用python统计日志中IP的数量
引 入 日志文件,是我们记录用户行为的重要手段。而对于不同的用户,我们往往又会根据IP来区分,所以统计日志文件中的IP访问,对于数据分析人员和相关运营专员来说,是一件重要的事情,这里,采用python这门语言来完成这个小功能。一、分析IP格式 这里只讨论ipv4。
分析IP格式思路有许多,这里我只分析其中一种比较容易理解的。
1) 从分析一个从1~255的数字开始
一个1~255的数细分成以下5个分组。
数字分组正则表达式表示
1~9
10~99
100~199
1{2}
200~249
2
250~25525
所以一个1~255的数字可以用正则表达式“||1{2}|2|25”来表示
2) 分析IP IP地址的长度为32位,分为4段,每段8位,用十进制数字表示,每段数字范围为0~255,段与段之间用英文句点“.”隔开。例如:某台计算机IP地址为192.168.1.1。所以IP地址可以用简单表示为: IP = (1~255.) *3 + (1~255) 相关正则表达式为:
设num(1~255) = ||1{2}|2|25 得:IP=(num\.){3}num
二、具体代码实现 CountIP.py
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#!/usr/bin/env python
#-*- coding: utf-8 -*-
import re #导入正则表达式模块
import sys
#以只读方式打开文件,sys.argv表示的是运行时传入的第二个参数
f = open(sys.argv, "r")
arr = {} #用字典来存储IP跟访问次数
#num表示1-255之间的字串,\b为单词的词首或词尾锚定
num='\\b(||1{2}|2|25)\\b'
lines = f.readlines()
#遍历文件的每一行
for line in lines:
pattern = re.compile(r'('+num+'\.){3}'+num)#python中用“+”来连接字符串
match = pattern.match(line)
if match:
ip = match.group()
if(arr.has_key(ip)):
arr += 1
else:
arr=1
f.close()
for key in arr:
print key + "--->" + str(arr)
三、测试
某天日志文件
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# cat 20160215.log
192.168.1.102 - - "GET /index.php HTTP/1.1" 200 40 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.101 - - "GET /index.php HTTP/1.1" 200 40 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.101 - - "GET /index.php HTTP/1.1" 200 40 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.101 - - "GET /index.php HTTP/1.1" 200 40 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.101 - - "GET /index.php HTTP/1.1" 200 40 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.102 - - "GET /index.php HTTP/1.1" 200 40 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.101 - - "GET /index.php HTTP/1.1" 200 40 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.103 - - "GET /index.php HTTP/1.1" 200 7237 "-" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.101 - - "GET /index.php?=PHPE9568F34-D428-11d2-A769-00AA001ACF42 HTTP/1.1" 200 2547 "http://192.168.1.106/index.php" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.101 - - "GET /index.php?=PHPE9568F35-D428-11d2-A769-00AA001ACF42 HTTP/1.1" 200 2169 "http://192.168.1.106/index.php" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.1.1015 - - "GET /index.php?=PHPE9568F35-D428-11d2-A769-00AA001ACF42 HTTP/1.1" 200 2169 "http://192.168.1.106/index.php" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
192.168.262.101 - - "GET /index.php?=PHPE9568F35-D428-11d2-A769-00AA001ACF42 HTTP/1.1" 200 2169 "http://192.168.1.106/index.php" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
111.168.1.101 - - "GET /index.php?=PHPE9568F35-D428-11d2-A769-00AA001ACF42 HTTP/1.1" 200 2169 "http://192.168.1.106/index.php" "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/47.0.2526.80 Safari/537.36"
运行结果如下
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# python CountIP.py 20160215.log
192.168.1.101--->9
192.168.1.102--->2
192.168.1.103--->1
111.168.1.101--->1
结 语 对于写多了shell跟java的我来说,python还是一门很能吸引我眼球的语言,语法比shell丰富,跟linux系统的交互比java方便,让我爱不释手啊。后面,我会用python写越来越多的小功能,小有趣,敬请期待。
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