to the first `(..)` as `\1` or to the second `(....)` as `\2` in the following filter statement: - -GENMD_CARDIFY -mlr filter '$a =~ "(..)_(....)' -GENMD_EOF - * 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/docs6/docs/reference-main-then-chaining.md b/docs6/docs/reference-main-then-chaining.md index a42fee8ad..9ac95ee99 100644 --- a/docs6/docs/reference-main-then-chaining.md +++ b/docs6/docs/reference-main-then-chaining.md @@ -1,5 +1,5 @@ -# Reference: then-chaining +# Then-chaining In accord with the [Unix philosophy](http://en.wikipedia.org/wiki/Unix_philosophy), you can pipe data into or out of Miller. For example: @@ -22,18 +22,17 @@ Here's a performance comparison: 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 - +real 0m2.321s +user 0m4.878s +sys 0m1.564s % 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 +real 0m2.070s +user 0m2.738s +sys 0m1.259s 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. diff --git a/docs6/docs/reference-main-then-chaining.md.in b/docs6/docs/reference-main-then-chaining.md.in index 296a435a6..9464a2dd5 100644 --- a/docs6/docs/reference-main-then-chaining.md.in +++ b/docs6/docs/reference-main-then-chaining.md.in @@ -1,4 +1,4 @@ -# Reference: then-chaining +# Then-chaining In accord with the [Unix philosophy](http://en.wikipedia.org/wiki/Unix_philosophy), you can pipe data into or out of Miller. For example: diff --git a/docs6/docs/reference-verbs.md b/docs6/docs/reference-verbs.md index 56540001b..fdc7f4cdf 100644 --- a/docs6/docs/reference-verbs.md +++ b/docs6/docs/reference-verbs.md @@ -1,5 +1,5 @@ -# Reference: list of verbs +# List of verbs ## Overview @@ -22,7 +22,7 @@ These fall into categories as follows: * Particularly oriented toward [Record Heterogeneity](record-heterogeneity.md), although all Miller commands can handle heterogeneous records: [group-by](reference-verbs.md#group-by), [group-like](reference-verbs.md#group-like), [having-fields](reference-verbs.md#having-fields). -* These draw from other sources (see also [How Original Is Miller?](originality.md)): [count-distinct](reference-verbs.md#count-distinct) is SQL-ish, and [rename](reference-verbs.md#rename) can be done by `sed` (which does it faster: see [Performance](performance.md). Verbs: [check](reference-verbs.md#check), [count-distinct](reference-verbs.md#count-distinct), [label](reference-verbs.md#label), [merge-fields](reference-verbs.md#merge-fields), [nest](reference-verbs.md#nest), [nothing](reference-verbs.md#nothing), [regularize](reference-verbs.md#regularize), [rename](reference-verbs.md#rename), [reorder](reference-verbs.md#reorder), [reshape](reference-verbs.md#reshape), [seqgen](reference-verbs.md#seqgen). +* These draw from other sources (see also [How Original Is Miller?](originality.md)): [count-distinct](reference-verbs.md#count-distinct) is SQL-ish, and [rename](reference-verbs.md#rename) can be done by `sed` (which does it faster: see [Performance](performance.md)). Verbs: [check](reference-verbs.md#check), [count-distinct](reference-verbs.md#count-distinct), [label](reference-verbs.md#label), [merge-fields](reference-verbs.md#merge-fields), [nest](reference-verbs.md#nest), [nothing](reference-verbs.md#nothing), [regularize](reference-verbs.md#regularize), [rename](reference-verbs.md#rename), [reorder](reference-verbs.md#reorder), [reshape](reference-verbs.md#reshape), [seqgen](reference-verbs.md#seqgen). ## altkv @@ -143,9 +143,8 @@ Options: 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 + 
 mlr --opprint stats1 -a mean,count -f u -g color data/colored-shapes.dkvp
@@ -1221,7 +1220,8 @@ In this example, since the sort is on field `a`, the first step is to group toge
 
 Usage: mlr group-like [options]
-Outputs records in batches having identical field names.Options:
+Outputs records in batches having identical field names.
+Options:
 -h|--help Show this message.
@@ -1321,7 +1321,7 @@ Options: -h|--help Show this message. -Note that `head` is distinct from [top](reference-verbs.md#top) -- `head` shows fields which appear fimd.in the data stream; `top` shows fields which are numerically largest (or smallest). +Note that `head` is distinct from [top](reference-verbs.md#top) -- `head` shows fields which appear first in the data stream; `top` shows fields which are numerically largest (or smallest). 
 mlr --opprint head -n 4 data/medium
@@ -3251,21 +3251,21 @@ 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
+color  shape    flag i      u                    v                   w                   x
+blue   square   1    499872 0.6189062525431605   0.2637962404841453  0.5311465405784674  6.210738209085753
+blue   triangle 0    499880 0.008110504040268474 0.8267274952432482  0.4732962944898885  6.146956761817328
+yellow triangle 0    499955 0.3839424618160777   0.55952913620132    0.5113763011485609  4.307973891915119
+yellow circle   1    499974 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
+color  shape    flag i      u                  v                   w                   x
+yellow triangle 0    499955 0.3839424618160777 0.55952913620132    0.5113763011485609  4.307973891915119
+blue   square   1    499872 0.6189062525431605 0.2637962404841453  0.5311465405784674  6.210738209085753
+yellow circle   1    499974 0.764950884927175  0.25284227383991364 0.49969878539567425 5.013809741826425
## tee @@ -3327,7 +3327,7 @@ Prints the n records with smallest/largest values at specified fields, optionally by category. -Note that `top` is distinct from [head](reference-verbs.md#head) -- `head` shows fields which appear fimd.in the data stream; `top` shows fields which are numerically largest (or smallest). +Note that `top` is distinct from [head](reference-verbs.md#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
diff --git a/docs6/docs/reference-verbs.md.in b/docs6/docs/reference-verbs.md.in
index a1c8cc210..b2fcaf058 100644
--- a/docs6/docs/reference-verbs.md.in
+++ b/docs6/docs/reference-verbs.md.in
@@ -1,4 +1,4 @@
-# Reference: list of verbs
+# List of verbs
 
 ## Overview
 
@@ -17,7 +17,7 @@ These fall into categories as follows:
 
 * Particularly oriented toward [Record Heterogeneity](record-heterogeneity.md), although all Miller commands can handle heterogeneous records: [group-by](reference-verbs.md#group-by), [group-like](reference-verbs.md#group-like), [having-fields](reference-verbs.md#having-fields).
 
-* These draw from other sources (see also [How Original Is Miller?](originality.md)): [count-distinct](reference-verbs.md#count-distinct) is SQL-ish, and [rename](reference-verbs.md#rename) can be done by `sed` (which does it faster: see [Performance](performance.md). Verbs: [check](reference-verbs.md#check), [count-distinct](reference-verbs.md#count-distinct), [label](reference-verbs.md#label), [merge-fields](reference-verbs.md#merge-fields), [nest](reference-verbs.md#nest), [nothing](reference-verbs.md#nothing), [regularize](reference-verbs.md#regularize), [rename](reference-verbs.md#rename), [reorder](reference-verbs.md#reorder), [reshape](reference-verbs.md#reshape), [seqgen](reference-verbs.md#seqgen).
+* These draw from other sources (see also [How Original Is Miller?](originality.md)): [count-distinct](reference-verbs.md#count-distinct) is SQL-ish, and [rename](reference-verbs.md#rename) can be done by `sed` (which does it faster: see [Performance](performance.md)). Verbs: [check](reference-verbs.md#check), [count-distinct](reference-verbs.md#count-distinct), [label](reference-verbs.md#label), [merge-fields](reference-verbs.md#merge-fields), [nest](reference-verbs.md#nest), [nothing](reference-verbs.md#nothing), [regularize](reference-verbs.md#regularize), [rename](reference-verbs.md#rename), [reorder](reference-verbs.md#reorder), [reshape](reference-verbs.md#reshape), [seqgen](reference-verbs.md#seqgen).
 
 ## altkv
 
@@ -67,9 +67,8 @@ GENMD_EOF
 
 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
+
 
 GENMD_CARDIFY_HIGHLIGHT_ONE
 mlr --opprint stats1 -a mean,count -f u -g color data/colored-shapes.dkvp
@@ -445,7 +444,7 @@ GENMD_RUN_COMMAND
 mlr head --help
 GENMD_EOF
 
-Note that `head` is distinct from [top](reference-verbs.md#top) -- `head` shows fields which appear fimd.in the data stream; `top` shows fields which are numerically largest (or smallest).
+Note that `head` is distinct from [top](reference-verbs.md#top) -- `head` shows fields which appear first in the data stream; `top` shows fields which are numerically largest (or smallest).
 
 GENMD_RUN_COMMAND
 mlr --opprint head -n 4 data/medium
@@ -1048,7 +1047,7 @@ GENMD_RUN_COMMAND
 mlr top --help
 GENMD_EOF
 
-Note that `top` is distinct from [head](reference-verbs.md#head) -- `head` shows fields which appear fimd.in the data stream; `top` shows fields which are numerically largest (or smallest).
+Note that `top` is distinct from [head](reference-verbs.md#head) -- `head` shows fields which appear first in the data stream; `top` shows fields which are numerically largest (or smallest).
 
 GENMD_RUN_COMMAND
 mlr --opprint top -n 4 -f x data/medium
diff --git a/docs6/docs/release-docs.md b/docs6/docs/release-docs.md
index 682ff63f5..0aed956bf 100644
--- a/docs6/docs/release-docs.md
+++ b/docs6/docs/release-docs.md
@@ -1,11 +1,13 @@
 
-# Documents by release
+# Documents for previous releases
+
+_Note: Miller 6 is in pre-release. All readthedocs links are for Miller 5 until
+the release of Miller 6 is finalized._
 
 As of September 2020, for 5.9.1 onward, release-specific docs will be handled automatically by [https://miller.readthedocs.io](https://miller.readthedocs.io) whenever a new release is tagged at [https://github.com/johnkerl/miller/releases](https://github.com/johnkerl/miller/releases).
 
-Information here is for documents from before the readthedocs port:
-
-* [Head](https://miller.readthedocs.io)
+* [Miller 6 pre-release](https://johnkerl.org/miller6)
+* [Miller 5 Head](https://miller.readthedocs.io)
 * [Miller 5.9.1](https://johnkerl.org/miller-docs-by-release/5.10.0/)
 * [Miller 5.9.0](https://johnkerl.org//miller-docs-by-release/5.9.0/)
 * [Miller 5.8.0](https://johnkerl.org//miller-docs-by-release/5.8.0/)
diff --git a/docs6/docs/release-docs.md.in b/docs6/docs/release-docs.md.in
index 19d86db44..c257dc602 100644
--- a/docs6/docs/release-docs.md.in
+++ b/docs6/docs/release-docs.md.in
@@ -1,10 +1,12 @@
-# Documents by release
+# Documents for previous releases
+
+_Note: Miller 6 is in pre-release. All readthedocs links are for Miller 5 until
+the release of Miller 6 is finalized._
 
 As of September 2020, for 5.9.1 onward, release-specific docs will be handled automatically by [https://miller.readthedocs.io](https://miller.readthedocs.io) whenever a new release is tagged at [https://github.com/johnkerl/miller/releases](https://github.com/johnkerl/miller/releases).
 
-Information here is for documents from before the readthedocs port:
-
-* [Head](https://miller.readthedocs.io)
+* [Miller 6 pre-release](https://johnkerl.org/miller6)
+* [Miller 5 Head](https://miller.readthedocs.io)
 * [Miller 5.9.1](https://johnkerl.org/miller-docs-by-release/5.10.0/)
 * [Miller 5.9.0](https://johnkerl.org//miller-docs-by-release/5.9.0/)
 * [Miller 5.8.0](https://johnkerl.org//miller-docs-by-release/5.8.0/)
diff --git a/docs6/docs/repl.md b/docs6/docs/repl.md
index 4ebfe6cfa..c265caff2 100644
--- a/docs6/docs/repl.md
+++ b/docs6/docs/repl.md
@@ -3,7 +3,7 @@
 
 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.
+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 [Miller programming language](programming-language.md) without having to provide data from an input file.
 
 
 mlr repl
@@ -28,7 +28,7 @@ Using `put` and `filter`, you can do the following as we've seen above:
 
 
 mlr --icsv --ojson --from example.csv head -n 2 \
-  then put 'begin {print "HELLO"} $z = $x + $y; end {print "GOODBYE"}'
+  then put 'begin {print "HELLO"} $qr = $quantity / $rate; end {print "GOODBYE"}'
 

 
 HELLO
@@ -36,17 +36,21 @@ HELLO
   "color": "yellow",
   "shape": "triangle",
   "flag": true,
+  "k": 1,
   "index": 11,
   "quantity": 43.6498,
-  "rate": 9.8870
+  "rate": 9.8870,
+  "qr": 4.414868008496004
 }
 {
   "color": "red",
   "shape": "square",
   "flag": true,
+  "k": 2,
   "index": 15,
   "quantity": 79.2778,
-  "rate": 0.0130
+  "rate": 0.0130,
+  "qr": 6098.292307692308
 }
 GOODBYE
 

@@ -88,7 +92,7 @@ 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.
+  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.
@@ -159,7 +163,7 @@ Skip until deep into a larger file, then inspect a record:
   "color": "yellow",
   "shape": "circle",
   "flag": 1,
-  "i": 99284,
+  "i": 496422,
   "u": 0.6530503199545348,
   "v": 0.23908588907834516,
   "w": 0.4799125551304738,
diff --git a/docs6/docs/repl.md.in b/docs6/docs/repl.md.in
index b86d21648..9c601a6b0 100644
--- a/docs6/docs/repl.md.in
+++ b/docs6/docs/repl.md.in
@@ -2,7 +2,7 @@
 
 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.
+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 [Miller programming language](programming-language.md) without having to provide data from an input file.
 
 GENMD_CARDIFY_HIGHLIGHT_ONE
 mlr repl
@@ -25,7 +25,7 @@ Using `put` and `filter`, you can do the following as we've seen above:
 
 GENMD_RUN_COMMAND
 mlr --icsv --ojson --from example.csv head -n 2 \
-  then put 'begin {print "HELLO"} $z = $x + $y; end {print "GOODBYE"}'
+  then put 'begin {print "HELLO"} $qr = $quantity / $rate; end {print "GOODBYE"}'
 GENMD_EOF
 
 ## Using Miller with the REPL
@@ -65,7 +65,7 @@ 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.
+  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.
@@ -130,7 +130,7 @@ mlr repl --csv
   "color": "yellow",
   "shape": "circle",
   "flag": 1,
-  "i": 99284,
+  "i": 496422,
   "u": 0.6530503199545348,
   "v": 0.23908588907834516,
   "w": 0.4799125551304738,
diff --git a/docs6/docs/shapes-of-data.md b/docs6/docs/shapes-of-data.md
index b63fdaecb..b08ed73c4 100644
--- a/docs6/docs/shapes-of-data.md
+++ b/docs6/docs/shapes-of-data.md
@@ -15,7 +15,7 @@ Also try `od -xcv` and/or `cat -e` on your file to check for non-printable chara
 
 ## Diagnosing delimiter specifications
 
-Use the `file` command to see if there are CR/LF terminators (in this case, # there are not):
+Use the `file` command to see if there are CR/LF terminators (in this case, there are not):
 
 
 file data/colours.csv 
@@ -24,7 +24,7 @@ Use the `file` command to see if there are CR/LF terminators (in this case, # th
 data/colours.csv: UTF-8 Unicode text
 

 
-Look at the file to find names of fields
+Look at the file to find names of fields:
 
 
 cat data/colours.csv 
@@ -99,7 +99,7 @@ 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).
+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 was originally read from the input file(s).
 
 
 echo x,y,z | mlr --dkvp cat
diff --git a/docs6/docs/shapes-of-data.md.in b/docs6/docs/shapes-of-data.md.in
index b152c5db8..409698469 100644
--- a/docs6/docs/shapes-of-data.md.in
+++ b/docs6/docs/shapes-of-data.md.in
@@ -14,14 +14,14 @@ Also try `od -xcv` and/or `cat -e` on your file to check for non-printable chara
 
 ## Diagnosing delimiter specifications
 
-Use the `file` command to see if there are CR/LF terminators (in this case, # there are not):
+Use the `file` command to see if there are CR/LF terminators (in this case, there are not):
 
 GENMD_CARDIFY_HIGHLIGHT_ONE
 file data/colours.csv 
 data/colours.csv: UTF-8 Unicode text
 GENMD_EOF
 
-Look at the file to find names of fields
+Look at the file to find names of fields:
 
 GENMD_CARDIFY_HIGHLIGHT_ONE
 cat data/colours.csv 
@@ -86,7 +86,7 @@ GENMD_EOF
 
 ## 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).
+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 was originally read from the input file(s).
 
 GENMD_RUN_COMMAND
 echo x,y,z | mlr --dkvp cat
diff --git a/docs6/docs/shell-commands.md b/docs6/docs/shell-commands.md
index ec18bc6aa..4076eac3a 100644
--- a/docs6/docs/shell-commands.md
+++ b/docs6/docs/shell-commands.md
@@ -30,21 +30,20 @@ wye pan 5 0.5732889198020006  0.8636244699032729  {5}
 

 
 
-mlr --opprint put '$o = system("echo -n ".$a."| sha1sum")' data/small
+mlr --opprint put '$o = system("echo -n ".$a."| md5")' 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  -
+pan pan 1 0.3467901443380824  0.7268028627434533  ccc62bbd08bdc21905f4909463ccdf7c
+eks pan 2 0.7586799647899636  0.5221511083334797  585d25a8ff04840f77779eeff61167dc
+wye wye 3 0.20460330576630303 0.33831852551664776 fb6361a373147c163e65ada94719fa16
+eks wye 4 0.38139939387114097 0.13418874328430463 585d25a8ff04840f77779eeff61167dc
+wye pan 5 0.5732889198020006  0.8636244699032729  fb6361a373147c163e65ada94719fa16
 

 
 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
+
 
 
 mlr --opprint put '$t=system("date +%s.%N")' then step -a delta -f t data/small
diff --git a/docs6/docs/shell-commands.md.in b/docs6/docs/shell-commands.md.in
index 39efbfb48..8c9fd521d 100644
--- a/docs6/docs/shell-commands.md.in
+++ b/docs6/docs/shell-commands.md.in
@@ -13,13 +13,12 @@ mlr --opprint put '$o = system("echo {" . NR . "}")' data/small
 GENMD_EOF
 
 GENMD_RUN_COMMAND
-mlr --opprint put '$o = system("echo -n ".$a."| sha1sum")' data/small
+mlr --opprint put '$o = system("echo -n ".$a."| md5")' data/small
 GENMD_EOF
 
 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
+
 
 GENMD_CARDIFY_HIGHLIGHT_ONE
 mlr --opprint put '$t=system("date +%s.%N")' then step -a delta -f t data/small
diff --git a/docs6/docs/special-symbols-and-formatting.md b/docs6/docs/special-symbols-and-formatting.md
index 87d5f7036..851967f2d 100644
--- a/docs6/docs/special-symbols-and-formatting.md
+++ b/docs6/docs/special-symbols-and-formatting.md
@@ -85,7 +85,7 @@ Simply surround the field names with curly braces:
 x.a=3,y:b=4,z/c=5,product.all=60
 

 
-## How can I put single-quotes into strings?
+## 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:
 
@@ -100,7 +100,7 @@ $a = "It's OK, I said, then 'for now'."
 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.
+So: 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:
 
diff --git a/docs6/docs/special-symbols-and-formatting.md.in b/docs6/docs/special-symbols-and-formatting.md.in
index 97fd841a1..d7ca33db0 100644
--- a/docs6/docs/special-symbols-and-formatting.md.in
+++ b/docs6/docs/special-symbols-and-formatting.md.in
@@ -47,7 +47,7 @@ GENMD_RUN_COMMAND
 echo 'x.a=3,y:b=4,z/c=5' | mlr put '${product.all} = ${x.a} * ${y:b} * ${z/c}'
 GENMD_EOF
 
-## How can I put single-quotes into strings?
+## 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:
 
@@ -57,7 +57,7 @@ GENMD_RUN_COMMAND
 echo a=bcd | mlr put -f data/single-quote-example.mlr
 GENMD_EOF
 
-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.
+So: 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:
 
diff --git a/docs6/docs/square.csv b/docs6/docs/square.csv
index 464f52132..122663bfe 100644
--- a/docs6/docs/square.csv
+++ b/docs6/docs/square.csv
@@ -1,5 +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
+color,shape,flag,k,index,quantity,rate
+red,square,true,2,15,79.2778,0.0130
+red,square,false,4,48,77.5542,7.4670
+red,square,false,6,64,77.1991,9.5310
+purple,square,false,10,91,72.3735,8.2430
diff --git a/docs6/docs/then-chaining.md b/docs6/docs/then-chaining.md
index 1e07a9207..01b950338 100644
--- a/docs6/docs/then-chaining.md
+++ b/docs6/docs/then-chaining.md
@@ -22,7 +22,7 @@ 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
+mlr --from data/then-example.csv --c2p count-distinct -f Status,Payment_Type
 

 
 Status  Payment_Type count
@@ -35,9 +35,8 @@ 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
+mlr --from data/then-example.csv --c2p count-distinct -f Status,Payment_Type \
+  then sort -nr count
 

 
 Status  Payment_Type count
@@ -52,8 +51,8 @@ Now if you use `then` to include another verb after that, the columns `Status`,
 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
+mlr --from data/then-example.csv --csv count-distinct -f Status,Payment_Type \
+| mlr --c2p sort -nr count
 

 
 Status  Payment_Type count
@@ -81,7 +80,7 @@ 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
+mlr --from data/small filter '$x > 0.5' then put '$NR = NR'
 

 
 a=eks,b=pan,i=2,x=0.7586799647899636,y=0.5221511083334797,NR=2
diff --git a/docs6/docs/then-chaining.md.in b/docs6/docs/then-chaining.md.in
index e5d00399d..d0fa80d7d 100644
--- a/docs6/docs/then-chaining.md.in
+++ b/docs6/docs/then-chaining.md.in
@@ -13,15 +13,14 @@ GENMD_EOF
 Next, run the first step of your command, omitting anything from the first `then` onward:
 
 GENMD_RUN_COMMAND
-mlr --icsv --opprint count-distinct -f Status,Payment_Type data/then-example.csv
+mlr --from data/then-example.csv --c2p count-distinct -f Status,Payment_Type
 GENMD_EOF
 
 After that, run it with the next `then` step included:
 
 GENMD_RUN_COMMAND
-mlr --icsv --opprint count-distinct -f Status,Payment_Type \
-  then sort -nr count \
-  data/then-example.csv
+mlr --from data/then-example.csv --c2p count-distinct -f Status,Payment_Type \
+  then sort -nr count
 GENMD_EOF
 
 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.
@@ -29,8 +28,8 @@ Now if you use `then` to include another verb after that, the columns `Status`,
 Note, by the way, that you'll get the same results using pipes:
 
 GENMD_RUN_COMMAND
-mlr --csv count-distinct -f Status,Payment_Type data/then-example.csv \
-| mlr --icsv --opprint sort -nr count
+mlr --from data/then-example.csv --csv count-distinct -f Status,Payment_Type \
+| mlr --c2p sort -nr count
 GENMD_EOF
 
 ## NR is not consecutive after then-chaining
@@ -44,7 +43,7 @@ GENMD_EOF
 why don't I see `NR=1` and `NR=2` here??
 
 GENMD_RUN_COMMAND
-mlr filter '$x > 0.5' then put '$NR = NR' data/small
+mlr --from data/small filter '$x > 0.5' then put '$NR = NR'
 GENMD_EOF
 
 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:
@@ -55,7 +54,19 @@ GENMD_EOF
 
 `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:
 
-GENMD_INCLUDE_AND_RUN_ESCAPED(data/dynamic-nr.sh)
+GENMD_RUN_COMMAND
+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
+'
+GENMD_EOF
 
 Or, simply use `mlr cat -n`:
 
diff --git a/docs6/docs/triangle.csv b/docs6/docs/triangle.csv
index b8bc0650d..70bce77e6 100644
--- a/docs6/docs/triangle.csv
+++ b/docs6/docs/triangle.csv
@@ -1,4 +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
+color,shape,flag,k,index,quantity,rate
+yellow,triangle,true,1,11,43.6498,9.8870
+purple,triangle,false,5,51,81.2290,8.5910
+purple,triangle,false,7,65,80.1405,5.8240
diff --git a/docs6/docs/two-pass-algorithms.md b/docs6/docs/two-pass-algorithms.md
index 5e270fae5..4569564b5 100644
--- a/docs6/docs/two-pass-algorithms.md
+++ b/docs6/docs/two-pass-algorithms.md
@@ -3,7 +3,15 @@
 
 ## 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.
+Miller is a streaming record processor; commands are performed once per record.
+(See [here](reference-dsl.md#implicit-loop-over-records-for-main-statements)
+and [here](operating-on-all-records.md) for an introductory discussion.) 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
 
@@ -76,7 +84,16 @@ 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](https://github.com/johnkerl/miller/issues) to get it implemented directly in Go as a Miller verb of its own.)
+Nonetheless,
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables) (which I
+whimsically call *oosvars*),
+[begin/end blocks](reference-main-overview.md), and
+[emit statements](reference-dsl-output-statements.md#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](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.
 
@@ -119,7 +136,8 @@ Similarly, finding the total record count requires first reading through all the
 mlr --opprint --from data/small put -q '
   @records[NR] = $*;
   end {
-    for((I,k),v in @records) {
+    for((Istring,k),v in @records) {
+      int I = int(Istring);
       @records[I]["I"] = I;
       @records[I]["N"] = NR;
       @records[I]["PCT"] = 100*I/NR
@@ -129,12 +147,12 @@ Similarly, finding the total record count requires first reading through all the
 ' 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
+I N PCT a   b   i x                   y
+1 5 20  pan pan 1 0.3467901443380824  0.7268028627434533
+2 5 40  eks pan 2 0.7586799647899636  0.5221511083334797
+3 5 60  wye wye 3 0.20460330576630303 0.33831852551664776
+4 5 80  eks wye 4 0.38139939387114097 0.13418874328430463
+5 5 100 wye pan 5 0.5732889198020006  0.8636244699032729
 

 
 ## Records having max value
@@ -342,6 +360,8 @@ uid2    0.08333333333333333
 
 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.
 
+There is a keystroke-saving verb for this: [unsparsify](reference-verbs.md#unsparsify). Here, we look at how to implement that in the DSL.
+
 For example, suppose you have JSON input like this:
 
 
@@ -448,8 +468,6 @@ a b v u x w
 - - 1 - - 2
 

 
-There is a keystroke-saving verb for this: [unsparsify](reference-verbs.md#unsparsify).
-
 ## Mean without/with oosvars
 
 
diff --git a/docs6/docs/two-pass-algorithms.md.in b/docs6/docs/two-pass-algorithms.md.in
index 889d3f44b..a4112a788 100644
--- a/docs6/docs/two-pass-algorithms.md.in
+++ b/docs6/docs/two-pass-algorithms.md.in
@@ -2,7 +2,15 @@
 
 ## 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.
+Miller is a streaming record processor; commands are performed once per record.
+(See [here](reference-dsl.md#implicit-loop-over-records-for-main-statements)
+and [here](operating-on-all-records.md) for an introductory discussion.) 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
 
@@ -32,7 +40,16 @@ GENMD_INCLUDE_AND_RUN_ESCAPED(oosvar-example-sum-grouped.sh)
 
 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](https://github.com/johnkerl/miller/issues) to get it implemented directly in Go as a Miller verb of its own.)
+Nonetheless,
+[out-of-stream variables](reference-dsl-variables.md#out-of-stream-variables) (which I
+whimsically call *oosvars*),
+[begin/end blocks](reference-main-overview.md), and
+[emit statements](reference-dsl-output-statements.md#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](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.
 
@@ -40,13 +57,43 @@ The following examples compute some things using oosvars which are already compu
 
 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.
 
-GENMD_INCLUDE_AND_RUN_ESCAPED(data/two-pass-percentage.sh)
+GENMD_RUN_COMMAND
+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"
+  }
+'
+GENMD_EOF
 
 ## Line-number ratios
 
 Similarly, finding the total record count requires first reading through all the data:
 
-GENMD_INCLUDE_AND_RUN_ESCAPED(data/two-pass-record-numbers.sh)
+GENMD_RUN_COMMAND
+mlr --opprint --from data/small put -q '
+  @records[NR] = $*;
+  end {
+    for((Istring,k),v in @records) {
+      int I = int(Istring);
+      @records[I]["I"] = I;
+      @records[I]["N"] = NR;
+      @records[I]["PCT"] = 100*I/NR
+    }
+    emit @records,"I"
+  }
+' then reorder -f I,N,PCT
+GENMD_EOF
 
 ## Records having max value
 
@@ -90,6 +137,8 @@ GENMD_EOF
 
 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.
 
+There is a keystroke-saving verb for this: [unsparsify](reference-verbs.md#unsparsify). Here, we look at how to implement that in the DSL.
+
 For example, suppose you have JSON input like this:
 
 GENMD_RUN_COMMAND
@@ -114,8 +163,6 @@ GENMD_RUN_COMMAND
 mlr --ijson --opprint put -q -f data/unsparsify.mlr data/sparse.json
 GENMD_EOF
 
-There is a keystroke-saving verb for this: [unsparsify](reference-verbs.md#unsparsify).
-
 ## Mean without/with oosvars
 
 GENMD_RUN_COMMAND
diff --git a/docs6/docs/why.md b/docs6/docs/why.md
index 6d79a2ea4..2e91a0d13 100644
--- a/docs6/docs/why.md
+++ b/docs6/docs/why.md
@@ -5,11 +5,11 @@ Someone asked me the other day about design, tradeoffs, thought process, why I f
 
 ## 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.
+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 OS X.
 
 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](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?
+So the reason for the [Miller User Survey](https://github.com/johnkerl/miller/discussions/542) is to answer questions such as: 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?
 
@@ -31,13 +31,13 @@ Eighth thing: It's an **awful lot of fun to write**. In my experience I didn't f
 
 ## 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.
+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. Steeper learning curve than a GUI, yes. I consider that price worth paying for the tool-niche which Miller occupies.
 
-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.
+Another tradeoff: supporting lists of records keeps me supporting only what can be expressed in *all* of those formats. For example, `[1,2,3,4,5]` is valid but unmillerable JSON: the list elements are not records.  So Miller can't (and won't) handle arbitrary JSON -- because Miller 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](https://github.com/turicas/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](reference-dsl-variables.md#type-checking) for more information on type-checking.
+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, does scale and 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 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 the [Type-checking page](reference-dsl-variables.md#type-checking) for more information on this.
 
 ## Related tools
 
diff --git a/docs6/docs/why.md.in b/docs6/docs/why.md.in
index 12581f4d8..3c83c39c4 100644
--- a/docs6/docs/why.md.in
+++ b/docs6/docs/why.md.in
@@ -4,11 +4,11 @@ Someone asked me the other day about design, tradeoffs, thought process, why I f
 
 ## 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.
+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 OS X.
 
 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](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?
+So the reason for the [Miller User Survey](https://github.com/johnkerl/miller/discussions/542) is to answer questions such as: 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?
 
@@ -30,13 +30,13 @@ Eighth thing: It's an **awful lot of fun to write**. In my experience I didn't f
 
 ## 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.
+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. Steeper learning curve than a GUI, yes. I consider that price worth paying for the tool-niche which Miller occupies.
 
-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.
+Another tradeoff: supporting lists of records keeps me supporting only what can be expressed in *all* of those formats. For example, `[1,2,3,4,5]` is valid but unmillerable JSON: the list elements are not records.  So Miller can't (and won't) handle arbitrary JSON -- because Miller 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](https://github.com/turicas/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](reference-dsl-variables.md#type-checking) for more information on type-checking.
+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, does scale and 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 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 the [Type-checking page](reference-dsl-variables.md#type-checking) for more information on this.
 
 ## Related tools
 
diff --git a/docs6/docs/x b/docs6/docs/x
deleted file mode 100644
index 7d985e5e0..000000000
--- a/docs6/docs/x
+++ /dev/null
@@ -1 +0,0 @@
-
diff --git a/docs6/mkdocs.yml b/docs6/mkdocs.yml
index 4aaa0e797..d187dff5f 100644
--- a/docs6/mkdocs.yml
+++ b/docs6/mkdocs.yml
@@ -1,4 +1,4 @@
-site_name: Miller Documentation
+site_name: Miller 6 Documentation
 theme:
   name: material
   favicon: images/favicon.ico
@@ -6,6 +6,7 @@ theme:
   font:
     text: Lato
     code: Lato Mono
+extra_css: ['extra.css']
 nav:
   - "Introduction": "index.md"
   - 'Getting started':
@@ -29,6 +30,7 @@ nav:
     - "CSV, with and without headers": "csv-with-and-without-headers.md"
     - "Shapes of data": "shapes-of-data.md"
     - "Operating on all fields": "operating-on-all-fields.md"
+    - "Operating on all records": "operating-on-all-records.md"
     - "Special symbols and formatting": "special-symbols-and-formatting.md"
     - "Dates and times": "dates-and-times.md"
     - "Then-chaining": "then-chaining.md"
@@ -50,34 +52,34 @@ nav:
     - "How original is Miller?": "originality.md"
     - "Performance": "performance.md"
   - 'Reference':
-    - "Reference: Miller commands": "reference-main-overview.md"
-    - "Reference: list of verbs": "reference-verbs.md"
-    - "Reference: I/O options": "reference-main-io-options.md"
-    - "Reference: then-chaining": "reference-main-then-chaining.md"
-    - "Reference: auxiliary commands": "reference-main-auxiliary-commands.md"
-    - "Reference: data types": "reference-main-data-types.md"
-    - "Reference: arrays": "reference-dsl-arrays.md"
-    - "Reference: null data": "reference-main-null-data.md"
-    - "Reference: arithmetic": "reference-main-arithmetic.md"
-    - "Reference: regular expressions": "reference-main-regular-expressions.md"
-    - "Reference: Miller environment variables": "reference-main-env-vars.md"
-    - "Reference: online help": "reference-main-online-help.md"
-  - 'DSL reference':
-    - "DSL reference: overview": "reference-dsl.md"
-    - "DSL reference: syntax": "reference-dsl-syntax.md"
-    - "DSL reference: variables": "reference-dsl-variables.md"
-    - "DSL reference: operators": "reference-dsl-operators.md"
-    - "DSL reference: control structures": "reference-dsl-control-structures.md"
-    - "DSL reference: user-defined functions": "reference-dsl-user-defined-functions.md"
-    - "DSL reference: built-in functions": "reference-dsl-builtin-functions.md"
-    - "DSL reference: output statements": "reference-dsl-output-statements.md"
-    - "DSL reference: unset statements": "reference-dsl-unset-statements.md"
-    - "DSL reference: filter statements": "reference-dsl-filter-statements.md"
-    - "DSL reference: errors and transparency": "reference-dsl-errors.md"
-    - "DSL reference: a note on the complexity of Miller's expression language": "reference-dsl-complexity.md"
-  - 'Misc. reference':
-    - "Manpage": "manpage.md"
-    - "Documents by release": "release-docs.md"
-    - "Installation": "installation.md"
-    - "Building from source": "build.md"
-extra_css: ['extra.css']
+    - 'Main reference':
+      - "Miller command structure": "reference-main-overview.md"
+      - "Then-chaining": "reference-main-then-chaining.md"
+      - "I/O options": "reference-main-io-options.md"
+      - "List of verbs": "reference-verbs.md"
+      - "Data types": "reference-main-data-types.md"
+      - "Arrays": "reference-dsl-arrays.md"
+      - "Null data": "reference-main-null-data.md"
+      - "Arithmetic": "reference-main-arithmetic.md"
+      - "Regular expressions": "reference-main-regular-expressions.md"
+      - "Miller environment variables": "reference-main-env-vars.md"
+      - "Online help": "reference-main-online-help.md"
+      - "Auxiliary commands": "reference-main-auxiliary-commands.md"
+      - "Documents for previous releases": "release-docs.md"
+    - 'DSL reference':
+      - "DSL overview": "reference-dsl.md"
+      - "DSL syntax": "reference-dsl-syntax.md"
+      - "DSL variables": "reference-dsl-variables.md"
+      - "DSL operators": "reference-dsl-operators.md"
+      - "DSL control structures": "reference-dsl-control-structures.md"
+      - "DSL built-in functions": "reference-dsl-builtin-functions.md"
+      - "DSL user-defined functions": "reference-dsl-user-defined-functions.md"
+      - "DSL filter statements": "reference-dsl-filter-statements.md"
+      - "DSL output statements": "reference-dsl-output-statements.md"
+      - "DSL unset statements": "reference-dsl-unset-statements.md"
+      - "DSL errors and transparency": "reference-dsl-errors.md"
+      - "A note on the complexity of Miller's expression language": "reference-dsl-complexity.md"
+    - 'Misc. reference':
+      - "Manual page": "manpage.md"
+      - "Installation": "installation.md"
+      - "Building from source": "build.md"
diff --git a/go/regtest/cases/cli-help/0001/expout b/go/regtest/cases/cli-help/0001/expout
index ecd55bf9b..411be0dd4 100644
--- a/go/regtest/cases/cli-help/0001/expout
+++ b/go/regtest/cases/cli-help/0001/expout
@@ -1,10 +1,12 @@
 ================================================================
+altkv
 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.
 
 ================================================================
+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.
@@ -23,6 +25,7 @@ However you can make them all longer if you so desire.
 -h|--help Show this message.
 
 ================================================================
+bootstrap
 Usage: mlr bootstrap [options]
 Emits an n-sample, with replacement, of the input records.
 See also mlr sample and mlr shuffle.
@@ -32,6 +35,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+cat
 Usage: mlr cat [options]
 Passes input records directly to output. Most useful for format conversion.
 Options:
@@ -41,6 +45,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+check
 Usage: mlr check [options]
 Consumes records without printing any output.
 Useful for doing a well-formatted check on input data.
@@ -48,6 +53,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+clean-whitespace
 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,
@@ -63,6 +69,7 @@ leave off -k as well as -v.
 -h|--help Show this message.
 
 ================================================================
+count-distinct
 Usage: mlr count-distinct [options]
 Prints number of records having distinct values for specified field names.
 Same as uniq -c.
@@ -79,6 +86,7 @@ Options:
               values separately.
 
 ================================================================
+count
 Usage: mlr count [options]
 Prints number of records, optionally grouped by distinct values for specified field names.
 Options:
@@ -88,6 +96,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+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.
@@ -97,6 +106,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+cut
 Usage: mlr cut [options]
 Passes through input records with specified fields included/excluded.
 Options:
@@ -117,6 +127,7 @@ Examples:
   mlr cut -r -f '^status$,"sda[0-9]"i' (this is case-insensitive)
 
 ================================================================
+decimate
 Usage: mlr decimate [options]
 Passes through one of every n records, optionally by category.
 Options:
@@ -127,6 +138,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+fill-down
 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.
@@ -143,12 +155,14 @@ Options:
  -h|--help Show this message.
 
 ================================================================
+fill-empty
 Usage: mlr fill-empty [options]
 Fills empty-string fields with specified fill-value.
 Options:
 -v {string} Fill-value: defaults to "N/A"
 
 ================================================================
+filter
 Usage: mlr filter [options] {DSL expression}
 Options:
 -f {file name} File containing a DSL expression. If the filename is a directory,
@@ -203,6 +217,7 @@ Parser-info options:
    only want to look at parser information.
 
 ================================================================
+flatten
 Usage: mlr flatten [options]
 Flattens multi-level maps to single-level ones. Example: field with name 'a'
 and value '{"b": { "c": 4 }}' becomes name 'a.b.c' and value 4.
@@ -212,6 +227,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+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.
@@ -243,6 +259,7 @@ Options:
                     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.
@@ -265,6 +282,7 @@ Options:
               x=3,x_cumulative_fraction=0.6  and  x=4,x_cumulative_fraction=1.0
 
 ================================================================
+gap
 Usage: mlr gap [options]
 Emits an empty record every n records, or when certain values change.
 Options:
@@ -276,6 +294,7 @@ One of -f or -g is required.
 -h|--help Show this message.
 
 ================================================================
+grep
 Usage: mlr grep [options] {regular expression}
 Passes through records which match the regular expression.
 Options:
@@ -295,16 +314,20 @@ features of system grep, you can do
   "mlr --odkvp ... | grep ... | mlr --idkvp ..."
 
 ================================================================
+group-by
 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.
 
 ================================================================
+group-like
 Usage: mlr group-like [options]
-Outputs records in batches having identical field names.Options:
+Outputs records in batches having identical field names.
+Options:
 -h|--help Show this message.
 
 ================================================================
+having-fields
 Usage: mlr having-fields [options]
 Conditionally passes through records depending on each record's field names.
 Options:
@@ -321,6 +344,7 @@ Examples:
   mlr having-fields --any-matching '"sda[0-9]"i' (this is case-insensitive)
 
 ================================================================
+head
 Usage: mlr head [options]
 Passes through the first n records, optionally by category.
 Options:
@@ -329,6 +353,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+histogram
 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
@@ -341,6 +366,7 @@ Usage: mlr histogram [options]
 -h|--help Show this message.
 
 ================================================================
+json-parse
 Usage: mlr json-parse [options]
 Tries to convert string field values to parsed JSON, e.g. "[1,2,3]" -> [1,2,3].
 Options:
@@ -348,6 +374,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+json-stringify
 Usage: mlr json-stringify [options]
 Produces string field values from field-value data, e.g. [1,2,3] -> "[1,2,3]".
 Options:
@@ -357,6 +384,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+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.
@@ -406,6 +434,7 @@ Please see https://miller.readthedocs.io/en/latest/reference-verbs.html#join for
 including examples.
 
 ================================================================
+label
 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
@@ -416,6 +445,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+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.
@@ -427,6 +457,7 @@ Options:
 See also "mlr most-frequent".
 
 ================================================================
+merge-fields
 Usage: mlr merge-fields [options]
 Computes univariate statistics for each input record, accumulated across
 specified fields.
@@ -472,6 +503,7 @@ Example: mlr merge-fields -a sum,count -c in_,out_
   "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.
@@ -483,6 +515,7 @@ Options:
 See also "mlr least-frequent".
 
 ================================================================
+nest
 Usage: mlr nest [options]
 Explodes specified field values into separate fields/records, or reverses this.
 Options:
@@ -532,6 +565,7 @@ Notes:
 See also mlr reshape.
 
 ================================================================
+nothing
 Usage: mlr nothing [options]
 Drops all input records. Useful for testing, or after tee/print/etc. have
 produced other output.
@@ -539,6 +573,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+put
 Usage: mlr put [options] {DSL expression}
 Options:
 -f {file name} File containing a DSL expression. If the filename is a directory,
@@ -593,17 +628,20 @@ Parser-info options:
    only want to look at parser information.
 
 ================================================================
+regularize
 Usage: mlr regularize [options]
 Outputs records sorted lexically ascending by keys.Options:
 -h|--help Show this message.
 
 ================================================================
+remove-empty-columns
 Usage: mlr remove-empty-columns [options]
 Omits fields which are empty on every input row. Non-streaming.
 Options:
 -h|--help Show this message.
 
 ================================================================
+rename
 Usage: mlr rename [options] {old1,new1,old2,new2,...}
 Renames specified fields.
 Options:
@@ -627,6 +665,7 @@ mlr rename -r 'Date_([0-9]+).*,\1' Rename all such fields to be of the form 2015
 mlr rename -r '"name"i,Name'       Rename "name", "Name", "NAME", etc. to "Name"
 
 ================================================================
+reorder
 Usage: mlr reorder [options]
 Moves specified names to start of record, or end of record.
 Options:
@@ -645,6 +684,7 @@ 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:
@@ -672,6 +712,7 @@ produces:
   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}
@@ -729,6 +770,7 @@ Examples:
 See also mlr nest.
 
 ================================================================
+sample
 Usage: mlr sample [options]
 Reservoir sampling (subsampling without replacement), optionally by category.
 See also mlr bootstrap and mlr shuffle.
@@ -738,6 +780,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+sec2gmtdate
 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.
@@ -747,6 +790,7 @@ is the same as
   ../c/mlr put '$time1=sec2gmtdate($time1);$time2=sec2gmtdate($time2)'
 
 ================================================================
+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
@@ -762,6 +806,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+seqgen
 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
@@ -778,6 +823,7 @@ stop, and step are all integers. Step may be negative. It may not be zero
 unless start == stop.
 
 ================================================================
+shuffle
 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.
@@ -785,6 +831,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+skip-trivial-records
 Usage: mlr skip-trivial-records [options]
 Passes through all records except those with zero fields,
 or those for which all fields have empty value.
@@ -792,6 +839,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+sort
 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
@@ -813,6 +861,7 @@ 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 [options]
 Outputs records sorted lexically ascending by keys.
 Options:
@@ -820,6 +869,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+stats1
 Usage: mlr stats1 [options]
 Computes univariate statistics for one or more given fields, accumulated across
 the input record stream.
@@ -874,6 +924,7 @@ Notes:
 * 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.
@@ -902,6 +953,7 @@ 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:
@@ -941,12 +993,14 @@ https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average
 for more information on EWMA.
 
 ================================================================
+tac
 Usage: mlr tac [options]
 Prints records in reverse order from the order in which they were encountered.
 Options:
 -h|--help Show this message.
 
 ================================================================
+tail
 Usage: mlr tail [options]
 Passes through the last n records, optionally by category.
 Options:
@@ -955,6 +1009,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+tee
 Usage: mlr tee [options] {filename}
 Options:
 -a    Append to existing file, if any, rather than overwriting.
@@ -967,6 +1022,7 @@ is written in JSON format.
 -h|--help Show this message.
 
 ================================================================
+template
 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.
@@ -982,6 +1038,7 @@ Example:
 * Output record is a=1,b=,c=3.
 
 ================================================================
+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.
@@ -996,6 +1053,7 @@ Prints the n records with smallest/largest values at specified fields,
 optionally by category.
 
 ================================================================
+unflatten
 Usage: mlr unflatten [options]
 Reverses flatten. Example: field with name 'a.b.c' and value 4
 becomes name 'a' and value '{"b": { "c": 4 }}'.
@@ -1005,6 +1063,7 @@ Options:
 -h|--help Show this message.
 
 ================================================================
+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.
@@ -1020,6 +1079,7 @@ Options:
               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
diff --git a/go/regtest/input/mand.mlr b/go/regtest/input/mand.mlr
index 9c367b93b..0cd29f40f 100644
--- a/go/regtest/input/mand.mlr
+++ b/go/regtest/input/mand.mlr
@@ -1,73 +1,86 @@
 # 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-.";
-	@verbose   = false;
-
+  # Set defaults. They can be overridden by e.g.
+  #   mlr -n put -e 'begin{@maxits=200}' -f nameofthisfile.mlr
+  # or
+  #   mlr -n put -s maxits=200 -f nameofthisfile.mlr
+  @rcorn     ??= -2.0;
+  @icorn     ??= -2.0;
+  @side      ??=  4.0;
+  @iheight   ??=   50;
+  @iwidth    ??=  100;
+  @maxits    ??=  100;
+  @levelstep ??=    5;
+  @chars     ??= "@X*o-.";
+  @silent    ??= false;
+  @do_julia  ??= false;
+  @jr        ??= 0.0;      # Real part of Julia point, if any
+  @ji        ??= 0.0;      # Imaginary part of Julia point, if any
 }
 
-# Override defaults
-@rcorn     = $rcorn;
-@icorn     = $icorn;
-@side      = $side;
-@iheight   = $iheight;
-@iwidth    = $iwidth;
-@maxits    = $maxits;
-@levelstep = $levelstep;
-@chars     = $chars;
-@verbose   = $verbose;
-
 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;
-	}
+  if (!@silent) {
+    print "RCORN     = ".@rcorn;
+    print "ICORN     = ".@icorn;
+    print "SIDE      = ".@side;
+    print "IHEIGHT   = ".@iheight;
+    print "IWIDTH    = ".@iwidth;
+    print "MAXITS    = ".@maxits;
+    print "LEVELSTEP = ".@levelstep;
+    print "CHARS     = ".@chars;
+  }
 
-	for (int ii = @iheight-1; ii >= 0; ii -= 1) {
-		num ci = @icorn + (ii/@iheight) * @side;
-		for (int ir = 0; ir < @iwidth; ir += 1) {
-			num cr = @rcorn + (ir/@iwidth) * @side;
-			printn get_point_plot(cr, ci, @maxits);
-		}
-		print;
-	}
+  for (int ii = @iheight-1; ii >= 0; ii -= 1) {
+    num ci = @icorn + (ii/@iheight) * @side;
+    for (int ir = 0; ir < @iwidth; ir += 1) {
+      num cr = @rcorn + (ir/@iwidth) * @side;
+      str c = get_point_plot(cr, ci, @maxits, @do_julia, @jr, @ji);
+      if (!@silent) {
+        printn c
+      }
+    }
+    if (!@silent) {
+      print;
+    }
+  }
 }
 
-func get_point_plot(cr, ci, maxits) {
-	num zr = 0.0;
-	num zi = 0.0;
+func get_point_plot(num pr, num pi, int maxits, bool do_julia, num jr, num ji): str {
+  num zr = 0.0;
+  num zi = 0.0;
+  num cr = 0.0;
+  num ci = 0.0;
 
-	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 {
-		int level = (iti // @levelstep) % strlen(@chars);
-		return substr(@chars, level, level);
-	}
+  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 {
+    int level = (iti // @levelstep) % strlen(@chars);
+    return substr(@chars, level, level);
+  }
 }
diff --git a/go/src/auxents/help/entry.go b/go/src/auxents/help/entry.go
index a1d92f69d..955273456 100644
--- a/go/src/auxents/help/entry.go
+++ b/go/src/auxents/help/entry.go
@@ -695,7 +695,7 @@ func listFunctions() {
 	if isatty.IsTerminal(os.Stdout.Fd()) {
 		cst.BuiltinFunctionManagerInstance.ListBuiltinFunctionNamesAsParagraph(os.Stdout)
 	} else {
-		cst.BuiltinFunctionManagerInstance.ListBuiltinFunctionNames(os.Stdout)
+		cst.BuiltinFunctionManagerInstance.ListBuiltinFunctionNamesVertically(os.Stdout)
 	}
 }
 
@@ -704,7 +704,7 @@ func listFunctionsAsParagraph() {
 }
 
 func usageFunctions() {
-	cst.BuiltinFunctionManagerInstance.ListBuiltinFunctionUsages(os.Stdout)
+	cst.BuiltinFunctionManagerInstance.ListBuiltinFunctionUsages()
 }
 
 func helpForFunction(arg string) {
diff --git a/go/src/auxents/repl/prompt.go b/go/src/auxents/repl/prompt.go
index e4155be91..d9677c5b5 100644
--- a/go/src/auxents/repl/prompt.go
+++ b/go/src/auxents/repl/prompt.go
@@ -52,7 +52,7 @@ func (repl *Repl) printStartupBanner() {
 	if repl.inputIsTerminal {
 		fmt.Printf("Miller %s REPL for %s:%s:%s\n", version.STRING, runtime.GOOS, runtime.GOARCH, runtime.Version())
 		fmt.Printf("Pre-release docs for Miller 6: %s\n", lib.DOC_URL)
-		fmt.Printf("Type ':help' for on-line help; ':quit' to quit.\n")
+		fmt.Printf("Type ':h' or ':help' for on-line help; ':q' or ':quit' to quit.\n")
 	}
 }
 
diff --git a/go/src/auxents/repl/verbs.go b/go/src/auxents/repl/verbs.go
index e4786b39a..a80fdc46b 100644
--- a/go/src/auxents/repl/verbs.go
+++ b/go/src/auxents/repl/verbs.go
@@ -860,12 +860,7 @@ func handleHelpSingle(repl *Repl, arg string) {
 	}
 
 	if arg == "function-details" {
-		cst.BuiltinFunctionManagerInstance.ListBuiltinFunctionUsagesDecorated(
-			os.Stdout,
-			func(functionName string) {
-				fmt.Println(colorizer.MaybeColorizeHelp(functionName, true))
-			},
-		)
+		cst.BuiltinFunctionManagerInstance.ListBuiltinFunctionUsages()
 		return
 	}
 
@@ -963,7 +958,7 @@ etc. depending on your platform.`)
 	fmt.Println()
 
 	fmt.Println(colorizer.MaybeColorizeHelp("On-line help:", true))
-	fmt.Println("Type ':help' to see more about your options. In particular, ':help examples'.")
+	fmt.Println("Type ':h' or ':help' to see more about your options. In particular, ':help examples'.")
 }
 
 // ----------------------------------------------------------------
diff --git a/go/src/dsl/cst/builtin_function_manager.go b/go/src/dsl/cst/builtin_function_manager.go
index 543226db3..1162b3dfb 100644
--- a/go/src/dsl/cst/builtin_function_manager.go
+++ b/go/src/dsl/cst/builtin_function_manager.go
@@ -12,6 +12,7 @@ import (
 	"sort"
 	"strings"
 
+	"mlr/src/colorizer"
 	"mlr/src/lib"
 	"mlr/src/types"
 )
@@ -1589,7 +1590,7 @@ func hashifyLookupTable(lookupTable *[]BuiltinFunctionInfo) map[string]*BuiltinF
 }
 
 // ----------------------------------------------------------------
-func (manager *BuiltinFunctionManager) ListBuiltinFunctionNames(o *os.File) {
+func (manager *BuiltinFunctionManager) ListBuiltinFunctionNamesVertically(o *os.File) {
 	for _, builtinFunctionInfo := range *manager.lookupTable {
 		fmt.Fprintln(o, builtinFunctionInfo.name)
 	}
@@ -1605,27 +1606,14 @@ func (manager *BuiltinFunctionManager) ListBuiltinFunctionNamesAsParagraph(o *os
 }
 
 // ----------------------------------------------------------------
-func (manager *BuiltinFunctionManager) ListBuiltinFunctionUsages(o *os.File) {
-	manager.ListBuiltinFunctionUsagesDecorated(
-		o,
-		func(functionName string) { fmt.Print(functionName) }, // no decoration
-	)
-}
-
-// ListBuiltinFunctionUsagesDecorated is like ListBuiltinFunctionUsages but
-// allows the caller to specify a wrapping function around the function names
-// -- capitalization, ANSI color, etc.
-func (manager *BuiltinFunctionManager) ListBuiltinFunctionUsagesDecorated(
-	o *os.File,
-	nameEmitter func(string),
-) {
+func (manager *BuiltinFunctionManager) ListBuiltinFunctionUsages() {
 	for i, builtinFunctionInfo := range *manager.lookupTable {
 		if i > 0 {
-			fmt.Fprintln(o)
+			fmt.Println()
 		}
 		lib.InternalCodingErrorIf(builtinFunctionInfo.help == "")
-		nameEmitter(builtinFunctionInfo.name)
-		fmt.Fprintf(o, "  (class=%s #args=%s) %s\n",
+		fmt.Print(colorizer.MaybeColorizeHelp(builtinFunctionInfo.name, true))
+		fmt.Printf("  (class=%s #args=%s) %s\n",
 			builtinFunctionInfo.class,
 			describeNargs(&builtinFunctionInfo),
 			builtinFunctionInfo.help,
@@ -1642,20 +1630,19 @@ func (manager *BuiltinFunctionManager) ListBuiltinFunctionUsage(functionName str
 func (manager *BuiltinFunctionManager) TryListBuiltinFunctionUsage(functionName string, o *os.File) bool {
 	builtinFunctionInfo := manager.LookUp(functionName)
 	if builtinFunctionInfo == nil {
-		manager.listBuiltinFunctionUsageApproximate(functionName, o)
+		manager.listBuiltinFunctionUsageApproximate(functionName)
 		return false
 	}
-	manager.listBuiltinFunctionUsageExact(builtinFunctionInfo, o)
+	manager.listBuiltinFunctionUsageExact(builtinFunctionInfo)
 	return true
 }
 
 func (manager *BuiltinFunctionManager) listBuiltinFunctionUsageExact(
 	builtinFunctionInfo *BuiltinFunctionInfo,
-	o *os.File,
 ) {
 	lib.InternalCodingErrorIf(builtinFunctionInfo.help == "")
-	fmt.Fprintf(o, "%-s  (class=%s #args=%s) %s\n",
-		builtinFunctionInfo.name,
+	fmt.Printf("%-s  (class=%s #args=%s) %s\n",
+		colorizer.MaybeColorizeHelp(builtinFunctionInfo.name, true),
 		builtinFunctionInfo.class,
 		describeNargs(builtinFunctionInfo),
 		builtinFunctionInfo.help,
@@ -1664,18 +1651,17 @@ func (manager *BuiltinFunctionManager) listBuiltinFunctionUsageExact(
 
 func (manager *BuiltinFunctionManager) listBuiltinFunctionUsageApproximate(
 	text string,
-	o *os.File,
 ) {
-	fmt.Fprintf(o, "No exact match for \"%s\". Inexact matches:\n", text)
+	fmt.Printf("No exact match for \"%s\". Inexact matches:\n", text)
 	found := false
 	for _, builtinFunctionInfo := range *manager.lookupTable {
 		if strings.Contains(builtinFunctionInfo.name, text) {
-			fmt.Fprintf(o, "  %s\n", builtinFunctionInfo.name)
+			fmt.Printf("  %s\n", builtinFunctionInfo.name)
 			found = true
 		}
 	}
 	if !found {
-		fmt.Fprintln(o, "None found.")
+		fmt.Println("None found.")
 	}
 }
 
diff --git a/go/src/dsl/cst/keyword_usage.go b/go/src/dsl/cst/keyword_usage.go
index 64aebd0dc..6147ebd59 100644
--- a/go/src/dsl/cst/keyword_usage.go
+++ b/go/src/dsl/cst/keyword_usage.go
@@ -4,6 +4,7 @@ import (
 	"fmt"
 	"os"
 
+	"mlr/src/colorizer"
 	"mlr/src/lib"
 )
 
@@ -78,6 +79,7 @@ func UsageKeywords() {
 		if i > 0 {
 			fmt.Println()
 		}
+		fmt.Printf("%s: ", colorizer.MaybeColorizeHelp(entry.name, true))
 		entry.usageFunc()
 	}
 }
@@ -91,6 +93,7 @@ func UsageForKeyword(name string) {
 func TryUsageForKeyword(name string) bool {
 	for _, entry := range KEYWORD_USAGE_TABLE {
 		if entry.name == name {
+			fmt.Printf("%s: ", colorizer.MaybeColorizeHelp(entry.name, true))
 			entry.usageFunc()
 			return true
 		}
@@ -117,13 +120,13 @@ func ListKeywordsAsParagraph() {
 // ----------------------------------------------------------------
 func allKeywordUsage() {
 	fmt.Println(
-		`all: used in "emit", "emitp", and "unset" as a synonym for @*`,
+		`used in "emit", "emitp", and "unset" as a synonym for @*`,
 	)
 }
 
 func beginKeywordUsage() {
 	fmt.Println(
-		`begin: defines a block of statements to be executed before input records
+		`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 }'`)
@@ -131,37 +134,37 @@ are ingested. The body statements must be wrapped in curly braces.
 
 func boolKeywordUsage() {
 	fmt.Println(
-		`bool: declares a boolean local variable in the current curly-braced scope.
+		`declares a boolean local variable in the current curly-braced scope.
 Type-checking happens at assignment: 'bool b = 1' is an error.`)
 }
 
 func breakKeywordUsage() {
 	fmt.Println(
-		`break: causes execution to continue after the body of the current for/while/do-while loop.`)
+		`causes execution to continue after the body of the current for/while/do-while loop.`)
 }
 
 func callKeywordUsage() {
 	fmt.Println(
-		`call: used for invoking a user-defined subroutine.
+		`used for invoking a user-defined subroutine.
 
   Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)'`)
 }
 
 func continueKeywordUsage() {
 	fmt.Println(
-		`continue: causes execution to skip the remaining statements in the body of
+		`causes execution to skip the remaining statements in the body of
 the current for/while/do-while loop. For-loop increments are still applied.`)
 }
 
 func doKeywordUsage() {
 	fmt.Println(
-		`do: with "while", introduces a do-while loop. The body statements must be wrapped
+		`with "while", introduces a do-while loop. The body statements must be wrapped
 in curly braces.`)
 }
 
 func dumpKeywordUsage() {
 	fmt.Println(
-		`dump: prints all currently defined out-of-stream variables immediately
+		`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
@@ -182,7 +185,7 @@ the main command line.
 
 func edumpKeywordUsage() {
 	fmt.Println(
-		`edump: prints all currently defined out-of-stream variables immediately
+		`prints all currently defined out-of-stream variables immediately
 to stderr as JSON.
 
   Example: mlr --from f.dat put -q '@v[NR]=$*; end { edump }'`)
@@ -190,19 +193,19 @@ to stderr as JSON.
 
 func elifKeywordUsage() {
 	fmt.Println(
-		`elif: the way Miller spells "else if". The body statements must be wrapped
+		`the way Miller spells "else if". The body statements must be wrapped
 in curly braces.`)
 }
 
 func elseKeywordUsage() {
 	fmt.Println(
-		`else: terminates an if/elif/elif chain. The body statements must be wrapped
+		`terminates an if/elif/elif chain. The body statements must be wrapped
 in curly braces.`)
 }
 
 func emitKeywordUsage() {
 	fmt.Printf(
-		`emit: inserts an out-of-stream variable into the output record stream. Hashmap
+		`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
@@ -236,7 +239,7 @@ Please see %s://johnkerl.org/miller/doc for more information.
 
 func emitfKeywordUsage() {
 	fmt.Printf(
-		`emitf: inserts non-indexed out-of-stream variable(s) side-by-side into the
+		`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
@@ -267,7 +270,7 @@ Please see %s://johnkerl.org/miller/doc for more information.
 
 func emitpKeywordUsage() {
 	fmt.Printf(
-		`emitp: inserts an out-of-stream variable into the output record stream.
+		`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 ":".
 
@@ -300,7 +303,7 @@ Please see %s://johnkerl.org/miller/doc for more information.
 
 func endKeywordUsage() {
 	fmt.Println(
-		`end: defines a block of statements to be executed after input records
+		`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 }'
@@ -309,7 +312,7 @@ are ingested. The body statements must be wrapped in curly braces.
 
 func eprintKeywordUsage() {
 	fmt.Println(
-		`eprint: prints expression immediately to stderr.
+		`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 }'
@@ -318,18 +321,18 @@ func eprintKeywordUsage() {
 
 func eprintnKeywordUsage() {
 	fmt.Println(
-		`eprintn: prints expression immediately to stderr, without trailing newline.
+		`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 ""'`)
 }
 
 func falseKeywordUsage() {
-	fmt.Println(`false: the boolean literal value.`)
+	fmt.Println(`the boolean literal value.`)
 }
 
 func filterKeywordUsage() {
 	fmt.Println(
-		`filter: includes/excludes the record in the output record stream.
+		`includes/excludes the record in the output record stream.
 
   Example: mlr --from f.dat put 'filter (NR == 2 || $x > 5.4)'
 
@@ -342,13 +345,13 @@ without printing the input record:
 
 func floatKeywordUsage() {
 	fmt.Println(
-		`float: declares a floating-point local variable in the current curly-braced scope.
+		`declares a floating-point local variable in the current curly-braced scope.
 Type-checking happens at assignment: 'float x = 0' is an error.`)
 }
 
 func forKeywordUsage() {
 	fmt.Println(
-		`for: defines a for-loop using one of three styles. The body statements must
+		`defines a for-loop using one of three styles. The body statements must
 be wrapped in curly braces.
 For-loop over stream record:
 
@@ -367,43 +370,43 @@ C-style for-loop:
 
 func funcKeywordUsage() {
 	fmt.Println(
-		`func: used for defining a user-defined function.
+		`used for defining a user-defined function.
 
   Example: 'func f(a,b) { return sqrt(a**2+b**2)} $d = f($x, $y)'`)
 }
 
 func ifKeywordUsage() {
 	fmt.Println(
-		`if: starts an if/elif/elif chain. The body statements must be wrapped
+		`starts an if/elif/elif chain. The body statements must be wrapped
 in curly braces.`)
 }
 
 func inKeywordUsage() {
-	fmt.Println(`in: used in for-loops over stream records or out-of-stream variables.`)
+	fmt.Println(`used in for-loops over stream records or out-of-stream variables.`)
 }
 
 func intKeywordUsage() {
 	fmt.Println(
-		`int: declares an integer local variable in the current curly-braced scope.
+		`declares an integer local variable in the current curly-braced scope.
 Type-checking happens at assignment: 'int x = 0.0' is an error.`)
 }
 
 func mapKeywordUsage() {
 	fmt.Println(
-		`map: declares an map-valued local variable in the current curly-braced scope.
+		`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.`)
 }
 
 func numKeywordUsage() {
 	fmt.Println(
-		`num: declares an int/float local variable in the current curly-braced scope.
+		`declares an int/float local variable in the current curly-braced scope.
 Type-checking happens at assignment: 'num b = true' is an error.`)
 }
 
 func printKeywordUsage() {
 	fmt.Println(
-		`print: prints expression immediately to stdout.
+		`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 }'
@@ -412,46 +415,46 @@ func printKeywordUsage() {
 
 func printnKeywordUsage() {
 	fmt.Println(
-		`printn: prints expression immediately to stdout, without trailing newline.
+		`prints expression immediately to stdout, without trailing newline.
 
   Example: mlr --from f.dat put -q 'printn "."; end { print "" }'`)
 }
 
 func returnKeywordUsage() {
 	fmt.Println(
-		`return: specifies the return value from a user-defined function.
+		`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.`)
 }
 
 func stderrKeywordUsage() {
 	fmt.Println(
-		`stderr: Used for tee, emit, emitf, emitp, print, and dump in place of filename
+		`Used for tee, emit, emitf, emitp, print, and dump in place of filename
 to print to standard error.`)
 }
 
 func stdoutKeywordUsage() {
 	fmt.Println(
-		`stdout: Used for tee, emit, emitf, emitp, print, and dump in place of filename
+		`Used for tee, emit, emitf, emitp, print, and dump in place of filename
 to print to standard output.`)
 }
 
 func strKeywordUsage() {
 	fmt.Println(
-		`str: declares a string local variable in the current curly-braced scope.
+		`declares a string local variable in the current curly-braced scope.
 Type-checking happens at assignment.`)
 }
 
 func subrKeywordUsage() {
 	fmt.Println(
-		`subr: used for defining a subroutine.
+		`used for defining a subroutine.
 
   Example: 'subr s(k,v) { print k . " is " . v} call s("a", $a)'`)
 }
 
 func teeKeywordUsage() {
 	fmt.Println(
-		`tee: prints the current record to specified file.
+		`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).
 
@@ -478,12 +481,12 @@ output $*.
 }
 
 func trueKeywordUsage() {
-	fmt.Println(`true: the boolean literal value.`)
+	fmt.Println(`the boolean literal value.`)
 }
 
 func unsetKeywordUsage() {
 	fmt.Println(
-		`unset: clears field(s) from the current record, or an out-of-stream or local variable.
+		`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 $*'
@@ -495,81 +498,81 @@ func unsetKeywordUsage() {
 
 func varKeywordUsage() {
 	fmt.Println(
-		`var: declares an untyped local variable in the current curly-braced scope.
+		`declares an untyped local variable in the current curly-braced scope.
 
   Examples: 'var a=1', 'var xyz=""'`)
 }
 
 func whileKeywordUsage() {
 	fmt.Println(
-		`while: introduces a while loop, or with "do", introduces a do-while loop.
+		`introduces a while loop, or with "do", introduces a do-while loop.
 The body statements must be wrapped in curly braces.`)
 }
 
 func ENVKeywordUsage() {
-	fmt.Println(`ENV: access to environment variables by name, e.g. '$home = ENV["HOME"]'`)
+	fmt.Println(`access to environment variables by name, e.g. '$home = ENV["HOME"]'`)
 }
 
 func FILENAMEKeywordUsage() {
-	fmt.Println(`FILENAME: evaluates to the name of the current file being processed.`)
+	fmt.Println(`evaluates to the name of the current file being processed.`)
 }
 
 func FILENUMKeywordUsage() {
 	fmt.Println(
-		`FILENUM: evaluates to the number of the current file being processed,
+		`evaluates to the number of the current file being processed,
 starting with 1.`)
 }
 
 func FNRKeywordUsage() {
 	fmt.Println(
-		`FNR: evaluates to the number of the current record within the current file
+		`evaluates to the number of the current record within the current file
 being processed, starting with 1. Resets at the start of each file.`)
 }
 
 func IFSKeywordUsage() {
-	fmt.Println(`IFS: evaluates to the input field separator from the command line.`)
+	fmt.Println(`evaluates to the input field separator from the command line.`)
 }
 
 func IPSKeywordUsage() {
-	fmt.Println(`IPS: evaluates to the input pair separator from the command line.`)
+	fmt.Println(`evaluates to the input pair separator from the command line.`)
 }
 
 func IRSKeywordUsage() {
 	fmt.Println(
-		`IRS: evaluates to the input record separator from the command line,
+		`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).`)
 }
 
 func M_EKeywordUsage() {
-	fmt.Println(`M_E: the mathematical constant e.`)
+	fmt.Println(`the mathematical constant e.`)
 }
 
 func M_PIKeywordUsage() {
-	fmt.Println(`M_PI: the mathematical constant pi.`)
+	fmt.Println(`the mathematical constant pi.`)
 }
 
 func NFKeywordUsage() {
-	fmt.Println(`NF: evaluates to the number of fields in the current record.`)
+	fmt.Println(`evaluates to the number of fields in the current record.`)
 }
 
 func NRKeywordUsage() {
 	fmt.Println(
-		`NR: evaluates to the number of the current record over all files
+		`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.`)
 }
 
 func OFSKeywordUsage() {
-	fmt.Println(`OFS: evaluates to the output field separator from the command line.`)
+	fmt.Println(`evaluates to the output field separator from the command line.`)
 }
 
 func OPSKeywordUsage() {
-	fmt.Println(`OPS: evaluates to the output pair separator from the command line.`)
+	fmt.Println(`evaluates to the output pair separator from the command line.`)
 }
 
 func ORSKeywordUsage() {
 	fmt.Println(
-		`ORS: evaluates to the output record separator from the command line,
+		`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/go/src/dsl/cst/root.go b/go/src/dsl/cst/root.go
index 044d3e208..aa6abd347 100644
--- a/go/src/dsl/cst/root.go
+++ b/go/src/dsl/cst/root.go
@@ -102,6 +102,8 @@ func (root *RootNode) IngestAST(
 	return nil
 }
 
+// Resolve is called after IngestAST has been called one or more times.
+// See comments above IngestAST.
 func (root *RootNode) Resolve() error {
 
 	err := root.resolveFunctionCallsites()
diff --git a/go/src/transformers/aaa_transformer_table.go b/go/src/transformers/aaa_transformer_table.go
index 53989bd8a..53ee4de5b 100644
--- a/go/src/transformers/aaa_transformer_table.go
+++ b/go/src/transformers/aaa_transformer_table.go
@@ -4,6 +4,7 @@ import (
 	"fmt"
 	"os"
 
+	"mlr/src/colorizer"
 	"mlr/src/lib"
 )
 
@@ -108,6 +109,7 @@ func UsageVerbs() {
 		}
 		fmt.Printf("%s\n", separator)
 		lib.InternalCodingErrorIf(transformerSetup.UsageFunc == nil)
+		fmt.Println(colorizer.MaybeColorizeHelp(transformerSetup.Verb, true))
 		transformerSetup.UsageFunc(os.Stdout, false, 0)
 	}
 	fmt.Printf("%s\n", separator)
diff --git a/go/src/transformers/group-like.go b/go/src/transformers/group-like.go
index 2c2cdc02e..bfaa8ed63 100644
--- a/go/src/transformers/group-like.go
+++ b/go/src/transformers/group-like.go
@@ -27,9 +27,9 @@ func transformerGroupLikeUsage(
 	exitCode int,
 ) {
 	fmt.Fprintf(o, "Usage: %s %s [options]\n", "mlr", verbNameGroupLike)
-	fmt.Fprint(o, "Outputs records in batches having identical field names.")
-	fmt.Fprintf(o, "Options:\n")
-	fmt.Fprintf(o, "-h|--help Show this message.\n")
+	fmt.Fprintln(o, "Outputs records in batches having identical field names.")
+	fmt.Fprintln(o, "Options:")
+	fmt.Fprintln(o, "-h|--help Show this message.")
 
 	if doExit {
 		os.Exit(exitCode)
diff --git a/go/src/transformers/put-or-filter.go b/go/src/transformers/put-or-filter.go
index c45d430d9..e23b0ba3f 100644
--- a/go/src/transformers/put-or-filter.go
+++ b/go/src/transformers/put-or-filter.go
@@ -159,7 +159,7 @@ func transformerPutOrFilterParseCLI(
 			fmt.Fprintf(os.Stderr, "%s %s: cannot load DSL expression from \"%s\": ",
 				"mlr", verb, filename)
 			fmt.Println(err)
-			return nil
+			os.Exit(1)
 		}
 		dslStrings = append(dslStrings, theseDSLStrings...)
 	}
@@ -183,7 +183,7 @@ func transformerPutOrFilterParseCLI(
 				fmt.Fprintf(os.Stderr, "%s %s: cannot load DSL expression from file \"%s\": ",
 					"mlr", verb, filename)
 				fmt.Println(err)
-				return nil
+				os.Exit(1)
 			}
 			dslStrings = append(dslStrings, theseDSLStrings...)
 			haveDSLStringsHere = true
diff --git a/go/src/types/mlrval_functions_mathlib.go b/go/src/types/mlrval_functions_mathlib.go
index 87b4ba0fe..5cd57d3ee 100644
--- a/go/src/types/mlrval_functions_mathlib.go
+++ b/go/src/types/mlrval_functions_mathlib.go
@@ -66,7 +66,14 @@ func MlrvalTanh(input1 *Mlrval) *Mlrval     { return mudispo[input1.mvtype](inpu
 // https://johnkerl.org/miller6/reference-main-arithmetic.html
 
 func pow_f_ii(input1, input2 *Mlrval) *Mlrval {
-	return MlrvalPointerFromFloat64(math.Pow(float64(input1.intval), float64(input2.intval)))
+	foutput := math.Pow(float64(input1.intval), float64(input2.intval))
+	ioutput := int(foutput)
+	// Int raised to int power should be float if it can be (i.e. unless overflow)
+	if float64(ioutput) == foutput {
+		return MlrvalPointerFromInt(ioutput)
+	} else {
+		return MlrvalPointerFromFloat64(foutput)
+	}
 }
 func pow_f_if(input1, input2 *Mlrval) *Mlrval {
 	return MlrvalPointerFromFloat64(math.Pow(float64(input1.intval), input2.floatval))
diff --git a/go/todo.txt b/go/todo.txt
index ebb30363a..7bcc03da6 100644
--- a/go/todo.txt
+++ b/go/todo.txt
@@ -1,19 +1,49 @@
 ================================================================
 TOP OF LIST:
 
+* doc6 proofreads
+* 'explicit r' issue 297: code, UT, doc
+
 * shell-commands.html; while-read
 * memory/streaming page
 
 * I/O redirects * fmtnum * localtime * stats1 -r/--fr *
 * --nr-progress-mod * mlr -k * json comment-handling *
 * cli-audits * doc6 * survey * check issues * regtest pendings *
-* survey email followups/discussion-post *
+* survey followups/discussion-post *
+
+* PD wtf !
+
+* GOMAXPROCS env-override, else default 8 with comment
+
+----------------------------------------------------------------
+indexing bug:
+
+  μεταμόρφωσις: x=[1,2,3,4,5]
+  μεταμόρφωσις: x[:2]
+  [1, 2]
+  μεταμόρφωσις: x[2:]
+  [2, 3, 4, 5]
+
+----------------------------------------------------------------
+implicit r:
+* double-check end of reference-main-data-types.md.in
 
 ----------------------------------------------------------------
 docs:
 w discussion re docs6 ...
 * single cheatsheet page -- put out RFH?
 
+* note somewhere (maybe 'what's new in miller6' and/or to-be-written survey review):
+  o miller was first of all a tool for myself, and anyone else who might find it useful
+  o since then it's been driven by feature requests -- people have great ideas and they get built
+  o a key finding of the survey, though -- as well as various social-media references to miller --
+    is "deserves to be better-known", "how have I not heard of this tool?", etc.
+    So for Miller6, while several new features and improvements have been added
+    by request at the code level, an equally strong effort has been put into
+    human factors such as usability, improved documentation, improved on-line
+    help, lower barrier to entry for developers, etc.
+
 * abbrevations: https://squidfunk.github.io/mkdocs-material/reference/abbreviations/#configuration
   admonitions:  https://squidfunk.github.io/mkdocs-material/reference/admonitions/#usage
   content tabs: https://squidfunk.github.io/mkdocs-material/reference/content-tabs/#usage
@@ -26,13 +56,17 @@ w discussion re docs6 ...
 * csv -> csv/tsv throughout
 
 ----------------------------------------------------------------
-DOC6
+memory/streaming page
 
-* all sorts of line-wraps in command-blocks
+* https://github.com/johnkerl/miller/issues/587
+
+----------------------------------------------------------------
+DOC6
 
 * colored-shapes.dkvp -> csv; also mkdat2
 * data/small -> csv throughout. and/or just use example.csv
 * quicklinks -- ?
+* vim syntax highlighting for .mlr files -- highlight this somewhere
 
 * shell-commands.html
   while-read example issue
@@ -103,8 +137,20 @@ w survey
 ----------------------------------------------------------------
 BLOCKERS
 
+* bug:
+  μεταμόρφωσις: z[1].x
+  0.3467901443380824
+  μεταμόρφωσις: z[2].x
+  0.7586799647899636
+  μεταμόρφωσις: z[1]["x"] + z[2]["x"]
+  1.105470109128046
+  μεταμόρφωσις: z[1].x + z[2].x
+  (absent)
+
 * finish stats1 -r
 
+* what about -I mixed with .gzin -- ?
+
 * regtest:
   o convert regtest/cases-pending-windows
   o convert regtest/cases-pending-go-port
@@ -151,6 +197,8 @@ BLOCKERS
 ================================================================
 NON-BLOCKERS
 
+* parquet -- ?
+
 * case auxfiles: cat them too
 
 * uniqify-field-names in record-readers -- which issue?
@@ -394,6 +442,9 @@ i https://en.wikipedia.org/wiki/Delimiter#Delimiter_collision
 * "mlr" -> os.Args[0] throughout the codebase
 * emitx later: 'emit([a,b,c],d,e,f)' for SR-conflict issues
 
+* repl set i/o flags @ cli w/o restart -- ?
+* genmds multi-line something something for autogen of repl examples -- ?
+
 * go doc ...
   o export GOPATH=$(pwd); go doc types.Mlrval
   o go get golang.org/x/tools/cmd/godoc
@@ -506,6 +557,8 @@ i https://en.wikipedia.org/wiki/Delimiter#Delimiter_collision
   o keep current syntax for backward compatibility
   o but encourage use of this
 
+* put -T -- ?
+
 ----------------------------------------------------------------
 DOC6:
 
diff --git a/go/tools/recolor b/go/tools/recolor
new file mode 100755
index 000000000..8b7abc812
--- /dev/null
+++ b/go/tools/recolor
@@ -0,0 +1,3 @@
+#!/bin/bash
+
+cat "$@" | grep -v no.such | lumin -c red -wi ^fail | lumin -c green -wi ^pass
diff --git a/go/u/mand.mlr b/go/u/mand.mlr
deleted file mode 100644
index c44c6fc76..000000000
--- a/go/u/mand.mlr
+++ /dev/null
@@ -1,66 +0,0 @@
-# Mandelbrot set generator: simple example of Miller DSL as programming language.
-begin {
-  # Set defaults
-  @rcorn     ??= -2.0;
-  @icorn     ??= -2.0;
-  @side      ??= 4.0;
-  @iheight   ??=  500;
-  @iwidth    ??= 1000;
-  @maxits    ??=  100;
-  @levelstep ??=    5;
-  @chars     ??= "@X*o-.";
-  @silent    ??= false;
-}
-
-end {
-  if (!@silent) {
-    print "RCORN     = ".@rcorn;
-    print "ICORN     = ".@icorn;
-    print "SIDE      = ".@side;
-    print "IHEIGHT   = ".@iheight;
-    print "IWIDTH    = ".@iwidth;
-    print "MAXITS    = ".@maxits;
-    print "LEVELSTEP = ".@levelstep;
-    print "CHARS     = ".@chars;
-  }
-
-  for (int ii = @iheight-1; ii >= 0; ii -= 1) {
-    num ci = @icorn + (ii/@iheight) * @side;
-    for (int ir = 0; ir < @iwidth; ir += 1) {
-      num cr = @rcorn + (ir/@iwidth) * @side;
-      str c = get_point_plot(cr, ci, @maxits);
-      if (!@silent) {
-        printn c
-      }
-    }
-    if (!@silent) {
-      print;
-    }
-  }
-}
-
-func get_point_plot(cr, ci, maxits): str {
-  num zr = 0.0;
-  num zi = 0.0;
-
-  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 {
-    int level = (iti // @levelstep) % strlen(@chars);
-    return substr(@chars, level, level);
-  }
-}