Work the Shell - Analyzing Log Files

October 1st, 2006 by Dave Taylor in

Ever wondered what your Web server is doing, but find that you don't have a stats or analytics package installed? In fact, analyzing log files is a perfect task for the Linux command line and, by extension, shell scripts too.
Your rating: None

If you're running Apache, and you probably are, you've got a file called access_log on your server, probably in /etc/httpd or some similar directory. Find it (you can use locate or find if needed).

First, let's see how many hits you've received—that is, how many individual files have been served up. Use the wc program to do this:

$ wc -l access_log
   83764 access_log

Interesting, but is that for an hour or a month? The way to find out is to look at the first and last lines of the access_log itself, easily done with head and tail:

$ head -1 access_log
140.192.64.26 - - [11/Jul/2006:16:00:59 -0600]
 ↪"GET /favicon.ico HTTP/1.1" 404 36717 "-" "-"
$ tail -1 access_log
72.82.44.66 - - [11/Jul/2006:22:15:14 -0600]
 ↪"GET /individual-entry-javascript.js HTTP/1.1"
 ↪200 2374 "http://www.askdavetaylor.com/
↪sync_motorola_razr_v3c_with_windows_xp_via_bluetooth.html"
↪"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1;
↪.NET CLR 1.1.4322; .NET CLR 2.0.50727)"

These log file lines can be darn confusing, so don't panic if you look at that and become completely baffled. The good news is it's not important to know what every field details. In fact, all we care about is the date and time in square brackets, and the name of the individual file requested after the “GET” line.

Here you can see that the first line in the access log is from 11 July at 16:00:59 and the last line is from 11 July at 22:15:14. Calculate this out, and we're talking a window of about six hours and 15 minutes, or 375 minutes. Divide the total number of hits by this time passage, and we're seeing 223 hits per minute, or a pretty impressive traffic level of 3.7 hits per second.

The Most Popular Files Sent

The second common query is to ascertain which files are requested most often, and that's something we can ascertain with a quick call to awk to split that field from the log file lines, then a combination of sort and uniq with its ever-useful -c option.

Let's take this one step at a time.

If you go back to the log file line shown above, you'll find that it's the seventh field that contains that value, meaning we can extract it like this:

$ head access_log | awk '{print $7}'
/favicon.ico
/0-blog-pics/itunes-pc-advanced-importing-prefs.png
/0-blog-pics/itunes-pc-importing-song.png
/styles-site.css
/individual-entry-javascript.js
/motorola_razr_v3c_and_mac_os_x_transfer_pictures_and_wallpaper.html
/Graphics/header-paper2.jpg
/Graphics/pinstripebg.gif
/0-blog-pics/bluetooth-razr-configured.png
/0-blog-pics/itunes-pc-library-sting.png

When you have a long list of data like this, you can figure out the most popular individual occurrences by sorting everything, then using the uniq command to figure out how often each line occurs. Then use sort again, this time to sort the data from that, prefaced with the largest numeric value to the smallest.

Here's an intermediate result to help you see what's happening:

$ awk '{print $7}' access_log | sort | uniq -c | head
 535 /
26 //favicon.ico
   6 //signup.cgi
   1 /0-blog-pics/MVP-Combo_picture.jpg
   2 /0-blog-pics/address-book-import.jpg
   4 /0-blog-pics/adwords-psp-bids.png
  28 /0-blog-pics/aim-congrats-account.png
  28 /0-blog-pics/aim-create-screen-name.png
  38 /0-blog-pics/aim-delete-screenname-mac.png
  29 /0-blog-pics/aim-forget-password.png

All that's left is to sort it by most popular and axe all but the top few matches:

$ awk '{print $7}' access_log | sort | uniq -c | sort -rn | head
6176 /favicon.ico
5807 /styles-site.css
5733 /Graphics/header-paper2.jpg
5655 /Graphics/pinstripebg.gif
5512 /individual-entry-javascript.js
5458 /Graphics/marker-tray.gif
5366 /Graphics/help-button.jpg
5363 /Graphics/digman.gif
5359 /Graphics/delicious.gif
5323 /0-blog-pics/starbucks-hot-coffee.jpg

The first thing you'll notice is that this isn't pages but graphics. That's not a surprise, because just like most Web sites, my own AskDaveTaylor.com has graphics shared across all pages, making the graphics more frequently requested than any given HTML page.

Fortunately, we can force the results to be HTML pages by simply using the grep program to filter the final results of the filter sequence:

$ awk '{print $7}' access_log | sort | uniq -c | sort -rn
 ↪| grep "\.html" | head
 446 /motorola_razr_v3c_and_mac_os_x_transfer_pictures_and_wallpaper.html
 355 /how_to_create_new_screen_names_on_aol_america_online.html
 346 /how_do_i_cancel_my_america_online_aol_account.html
 293 /pc_to_sony_psp_how_do_i_download_music.html
 206 /how_do_i_get_photos_and_music_onto_my_sony_psp.html
 198 /how_do_i_get_my_wireless_wep_password_for_my_sony_psp.html
 195 /cant_get_standalone_music_player_to_work_on_myspace.html
 172 /convert_wma_from_windows_media_player_into_mp3_files.html
 166 /sync_motorola_razr_v3c_with_windows_xp_via_bluetooth.html
 123 /how_do_i_create_a_new_screen_name_in_aol_america_online_90.html

(Yes, yes, I know that the URLs on this site are ridiculously long!)

Now, finally, I can see that the articles about the Motorola RAR phone, AOL screen names and Sony PSP are the most popular articles on the site. Remember, this is a slice for only about six hours too, so the RAZR article is actually being requested an impressive once a minute or so. Popular indeed!

I'm going to stop here now that you've had a taste of how basic Linux commands can be combined to extract useful and interesting data from an Apache log file. Next month, we'll look at one more statistic: how much aggregate data we've transferred. Then, we'll start looking at how to build a shell script that does these sorts of calculations with ease.

Dave Taylor is a 26-year veteran of UNIX, creator of The Elm Mail System, and most recently author of both the best-selling Wicked Cool Shell Scripts and Teach Yourself Unix in 24 Hours, among his 16 technical books. His main Web site is at www.intuitive.com.

__________________________


Special Magazine Offer -- Free Gift with Subscription
Receive a free digital copy of Linux Journal's System Administration Special Edition as well as instant online access to current and past issues. CLICK HERE for offer

Linux Journal: delivering readers the advice and inspiration they need to get the most out of their Linux systems since 1994.

Post new comment

Please note that comments may not appear immediately, so there is no need to repost your comment.
The content of this field is kept private and will not be shown publicly.
  • Allowed HTML tags: <a> <em> <strong> <cite> <code> <pre> <ul> <ol> <li> <dl> <dt> <dd> <i> <b>
  • Lines and paragraphs break automatically.

More information about formatting options

Newsletter

Each week Linux Journal editors will tell you what's hot in the world of Linux. You will receive late breaking news, technical tips and tricks, and links to in-depth stories featured on www.linuxjournal.com.
Sign up for our Email Newsletter

Featured Videos

Setting up an https server in Apache is easy. This tutorial covers how to create and sign your ssl certificate as well as how to configure the web server.

From the Magazine

January 2009, #177

It's a battle as old as time: good vs. evil. Fortunately, Linux and FOSS are on our side as we wage the battle against those who try to steal our secrets and invade our systems.

Checking your system's security is best done sooner rather than later. Test the locks with our article on security verification; find out how to use PAM to help secure your systems; use MinorFS and AppArmor to implement discretionary access control; learn more about Samba security in part III of our series; use Darknet to help detect bots and secure your systems; use the Yubikey to increase your site's security; and don't forget to lock the doors, because a cold boot attack could render your security useless if somebody has physical access to your computer.

But, we're not just about sowing the seeds of fear. We also show you how to use memcached in Rails, how to manage multiple servers efficiently, how to deploy applications easily with Capistrano, how to manage your videos with MythVideo, how to mix it up a bit (your audio that is), and even play a few games.

Read this issue