QTM 350: Data Science Computing

Topic 02: Computational Literacy, Command Line, and Version Control

Professor: Davi Moreira

January 23, 2024

Topic Overview

  • Computational Literacy

    • Binary and Hexadecimal numbers
    • Characters, ASCII, Unicode
    • High vrs low level programming languages
    • Compiled vs interpreted languages

  • Command Line

    • Shell basics
    • Help!
    • Navigating your system
    • Managing your files
    • Working with text files
    • Redirects, pipes, and loops
    • Scripting

  • Version Control

    • Data Science Workflow
    • Reproducibility
    • Git and GitHub


Command Line

What is the command line? What is the shell?

A computer in a nutshell

Credit Dave Kerr

  • The operating system (OS) is system software that interfaces with (and manages access to) a computer’s hardware. It also provides software resources.
  • The OS is divided into the kernel and user space.
  • The kernel is the core of the OS. It’s responsible for interfacing with hardware (drivers), managing resources etc. Running software in the kernel is extremely sensitive! That’s why users are kept away from it.
  • The user space provides an interface for users, who can run programs/applications on the machine. Hardware access of programs (e.g., memory usage) is managed by the kernel. Programs in user space are essentially in sandboxes, which sets a limit to how much damage they can do.

A computer in a nutshell

Credit Dave Kerr/Kkchaudhary11

  • The shell is just a general name for any user space program that allows access to resources in the system, via some kind of interface.
  • Shells come in many different flavours but are generally provided to aid a human operator in accessing the system. This could be interactively, by typing at a terminal, or via scripts, which are files that contain a sequence of commands.
  • Modern computers use graphical user interfaces (GUIs) as the standard tool for human-computer interaction.
  • Why “kernel” and “shell”? The kernel is the soft, edible part of a nut or seed, which is surrounded by a shell to protect it. Useful metaphor, no?

Interacting with the shell


Credit Dave Kerr/Rama/Musée Bolo/ClickRick

  • Things are still a bit more complicated.
  • We’re not directly interacting with the “shell” but using a terminal.
  • A terminal is just a program that reads input from the keyboard, passes that input to another program, and displays the results on the screen.
  • A shell program on its own does not do this - it requires a terminal as an interface.
  • Why “terminal”? Back in the old days (even before computer screen existed), terminal machines (hardware!) were used to let humans interface with large machines (“mainframes”). Often many terminals were connected to a single machine.
  • When you want to work with a computer in a data center (or remotely ~ cloud computing), you’ll still do pretty much the same.

Interacting with the shell

Credit Dave Kerr

  • Terminals are really quite simple - they’re just interfaces.

  • The first thing that a terminal program will do is run a shell program - a program that we can use to operate the computer.

  • Back to the shell: the shell usually takes input

    (a) interactively from the user via the terminal's **command line**.
(b) executes scripts (without command line).

  • In interactive mode the shell then returns output

    (a) to the terminal where it is printed/shown.
(b) to files or other locations.

  • The command line (or command prompt) represents what is shown and entered in the terminal. They can be customized (e.g., with color highlighting) to make interaction more convenient.

Shell variants

Left: Command Prompt, Right: Bash
Left: C Shell, Right: more shells

Credit Read-back spider/Dave Kerr

  • It is important to note that there are many different shell programs, and they differ in terms of functionality.
  • On most Unix-like systems, the default shell is a program called bash, which stands for “Bourne Again Shell”.
  • Other examples are the Z Shell (or zsh; default on MacOS), Windows Command Prompt (cmd.exe, the default CLI on MS Windows), Windows PowerShell, C Shell, and many more.
  • When a terminal opens, it will immediately start the user’s preferred shell program. (This can be changed.)

Why bother with the shell?

Why bother with the shell?


Why using this…




… instead of this?



Why bother with the shell?

  1. Speed. Typing is fast: A skilled shell user can manipulate a system at dazzling speeds just using a keyboard. Typing commands is generally much faster than exploring through user interfaces with a mouse.

  2. Power. Both for executing commands and for fixing problems. There are some things you just can’t do in an IDE or GUI. It also avoids memory complications associated with certain applications and/or IDEs.

  3. Reproducibility. Scripting is reproducible, while clicking is not.

  4. Portability. A shell can be used to interface to almost any type of computer, from a mainframe to a Raspberry Pi, in a very similar way. The shell is often the only game in town for high performance computing (interacting with servers and super computers).

  5. Automation. Shells are programmable: Working in the shell allows you to program workflows, that is create scripts to automate time-consuming or repetitive processes.

  6. Become a marketable data scientist. Modern programming is often polyglot. The shell provides a common interface for tooling. Modern solutions are often built to run in containers on Linux. In this environment shell knowledge has become very valuable. In short, the shell is having a renaissance in the age of data science.

The Unix philosophy

The Unix philosophy

The shell tools that we’re going to be using have their roots in the Unix family of operating systems originally developed at Bells Labs in the 1970s.

Besides paying homage, acknowledging the Unix lineage is important because these tools still embody the “Unix philosophy”:

Do One Thing And Do It Well

By pairing and chaining well-designed individual components, we can build powerful and much more complex larger systems.

You can see why the Unix philosophy is also referred to as “minimalist and modular”.

Again, this philosophy is very clearly expressed in the design and functionality of the Unix shell.

Things to use the shell for

  • Version control with Git

  • Renaming and moving files en masse

  • Finding things on your computer

  • Combining and manipulating PDFs

  • Installing and updating software

  • Scheduling tasks

  • Monitoring system resources

  • Connecting to cloud environments

  • Running analyses (“jobs”) on super computers

  • etc.

Shell basics

Shell: First look

Let’s open up our shell.

A convenient way to do this is through RStudio’s built-in Terminal.

Hitting Shift+Alt+T (or Shift+⌥+R on a Mac) will cause a “Terminal” tab to open up next to the “Console” tab.

Your system default shell is loaded. To find out what that is, type:

echo $SHELL


/bin/zsh


It’s Z bash in my case.

Of course, it’s always possible to open up the Shell directly if you prefer. It’s your turn!

Shell: First look

You should see something like:

 username@hostname:~$

This is shell-speak for: “Who am I and where am I?”

  • username denotes a specific user (one of potentially many on this computer).

  • @hostname denotes the name of the computer or server.

  • :~ denotes the directory path (where ~ signifies the user’s home directory).

  • $ (or maybe %) denotes the start of the command prompt.

    • (For a special “superuser” called root, the dollar sign will change to a #).

Useful keyboard shortcuts

  • Tab completion.

  • Use the ↑ (and ↓) keys to scroll through previous commands.

  • Ctrl+→ (and Ctrl+←) to skip whole words at a time.

  • Ctrl+a moves the cursor to the beginning of the line.

  • Ctrl+e moves the cursor to the end of the line.

  • Ctrl+k deletes everything to the right of the cursor.

  • Ctrl+u deletes everything to the left of the cursor.

  • Ctrl+Shift+c to copy and Ctrl+Shift+v to paste (or just ⌘+ c/v on a Mac).

  • Ctrl+l clears your terminal.

Syntax

Syntax


All Bash commands have the same basic syntax:

command option(s) argument(s)

Examples: 

$ ls -lh ~/Documents/


$ sort -u myfile.txt

Commands

  • You don’t always need options or arguments.

  • For example:

    • $ ls ~/Documents/ and $ ls -lh are both valid commands that will yield output.


  • However, you always need a command.

Syntax


All Bash commands have the same basic syntax:

command option(s) argument(s)

Examples: 

$ ls `-lh` ~/Documents/


$ sort `-u` myfile.txt

Options (also called Flags)

  • Start with a dash.

  • Usually one letter.

  • Multiple options can be chained under a single dash.

    $ ls -l -a -h /var/log ## This works
$ ls -lah /var/log ## So does this

  • An exception is with (rarer) options requiring two dashes.

    $ ls --group-directories-first --human-readable /var/log

  • l: Use a long listing format. This option shows detailed information about the files and directories.

  • h: With -l, print sizes in human-readable format (e.g., KB, MB).

  • u: Unique, sort will write only one of two lines that compare equal. It filters out the duplicate entries in the output.

  • Think it’s difficult to memorize what the individual letters stand for? You’re totally right.

Syntax


All Bash commands have the same basic syntax:

command option(s) argument(s)

Examples: 

$ ls -lh `~/Documents/`


$ sort -u `myfile.txt`

Arguments

  • Tell the command what to operate on.

  • Totally depends on the command what legit inputs are.

  • Can be a file, path, a set of files and folders, a string, and more

  • Sometimes more than just one argument is needed:

    $ mv figs/cat.JPG best-figs/cat.jpeg

Help!

Multiple ways to get help

  • The man tool can be used to look at the manual page for a topic.

  • The man pages are grouped into sections, we can see them with man man.

  • The tldr tool shows a very short description of a tool, which covers the most common use cases only.

  • The cht.sh website can be used directly from the shell to get help on tools or even ask specific questions. (Or install cheat.)

  • For more info on how to get help, see here.

  • Actually, typing man bash and reading/skimming the whole thing might be a good start to learn basic command line speak.

Getting help with man


The man command (“manual pages”) is your friend if you need help.

man ls


LS(1)                       General Commands Manual                      LS(1)

NNAAMMEE
     llss – list directory contents

SSYYNNOOPPSSIISS
     llss [--@@AABBCCFFGGHHIILLOOPPRRSSTTUUWWaabbccddeeffgghhiikkllmmnnooppqqrrssttuuvvwwxxyy11%%,,] [----ccoolloorr=_w_h_e_n]
        [--DD _f_o_r_m_a_t] [_f_i_l_e _._._.]

DDEESSCCRRIIPPTTIIOONN
     For each operand that names a _f_i_l_e of a type other than directory, llss
     displays its name as well as any requested, associated information.  For
     each operand that names a _f_i_l_e of type directory, llss displays the names
     of files contained within that directory, as well as any requested,
     associated information.

     If no operands are given, the contents of the current directory are
     displayed.  If more than one operand is given, non-directory operands are
     displayed first; directory and non-directory operands are sorted
     separately and in lexicographical order.

     The following options are available:

     --@@      Display extended attribute keys and sizes in long (--ll) output.

     --AA      Include directory entries whose names begin with a dot (‘_.’)
             except for _. and _._..  Automatically set for the super-user unless
             --II is specified.

     --BB      Force printing of non-printable characters (as defined by
             ctype(3) and current locale settings) in file names as \_x_x_x,
             where _x_x_x is the numeric value of the character in octal.  This
             option is not defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --CC      Force multi-column output; this is the default when output is to
             a terminal.

     --DD _f_o_r_m_a_t
             When printing in the long (--ll) format, use _f_o_r_m_a_t to format the
             date and time output.  The argument _f_o_r_m_a_t is a string used by
             strftime(3).  Depending on the choice of format string, this may
             result in a different number of columns in the output.  This
             option overrides the --TT option.  This option is not defined in
             IEEE Std 1003.1-2008 (“POSIX.1”).

     --FF      Display a slash (‘/’) immediately after each pathname that is a
             directory, an asterisk (‘*’) after each that is executable, an at
             sign (‘@’) after each symbolic link, an equals sign (‘=’) after
             each socket, a percent sign (‘%’) after each whiteout, and a
             vertical bar (‘|’) after each that is a FIFO.

     --GG      Enable colorized output.  This option is equivalent to defining
             CLICOLOR or COLORTERM in the environment and setting
             ----ccoolloorr=_a_u_t_o.  (See below.)  This functionality can be compiled
             out by removing the definition of COLORLS.  This option is not
             defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --HH      Symbolic links on the command line are followed.  This option is
             assumed if none of the --FF, --dd, or --ll options are specified.

     --II      Prevent --AA from being automatically set for the super-user.  This
             option is not defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --LL      Follow all symbolic links to final target and list the file or
             directory the link references rather than the link itself.  This
             option cancels the --PP option.

     --OO      Include the file flags in a long (--ll) output.  This option is
             incompatible with IEEE Std 1003.1-2008 (“POSIX.1”).  See
             chflags(1) for a list of file flags and their meanings.

     --PP      If argument is a symbolic link, list the link itself rather than
             the object the link references.  This option cancels the --HH and
             --LL options.

     --RR      Recursively list subdirectories encountered.

     --SS      Sort by size (largest file first) before sorting the operands in
             lexicographical order.

     --TT      When printing in the long (--ll) format, display complete time
             information for the file, including month, day, hour, minute,
             second, and year.  The --DD option gives even more control over the
             output format.  This option is not defined in IEEE Std
             1003.1-2008 (“POSIX.1”).

     --UU      Use time when file was created for sorting or printing.  This
             option is not defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --WW      Display whiteouts when scanning directories.  This option is not
             defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --aa      Include directory entries whose names begin with a dot (‘_.’).

     --bb      As --BB, but use C escape codes whenever possible.  This option is
             not defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --cc      Use time when file status was last changed for sorting or
             printing.

     ----ccoolloorr=_w_h_e_n
             Output colored escape sequences based on _w_h_e_n, which may be set
             to either aallwwaayyss, aauuttoo, or nneevveerr.

             aallwwaayyss will make llss always output color.  If TERM is unset or set
             to an invalid terminal, then llss will fall back to explicit ANSI
             escape sequences without the help of termcap(5).  aallwwaayyss is the
             default if ----ccoolloorr is specified without an argument.

             aauuttoo will make llss output escape sequences based on termcap(5),
             but only if stdout is a tty and either the --GG flag is specified
             or the COLORTERM environment variable is set and not empty.

             nneevveerr will disable color regardless of environment variables.
             nneevveerr is the default when neither ----ccoolloorr nor --GG is specified.

             For compatibility with GNU coreutils, llss supports yyeess or ffoorrccee as
             equivalent to aallwwaayyss, nnoo or nnoonnee as equivalent to nneevveerr, and ttttyy
             or iiff--ttttyy as equivalent to aauuttoo.

     --dd      Directories are listed as plain files (not searched recursively).

     --ee      Print the Access Control List (ACL) associated with the file, if
             present, in long (--ll) output.

     --ff      Output is not sorted.  This option turns on --aa.  It also negates
             the effect of the --rr, --SS and --tt options.  As allowed by IEEE Std
             1003.1-2008 (“POSIX.1”), this option has no effect on the --dd, --ll,
             --RR and --ss options.

     --gg      This option has no effect.  It is only available for
             compatibility with 4.3BSD, where it was used to display the group
             name in the long (--ll) format output.  This option is incompatible
             with IEEE Std 1003.1-2008 (“POSIX.1”).

     --hh      When used with the --ll option, use unit suffixes: Byte, Kilobyte,
             Megabyte, Gigabyte, Terabyte and Petabyte in order to reduce the
             number of digits to four or fewer using base 2 for sizes.  This
             option is not defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --ii      For each file, print the file's file serial number (inode
             number).

     --kk      This has the same effect as setting environment variable
             BLOCKSIZE to 1024, except that it also nullifies any --hh options
             to its left.

     --ll      (The lowercase letter “ell”.) List files in the long format, as
             described in the _T_h_e _L_o_n_g _F_o_r_m_a_t subsection below.

     --mm      Stream output format; list files across the page, separated by
             commas.

     --nn      Display user and group IDs numerically rather than converting to
             a user or group name in a long (--ll) output.  This option turns on
             the --ll option.

     --oo      List in long format, but omit the group id.

     --pp      Write a slash (‘/’) after each filename if that file is a
             directory.

     --qq      Force printing of non-graphic characters in file names as the
             character ‘?’; this is the default when output is to a terminal.

     --rr      Reverse the order of the sort.

     --ss      Display the number of blocks used in the file system by each
             file.  Block sizes and directory totals are handled as described
             in _T_h_e _L_o_n_g _F_o_r_m_a_t subsection below, except (if the long format
             is not also requested) the directory totals are not output when
             the output is in a single column, even if multi-column output is
             requested.  (--ll) format, display complete time information for
             the file, including month, day, hour, minute, second, and year.
             The --DD option gives even more control over the output format.
             This option is not defined in IEEE Std 1003.1-2008 (“POSIX.1”).

     --tt      Sort by descending time modified (most recently modified first).
             If two files have the same modification timestamp, sort their
             names in ascending lexicographical order.  The --rr option reverses
             both of these sort orders.

             Note that these sort orders are contradictory: the time sequence
             is in descending order, the lexicographical sort is in ascending
             order.  This behavior is mandated by IEEE Std 1003.2 (“POSIX.2”).
             This feature can cause problems listing files stored with
             sequential names on FAT file systems, such as from digital
             cameras, where it is possible to have more than one image with
             the same timestamp.  In such a case, the photos cannot be listed
             in the sequence in which they were taken.  To ensure the same
             sort order for time and for lexicographical sorting, set the
             environment variable LS_SAMESORT or use the --yy option.  This
             causes llss to reverse the lexicographical sort order when sorting
             files with the same modification timestamp.

     --uu      Use time of last access, instead of time of last modification of
             the file for sorting (--tt) or long printing (--ll).

     --vv      Force unedited printing of non-graphic characters; this is the
             default when output is not to a terminal.

     --ww      Force raw printing of non-printable characters.  This is the
             default when output is not to a terminal.  This option is not
             defined in IEEE Std 1003.1-2001 (“POSIX.1”).

     --xx      The same as --CC, except that the multi-column output is produced
             with entries sorted across, rather than down, the columns.

     --yy      When the --tt option is set, sort the alphabetical output in the
             same order as the time output.  This has the same effect as
             setting LS_SAMESORT.  See the description of the --tt option for
             more details.  This option is not defined in IEEE Std 1003.1-2001
             (“POSIX.1”).

     --%%      Distinguish dataless files and directories with a '%' character
             in long (--ll) output, and don't materialize dataless directories
             when listing them.

     --11      (The numeric digit “one”.) Force output to be one entry per line.
             This is the default when output is not to a terminal.

     --,      (Comma) When the --ll option is set, print file sizes grouped and
             separated by thousands using the non-monetary separator returned
             by localeconv(3), typically a comma or period.  If no locale is
             set, or the locale does not have a non-monetary separator, this
             option has no effect.  This option is not defined in IEEE Std
             1003.1-2001 (“POSIX.1”).

     The --11, --CC, --xx, and --ll options all override each other; the last one
     specified determines the format used.

     The --cc, --uu, and --UU options all override each other; the last one
     specified determines the file time used.

     The --SS and --tt options override each other; the last one specified
     determines the sort order used.

     The --BB, --bb, --ww, and --qq options all override each other; the last one
     specified determines the format used for non-printable characters.

     The --HH, --LL and --PP options all override each other (either partially or
     fully); they are applied in the order specified.

     By default, llss lists one entry per line to standard output; the
     exceptions are to terminals or when the --CC or --xx options are specified.

     File information is displayed with one or more ⟨blank⟩s separating the
     information associated with the --ii, --ss, and --ll options.

   TThhee LLoonngg FFoorrmmaatt
     If the --ll option is given, the following information is displayed for
     each file: file mode, number of links, owner name, group name, number of
     bytes in the file, abbreviated month, day-of-month file was last
     modified, hour file last modified, minute file last modified, and the
     pathname.  If the file or directory has extended attributes, the
     permissions field printed by the --ll option is followed by a '@'
     character.  Otherwise, if the file or directory has extended security
     information (such as an access control list), the permissions field
     printed by the --ll option is followed by a '+' character.  If the --%%
     option is given, a '%' character follows the permissions field for
     dataless files and directories, possibly replacing the '@' or '+'
     character.

     If the modification time of the file is more than 6 months in the past or
     future, and the --DD or --TT are not specified, then the year of the last
     modification is displayed in place of the hour and minute fields.

     If the owner or group names are not a known user or group name, or the --nn
     option is given, the numeric ID's are displayed.

     If the file is a character special or block special file, the device
     number for the file is displayed in the size field.  If the file is a
     symbolic link the pathname of the linked-to file is preceded by “->”.

     The listing of a directory's contents is preceded by a labeled total
     number of blocks used in the file system by the files which are listed as
     the directory's contents (which may or may not include _. and _._. and other
     files which start with a dot, depending on other options).

     The default block size is 512 bytes.  The block size may be set with
     option --kk or environment variable BLOCKSIZE.  Numbers of blocks in the
     output will have been rounded up so the numbers of bytes is at least as
     many as used by the corresponding file system blocks (which might have a
     different size).

     The file mode printed under the --ll option consists of the entry type and
     the permissions.  The entry type character describes the type of file, as
     follows:

           --     Regular file.
           bb     Block special file.
           cc     Character special file.
           dd     Directory.
           ll     Symbolic link.
           pp     FIFO.
           ss     Socket.
           ww     Whiteout.

     The next three fields are three characters each: owner permissions, group
     permissions, and other permissions.  Each field has three character
     positions:

           1.   If rr, the file is readable; if --, it is not readable.

           2.   If ww, the file is writable; if --, it is not writable.

           3.   The first of the following that applies:

                      SS     If in the owner permissions, the file is not
                            executable and set-user-ID mode is set.  If in the
                            group permissions, the file is not executable and
                            set-group-ID mode is set.

                      ss     If in the owner permissions, the file is
                            executable and set-user-ID mode is set.  If in the
                            group permissions, the file is executable and
                            setgroup-ID mode is set.

                      xx     The file is executable or the directory is
                            searchable.

                      --     The file is neither readable, writable,
                            executable, nor set-user-ID nor set-group-ID mode,
                            nor sticky.  (See below.)

                These next two apply only to the third character in the last
                group (other permissions).

                      TT     The sticky bit is set (mode 1000), but not execute
                            or search permission.  (See chmod(1) or
                            sticky(7).)

                      tt     The sticky bit is set (mode 1000), and is
                            searchable or executable.  (See chmod(1) or
                            sticky(7).)

     The next field contains a plus (‘+’) character if the file has an ACL, or
     a space (‘ ’) if it does not.  The llss utility does not show the actual
     ACL unless the --ee option is used in conjunction with the --ll option.

EENNVVIIRROONNMMEENNTT
     The following environment variables affect the execution of llss:

     BLOCKSIZE           If this is set, its value, rounded up to 512 or down
                         to a multiple of 512, will be used as the block size
                         in bytes by the --ll and --ss options.  See _T_h_e _L_o_n_g
                         _F_o_r_m_a_t subsection for more information.

     CLICOLOR            Use ANSI color sequences to distinguish file types.
                         See LSCOLORS below.  In addition to the file types
                         mentioned in the --FF option some extra attributes
                         (setuid bit set, etc.) are also displayed.  The
                         colorization is dependent on a terminal type with the
                         proper termcap(5) capabilities.  The default “cons25”
                         console has the proper capabilities, but to display
                         the colors in an xterm(1), for example, the TERM
                         variable must be set to “xterm-color”.  Other
                         terminal types may require similar adjustments.
                         Colorization is silently disabled if the output is
                         not directed to a terminal unless the CLICOLOR_FORCE
                         variable is defined or ----ccoolloorr is set to “always”.

     CLICOLOR_FORCE      Color sequences are normally disabled if the output
                         is not directed to a terminal.  This can be
                         overridden by setting this variable.  The TERM
                         variable still needs to reference a color capable
                         terminal however otherwise it is not possible to
                         determine which color sequences to use.

     COLORTERM           See description for CLICOLOR above.

     COLUMNS             If this variable contains a string representing a
                         decimal integer, it is used as the column position
                         width for displaying multiple-text-column output.
                         The llss utility calculates how many pathname text
                         columns to display based on the width provided.  (See
                         --CC and --xx.)

     LANG                The locale to use when determining the order of day
                         and month in the long --ll format output.  See
                         environ(7) for more information.

     LSCOLORS            The value of this variable describes what color to
                         use for which attribute when colors are enabled with
                         CLICOLOR or COLORTERM.  This string is a
                         concatenation of pairs of the format _f_b, where _f is
                         the foreground color and _b is the background color.

                         The color designators are as follows:

                               aa     black
                               bb     red
                               cc     green
                               dd     brown
                               ee     blue
                               ff     magenta
                               gg     cyan
                               hh     light grey
                               AA     bold black, usually shows up as dark grey
                               BB     bold red
                               CC     bold green
                               DD     bold brown, usually shows up as yellow
                               EE     bold blue
                               FF     bold magenta
                               GG     bold cyan
                               HH     bold light grey; looks like bright white
                               xx     default foreground or background

                         Note that the above are standard ANSI colors.  The
                         actual display may differ depending on the color
                         capabilities of the terminal in use.

                         The order of the attributes are as follows:

                               1.   directory
                               2.   symbolic link
                               3.   socket
                               4.   pipe
                               5.   executable
                               6.   block special
                               7.   character special
                               8.   executable with setuid bit set
                               9.   executable with setgid bit set
                               10.  directory writable to others, with sticky
                                    bit
                               11.  directory writable to others, without
                                    sticky bit

                         The default is "exfxcxdxbxegedabagacad", i.e., blue
                         foreground and default background for regular
                         directories, black foreground and red background for
                         setuid executables, etc.

     LS_COLWIDTHS        If this variable is set, it is considered to be a
                         colon-delimited list of minimum column widths.
                         Unreasonable and insufficient widths are ignored
                         (thus zero signifies a dynamically sized column).
                         Not all columns have changeable widths.  The fields
                         are, in order: inode, block count, number of links,
                         user name, group name, flags, file size, file name.

     LS_SAMESORT         If this variable is set, the --tt option sorts the
                         names of files with the same modification timestamp
                         in the same sense as the time sort.  See the
                         description of the --tt option for more details.

     TERM                The CLICOLOR and COLORTERM functionality depends on a
                         terminal type with color capabilities.

     TZ                  The timezone to use when displaying dates.  See
                         environ(7) for more information.

EEXXIITT SSTTAATTUUSS
     The llss utility exits 0 on success, and >0 if an error occurs.

EEXXAAMMPPLLEESS
     List the contents of the current working directory in long format:

           $ ls -l

     In addition to listing the contents of the current working directory in
     long format, show inode numbers, file flags (see chflags(1)), and suffix
     each filename with a symbol representing its file type:

           $ ls -lioF

     List the files in _/_v_a_r_/_l_o_g, sorting the output such that the most
     recently modified entries are printed first:

           $ ls -lt /var/log

CCOOMMPPAATTIIBBIILLIITTYY
     The group field is now automatically included in the long listing for
     files in order to be compatible with the IEEE Std 1003.2 (“POSIX.2”)
     specification.

LLEEGGAACCYY DDEESSCCRRIIPPTTIIOONN
     In legacy mode, the --ff option does not turn on the --aa option and the --gg,
     --nn, and --oo options do not turn on the --ll option.

     Also, the --oo option causes the file flags to be included in a long (-l)
     output; there is no --OO option.

     When --HH is specified (and not overridden by --LL or --PP) and a file argument
     is a symlink that resolves to a non-directory file, the output will
     reflect the nature of the link, rather than that of the file.  In legacy
     operation, the output will describe the file.

     For more information about legacy mode, see compat(5).

SSEEEE AALLSSOO
     chflags(1), chmod(1), sort(1), xterm(1), localeconv(3), strftime(3),
     strmode(3), compat(5), termcap(5), sticky(7), symlink(7)

SSTTAANNDDAARRDDSS
     With the exception of options --gg, --nn and --oo, the llss utility conforms to
     IEEE Std 1003.1-2001 (“POSIX.1”) and IEEE Std 1003.1-2008 (“POSIX.1”).
     The options --BB, --DD, --GG, --II, --TT, --UU, --WW, --ZZ, --bb, --hh, --ww, --yy and --, are
     non-standard extensions.

     The ACL support is compatible with IEEE Std 1003.2c (“POSIX.2c”) Draft 17
     (withdrawn).

HHIISSTTOORRYY
     An llss command appeared in Version 1 AT&T UNIX.

BBUUGGSS
     To maintain backward compatibility, the relationships between the many
     options are quite complex.

     The exception mentioned in the --ss option description might be a feature
     that was based on the fact that single-column output usually goes to
     something other than a terminal.  It is debatable whether this is a
     design bug.

     IEEE Std 1003.2 (“POSIX.2”) mandates opposite sort orders for files with
     the same timestamp when sorting with the --tt option.

macOS 14.2                      August 31, 2020                     macOS 14.2

Getting help with man


Manual pages are shown in the shell pager. Here are the essentials to navigate through contents presented in the pager:

  • d - Scroll down half a page

  • u - Scroll up half a page

  • j / k - Scroll down or up a line. You can also use the arrow keys for this

  • q - Quit

  • /pattern - Search for text provided as “pattern”

  • n - When searching, find the next occurrence

  • N - When searching, find the previous occurrence

  • These and other man tricks are detailed in the help pages (hit “h” when you’re in the pager for an overview).

RTFM
Always check the documentation!

Help practice!


  • In your Terminal, access the man and explore the document. I want you to share with a colleague your first impression and five commands you found interesting.

  • Please present your own (first impression + five commands) and colleague (first impression and five commands) views in the lecture quiz!

Help: cheat, tldr, cheat.sh

There are various other utilities which provide more readable summaries/cheatsheets of various commands. Those include

The first two need to be installed first. cheat.sh sheets are accessible via:

curl cheat.sh/ls  
# List files one per line:
ls -1

# List all files, including hidden files:
ls -a

# List all files, with trailing `/` added to directory names:
ls -F

# Long format list with size displayed using human readable units (KB, MB, GB):
ls -lh

Listing files and their properties

We’re about to go into more depth about the ls (list) command. It shows the contents of the current (or given) directory:

ls


_slides-topic-02-02.html     slides-topic-01.qmd
_slides-topic-02-02_files    slides-topic-02-01.qmd
_slides-topic-02.html        slides-topic-02-02-aux.ipynb
_slides-topic-02_aux.qmd     slides-topic-02-02-aux.qmd
_slides-topic-02_files       slides-topic-02-02-examples
custom.css                   slides-topic-02-02.qmd
custom.scss                  slides-topic-02-03.qmd
figs                         survive.txt
libs

Now we list the contents of the slides-topic-02-02-examples/ sub-directory with the -lh option (“long format”, “human readable file size unit suffixes”; again, check out man ls for the details):

ls -lh slides-topic-02-02-examples


total 15304
-rw-r--r--@ 1 dcorde3  206888963   4.8M Feb  3 18:14 bbc_text_cls.csv
-rw-r--r--@ 1 dcorde3  206888963    23K Feb  3 15:22 diabetes.csv
-rw-r--r--@ 1 dcorde3  206888963   2.6M Feb  4 13:35 naive_bayes.ipynb

Listing files and their properties

Now we list the contents of the slides-topic-02-02-examples/ sub-directory with the -lh option (“long format”, “human readable file size unit suffixes”; again, check out man ls for the details):

ls -lh slides-topic-02-02-examples


total 15304
-rw-r--r--@ 1 dcorde3  206888963   4.8M Feb  3 18:14 bbc_text_cls.csv
-rw-r--r--@ 1 dcorde3  206888963    23K Feb  3 15:22 diabetes.csv
-rw-r--r--@ 1 dcorde3  206888963   2.6M Feb  4 13:35 naive_bayes.ipynb

What does this all mean? Let’s focus on the top line.

drwxrwxr-x@ 3 dcorde3  206888963    96B Nov 27 09:51 ABC

  • The first column denotes the object type:

    • d (directory or folder), l (link), or - (file)

  • Next, we see the permissions associated with the object’s three possible user types: 1) owner, 2) the owner’s group, and 3) all other users.

    • Permissions reflect r (read), w (write), or x (execute) access.
    • - denotes missing permissions for a class of operations.

  • The number of hard links to the object.

  • We also see the identity of the object’s owner and their group.

  • Finally, we see some descriptive elements about the object:

    • Size, date and time of creation, and the object name.

Summary

  • The pwd (print working directory) command shows the current working directory.
  • The ls (list) command shows the contents of the current directory or a given directory.
  • The ls -l command shows the contents of the current directory as list.
  • The cd (change directory) changes the current working directory.
  • You can run cd at any time to quickly go to your home directory.
  • You can use the cd - command to go back to the last location.
  • Absolute paths are paths which specify the exact location of a file or folder.
  • Relative paths are paths which are relative to the current directory.
  • The . special folder means ‘this folder’.
  • The .. special folder means ‘the parent folder’.
  • The ~ special folder is the ‘home directory’.
  • The $PWD environment variable holds the current working directory.
  • The $HOME environment variable holds the user’s home directory.
  • The tree command can show the files and folders in a given directory. (Install first on a Mac.)
  • The file command can be used to ask the shell what it thinks a file is.
For a more detailed overview, click here.

Managing your files

Managing your files

  • The obvious next step after navigating the file system is managing files.

  • There’s a lot you can do with files, including downloading, unzipping, copying, moving, renaming and deleting.

  • Again, doing this in a GUI is intuitive but usually scales badly.

  • We’ll learn how to do these operations at scale using the shell.

  • Be careful when handling files in the shell though! Don’t expect friendly reminders such as “Do you really want to delete this folder of pictures from your anniversary?”

Create: touch and mkdir

One of the most common shell tasks is object creation (files, directories, etc.).

We use mkdir to create directories. E.g., to create a new “testing” directory we do:

mkdir testing


We use touch to create (empty) files. If the file(s) already exist, touch changes a file’s “Access”, “Modify” and “Change” timestamps to the current time and date. To add some files to our new directory, we do:

touch testing/test1.txt testing/test2.txt testing/test3.txt


Check that it worked:

ls testing


test1.txt test2.txt test3.txt

Remove: rm and rmdir

Let’s delete the objects that we just created. Start with one of the .txt files, by using rm. - We could delete all the files at the same time, but you’ll see why I want to keep some.

rm testing/test1.txt


The equivalent command for directories is rmdir.

rmdir testing


rmdir: testing: Directory not empty

Uh oh… It won’t let us delete the directory while it still has files inside of it. The solution is to use the rm command again with the “recursive” (-r or -R) and “force” (-f) options. - Excluding the -f option is safer, but will trigger a confirmation prompt for every file, which I’d rather avoid here.

rm -rf testing ## Success


Copy: cp

The syntax for copying is $ cp object path/copyname.

  • If you don’t provide a new name for the copied object, it will just take the old name.

  • However, if there is already an object with the same name in the target destination, then you’ll have to use -f to force an overwrite.

## Create new "copies" sub-directory
mkdir slides-topic-02-02-examples/copies

## Now copy across a file (with a new name)
cp slides-topic-02-02-examples/reps.txt slides-topic-02-02-examples/copies/reps-copy.txt

## Show that we were successful
ls slides-topic-02-02-examples/copies
Terminal!

You can use cp to copy directories, although you’ll need the -r flag if you want to recursively copy over everything inside of it too:

cp -r slides-topic-02-02-examples/meals slides-topic-02-02-examples/copies
rm -rf slides-topic-02-02-examples/copies/meals
Terminal!

Move (and rename): mv

The syntax for moving is $ mv object path/newobjectname

 ## Move the abc.txt file and show that it worked
mv slides-topic-02-02-examples/ABC/abc.txt examples
ls slides-topic-02-02-examples/ABC ## empty


## Move it back again
mv slides-topic-02-02-examples/abc.txt slides-topic-02-02-examples/ABC
ls slides-topic-02-02-examples/ABC ## not empty
Terminal!

Note that “moving” an object within the same directory, but with specifying newobjectname, is effectively the same as renaming it.

 ## Rename reps-copy to reps2 by "moving" it with a new name
mv slides-topic-02-02-examples/copies/reps-copy.txt slides-topic-02-02-examples/copies/reps2.txt
ls slides-topic-02-02-examples/copies
Terminal!

Rename en masse : zmv

A more convenient way to do renaming in zsh is with zmv. It has to be installed and autoloaded first:

autoload -U zmv
Terminal!

The syntax is zmv <options> <old-files-pattern> <new-files-pattern>

For example, say we want to change the file type (i.e. extension) of a set of files in the slides-topic-02-02-examples/meals directory, we do:

cd slides-topic-02-02-examples/meals
zmv -n -W  "*.csv" "*.txt"
Terminal!


A very useful flag is -n which does not execute the command but prints the command that would be executed. Use this if you are unsure about your patterns. The -W flag ensures that the wildcard * is recycled in the second pattern.

Rename en masse : zmv

zmv really shines in conjunction with regular expressions and wildcards (more on the next slide). This works especially well for dealing with a whole list of files or folders.

As another example, let’s change all of the file names in the slides-topic-02-02-examples/meals directory.

zmv -n '(**/)(*).csv' '$1$2-tacos.csv'
Terminal!

Notice that the patterns are now bit more complicated. The first is surrounded by single quotes, (**/) which defines a group that we can refer to later. It allows us to search in both the given directory and sub-directories (which we don’t have in this case). The second, (*) is also grouped. Both are referred to in the replacement pattern with $1 and $2.

Want to learn more about zmv? Check out this.

Wildcards

Wildcards are special characters that can be used as a replacement for other characters. The two most important ones are:

  1. Replace any number of characters with *.

    • Convenient when you want to copy, move, or delete a whole class of files.
cp slides-topic-02-02-examples/*.sh slides-topic-02-02-examples/copies ## Copy any file with an .sh extension to "copies"
rm slides-topic-02-02-examples/copies/* ## Delete everything in the "copies" directory
Terminal!

  1. Replace a single character with ?

    • Convenient when you want to discriminate between similarly named files.
ls slides-topic-02-02-examples/meals/??nday.csv
ls slides-topic-02-02-examples/meals/?onday.csv
Terminal!

Find

The last command to mention is find.

This can be used to locate files and directories based on a variety of criteria; from pattern matching to object properties.

find examples -iname "monday.csv" ## will automatically do recursive, -iname makes search case-insensitive


find . -iname "*.txt" ## must use "." to indicate pwd


find . -size +2000k ## find files larger than 2000 KB
Terminal!

Summary

  • The rm (remove) command can delete a file (they are gone forever, no recycle bin!).
  • The rm command won’t delete a folder which has files in it, unless you tell it to by adding the -r (recursive) flag.
  • The cp (copy) command can copy a file.
  • The cp can also be given wildcards like * to copy many files.
  • The mv (move) command can move or rename a file.
  • The zmv command enables convenient renaming.
  • The mkdir command can create a folder - it can even create a whole tree of folders if you pass the -p (create parent directories) flag.
  • The find command lets you find files based on specified criteria.
  • The cat command (concatenated) can be used to write the contents of a file to the screen.
  • We can pass multiple files to commands like cat if we use wildcards, such as quotes/*.
  • The wget (web get) command can download a file from the web. (Install first on a Mac.)
  • The zip/unzip commands can zip/unzip a file/folder for us.

For a more detailed overview, click here.

Working with text files

Working with text files

  • Data scientists spend a lot of time working with text, including scripts, Markdown documents, and delimited text files like CSVs.

  • You will have the opportunity to learn more on the statistical analysis of text using NLP technique over the course of your studies.

  • While Python and R are strong environments for text wrangling and analysis, it still makes sense to spend a few slides showing off some Bash shell capabilities for working with text files.

  • We’ll only scratch the surface, but hopefully you’ll get an idea of how powerful the shell is in the text domain.

Counting text: wc


You can use the wc command to count:

  1. The lines of text
  2. The number of words
  3. The number of characters

Let’s demonstrate with a text file containing all of Shakespeare’s Sonnets.1

wc slides-topic-02-02-examples/sonnets.txt
Terminal!

The character count is actually higher than we’d get if we count by hand, because wc counts the invisible newline character “”.

Project Gutenberg.

Reading text

Read everything: cat


The simplest way to read in text is with the cat (“concatenate”) command. Note that cat will read in all of the text. You can scroll back up in your shell window, but this can still be a pain.

Again, let’s demonstrate using Shakespeare’s Sonnets. (This will overflow the slide.)

We also use the -n flag to show line numbers:


cat -n slides-topic-02-02-examples/sonnets.txt
Terminal!

Scroll: more and less


The more and less commands provide extra functionality over cat. For example, they allow you to move through long text one page at a time. (While they look similar, less is more than more, more or less…)


more slides-topic-02-02-examples/sonnets.txt
Terminal!


  • You can move forward and back using the f and b keys, and quit by hitting q.

Preview: head and tail


The head and tail commands let you limit yourself to a preview of the text, down to a specified number of rows. (The default is 10 rows if you don’t specify a number with the -n flag.)


head -n 3 slides-topic-02-02-examples/sonnets.txt ## First 3 rows
# head slides-topic-02-02-examples/sonnets.txt ## First 10 rows (default)
Terminal!

Preview: head and tail


tail works very similarly to head, but starting from the bottom. For example, we can see the very last row of a file as follows:


tail -n 1 slides-topic-02-02-examples/sonnets.txt ## Last row
Terminal!

By using the -n +N option, we can specify that we want to preview all lines starting from row N and after, as in:


tail -n +3024 slides-topic-02-02-examples/sonnets.txt ## Show everything from line 3024
Terminal!

Find patterns: grep

To find patterns in text, we can use regular expression-type matching with grep.

For example, say we want to find the famous opening line to Shakespeare’s Sonnet 18.

(We’re going to include the -n (“number”) flag to get the line that it occurs on.)

grep -n "Shall I compare thee" slides-topic-02-02-examples/sonnets.txt
grep: slides-topic-02-02-examples/sonnets.txt: No such file or directory

By default, grep returns all matching patterns.

Check out what happens when we do the following:

grep -n "winter" slides-topic-02-02-examples/sonnets.txt
grep: slides-topic-02-02-examples/sonnets.txt: No such file or directory

Find patterns: grep


Note that grep can be used to identify patterns in a group of files (e.g. within a directory) too.

  • This is particularly useful if you are trying to identify a file that contains, say, a function name.

Here’s a simple example: Which days will I eat pasta this week?

  • I’m using the r (recursive) and l (just list the files; don’t print the output) flags.
grep -rl "pasta" slides-topic-02-02-examples/meals
grep: slides-topic-02-02-examples/meals: No such file or directory

Take a look at the grep man or cheat file for other useful examples and flags (e.g. -i for ignore case).

Manipulate text: sed

There are two main commands for manipulating text in the shell, namely sed and awk. Both of these are very powerful and flexible. We’ll briefly look into sed for now. (Mac users, note that the MacOS sed works a bit differently; see here.)

sed is the stream editor command. It takes input from a stream - which in many cases will simply be a file. It then performs operations on the text as it is read, and returns the output.


Example 1. Replace one text pattern with another.

cat slides-topic-02-02-examples/nursery.txt
sed 's/Jack/Bill/g' slides-topic-02-02-examples/nursery.txt
cat slides-topic-02-02-examples/nursery.txt

Let’s look at the expression s/Jack/Bill/g in detail:

  • The s indicates that we are going to run the substitute function, which is used to replace text.
  • The / indicates the start of the pattern we are searching for - Bill in this case.
  • The second / indicates the start of the replacement we will make when the pattern is found.
  • The final / indicates the end of the replacement - we can also optionally put flags after this slash. Here, g ensures global replacement (not just replacement of the first match).

Summary

  • head will show the first ten lines of a file.
  • head -n 30 will show the first thirty lines of a file, using the -n flag to specify the number of lines.
  • tail will show the final ten lines of a file.
  • tail -n 3 uses the -n flag to specify three lines only.
  • tr 'a' 'b' is the translate characters command, which turns one set of characters into another.
  • cut can be used to extract parts of a line of text.
  • cut -d',' -f 3 shows how the -d or delimiter flag is used to specify the delimiter to cut on and how the -f or field flag specifies which of the fields the text has been cut into is printed.
  • cut -c 2-4 uses the -c or characters flag to specify that we are extracting a subset of characters in the line, in this case characters two to four.
  • rev reverses text - by reversing, cutting and then re-reversing you can quickly extract text from the end of a line.
  • sort sorts the incoming text alphabetically. The -r flag for sort reverses the sort order.
  • The uniq command removes duplicate lines - but only when they are next to each other, so you’ll often use it in combination with sort.
  • Your pager, for example the less program can be useful when inspecting the output of your text transformation commands.

For a more detailed overview, click here.

Also, make sure to master regular expressions!


Good starting points are:

Redirects, pipes, and loops

Redirects, pipes, and loops


  • You have learned about pipes (%>% or |>) in R already.
  • Understanding the concept of pipelines in the shell, as well as how input and output work for command line programs is critical to be able to use the shell effectively.
  • Think again of the Unix philosophy of “doing one thing, but doing it well” and combining multiple of these modules.
  • Also, often you’ll want to dump output in a file as part of your workflow.
  • Let’s learn how all this works.

Redirect: >


You can send output from the shell to a file using the redirect operator >.

For example, let’s print a message to the shell using the echo command.

echo "At first, I was afraid, I was petrified"
At first, I was afraid, I was petrified


If you wanted to save this output to a file, you need simply redirect it to the filename of choice.

echo "At first, I was afraid, I was petrified" > survive.txt
find survive.txt ## Show that it now exists
survive.txt

Redirect: >


If you want to append text to an existing file, then you should use >>.

  • Using > will try to overwrite the existing file contents.
echo "'Kept thinking I could never live without you by my side" >> survive.txt
cat survive.txt


At first, I was afraid, I was petrified
'Kept thinking I could never live without you by my side


An example use case is when adding rules to your .gitignore, e.g. $ echo "*.csv" >> .gitignore.

Pipes: |

The pipe operator | is one of the coolest features in Bash.

  • It allows us to chain (i.e. “pipe”) together a sequence of simple operations and thereby implement a more complex operation.

Here’s a simple example:

cat -n slides-topic-02-02-examples/sonnets.txt 2>/dev/null | head -n100 | tail -n10

  • This command sequence:

    • It reads the file sonnets.txt, numbering each line of the text.
    • Any errors that might occur during this process are ignored (not printed to the terminal).
    • It then takes only the first 100 lines of the numbered text.
    • From those 100 lines, it then takes only the last 10 lines.
    • The final output displayed in the terminal will be lines 91 to 100 of the sonnets.txt file, along with their corresponding line numbers.
  1. cat -n slides-topic-02-02-examples/sonnets.txt
    • cat is used to concatenate and display files.
    • The -n option of cat numbers all output lines starting with line 1.
    • slides-topic-02-02-examples/sonnets.txt is the file path to the text file being read. This file presumably contains sonnets or other text.
  1. 2>/dev/null
    • 2> is used to redirect the standard error (stderr) output stream.
    • /dev/null is a special file that discards all data written to it.
    • This redirection sends all error messages from cat (like file not found, no read permission, etc.) to /dev/null, effectively silencing any errors that cat might produce.
  2. | head -n100
    • The pipe | passes the output of the previous command (cat -n) to the next command as input.
    • head is used to output the first part of files.
    • The -n100 option tells head to print the first 100 lines of its input.
  3. | tail -n10
    • Another pipe | passes the output of head -n100 to the next command as input.
    • tail outputs the last part of files.
    • The -n10 option tells tail to print the last 10 lines of its input.

Iteration with for loops


Sometimes you want to loop an operation over certain parameters. for loops in Bash/Z shell work similarly to other programming languages that you are probably familiar with.


The basic syntax is:

for i in LIST
do 
  OPERATION $i ## the $ sign indicates a variable in bash
done

We can also condense things into a single line by using ;.

for i in LIST; do OPERATION $i; done

Note: Using ; isn’t limited to for loops. Semicolons are a standard way to denote line endings in Bash/Z shell.

Example 1: Print a sequence of numbers

To help make things concrete, here’s a simple for loop in action.

for i in 1 2 3 4 5; do echo $i; done
1
2
3
4
5

FWIW (For What It’s Worth), we can use bash’s brace expansion ({1..n}) to save us from having to write out a long sequence of numbers.

for i in {1..5}; do echo $i; done

Example 2: Combine CSVs

Here’s a more realistic for loop use-case: Combining (i.e. concatenating) multiple CSVs.

Say we want to combine all the “daily” files in the /meals directory into a single CSV, which I’ll call mealplan.csv. Here’s one attempt that incorporates various bash commands and tricks that we’ve learned so far. The basic idea is:

  1. Create a new (empty) CSV

  2. Then, loop over the relevant input files, appending their contents to our new CSV

## create an empty CSV
touch slides-topic-02-02-examples/meals/mealplan.csv
## loop over the input files and append their contents to our new CSV
for i in $(ls slides-topic-02-02-examples/meals/*day.csv)
  do 
   cat $i >> slides-topic-02-02-examples/meals/mealplan.csv
done
Terminal!
Did it work?

Example 2: Combine CSVs


cat slides-topic-02-02-examples/meals/mealplan.csv
Terminal!


Hmmm. Sort of, but we need to get rid of the repeating header.


Can you think of a way? (Hint: tail and head…)

Example 2: Combine CSVs


Let’s try again. First delete the old file so we can start afresh.

rm -f slides-topic-02-02-examples/meals/mealplan.csv ## delete old file
Terminal!

Here’s our adapted gameplan:

  • First, create the new file by grabbing the header (i.e. top line) from any of the input files and redirecting it. No need for touch this time.

  • Next, loop over all the input files as before, but this time only append everything after the top line.

## create a new CSV by redirecting the top line of any file
head -1 slides-topic-02-02-examples/meals/monday.csv > slides-topic-02-02-examples/meals/mealplan.csv
## loop over the input files, appending everything after the top line
for i in $(ls slides-topic-02-02-examples/meals/*day.csv)
 do 
   tail -n +2 $i >> slides-topic-02-02-examples/meals/mealplan.csv
done
Terminal!

Example 2: Combine CSVs


It worked!

cat slides-topic-02-02-examples/meals/mealplan.csv
Terminal!


We still have to sort the correct week order, but that’s an easy job in R or Python.

  • The explicit benefit of doing the concatenating in the shell is that it can be much more efficient, since all the files don’t simultaneously have to be held in memory (i.e RAM).

  • This doesn’t matter here, but can make a dramatic difference once we start working with lots of files (or even a few really big ones).

Scripting

Scripting


Writing code interactively in the shell makes a lot of sense when you are exploring data, file structures, etc.

However, it’s also possible (and often desirable) to write reproducible shell scripts that combine a sequence of commands.

These scripts are demarcated by their .sh file extension.

Let’s look at the contents of a short shell script, hello.sh, that is included in the examples folder:

cat slides-topic-02-02-examples/hello.sh


What does this script do?

Hello World!


#!/bin/sh
echo "\nHello World!\n"

  • #!/bin/sh is a shebang, indicating which program to run the command with (here: any Bash-compatible shell). However, it is typically ignored (note that it begins with the hash comment character.)

  • echo "\nHello World!\n" is the actual command that we want to run.

To run this simple script, you can just type in the file name and press enter.

slides-topic-02-02-examples/hello.sh
# bash slides-topic-02-02-examples/hello.sh ## Also works
zsh:1: no such file or directory: slides-topic-02-02-examples/hello.sh

Next steps

Things we didn’t cover here

I hope that I’ve given you a sense of how the shell works and how powerful it is. My main goal has been to “demystify” the shell, so that you aren’t intimidated when we use shell commands later on.

We didn’t cover many things:

  • User roles and file permissions, environment variables, SSH, memory management (e.g. top and htop), GNU parallel, etc.

  • Automation; see here, here, and here are great places to start learning about automation on your own.

Additional material

If you want to dig deeper, check out

Thank you!

Data Science Computing