[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-5072":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":25,"hasPages":25,"topics":26,"createdAt":10,"pushedAt":10,"updatedAt":46,"readmeContent":47,"aiSummary":48,"trendingCount":16,"starSnapshotCount":16,"syncStatus":49,"lastSyncTime":50,"discoverSource":51},5072,"miller","johnkerl\u002Fmiller","johnkerl","Miller is like awk, sed, cut, join, and sort for name-indexed data such as CSV, TSV, and tabular JSON","https:\u002F\u002Fmiller.readthedocs.io",null,"Go",9908,236,61,103,0,3,14,49,12,81.02,"Other",false,"main",true,[27,28,29,30,31,32,33,34,35,36,37,38,5,39,40,41,42,43,44,45],"command-line","command-line-tools","csv","csv-format","data-cleaning","data-processing","data-reduction","data-regression","devops","devops-tools","json","json-data","statistical-analysis","statistics","streaming-algorithms","streaming-data","tabular-data","tsv","unix-toolkit","2026-06-12 04:00:24","# What is Miller?\n\n**Miller is like awk, sed, cut, join, and sort for data formats such as CSV, TSV, JSON, JSON Lines, and positionally-indexed.**\n\n# What can Miller do for me?\n\nWith Miller, you get to use named fields without needing to count positional\nindices, using familiar formats such as CSV, TSV, JSON, JSON Lines, and\npositionally-indexed.  Then, on the fly, you can add new fields which are\nfunctions of existing fields, drop fields, sort, aggregate statistically,\npretty-print, and more.\n\n![cover-art](.\u002Fdocs\u002Fsrc\u002Fcoverart\u002Fcover-combined.png)\n\n* Miller operates on **key-value-pair data** while the familiar\nUnix tools operate on integer-indexed fields: if the natural data structure for\nthe latter is the array, then Miller's natural data structure is the\ninsertion-ordered hash map.\n\n* Miller handles a **variety of data formats**,\nincluding but not limited to the familiar **CSV**, **TSV**, and **JSON**\u002F**JSON Lines**.\n(Miller can handle **positionally-indexed data** too!)\n\nIn the above image you can see how Miller embraces the common themes of\nkey-value-pair data in a variety of data formats.\n\n# Getting started\n\n[![deepwiki](https:\u002F\u002Fdeepwiki.com\u002Fbadge.svg)](https:\u002F\u002Fdeepwiki.com\u002Fjohnkerl\u002Fmiller)\n\n* [Miller in 10 minutes](https:\u002F\u002Fmiller.readthedocs.io\u002Fen\u002Flatest\u002F10min)\n* [A Guide To Command-Line Data Manipulation](https:\u002F\u002Fwww.smashingmagazine.com\u002F2022\u002F12\u002Fguide-command-line-data-manipulation-cli-miller)\n* [A quick tutorial on Miller](https:\u002F\u002Fwww.ict4g.net\u002Fadolfo\u002Fnotes\u002Fdata-analysis\u002Fmiller-quick-tutorial.html)\n* [Miller Exercises](https:\u002F\u002Fgithub.com\u002FGuilloteauQ\u002Fmiller-exercises)\n* [Tools to manipulate CSV files from the Command Line](https:\u002F\u002Fwww.ict4g.net\u002Fadolfo\u002Fnotes\u002Fdata-analysis\u002Ftools-to-manipulate-csv.html)\n* [www.togaware.com\u002Flinux\u002Fsurvivor\u002FCSV_Files.html](https:\u002F\u002Fwww.togaware.com\u002Flinux\u002Fsurvivor\u002FCSV_Files.html)\n* [MLR for CSV manipulation](https:\u002F\u002Fguillim.github.io\u002Fterminal\u002F2018\u002F06\u002F19\u002FMLR-for-CSV-manipulation.html)\n* [Linux Magazine: Process structured text files with Miller](https:\u002F\u002Fwww.linux-magazine.com\u002FIssues\u002F2016\u002F187\u002FMiller)\n* [Miller: Command Line CSV File Processing](https:\u002F\u002Fonepointzero.app\u002Fposts\u002Fmiller-command-line-csv-file-processing\u002F)\n* [Miller - A Swiss Army Chainsaw for CSV Data, Data Science and Data Munging](https:\u002F\u002Ffuzzyblog.io\u002Fblog\u002Fdata_science\u002F2022\u002F05\u002F13\u002Fmiller-a-swiss-army-chainsaw-for-csv-data-data-science-and-data-munging.html)\n* [Pandas Killer: mlr, the Scientist](https:\u002F\u002Fxvzftube.xyz\u002Fposts\u002Fpandas_killers\u002F#mlr%3A-the-scientist)\n\n# More documentation links\n\n* [**Full documentation**](https:\u002F\u002Fmiller.readthedocs.io\u002F)\n* [Miller's license is two-clause BSD](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fblob\u002Fmain\u002FLICENSE.txt)\n* [Notes about issue-labeling in the Github repo](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fwiki\u002FIssue-labeling)\n* [Active issues](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fissues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc)\n\n# Installing\nThere's a good chance you can get Miller pre-built for your system:\n[![Ubuntu](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-ubuntu-db4923.svg)](https:\u002F\u002Flaunchpad.net\u002Fubuntu\u002F+source\u002Fmiller)\n[![Ubuntu 16.04 LTS](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-ubuntu1604lts-db4923.svg)](https:\u002F\u002Flaunchpad.net\u002Fubuntu\u002Fxenial\u002F+package\u002Fmiller)\n[![Fedora](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-fedora-173b70.svg)](https:\u002F\u002Fpackages.fedoraproject.org\u002Fpkgs\u002Fmiller\u002Fmiller\u002F)\n[![Debian](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-debian-c70036.svg)](https:\u002F\u002Fpackages.debian.org\u002Fstable\u002Fmiller)\n[![Gentoo](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-gentoo-4e4371.svg)](https:\u002F\u002Fpackages.gentoo.org\u002Fpackages\u002Fsys-apps\u002Fmiller)\n[![Pro-Linux](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-prolinux-3a679d.svg)](http:\u002F\u002Fwww.pro-linux.de\u002Fcgi-bin\u002FDBApp\u002Fcheck.cgi?ShowApp..20427.100)\n[![Arch Linux](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-archlinux-1792d0.svg)](https:\u002F\u002Faur.archlinux.org\u002Fpackages\u002Fmiller-git)\n[![NetBSD](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-netbsd-f26711.svg)](http:\u002F\u002Fpkgsrc.se\u002Ftextproc\u002Fmiller)\n[![FreeBSD](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-freebsd-8c0707.svg)](https:\u002F\u002Fwww.freshports.org\u002Ftextproc\u002Fmiller\u002F)\n[![Anaconda](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-anaconda-63ad41.svg)](https:\u002F\u002Fanaconda.org\u002Fconda-forge\u002Fmiller\u002F)\n[![Snap](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-snap-d85f33.svg)](https:\u002F\u002Fsnapcraft.io\u002Fmiller)\n[![Homebrew\u002FMacOSX](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-homebrew-ba832b.svg)](https:\u002F\u002Fformulae.brew.sh\u002Fformula\u002Fmiller)\n[![MacPorts\u002FMacOSX](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-macports-1376ec.svg)](https:\u002F\u002Fwww.macports.org\u002Fports.php?by=name&substr=miller)\n[![Chocolatey](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-chocolatey-red.svg)](https:\u002F\u002Fchocolatey.org\u002Fpackages\u002Fmiller)\n[![WinGet](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fdistros-winget-392f55.svg)](https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fwinget-pkgs\u002Ftree\u002Fmaster\u002Fmanifests\u002Fm\u002FMiller\u002FMiller)\n\n|OS|Installation command|\n|---|---|\n|Linux|`yum install miller`\u003Cbr\u002F> `apt-get install miller`\u003Cbr\u002F> `snap install miller`|\n|Mac|`brew install miller`\u003Cbr\u002F>`port install miller`|\n|Windows|`choco install miller`\u003Cbr\u002F>`winget install Miller.Miller`\u003Cbr\u002F>`scoop install main\u002Fmiller`|\n\nSee also [README-versions.md](.\u002FREADME-versions.md) for a full list of package versions. Note that long-term-support (LtS) releases will likely be on older versions.\n\nSee also [building from source](https:\u002F\u002Fmiller.readthedocs.io\u002Fen\u002Flatest\u002Fbuild.html).\n\n# Community\n\n[![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjohnkerl\u002Fmiller.svg?label=GitHub%20stars)](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fstargazers)\n[![Homebrew downloads](https:\u002F\u002Fbadges.weareopensource.me:\u002Fhomebrew\u002Finstalls\u002Fdy\u002Fmiller?label=Homebrew%20downloads)](https:\u002F\u002Fformulae.brew.sh\u002Fformula\u002Fmiller)\n[![Conda downloads](https:\u002F\u002Fanaconda.org\u002Fconda-forge\u002Fmiller\u002Fbadges\u002Fdownloads.svg?label=Conda%20downloads)](https:\u002F\u002Fanaconda.org\u002Fconda-forge\u002Fmiller)\n\u003C!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->\n[![All Contributors](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fall_contributors-41-orange.svg?style=flat-square)](#contributors-)\n\u003C!-- ALL-CONTRIBUTORS-BADGE:END -->\n\n* Discussion forum: https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fdiscussions\n* Feature requests \u002F bug reports: https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fissues\n* How to contribute: [https:\u002F\u002Fmiller.readthedocs.io\u002Fen\u002Flatest\u002Fcontributing\u002F](https:\u002F\u002Fmiller.readthedocs.io\u002Fen\u002Flatest\u002Fcontributing\u002F)\n\n# Build status\n\n[![Multi-platform build status](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Fgo.yml\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Fgo.yml)\n[![CodeQL status](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Fcodeql-analysis.yml\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Fcodeql-analysis.yml)\n[![Codespell status](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Fcodespell.yml\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Fcodespell.yml)\n[![🧪 Snap Builds](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Ftest-snap-can-build.yml\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Ftest-snap-can-build.yml)\n\u003C!--\n[![Release status](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Frelease.yml\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Factions\u002Fworkflows\u002Frelease.yml)\n-->\n\n# Building from source\n\n* First:\n  * `cd \u002Fwhere\u002Fyou\u002Fwant\u002Fto\u002Fput\u002Fthe\u002Fsource`\n  * `git clone https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller`\n  * `cd miller`\n* With `make`:\n  * To build: `make`. This takes just a few seconds and produces the Miller executable, which is `.\u002Fmlr` (or `.\\mlr.exe` on Windows).\n  * To run tests: `make check`.\n  * To install: `make install`. This installs the executable `\u002Fusr\u002Flocal\u002Fbin\u002Fmlr` and manual page `\u002Fusr\u002Flocal\u002Fshare\u002Fman\u002Fman1\u002Fmlr.1` (so you can do `man mlr`).\n  * You can do `.\u002Fconfigure --prefix=\u002Fsome\u002Finstall\u002Fpath` before `make install` if you want to install somewhere other than `\u002Fusr\u002Flocal`.\n* Without `make`:\n  * To build: `go build github.com\u002Fjohnkerl\u002Fmiller\u002Fv6\u002Fcmd\u002Fmlr`.\n  * To run tests: `go test github.com\u002Fjohnkerl\u002Fmiller\u002Fv6\u002Fpkg\u002F...` and `mlr regtest`.\n  * To install: `go install github.com\u002Fjohnkerl\u002Fmiller\u002Fv6\u002Fcmd\u002Fmlr@latest` will install to _GOPATH_`\u002Fbin\u002Fmlr`.\n* See also the doc page on [building from source](https:\u002F\u002Fmiller.readthedocs.io\u002Fen\u002Flatest\u002Fbuild).\n* For more developer information please see [README-dev.md](.\u002FREADME-dev.md).\n\n# For developers\n\n* [README-dev.md](README-dev.md)\n* [How to contribute](https:\u002F\u002Fmiller.readthedocs.io\u002Fen\u002Flatest\u002Fcontributing\u002F)\n\n# License\n\n[License: BSD2](https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fblob\u002Fmain\u002FLICENSE.txt)\n\n# Features\n\n* Miller is **multi-purpose**: it's useful for **data cleaning**,\n**data reduction**, **statistical reporting**, **devops**, **system\nadministration**, **log-file processing**, **format conversion**, and\n**database-query post-processing**.\n\n* You can use Miller to snarf and munge **log-file data**, including selecting\nout relevant substreams, then produce CSV format and load that into\nall-in-memory\u002Fdata-frame utilities for further statistical and\u002For graphical\nprocessing.\n\n* Miller complements **data-analysis tools** such as **R**, **pandas**, etc.:\nyou can use Miller to **clean** and **prepare** your data. While you can do\n**basic statistics** entirely in Miller, its streaming-data feature and\nsingle-pass algorithms enable you to **reduce very large data sets**.\n\n* Miller complements SQL **databases**: you can slice, dice, and reformat data\non the client side on its way into or out of a database. You can also reap some\nof the benefits of databases for quick, setup-free one-off tasks when you just\nneed to query some data in disk files in a hurry.\n\n* Miller also goes beyond the classic Unix tools by stepping fully into our\nmodern, **no-SQL** world: its essential record-heterogeneity property allows\nMiller to operate on data where records with different schema (field names) are\ninterleaved.\n\n* Miller is **streaming**: most operations need only a single record in\nmemory at a time, rather than ingesting all input before producing any output.\nFor those operations which require deeper retention (`sort`, `tac`, `stats1`),\nMiller retains only as much data as needed. This means that whenever\nfunctionally possible, you can operate on files which are larger than your\nsystem’s available RAM, and you can use Miller in **tail -f** contexts.\n\n* Miller is **pipe-friendly** and interoperates with the Unix toolkit.\n\n* Miller's I\u002FO formats include **tabular pretty-printing**, **positionally\n  indexed** (Unix-toolkit style), CSV, TSV, JSON, JSON Lines, and others.\n\n* Miller does **conversion** between formats.\n\n* Miller's **processing is format-aware**: e.g. CSV `sort` and `tac` keep header lines first.\n\n* Miller has high-throughput **performance** on par with the Unix toolkit.\n\n* Miller is written in portable, modern Go, with **zero runtime dependencies**.\nYou can download or compile a single binary, `scp` it to a faraway machine,\nand expect it to work.\n\n# What people are saying about Miller\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">Today I discovered Miller—it's like jq but for CSV: \u003Ca href=\"https:\u002F\u002Ft.co\u002Fpn5Ni241KM\">https:\u002F\u002Ft.co\u002Fpn5Ni241KM\u003C\u002Fa>\u003Cbr>\u003Cbr>Also, "Miller complements data-analysis tools such as R, pandas, etc.: you can use Miller to clean and prepare your data." \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002FGreatBlueC?ref_src=twsrc%5Etfw\">@GreatBlueC\u003C\u002Fa> \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fnfmcclure?ref_src=twsrc%5Etfw\">@nfmcclure\u003C\u002Fa>\u003C\u002Fp>— Adrien Trouillaud (@adrienjt) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fadrienjt\u002Fstatus\u002F1308963056592891904?ref_src=twsrc%5Etfw\">September 24, 2020\u003C\u002Fa>\u003C\u002Fblockquote>\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">Underappreciated swiss-army command-line chainsaw.\u003Cbr>\u003Cbr>"Miller is like awk, sed, cut, join, and sort for [...] CSV, TSV, and [...] JSON." \u003Ca href=\"https:\u002F\u002Ft.co\u002FTrQqSUK3KK\">https:\u002F\u002Ft.co\u002FTrQqSUK3KK\u003C\u002Fa>\u003C\u002Fp>— Dirk Eddelbuettel (@eddelbuettel) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Feddelbuettel\u002Fstatus\u002F836555980771061760?ref_src=twsrc%5Etfw\">February 28, 2017\u003C\u002Fa>\u003C\u002Fblockquote>\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">Miller looks like a great command line tool for working with CSV data. Sed, awk, cut, join all rolled into one: \u003Ca href=\"http:\u002F\u002Ft.co\u002F9BBb6VCZ6Y\">http:\u002F\u002Ft.co\u002F9BBb6VCZ6Y\u003C\u002Fa>\u003C\u002Fp>— Mike Loukides (@mikeloukides) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fmikeloukides\u002Fstatus\u002F632885317389950976?ref_src=twsrc%5Etfw\">August 16, 2015\u003C\u002Fa>\u003C\u002Fblockquote>\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">Miller is like sed, awk, cut, join, and sort for name-indexed data such as CSV: \u003Ca href=\"http:\u002F\u002Ft.co\u002F1zPbfg6B2W\">http:\u002F\u002Ft.co\u002F1zPbfg6B2W\u003C\u002Fa> - handy tool!\u003C\u002Fp>— Ilya Grigorik (@igrigorik) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Figrigorik\u002Fstatus\u002F635134857283153920?ref_src=twsrc%5Etfw\">August 22, 2015\u003C\u002Fa>\u003C\u002Fblockquote>\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">Btw, I think Miller is the best CLI tool to deal with CSV. I used to use this when I need to preprocess too big CSVs to load into R (now we have vroom, so such cases might be rare, though...)\u003Ca href=\"https:\u002F\u002Ft.co\u002FkUjrSSGJoT\">https:\u002F\u002Ft.co\u002FkUjrSSGJoT\u003C\u002Fa>\u003C\u002Fp>— Hiroaki Yutani (@yutannihilat_en) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fyutannihilat_en\u002Fstatus\u002F1252392795676934144?ref_src=twsrc%5Etfw\">April 21, 2020\u003C\u002Fa>\u003C\u002Fblockquote>\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">Miller: a *format-aware* data munging tool By \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002F__jo_ker__?ref_src=twsrc%5Etfw\">@__jo_ker__\u003C\u002Fa> to overcome limitations with *line-aware* workshorses like awk, sed et al \u003Ca href=\"https:\u002F\u002Ft.co\u002FLCyPkhYvt9\">https:\u002F\u002Ft.co\u002FLCyPkhYvt9\u003C\u002Fa>\u003Cbr>\u003Cbr>The project website is a fantastic example of good software documentation!!\u003C\u002Fp>— Donny Daniel (@dnnydnl) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fdnnydnl\u002Fstatus\u002F1038883999391932416?ref_src=twsrc%5Etfw\">September 9, 2018\u003C\u002Fa>\u003C\u002Fblockquote>\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">Holy holly data swiss army knife batman! How did no one suggest Miller \u003Ca href=\"https:\u002F\u002Ft.co\u002FJGQpmRAZLv\">https:\u002F\u002Ft.co\u002FJGQpmRAZLv\u003C\u002Fa> for solving database cleaning \u002F ETL issues to me before \u003Cbr>\u003Cbr>Congrats to \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002F__jo_ker__?ref_src=twsrc%5Etfw\">@__jo_ker__\u003C\u002Fa> for amazingly intuitive tool for critical data management tasks!\u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fhashtag\u002FDataScienceandLaw?src=hash&ref_src=twsrc%5Etfw\">#DataScienceandLaw\u003C\u002Fa> \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fhashtag\u002FComputationalLaw?src=hash&ref_src=twsrc%5Etfw\">#ComputationalLaw\u003C\u002Fa>\u003C\u002Fp>— James Miller (@japanlawprof) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fjapanlawprof\u002Fstatus\u002F1006547451409518597?ref_src=twsrc%5Etfw\">June 12, 2018\u003C\u002Fa>\u003C\u002Fblockquote>\n\n\u003Cblockquote class=\"twitter-tweet\">\u003Cp lang=\"en\" dir=\"ltr\">🤯\u003Ca href=\"https:\u002F\u002Ftwitter.com\u002F__jo_ker__?ref_src=twsrc%5Etfw\">@__jo_ker__\u003C\u002Fa>'s Miller easily reads, transforms, + writes all sorts of tabular data. It's standalone, fast, and built for streaming data (operating on one line at a time, so you can work on files larger than memory).\u003Cbr>\u003Cbr>And the docs are dream. I've been reading them all morning! \u003Ca href=\"https:\u002F\u002Ft.co\u002FBe2pGPZK6t\">https:\u002F\u002Ft.co\u002FBe2pGPZK6t\u003C\u002Fa>\u003C\u002Fp>— Benjamin Wolfe (he\u002Fhim) (@BenjaminWolfe) \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002FBenjaminWolfe\u002Fstatus\u002F1435966268499128324?ref_src=twsrc%5Etfw\">September 9, 2021\u003C\u002Fa>\u003C\u002Fblockquote>\n\n## Contributors ✨\n\nThanks to all the fine people who help make Miller better ([emoji key](https:\u002F\u002Fallcontributors.org\u002Fdocs\u002Fen\u002Femoji-key)):\n\n\u003C!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->\n\u003C!-- prettier-ignore-start -->\n\u003C!-- markdownlint-disable -->\n\u003Ctable>\n  \u003Ctr>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Faborruso\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F30607?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Andrea Borruso\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-aborruso\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa> \u003Ca href=\"#design-aborruso\" title=\"Design\">🎨\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fsjackman.ca\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F291551?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Shaun Jackman\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-sjackman\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"http:\u002F\u002Fwww.fredtrotter.com\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F83133?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Fred Trotter\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-ftrotter\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa> \u003Ca href=\"#design-ftrotter\" title=\"Design\">🎨\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FKomosa\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F10688154?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>komosa\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-Komosa\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjungle-boogie\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1111743?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>jungle-boogie\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-jungle-boogie\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002F0-wiz-0\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F2221844?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Thomas Klausner\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#infra-0-wiz-0\" title=\"Infrastructure (Hosting, Build-Tools, etc)\">🚇\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fskitt\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F2128935?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Stephen Kitt\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-skitt\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd align=\"center\">\u003Ca href=\"http:\u002F\u002Fleahneukirchen.org\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F139?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Leah Neukirchen\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-leahneukirchen\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Flgbaldoni\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1450716?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Luigi Baldoni\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-lgbaldoni\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fyutani.rbind.io\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1978793?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Hiroaki Yutani\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-yutannihilation\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002F3e.org\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F41439?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Daniel M. Drucker\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-dmd\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FNikosAlexandris\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F7046639?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Nikos Alexandris\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-NikosAlexandris\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fkundeng\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F89032?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>kundeng\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-kundeng\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"http:\u002F\u002Fvictorsergienko.com\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F151199?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Victor Sergienko\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-singalen\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fgromgit\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F215702?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Adrian Ho\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#design-gromgit\" title=\"Design\">🎨\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FZachp\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1316442?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>zachp\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-Zachp\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fdsel.net\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F921669?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>David Selassie\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-davidselassie\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"http:\u002F\u002Fwww.joelparkerhenderson.com\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F27145?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Joel Parker Henderson\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-joelparkerhenderson\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fdivtiply\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F5359679?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Michel Ace\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-divtiply\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"http:\u002F\u002Ffuco1.github.io\u002Fsitemap.html\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F2664959?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Matus Goljer\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-Fuco1\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fterorie\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F21371810?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Richard Patel\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-terorie\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fblog.kub1x.org\u002F\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1833840?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jakub Podlaha\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#design-kub1x\" title=\"Design\">🎨\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgoo.gl\u002FZGZynx\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F85767?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Miodrag Milić\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-majkinetor\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fderekmahar\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F6047?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Derek Mahar\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-derekmahar\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fspmundi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F38196185?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>spmundi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-spmundi\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fkoernepr\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F24551942?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Peter Körner\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#security-koernepr\" title=\"Security\">🛡️\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FrubyFeedback\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F46686565?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>rubyFeedback\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-rubyFeedback\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Frbolsius\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F2106964?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>rbolsius\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-rbolsius\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fawildturtok\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1553491?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>awildturtok\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-awildturtok\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fagguser\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1206106?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>agguser\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-agguser\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjganong\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F2783890?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>jganong\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-jganong\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Ffulvio-scapin\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F69568?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Fulvio Scapin\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-trantor\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Ftorbiak\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F109347?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jordan Torbiak\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-torbiak\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAndy1978\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F240064?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Andreas Weber\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-Andy1978\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fvapniks\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F174330?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>vapniks\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-vapniks\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002F89z\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F73562167?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Zombo\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-89z\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FBEFH\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F3386600?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Brian Fulton-Howard\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#platform-BEFH\" title=\"Packaging\u002Fporting to new platform\">📦\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FChCyrill\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F2165604?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>ChCyrill\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"#ideas-ChCyrill\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjauderho\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F13562?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jauder Ho\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fcommits?author=jauderho\" title=\"Code\">💻\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fpsacawa\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F21274063?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Paweł Sacawa\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fissues?q=author%3Apsacawa\" title=\"Bug reports\">🐛\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fschragge\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F4294278?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>schragge\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fcommits?author=schragge\" title=\"Documentation\">📖\u003C\u002Fa>\u003C\u002Ftd>\n    \u003Ctd align=\"center\">\u003Ca href=\"https:\u002F\u002Fgithub.com\u002FPoshi\">\u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1780510?v=4?s=50\" width=\"50px;\" alt=\"\"\u002F>\u003Cbr \u002F>\u003Csub>\u003Cb>Jordi\u003C\u002Fb>\u003C\u002Fsub>\u003C\u002Fa>\u003Cbr \u002F>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fcommits?author=Poshi\" title=\"Documentation\">📖\u003C\u002Fa> \u003Ca href=\"#ideas-Poshi\" title=\"Ideas, Planning, & Feedback\">🤔\u003C\u002Fa>\u003C\u002Ftd>\n  \u003C\u002Ftr>\n\u003C\u002Ftable>\n\n\u003C!-- markdownlint-restore -->\n\u003C!-- prettier-ignore-end -->\n\n\u003C!-- ALL-CONTRIBUTORS-LIST:END -->\n\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fjohnkerl\u002Fmiller\u002Fgraphs\u002Fcontributors\">\n  \u003Cimg src=\"https:\u002F\u002Fcontributors-img.web.app\u002Fimage?repo=johnkerl\u002Fmiller\" \u002F>\n\u003C\u002Fa>\n\nThis project follows the [all-contributors](https:\u002F\u002Fgithub.com\u002Fall-contributors\u002Fall-contributors) specification. Contributions of any kind are welcome!\n","Miller 是一个用于处理CSV、TSV和JSON等格式的键值对数据的强大命令行工具。它提供了类似awk、sed、cut、join和sort的功能，支持通过字段名而不是位置索引来操作数据，能够动态添加新字段、删除字段、排序、统计聚合及美化输出等功能。该工具以Go语言编写，具有高效的数据处理能力，并且可以处理多种数据格式。适用于需要进行复杂文本数据处理与分析的场景，如数据清洗、转换以及统计分析等任务。",2,"2026-06-11 03:02:24","top_language"]