Rack of Ethernet switches.

Visualizing Log Patterns with Color

Nginx and Apache Logs in Color

Web server logs reveal patterns of activity by web crawlers. Some are indexing crawlers operated by search engines, some are mysterious. Another pattern is systematic blind searches for vulnerable server-side executables or other configuration problems. The pattern you want to see is the interested user who follows some path through the hyperlinks on your site, taking time to read the pages.

Maybe we could use color to help spot these patterns?

Maybe...

First, let's look at the result, then the explanation comes later. Here are the most recent client requests, starting most recent first. Your request for this page won't appear there as it isn't complete by the time this page was automatically generated with PHP. But if you reload the page you should see your initial request near the top.

74.67.32.186 US, United States 18/May/2024:20:30:05 /travel/italy/umbria/?s=mb
184.83.224.54 US, United States 18/May/2024:20:30:05 /travel/italy/umbria/?s=mb
88.150.230.26 GB, United Kingdom 18/May/2024:20:30:05 /travel/italy/umbria/?s=mb
212.193.3.93 RU, Russian Federation 18/May/2024:20:30:05 /travel/italy/umbria/?s=mb
5.161.136.23 IR, Iran, Islamic Republic of 18/May/2024:20:30:05 /travel/italy/umbria/?s=mb
213.18.166.11 GB, United Kingdom 18/May/2024:20:30:04 /travel/italy/umbria/?s=mb
92.205.17.231 DE, Germany 18/May/2024:20:30:04 /travel/italy/umbria/?s=mb
84.119.223.23 DE, Germany 18/May/2024:20:30:04 /travel/italy/umbria/?s=mb
70.110.18.32 US, United States 18/May/2024:20:30:03 /travel/italy/umbria/?s=mb
180.129.75.181 SG, Singapore 18/May/2024:20:30:03 /travel/italy/umbria/?s=mb
5.161.99.62 IR, Iran, Islamic Republic of 18/May/2024:20:30:03 /travel/italy/umbria/?s=mb
65.109.144.230 US, United States 18/May/2024:20:30:02 /travel/italy/umbria/?s=mb
141.95.205.35 GB, United Kingdom 18/May/2024:20:30:01 /travel/italy/umbria/?s=mb
45.56.105.9 US, United States 18/May/2024:20:30:01 /travel/italy/umbria/?s=mb
144.217.42.65 CA, Canada 18/May/2024:20:30:01 /travel/italy/umbria/?s=mb
64.226.78.182 US, United States 18/May/2024:20:30:01 /travel/italy/umbria/?s=mb
188.172.228.185 CA, Canada 18/May/2024:20:30:01 /travel/italy/umbria/?s=mb
204.15.193.250 CA, Canada 18/May/2024:20:30:00 /travel/italy/umbria/?s=mb
212.122.56.9 DE, Germany 18/May/2024:20:30:00 /travel/italy/umbria/?s=mb
64.227.105.230 US, United States 18/May/2024:20:30:00 /travel/italy/umbria/?s=mb
143.177.120.38 NL, Netherlands 18/May/2024:20:30:00 /travel/italy/umbria/?s=mb
138.197.196.190 US, United States 18/May/2024:20:30:00 /travel/italy/umbria/?s=mb
23.92.25.149 US, United States 18/May/2024:20:29:59 /travel/italy/umbria/?s=mb
5.75.241.176 IR, Iran, Islamic Republic of 18/May/2024:20:29:59 /travel/italy/umbria/?s=mb
116.202.13.204 IN, India 18/May/2024:20:29:59 /travel/italy/umbria/?s=mb
81.187.48.147 GB, United Kingdom 18/May/2024:20:29:59 /travel/italy/umbria/?s=mb
143.244.145.243 US, United States 18/May/2024:20:29:59 /travel/italy/umbria/?s=mb
141.98.252.241 Unknown 18/May/2024:20:29:58 /travel/italy/umbria/?s=mb
64.227.71.16 US, United States 18/May/2024:20:29:58 /travel/italy/umbria/?s=mb
5.161.124.193 IR, Iran, Islamic Republic of 18/May/2024:20:29:57 /travel/italy/umbria/?s=mb
5.75.203.4 IR, Iran, Islamic Republic of 18/May/2024:20:29:57 /travel/italy/umbria/?s=mb
64.44.115.51 US, United States 18/May/2024:20:29:57 /travel/italy/umbria/?s=mb
81.165.58.161 BE, Belgium 18/May/2024:20:29:56 /travel/italy/umbria/?s=mb
5.161.127.39 IR, Iran, Islamic Republic of 18/May/2024:20:29:56 /travel/italy/umbria/?s=mb
185.255.121.11 Unknown 18/May/2024:20:29:56 /travel/italy/umbria/?s=mb
5.9.74.115 DE, Germany 18/May/2024:20:29:55 /travel/italy/umbria/?s=mb
167.235.203.122 US, United States 18/May/2024:20:29:55 /travel/italy/umbria/?s=mb
89.58.45.131 DE, Germany 18/May/2024:20:29:55 /travel/italy/umbria/?s=mb
5.135.138.119 FR, France 18/May/2024:20:29:54 /travel/italy/umbria/?s=mb
77.164.90.95 NL, Netherlands 18/May/2024:20:29:54 /travel/italy/umbria/?s=mb
92.205.60.154 DE, Germany 18/May/2024:20:29:54 /travel/italy/umbria/?s=mb
54.37.81.147 FR, France 18/May/2024:20:29:54 /travel/italy/umbria/?s=mb
206.189.6.252 US, United States 18/May/2024:20:29:54 /travel/italy/umbria/?s=mb
5.75.254.114 IR, Iran, Islamic Republic of 18/May/2024:20:29:54 /travel/italy/umbria/?s=mb
5.75.157.1 IR, Iran, Islamic Republic of 18/May/2024:20:29:52 /travel/italy/umbria/?s=mb
142.127.6.225 CA, Canada 18/May/2024:20:29:52 /travel/italy/umbria/?s=mb
212.85.67.30 SE, Sweden 18/May/2024:20:29:52 /travel/italy/umbria/?s=mb
66.228.46.8 US, United States 18/May/2024:20:29:51 /travel/italy/umbria/?s=mb
104.28.205.136 US, United States 18/May/2024:20:29:51 /travel/italy/umbria/?s=mb
216.243.103.173 US, United States 18/May/2024:20:29:51 /travel/italy/umbria/?s=mb
57.128.118.175 BE, Belgium 18/May/2024:20:29:51 /travel/italy/umbria/?s=mb
79.8.108.92 IT, Italy 18/May/2024:20:29:51 /travel/italy/umbria/?s=mb
104.128.58.105 US, United States 18/May/2024:20:29:51 /travel/italy/umbria/?s=mb
49.13.8.62 IN, India 18/May/2024:20:29:50 /travel/italy/umbria/?s=mb
51.79.80.214 FR, France 18/May/2024:20:29:50 /travel/italy/umbria/?s=mb
150.136.112.161 US, United States 18/May/2024:20:29:50 /travel/italy/umbria/?s=mb
57.128.118.108 BE, Belgium 18/May/2024:20:29:50 /travel/italy/umbria/?s=mb
71.196.177.66 US, United States 18/May/2024:20:29:50 /travel/italy/umbria/?s=mb
5.161.249.126 IR, Iran, Islamic Republic of 18/May/2024:20:29:49 /travel/italy/umbria/?s=mb
73.198.108.122 US, United States 18/May/2024:20:29:49 /travel/italy/umbria/?s=mb
23.88.72.209 US, United States 18/May/2024:20:29:49 /travel/italy/umbria/?s=mb
152.53.14.102 US, United States 18/May/2024:20:29:49 /travel/italy/umbria/?s=mb
57.128.119.15 BE, Belgium 18/May/2024:20:29:48 /travel/italy/umbria/?s=mb
54.72.20.48 IE, Ireland 18/May/2024:20:29:47 /travel/italy/umbria/?s=mb
157.230.96.176 US, United States 18/May/2024:20:29:47 /travel/italy/umbria/?s=mb
62.214.226.7 DE, Germany 18/May/2024:20:29:47 /travel/italy/umbria/?s=mb
93.93.135.84 GB, United Kingdom 18/May/2024:20:29:47 /travel/italy/umbria/?s=mb
82.165.230.72 DE, Germany 18/May/2024:20:29:47 /travel/italy/umbria/?s=mb
5.161.83.28 IR, Iran, Islamic Republic of 18/May/2024:20:29:47 /travel/italy/umbria/?s=mb
167.235.236.105 US, United States 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
89.58.5.116 DE, Germany 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
141.145.195.89 NO, Norway 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
195.191.218.211 GB, United Kingdom 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
5.75.205.87 IR, Iran, Islamic Republic of 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
143.198.230.84 US, United States 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
23.81.164.200 US, United States 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
5.78.57.165 IR, Iran, Islamic Republic of 18/May/2024:20:29:46 /travel/italy/umbria/?s=mb
5.161.221.62 IR, Iran, Islamic Republic of 18/May/2024:20:29:45 /travel/italy/umbria/?s=mb
107.175.179.125 US, United States 18/May/2024:20:29:45 /travel/italy/umbria/?s=mb
80.5.41.205 GB, United Kingdom 18/May/2024:20:29:45 /travel/italy/umbria/?s=mb
5.78.79.46 IR, Iran, Islamic Republic of 18/May/2024:20:29:45 /travel/italy/umbria/?s=mb
149.248.58.153 CA, Canada 18/May/2024:20:29:45 /travel/italy/umbria/?s=mb
51.91.220.155 FR, France 18/May/2024:20:29:45 /travel/italy/umbria/?s=mb
90.225.91.138 SE, Sweden 18/May/2024:20:29:44 /travel/italy/umbria/?s=mb
57.128.118.171 BE, Belgium 18/May/2024:20:29:44 /travel/italy/umbria/?s=mb
212.85.67.30 SE, Sweden 18/May/2024:20:29:44 /travel/italy/umbria/?s=mb
66.249.79.5 US, United States 18/May/2024:20:29:44 /cybersecurity/intrusion.html
65.109.130.97 US, United States 18/May/2024:20:29:43 /travel/italy/umbria/?s=mb
94.130.165.224 DE, Germany 18/May/2024:20:29:43 /travel/italy/umbria/?s=mb
160.86.72.157 JP, Japan 18/May/2024:20:29:43 /travel/italy/umbria/?s=mb
49.12.99.205 IN, India 18/May/2024:20:29:42 /travel/italy/umbria/?s=mb
45.56.81.105 US, United States 18/May/2024:20:29:42 /travel/italy/umbria/?s=mb
65.109.15.83 US, United States 18/May/2024:20:29:42 /travel/italy/umbria/?s=mb
49.13.115.209 IN, India 18/May/2024:20:29:42 /travel/italy/umbria/?s=mb
68.6.246.134 US, United States 18/May/2024:20:29:41 /travel/italy/umbria/?s=mb
162.19.58.107 US, United States 18/May/2024:20:29:41 /travel/italy/umbria/?s=mb
136.144.220.142 NL, Netherlands 18/May/2024:20:29:41 /travel/italy/umbria/?s=mb
5.78.50.18 IR, Iran, Islamic Republic of 18/May/2024:20:29:41 /travel/italy/umbria/?s=mb
135.181.17.53 CA, Canada 18/May/2024:20:29:40 /travel/italy/umbria/?s=mb
173.249.0.10 DE, Germany 18/May/2024:20:29:39 /travel/italy/umbria/?s=mb
51.222.206.38 FR, France 18/May/2024:20:29:39 /travel/italy/umbria/?s=mb
3.21.247.16 US, United States 18/May/2024:20:29:36 /robots.txt
90.21.18.198 FR, France 18/May/2024:20:29:34 /travel/italy/umbria/?s=mb
159.196.162.10 AU, Australia 18/May/2024:20:29:34 /travel/italy/umbria/?s=mb
91.121.87.121 FR, France 18/May/2024:20:29:34 /travel/italy/umbria/?s=mb
141.147.91.127 SE, Sweden 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
65.108.225.173 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
144.91.110.67 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
129.80.112.139 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
23.130.136.175 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
198.23.149.51 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
146.235.220.224 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
168.235.93.139 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
207.148.3.166 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
208.113.134.244 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
18.204.254.202 US, United States 18/May/2024:20:29:33 /travel/italy/umbria/?s=mb
45.28.143.17 US, United States 18/May/2024:20:29:32 /travel/italy/umbria/?s=mb
132.145.78.154 US, United States 18/May/2024:20:29:29 /travel/italy/umbria/?s=mb
51.68.205.236 FR, France 18/May/2024:20:29:14 /travel/italy/umbria/?s=mb
89.58.44.73 DE, Germany 18/May/2024:20:29:12 /travel/italy/umbria/?s=mb
67.82.24.131 US, United States 18/May/2024:20:29:11 /travel/italy/umbria/?s=mb
5.199.139.171 DE, Germany 18/May/2024:20:29:10 /travel/italy/umbria/?s=mb
51.89.139.236 FR, France 18/May/2024:20:29:10 /travel/italy/umbria/?s=mb
176.9.185.230 DE, Germany 18/May/2024:20:29:09 /travel/italy/umbria/?s=mb
147.182.159.4 US, United States 18/May/2024:20:29:09 /travel/italy/umbria/?s=mb
90.170.167.136 ES, Spain 18/May/2024:20:29:09 /travel/italy/umbria/?s=mb
151.80.33.67 FR, France 18/May/2024:20:29:09 /travel/italy/umbria/?s=mb
83.141.25.59 DE, Germany 18/May/2024:20:29:09 /travel/italy/umbria/?s=mb
64.23.175.205 US, United States 18/May/2024:20:29:09 /travel/italy/umbria/?s=mb
49.12.191.254 IN, India 18/May/2024:20:29:08 /travel/italy/umbria/?s=mb
88.196.190.188 EE, Estonia 18/May/2024:20:29:08 /travel/italy/umbria/?s=mb
88.198.1.113 DE, Germany 18/May/2024:20:29:07 /travel/italy/umbria/?s=mb
193.135.10.216 CH, Switzerland 18/May/2024:20:29:06 /travel/italy/umbria/?s=mb
193.7.176.160 DE, Germany 18/May/2024:20:29:06 /travel/italy/umbria/?s=mb
23.166.120.27 Unknown 18/May/2024:20:29:05 /travel/italy/umbria/?s=mb
38.77.195.50 US, United States 18/May/2024:20:29:05 /travel/italy/umbria/?s=mb
129.151.64.106 US, United States 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
23.88.72.209 US, United States 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
34.27.162.185 US, United States 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
199.192.16.81 US, United States 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
138.201.222.244 DE, Germany 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
73.93.173.52 US, United States 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
88.99.84.134 DE, Germany 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
63.250.55.157 US, United States 18/May/2024:20:29:04 /travel/italy/umbria/?s=mb
84.246.124.37 DE, Germany 18/May/2024:20:29:03 /travel/italy/umbria/?s=mb
185.236.240.137 PL, Poland 18/May/2024:20:29:03 /travel/italy/umbria/?s=mb
148.251.28.156 DE, Germany 18/May/2024:20:29:03 /travel/italy/umbria/?s=mb
185.207.107.5 DE, Germany 18/May/2024:20:29:03 /travel/italy/umbria/?s=mb
23.88.72.209 US, United States 18/May/2024:20:29:03 /travel/italy/umbria/?s=mb
138.197.110.222 US, United States 18/May/2024:20:29:03 /travel/italy/umbria/?s=mb
184.171.216.111 CA, Canada 18/May/2024:20:29:02 /travel/italy/umbria/?s=mb
78.46.181.125 DE, Germany 18/May/2024:20:29:02 /travel/italy/umbria/?s=mb
23.88.103.184 US, United States 18/May/2024:20:29:02 /travel/italy/umbria/?s=mb
185.170.114.165 DE, Germany 18/May/2024:20:29:01 /travel/italy/umbria/?s=mb
167.71.128.79 US, United States 18/May/2024:20:29:01 /travel/italy/umbria/?s=mb
57.128.95.175 BE, Belgium 18/May/2024:20:29:01 /travel/italy/umbria/?s=mb
195.201.37.166 DE, Germany 18/May/2024:20:29:01 /travel/italy/umbria/?s=mb
116.203.225.209 IN, India 18/May/2024:20:29:01 /travel/italy/umbria/?s=mb
161.35.35.39 US, United States 18/May/2024:20:29:01 /travel/italy/umbria/?s=mb
162.19.87.99 US, United States 18/May/2024:20:29:01 /travel/italy/umbria/?s=mb
94.130.105.194 DE, Germany 18/May/2024:20:29:00 /travel/italy/umbria/?s=mb
71.135.1.217 US, United States 18/May/2024:20:29:00 /travel/italy/umbria/?s=mb
86.15.238.116 GB, United Kingdom 18/May/2024:20:29:00 /travel/italy/umbria/?s=mb
35.161.51.211 US, United States 18/May/2024:20:29:00 /travel/italy/umbria/?s=mb
94.130.53.86 DE, Germany 18/May/2024:20:29:00 /travel/italy/umbria/?s=mb
65.109.49.87 US, United States 18/May/2024:20:29:00 /travel/italy/umbria/?s=mb
57.128.95.174 BE, Belgium 18/May/2024:20:28:59 /travel/italy/umbria/?s=mb
57.128.95.174 BE, Belgium 18/May/2024:20:28:59 /travel/italy/umbria/?s=mb
15.204.143.142 US, United States 18/May/2024:20:28:59 /travel/italy/umbria/?s=mb
92.60.41.50 Unknown 18/May/2024:20:28:59 /travel/italy/umbria/?s=mb
5.161.210.238 IR, Iran, Islamic Republic of 18/May/2024:20:28:59 /travel/italy/umbria/?s=mb
64.4.175.77 US, United States 18/May/2024:20:28:58 /travel/italy/umbria/?s=mb
138.201.19.143 DE, Germany 18/May/2024:20:28:58 /travel/italy/umbria/?s=mb
35.178.205.62 GB, United Kingdom 18/May/2024:20:28:58 /travel/italy/umbria/?s=mb
88.198.1.113 DE, Germany 18/May/2024:20:28:57 /travel/italy/umbria/?s=mb
51.89.179.74 FR, France 18/May/2024:20:28:57 /travel/italy/umbria/?s=mb
45.94.211.96 Unknown 18/May/2024:20:28:57 /travel/italy/umbria/?s=mb
54.91.240.230 US, United States 18/May/2024:20:28:57 /travel/italy/umbria/?s=mb
66.148.120.148 US, United States 18/May/2024:20:28:57 /travel/italy/umbria/?s=mb
159.69.72.33 DE, Germany 18/May/2024:20:28:56 /travel/italy/umbria/?s=mb
185.207.104.128 DE, Germany 18/May/2024:20:28:56 /travel/italy/umbria/?s=mb

Here's what's going on.

Each line above is a request from a client, extracted from Nginx's /var/www/logs/httpd-access.log file. The client IP address, timestamp, and requested path were selected with awk and the client IP address converted to a country if possible with geoiplookup.

Geolocate IP

You can use a service such as Abstract's IP geolocation to check if the conversion was successful, or if the client IP address is the exit portal of a VPN.

The first 3 octets or first 24 bits of the IP address are used to specify the hue, with chroma at 75% and intensity at 100%. The resulting red, green, and blue values are scaled to the range of 0-255 and printed as two-character hexadecimal in an HTML style string.

Low-numbered /8 networks appear as red, 20.0.0.0/8 through 40.0.0.0/8 are orange shifting to yellow, 50.0.0.0/8 through 110.0.0.0/8 are shades of green, the /16 networks 130.0.0.0/16 through about 180.0.0.0/16 are shades of blue, then it's shades of purple into magenta for the /24 networks 192.0.0.0/24 and up through 223.255.255.0/24.

The HTML file on the server has a line where PHP uses passthru() to call the following shell script:

#!/bin/sh

# Initial pipeline:
# tail		Just the last 200 (or slightly less after the grep)
# grep		... just the requests out of that
# cat | sort	... put into reverse order
# sed		... remove the quotes and square brackets
# awk		... print the IP address twice, timestamp, and requested path
# sed		... remove the first 3 dots to split first version of IP
#			address into octets, and remove any characters that
#			could cause trouble when inserted into this page
# I need to use the client IP address, field #5 at that point, to call
# geoiplookup.  So, send the initial pipeline into a while loop that
# assigns variables, sets a new variable, and then echoes the resulting
# collection into awk.
tail -200 /var/www/logs/access_log |
	grep 'GET.*200' |
	cat -n | sort -nr |
	sed -e 's/"/ /g' -e 's/\[//g' -e 's/\]//g' |
	awk '{print $2, $2, $5, $8}' |
	sed -e 's/\./ /' -e 's/\./ /' -e 's/\./ /' -e 's/[<>]//g' |
	while read IP1 IP2 IP3 IP4 CLIENTIP TIMESTAMP URL
	do
		COUNTRY=$( geoiplookup $CLIENTIP |
				sed 's/.*Edition: //' |
				sed 's/IP Address not found/Unknown/' )
		echo $IP1 $IP2 $IP3 $IP4 $CLIENTIP $COUNTRY $TIMESTAMP $URL |
		awk '{
			ip1 = $1;
			ip2 = $2;
			ip3 = $3;
			chroma = 0.75;
			hue = 6*(ip1*255*255 + ip2*255 + ip3)/(255*255*255);
			if (hue%2 > 1) {
				x = chroma*(1.0 - (hue%2 - 1));
			} else {
				x = chroma*(1.0 - (1 - hue%2));
			}
			if (hue < 1.0) {
				r = chroma;
				g = x;
				b = 0;
			} else if (hue < 2.0) {
				r = x;
				g = chroma;
				b = 0;
			} else if (hue < 3.0) {
				r = 0;
				g = chroma;
				b = x;
			} else if (hue < 4.0) {
				r = 0;
				g = x;
				b = chroma;
			} else if (hue < 5.0) {
				r = x;
				g = 0;
				b = chroma;
			} else {
				r = chroma;
				g = 0;
				b = x;
			}
			r = (r + 0.25)*255;
			g = (g + 0.25)*255;
			b = (b + 0.25)*255;

			printf("<div class=\"col-12 textleft\" ");
			printf("style=\"color:#000; background:#%02x%02x%02x;\"> ", r, g, b);
			for (i = 5; i <= NF; i++) {
				printf("%s ", $i);
			}
			printf("</div>\n");
		}'
	done 

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