jlevy / the-art-of-command-line

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https://github.com/jlevy/the-art-of-command-line

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Master the command line, in one page

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The Art of Command Line

Meta
Basics
Everyday use
Processing files and data
System debugging
One-liners
Obscure but useful
OS X only
Windows only
More resources
Disclaimer

$curl -s 'https://raw.githubusercontent.com/jlevy/the-art-of-command-line/master/README.md' | egrep -o '`\w+`' | tr -d '`' | cowsay -W50$

Fluency on the command line is a skill often neglected or considered arcane, but it improves your flexibility and productivity as an engineer in both obvious and subtle ways. This is a selection of notes and tips on using the command-line that we've found useful when working on Linux. Some tips are elementary, and some are fairly specific, sophisticated, or obscure. This page is not long, but if you can use and recall all the items here, you know a lot.

This work is the result of many authors and translators. Some of this originally appeared on Quora, but it has since moved to GitHub, where people more talented than the original author have made numerous improvements. Please contribute if you see an error or something that could be better!

Basics

Learn basic Bash. Actually, type man bash and at least skim the whole thing; it's pretty easy to follow and not that long. Alternate shells can be nice, but Bash is powerful and always available (learning only zsh, fish, etc., while tempting on your own laptop, restricts you in many situations, such as using existing servers).
Learn at least one text-based editor well. Ideally Vim (vi), as there's really no competition for random editing in a terminal (even if you use Emacs, a big IDE, or a modern hipster editor most of the time).
Know how to read documentation with man (for the inquisitive, man man lists the section numbers, e.g. 1 is "regular" commands, 5 is files/conventions, and 8 are for administration). Find man pages with apropos. Know that some commands are not executables, but Bash builtins, and that you can get help on them with help and help -d. You can find out whether a command is an executable, shell builtin or an alias by using type command.
Learn about redirection of output and input using > and < and pipes using |. Know > overwrites the output file and >> appends. Learn about stdout and stderr.
Learn about file glob expansion with * (and perhaps ? and [...]) and quoting and the difference between double " and single ' quotes. (See more on variable expansion below.)
Be familiar with Bash job management: &, ctrl-z, ctrl-c, jobs, fg, bg, kill, etc.
Know ssh, and the basics of passwordless authentication, via ssh-agent, ssh-add, etc.
Basic file management: ls and ls -l (in particular, learn what every column in ls -l means), less, head, tail and tail -f (or even better, less +F), ln and ln -s (learn the differences and advantages of hard versus soft links), chown, chmod, du (for a quick summary of disk usage: du -hs *). For filesystem management, df, mount, fdisk, mkfs, lsblk. Learn what an inode is (ls -i or df -i).
Basic network management: ip or ifconfig, dig.
Learn and use a version control management system, such as git.
Know regular expressions well, and the various flags to grep/egrep. The -i, -o, -v, -A, -B, and -C options are worth knowing.
Learn to use apt-get, yum, dnf or pacman (depending on distro) to find and install packages. And make sure you have pip to install Python-based command-line tools (a few below are easiest to install via pip).

Everyday use

In Bash, use Tab to complete arguments or list all available commands and ctrl-r to search through command history (after pressing, type to search, press ctrl-r repeatedly to cycle through more matches, press Enter to execute the found command, or hit the right arrow to put the result in the current line to allow editing).
In Bash, use ctrl-w to delete the last word, and ctrl-u to delete all the way back to the start of the line. Use alt-b and alt-f to move by word, ctrl-a to move cursor to beginning of line, ctrl-e to move cursor to end of line, ctrl-k to kill to the end of the line, ctrl-l to clear the screen. See man readline for all the default keybindings in Bash. There are a lot. For example alt-. cycles through previous arguments, and alt-* expands a glob.
Alternatively, if you love vi-style key-bindings, use set -o vi (and set -o emacs to put it back).
For editing long commands, after setting your editor (for example export EDITOR=vim), ctrl-x ctrl-e will open the current command in an editor for multi-line editing. Or in vi style, escape-v.
To see recent commands, use history. Follow with !n (where n is the command number) to execute again. There are also many abbreviations you can use, the most useful probably being !$ for last argument and !! for last command (see "HISTORY EXPANSION" in the man page). However, these are often easily replaced with ctrl-r and alt-..
Go to your home directory with cd. Access files relative to your home directory with the ~ prefix (e.g. ~/.bashrc). In sh scripts refer to the home directory as $HOME.
To go back to the previous working directory: cd -.
If you are halfway through typing a command but change your mind, hit alt-# to add a # at the beginning and enter it as a comment (or use ctrl-a, #, enter). You can then return to it later via command history.
Use xargs (or parallel). It's very powerful. Note you can control how many items execute per line (-L) as well as parallelism (-P). If you're not sure if it'll do the right thing, use xargs echo first. Also, -I{} is handy. Examples:

      find . -name '*.py' | xargs grep some_function
      cat hosts | xargs -I{} ssh root@{} hostname

pstree -p is a helpful display of the process tree.
Use pgrep and pkill to find or signal processes by name (-f is helpful).
Know the various signals you can send processes. For example, to suspend a process, use kill -STOP [pid]. For the full list, see man 7 signal
Use nohup or disown if you want a background process to keep running forever.
Check what processes are listening via netstat -lntp or ss -plat (for TCP; add -u for UDP).
See also lsof for open sockets and files.
See uptime or w to know the how long the system has been running.
Use alias to create shortcuts for commonly used commands. For example, alias ll='ls -latr' creates a new alias ll.
Save aliases, shell settings, and functions you commonly use in ~/.bashrc, and arrange for login shells to source it. This will make your setup available in all your shell sessions.
Put the settings of environment variables as well as commands that should be executed when you login in ~/.bash_profile. Separate configuration will be needed for shells you launch from graphical environment logins and cron jobs.
Synchronize your configuration files (e.g. .bashrc and .bash_profile) among various computers with Git.
Understand that care is needed when variables and filenames include whitespace. Surround your Bash variables with quotes, e.g. "$FOO". Prefer the -0 or -print0 options to enable null characters to delimit filenames, e.g. locate -0 pattern | xargs -0 ls -al or find / -print0 -type d | xargs -0 ls -al. To iterate on filenames containing whitespace in a for loop, set your IFS to be a newline only using IFS=$'\n'.
In Bash scripts, use set -x (or the variant set -v, which logs raw input, including unexpanded variables and comments) for debugging output. Use strict modes unless you have a good reason not to: Use set -e to abort on errors (nonzero exit code). Use set -u to detect unset variable usages. Consider set -o pipefail too, to on errors within pipes, too (though read up on it more if you do, as this topic is a bit subtle). For more involved scripts, also use trap on EXIT or ERR. A useful habit is to start a script like this, which will make it detect and abort on common errors and print a message:

      set -euo pipefail
      trap "echo 'error: Script failed: see failed command above'" ERR

In Bash scripts, subshells (written with parentheses) are convenient ways to group commands. A common example is to temporarily move to a different working directory, e.g.

      # do something in current dir
      (cd /some/other/dir && other-command)
      # continue in original dir

In Bash, note there are lots of kinds of variable expansion. Checking a variable exists: ${name:?error message}. For example, if a Bash script requires a single argument, just write input_file=${1:?usage: $0 input_file}. Arithmetic expansion: i=$(( (i + 1) % 5 )). Sequences: {1..10}. Trimming of strings: ${var%suffix} and ${var#prefix}. For example if var=foo.pdf, then echo ${var%.pdf}.txt prints foo.txt.
Brace expansion using {...} can reduce having to re-type similar text and automate combinations of items. This is helpful in examples like mv foo.{txt,pdf} some-dir (which moves both files), cp somefile{,.bak} (which expands to cp somefile somefile.bak) or mkdir -p test-{a,b,c}/subtest-{1,2,3} (which expands all possible combinations and creates a directory tree).
The output of a command can be treated like a file via <(some command). For example, compare local /etc/hosts with a remote one:

      diff /etc/hosts <(ssh somehost cat /etc/hosts)

Know about "here documents" in Bash, as in cat <<EOF ....
In Bash, redirect both standard output and standard error via: some-command >logfile 2>&1 or some-command &>logfile. Often, to ensure a command does not leave an open file handle to standard input, tying it to the terminal you are in, it is also good practice to add </dev/null.
Use man ascii for a good ASCII table, with hex and decimal values. For general encoding info, man unicode, man utf-8, and man latin1 are helpful.
Use screen or tmux to multiplex the screen, especially useful on remote ssh sessions and to detach and re-attach to a session. byobu can enhance screen or tmux providing more information and easier management. A more minimal alternative for session persistence only is dtach.
In ssh, knowing how to port tunnel with -L or -D (and occasionally -R) is useful, e.g. to access web sites from a remote server.
It can be useful to make a few optimizations to your ssh configuration; for example, this ~/.ssh/config contains settings to avoid dropped connections in certain network environments, uses compression (which is helpful with scp over low-bandwidth connections), and multiplex channels to the same server with a local control file:

      TCPKeepAlive=yes
      ServerAliveInterval=15
      ServerAliveCountMax=6
      Compression=yes
      ControlMaster auto
      ControlPath /tmp/%r@%h:%p
      ControlPersist yes

A few other options relevant to ssh are security sensitive and should be enabled with care, e.g. per subnet or host or in trusted networks: StrictHostKeyChecking=no, ForwardAgent=yes
Consider mosh an alternative to ssh that uses UDP, avoiding dropped connections and adding convenience on the road (requires server-side setup).
To get the permissions on a file in octal form, which is useful for system configuration but not available in ls and easy to bungle, use something like

      stat -c '%A %a %n' /etc/timezone

For interactive selection of values from the output of another command, use percol or fzf.
For interaction with files based on the output of another command (like git), use fpp (PathPicker).
For a simple web server for all files in the current directory (and subdirs), available to anyone on your network, use: python -m SimpleHTTPServer 7777 (for port 7777 and Python 2) and python -m http.server 7777 (for port 7777 and Python 3).
For running a command with privileges, use sudo (for root) or sudo -u (for another user). Use su or sudo bash to actually run a shell as that user. Use su - to simulate a fresh login as root or another user.
Know about the 128K limit on command lines. This "Argument list too long" error is common when wildcard matching large numbers of files. (When this happens alternatives like find and xargs may help.)
For a basic calculator (and of course access to Python in general), use the python interpreter. For example,

>>> 2+3
5

Processing files and data

To locate a file by name in the current directory, find . -iname '*something*' (or similar). To find a file anywhere by name, use locate something (but bear in mind updatedb may not have indexed recently created files).
For general searching through source or data files (more advanced than grep -r), use ag.
To convert HTML to text: lynx -dump -stdin
For Markdown, HTML, and all kinds of document conversion, try pandoc.
If you must handle XML, xmlstarlet is old but good.
For JSON, use jq.
For YAML, use shyaml.
For Excel or CSV files, csvkit provides in2csv, csvcut, csvjoin, csvgrep, etc.
For Amazon S3, s3cmd is convenient and s4cmd is faster. Amazon's aws and the improved saws are essential for other AWS-related tasks.
Know about sort and uniq, including uniq's -u and -d options -- see one-liners below. See also comm.
Know about cut, paste, and join to manipulate text files. Many people use cut but forget about join.
Know about wc to count newlines (-l), characters (-m), words (-w) and bytes (-c).
Know about tee to copy from stdin to a file and also to stdout, as in ls -al | tee file.txt.
For more complex calculations, including grouping, reversing fields, and statistical calculations, consider datamash.
Know that locale affects a lot of command line tools in subtle ways, including sorting order (collation) and performance. Most Linux installations will set LANG or other locale variables to a local setting like US English. But be aware sorting will change if you change locale. And know i18n routines can make sort or other commands run many times slower. In some situations (such as the set operations or uniqueness operations below) you can safely ignore slow i18n routines entirely and use traditional byte-based sort order, using export LC_ALL=C.
You can set a specific command's environment by prefixing its invocation with the environment variable settings, as in TZ=Pacific/Fiji date.
Know basic awk and sed for simple data munging. For example, summing all numbers in the third column of a text file: awk '{ x += $3 } END { print x }'. This is probably 3X faster and 3X shorter than equivalent Python.
To replace all occurrences of a string in place, in one or more files:

      perl -pi.bak -e 's/old-string/new-string/g' my-files-*.txt

To rename multiple files and/or search and replace within files, try repren. (In some cases the rename command also allows multiple renames, but be careful as its functionality is not the same on all Linux distributions.)

      # Full rename of filenames, directories, and contents foo -> bar:
      repren --full --preserve-case --from foo --to bar .
      # Recover backup files whatever.bak -> whatever:
      repren --renames --from '(.*)\.bak' --to '\1' *.bak
      # Same as above, using rename, if available:
      rename 's/\.bak$//' *.bak

As the man page says, rsync really is a fast and extraordinarily versatile file copying tool. It's known for synchronizing between machines but is equally useful locally. When security restrictions allow, using rsync instead of scp allows recovery of a transfer without restarting from scratch. It also is among the fastest ways to delete large numbers of files:

mkdir empty && rsync -r --delete empty/ some-dir && rmdir some-dir

Use shuf to shuffle or select random lines from a file.
Know sort's options. For numbers, use -n, or -h for handling human-readable numbers (e.g. from du -h). Know how keys work (-t and -k). In particular, watch out that you need to write -k1,1 to sort by only the first field; -k1 means sort according to the whole line. Stable sort (sort -s) can be useful. For example, to sort first by field 2, then secondarily by field 1, you can use sort -k1,1 | sort -s -k2,2.
If you ever need to write a tab literal in a command line in Bash (e.g. for the -t argument to sort), press ctrl-v [Tab] or write $'\t' (the latter is better as you can copy/paste it).
The standard tools for patching source code are diff and patch. See also diffstat for summary statistics of a diff and sdiff for a side-by-side diff. Note diff -r works for entire directories. Use diff -r tree1 tree2 | diffstat for a summary of changes. Use vimdiff to compare and edit files.
For binary files, use hd, hexdump or xxd for simple hex dumps and bvi or biew for binary editing.
Also for binary files, strings (plus grep, etc.) lets you find bits of text.
For binary diffs (delta compression), use xdelta3.
To convert text encodings, try iconv. Or uconv for more advanced use; it supports some advanced Unicode things. For example, this command lowercases and removes all accents (by expanding and dropping them):

      uconv -f utf-8 -t utf-8 -x '::Any-Lower; ::Any-NFD; [:Nonspacing Mark:] >; ::Any-NFC; ' < input.txt > output.txt

To split files into pieces, see split (to split by size) and csplit (to split by a pattern).
To manipulate date and time expressions, use dateadd, datediff, strptime etc. from dateutils.
Use zless, zmore, zcat, and zgrep to operate on compressed files.
File attributes are settable via chattr and offer a lower-level alternative to file permissions. For example, to protect against accidental file deletion the immutable flag: sudo chattr +i /critical/directory/or/file
Use getfacl and setfacl to save and restore file permissions. For example:

   getfacl -R /some/path > permissions.txt
   setfacl --restore=permissions.txt

System debugging

For web debugging, curl and curl -I are handy, or their wget equivalents, or the more modern httpie.
To know current cpu/disk status, the classic tools are top (or the better htop), iostat, and iotop. Use iostat -mxz 15 for basic CPU and detailed per-partition disk stats and performance insight.
For network connection details, use netstat and ss.
For a quick overview of what's happening on a system, dstat is especially useful. For broadest overview with details, use glances.
To know memory status, run and understand the output of free and vmstat. In particular, be aware the "cached" value is memory held by the Linux kernel as file cache, so effectively counts toward the "free" value.
Java system debugging is a different kettle of fish, but a simple trick on Oracle's and some other JVMs is that you can run kill -3 <pid> and a full stack trace and heap summary (including generational garbage collection details, which can be highly informative) will be dumped to stderr/logs. The JDK's jps, jstat, jstack, jmap are useful. SJK tools are more advanced.
Use mtr as a better traceroute, to identify network issues.
For looking at why a disk is full, ncdu saves time over the usual commands like du -sh *.
To find which socket or process is using bandwidth, try iftop or nethogs.
The ab tool (comes with Apache) is helpful for quick-and-dirty checking of web server performance. For more complex load testing, try siege.
For more serious network debugging, wireshark, tshark, or ngrep.
Know about strace and ltrace. These can be helpful if a program is failing, hanging, or crashing, and you don't know why, or if you want to get a general idea of performance. Note the profiling option (-c), and the ability to attach to a running process (-p).
Know about ldd to check shared libraries etc.
Know how to connect to a running process with gdb and get its stack traces.
Use /proc. It's amazingly helpful sometimes when debugging live problems. Examples: /proc/cpuinfo, /proc/meminfo, /proc/cmdline, /proc/xxx/cwd, /proc/xxx/exe, /proc/xxx/fd/, /proc/xxx/smaps (where xxx is the process id or pid).
When debugging why something went wrong in the past, sar can be very helpful. It shows historic statistics on CPU, memory, network, etc.
For deeper systems and performance analyses, look at stap (SystemTap), perf, and sysdig.
Check what OS you're on with uname or uname -a (general Unix/kernel info) or lsb_release -a (Linux distro info).
Use dmesg whenever something's acting really funny (it could be hardware or driver issues).
If you delete a file and it doesn't free up expected disk space as reported by du, check whether the file is in use by a process: lsof | grep deleted | grep "filename-of-my-big-file"

One-liners

A few examples of piecing together commands:

It is remarkably helpful sometimes that you can do set intersection, union, and difference of text files via sort/uniq. Suppose a and b are text files that are already uniqued. This is fast, and works on files of arbitrary size, up to many gigabytes. (Sort is not limited by memory, though you may need to use the -T option if /tmp is on a small root partition.) See also the note about LC_ALL above and sort's -u option (left out for clarity below).

      cat a b | sort | uniq > c   # c is a union b
      cat a b | sort | uniq -d > c   # c is a intersect b
      cat a b b | sort | uniq -u > c   # c is set difference a - b

Use grep . * to quickly examine the contents of all files in a directory (so each line is paired with the filename), or head -100 * (so each file has a heading). This can be useful for directories filled with config settings like those in /sys, /proc, /etc.
Summing all numbers in the third column of a text file (this is probably 3X faster and 3X less code than equivalent Python):

      awk '{ x += $3 } END { print x }' myfile

To see sizes/dates on a tree of files, this is like a recursive ls -l but is easier to read than ls -lR:

      find . -type f -ls

Say you have a text file, like a web server log, and a certain value that appears on some lines, such as an acct_id parameter that is present in the URL. If you want a tally of how many requests for each acct_id:

      cat access.log | egrep -o 'acct_id=[0-9]+' | cut -d= -f2 | sort | uniq -c | sort -rn

To continuously monitor changes, use watch, e.g. check changes to files in a directory with watch -d -n 2 'ls -rtlh | tail' or to network settings while troubleshooting your wifi settings with watch -d -n 2 ifconfig.
Run this function to get a random tip from this document (parses Markdown and extracts an item):

      function taocl() {
        curl -s https://raw.githubusercontent.com/jlevy/the-art-of-command-line/master/README.md |
          pandoc -f markdown -t html |
          xmlstarlet fo --html --dropdtd |
          xmlstarlet sel -t -v "(html/body/ul/li[count(p)>0])[$RANDOM mod last()+1]" |
          xmlstarlet unesc | fmt -80
      }

Obscure but useful

expr: perform arithmetic or boolean operations or evaluate regular expressions
m4: simple macro processor
yes: print a string a lot
cal: nice calendar
env: run a command (useful in scripts)
printenv: print out environment variables (useful in debugging and scripts)
look: find English words (or lines in a file) beginning with a string
cut, paste and join: data manipulation
fmt: format text paragraphs
pr: format text into pages/columns
fold: wrap lines of text
column: format text fields into aligned, fixed-width columns or tables
expand and unexpand: convert between tabs and spaces
nl: add line numbers
seq: print numbers
bc: calculator
factor: factor integers
gpg: encrypt and sign files
toe: table of terminfo entries
nc: network debugging and data transfer
socat: socket relay and tcp port forwarder (similar to netcat)
slurm: network traffic visualization
dd: moving data between files or devices
file: identify type of a file
tree: display directories and subdirectories as a nesting tree; like ls but recursive
stat: file info
time: execute and time a command
timeout: execute a command for specified amount of time and stop the process when the specified amount of time completes.
lockfile: create semaphore file that can only be removed by rm -f
logrotate: rotate, compress and mail logs.
watch: run a command repeatedly, showing results and/or highlighting changes
tac: print files in reverse
shuf: random selection of lines from a file
comm: compare sorted files line by line
pv: monitor the progress of data through a pipe
hd, hexdump, xxd, biew and bvi: dump or edit binary files
strings: extract text from binary files
tr: character translation or manipulation
iconv or uconv: conversion for text encodings
split and csplit: splitting files
sponge: read all input before writing it, useful for reading from then writing to the same file, e.g., grep -v something some-file | sponge some-file
units: unit conversions and calculations; converts furlongs per fortnight to twips per blink (see also /usr/share/units/definitions.units)
apg: generates random passwords
7z: high-ratio file compression
ldd: dynamic library info
nm: symbols from object files
ab: benchmarking web servers
strace: system call debugging
mtr: better traceroute for network debugging
cssh: visual concurrent shell
rsync: sync files and folders over SSH or in local file system
wireshark and tshark: packet capture and network debugging
ngrep: grep for the network layer
host and dig: DNS lookups
lsof: process file descriptor and socket info
dstat: useful system stats
glances: high level, multi-subsystem overview
iostat: Disk usage stats
mpstat: CPU usage stats
vmstat: Memory usage stats
htop: improved version of top
last: login history
w: who's logged on
id: user/group identity info
sar: historic system stats
iftop or nethogs: network utilization by socket or process
ss: socket statistics
dmesg: boot and system error messages
sysctl: view and configure Linux kernel parameters at run time
hdparm: SATA/ATA disk manipulation/performance
lsblk: list block devices: a tree view of your disks and disk partitions
lshw, lscpu, lspci, lsusb, dmidecode: hardware information, including CPU, BIOS, RAID, graphics, devices, etc.
lsmod and modinfo: List and show details of kernel modules.
fortune, ddate, and sl: um, well, it depends on whether you consider steam locomotives and Zippy quotations "useful"

OS X only

These are items relevant only on OS X.

Package management with brew (Homebrew) and/or port (MacPorts). These can be used to install on OS X many of the above commands.
Copy output of any command to a desktop app with pbcopy and paste input from one with pbpaste.
To enable the Option key in OS X Terminal as an alt key (such as used in the commands above like alt-b, alt-f, etc.), open Preferences -> Profiles -> Keyboard and select "Use Option as Meta key".
To open a file with a desktop app, use open or open -a /Applications/Whatever.app.
Spotlight: Search files with mdfind and list metadata (such as photo EXIF info) with mdls.
Be aware OS X is based on BSD Unix, and many commands (for example ps, ls, tail, awk, sed) have many subtle variations from Linux, which is largely influenced by System V-style Unix and GNU tools. You can often tell the difference by noting a man page has the heading "BSD General Commands Manual." In some cases GNU versions can be installed, too (such as gawk and gsed for GNU awk and sed). If writing cross-platform Bash scripts, avoid such commands (for example, consider Python or perl) or test carefully.
To get OS X release information, use sw_vers.

Windows only

These items are relevant only on Windows.

On Windows 10, you can use Bash on Ubuntu on Windows, which provides a familiar Bash environment with Unix command line utilities. On the plus side, this allows Linux programs to run on Windows. On the other hand this does not support the running of Windows programs from the Bash prompt.
Access the power of the Unix shell under Microsoft Windows by installing Cygwin. Most of the things described in this document will work out of the box.
Install additional Unix programs with the Cygwin's package manager.
Use mintty as your command-line window.
Access the Windows clipboard through /dev/clipboard.
Run cygstart to open an arbitrary file through its registered application.
Access the Windows registry with regtool.
Note that a C:\ Windows drive path becomes /cygdrive/c under Cygwin, and that Cygwin's / appears under C:\cygwin on Windows. Convert between Cygwin and Windows-style file paths with cygpath. This is most useful in scripts that invoke Windows programs.
You can perform and script most Windows system administration tasks from the command line by learning and using wmic.
Another option to get Unix look and feel under Windows is Cash. Note that only very few Unix commands and command-line options are available in this environment.
An alternative option to get GNU developer tools (such as GCC) on Windows is MinGW and its MSYS package, which provides utilities such as bash, gawk, make and grep. MSYS doesn't have all the features compared to Cygwin. MinGW is particularly useful for creating native Windows ports of Unix tools.

More resources

awesome-shell: A curated list of shell tools and resources.
awesome-osx-command-line: A more in-depth guide for the OS X command line.
Strict mode for writing better shell scripts.
shellcheck: A shell script static analysis tool. Essentially, lint for bash/sh/zsh.
Filenames and Pathnames in Shell: The sadly complex minutiae on how to handle filenames correctly in shell scripts.
Data Science at the Command Line: More commands and tools helpful for doing data science, from the book of the same name

Disclaimer

With the exception of very small tasks, code is written so others can read it. With power comes responsibility. The fact you can do something in Bash doesn't necessarily mean you should! ;)

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.