An Introduction to UNIX Tools (Why? for the love of Pete, why?)

Session 10: An Introduction to UNIX Tools (Why? for the love of Pete, why?)

Today we step back to a simpler time when we interacted with computers through a handful of typed commands. Specifically, we’ll deal in some pretty old magic – UNIX commands. At one level, you can think of these as tools to help you manipulate programmatically the basic stuff of a computer. We’ll work with files and folders and running jobs. These tools come from a time when computers looked like this.

Pictured above are two of the developers of UNIX, Dennis Ritchie and Ken Thompson. To give their work some context, let’s define terms. The start of this notebook is a little chatty, but it will also be one of the most practial we’ll have during these sessions.

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An operating system

An operating system is a piece of software (code) that organizes and controls hardware and other software so your computer behaves in a flexible but predictable way.

Most devices that contain a computer of some kind will have an OS. Operating systems appear when the appliance will have to deal with new applications, complex user input and possibly changing requirements of its function. In addition to a laptop or desktop computer, your smartphone, your car, your refrigerator all have operating systems.

The computer you’d use to run this notebook probably has a Windows, MacOS or Linux operating system.

Your computer

Let’s think about your computer a little more deeply – it consists of several components. The Central Processing Unit (CPU) or microprocessor (a microchip) is a complete computational engine, capable of carrying out a number of basic commands (perform simple arithmetic calculations, store and retrieve information from its memory, and so on).

The CPU itself has the capacity to store some amount of information, and when it needs more space, it moves data to another kind of chip known as Random Access Memory (RAM) — “random access” as opposed to, say, sequential access to memory locations.

Your computer also has one or more storage devices that can be used to organize and store data — hard disks or drives store data magnetically, while solid state drives again use special chips. (A solid state drive is a larger, more sophisticated version of s thumb drive.)

Operating systems, again

Your operating system, then, manages all of your computer’s resources, providing layers of abstraction for both you, the user, as well as developers who are writing new programs for your computer.

With the emergence of so-called cloud computing, we imagine a variety of computing resources “out there” on the web that we can execute – think about the variety of APIs we’ve encountered that do various smart things for us or to our data. In this model, computations are performed elsewhere, and your own computer might function more as a “browser” receiving results – Google’s Chrome operating system is “minimalist” in this sense.

But let’s not get ahead of ourselves. The computers you are probably sitting at are running the Mac OS which is built on a UNIX platform or Windows version 10 that also has access to a UNIX terminal. Let’s spend some time talking about Unix.

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UNIX history

In 1964, Bell Labs (the research arm of AT&T) partnered with MIT and GE to create Multics (for Multiplexed Information and Computing Service) – here is the vision they had for computing

“Such systems must run continuously and reliably 7 days a week, 24 hours a day in a way similar to telephone or power systems, and must be capable of meeting wide service demands: from multiple man-machine interaction to the sequential processing of absentee-user jobs; from the use of the system with dedicated languages and subsystems to the programming of the system itself”

Bell Labs pulled out of the Multics project in 1969, a group of researchers at Bell Labs started work on Unics (Uniplexed information and computing system) because initially it could only support one user; as the system matured, it was renamed UNIX, which isn’t an acronym for anything. Ritchie simply says that UNIX is a “somewhat treacherous pun on Multics.”

While this seems like quite a long time ago, consider how Dennis Ritchie described UNIX support for programming.

Ritchie observes: “What we wanted to preserve was not just a good environment in which to do programming, but a system around which a fellowship could form. We knew from experience that the essence of communal computing, as supplied by remote-access, time-shared machines, is not just to type programs into a terminal instead of a keypunch, but to encourage close communication.” The theme of computers being viewed not merely as logical devices by as the nuclei of communities was in the air; 1969 was also the year the ARPANET (the direct ancestor of today’s Internet) was invented. The theme of “fellowship” would resonate all through UNIX’s subsequent history.

From “The Art of Unix Programming” by Raymond

In Multics, we find the first notion of a hierarchical file system – software for organizing and storing computer files and the data they contain in UNIX, files are arranged in a tree structure that allows separate users to have control of their own areas. Think a system of folders or directories – one folder can contain files and other folders and so on. A tree! UNIX began (more or less) as a file system and then an interactive shell emerged to let you examine its contents and perform basic operations. And these are what we will focus on today.

The UNIX kernel and shell

The UNIX kernel is the part of the operating system that provides other programs access to the system’s resources (the computer’s CPU or central processing unit, its memory and various I/O or input/output devices).

The UNIX shell is a command-line interface to the kernel — keep in mind that UNIX was designed by computer scientists for computer scientists and the interface is not optimized for novices. (The term “shell” is general in that a shell is the outermost interface to the inner workings of the system it surrounds – where have we seen this idea before?)

The UNIX shell is a type of program called an interpreter — in this case, think of it as a text-based interface to the kernel. It operates in a simple loop: It accepts a command, interprets it, executes the command and waits for another. Very obedient. The shell displays a prompt to tell you that it is ready to accept a command.

On a Mac, you can open the Terminal application and be greeted with a happy UNIX prompt. On a Windows laptop, you can run a Unix shell but you’ll need something like WSL, cygwin or a virtual machine.

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Getting started

We are going to explore UNIX with the “cell magic” syntax we’ve been using in our notebooks – remember we used %%HTML to have the notebook display HTML code. The cell magic %%sh indicates the text in the cell is meant to be interpreted as a series of UNIX commands. All of the commands in the cells below can be copied and pasted into a UNIX Terminal window (leaving out the %%sh) and will run “as is.”

One last comment. There are several versions of a UNIX shell. Why might we want different kinds of interfaces to our computer? Well, it turns out that some shells are good for interactive work (allowing you to hit the Tab key and have a command “autocomplete”) while others have additional programming support to help you make “scripts” (think of the move from single commands to functions in Python). The sh, or the Bourne Shell, is an old standby, whereas bash, or the Bourne Again Shell, combines many characteristics of different shells together (bashing them together).

We’ll stick to %%sh for now in our cell magic. So, let’s download a file and give you a sense of what UNIX commands are capable of.

We will work on this file, which is a log file from the journalism.columbia.edu web server from. couple years back. To download the file from github to our colab session instance, we can use a command-line tool called wget. Run the following command. Notice, again, the first line is %%sh which tells the notebook that the text in the cell is a UNIX shell command.

%%sh

wget https://github.com/computationaljournalism/columbia2019/raw/master/data/columbia.txt

--2020-06-09 16:29:26--  https://github.com/computationaljournalism/columbia2019/raw/master/data/columbia.txt
Resolving github.com (github.com)... 140.82.113.3
Connecting to github.com (github.com)|140.82.113.3|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location: https://raw.githubusercontent.com/computationaljournalism/columbia2019/master/data/columbia.txt [following]
--2020-06-09 16:29:27--  https://raw.githubusercontent.com/computationaljournalism/columbia2019/master/data/columbia.txt
Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...
Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 1048576 (1.0M) [text/plain]
Saving to: ‘columbia.txt’

     0K .......... .......... .......... .......... ..........  4% 1.89M 1s
    50K .......... .......... .......... .......... ..........  9% 3.93M 0s
   100K .......... .......... .......... .......... .......... 14% 10.4M 0s
   150K .......... .......... .......... .......... .......... 19% 6.17M 0s
   200K .......... .......... .......... .......... .......... 24% 8.87M 0s
   250K .......... .......... .......... .......... .......... 29% 7.75M 0s
   300K .......... .......... .......... .......... .......... 34% 7.58M 0s
   350K .......... .......... .......... .......... .......... 39% 8.65M 0s
   400K .......... .......... .......... .......... .......... 43% 7.26M 0s
   450K .......... .......... .......... .......... .......... 48% 8.75M 0s
   500K .......... .......... .......... .......... .......... 53% 9.53M 0s
   550K .......... .......... .......... .......... .......... 58% 7.68M 0s
   600K .......... .......... .......... .......... .......... 63% 9.69M 0s
   650K .......... .......... .......... .......... .......... 68% 9.56M 0s
   700K .......... .......... .......... .......... .......... 73% 12.4M 0s
   750K .......... .......... .......... .......... .......... 78% 8.84M 0s
   800K .......... .......... .......... .......... .......... 83% 11.3M 0s
   850K .......... .......... .......... .......... .......... 87% 13.5M 0s
   900K .......... .......... .......... .......... .......... 92% 7.30M 0s
   950K .......... .......... .......... .......... .......... 97% 9.19M 0s
  1000K .......... .......... ....                            100% 40.6M=0.1s

2020-06-09 16:29:27 (7.21 MB/s) - ‘columbia.txt’ saved [1048576/1048576]

A few for exploring your folders: pwd, ls, cd

Making and removing folders (directories): mkdir, rmdir

Copying, renaming and removing files: cp, mv, rm

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First, pwd or “print working directory” will tell you which folder you’re in. For the notebook, this means the folder your data and notebook file are being stored in.

%%sh

pwd

/content

The command ls lists the contents of a folder. Compare this list below to what you see when you use your finder to examine the same folder.

%%sh

ls

columbia.txt
sample_data

Unix commands can be modified by adding one or more options. In the case of ls, we can add a “-l” for the “long” form of the output and a “-a” for all directories that begin with a “.” Another useful option is “-h” for humanly readable output or “-G” for color (which will only show up in the Terminal and not the notebook).

The long printout below tells us the size of each file and what we can do to it.

%%sh

ls -l 

total 1028
-rw-r--r-- 1 root root 1048576 Jun  9 16:29 columbia.txt
drwxr-xr-x 1 root root    4096 May 29 18:19 sample_data

To understand what this all means, let’s look at the first line (for me).

-rw-r--r--@  1 mark  staff       51649 Feb 15 07:55 01_Introductory_Drill.ipynb

Let’s split things up a bit.

 f1  f2   f3   f4  f5  f6    f7     f8     f9            f10
  -  rw-  r--  r--  1  mark  staff  51649  Feb 15 07:55  01_Introductory_Drill.ipynb

Let’s walk through the different fields.

f1: - for File, d for Directory, l for “Link”

f2, f3 and f4: These are “permissions” that mean you can read (r), write (w) and execute (x) a file, or not (-). They come in three different clusters specifing permissions

         f2: The owner has over the file,
         f3: The group has over the file, and
         f4: Everybody else has over the file

f5: This field specifies the number of links or directories inside this directory.

f6: This is the user who owns the file or directory.

f7: The group that file belongs to, and any user in that group will have the permissions given in the third field over that file.

f8: The size in bytes, you may modify this by using the -h option (humanly readable) together with -l this will have the output in k,M,G so it’s just a bit easier to understand.

f9: The date of last modification

f10: The name of the file

Aside: Why a command line?

While interacting with a computer by typing in commands might seem primitive, it has its advantages (there are reasons why it’s hanging around).

Agile — It is designed tok be very interactive, supporting exploratory analysis; it is also close to the “filesystem” which means the tools are close to the data you’re working with

Scalable — You are interacting with your computer by typing commands and not through a graphical user interface (GUI) which means your instructions can be combined into a file or script and reused

Extensible — New tools are being developed for the command line on a daily basis, being written in a variety of languages but all usable in the same way as the original tools that appeared in the 1960’s and 1970s

Ubiquitous — It is hard to find a computer system that you’ll purchase (desktop or laptop) and if you soar into “the cloud” you will likely encounter the various computers you find there through a command line interface

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Back to the drill

The command man will provide you with help on any Unix command. You simply supply the name of the command you are interested in as an argument.

%%sh

man ls

LS(1POSIX)                 POSIX Programmer's Manual                LS(1POSIX)

PROLOG
       This  manual  page is part of the POSIX Programmer's Manual.  The Linux
       implementation of this interface may differ (consult the  corresponding
       Linux  manual page for details of Linux behavior), or the interface may
       not be implemented on Linux.

NAME
       ls — list directory contents

SYNOPSIS
       ls [−ikqrs] [−glno] [−A|−a] [−C|−m|−x|−1] \
           [−F|−p] [−H|−L] [−R|−d] [−S|−f|−t] [−c|−u] [file...]

DESCRIPTION
       For each operand that names a file of a type other  than  directory  or
       symbolic  link  to  a directory, ls shall write the name of the file as
       well as any requested, associated information. For  each  operand  that
       names  a file of type directory, ls shall write the names of files con‐
       tained within the directory as well as any requested, associated infor‐
       mation.  Filenames  beginning with a <period> ('.')  and any associated
       information shall not be written out unless explicitly referenced,  the
       −A  or  −a  option  is supplied, or an implementation-defined condition
       causes them to be written. If one or more of the −d, −F, or −l  options
       are  specified,  and neither the −H nor the −L option is specified, for
       each operand that names a file of type symbolic link to a directory, ls
       shall  write  the name of the file as well as any requested, associated
       information. If none of the −d, −F, or −l options are specified, or the
       −H  or  −L options are specified, for each operand that names a file of
       type symbolic link to a directory, ls shall write the  names  of  files
       contained  within  the  directory  as well as any requested, associated
       information. In each case where the names of files contained  within  a
       directory  are  written,  if  the directory contains any symbolic links
       then ls shall evaluate the file information and file type to  be  those
       of the symbolic link itself, unless the −L option is specified.

       If no operands are specified, ls shall behave as if a single operand of
       dot ('.')  had been specified. If more than one operand  is  specified,
       ls  shall  write  non-directory operands first; it shall sort directory
       and  non-directory  operands  separately  according  to  the  collating
       sequence in the current locale.

       The  ls utility shall detect infinite loops; that is, entering a previ‐
       ously visited directory that is an ancestor of the  last  file  encoun‐
       tered.   When  it detects an infinite loop, ls shall write a diagnostic
       message to standard error and shall either recover its position in  the
       hierarchy or terminate.

OPTIONS
       The  ls  utility  shall  conform  to  the  Base  Definitions  volume of
       POSIX.1‐2008, Section 12.2, Utility Syntax Guidelines.

       The following options shall be supported:

       −A        Write out all directory entries, including those whose  names
                 begin  with  a  <period> ('.')  but excluding the entries dot
                 and dot-dot (if they exist).

       −C        Write multi-text-column output with entries sorted  down  the
                 columns,  according  to the collating sequence. The number of
                 text columns and the column separator characters are unspeci‐
                 fied,  but  should  be  adapted  to  the nature of the output
                 device. This option disables long format output.

       −F        Do not follow symbolic links named as operands unless the  −H
                 or  −L  options  are specified. Write a <slash> ('/') immedi‐
                 ately after each pathname that is a directory, an  <asterisk>
                 ('*')  after each that is executable, a <vertical-line> ('|')
                 after each that is a FIFO, and an at-sign  ('@')  after  each
                 that  is a symbolic link. For other file types, other symbols
                 may be written.

       −H        Evaluate the file information  and  file  type  for  symbolic
                 links  specified  on the command line to be those of the file
                 referenced by the link, and not the link itself; however,  ls
                 shall write the name of the link itself and not the file ref‐
                 erenced by the link.

       −L        Evaluate the file information and file type for all  symbolic
                 links  (whether named on the command line or encountered in a
                 file hierarchy) to be those of the  file  referenced  by  the
                 link,  and  not  the link itself; however, ls shall write the
                 name of the link itself and not the file  referenced  by  the
                 link. When −L is used with −l, write the contents of symbolic
                 links in the long format (see the STDOUT section).

       −R        Recursively list subdirectories encountered. When a  symbolic
                 link  to  a directory is encountered, the directory shall not
                 be recursively listed unless the −L option is specified.  The
                 use of −R with −d or −f produces unspecified results.

       −S        Sort  with  the  primary  key  being file size (in decreasing
                 order) and the secondary key being filename in the  collating
                 sequence (in increasing order).

       −a        Write  out all directory entries, including those whose names
                 begin with a <period> ('.').

       −c        Use time of last modification of the file status  information
                 (see   the   Base   Definitions   volume   of   POSIX.1‐2008,
                 <sys_stat.h>) instead of last modification of the file itself
                 for sorting (−t) or writing (−l).

       −d        Do  not follow symbolic links named as operands unless the −H
                 or −L options are specified. Do not treat directories differ‐
                 ently  than other types of files. The use of −d with −R or −f
                 produces unspecified results.

       −f        List the entries in directory  operands  in  the  order  they
                 appear in the directory. The behavior for non-directory oper‐
                 ands is unspecified. This option shall turn on −a.   When  −f
                 is  specified,  any occurrences of the −r, −S, and −t options
                 shall be ignored and any occurrences of the −A, −g,  −l,  −n,
                 −o,  and  −s options may be ignored. The use of −f with −R or
                 −d produces unspecified results.

       −g        Turn on the −l (ell) option, but disable writing  the  file's
                 owner name or number.  Disable the −C, −m, and −x options.

       −i        For  each  file,  write  the  file's  file serial number (see
                 stat() in the System Interfaces volume of POSIX.1‐2008).

       −k        Set the block size for the −s option  and  the  per-directory
                 block  count  written  for the −l, −n, −s, −g, and −o options
                 (see the STDOUT section) to 1024 bytes.

       −l        (The letter ell.) Do not follow symbolic links named as oper‐
                 ands  unless the −H or −L options are specified. Write out in
                 long format (see the STDOUT section). Disable the −C, −m, and
                 −x options.

       −m        Stream  output  format; list pathnames across the page, sepa‐
                 rated by a <comma> character followed by a <space> character.
                 Use  a  <newline>  character as the list terminator and after
                 the separator sequence when there is not room on a  line  for
                 the next list entry. This option disables long format output.

       −n        Turn  on  the  −l  (ell)  option, but when writing the file's
                 owner or group, write the file's numeric UID  or  GID  rather
                 than  the  user  or group name, respectively. Disable the −C,
                 −m, and −x options.

       −o        Turn on the −l (ell) option, but disable writing  the  file's
                 group name or number.  Disable the −C, −m, and −x options.

       −p        Write  a  <slash> ('/') after each filename if that file is a
                 directory.

       −q        Force each instance of non-printable filename characters  and
                 <tab>  characters  to be written as the <question-mark> ('?')
                 character. Implementations may provide this option by default
                 if the output is to a terminal device.

       −r        Reverse  the  order  of  the  sort  to  get reverse collating
                 sequence oldest first, or smallest file size first  depending
                 on the other options given.

       −s        Indicate  the  total number of file system blocks consumed by
                 each file displayed. If the −k option is also specified,  the
                 block  size shall be 1024 bytes; otherwise, the block size is
                 implementation-defined.

       −t        Sort with the primary key being time modified (most  recently
                 modified  first)  and the secondary key being filename in the
                 collating sequence.  For a symbolic link, the  time  used  as
                 the  sort  key is that of the symbolic link itself, unless ls
                 is evaluating its file information to be  that  of  the  file
                 referenced by the link (see the −H and −L options).

       −u        Use  time  of last access (see the Base Definitions volume of
                 POSIX.1‐2008, <sys_stat.h>) instead of last  modification  of
                 the file for sorting (−t) or writing (−l).

       −x        The  same  as −C, except that the multi-text-column output is
                 produced with entries sorted across, rather  than  down,  the
                 columns. This option disables long format output.

       −1        (The  numeric  digit  one.)  Force output to be one entry per
                 line.  This option does not disable long format output. (Long
                 format  output  is  enabled  by −g, −l (ell), −n, and −o; and
                 disabled by −C, −m, and −x.)

       If an option that enables long format output (−g, −l (ell), −n, and  −o
       is  given  with an option that disables long format output (−C, −m, and
       −x), this shall not be considered an error. The last of  these  options
       specified shall determine whether long format output is written.

       If  −R,  −d, or −f are specified, the results of specifying these mutu‐
       ally-exclusive options are  specified  by  the  descriptions  of  these
       options  above.  If  more than one of any of the other options shown in
       the SYNOPSIS section in mutually-exclusive sets are given,  this  shall
       not be considered an error; the last option specified in each set shall
       determine the output.

       Note that if −t is specified, −c and −u are not only mutually-exclusive
       with  each  other, they are also mutually-exclusive with −S when deter‐
       mining sort order. But even if −S is specified after all occurrences of
       −c,  −t,  and  −u,  the  last  use of −c or −u determines the timestamp
       printed when producing long format output.

OPERANDS
       The following operand shall be supported:

       file      A pathname of a file to be written. If the file specified  is
                 not  found,  a diagnostic message shall be output on standard
                 error.

STDIN
       Not used.

INPUT FILES
       None.

ENVIRONMENT VARIABLES
       The following environment variables shall affect the execution of ls:

       COLUMNS   Determine the user's  preferred  column  position  width  for
                 writing  multiple  text-column  output. If this variable con‐
                 tains a string representing a decimal integer, the ls utility
                 shall  calculate how many pathname text columns to write (see
                 −C) based on the width provided. If COLUMNS  is  not  set  or
                 invalid, an implementation-defined number of column positions
                 shall be assumed, based on the implementation's knowledge  of
                 the output device. The column width chosen to write the names
                 of files in any given directory shall be constant.  Filenames
                 shall  not  be truncated to fit into the multiple text-column
                 output.

       LANG      Provide a default value for  the  internationalization  vari‐
                 ables  that are unset or null. (See the Base Definitions vol‐
                 ume of POSIX.1‐2008, Section 8.2, Internationalization  Vari‐
                 ables  for  the  precedence of internationalization variables
                 used to determine the values of locale categories.)

       LC_ALL    If set to a non-empty string value, override  the  values  of
                 all the other internationalization variables.

       LC_COLLATE
                 Determine  the  locale for character collation information in
                 determining the pathname collation sequence.

       LC_CTYPE  Determine the locale for the interpretation of  sequences  of
                 bytes of text data as characters (for example, single-byte as
                 opposed to multi-byte  characters  in  arguments)  and  which
                 characters are defined as printable (character class print).

       LC_MESSAGES
                 Determine the locale that should be used to affect the format
                 and contents  of  diagnostic  messages  written  to  standard
                 error.

       LC_TIME   Determine  the  format and contents for date and time strings
                 written by ls.

       NLSPATH   Determine the location of message catalogs for the processing
                 of LC_MESSAGES.

       TZ        Determine  the  timezone for date and time strings written by
                 ls.  If TZ is unset or null, an unspecified default  timezone
                 shall be used.

ASYNCHRONOUS EVENTS
       Default.

STDOUT
       The default format shall be to list one entry per line to standard out‐
       put; the exceptions are to terminals or when one of the −C, −m,  or  −x
       options  is  specified.  If  the output is to a terminal, the format is
       implementation-defined.

       When −m is specified, the format used for the last element of the  list
       shall be:

           "%s\n", <filename>

       The format used for each other element of the list shall be:

           "%s,%s", <filename>, <separator>

       where,  if  there  is  not room for the next element of the list to fit
       within the current line length, <separator> is a string  containing  an
       optional  <space> character and a mandatory <newline> character; other‐
       wise it is a single <space> character.

       If the −i option is specified, the file's file serial number  (see  the
       Base Definitions volume of POSIX.1‐2008, <sys_stat.h>) shall be written
       in the following format before any other output for  the  corresponding
       entry:

           %u ", <file serial number>

       If the −l option is specified, the following information shall be writ‐
       ten for files other than character special and block special files:

           "%s %u %s %s %u %s %s\n", <file mode>, <number of links>,
               <owner name>, <group name>, <size>, <date and time>,
               <pathname>

       If the −l option is specified, the following information shall be writ‐
       ten for character special and block special files:

           "%s %u %s %s %s %s %s\n", <file mode>, <number of links>,
               <owner name>, <group name>, <device info>, <date and time>,
               <pathname>

       In  both cases if the file is a symbolic link and the −L option is also
       specified, this information shall be for the  file  resolved  from  the
       symbolic link, except that the <pathname> field shall contain the path‐
       name of the symbolic link itself. If the file is a  symbolic  link  and
       the  −L  option  is  not specified, this information shall be about the
       link itself and the <pathname> field shall be of the form:

           "%s −> %s", <pathname of link>, <contents of link>

       The −n, −g, and −o options use the same format as −l, but with  omitted
       items and their associated <blank> characters. See the OPTIONS section.

       In  both the preceding −l forms, if <owner name> or <group name> cannot
       be determined, or if −n is given, they shall  be  replaced  with  their
       associated numeric values using the format %u.

       The <size> field shall contain the value that would be returned for the
       file in the st_size field of struct stat (see the Base Definitions vol‐
       ume of POSIX.1‐2008, <sys_stat.h>).  Note that for some file types this
       value is unspecified.

       The <device info> field shall contain  implementation-defined  informa‐
       tion associated with the device in question.

       The  <date and time> field shall contain the appropriate date and time‐
       stamp of when the file was last modified.  In  the  POSIX  locale,  the
       field  shall be the equivalent of the output of the following date com‐
       mand:

           date "+%b %e %H:%M"

       if the file has been modified in the last six months, or:

           date "+%b %e %Y"

       (where two <space> characters are used between %e and %Y) if  the  file
       has  not  been  modified  in the last six months or if the modification
       date is in the future, except that, in both cases, the final  <newline>
       produced  by  date  shall not be included and the output shall be as if
       the date command were executed at the time  of  the  last  modification
       date  of the file rather than the current time. When the LC_TIME locale
       category is not set to the POSIX locale, a different format  and  order
       of presentation of this field may be used.

       If the pathname was specified as a file operand, it shall be written as
       specified.

       The file mode written under the −l, −n, −g, and −o options  shall  con‐
       sist of the following format:

           "%c%s%s%s%s", <entry type>, <owner permissions>,
               <group permissions>, <other permissions>,
               <optional alternate access method flag>

       The  <optional alternate access method flag>  shall be the empty string
       if there is no alternate or additional access control method associated
       with  the  file;  otherwise,  it  shall be a string containing a single
       printable character that is not a <blank>.

       The <entry type> character shall describe the type of file, as follows:

       d       Directory.

       b       Block special file.

       c       Character special file.

       l (ell) Symbolic link.

       p       FIFO.

       −       Regular file.

       Implementations may add other characters  to  this  list  to  represent
       other implementation-defined file types.

       The next three fields shall be three characters each:

       <owner permissions>
             Permissions  for  the  file owner class (see the Base Definitions
             volume of POSIX.1‐2008, Section 4.4, File Access Permissions).

       <group permissions>
             Permissions for the file group class.

       <other permissions>
             Permissions for the file other class.

       Each field shall have three character positions:

        1. If 'r', the file is readable; if '−', the file is not readable.

        2. If 'w', the file is writable; if '−', the file is not writable.

        3. The first of the following that applies:

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

           s     If in <owner permissions>, the file is  executable  and  set-
                 user-ID  mode  is set. If in <group permissions>, the file is
                 executable and set-group-ID mode is set.

           T     If in <other permissions> and the file is a directory, search
                 permission is not granted to others, and the restricted dele‐
                 tion flag is set.

           t     If in <other permissions> and the file is a directory, search
                 permission  is granted to others, and the restricted deletion
                 flag is set.

           x     The file is executable or the directory is searchable.

           −     None of the attributes of 'S', 's', 'T', 't', or 'x' applies.

           Implementations may add other characters to this list for the third
           character  position.  Such  additions shall, however, be written in
           lowercase if the file is executable or searchable, and in uppercase
           if it is not.

       If  any of the −l, −n, −s, −g, or −o options is specified, each list of
       files within the directory shall be preceded by a status line  indicat‐
       ing the number of file system blocks occupied by files in the directory
       in 512-byte units if the −k option is not specified, or 1024-byte units
       if  the  −k option is specified, rounded up to the next integral number
       of units, if necessary. In the POSIX locale, the format shall be:

           "total %u\n", <number of units in the directory>

       If more than one directory, or a combination of non-directory files and
       directories  are written, either as a result of specifying multiple op‐
       erands, or the −R option, each list of files within a  directory  shall
       be preceded by:

           "\n%s:\n", <directory name>

       If  this  string  is the first thing to be written, the first <newline>
       shall not be written. This output shall precede the number of units  in
       the directory.

       If  the  −s option is given, each file shall be written with the number
       of blocks used by the file. Along with −C, −1, −m, or  −x,  the  number
       and  a <space> shall precede the filename; with −l, −n, −g, or −o, they
       shall precede each line describing a file.

STDERR
       The standard error shall be used only for diagnostic messages.

OUTPUT FILES
       None.

EXTENDED DESCRIPTION
       None.

EXIT STATUS
       The following exit values shall be returned:

        0    Successful completion.

       >0    An error occurred.

CONSEQUENCES OF ERRORS
       Default.

       The following sections are informative.

APPLICATION USAGE
       Many implementations use the  <equals-sign>  ('=')  to  denote  sockets
       bound  to the file system for the −F option. Similarly, many historical
       implementations use the 's' character to denote sockets  as  the  entry
       type characters for the −l option.

       It  is difficult for an application to use every part of the file modes
       field of ls −l in a portable manner. Certain file types and  executable
       bits  are not guaranteed to be exactly as shown, as implementations may
       have extensions. Applications can use this field to pass directly to  a
       user  printout or prompt, but actions based on its contents should gen‐
       erally be deferred, instead, to the test utility.

       The output of ls (with the −l and related options) contains information
       that  logically  could  be used by utilities such as chmod and touch to
       restore files to a known state. However, this information is  presented
       in  a format that cannot be used directly by those utilities or be eas‐
       ily translated into a format that can be used.  A  character  has  been
       added  to  the  end  of  the permissions string so that applications at
       least have an indication that they may be working in an  area  they  do
       not  understand instead of assuming that they can translate the permis‐
       sions string into something  that  can  be  used.  Future  versions  or
       related documents may define one or more specific characters to be used
       based on different standard additional or  alternative  access  control
       mechanisms.

       As  with  many of the utilities that deal with filenames, the output of
       ls for multiple files or in one of the long  listing  formats  must  be
       used  carefully  on  systems where filenames can contain embedded white
       space. Systems and system administrators should institute policies  and
       user training to limit the use of such filenames.

       The  number  of disk blocks occupied by the file that it reports varies
       depending on underlying file system type, block  size  units  reported,
       and the method of calculating the number of blocks. On some file system
       types, the number is the actual number of blocks occupied by  the  file
       (counting indirect blocks and ignoring holes in the file); on others it
       is calculated based on the file size (usually making an  allowance  for
       indirect blocks, but ignoring holes).

EXAMPLES
       An example of a small directory tree being fully listed with ls −laRF a
       in the POSIX locale:

           total 11
           drwxr-xr-x   3 fox      prog          64 Jul  4 12:07 ./
           drwxrwxrwx   4 fox      prog        3264 Jul  4 12:09 ../
           drwxr-xr-x   2 fox      prog          48 Jul  4 12:07 b/
           -rwxr--r--   1 fox      prog         572 Jul  4 12:07 foo*

           a/b:
           total 4
           drwxr-xr-x   2 fox      prog          48 Jul  4 12:07 ./
           drwxr-xr-x   3 fox      prog          64 Jul  4 12:07 ../
           -rw-r--r--   1 fox      prog         700 Jul  4 12:07 bar

RATIONALE
       Some historical implementations of the ls utility show all entries in a
       directory  except  dot  and dot-dot when a superuser invokes ls without
       specifying the −a option. When ``normal'' users invoke ls without spec‐
       ifying  −a,  they should not see information about any files with names
       beginning with a <period> unless they were named as file operands.

       Implementations are expected to traverse arbitrary depths when process‐
       ing the −R option. The only limitation on depth should be based on run‐
       ning out of physical storage for keeping track of untraversed  directo‐
       ries.

       The  −1  (one)  option  was  historically  found in BSD and BSD-derived
       implementations only. It is required in this volume of POSIX.1‐2008  so
       that  conforming applications might ensure that output is one entry per
       line, even if the output is to a terminal.

       The −S option was added in Issue 7, but had been  provided  by  several
       implementations  for  many years. The description given in the standard
       documents historic practice, but does not match much of the  documenta‐
       tion  that  described  its behavior. Historical documentation typically
       described it as something like:

       −S        Sort by size (largest size first) instead of by name. Special
                 character devices (listed last) are sorted by name.

       even though the file type was never considered when sorting the output.
       Character special files do typically sort close to the end of the  list
       because  their  file size on most implementations is zero. But they are
       sorted alphabetically with any other files that happen to have the same
       file size (zero), not sorted separately and added to the end.

       This  volume  of  POSIX.1‐2008  is frequently silent about what happens
       when mutually-exclusive options are specified. Except for −R,  −d,  and
       −f,  the  ls  utility  is required to accept multiple options from each
       mutually-exclusive option set without treating them as  errors  and  to
       use  the  behavior specified by the last option given in each mutually-
       exclusive set. Since ls is one of the  most  aliased  commands,  it  is
       important  that the implementation perform intuitively. For example, if
       the alias were:

           alias ls="ls −C"

       and the user  typed  ls  −1  (one),  single-text-column  output  should
       result, not an error.

       The  −g,  −l  (ell),  −n,  and  −o  options  are not mutually-exclusive
       options. They all enable long format  output.  They  work  together  to
       determine  whether  the  file's owner is written (no if −g is present),
       file's group is written (no if −o is present), and if the file's  group
       or  owner  is  written whether it is written as the name (default) or a
       string representation of the UID or GID number (if −n is present).  The
       −C,  −m,  −x, and −1 (one) are mutually-exclusive options and the first
       three of these disable long format output. The −1 (one) option does not
       directly  change  whether  or not long format output is enabled, but by
       overriding −C, −m, and −x, it can re-enable long format output that had
       been disabled by one of these options.

       Earlier  versions  of  this standard did not describe the BSD −A option
       (like −a, but dot and dot-dot are not written out). It has  been  added
       due to widespread implementation.

       Implementations may make −q the default for terminals to prevent trojan
       horse attacks on terminals with special escape sequences.  This is  not
       required because:

        *  Some  control characters may be useful on some terminals; for exam‐
           ple, a system might write them as "\001" or "^A".

        *  Special behavior for terminals  is  not  relevant  to  applications
           portability.

       An    early    proposal    specified    that    the    <optional alter‐
       nate access method flag> had to be '+' if there was an alternate access
       method  used  on the file or <space> if there was not. This was changed
       to be <space> if there is not and a single printable character if there
       is. This was done for three reasons:

        1. There  are  historical  implementations using characters other than
           '+'.

        2. There are implementations that vary this  character  used  in  that
           position to distinguish between various alternate access methods in
           use.

        3. The standard developers did not want to preclude future  specifica‐
           tions  that  might  need  a  way to specify more than one alternate
           access method.

       Nonetheless, implementations providing a single alternate access method
       are encouraged to use '+'.

       Earlier  versions  of  this  standard did not have the −k option, which
       meant that the −s option could not be used portably as its  block  size
       was implementation-defined, and the units used to specify the number of
       blocks occupied by files in a directory in an ls −l listing were  fixed
       as  512-byte  units.  The −k option has been added to provide a way for
       the −s option to be used portably, and for consistency it also  changes
       the aforementioned units from 512-byte to 1024-byte.

       The  <date and time>  field  in the −l format is specified only for the
       POSIX locale. As noted, the format can be different in  other  locales.
       No   mechanism   for  defining  this  is  present  in  this  volume  of
       POSIX.1‐2008, as the appropriate vehicle is a  messaging  system;  that
       is, the format should be specified as a ``message''.

FUTURE DIRECTIONS
       Allowing  −f  to  ignore  the −A, −g, −l, −n, −o, and −s options may be
       removed in a future version.

SEE ALSO
       chmod, find

       The Base Definitions volume of POSIX.1‐2008, Section 4.4,  File  Access
       Permissions,  Chapter  8,  Environment Variables, Section 12.2, Utility
       Syntax Guidelines, <sys_stat.h>

       The System Interfaces volume of POSIX.1‐2008, fstatat()

COPYRIGHT
       Portions of this text are reprinted and reproduced in  electronic  form
       from IEEE Std 1003.1, 2013 Edition, Standard for Information Technology
       -- Portable Operating System Interface (POSIX),  The  Open  Group  Base
       Specifications Issue 7, Copyright (C) 2013 by the Institute of Electri‐
       cal and Electronics Engineers,  Inc  and  The  Open  Group.   (This  is
       POSIX.1-2008  with  the  2013  Technical Corrigendum 1 applied.) In the
       event of any discrepancy between this version and the original IEEE and
       The  Open Group Standard, the original IEEE and The Open Group Standard
       is the referee document. The original Standard can be  obtained  online
       at http://www.unix.org/online.html .

       Any  typographical  or  formatting  errors that appear in this page are
       most likely to have been introduced during the conversion of the source
       files  to  man page format. To report such errors, see https://www.ker‐
       nel.org/doc/man-pages/reporting_bugs.html .

IEEE/The Open Group                  2013                           LS(1POSIX)

In the man command above, the string “ls” is passed as an argument that tells UNIX which “data” to work with. Here’s another example of an argument.

The command head does what you might expect given our exposure to Pandas. It prints out the first 10 lines of a file, the name of which you pass as an argument. Here we look at the first 10 lines of “columbia.txt”. How do you get the last 10?

%%sh

cd sample_data
ls -l

total 55504
-rwxr-xr-x 1 root root     1697 Jan  1  2000 anscombe.json
-rw-r--r-- 1 root root   301141 May 29 18:19 california_housing_test.csv
-rw-r--r-- 1 root root  1706430 May 29 18:19 california_housing_train.csv
-rw-r--r-- 1 root root 18289443 May 29 18:19 mnist_test.csv
-rw-r--r-- 1 root root 36523880 May 29 18:19 mnist_train_small.csv
-rwxr-xr-x 1 root root      930 Jan  1  2000 README.md

%%sh 

head columbia.txt

59.40.117 - - [17/Apr/2016:06:27:25 -0400] "GET /robots.txt HTTP/1.0" 200 469 "-" "gsa-crawler (Enterprise; T4-BWMXW7XQDYSQL; search-admin@columbia.edu)"
71.161.156 - - [17/Apr/2016:06:27:25 -0400] "GET /feed/170.rss HTTP/1.1" 200 640 "-" "Barbarossa Spider/Nutch-1.8"
30.213.18 - - [17/Apr/2016:06:27:18 -0400] "GET /page/1249-metropolis-of-science-launches/748 HTTP/1.0" 200 5173 "-" "Mozilla/5.0 (compatible; MJ12bot/v1.4.5; http://www.majestic12.co.uk/bot.php?+)"
- - - [17/Apr/2016:06:27:18 -0400] "HEAD /page/1/1 HTTP/1.1" 200 377 "-" "-"
30.213.18 - - [17/Apr/2016:06:27:33 -0400] "GET /page/1253-columbia-journalism-partners-on-panama-papers/748 HTTP/1.0" 200 5061 "-" "Mozilla/5.0 (compatible; MJ12bot/v1.4.5; http://www.majestic12.co.uk/bot.php?+)"
30.213.18 - - [17/Apr/2016:06:27:38 -0400] "GET /page/18-technology-guide-2016-17/15 HTTP/1.0" 200 4210 "-" "Mozilla/5.0 (compatible; MJ12bot/v1.4.5; http://www.majestic12.co.uk/bot.php?+)"
30.213.18 - - [17/Apr/2016:06:27:40 -0400] "GET /page/18-technology-guide-2016-17/17 HTTP/1.0" 200 4148 "-" "Mozilla/5.0 (compatible; MJ12bot/v1.4.5; http://www.majestic12.co.uk/bot.php?+)"
46.13.74 - - [17/Apr/2016:06:27:43 -0400] "GET /page/277-contacts/145?printing=true HTTP/1.1" 200 11495 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
1.205.12 - - [17/Apr/2016:06:27:45 -0400] "GET /page/967-for-alumni/773 HTTP/1.1" 200 6204 "https://www.google.com/" "Mozilla/5.0 (iPhone; CPU iPhone OS 9_2 like Mac OS X) AppleWebKit/601.1.46 (KHTML, like Gecko) Version/9.0 Mobile/13C75 Safari/601.1"
1.205.12 - - [17/Apr/2016:06:27:46 -0400] "GET /stylesheets/theme_stylesheets/mike1/colorbox.css HTTP/1.1" 200 1754 "http://www.journalism.columbia.edu/page/967-for-alumni/773" "Mozilla/5.0 (iPhone; CPU iPhone OS 9_2 like Mac OS X) AppleWebKit/601.1.46 (KHTML, like Gecko) Version/9.0 Mobile/13C75 Safari/601.1"

%%sh

man head

HEAD(1POSIX)               POSIX Programmer's Manual              HEAD(1POSIX)

PROLOG
       This  manual  page is part of the POSIX Programmer's Manual.  The Linux
       implementation of this interface may differ (consult the  corresponding
       Linux  manual page for details of Linux behavior), or the interface may
       not be implemented on Linux.

NAME
       head — copy the first part of files

SYNOPSIS
       head [−n number] [file...]

DESCRIPTION
       The head utility shall copy its input files  to  the  standard  output,
       ending the output for each file at a designated point.

       Copying  shall  end at the point in each input file indicated by the −n
       number option. The option-argument number shall be counted in units  of
       lines.

OPTIONS
       The  head  utility  shall  conform  to  the  Base Definitions volume of
       POSIX.1‐2008, Section 12.2, Utility Syntax Guidelines.

       The following option shall be supported:

       −n number The first number lines of each input file shall be copied  to
                 standard output. The application shall ensure that the number
                 option-argument is a positive decimal integer.

       When a file contains less than number lines,  it  shall  be  copied  to
       standard output in its entirety. This shall not be an error.

       If no options are specified, head shall act as if −n 10 had been speci‐
       fied.

OPERANDS
       The following operand shall be supported:

       file      A pathname of an input file. If no file operands  are  speci‐
                 fied, the standard input shall be used.

STDIN
       The standard input shall be used if no file operands are specified, and
       shall be used if a file operand is '−' and  the  implementation  treats
       the '−' as meaning standard input.  Otherwise, the standard input shall
       not be used.  See the INPUT FILES section.

INPUT FILES
       Input files shall be text files, but the line length is not  restricted
       to {LINE_MAX} bytes.

ENVIRONMENT VARIABLES
       The following environment variables shall affect the execution of head:

       LANG      Provide  a  default  value for the internationalization vari‐
                 ables that are unset or null. (See the Base Definitions  vol‐
                 ume  of POSIX.1‐2008, Section 8.2, Internationalization Vari‐
                 ables for the precedence  of  internationalization  variables
                 used to determine the values of locale categories.)

       LC_ALL    If  set  to  a non-empty string value, override the values of
                 all the other internationalization variables.

       LC_CTYPE  Determine the locale for the interpretation of  sequences  of
                 bytes of text data as characters (for example, single-byte as
                 opposed to  multi-byte  characters  in  arguments  and  input
                 files).

       LC_MESSAGES
                 Determine the locale that should be used to affect the format
                 and contents  of  diagnostic  messages  written  to  standard
                 error.

       NLSPATH   Determine the location of message catalogs for the processing
                 of LC_MESSAGES.

ASYNCHRONOUS EVENTS
       Default.

STDOUT
       The standard output shall contain  designated  portions  of  the  input
       files.

       If  multiple file operands are specified, head shall precede the output
       for each with the header:

           "\n==> %s <==\n", <pathname>

       except that the first header written  shall  not  include  the  initial
       <newline>.

STDERR
       The standard error shall be used only for diagnostic messages.

OUTPUT FILES
       None.

EXTENDED DESCRIPTION
       None.

EXIT STATUS
       The following exit values shall be returned:

        0    Successful completion.

       >0    An error occurred.

CONSEQUENCES OF ERRORS
       Default.

       The following sections are informative.

APPLICATION USAGE
       None.

EXAMPLES
       To  write the first ten lines of all files (except those with a leading
       period) in the directory:

           head −− *

RATIONALE
       Although it is possible to simulate head with  sed  10q  for  a  single
       file,  the  standard  developers decided that the popularity of head on
       historical BSD systems warranted its inclusion alongside tail.

       POSIX.1‐2008 version of head follows the Utility Syntax Guidelines. The
       −n  option  was added to this new interface so that head and tail would
       be more logically related. Earlier versions of this standard allowed  a
       −number  option.  This  form is no longer specified by POSIX.1‐2008 but
       may be present in some implementations.

       There is no −c option (as there is in tail) because it is not  histori‐
       cal practice and because other utilities in this volume of POSIX.1‐2008
       provide similar functionality.

FUTURE DIRECTIONS
       None.

SEE ALSO
       sed, tail

       The Base Definitions volume of  POSIX.1‐2008,  Chapter  8,  Environment
       Variables, Section 12.2, Utility Syntax Guidelines

COPYRIGHT
       Portions  of  this text are reprinted and reproduced in electronic form
       from IEEE Std 1003.1, 2013 Edition, Standard for Information Technology
       --  Portable  Operating  System  Interface (POSIX), The Open Group Base
       Specifications Issue 7, Copyright (C) 2013 by the Institute of Electri‐
       cal  and  Electronics  Engineers,  Inc  and  The  Open Group.  (This is
       POSIX.1-2008 with the 2013 Technical Corrigendum  1  applied.)  In  the
       event of any discrepancy between this version and the original IEEE and
       The Open Group Standard, the original IEEE and The Open Group  Standard
       is  the  referee document. The original Standard can be obtained online
       at http://www.unix.org/online.html .

       Any typographical or formatting errors that appear  in  this  page  are
       most likely to have been introduced during the conversion of the source
       files to man page format. To report such errors,  see  https://www.ker‐
       nel.org/doc/man-pages/reporting_bugs.html .

IEEE/The Open Group                  2013                         HEAD(1POSIX)

A UNIX command will often involve both arguments and options. Here we tell head to only print out the first three lines.

%%sh

head -3 columbia.txt

59.40.117 - - [17/Apr/2016:06:27:25 -0400] "GET /robots.txt HTTP/1.0" 200 469 "-" "gsa-crawler (Enterprise; T4-BWMXW7XQDYSQL; search-admin@columbia.edu)"
71.161.156 - - [17/Apr/2016:06:27:25 -0400] "GET /feed/170.rss HTTP/1.1" 200 640 "-" "Barbarossa Spider/Nutch-1.8"
30.213.18 - - [17/Apr/2016:06:27:18 -0400] "GET /page/1249-metropolis-of-science-launches/748 HTTP/1.0" 200 5173 "-" "Mozilla/5.0 (compatible; MJ12bot/v1.4.5; http://www.majestic12.co.uk/bot.php?+)"

And where there’s a head, you’ll also find a tail!

%%sh 

tail columbia.txt

236.208.25 - - [17/Apr/2016:09:12:52 -0400] "GET /stylesheets/theme_stylesheets/mike1/style.css HTTP/1.1" 200 10239 "http://www.journalism.columbia.edu/page/678-the-george-t-delacorte-center/753" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.11; rv:45.0) Gecko/20100101 Firefox/45.0"
236.208.25 - - [17/Apr/2016:09:12:52 -0400] "GET /javascripts/theme_scripts/mike1/jquery.flexslider.js HTTP/1.1" 200 11424 "http://www.journalism.columbia.edu/page/678-the-george-t-delacorte-center/753" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.11; rv:45.0) Gecko/20100101 Firefox/45.0"
236.208.25 - - [17/Apr/2016:09:12:52 -0400] "GET /javascripts/theme_scripts/mike1/jquery.js HTTP/1.1" 200 33752 "http://www.journalism.columbia.edu/page/678-the-george-t-delacorte-center/753" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.11; rv:45.0) Gecko/20100101 Firefox/45.0"
149.195.151 - - [17/Apr/2016:09:12:52 -0400] "GET /javascripts/theme_scripts/mike1/jquery.colorbox.js HTTP/1.1" 200 4590 "http://www.journalism.columbia.edu/page/276-dualdegree-journalism-computer-science/279" "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_1 like Mac OS X) AppleWebKit/601.1 (KHTML, like Gecko) CriOS/49.0.2623.109 Mobile/13E238 Safari/601.1.46"
149.195.151 - - [17/Apr/2016:09:12:52 -0400] "GET /stylesheets/theme_stylesheets/mike1/colorbox.css HTTP/1.1" 200 1754 "http://www.journalism.columbia.edu/page/276-dualdegree-journalism-computer-science/279" "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_1 like Mac OS X) AppleWebKit/601.1 (KHTML, like Gecko) CriOS/49.0.2623.109 Mobile/13E238 Safari/601.1.46"
149.195.151 - - [17/Apr/2016:09:12:52 -0400] "GET /javascripts/theme_scripts/mike1/jquery.js HTTP/1.1" 200 33752 "http://www.journalism.columbia.edu/page/276-dualdegree-journalism-computer-science/279" "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_1 like Mac OS X) AppleWebKit/601.1 (KHTML, like Gecko) CriOS/49.0.2623.109 Mobile/13E238 Safari/601.1.46"
236.208.25 - - [17/Apr/2016:09:12:52 -0400] "GET /javascripts/theme_scripts/mike1/jquery.tablesorter.min.js HTTP/1.1" 200 5162 "http://www.journalism.columbia.edu/page/678-the-george-t-delacorte-center/753" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.11; rv:45.0) Gecko/20100101 Firefox/45.0"
236.208.25 - - [17/Apr/2016:09:12:52 -0400] "GET /javascripts/theme_scripts/mike1/clndr.min.js HTTP/1.1" 200 3752 "http://www.journalism.columbia.edu/page/678-the-george-t-delacorte-center/753" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.11; rv:45.0) Gecko/20100101 Firefox/45.0"
55.39.192 - - [17/Apr/2016:09:12:52 -0400] "GET /page/169-lukas-prize-project-awards/170 HTTP/1.1" 200 8047 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
236.208.25 - - [17/Apr/2016:09:12:53 -0400] "GET /javascripts/theme_scripts/mike1/underscore-min.js HTTP/1.1" 200 5285 "http://www.journalism.columbia.edu/page/678-the-george-t-delacorte-center/753" "

Web access logs

OK what kind of data do we have? This is the so-called combined log format from an Apache web server. Whenever you browse a web site (in this case, www.journalism.columbia.edu), there is a program responding to your requests. Want the home page? Want information about the Dual Degree? You request the HTML page and that request is recorded as a single line in the log file. Then, to render the page, your browser might need some CSS files or JavaScript files or just some simple images. The subsequent requests for these objects are also recorded, one line each, in the log file.

So the log file is growing with each user’s visit. Requests are logged to the bottom of the file in time, so the oldest entries are at the top of the file and the newest at the bottom. If many people are looking at the site at the same time, their requests are interleaved in the file, as it records requests in time order.

Each line in the log file hold these values

IP address
Identity
Userid
date
Request
Status
Bytes
Referrer
Agent

Let’s compare this information with the first line (oldest request) in our file. (Notice that these log lines are really long and so “wrap around” the cell and can look like two or more lines.)

%%sh

head -1 columbia.txt

128.59.40.117 - - [17/Apr/2016:06:27:25 -0400] "GET /robots.txt HTTP/1.0" 200 469 "-" "gsa-crawler (Enterprise; T4-BWMXW7XQDYSQL; search-admin@columbia.edu)"

So the visit was from someone using the address 128.59.40.117 at 17/Apr/2016:06:27:25. The request was for a file called “robots.txt” which describes where automated programs are allowed to scrape on the site. The 200 means that the transmission was completed and that 469 bytes were sent. The user agent is not a browser but a “crawler” which means an automated scraper that is sucking up our content, presumably because it’s feeding a search engine.

Finally, a UNIX command can help us figure out the IP address.

%%sh

whois 128.59.40.117

sh: 2: whois: not found

The newest entries in the file are obtained from the bottom of the file. The last few lines are displayed with tail.

%%sh

tail -1 columbia.txt

64.236.208.25 - - [17/Apr/2016:09:12:53 -0400] "GET /javascripts/theme_scripts/mike1/underscore-min.js HTTP/1.1" 200 5285 "http://www.journalism.columbia.edu/page/678-the-george-t-delacorte-center/753" "

This last request has a timestamp of “17/Apr/2016:09:12:53”. That means we have captured about 3 hours worth of activity on our site. How many requests is that? The command wc tells us how many lines, words and characters are in a file.

%%sh 

wc columbia.txt

   4052   87241 1048576 columbia.txt

So in our three hours we have 4,000 or so requests. What other questions might we ask of the data? We might want to know how many different IP addresses appear in the data set. Or maybe how many different status codes.

We can use the command cut to select specific items from the file. Here we pass options that include “-d” (a character to be used as a delimiter defining separate fields in the file) and “-f” (to specify which fields to cut from the file).

Below we define individual fields as being separated by a blank space character and then ask for just the first field, the IP address.

%%sh

cut -d" " -f1 columbia.txt 

59.40.117
71.161.156
30.213.18
-
30.213.18
30.213.18
30.213.18
46.13.74
1.205.12
1.205.12
1.205.12
46.13.69
30.213.18
30.213.18
59.40.117
59.40.117
30.213.18
30.213.18
71.161.156
71.161.156
30.213.18
30.213.18
30.213.18
30.213.18
30.213.18
30.213.18
235.146.3
235.146.3
235.146.3
187.168.214
235.146.3
235.146.3
235.146.3
235.146.3
235.146.3
235.146.3
235.146.3
30.213.18
76.15.157
235.146.3
235.146.3
235.146.3
40.112.210
9.94.207
9.94.207
71.161.156
245.58.28
30.213.18
71.161.156
46.13.74
59.40.117
46.13.74
46.13.74
162.124.235
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
211.107.246
55.39.192
235.146.3
130.54.151
71.161.156
46.13.69
180.231.24
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
1.205.12
180.231.24
214.216.228
249.66.31
59.40.117
1.205.12
46.13.69
59.40.117
152.200.42
71.161.156
218.218.99
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
242.51.192
177.28.124
55.39.192
242.51.192
242.51.192
242.51.192
242.51.192
200.12.97
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
46.13.69
199.53.63
199.53.63
199.53.63
199.53.63
199.53.63
46.13.69
199.53.63
199.53.63
199.53.63
199.53.63
71.161.156
59.40.117
59.40.117
76.15.146
71.161.156
249.64.158
59.40.117
71.161.156
71.161.156
46.13.69
71.161.156
59.40.117
71.161.156
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
71.177.140
58.21.11
71.161.156
58.21.11
58.21.11
71.177.140
58.21.11
58.21.11
58.21.11
58.21.11
71.177.140
71.177.140
71.177.140
104.126.60
58.21.11
71.161.156
58.21.11
58.21.11
58.21.11
162.124.235
46.13.92
58.21.11
58.21.11
71.177.140
71.177.140
71.177.140
71.177.140
58.21.11
58.21.11
58.21.11
59.40.117
46.13.69
58.21.11
46.13.74
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
77.79.58
249.66.31
59.40.117
255.153.2
71.161.156
71.161.156
46.13.92
59.40.117
143.231.13
143.231.13
143.231.13
71.161.156
143.231.13
143.231.13
46.13.74
143.231.13
52.129.59
210.147.136
143.231.13
46.13.92
59.40.117
59.40.117
71.161.156
249.64.158
59.40.117
249.66.130
46.13.92
71.161.156
75.79.32
196.221.217
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
71.161.156
71.161.156
73.208.148
162.124.235
17.253.220
63.16.179
63.16.179
63.16.179
63.16.179
63.16.179
63.16.179
63.16.179
63.16.179
63.16.179
63.16.179
63.16.179
249.66.31
183.222.93
59.40.117
249.66.28
246.33.74
246.33.74
246.33.74
246.33.74
246.33.74
246.33.74
246.33.74
246.33.74
246.33.74
246.33.74
246.33.74
55.39.192
246.33.74
246.33.74
246.33.74
46.13.92
46.153.26
214.96.88
214.96.88
214.96.88
71.161.156
46.13.74
201.88.147
71.161.156
201.88.147
249.66.137
63.241.42
63.241.42
63.241.42
63.241.42
63.241.42
63.241.42
63.241.42
63.241.42
56.89.231
201.88.147
46.13.92
57.158.139
119.127.129
119.127.129
119.127.129
46.13.74
46.13.69
46.13.69
0.15.248
0.15.248
71.161.156
200.12.97
80.31.160
46.13.74
245.58.28
91.253.250
95.226.66
46.13.92
249.64.146
235.213.246
90.160.178
71.161.156
162.124.235
59.99.2
59.99.2
59.99.2
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
59.40.117
59.40.117
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
20.192.227
249.66.28
71.161.156
149.225.67
71.161.156
168.196.54
71.161.156
71.161.156
20.45.18
249.92.29
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
28.137.72,
76.14.43
249.66.28
71.161.156
71.161.156
46.13.74
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
161.202.171
249.66.52
161.202.171
249.66.49
74.60.112
249.66.28
161.202.171
76.15.147
71.161.156
59.40.117
147.133.18
214.106.5
82.53.196
82.53.196
82.53.196
82.53.196
82.53.196
82.53.196
82.53.196
82.53.196
82.53.196
46.13.74
82.53.196
82.53.196
82.53.196
118.109.126
59.40.117
118.109.126
118.109.126
118.109.126
118.109.126
118.109.126
118.109.126
118.109.126
118.109.126
118.109.126
132.174.252
132.174.252
132.174.252
132.174.252
118.109.126
118.109.126
132.174.252
132.174.252
118.109.126
132.174.252
118.109.126
132.174.252
132.174.252
132.174.252
132.174.252
132.174.252
118.109.126
39.33.226
249.66.28
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
44.85.225
73.208.148
165.176.73
162.124.235
249.66.16
55.39.192
59.40.117
59.40.117
76.15.32
73.208.148
39.33.226
211.217.68
32.128.47
32.128.47
32.128.47
32.128.47
32.128.47
134.240.142
32.128.47
32.128.47
46.13.92
76.15.17
37.147.174
249.66.28
55.39.192
120.173.151
46.13.69
169.204.216,
169.204.216,
169.204.216,
169.204.216,
169.204.216,
169.204.216,
169.204.216,
55.39.192
169.204.216,
169.204.216,
169.204.216,
169.204.216,
169.204.216,
46.13.74
59.40.117
180.231.24
48.180.204
76.15.5
73.208.148
76.15.5
46.13.74
59.148.210
249.66.19
87.163.147
48.180.204
162.124.235
255.5.40
255.5.40
32.15.4
32.15.4
32.15.4
32.15.4
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
40.112.210
73.208.148
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
59.40.117
46.13.74
187.101.176
187.101.176
187.101.176
187.101.176
187.101.176
187.101.176
187.101.176
187.101.176
187.101.176
187.101.176
187.101.176
153.203.83
153.203.83
55.96.221
32.15.4
153.203.83
59.40.117
31.241.60
219.35.123
249.66.130
55.39.192
46.13.74
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
66.38.12
46.13.69
153.87.9
153.87.9
153.87.9
153.87.9
153.87.9
153.87.9
153.87.9
153.203.83
153.87.9
153.87.9
153.87.9
153.203.83
153.203.83
153.203.83
153.203.83
153.203.83
32.15.4
153.87.9
153.87.9
153.87.9
153.203.83
153.203.83
153.203.83
153.203.83
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
32.15.4
57.127.66
153.203.83
32.15.4
32.15.4
32.15.4
59.40.117
32.15.4
153.203.83
32.15.4
32.15.4
1.205.12
32.15.4
46.13.74
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
66.38.12
230.19.145
230.19.145
153.203.83
230.19.145
66.38.12
230.19.145
230.19.145
230.19.145
230.19.145
230.19.145
109.21.238
153.203.83
95.226.66
59.40.117
16.220.141
16.220.141
16.220.141
106.239.161
153.203.83
235.213.246
153.87.9
153.87.9
153.203.83
1.205.12
209.235.171
162.124.235
101.131.28
101.131.28
153.203.83
153.203.83
180.231.24
153.87.9
59.40.117
149.225.67
255.215.92
255.215.92
153.203.83
37.70.105
125.71.21
46.67.160
46.67.160
80.31.176
180.231.24
41.241.212
41.241.212
41.241.212
41.241.212
41.241.212
41.241.212
41.241.212
41.241.212
41.241.212
41.241.212
41.241.212
218.218.99
218.218.99
220.243.66
218.218.99
220.243.66
220.243.66
220.243.66
218.218.99
220.243.66
220.243.66
218.218.99
218.218.99
220.243.66
218.218.99
220.243.66
220.243.66
218.218.99
220.243.66
220.243.66
220.243.66
218.218.99
218.218.99
218.218.99
218.218.99
218.218.99
220.243.66
115.113.84
115.113.84
220.243.66
220.243.66
220.243.66
41.241.212
48.49.155
180.231.24
46.13.74
87.132.168
41.241.212
41.241.212
162.124.235
59.40.117
7.249.161
173.125.227
41.241.212
41.241.212
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
127.186.52
165.176.73
55.39.192
0.19.0
76.15.9
41.241.212
249.66.99
76.15.154
132.161.49
59.40.117
59.40.117
41.241.212
59.40.117
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
214.216.228
16.156.124
214.216.228
46.13.74
0.19.0
46.13.74
46.13.74
46.13.92
249.66.34
115.111.68
46.13.74
46.13.74
46.13.69
249.66.31
76.15.34
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
213.212.228
92.153.238
224.24.22
240d:0:4b14:c000:e06c:e2ec:4cbe:22cb,
46.13.74
162.124.235
253.132.203
59.40.117
224.24.22
46.13.69
46.13.92
180.231.24
75.214.66
46.13.69
8.143.188
8.143.188
115.113.84
220.156.98
180.231.24
249.66.30
249.66.28
76.15.163
76.15.147
7.249.161
43.198.26
33.70.235
249.66.5
109.21.238
91.253.250
76.15.144
95.226.66
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
162.240.3
132.161.89
235.213.246
213.212.228
214.216.228
162.124.235
46.13.92
59.40.117
59.40.117
46.13.69
16.156.125
243.9.138
149.225.67
76.15.25
44.27.25,
52.129.59
59.40.117
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
205.218.5
255.155.2
46.13.74
59.40.117
132.161.49
205.218.5
205.218.5
205.218.5
205.218.5
187.162.183
205.218.5
59.40.117
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
7.132.218
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
148.174.77
62.176.17
148.174.77
148.174.77
148.174.77
148.174.77
76.15.150
180.231.24
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
180.79.99
74.60.112
76.15.137
162.124.235
209.235.184
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
186.28.49
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
251.51.137
59.40.117
59.40.117
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
105.223.45
251.51.137
59.40.117
226.200.217
251.51.137
180.79.99
59.40.117
20.45.18
7.249.161
249.64.146
180.231.24
249.66.49
59.148.210
16.156.125
59.40.117
59.40.117
148.174.77
148.174.77
76.15.158
228.34.206
55.28.67
55.28.66
55.28.66
55.28.66
55.28.67
55.28.67
160.175.164
160.175.162
55.28.69
160.175.164
55.28.66
55.28.66
160.175.163
55.28.66
55.28.69
55.28.69
160.175.164
92.190.172
59.40.117
205.218.5
55.28.66
29.198.26
162.124.235
249.66.28
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
249.66.62
249.66.28
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
205.218.5
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
114.23.211
252.112.115
106.149.183
255.153.2
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
191.64.199
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
17.112.201
59.40.117
17.112.201
17.112.201
17.112.201
249.66.28
97.52.11
0.19.0
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
166.152.43
76.15.154
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
249.92.29
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
152.103.50
249.64.152
249.66.28
125.146.65
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
214.106.134
115.111.116
245.58.28
95.226.66
46.13.74
235.213.246
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
162.124.235
133.246.131
46.13.74
249.66.28
119.112.23
119.112.23
119.112.23
119.112.23
43.90.9
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
68.182.23
149.225.67
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
255.65.51
46.13.74
249.66.28
173.183.137
173.183.137
173.183.137
173.183.137
173.183.137
173.183.137
173.183.137
16.156.125
133.246.131
133.246.131
133.246.131
133.246.131
133.246.131
180.231.24
143.49.176
143.49.176
143.49.176
143.49.176
143.49.176
46.13.74
143.49.176
143.49.176
59.40.117
143.49.176
143.49.176
46.13.69
143.49.176
46.13.69
143.49.176
46.13.69
143.49.176
143.49.176
143.49.176
143.49.176
76.15.139
143.49.176
143.49.176
143.49.176
143.49.176
162.222.199
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
7.62.78
76.14.47
179.158.75
179.158.75
59.40.117
179.158.75
17.112.201
179.158.75
179.158.75
143.49.176
143.49.176
80.31.104
125.71.40
168.196.54
183.147.184
168.196.54
168.196.54
168.196.54
168.196.54
168.196.54
168.196.54
168.196.54
168.196.54
162.124.235
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
233.46.247
34.20.23
34.20.23
34.20.23
34.20.23
34.20.23
34.20.23
34.20.23
34.20.23
34.20.23
34.20.23
233.46.247
34.20.23
34.20.23
245.189.8
245.189.8
245.189.8
180.231.24
180.231.24
74.60.112
20.45.18
46.13.74
59.40.117
46.13.74
136.95.43
136.95.43
249.92.29
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
136.95.43
249.66.28
136.95.43
180.231.24
106.17.210
136.95.43
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
37.147.174
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
202.217.173
136.95.43
87.36.10
249.66.53
183.147.184
59.40.117
0.0.1,
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
244.157.123
59.40.117
136.95.43
249.66.28
9.41.135
178.151.171
76.15.134
61.15.17
61.15.17
61.15.17
61.15.17
61.15.17
61.15.17
61.15.17
61.15.17
61.15.17
61.15.17
46.13.74
76.15.161
162.124.235
162.124.235
38.213.170
71.226.42
255.65.85
61.15.17
249.66.188
249.66.185
249.66.185
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
77.70.54
249.66.78
249.66.78
76.15.5
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
138.211.44
249.66.28
136.95.43
180.231.24
50.159.225
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
106.17.188
136.95.43
136.95.43
106.17.188
99.20.182
99.20.182
99.20.182
99.20.182
99.20.182
99.20.182
99.20.182
99.20.182
99.20.182
99.20.182
99.20.182
136.95.43
230.38.173
249.66.1
117.181.205
59.40.117
252.206.157
202.82.236
249.66.28
7.249.161
109.21.238
46.13.74
95.226.66
59.40.117
90.160.178
115.111.128
162.124.235
115.111.128
115.111.128
115.111.128
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
39.21.0,
115.111.68
115.111.68
149.225.67
253.132.202
249.92.29
183.147.184
243.145.41
57.158.139
64.78.87
82.101.54
230.38.173
249.66.28
230.38.173
230.38.173
120.173.151
172.193.143
172.193.143
172.193.143
172.193.143
172.193.143
172.193.143
125.146.65
76.15.153
59.40.117
7.249.161
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
14.104.71
126.153.55
59.40.117
55.134.15
55.134.15
55.134.15
55.134.15
55.134.15
249.66.28
136.95.43
76.15.142
59.40.117
162.124.235
46.13.69
59.40.117
59.40.117
230.38.173
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
249.66.28
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
224.60.79
3.211.207
3.211.207
3.211.207
3.211.207
3.211.207
20.4.220
32.40.2
252.90.109
224.60.79
224.60.79
224.60.79
224.60.79
59.40.117
224.60.79
7.249.161
249.66.28
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
96.12.53
230.38.173
46.67.160
46.67.160
46.67.160
46.67.160
96.12.53
178.53.235
48.128.79
157.9.156
204.11.124
249.66.31
69.133.219
251.182.111
162.124.235
17.253.220
224.60.79
46.13.69
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
220.156.112
99.163.211
224.60.79
9.112.6
224.60.79
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
177.236.117
76.15.18
152.200.42
177.236.117
177.236.117
177.236.117
177.236.117
46.156.169
177.236.117
177.236.117
46.156.169
59.40.117
46.13.69
96.12.53
96.12.53
96.12.53
76.71.83
177.236.117
177.236.117
177.236.117
177.236.117
249.66.28
99.163.211
7.249.161
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
249.66.100
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
255.215.84
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
46.13.69
59.40.117
134.142.66
134.142.66
134.142.66
134.142.66
134.142.66
134.142.66
134.142.66
134.142.66
134.142.66
134.142.66
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
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46.13.92
117.179.19
46.13.92
46.13.92
91.253.250
46.13.92
46.13.92
46.13.92
46.13.92
180.231.24
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
95.226.66
39.8.0,
235.213.246
228.34.248
46.13.69
62.80.88
46.13.69
46.13.69
46.13.69
46.13.69
162.124.235
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
46.13.92
187.162.183
46.13.74
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46.13.74
249.66.28
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
8.143.213
209.235.170
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
149.225.67
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
8.143.213
46.13.74
46.13.74
228.34.206
75.214.66
46.13.74
46.13.92
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
7.249.161
46.13.74
46.13.74
46.13.74
46.13.74
46.13.74
210.215.100
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
59.40.117
55.39.192
55.39.192
183.147.184
6.199.206
6.199.206
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6.199.206
6.199.206
6.199.206
6.199.206
6.199.206
6.199.206
6.199.206
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249.66.128
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
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135.80.52
108.42.209
108.42.209
108.42.209
108.42.209
108.42.209
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108.42.209
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108.42.209
108.42.209
108.42.209
59.40.117
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108.42.209
108.42.209
108.42.209
108.42.209
144.161.13
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
55.39.192
183.147.184
7.88.245
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7.88.245
8.143.213
108.42.209
108.42.209
223.8.121
59.40.117
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162.124.235
8.143.213
46.13.69
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200.12.97
89.123.58
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89.123.58
89.123.58
89.123.58
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89.123.58
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108.42.209
99.163.211
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7.249.161
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89.123.58
59.40.117
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99.163.211
249.66.28
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204.51.92
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204.51.92
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204.51.92
249.66.28
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36.185.50
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36.185.50
36.185.50
249.66.28
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8.247.221
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8.247.221
8.247.221
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180.231.24
249.66.28
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199.109.208
199.109.208
36.185.50
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198.204.152
198.204.152
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198.204.152
198.204.152
76.15.154
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162.124.235
115.111.68
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198.204.152
59.40.117
59.40.117
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198.204.152
76.15.146
46.13.69
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180.231.24
46.153.26
59.40.117
208.99.2
59.40.117
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
134.64.8
37.71.9
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
99.163.211
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134.64.8
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134.64.8
134.64.8
134.64.8
134.64.8
115.111.68
134.64.8
134.64.8
134.64.8
134.64.8
90.11.125
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90.11.125
90.11.125
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90.11.125
90.11.125
90.11.125
90.11.125
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59.40.117
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90.11.125
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249.66.10
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118.63.220
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118.63.220
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118.63.220
118.63.220
118.63.220
118.63.220
118.63.220
118.63.220
8.143.213
59.40.117
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30.24.159
249.66.27
249.66.27
249.66.24
30.24.159
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249.66.28
8.143.188
59.40.117
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249.66.56
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46.13.92
180.231.24
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8.143.213
66.119.239
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115.113.84
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41.154.19
41.184.22
41.184.22
41.184.22
41.184.22
41.184.22
76.15.19
46.13.69
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59.40.117
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249.66.28
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172.87.249
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172.87.249
172.87.249
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172.87.249
172.87.249
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116.131.14
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116.131.14
116.131.14
180.34.186
5.95.46
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5.95.46
5.95.46
5.95.46
5.95.46
5.95.46
5.95.46
5.95.46
5.95.46
5.95.46
214.66.153
5.95.46
5.95.46
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214.66.153
214.66.153
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5.95.46
5.95.46
5.95.46
5.95.46
5.95.46
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5.95.46
168.196.54
37.147.174
237.134.204
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237.134.204
237.134.204
237.134.204
237.134.204
237.134.204
237.134.204
237.134.204
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237.134.204
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106.8.78
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237.134.204
106.8.78
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237.134.204
106.8.78
106.8.78
106.8.78
106.8.78
106.8.78
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76.15.135
59.40.117
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162.124.235
17.253.220
59.40.117
132.161.55
188.83.152
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188.83.152
188.83.152
188.83.152
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188.83.152
188.83.152
188.83.152
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214.66.153
214.66.153
214.66.153
249.66.28
249.66.28
20.45.18
167.160.90
167.160.90
167.160.90
167.160.90
167.160.90
167.160.90
0.19.0
170.11.248
170.11.248
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170.11.248
170.11.248
170.11.248
170.11.248
170.11.248
170.11.248
170.11.248
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170.11.248
170.11.248
170.11.248
170.11.248
170.11.248
170.11.248
170.11.248
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249.64.146
0.0.1,
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
176.52.250
170.11.248
170.11.248
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170.11.248
170.11.248
55.39.192
55.39.192
15.10.37
118.25.205
249.66.28
46.13.74
9.129.236
27.72.74
27.72.74
27.72.74
27.72.74
27.72.74
27.72.74
27.72.74
27.72.74
27.72.74
27.72.74
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27.72.74
200.12.97
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228.167.130
203.88.70
203.88.70
203.88.70
203.88.70
203.88.70
109.21.238
230.38.173
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180.231.24
151.32.82
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151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
151.32.82
235.213.246
31.241.60
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55.39.192
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176.21.213
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170.11.248
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176.21.213
252.90.111
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46.13.69
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1.205.12
1.205.12
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249.66.28
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
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1.205.12
1.205.12
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1.205.12
170.11.248
170.11.248
170.11.248
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1.205.12
1.205.12
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180.231.24
0.0.1,
176.21.213
176.21.213
176.21.213
176.21.213
176.21.213
176.21.213
176.21.213
176.21.213
187.162.183
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249.66.164
170.11.248
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249.66.170
249.66.160
249.66.111
249.66.107
249.92.29
57.158.139
33.1.169
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177.225.249
180.231.24
59.40.117
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81.37.174,
90.155.217
90.155.217
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90.155.217
90.155.217
90.155.217
90.155.217
90.155.217
90.155.217
90.155.217
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33.1.169
7.249.161
249.84.208
211.52.18
211.52.18
211.52.18
211.52.18
211.52.18
211.52.18
211.52.18
211.52.18
211.52.18
211.52.18
211.52.18
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211.52.18
239.9.218
239.198.35
121.225.249
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59.40.117
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59.102.65
59.102.65
59.102.65
59.102.65
59.102.65
59.102.65
59.102.65
59.102.65
1.205.12
1.205.12
1.205.12
1.205.12
46.13.69
87.36.10
162.1.1
162.1.1
162.1.1
162.1.1
162.1.1
162.1.1
162.1.1
162.1.1
162.1.1
162.1.1
162.1.1
46.13.92
72.167.90
1.205.12
46.13.74
59.40.117
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120.59.42
120.59.42
59.40.117
76.15.134
29.198.25
249.66.144
8.143.209
162.1.1
249.66.28
59.40.117
249.66.28
55.39.140
132.169.223
134.64.8
134.64.8
230.38.173
162.124.235
17.253.220
249.66.28
89.16.117,
165.176.73
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249.92.29
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209.129.213
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209.129.213
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46.13.74
56.18.185
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56.18.185
56.18.185
56.18.185
56.18.185
46.13.74
56.18.185
56.18.185
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180.231.24
252.206.157
58.60.47
58.60.47
58.60.47
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58.60.47
58.60.47
58.60.47
58.60.47
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233.117.143
233.117.143
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233.117.143
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249.66.28
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50.159.225
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255.56.114
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255.56.114
255.56.114
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255.56.114
118.41.186
59.40.117
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130.49.166
130.49.166
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180.231.24
76.15.26
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180.231.24
130.49.166
163.125.144
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163.125.144
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163.125.144
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163.125.144
130.49.166
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130.49.166
233.117.143
233.117.143
130.49.166
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16.156.126
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180.231.24
249.66.28
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73.61.247
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73.61.247
73.61.247
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73.61.247
73.61.247
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249.66.5
4.131.99
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130.49.166
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130.49.166
130.49.166
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130.49.166
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222.164.230
222.164.230
222.164.230
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130.49.166
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249.66.28
249.66.28
249.66.28
249.66.28
130.49.166
249.66.28
249.66.28
249.66.28
75.214.66
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%%sh

cut -d" " -f10 columbia.txt 

Look at one of the log lines above and make sure you understand that the 10th field (as defined by spaces) is the number of bytes transferred.

Below, use another delimiter to pull out the month the request was made.

%%sh
# your code here

cut -d" " -f7 columbia.txt

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255.153.2 5999
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143.231.13 5924
52.129.59 21065
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249.64.158 8397
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249.66.130 4135
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71.161.156 4118
75.79.32 8047
196.221.217 1244
11.29.146 10239
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11.29.146 1986
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249.66.31 211
183.222.93 613
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246.33.74 10239
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246.33.74 11424
246.33.74 1986
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246.33.74 444
246.33.74 45180
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55.39.192 5212
246.33.74 13780
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46.13.92 62698
46.153.26 5999
214.96.88 33752
214.96.88 1675
214.96.88 10239
71.161.156 20039
46.13.74 4053
201.88.147 557
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201.88.147 271925
249.66.137 5599
63.241.42 1754
63.241.42 4590
63.241.42 7950
63.241.42 241411
63.241.42 38787
63.241.42 337676
63.241.42 444
63.241.42 605264
56.89.231 996224
201.88.147 7077
46.13.92 6389
57.158.139 5999
119.127.129 1244
119.127.129 1244
119.127.129 1244
46.13.74 4126
46.13.69 752
46.13.69 5212
0.15.248 643
0.15.248 644
71.161.156 26173
200.12.97 21065
80.31.160 4041
46.13.74 4208
245.58.28 21065
91.253.250 21065
95.226.66 21065
46.13.92 4091
249.64.146 648
235.213.246 21065
90.160.178 21065
71.161.156 4106
162.124.235 5999
59.99.2 5999
59.99.2 264333
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20.192.227 5999
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20.192.227 1675
20.192.227 11424
20.192.227 1986
59.40.117 469
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20.192.227 45180
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249.66.28 6021
71.161.156 59990
149.225.67 21065
71.161.156 252912
168.196.54 21065
71.161.156 34335
71.161.156 17016
20.45.18 5999
249.92.29 648
28.137.72, 200
28.137.72, 200
28.137.72, 200
28.137.72, 200
28.137.72, 304
28.137.72, 200
28.137.72, 200
28.137.72, 304
28.137.72, 200
28.137.72, 200
28.137.72, 304
28.137.72, 200
28.137.72, 200
76.14.43 6226
249.66.28 639
71.161.156 202946
71.161.156 4620
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161.202.171 6763
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161.202.171 81741
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161.202.171 98390
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249.66.52 1754
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249.66.49 10239
74.60.112 62822
249.66.28 5736
161.202.171 8408
76.15.147 5378
71.161.156 3131
59.40.117 469
147.133.18 646
214.106.5 14816
82.53.196 1754
82.53.196 10239
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82.53.196 1418
82.53.196 1986
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82.53.196 1622
82.53.196 45180
82.53.196 7681
46.13.74 6739
82.53.196 424
82.53.196 44085
82.53.196 1435
118.109.126 5564
59.40.117 6095
118.109.126 10239
118.109.126 11424
118.109.126 33752
118.109.126 1986
118.109.126 5285
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118.109.126 8213
118.109.126 152358
132.174.252 4102
132.174.252 1675
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132.174.252 4590
118.109.126 557
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132.174.252 5162
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132.174.252 3752
118.109.126 1313
132.174.252 8213
132.174.252 1622
132.174.252 13780
132.174.252 424
132.174.252 1313
118.109.126 1435
39.33.226 3285108
249.66.28 636
44.85.225 10239
44.85.225 1754
44.85.225 11424
44.85.225 1986
44.85.225 1418
44.85.225 5285
44.85.225 155312
44.85.225 45180
44.85.225 13780
44.85.225 444
44.85.225 424
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44.85.225 44085
73.208.148 4125
165.176.73 211
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249.66.16 5026
55.39.192 898
59.40.117 469
59.40.117 5212
76.15.32 4051
73.208.148 3938
39.33.226 4713
211.217.68 5999
32.128.47 10239
32.128.47 1675
32.128.47 11424
32.128.47 1986
32.128.47 1418
134.240.142 5999
32.128.47 5285
32.128.47 57326
46.13.92 3811
76.15.17 4242
37.147.174 287364
249.66.28 4339
55.39.192 4120
120.173.151 5130
46.13.69 33752
169.204.216, 200
169.204.216, 200
169.204.216, 200
169.204.216, 200
169.204.216, 200
169.204.216, 200
169.204.216, 200
55.39.192 4733
169.204.216, 200
169.204.216, 200
169.204.216, 200
169.204.216, 200
169.204.216, 200
46.13.74 5631
59.40.117 4133
180.231.24 546
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73.208.148 5092
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46.13.74 5212
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32.15.4 547
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1.205.12 8782
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109.21.238 21065
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92.153.238 170408
224.24.22 898
240d:0:4b14:c000:e06c:e2ec:4cbe:22cb, 200
46.13.74 3797
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39.21.0, 200
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76.71.83 5360145
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177.236.117 70571
177.236.117 66211
249.66.28 898
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249.66.100 6221
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255.215.84 211
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46.13.69 632
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59.40.117 469
134.142.66 5999
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134.142.66 11218
134.142.66 5670
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134.142.66 241411
134.142.66 3062
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46.13.92 623
180.231.24 211
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46.13.92 598
46.13.92 596
46.13.92 605
95.226.66 21065
39.8.0, 200
235.213.246 21065
228.34.248 672
46.13.69 597
62.80.88 145642
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162.124.235 281
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187.162.183 62822
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249.66.28 4605
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46.13.74 642
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46.13.74 598
46.13.74 614
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46.13.74 582
8.143.213 4447
209.235.170 4839
46.13.74 653
46.13.74 660
46.13.74 622
46.13.74 618
46.13.74 641
46.13.74 583
149.225.67 21065
46.13.74 571
46.13.74 601
46.13.74 580
46.13.74 619
46.13.74 567
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8.143.213 4876
46.13.74 608
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46.13.74 581
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46.13.74 646
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46.13.74 600
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55.39.192 598
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55.39.192 599
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55.39.192 598
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55.39.192 598
55.39.192 597
55.39.192 648
59.40.117 4133
55.39.192 635
55.39.192 610
183.147.184 284
6.199.206 4497
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6.199.206 4590
6.199.206 33752
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6.199.206 3752
6.199.206 9509
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6.199.206 8213
6.199.206 1622
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6.199.206 444
6.199.206 44085
6.199.206 1435
249.66.128 1986
55.39.192 590
55.39.192 595
55.39.192 627
55.39.192 585
55.39.192 614
55.39.192 612
55.39.192 634
55.39.192 562
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55.39.192 614
55.39.192 621
135.80.52 898
108.42.209 5999
108.42.209 1675
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108.42.209 4590
108.42.209 1986
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108.42.209 11218
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108.42.209 4822
108.42.209 1313
108.42.209 42745
59.40.117 469
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108.42.209 338432
108.42.209 1435
108.42.209 8616
108.42.209 454
144.161.13 227336
55.39.192 598
55.39.192 628
55.39.192 1059
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55.39.192 604
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183.147.184 260
7.88.245 5999
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8.143.213 4221
108.42.209 898
108.42.209 109835
223.8.121 898
59.40.117 5637
108.42.209 6127
162.124.235 281
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46.13.69 3130
20.245.236 553
108.42.209 5748
200.12.97 21065
89.123.58 1675
89.123.58 4590
89.123.58 1986
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89.123.58 7681
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89.123.58 44085
108.42.209 5803
99.163.211 5183
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7.249.161 62822
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249.66.28 898
115.113.84 14492
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204.51.92 5999
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249.66.28 898
194.197.118 898
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36.185.50 10239
36.185.50 1418
36.185.50 163280
36.185.50 183896
36.185.50 183896
249.66.28 5140
46.13.74 1835905
8.247.221 10239
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180.231.24 211
249.66.28 12131
199.109.208 898
199.109.208 211
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36.185.50 211
198.204.152 6873
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198.204.152 33752
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198.204.152 238206
198.204.152 225757
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76.15.154 21065
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162.124.235 5999
115.111.68 1244
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198.204.152 7707
59.40.117 469
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56.89.231 1753528
7.249.161 62822
198.204.152 190320
76.15.146 802351
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208.99.2 553
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37.71.9 5223
99.163.211 1435
99.163.211 5162
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99.163.211 4590
99.163.211 1675
99.163.211 1986
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99.163.211 10239
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99.163.211 444
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99.163.211 1622
134.64.8 5670
134.64.8 7950
134.64.8 8213
134.64.8 1622
134.64.8 1246
134.64.8 11218
115.111.68 9947
134.64.8 11218
134.64.8 1311
134.64.8 3062
134.64.8 424
90.11.125 10239
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90.11.125 11424
90.11.125 1986
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90.11.125 45180
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90.11.125 454
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90.11.125 1435
59.40.117 7354
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55.39.192 546
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90.11.125 19035
59.40.117 6578
59.40.117 7217
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37.70.234 5346
245.58.28 21065
46.13.69 7335
79.180.38 16529
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162.124.235 281
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249.66.10 1754
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249.66.13 1675
46.13.92 5212
230.38.173 28264
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118.63.220 6680
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30.24.159 898
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249.66.27 10239
249.66.24 1754
30.24.159 493
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249.66.28 9856
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249.66.56 1675
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124.238.61 5999
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124.238.61 338432
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124.238.61 4133
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50.159.225 26282
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180.231.24 211
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46.13.92 5026
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66.119.239 211
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252.88.185 275584
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148.131.109 1244
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209.235.184 4918
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132.161.58 5598
115.113.84 482
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8.143.213 773787
76.15.6 7851
41.154.19 64643
41.184.22 1675
41.184.22 10239
41.184.22 5285
41.184.22 1622
41.184.22 454
76.15.19 4596
46.13.69 371093
46.13.69 34626
59.40.117 8397
253.132.201 389
249.66.28 643
172.87.249 10239
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172.87.249 1675
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172.87.249 444
172.87.249 1311
172.87.249 241411
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172.87.249 3062
172.87.249 541552
116.131.14 5999
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116.131.14 338432
180.34.186 482
5.95.46 4590
5.95.46 33752
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5.95.46 1986
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214.66.153 6662
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214.66.153 33752
214.66.153 45180
214.66.153 1986
5.95.46 444
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5.95.46 241411
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5.95.46 7950
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168.196.54 27070
37.147.174 287364
237.134.204 5999
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237.134.204 338432
237.134.204 7681
237.134.204 1246
106.8.78 10239
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237.134.204 1318426
237.134.204 241411
106.8.78 1986
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162.124.235 281
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214.66.153 27344
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214.66.153 29030
249.66.28 4707
249.66.28 3941
20.45.18 5999
167.160.90 5999
167.160.90 1675
167.160.90 1986
167.160.90 5162
167.160.90 11424
167.160.90 33752
0.19.0 320
170.11.248 5999
170.11.248 1675
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170.11.248 424
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170.11.248 338432
249.64.146 4232
0.0.1, 200
176.52.250 10239
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176.52.250 4590
176.52.250 1986
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176.52.250 230974
176.52.250 1622
176.52.250 454
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170.11.248 8616
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55.39.192 3397
55.39.192 31075
15.10.37 553
118.25.205 19035
249.66.28 6739
46.13.74 11267
9.129.236 1318426
27.72.74 1675
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27.72.74 271925
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200.12.97 609
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228.167.130 30686
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109.21.238 21065
230.38.173 20783
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180.231.24 1452329
151.32.82 1675
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235.213.246 21065
31.241.60 287364
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252.90.111 3551598
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46.13.69 546
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75.78.167 62438
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249.66.28 7033
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170.11.248 10239
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170.11.248 1986
170.11.248 1418
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180.231.24 3131
0.0.1, 200
176.21.213 5162
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249.92.29 642
57.158.139 5999
33.1.169 241411
33.1.169 264333
177.225.249 62822
180.231.24 211
59.40.117 7905
176.21.213 1313
81.37.174, 200
90.155.217 10239
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90.155.217 1675
90.155.217 1986
90.155.217 5285
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90.155.217 45180
90.155.217 1311
90.155.217 1313
90.155.217 23377
90.155.217 424
33.1.169 877488
7.249.161 62822
249.84.208 365020
211.52.18 10239
211.52.18 1754
211.52.18 11424
211.52.18 1986
211.52.18 1418
211.52.18 5285
211.52.18 152
211.52.18 60586
211.52.18 152
211.52.18 7681
211.52.18 44085
211.52.18 1311
211.52.18 424
239.9.218 554
239.198.35 287364
121.225.249 8616
121.225.249 10239
121.225.249 33752
121.225.249 4590
121.225.249 1418
121.225.249 5162
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230.38.173 19429
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59.40.117 469
59.40.117 5019
38.241.102 19035
162.124.235 5999
46.13.74 638
76.15.162 4242
16.156.125 4863
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59.102.65 338432
59.102.65 7950
1.205.12 6777
1.205.12 151354
1.205.12 166659
1.205.12 228115
46.13.69 6957
87.36.10 151
162.1.1 1675
162.1.1 4590
162.1.1 33752
162.1.1 1754
162.1.1 1418
162.1.1 9509
162.1.1 45180
162.1.1 1311
162.1.1 7681
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46.13.92 546
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1.205.12 6204
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59.40.117 4133
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59.40.117 5170
76.15.134 2694728
29.198.25 1123
249.66.144 7065
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249.66.28 8760
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132.169.223 898
134.64.8 5999
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230.38.173 15433
162.124.235 281
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249.66.28 5870
89.16.117, 200
165.176.73 211
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50.159.225 40174
245.58.28 21065
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249.66.28 5870
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255.56.114 1435
118.41.186 5999
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130.49.166 15191
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130.49.166 4616
46.13.92 556
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163.125.144 1754
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130.49.166 6422
68.14.110 898
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236.1.73 16067
233.117.143 128017
130.49.166 4511
77.76.25 7239
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233.117.143 164644
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212.12.247 338432
58.60.47 8614
58.60.47 71491
58.60.47 63466
58.60.47 69208
58.60.47 71196
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16.156.126 8616
130.49.166 8217
180.231.24 211
249.66.28 21961
130.49.166 4233
4.131.99 5999
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73.61.247 1986
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73.61.247 7681
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249.66.5 555
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130.49.166 4168
46.13.69 542
130.49.166 8616
210.215.100 646
130.49.166 6865
165.176.73 211
162.124.235 5999
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130.49.166 7215
233.117.143 150643
59.40.117 4102
7.249.161 62822
130.49.166 4757
154.233.224 189688
130.49.166 4997
37.70.135 5042
222.164.230 10239
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222.164.230 1986
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222.164.230 5285
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222.164.230 23377
222.164.230 13780
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130.49.166 4809
220.158.96 102570
249.66.28 10239
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249.66.28 1986
130.49.166 5134
249.66.28 5285
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75.214.66 5999
249.66.28 44085
186.28.49 287364
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210.248.185 163624
193.90.224 10239
193.90.224 14742
193.90.224 64643
193.90.224 67084
193.90.224 68136
193.90.224 112496
193.90.224 1311
130.49.166 9783
130.49.166 4147
58.60.47 17016
130.49.166 5207
59.40.117 4133
130.49.166 5183
9.94.207 17388
37.70.80 469
154.172.143 189688
196.231.99 10239
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196.231.99 11424
196.231.99 1986
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196.231.99 5285
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196.231.99 163280
196.231.99 42745
130.49.166 7616
196.231.99 264333
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196.231.99 3864
196.231.99 11218
196.231.99 5670
72.7.131 1675
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196.231.99 451
196.231.99 7950
196.231.99 3062
196.231.99 1246
72.7.131 1986
72.7.131 5285
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196.231.99 241411
72.7.131 134770
196.231.99 1435
72.7.131 8213
72.7.131 1622
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72.7.131 1313
72.7.131 454
249.66.28 636
212.220.113 1675
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212.220.113 1986
212.220.113 5162
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212.220.113 163280
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212.220.113 241411
212.220.113 1622
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212.220.113 11218
212.220.113 1318426
130.49.166 4920
212.220.113 134770
212.220.113 557
136.231.7 1754
136.231.7 10239
136.231.7 4590
136.231.7 5162
136.231.7 1986
136.231.7 5285
136.231.7 1435
136.231.7 44085
136.231.7 8213
136.231.7 444
136.231.7 7681
130.49.166 24746
163.125.144 151
58.60.47 7299
130.49.166 5137
163.125.144 14813
59.40.117 469
130.49.166 6333
249.66.34 1763465
130.49.166 5091
77.76.117 5285
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77.76.117 4590
175.138.146 59373
130.49.166 6665
56.34.147 5999
56.34.147 1754
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56.34.147 10239
130.49.166 5870
249.92.29 643
212.220.113 98208
130.49.166 5879
162.124.235 281
130.49.166 7065
17.253.220 21065
7.249.161 62822
153.250.74 10239
153.250.74 33752
153.250.74 11424
153.250.74 1986
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153.250.74 3752
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153.250.74 163280
153.250.74 264333
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153.250.74 13780
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153.250.74 241411
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153.250.74 3864
153.250.74 23377
153.250.74 42745
153.250.74 424
153.250.74 4822
153.250.74 7950
153.250.74 1435
130.49.166 6693
188.98.56 10239
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188.98.56 11424
188.98.56 1986
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188.98.56 44085
188.98.56 10578
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188.98.56 10189
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188.98.56 6831
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188.98.56 1313
153.250.74 6518
153.250.74 85516
153.250.74 73388
153.250.74 98568
153.250.74 454
188.98.56 1435
130.49.166 5031
249.69.76 1754
54.44.89 1675
54.44.89 11424
54.44.89 33752
54.44.89 5162
54.44.89 9509
54.44.89 5285
54.44.89 45180
54.44.89 47194
54.44.89 1622
54.44.89 444
54.44.89 7681
172.161.15 3842
172.161.15 4590
172.161.15 11424
172.161.15 1675
172.161.15 3752
172.161.15 1418
172.161.15 9509
172.161.15 45180
172.161.15 444
172.161.15 1311
172.161.15 1313
172.161.15 44085
172.161.15 23377
54.44.89 1435
130.49.166 5154
58.60.47 60647
130.49.166 7516
68.60.92 5999
68.60.92 1675
68.60.92 1754
68.60.92 33752
68.60.92 1986
68.60.92 1418
68.60.92 5162
68.60.92 212783
68.60.92 45180
68.60.92 451
68.60.92 241411
68.60.92 7681
68.60.92 44085
68.60.92 264333
71.124.56 1675
71.124.56 1754
71.124.56 4590
68.60.92 337676
68.60.92 23377
71.124.56 1986
76.14.47 5999
68.60.92 11218
68.60.92 11218
68.60.92 11218
71.124.56 9509
71.124.56 3752
68.60.92 42745
68.60.92 1318426
71.124.56 454
71.124.56 1311
71.124.56 1313
71.124.56 44085
30.24.21 898
30.24.21 898
30.24.21 4245
68.60.92 8616
68.60.92 454
30.24.21 493
130.49.166 7406
30.24.21 1127
36.185.50 310
36.185.50 212783
36.185.50 241411
36.185.50 189688
36.185.50 199824
36.185.50 451
36.185.50 11218
36.185.50 3864
153.250.74 9783
36.185.50 3062
36.185.50 38787
36.185.50 1246
76.93.46 482
130.49.166 6421
76.93.46 44051
76.93.46 19119
153.250.74 10896
153.250.74 112979
71.124.56 130066
76.93.46 23652
76.93.46 18044
76.93.46 16512
130.49.166 6204
151.34.231 211
76.93.46 25253
36.185.50 166659
36.185.50 166323
36.185.50 272314
153.250.74 5673
153.250.74 10578
153.250.74 10189
153.250.74 17029
153.250.74 32112
153.250.74 8344
59.40.117 4636
36.185.50 282831
130.49.166 7230
13.113.76 117361
130.49.166 6643
153.250.74 7321
80.46.180 584
80.46.180 898
80.46.180 898
80.46.180 898
130.49.166 7230
46.13.74 28230
130.49.166 6518
58.60.47 18615
153.250.74 8616
71.124.56 6536
130.49.166 4618
55.210.16 444
130.49.166 8047
65.194.193 7344
65.194.193 1675
65.194.193 33752
65.194.193 4590
65.194.193 5162
65.194.193 9509
65.194.193 3752
65.194.193 45180
65.194.193 82608
65.194.193 13780
65.194.193 1622
65.194.193 7681
65.194.193 424
65.194.193 1435
36.185.50 337676
36.185.50 501008
130.49.166 7778
180.231.24 211
76.15.11 4283
36.185.50 211
130.49.166 6799
245.58.28 21065
20.4.143 22406
33.24.166 4590
33.24.166 33752
33.24.166 5285
33.24.166 11629
33.24.166 64089
130.49.166 7371
225.249.113 10239
225.249.113 1754
225.249.113 11424
91.253.250 21065
225.249.113 5162
225.249.113 9509
33.24.166 424
33.24.166 3062
225.249.113 23377
225.249.113 45180
225.249.113 13780
225.249.113 7681
225.249.113 1313
95.226.66 21065
130.49.166 5575
59.40.117 469
216.211.133, 200
180.231.24 211
90.160.178 21065
130.49.166 6221
249.75.225 31923
162.124.235 281
223.151.253 6873
223.151.253 1675
223.151.253 33752
223.151.253 4590
223.151.253 5162
223.151.253 9509
223.151.253 5285
223.151.253 23377
223.151.253 6988
223.151.253 13780
223.151.253 8213
223.151.253 557
223.151.253 7681
223.151.253 45180
223.151.253 194359
223.151.253 1311
223.151.253 238206
223.151.253 1313
8.143.213 4902
130.49.166 5673
163.125.144 5502
58.60.47 5999
58.60.47 5670
58.60.47 4822
58.60.47 1246
58.60.47 338432
58.60.47 11218
58.60.47 3864
58.60.47 337676
58.60.47 1318426
216.211.133, 200
8.143.213 5923
130.49.166 5999
58.60.47 13801
58.60.47 10578
58.60.47 10189
58.60.47 6831
58.60.47 12058
8.143.213 14174
130.49.166 543
149.225.67 21065
130.49.166 7587
28.213.62 557
8.143.213 4913
223.151.253 457673
249.66.28 4227
8.143.213 7413
130.49.166 7554
76.15.160 58223
8.143.213 4060
98.4.127 898
98.4.127 6095
98.4.127 898
130.49.166 4309
180.231.24 7217
8.143.213 10897
130.49.166 7905
8.143.213 5091
130.49.166 7387
8.143.213 4397
60.123.172 1675
60.123.172 1754
60.123.172 11424
60.123.172 1986
60.123.172 1418
60.123.172 5285
60.123.172 45180
60.123.172 212783
91.19.135 6777
60.123.172 264333
91.19.135 166659
91.19.135 228115
91.19.135 272314
60.123.172 23377
60.123.172 42745
60.123.172 8213
60.123.172 13780
130.49.166 5066
60.123.172 11218
91.19.135 4168
60.123.172 11218
60.123.172 11218
60.123.172 1313
60.123.172 424
60.123.172 1246
60.123.172 3062
60.123.172 5670
8.143.213 5973
130.49.166 6073
8.143.213 5413
58.60.47 152
58.60.47 152
58.60.47 1318426
130.49.166 9856
115.113.84 695
58.60.47 3062
130.49.166 5331
8.143.213 4753
249.75.241 3977
200.12.97 609
57.158.139 5999
130.49.166 8760
29.198.25 636
130.49.166 5157
46.13.69 7291359
7.249.161 62822
153.250.74 6680
130.49.166 5736
253.132.201 389
130.49.166 5980
130.49.166 6795
167.107.49 610
167.107.49 898
167.107.49 898
167.107.49 898
167.107.49 898
125.77.178 1675
125.77.178 1754
125.77.178 11424
125.77.178 1986
130.49.166 4541
125.77.178 1418
125.77.178 5285
125.77.178 45180
125.77.178 8213
125.77.178 44085
125.77.178 454
125.77.178 7681
125.77.178 1313
125.77.178 424
46.13.92 4113
46.13.92 4118
59.40.117 469
46.13.92 15694
46.13.92 7768
72.7.131 5564
72.7.131 33752
72.7.131 11424
46.13.92 4906
72.7.131 557
72.7.131 23377
46.13.92 5601
46.13.92 11337
46.13.92 4181
46.13.92 6921
46.13.92 6232
46.13.92 5019
130.49.166 17280
46.13.92 7890
46.13.92 8465
46.13.92 3343
46.13.92 4924
111.38.118 251952
111.38.118 898
249.75.233 652
130.49.166 6873
111.38.118 759507
46.13.92 229644
46.13.92 51362
46.13.92 227336
46.13.92 227336
46.13.92 181000
219.62.235 15220
46.13.92 196725
46.13.92 3872
46.13.92 5065
219.62.235 10239
219.62.235 4590
219.62.235 1754
219.62.235 11424
46.13.92 4595
46.13.74 3088
46.13.92 3827
219.62.235 1418
46.13.92 4449
130.49.166 6777
46.13.92 4015
46.13.92 9598
219.62.235 5162
46.13.92 181000
249.75.233 4783
219.62.235 9509
206.190.100 1244
46.13.69 4615
46.13.69 4156
46.13.69 5145
46.13.69 6865
46.13.69 6643
46.13.69 17280
46.13.69 11902
46.13.69 5308
130.49.166 12650
46.13.69 4347
46.13.69 8217
46.13.69 5715
46.13.69 7661
46.13.69 10812
46.13.69 4125
46.13.69 3344
200.246.225 5999
200.246.225 10239
200.246.225 1754
200.246.225 4590
200.246.225 5162
200.246.225 9509
200.246.225 3752
200.246.225 44085
200.246.225 163280
200.246.225 8213
200.246.225 4822
200.246.225 5670
200.246.225 1246
200.246.225 11218
200.246.225 11218
200.246.225 13780
200.246.225 7681
200.246.225 1622
200.246.225 1313
200.246.225 241411
200.246.225 212783
51.19.21, 200
51.19.21, 304
51.19.21, 304
51.19.21, 200
51.19.21, 200
51.19.21, 200
51.19.21, 200
200.246.225 1318426
200.246.225 8616
200.246.225 454
255.153.2 5999
51.19.21, 200
51.19.21, 200
51.19.21, 200
180.231.24 211
51.19.21, 200
200.246.225 109835
200.246.225 75436
130.49.166 8127
219.62.235 1622
32.187.39 4616
219.62.235 8213
32.187.39 1675
32.187.39 4590
32.187.39 33752
32.187.39 1418
32.187.39 9509
32.187.39 1435
32.187.39 45180
32.187.39 8213
32.187.39 13780
32.187.39 1622
32.187.39 557
32.187.39 7681
219.62.235 444
172.7.229 19035
172.7.229 19035
46.13.74 5754
46.13.74 8760
219.62.235 557
46.13.74 4168
46.13.74 4635
168.196.54 21065
46.13.74 6363
168.196.54 287364
46.13.74 5464
130.49.166 10801
46.13.74 5449
46.13.74 4824
219.62.235 23377
46.13.74 90867
46.13.74 20942
46.13.74 181000
46.13.74 181000
46.13.74 3797
130.49.166 6194
46.13.74 4535
46.13.74 4021
46.13.74 3852
46.13.74 4190
46.13.74 3870
46.13.74 4144
46.13.74 5439
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%%sh

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51.19.21, 168.235.206.47 -
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236.58.127 - -
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149.195.151 - -
149.195.151 - -
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236.208.25 - -
236.208.25 - -
55.39.192 - -
236.208.25 - -

At this point, we’re getting tired of seeing 4000 lines of output scroll by. We can catch the output and “pipe” it into the command that restricts us to 10 lines, head. The vertical bar “

” is known as a pipe and it takes the output of one command (cut, below) and pipes it as input to the next command (head, below).

The net result is printing just 10 lines of fields 1 and 10.

%%sh

cut -d" " -f1,10 columbia.txt | head

59.40.117 469
71.161.156 640
30.213.18 5173
- 377
30.213.18 5061
30.213.18 4210
30.213.18 4148
46.13.74 11495
1.205.12 6204
1.205.12 1754

As its name suggests, the command sort will order the rows in our file. By default it uses alphabetical order but the option “-n” lets you sort numerically instead. Below we cut out just the IP’s and then “redirect the output” to a file called “ips.txt”. We then sort the IP addresses and put the sorted result in a filed called “ips_sorted.txt”.

%%sh

cut -d" " -f1 columbia.txt > ips.txt
sort ips.txt > ips_sorted.txt
head -100 ips_sorted.txt

-
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
43.90.9
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221

%%sh

ls

columbia.txt
ips_sorted.txt
ips.txt
sample_data

With UNIX pipes, we can avoid the extra files and just get the sorted data directly.

%%sh

cut -d" " -f1 columbia.txt | sort | head -100

-
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
11.29.146
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
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1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
1.205.12
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
36.177.195
43.90.9
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221
8.247.221

(You will end the display with a red box saying that the head command only allowed 100 lines to be printed and not all of the output from sort. It’s OK.)

Next, the command uniq will remove repeated adjacent lines in a file, so if your file is sorted, it will return just the unique rows.

%%sh

uniq ips_sorted.txt 

-
11.29.146
1.205.12
36.177.195
43.90.9
8.247.221
191.64.199
226.169.214
58.21.11
192.53.40,
205.218.5
251.51.137
255.5.40
162.1.1
162.240.3
194.197.118
223.8.121
239.198.35
43.198.26
120.173.151
219.62.235
38.241.102
51.19.21
51.19.21,
77.70.54
77.76.117
77.76.25
168.196.54
176.21.213
176.52.250
41.184.22
148.174.77
173.125.227
196.221.217
133.246.131
134.64.8
144.161.13
245.189.8
87.132.168
235.146.3
18.0.21
201.88.147
216.211.133,
99.163.211
57.158.139
28.46.206
204.11.124
54.44.89
169.204.216,
206.190.100
55.28.66
55.28.67
55.28.69
57.127.66
0.223.95
119.102.48
120.59.42
125.71.21
125.71.40
203.88.70
170.11.248
41.241.212
209.235.170
209.235.171
209.235.184
0.0.1,
199.53.63
214.106.134
59.102.65
59.40.117
59.99.2
68.14.110
34.20.23
126.153.55
66.38.12
130.49.166
130.54.151
243.145.41
243.9.138
28.213.62
39.21.0,
255.56.114
39.33.226
39.8.0,
115.111.116
115.111.128
115.111.130
0.15.248
148.131.109
175.138.146
8.143.188
8.143.209
8.143.213
36.185.50
76.14.43
76.14.47
76.71.83
76.93.46
132.169.223
202.82.236
48.128.79
80.31.104
80.31.160
80.31.176
118.109.126
4.131.99
55.39.140
55.39.192
172.7.229
132.161.49
132.161.55
132.161.58
132.161.89
124.238.61
242.51.192
246.33.74
56.18.185
56.34.147
213.212.228
233.117.143
252.112.104
252.112.115
252.88.185
252.90.109
252.90.111
31.241.60
62.80.88
55.96.221
135.80.52
255.153.2
255.155.2
255.215.84
255.215.92
76.15.11
76.15.12
76.15.134
76.15.135
76.15.137
76.15.139
76.15.142
76.15.144
76.15.146
76.15.147
76.15.150
76.15.153
76.15.154
76.15.157
76.15.158
76.15.160
76.15.161
76.15.162
76.15.163
76.15.17
76.15.18
76.15.19
76.15.25
76.15.26
76.15.32
76.15.33
76.15.34
76.15.5
76.15.6
76.15.9
118.22.142
118.25.205
118.25.207
118.41.186
48.105.142
48.49.155
153.87.9
38.213.170
75.214.66
97.52.11
20.4.143
20.4.220
7.132.218
226.200.217
32.128.47
40.112.210
58.60.47
114.23.211
92.153.238
92.190.172
177.236.117
187.168.214
71.161.156
154.172.143
154.233.224
179.158.75
211.52.18
20.245.236
50.159.225
71.226.42
74.60.112
104.126.60
16.156.124
16.156.125
16.156.126
30.24.159
30.24.21
59.148.209
59.148.210
125.77.178
180.34.186
9.41.135
160.175.162
160.175.163
160.175.164
152.200.42
79.180.38
138.211.44
46.13.69
46.13.74
46.13.92
109.21.238
115.111.68
115.113.84
81.37.174,
235.213.246
6.199.206
82.53.196
204.51.92
66.119.239
95.226.66
143.49.176
251.182.111
196.231.99
69.133.219
73.208.148
72.7.131
223.151.253
106.239.161
236.58.127
239.9.218
240d:0:4b14:c000:e06c:e2ec:4cbe:22cb,
151.32.82
167.160.90
193.90.224
44.85.225
61.15.17
63.241.42
90.155.217
91.19.135
106.8.78
125.146.65
33.24.166
13.113.76
15.10.37
220.243.66
212.12.247
187.162.183
218.218.99
46.67.160
77.79.58
82.101.54
60.123.172
224.24.22
225.249.113
121.225.249
33.70.235
55.134.15
56.109.238
119.112.23
119.127.129
183.222.93
20.45.18
28.137.72,
32.15.4
230.19.145
153.250.74
162.222.199
166.152.43
172.161.15
202.217.173
62.176.17
255.65.51
255.65.85
143.231.13
0.19.0
206.237.169
37.147.174
48.180.204
7.249.161
147.133.18
151.34.231
157.9.156
165.176.73
177.225.249
177.28.124
183.147.184
186.28.49
210.147.136
219.35.123
236.1.73
80.46.180
152.103.50
20.192.227
9.112.6
149.195.151
56.89.231
9.94.207
149.225.67
210.215.100
210.248.185
222.164.230
236.208.25
90.160.178
17.253.220
52.129.59
55.210.16
96.12.53
163.125.144
17.112.201
220.156.112
220.156.98
220.158.96
249.64.146
249.64.152
249.64.158
249.66.1
249.66.10
249.66.100
249.66.107
249.66.111
249.66.128
249.66.13
249.66.130
249.66.137
249.66.138
249.66.144
249.66.16
249.66.160
249.66.164
249.66.170
249.66.185
249.66.188
249.66.19
249.66.24
249.66.27
249.66.28
249.66.30
249.66.31
249.66.34
249.66.49
249.66.5
249.66.52
249.66.53
249.66.56
249.66.62
249.66.78
249.66.99
249.69.101
249.69.76
249.75.225
249.75.233
249.75.241
249.84.208
249.92.29
87.146.68
188.98.56
68.60.92
87.36.10
173.183.137
180.231.24
32.187.39
9.129.236
98.4.127
127.186.52
162.124.235
180.79.99
200.246.225
30.213.18
16.220.141
172.193.143
209.102.158
214.106.5
214.66.153
214.96.88
32.40.2
90.11.125
172.87.249
244.157.123
41.154.19
209.129.213
46.153.26
132.71.194
134.142.66
167.107.49
198.204.152
212.220.113
105.223.45
108.42.209
117.179.19
117.181.205
178.53.235
65.194.193
71.124.56
71.177.140
73.61.247
87.163.147
89.123.58
101.131.28
106.17.188
116.131.14
118.63.220
72.167.90
245.58.28
252.206.157
75.78.167
75.79.32
46.156.169
178.151.171
187.101.176
188.83.152
153.203.83
91.253.250
29.198.25
29.198.26
161.202.171
37.70.105
37.70.135
37.70.234
37.70.80
37.71.9
132.174.252
134.240.142
55.225.36
7.62.78
106.17.210
136.231.7
44.27.25,
68.182.23
99.20.182
106.149.183
211.107.246
214.216.228
253.132.201
253.132.202
253.132.203
208.244.37
3.211.207
199.109.208
64.78.87
200.12.97
208.99.2
228.167.130
111.38.118
228.34.206
228.34.248
136.95.43
211.217.68
233.46.247
237.134.204
63.16.179
27.72.74
33.1.169
89.16.117,
14.104.71
5.95.46
7.88.245
224.60.79
230.38.173

Or in one line…

%%sh

cut -d" " -f1 columbia.txt | sort | uniq | wc

    462     462    6445

The command uniq has an option “-c” that returns the counts of each row in the file. If we apply it to “ips_sorted.txt”, we’ll get two columns – one is how many requests were made in our 3 hour window by the IP address and the second is the IP address.

%%sh

uniq -c ips_sorted.txt

-
100.11.29.146
100.1.205.12
100.36.177.195
100.43.90.9
100.8.247.221
101.191.64.199
101.226.169.214
101.58.21.11
10.192.53.40,
103.205.218.5
103.251.51.137
103.255.5.40
104.162.1.1
104.162.240.3
104.194.197.118
104.223.8.121
104.239.198.35
104.43.198.26
106.120.173.151
106.219.62.235
106.38.241.102
106.51.19.21
106.51.19.21,
107.77.70.54
107.77.76.117
107.77.76.25
108.168.196.54
108.176.21.213
108.176.52.250
108.41.184.22
109.148.174.77
109.173.125.227
111.196.221.217
112.133.246.131
112.134.64.8
114.144.161.13
114.245.189.8
115.87.132.168
116.235.146.3
117.18.0.21
117.201.88.147
117.216.211.133,
117.99.163.211
119.57.158.139
120.28.46.206
121.204.11.124
121.54.44.89
122.169.204.216,
122.206.190.100
122.55.28.66
122.55.28.67
122.55.28.69
122.57.127.66
123.0.223.95
123.119.102.48
123.120.59.42
123.125.71.21
123.125.71.40
123.203.88.70
124.170.11.248
124.41.241.212
125.209.235.170
125.209.235.171
125.209.235.184
127.0.0.1,
128.199.53.63
128.214.106.134
128.59.102.65
128.59.40.117
128.59.99.2
128.68.14.110
129.34.20.23
130.126.153.55
132.66.38.12
133.130.49.166
133.130.54.151
136.243.145.41
136.243.9.138
138.28.213.62
1.39.21.0,
139.255.56.114
1.39.33.226
1.39.8.0,
140.115.111.116
140.115.111.128
140.115.111.130
141.0.15.248
14.148.131.109
14.175.138.146
141.8.143.188
141.8.143.209
141.8.143.213
144.36.185.50
144.76.14.43
144.76.14.47
144.76.71.83
144.76.93.46
145.132.169.223
149.202.82.236
151.48.128.79
151.80.31.104
151.80.31.160
151.80.31.176
154.118.109.126
155.4.131.99
157.55.39.140
157.55.39.192
163.172.7.229
164.132.161.49
164.132.161.55
164.132.161.58
164.132.161.89
165.124.238.61
165.242.51.192
172.246.33.74
172.56.18.185
172.56.34.147
173.213.212.228
173.233.117.143
173.252.112.104
173.252.112.115
173.252.88.185
173.252.90.109
173.252.90.111
176.31.241.60
176.62.80.88
177.55.96.221
178.135.80.52
178.255.153.2
178.255.155.2
178.255.215.84
178.255.215.92
180.76.15.11
180.76.15.12
180.76.15.134
180.76.15.135
180.76.15.137
180.76.15.139
180.76.15.142
180.76.15.144
180.76.15.146
180.76.15.147
180.76.15.150
180.76.15.153
180.76.15.154
180.76.15.157
180.76.15.158
180.76.15.160
180.76.15.161
180.76.15.162
180.76.15.163
180.76.15.17
180.76.15.18
180.76.15.19
180.76.15.25
180.76.15.26
180.76.15.32
180.76.15.33
180.76.15.34
180.76.15.5
180.76.15.6
180.76.15.9
182.118.22.142
182.118.25.205
182.118.25.207
182.118.41.186
182.48.105.142
182.48.49.155
184.153.87.9
184.38.213.170
184.75.214.66
184.97.52.11
185.20.4.143
185.20.4.220
186.7.132.218
188.226.200.217
188.32.128.47
188.40.112.210
188.58.60.47
192.114.23.211
193.92.153.238
193.92.190.172
194.177.236.117
194.187.168.214
194.71.161.156
195.154.172.143
195.154.233.224
197.179.158.75
197.211.52.18
198.20.245.236
198.50.159.225
198.71.226.42
198.74.60.112
199.104.126.60
199.16.156.124
199.16.156.125
199.16.156.126
199.30.24.159
199.30.24.21
199.59.148.209
199.59.148.210
202.125.77.178
202.180.34.186
202.9.41.135
203.160.175.162
203.160.175.163
203.160.175.164
204.152.200.42
204.79.180.38
207.138.211.44
207.46.13.69
207.46.13.74
207.46.13.92
208.109.21.238
208.115.111.68
208.115.113.84
208.81.37.174,
209.235.213.246
209.6.199.206
210.82.53.196
211.204.51.92
211.66.119.239
212.95.226.66
213.143.49.176
213.251.182.111
216.196.231.99
217.69.133.219
217.73.208.148
220.72.7.131
223.223.151.253
23.106.239.161
23.236.58.127
23.239.9.218
240d:0:4b14:c000:e06c:e2ec:4cbe:22cb,
24.151.32.82
24.167.160.90
24.193.90.224
24.44.85.225
24.61.15.17
24.63.241.42
24.90.155.217
24.91.19.135
27.106.8.78
27.125.146.65
27.33.24.166
31.13.113.76
31.15.10.37
31.220.243.66
32.212.12.247
37.187.162.183
41.218.218.99
41.46.67.160
41.77.79.58
41.82.101.54
42.60.123.172
43.224.24.22
43.225.249.113
45.121.225.249
45.33.70.235
45.55.134.15
45.56.109.238
46.119.112.23
46.119.127.129
46.183.222.93
46.20.45.18
46.28.137.72,
46.32.15.4
49.230.19.145
50.153.250.74
50.162.222.199
50.166.152.43
50.172.161.15
50.202.217.173
50.62.176.17
51.255.65.51
51.255.65.85
5.143.231.13
52.0.19.0
5.206.237.169
52.37.147.174
52.48.180.204
52.7.249.161
54.147.133.18
54.151.34.231
54.157.9.156
54.165.176.73
54.177.225.249
54.177.28.124
54.183.147.184
54.186.28.49
54.210.147.136
54.219.35.123
54.236.1.73
5.80.46.180
58.152.103.50
58.20.192.227
5.9.112.6
59.149.195.151
59.56.89.231
5.9.94.207
62.149.225.67
62.210.215.100
62.210.248.185
64.222.164.230
64.236.208.25
64.90.160.178
65.17.253.220
65.52.129.59
65.55.210.16
65.96.12.53
66.163.125.144
66.17.112.201
66.220.156.112
66.220.156.98
66.220.158.96
66.249.64.146
66.249.64.152
66.249.64.158
66.249.66.1
66.249.66.10
66.249.66.100
66.249.66.107
66.249.66.111
66.249.66.128
66.249.66.13
66.249.66.130
66.249.66.137
66.249.66.138
66.249.66.144
66.249.66.16
66.249.66.160
66.249.66.164
66.249.66.170
66.249.66.185
66.249.66.188
66.249.66.19
66.249.66.24
66.249.66.27
66.249.66.28
66.249.66.30
66.249.66.31
66.249.66.34
66.249.66.49
66.249.66.5
66.249.66.52
66.249.66.53
66.249.66.56
66.249.66.62
66.249.66.78
66.249.66.99
66.249.69.101
66.249.69.76
66.249.75.225
66.249.75.233
66.249.75.241
66.249.84.208
66.249.92.29
66.87.146.68
67.188.98.56
67.68.60.92
67.87.36.10
68.173.183.137
68.180.231.24
68.32.187.39
68.9.129.236
68.98.4.127
69.127.186.52
69.162.124.235
69.180.79.99
69.200.246.225
69.30.213.18
70.16.220.141
70.172.193.143
70.209.102.158
70.214.106.5
70.214.66.153
70.214.96.88
70.32.40.2
70.90.11.125
71.172.87.249
71.244.157.123
71.41.154.19
72.209.129.213
72.46.153.26
73.132.71.194
73.134.142.66
73.167.107.49
73.198.204.152
73.212.220.113
74.105.223.45
74.108.42.209
74.117.179.19
74.117.181.205
74.178.53.235
74.65.194.193
74.71.124.56
74.71.177.140
74.73.61.247
74.87.163.147
74.89.123.58
75.101.131.28
75.106.17.188
76.116.131.14
76.118.63.220
76.72.167.90
77.245.58.28
77.252.206.157
77.75.78.167
77.75.79.32
78.46.156.169
79.178.151.171
80.187.101.176
80.188.83.152
81.153.203.83
81.91.253.250
8.29.198.25
8.29.198.26
83.161.202.171
8.37.70.105
8.37.70.135
8.37.70.234
8.37.70.80
8.37.71.9
84.132.174.252
84.134.240.142
85.55.225.36
85.7.62.78
86.106.17.210
86.136.231.7
86.44.27.25,
86.68.182.23
86.99.20.182
87.106.149.183
87.211.107.246
87.214.216.228
87.253.132.201
87.253.132.202
87.253.132.203
88.208.244.37
88.3.211.207
90.199.109.208
90.64.78.87
91.200.12.97
91.208.99.2
91.228.167.130
92.111.38.118
94.228.34.206
94.228.34.248
95.136.95.43
95.211.217.68
95.233.46.247
95.237.134.204
95.63.16.179
96.27.72.74
97.33.1.169
97.89.16.117,
98.14.104.71
98.5.95.46
98.7.88.245
99.224.60.79
99.230.38.173

Or, preferably, in one line…

%%sh 

cut -d" " -f1 columbia.txt | sort | uniq -c | head -100

-
100.11.29.146
100.1.205.12
100.36.177.195
100.43.90.9
100.8.247.221
101.191.64.199
101.226.169.214
101.58.21.11
10.192.53.40,
103.205.218.5
103.251.51.137
103.255.5.40
104.162.1.1
104.162.240.3
104.194.197.118
104.223.8.121
104.239.198.35
104.43.198.26
106.120.173.151
106.219.62.235
106.38.241.102
106.51.19.21
106.51.19.21,
107.77.70.54
107.77.76.117
107.77.76.25
108.168.196.54
108.176.21.213
108.176.52.250
108.41.184.22
109.148.174.77
109.173.125.227
111.196.221.217
112.133.246.131
112.134.64.8
114.144.161.13
114.245.189.8
115.87.132.168
116.235.146.3
117.18.0.21
117.201.88.147
117.216.211.133,
117.99.163.211
119.57.158.139
120.28.46.206
121.204.11.124
121.54.44.89
122.169.204.216,
122.206.190.100
122.55.28.66
122.55.28.67
122.55.28.69
122.57.127.66
123.0.223.95
123.119.102.48
123.120.59.42
123.125.71.21
123.125.71.40
123.203.88.70
124.170.11.248
124.41.241.212
125.209.235.170
125.209.235.171
125.209.235.184
127.0.0.1,
128.199.53.63
128.214.106.134
128.59.102.65
128.59.40.117
128.59.99.2
128.68.14.110
129.34.20.23
130.126.153.55
132.66.38.12
133.130.49.166
133.130.54.151
136.243.145.41
136.243.9.138
138.28.213.62
1.39.21.0,
139.255.56.114
1.39.33.226
1.39.8.0,
140.115.111.116
140.115.111.128
140.115.111.130
141.0.15.248
14.148.131.109
14.175.138.146
141.8.143.188
141.8.143.209
141.8.143.213
144.36.185.50
144.76.14.43
144.76.14.47
144.76.71.83
144.76.93.46
145.132.169.223
149.202.82.236

Finally, we can add a second sort to this pipeline to sort in reverse numerical order (using options -r and -n) the uniq‘d file, giving us the most frequently seen IPs first.

%%sh 

cut -d" " -f1 columbia.txt | sort | uniq -c | sort -rn | head -25

207.46.13.69
207.46.13.74
207.46.13.92
128.59.40.117
50.166.152.43
133.130.49.166
157.55.39.192
66.17.112.201
74.105.223.45
124.170.11.248
66.249.66.28
100.1.205.12
188.58.60.47
50.153.250.74
141.8.143.213
112.133.246.131
81.153.203.83
74.108.42.209
69.162.124.235
194.71.161.156
109.148.174.77
68.180.231.24
46.32.15.4
117.99.163.211
95.136.95.43

So 207.46.13.69 was seen 139 times. What is this address?

%%sh

whois 207.46.13.69

It’s owned by Microsoft. We can use a filtering command known as egrep to pull just the lines that match a regular expression pattern (in quotes). So we might do the following.

%%sh

egrep "207.46.13.69" columbia.txt

46.13.69 - - [17/Apr/2016:06:27:47 -0400] "GET /photo/2296/11 HTTP/1.1" 200 4156 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:30:08 -0400] "GET /photo/2172/610 HTTP/1.1" 200 4094 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:31:03 -0400] "GET /page/486-careers-in-television/399 HTTP/1.1" 200 4114 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:32:31 -0400] "GET /system/photos/3013/original/Fishman.gif?1365724719 HTTP/1.1" 200 178629 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:32:33 -0400] "GET /photo/2432/123 HTTP/1.1" 200 4092 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:33:33 -0400] "GET /photo/2388/211 HTTP/1.1" 200 4218 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:34:50 -0400] "GET /event/1169/14 HTTP/1.1" 200 4981 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:42:25 -0400] "GET /cs/ContentServer?pagename=JRN/Render/PrintThisPage&childpagename=Journalism/JRN_Profile_C/JRNFacultyDetail&cid=1165270108880&c=JRN_Profile_C HTTP/1.1" 303 752 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:42:27 -0400] "GET /site_map?pagename=JRN/Render/PrintThisPage&childpagename=Journalism/JRN_Profile_C/JRNFacultyDetail&cid=1165270108880&c=JRN_Profile_C HTTP/1.1" 200 5212 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:52:29 -0400] "GET /javascripts/theme_scripts/mike1/jquery.js HTTP/1.1" 200 33752 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:06:56:45 -0400] "GET /page/4-admissions/4?printing=true HTTP/1.1" 200 9150 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:08:30 -0400] "GET /page/430-press-room/114?printing=true HTTP/1.1" 200 5683 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:09:55 -0400] "GET /event/1230/14 HTTP/1.1" 200 4845 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:10:55 -0400] "GET /event/1023 HTTP/1.1" 200 3824 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:14:46 -0400] "GET /javascripts/theme_scripts/jquery.idTabs.pack.js?1444072995 HTTP/1.1" 200 1375 "-" "Mozilla/5.0 (iPhone; CPU iPhone OS 7_0 like Mac OS X) AppleWebKit/537.51.1 (KHTML, like Gecko) Version/7.0 Mobile/11A465 Safari/9537.53 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:32:21 -0400] "GET /events/dupont/index.asp HTTP/1.1" 302 783 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:32:22 -0400] "GET /pools HTTP/1.1" 302 847 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:32:24 -0400] "GET /404.html HTTP/1.1" 200 879 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:49:25 -0400] "GET /page/962/9 HTTP/1.1" 200 12171 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:54:42 -0400] "GET /javascripts/theme_scripts/swfobject.js?1366664152 HTTP/1.1" 200 2565 "-" "Mozilla/5.0 (iPhone; CPU iPhone OS 7_0 like Mac OS X) AppleWebKit/537.51.1 (KHTML, like Gecko) Version/7.0 Mobile/11A465 Safari/9537.53 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:56:05 -0400] "GET /page/840-alfred-i-dupont-columbia-awards/9 HTTP/1.1" 200 18543 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:10 -0400] "GET /studentwork/cns/2002-05-08/631.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:10 -0400] "GET /studentwork/cns/2002-07-07/276.asp HTTP/1.1" 301 597 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:11 -0400] "GET /studentwork/cns/2002-07-07/671.asp HTTP/1.1" 301 597 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:11 -0400] "GET /studentwork/cns/2003-04-27/182.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:11 -0400] "GET /studentwork/cns/2003-04-27/syndication/ HTTP/1.1" 301 606 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:12 -0400] "GET /studentwork/cns/2003-05-23/269.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:12 -0400] "GET /studentwork/cns/2003-05-23/syndication/Burke-Pagan.txt HTTP/1.1" 301 632 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:12 -0400] "GET /studentwork/cns/2003-06-22/243.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:13 -0400] "GET /studentwork/cns/2003-06-22/340.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:13 -0400] "GET /studentwork/reutersjournal/ag/pg127.html HTTP/1.1" 301 602 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:14 -0400] "GET /studentwork/nightlynews/2005/index.asp?course=nightlynews&issue=0 HTTP/1.1" 301 647 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:14 -0400] "GET /studentwork/investigative/2001/intro.shtml HTTP/1.1" 301 607 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:15 -0400] "GET /studentwork/election/2004/minority_ali01.asp]http:0//www.americansagainsthate.org/Kerry_Drew_Disenchanted_Arabs.htm HTTP/1.1" 301 734 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:15 -0400] "GET /academics/faculty/wilentz.asp HTTP/1.1" 301 587 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:15 -0400] "GET /admissions/programs/courses/fall2005/ HTTP/1.1" 301 600 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:39 -0400] "GET /cns/2002-02-22/224.asp HTTP/1.1" 301 575 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:39 -0400] "GET /events/dupont/press/winners_2007.asp HTTP/1.1" 301 599 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:39 -0400] "GET /events/schork/2003/ceremony.asp?image=8 HTTP/1.1" 301 605 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:40 -0400] "GET /events/schork/winners/ HTTP/1.1" 301 575 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:40 -0400] "GET /newmedia/masters/internet/Faces%20Behind%20WWW%20Art.html HTTP/1.1" 301 631 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:41 -0400] "GET /news/2002-07/ HTTP/1.1" 301 561 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:41 -0400] "GET /studentwork/cns/2004-05-03/758.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:41 -0400] "GET /studentwork/bronxbeat/2001/051401/hernandez0514_01.shtml HTTP/1.1" 301 632 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:42 -0400] "GET /studentwork/children/2001/oped/hunt.asp HTTP/1.1" 301 602 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:42 -0400] "GET /studentwork/cityscape/2002/senior-murphy.asp HTTP/1.1" 301 612 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:42 -0400] "GET /studentwork/cns/2002-03-04/187.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:43 -0400] "GET /studentwork/cns/2002-03-04/93.asp HTTP/1.1" 301 596 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:43 -0400] "GET /studentwork/cns/2002-03-13/237.asp HTTP/1.1" 301 597 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:44 -0400] "GET /studentwork/cns/2002-04-03/358.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:57:44 -0400] "GET /studentwork/cns/2002-04-30/121.asp HTTP/1.1" 301 597 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:59:09 -0400] "GET /studentwork/cns/2004-04-05/689.asp HTTP/1.1" 301 597 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:59:10 -0400] "GET /studentwork/cns/2002-04-30/455.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:59:10 -0400] "GET /studentwork/cns/2004-04-05/683.asp HTTP/1.1" 301 597 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:59:11 -0400] "GET /studentwork/cns/2002-04-30/537.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:07:59:11 -0400] "GET /studentwork/cns/2002-05-08/292.asp HTTP/1.1" 301 598 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:04:33 -0400] "GET /page/61-career-services-events/61 HTTP/1.1" 404 3130 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:10:41 -0400] "GET /photo/1974/14 HTTP/1.1" 304 211 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:13:42 -0400] "GET /page/627-photographers-credits/58?printing=true HTTP/1.1" 200 7335 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:19:25 -0400] "GET /page/932-cu-exclusive-internships/778?ticketid=VspV7fP5xWWxLxWF3ZZCvVlnZvJMHCfgzz9wYmh HTTP/1.1" 200 6437 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:21:07 -0400] "GET /system/photos/2540/original/columbiatv2.jpg HTTP/1.1" 200 371093 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:21:12 -0400] "GET /system/photos/147/original/AnnCooper2.jpg?1276009818 HTTP/1.1" 200 34626 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:29:29 -0400] "GET /system/photos/126/original/Richard_Wald2.jpg?1275665983 HTTP/1.1" 200 30771 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:29:49 -0400] "GET /cs/ContentServer/jrn/1165270052298/JRN_News_C/1212612468059/JRNNewsDetail.htm HTTP/1.1" 303 546 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:29:50 -0400] "GET /site_map HTTP/1.1" 200 5212 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:35:14 -0400] "GET /page/162-student-work-online/163 HTTP/1.1" 404 6957 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:08:48:42 -0400] "GET /pools HTTP/1.1" 301 542 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:03:03 -0400] "GET /system/photos/2457/original/_MG_6306.jpg HTTP/1.1" 200 7291359 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:19 -0400] "GET /profile/32-june-cross/10 HTTP/1.1" 200 4615 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:20 -0400] "GET /page/562-find-a-procedure/397 HTTP/1.1" 200 4156 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:21 -0400] "GET /page/663-terri-thompson/467 HTTP/1.1" 200 5145 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:22 -0400] "GET /page/693-hearst-digital-media-lecture/712 HTTP/1.1" 200 6865 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:23 -0400] "GET /page/247-knight-bagehot-fellowship/248 HTTP/1.1" 200 6643 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:24 -0400] "GET /page/1178-punch-sulzberger-program/1115 HTTP/1.1" 200 17280 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:26 -0400] "GET /page/733/9-program-descriptions-of-2010-dupont-columbia-award-winners/165 HTTP/1.1" 200 11902 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:27 -0400] "GET /page/1217-book-workshop/1077 HTTP/1.1" 200 5308 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:28 -0400] "GET /page/775-about-john-w-kluge-37cc/466 HTTP/1.1" 200 4347 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:29 -0400] "GET /page/790-dupont-columbia-awards-about/633 HTTP/1.1" 200 8217 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:30 -0400] "GET /page/1225-grade-policy/11 HTTP/1.1" 200 5715 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:31 -0400] "GET /page/301/2 HTTP/1.1" 200 7661 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:33 -0400] "GET /page/810/633 HTTP/1.1" 200 10812 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:34 -0400] "GET /page/842-pitching-long-form-digital/637 HTTP/1.1" 200 4125 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:05:35 -0400] "GET /page/136-networking-links/137 HTTP/1.1" 404 3344 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:38 -0400] "GET /page/144-keeping-in-touch/145 HTTP/1.1" 200 5225 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:38 -0400] "GET /page/150-alumni-association-mission-and-organization/151 HTTP/1.1" 200 5261 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:39 -0400] "GET /system/documents/448/original/John_Krimmel.pdf HTTP/1.1" 200 181000 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:39 -0400] "GET /system/documents/174/original/tobenkin_award_talk.pdf HTTP/1.1" 200 22634 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:40 -0400] "GET /system/documents/137/original/knight_bagehot_speech_final.pdf HTTP/1.1" 200 94812 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:41 -0400] "GET /system/documents/674/original/Gillian_Tett_Knight_Bagehot_speech.pdf HTTP/1.1" 200 108214 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:41 -0400] "GET /page/53-past-events/751 HTTP/1.1" 404 4546 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:43 -0400] "GET /system/documents/866/original/pay_calendar_2014_15.pdf HTTP/1.1" 200 31027 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:44 -0400] "GET /page/521-2008-j-anthony-lukas-work-in-progress-award-finalist/188 HTTP/1.1" 200 5911 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:45 -0400] "GET /system/documents/884/original/sept2014.pdf HTTP/1.1" 200 181000 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:45 -0400] "GET /system/documents/892/original/2014_ochberg_fellows.pdf HTTP/1.1" 200 135665 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:46 -0400] "GET /page/95-career-expo-2016-for-employers/434 HTTP/1.1" 200 8217 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:47 -0400] "GET /profile/576-jacob-templin/10 HTTP/1.1" 200 3609 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:48 -0400] "GET /profile/11-mark-maremont-83/3 HTTP/1.1" 200 4643 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:49 -0400] "GET /profile/569-whitney-richardson/ HTTP/1.1" 200 3781 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:07:50 -0400] "GET /page/516-2008-j-anthony-lukas-book-prize-finalist/188 HTTP/1.1" 200 6300 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:08 -0400] "GET /page/170-oakes-award/171 HTTP/1.1" 200 7778 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:10 -0400] "GET /page/475-past-alumni-awards-winners/152 HTTP/1.1" 200 6742 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:11 -0400] "GET /page/18-technology-guide/15 HTTP/1.1" 200 4210 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:12 -0400] "GET /system/documents/915/original/2015_dartawards.pdf HTTP/1.1" 200 132587 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:13 -0400] "GET /profile/462-preston-merchant/ HTTP/1.1" 200 3698 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:14 -0400] "GET /profile/461-erica-mcdonald/ HTTP/1.1" 200 4254 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:15 -0400] "GET /profile/170-amy-singer/10 HTTP/1.1" 200 4245 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:15 -0400] "GET /page/454-1999-lukas-press-release/188 HTTP/1.1" 200 7354 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:16 -0400] "GET /profile/171-ava-seave/10 HTTP/1.1" 200 4354 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:17 -0400] "GET /page/453-1999-lukas-prize-winners/188 HTTP/1.1" 200 5198 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:18 -0400] "GET /page/444-2005-lukas-prize-press-release/188 HTTP/1.1" 200 6648 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:19 -0400] "GET /profile/570-suzanne-sataline/10 HTTP/1.1" 200 4088 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:20 -0400] "GET /page/440-2006-lukas-prize-winners/188 HTTP/1.1" 200 6578 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:21 -0400] "GET /news/1007 HTTP/1.1" 200 6256 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:22 -0400] "GET /system/documents/966/original/bansept15.pdf HTTP/1.1" 200 181000 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:44 -0400] "GET /news/1356 HTTP/1.1" 200 7148 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:45 -0400] "GET /profile/394-joe-richman/ HTTP/1.1" 200 3775 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:48 -0400] "GET /page/432-2005-chancellor-award-winner-jerry-mitchell/185 HTTP/1.1" 200 5712 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:49 -0400] "GET /profile/19-alisa-solomon/3 HTTP/1.1" 200 4168 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:50 -0400] "GET /page/431-chancellor-award-winner/185 HTTP/1.1" 200 15678 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:51 -0400] "GET /system/documents/970/original/Hybrid_Master_s_Guidelines.pdf HTTP/1.1" 200 231680 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:52 -0400] "GET /page/1088/9 HTTP/1.1" 200 9342 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:53 -0400] "GET /profile/366-ed-schumacher-matos/10 HTTP/1.1" 200 4804 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:55 -0400] "GET /profile/56-sylvia-nasar/ HTTP/1.1" 200 4765 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:58 -0400] "GET /profile/202-peter-r-kann/10 HTTP/1.1" 200 4066 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:08:58 -0400] "GET /page/372-tv-video-lab-and-studio-facilities/17 HTTP/1.1" 200 6338 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:01 -0400] "GET /page/10?tags=IMMIGRATION HTTP/1.1" 200 4973 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:03 -0400] "GET /profile/204-jacob-levenson/10 HTTP/1.1" 200 3754 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:04 -0400] "GET /page/10?tags=SCIENCE%2FENVIRONMENT HTTP/1.1" 200 5093 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:43 -0400] "GET /profile/211-jocelyn-craugh-zuckerman/10 HTTP/1.1" 200 3783 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:43 -0400] "GET /profile/236-bruce-shapiro/ HTTP/1.1" 200 3894 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:44 -0400] "GET /profile/125-ruth-padawer/ HTTP/1.1" 200 3927 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:45 -0400] "GET /profile/133-neil-hickey/ HTTP/1.1" 200 4272 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:46 -0400] "GET /profile/14-patricia-nazario-02/3 HTTP/1.1" 200 4567 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:47 -0400] "GET /profile/140-nina-burleigh/10 HTTP/1.1" 200 4481 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:48 -0400] "GET /profile/146-simon-surowicz/ HTTP/1.1" 200 4014 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:49 -0400] "GET /profile/147-paula-span/10 HTTP/1.1" 200 4113 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:49 -0400] "GET /profile/311-anthony-depalma/ HTTP/1.1" 200 4862 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:50 -0400] "GET /profile/327-lloyd-siegel/10 HTTP/1.1" 200 4430 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"
46.13.69 - - [17/Apr/2016:09:09:51 -0400] "GET /profile/311-anthony-depalma/10 HTTP/1.1" 200 4907 "-" "Mozilla/5.0 (compatible; bingbot/2.0; +http://www.bing.com/bingbot.htm)"

And we could see what the pattern is using regexper.com.

We could save these lines in a new file if we wanted to do more work. But for now, we see that they are all running “bingbot” which is the spider (scraper) for the Bing search engine. Let’s see how many times “bingbot” is used.

%%sh

egrep "bingbot" columbia.txt | wc

    481    7375   91058

So 481 out of our 4000 or so requests were from Bing.

The referrer field is number 11. It records the link someone clicked on to get to the page they’re requesting.

%%sh

cut -d" " -f11 columbia.txt | head -100

"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"https://www.google.com/"
"http://www.journalism.columbia.edu/page/967-for-alumni/773"
"http://www.journalism.columbia.edu/page/967-for-alumni/773"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"-"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"-"
"-"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"http://www.journalism.columbia.edu/profile/66-james-stewart/10?from=singlemessage&isappinstalled=0"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"-"
"http://www.vvoj.nl/kenniscentrum/prijzen/"
"http://www.vvoj.nl/kenniscentrum/prijzen/"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/page/9-journalism-awards/9"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/colorbox.css"
"-"
"http://www.journalism.columbia.edu/profile/56-sylvia-nasar/10?from=singlemessage&isappinstalled=0"
"-"
"-"
"-"
"-"
"https://www.google.nl/"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/"
"http://www.journalism.columbia.edu/"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"http://www.journalism.columbia.edu/"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/flexslider.css"
"http://www.journalism.columbia.edu/"
"http://www.journalism.columbia.edu/page/967-for-alumni/773"
"-"
"http://www.journalism.columbia.edu/stylesheets/theme_stylesheets/mike1/style.css"
"-"
"-"
"http://www.journalism.columbia.edu/page/967-for-alumni/773"
"-"
"-"
"-"
"-"

And here we look at just referrers that are Google.

%%sh

cut -d" " -f11 columbia.txt | egrep "google" 

"https://www.google.com/"
"https://www.google.nl/"
"https://www.google.co.in/"
"https://www.google.com"
"https://www.google.co.jp/"
"https://www.google.nl"
"https://www.google.de/"
"https://www.google.com.pk/"
"https://www.google.co.uk/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.co.th/"
"https://www.google.com/"
"https://www.google.com.eg/"
"https://www.google.com.eg/"
"https://www.google.nl/"
"https://www.google.com/"
"https://www.google.gr/"
"https://www.google.co.in/"
"https://www.google.com.do/"
"https://www.google.com/"
"https://www.google.co.in/"
"https://www.google.com/"
"https://www.google.nl/"
"https://www.google.gr"
"https://www.google.co.il/"
"https://www.google.com.au/"
"https://www.google.com/"
"https://www.google.com.sg/"
"https://www.google.com"
"https://www.google.co.in/"
"https://www.google.com/"
"https://www.google.com"
"https://www.google.com"
"https://www.google.com"
"https://www.google.com/"
"https://www.google.pt/"
"https://www.google.mn/"
"https://www.google.co.il/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.es/"
"https://www.google.com.eg/"
"https://www.google.com.eg/"
"https://www.google.com.eg/"
"https://www.google.com.eg/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.co.jp/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.cz/"
"https://www.google.cz/"
"https://www.google.com.au/"
"https://www.google.com/"
"https://www.google.com"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.co.id/"
"https://www.google.com/"
"https://www.google.com/"
"https://www.google.se/"
"https://www.google.com.ph/"
"https://www.google.com.ph/"
"https://www.google.com.ph/"
"https://www.google.com.ph/"
"https://www.google.com.ph/"
"https://www.google.com/"
"https://www.google.com.tr/"
"https://www.google.com/"
"https://www.google.co.in/"
"https://www.google.com.tr/"
"https://www.google.com/"
"https://www.google.co.in/"
"https://www.google.com/"
"https://www.google.com"
"https://www.google.com/"
"https://www.google.com"

Finally, we can clean up a little. Let’s remove our two files of IP addresses. First, find them…

%%sh

ls -l

total 1140
-rw-r--r-- 1 root root 1048576 Jun  9 16:29 columbia.txt
-rw-r--r-- 1 root root   56326 Jun  9 17:08 ips_sorted.txt
-rw-r--r-- 1 root root   56326 Jun  9 17:08 ips.txt
drwxr-xr-x 1 root root    4096 May 29 18:19 sample_data

And then use rm to remove them, with a follow up ls to make sure they’re gone.

%%sh

rm ips.txt
rm ips_sorted.txt
ls -l

total 1028
-rw-r--r-- 1 root root 1048576 Jun  9 16:29 columbia.txt
drwxr-xr-x 1 root root    4096 May 29 18:19 sample_data

Your turn

Come up with three questions about the visitors to the site and answer them using simple UNIX commands. Recall we’ve seen

pwd, ls, rm, mv, cp

head, tail, wc,

cut, sort, uniq,

grep

This is a pretty powerful pipeline!

_     /)---(\          /~~~\
\\   (/ . . \)        /  .. \
 \\__)-\(*)/         (_,\  |_)
  \_       (_         /   \@/    /^^^\
  (___/-(____) _     /      \   / . . \
               \\   /  `    |   V\ Y /V
                \\/  \   | _\    / - \
                 \   /__'|| \\_  |    \
                  \_____)|_).\_).||(__V

%%sh

# your code here

Regular Expressions

In this portion of webinar, we are going to work with a “language” for expressing patterns in text. By “pattern” I mean specifying repetitions of symbols – words or punctuation or sequences of numbers or any combination of these. Given a collection of text, for example, regular expressions might help you find dates or telephone numbers or URLs or email addresses – all of these obey certain formatting rules.

Regular expressions, then, are a way to describe these formatting rules so that we can search a body of text for them. Sometimes we are doing this because we want to find lists of facts about people (email addresses and their telephone numbers, say), creating structured data out of unstructured data. And sometimes we appeal to regular expressions because they help us in the act of “cleaning” data – we might be given a date column in a data set that contains dates in two different formats (y-m-d and m/d/y, say) and we need to transform them into just one consistent format throughout.

The patterns we express might also be about content. Can we detect the gender of sources? Can we find new memes in a stack of text? Unlike the proto-natural language processing we saw with TextBlob, regular expressions deal with words as patterns of characters. There is no understanding here about parts of speech or grammar. Just patterns of symbols – characters, numbers, and emoji, even.

A few transcripts and an introduction to Regular Expressions

Earlier this year, we pulled [all the sentences from Trumps State of the Union address]((https://raw.githubusercontent.com/computationaljournalism/columbia2020/master/data/2020_sotu_sentences.txt). We also collected the sentences spoken by Joe Biden and Bernie Sanders in the South Carolina debate. Each file has one sentence per line.

%%sh

wget https://raw.githubusercontent.com/computationaljournalism/columbia2020/master/data/2020_sotu_sentences.txt
wget https://raw.githubusercontent.com/computationaljournalism/columbia2020/master/data/biden_debate.txt
wget https://raw.githubusercontent.com/computationaljournalism/columbia2020/master/data/sanders_debate.txt

%%sh

head 2020_sotu_sentences.txt

Let’s have a look using the UNIX command head.

%%sh 
head biden_debate.txt

%%sh

head sanders_debate.txt

Literals

As a way of specifying patterns, let’s start with so-called “literals” – these characters just match themselves. For example, the literal "wall" matches the following sentences from Trump’s transcript.

%%sh

egrep 'wall' 2020_sotu_sentences.txt 

Or here we search for “billionaires” in Sanders’ sentences.

%%sh 

egrep 'billionaires' sanders_debate.txt

Often we don’t care about the case of the text we are matching. We can add a flag to the regular expression to explicitly ignore the case of the literals we are searching for. Tweeting is not a particularly grammatical exercise, so this option might be good to add. It’s a flag we can import from re.

%%sh 

egrep 'look' -i biden_debate.txt

Replace the literal "wall" with a search for "immigration" in the SOTU sentences. Do you find any sentences matching this pattern? What other searches like this might you do to highlight sentences about immigration? Or other topics that this search suggests.

Now, if we were interested in “media” we might look for the literal string consisting of the letters m-e-d-i-a.

See what we get…

%%sh

egrep 'media' 2020_sotu_sentences.txt 

Hmm, well, that’s not what we wanted at all. So, how do we get just the word “media”? Let’s take a moment and write down the kinds of patterns in text we might be interested in finding, either from this speech or the debate texts or from your reporting or other work. What sorts of things do you have to specify? I mean word boundaries seem like a good idea so we can differentiate “media” from “immediate”. What else do you need?

To get us to more complex searches, we need some way to express these ideas. And that’s where metacharacters come to the rescue!

In Walks Metacharacters

Any character except for [ ]\^$.

?*+( ){ and } can be used to specify a literal – they match a single instance of themselves. The string “wall” represented a series of literals and to have a match we need to find a “w” followed by an “a” followed by an “l” and so on. The non-literals, on the other hand, are known as metacharacters and are used to specify much more complicated text patterns.

They help us specify “whitespace,” word boundaries, sets or classes of literals, the beginning and end of a line, and various alternatives (“war” or “peace”). For example ^ represents the start of a line. Let’s look at what we get by searching the SOTU for a pattern than includes this character.

%%sh

egrep '^I think' sanders_debate.txt

Try a new sentence starter and see what you find…

%%sh
#your code here

Some Help

To interpret what a regular expression is doing, we can use a special tool from regexper.com. It takes regular expressions and renders them graphically so you can get a better sense of how the machinery is functioning. For example, here is the display for our “^I have” example.

Graphical view of the pattern “^I think”

You see a window where you can change the regular expression and then a graphical interpretation of what you’ve asked for. This is an extremely handy tool. (Notice that you don’t have to include the quotes or the r in the regexper.com interface.)

Now, if specifying the start of a line is important, having a special character for the end of a line is likely to be handy also. The $ represents the end of a line. Consider the pattern “it.$“. Here are the lines it matches the SOTU. Do you notice anything odd here?

%%sh

egrep 'it.$' biden_debate.txt

%%sh 

egrep 'it.$' 2020_sotu_sentences.txt

In the next expression, we look for lines that end "turn.$" but find only one sentence and it ends with a question mark.

%%sh

egrep 'turn.$' sanders_debate.txt

What’s going on here? Well, the dot, “.”, is a metacharacter and represents a wildcard. It is used to refer to any character. So, turn.$ will match lines that end in “turn.” or “turn?” or even “turn9” (should the transcriber be typing sloppily one day). Have a look at this at regexper.com.

Graphical view of the pattern “turn.$”

Putting a backslash \ before one of the special metacharacters [ ] \^$/?*+(){ and } lets us include these in a pattern as literals – in technical terms, we have “escaped” the special meaning of these characters and they return to their literal meanings.

Consider the pattern “\\$2”. With the backslash, $ no longer means the end of a line. We have returned the dollar sign to its literal meaning and the following lines match from the Trump transcript.

Therefore, we recently imposed tariffs on $250 billion of Chinese goods — and now our Treasury is receiving billions of dollars a month from a country that never gave us a dime

And to bring the point home, look at the following.

Graphical view of the pattern “\\$2”

So, given this, what do we need to do to match sentences ending with the word “country” followed by a period?

# your code here

A character class matches a single character out of all the possibilities contained in brackets, [ ] — There are certain rules that apply when specifying these classes that we’ll get to in a second. Let’s look at the pattern “[Tt]onight” and see what lines it matches in the transcript.

%%sh 
egrep "[Tt]onight" 2020_sotu_sentences.txt

Graphical view of the pattern “[Tt]onight”

Keep in mind that while there might be lots of options in the square brackets, we are only trying to match one character out of this group. The graphical display makes this clear. We’ll talk about specifying more than one match in a few minutes.

In terms of the rules that work within character classes, you can specify a range of letters [a-z] or [A-Z] or numbers [0-9] — Keep in mind that the order within the character class doesn’t matter, it specifies a bag of characters from which we select one item. Let’s look at the pattern “[0-9] years” and see which sentences it will match.

%%sh
egrep "[0-9] years" 

Graphical view of the pattern “[0-9] years”

It’s important to keep in mind what’s being matched here. The expression “[0-9] years” will match “5 years” in the sentence that started “CJ served 15 years in the Air Force”. The expression wants a number then a space then the word “years”. Get it?

When used at the beginning of a character class ^ is also a metacharacter and it indicates matching characters NOT in the indicated class. So the pattern ”[^?.]$” will match sentences that don’t end in a period or a question mark (you don’t have to “escape” characters in a character class – or between [ and ]).

%%sh

egrep "[^?.]$" 2020_sotu_sentences.txt

We see a large number of “side comments” in this list. Maybe we should look for them next? Anyway, here is the graphical representation of the expression.

Graphical view of the pattern “[^?.]$”

Continuing on our survey of metacharacters, the **vertical bar “

” translates to “or”** — We can use it to combine expressions, the subexpressions being called alternatives. The expression *“good

bad”* will match these lines from transcript file.

%%sh

egrep "good|bad" 2020_sotu_sentences.txt

We’ll jump ahead just briefly and say that we can solve the problem of matching “goodness” and “badly” when all we want are the words “good” or bad”. Some collections of characters, some “character classes” are used so often that they are given special notation. For example \w is a word character and \b represents a character class of “word boundaries”. Here’s a (not elegant but works) way to say you want “good” or “bad” alone.

%%sh

egrep "\b(good|bad)\b" 2020_sotu_sentences.txt

We will give a complete set of character classes at the end of this section.

Returning to choices, of course we can join several alternatives together. Consider *“year

month

day”*.

%%sh

egrep "day|month|year" sanders_debate.txt

Again, here we see a lot of matches to patterns like “birthday” or “someday”. Both contain the literal “day” but they might not be what we had in mind.

[Graphical view of the pattern “year

month

day”](http://regexper.com/#year%7Cmonth%7Cday)

Oh and the alternatives separated by “

” can be any real expressions and not just literals. Here we ask for time or money

%%sh

egrep "[0-9] year|\$[0-9]" 2020_sotu_sentences.txt

And again, regexper.com to help us out.

[Graphical view of the pattern “[0-9] year

$[0-9]”](https://regexper.com/#%5B0-9%5D%20year%7C%5C%24%5B0-9%5D)

Subexpressions are often contained in parentheses (more metacharacters) to constrain the alternatives in some way. For example ”^(I will|I am)” matches either expression, but at the start of a sentence.

Later we will see that we can identify each subexpression separately,allowing us to extract (or capture) the content they match.

%%sh

egrep "^(I am|I have)" 2020_sotu_sentences.txt

And the graphical representation – notice the new reference to groups that are formed by the parentheses.

<a href=https://regexper.com/#%5E%28I%20have%7CI%20am%29>Graphical view of the pattern “^(I have

I am)”</a>

We’re building up quite a vocabulary. Try a more complex expression on your own.

# Your code here
[s for s in sotu_sentences if search("African|Latino",s,IGNORECASE)]

Before we leave this, let’s use the shorthand \b for word boundaries and our parentheses construction to match what we really wanted with our original search a few cells back, *“\b(day

month

year)\b”*. Let’s have a look.

%%sh

egrep "\b(day|month|year)\b" 2020_sotu_sentences.txt

The question mark indicates that the indicated expression is optional. The expression “George( W\.)? Bush” will match references to “George W. Bush” or just “George Bush”.

<a href=http://regexper.com/#George(%20W%5C.)%3F%20Bush>Graphical view of the pattern “George( W\.)? Bush”</a>

The * and + signs are metacharacters used to indicate repetition — the * means “any number, including zero, of the item” and + means “at least one of the item”. So we can specify clauses after a colon with the following regular expression.

%%sh

egrep ":.+$" 2020_sotu_sentences.txt

Now, to make this seem a bit more practical, we are going to consider another data source. You can download some of it, but it’s big. It’s essentially all of Jeb Bush’s emails while he was in office in Florida. I mean literally in mbox format. The site is show here via the Internet Archive…

… because this was such a bad idea, they took the site down quickly.

Why a bad idea? Well, no one masked any possibly sensitive data from the emails. So it’s easy to find phone numbers or social security numbers or military ID’s in these text files.

For example, to grab phone numbers, what regular expression might we use?

Write your expression here

For social security numbers or phone numbers we could use this expression “[0-9]+-[0-9]+-[0-9]+”. Why? Here’s a series of lines that match this pattern from Jeb’s emails.

Phone: 407-240-1891

In reference to your letter dated october 29, 1998 in which you offer to help me with my inmigration question, i am a us citizen who is petition for my husband (a mexican citizen) petition #SRC-98-204-50114 his name is FRANCISCO JAVIER CORTEZ HERNANDEZ.

Fax: 407-888-2445

Pager: 850-301-8072

Cell: 407-484-8167

The Reverned uses his pager# 813-303-4726 to get in contact with, or you may email and I will get in touch with him.

And from regexper.com…

<a href=http://regexper.com/#%5B0-9%5D%2B-%5B0-9%5D%2B-%5B0-9%5D%2B>Graphical view of the pattern “[0-9]+-[0-9]+-[0-9]+”</a>

In words, we are looking for one or more numbers followed by a hyphen, followed by one or more numbers, and then another hyphen, and finally one or more numbers.

The curly braces { and } are referred to as interval quantifiers — they let us specify the exact number of occurences of a pattern, its minimum, maximum or an acceptable range. For a Social Security Number we might want “[0-9]{3}-[0-9]{2}-[0-9]{4}”, for example - three numbers, a hyphen, two numbers, a hyphen then four numbers.

<a href=https://regexper.com/#%5B0-9%5D%7B3%7D-%5B0-9%5D%7B2%7D-%5B0-9%5D%7B4%7D>View of the pattern “[0-9]{3}-[0-9]{2}-[0-9]{4}”</a>

Here’s the full list of what you can do with the curly braces as metacharacters.

Expression	What does it mean?
{3}	Looks for 3 occurences of a pattern
{,3}	Matches at most 3 occurrences
{3,}	Matches at least 3 occurrences
{3,5}	Matches between 3 and 5 occurrences

With this information, how would we skim these emails for specific kinds of numbers? Credit card numbers? Phone numbers? VIN numbers?

Groupings. In most implementations of regular expressions, the parentheses not only limit the scope of alternatives divided by a “|”, but also can be used to “remember” text matched by the subexpression enclosed. We refer to the matched text with \1, \2, etc., depending on how many parenthese we have.

As an example, the expression ” ([a-zA-Z]+) \1 “ will match these lines in Jeb Bush’s inbox from January of 2000.

I feel this is a win win situation for the Governor, the Reverend and the people that need help.

I insisted that that be the outcome in that court and that we did not recede from that position.

I guess you’re embarrassed that that line got out.

The pattern is asking for repeated words. We highlighted them in the text above. Also have a look at the graphical representation of this regular expression.

<a href=http://regexper.com/#%20(%5Ba-zA-Z%5D%2B)%20%5C1%20>Graphical view of the pattern “ ([a-zA-Z]+) \1 “</a>.

To Sum

The presentation here is meant to give you a flavor of how regular expressions are structured; you have seen the major metacharacters and to use them to create patterns. Below I provide a useful cheat sheet to remember what the different metacharacters mean and what some of the useful shorthand character classes are. In addition, I can recommend an interactive cheat sheet, and the site http://www.regular-expressions.info/ is also an excellent resource.

Metacharacters

Metacharacter	What does it do?	Examples	Matches
^	Matches beginning of line	^abc	abc, abcdef.., abc123
\$	Matches end of line	abc\$	my:abc, 123abc, theabc
.	Match any character	a.c	abc, asg, a123c
[...]	Matches one character contained in brackets	[abc]	a,b, or c
[^...]	Matches one character not contained in brackets	[^abc]	xyz, 123, 1de
[a-z]	Matches one character between 'a' and 'z'	[b-z]	bc, mind, xyz
\*	Matches character before \* 0 or more times	ab\*c	abc, abbc, ac
+	Matches character before + one or more times	a+c	ac, aac, aaac,
?	Matches the character before the ? zero or one times. Also, used as a non-greedy match	ab?c	ac, abc
{x}	Match exactly 'x' number of times	(abc){2}	abcabc
{x,}	Match 'x' number of times or more	(abc){2,}	abcabc, abcabcabc
{,x}	Match up to 'x' number of times	(abc){2,}	abcabc, abcabcabc
{x,y}	Match between 'x' and 'y' times.	(a){2,4}	aa, aaa, aaaaa
\|	OR operator	abc\|xyz	abc or xyz
(...)	Capture anything matched	(a)b(c)	Captures 'a' and 'c'
(?:...)	Non-capturing group	(a)b(?:c)	Captures 'a' but only groups 'c'
\	Escape the character after the backslash; or create a special sequence (like word boundaries, \b, or a character representing a space, \s.	a\sc	a c

The special “metacharacters” () [] {} ^ $ .

* + ? and \ become “literals” again if you put a \ in front of them – That is, \. matches a period and is no longer the wild card. We say we have “escaped” the metacharacter.

Shorthand character classes

\d	Match any digit (0-9)
\D	Match any non digit
\t	Match a tab
\n	Match a new line
\r	Match a carriage return
\s	Matches a space character (space, \t, \r, \n)
\S	Matches any non-space character
\b	Word boundary
\B	Non word boundary
\w	Matches any one word character [a-zA-Z_0-9]
\W	Matches any one non word character