Processing Million Lines of logs - Reading logs into DataFrame

In [1]:
import urllib2
import pandas
from collections import Counter

#data = urllib2.urlopen("http://stats202.com/stats202log.txt").readlines()
data = open('/Users/antigen/Downloads/logs').readlines()

list_data=[]
for item in data:
    list_data.append(item.split())
df = pandas.DataFrame(list_data)
In [2]:
df
Out[2]:
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000000 entries, 0 to 999999
Data columns:
0     1000000  non-null values
1     1000000  non-null values
2     1000000  non-null values
3     1000000  non-null values
4     1000000  non-null values
5     1000000  non-null values
6     1000000  non-null values
7     1000000  non-null values
8     1000000  non-null values
9     1000000  non-null values
10    1000000  non-null values
11    1000000  non-null values
12    829300  non-null values
13    748500  non-null values
14    731500  non-null values
15    690400  non-null values
16    540100  non-null values
17    454000  non-null values
18    433300  non-null values
19    396200  non-null values
20    349600  non-null values
21    180200  non-null values
22    125800  non-null values
23    90700  non-null values
24    41500  non-null values
25    25400  non-null values
26    23600  non-null values
27    14300  non-null values
28    11800  non-null values
29    5500  non-null values
30    5500  non-null values
31    3500  non-null values
32    2900  non-null values
33    2900  non-null values
34    2900  non-null values
35    2700  non-null values
36    2700  non-null values
dtypes: object(37)

Top IP Addresses

In [3]:
top_10 = Counter(df[0]).most_common(10)
ip=[]
count=[]
for key, value in top_10:
    ip.append(key)
    count.append(value)
ts = pandas.Series(count, ip)
ts.plot(kind="barh")
Out[3]:
<matplotlib.axes.AxesSubplot at 0x14f5a9f50>

Top Domains

In [4]:
status_code=[]
code_counts=[]
status_codes = Counter(df[10]).most_common(10)
for key, value in status_codes:
    status_code.append(key)
    code_counts.append(value)
codes = pandas.Series(code_counts, status_code)
codes.plot(kind="barh")
Out[4]:
<matplotlib.axes.AxesSubplot at 0x14f5b8250>

Top Status Codes

In [5]:
status_code=[]
code_counts=[]
status_codes = Counter(df[8]).most_common(10)
for key, value in status_codes:
    status_code.append(key)
    code_counts.append(value)
codes = pandas.Series(code_counts, status_code)
codes.plot(kind="barh")
Out[5]:
<matplotlib.axes.AxesSubplot at 0x14f71e210>

Top Requested

In [6]:
status_code=[]
code_counts=[]
status_codes = Counter(df[6]).most_common(10)
for key, value in status_codes:
    status_code.append(key)
    code_counts.append(value)
codes = pandas.Series(code_counts, status_code)
codes.plot(kind="barh")
Out[6]:
<matplotlib.axes.AxesSubplot at 0x14f7f3b10>

Top Operating Systems

In [7]:
status_code=[]
code_counts=[]
status_codes = Counter(df[13]).most_common(10)
for key, value in status_codes:
    status_code.append(key)
    code_counts.append(value)
codes = pandas.Series(code_counts, status_code)
codes.plot(kind="barh")
Out[7]:
<matplotlib.axes.AxesSubplot at 0x14f79d310>

Top Browsers

In [8]:
status_code=[]
code_counts=[]
status_codes = Counter(df[14]).most_common(10)
for key, value in status_codes:
    status_code.append(key)
    code_counts.append(value)
codes = pandas.Series(code_counts, status_code)
codes.plot(kind="barh")
Out[8]:
<matplotlib.axes.AxesSubplot at 0x14f7853d0>

Here is the motivation

In [3]:
# http://memojo.com/~sgala/blog/2007/09/29/Python-Erlang-Map-Reduce

import re
from collections import defaultdict

import time, sys
timer = time.time
FILENAME = "/Users/antigen/Downloads/o1000k.ap"

t0, t1 = timer(), time.clock()

matches = (re.search(r"GET /ongoing/When/\d\d\dx/(\d\d\d\d/\d\d/\d\d/[^ .]+) ",line) for line in open(FILENAME))
mapp    = (match.groups()[0] for match in matches if match)

count=defaultdict(int)
for page in mapp:
    count[page] +=1

for key in sorted(count.keys(), key=count.get)[-10:]:
    pass # print "%40s = %s" % (key, count[key])

print timer() - t0, time.clock() - t1

for key in sorted(count.keys(), key=count.get)[-10:]:
    print "%40s = %s" % (key, count[key])
4.53695988655 4.498544
                2006/09/11/Making-Markup = 600
                 2003/02/04/Construction = 600
                    2004/04/27/RSSticker = 600
                      2003/06/23/SamsPie = 700
                         2003/09/18/NXML = 800
                       2003/10/16/Debbie = 800
              2006/01/31/Data-Protection = 800
                    2003/07/25/NotGaming = 1300
                    2006/07/28/Open-Data = 2000
                  2006/09/29/Dynamic-IDE = 8900

A slightly optimized version of Santiago Gala's original Python

In [5]:
# a slightly optimized version of Santiago Gala's original Python
# implementation.  see:
# http://memojo.com/~sgala/blog/2007/09/29/Python-Erlang-Map-Reduce

import re
from collections import defaultdict

FILE = "/Users/antigen/Downloads/o1000k.ap"

import time, sys
if sys.platform == "win32":
    timer = time.clock
else:
    timer = time.time

t0, t1 = timer(), time.clock()

pat = re.compile(r"GET /ongoing/When/\d\d\dx/(\d\d\d\d/\d\d/\d\d/[^ .]+) ")

search = pat.search

# map
matches = (search(line) for line in open(FILE, "rb") if "GET /ongoing/When" in line)
mapp    = (match.group(1) for match in matches if match)

# reduce
count = defaultdict(int)
for page in mapp:
    count[page] +=1

for key in sorted(count, key=count.get)[:10]:
    pass # print "%40s = %s" % (key, count[key])

print timer() - t0, time.clock() - t1

# sanity check
for key in sorted(count, key=count.get)[-10:]:
    print "%40s = %s" % (key, count[key])
1.46199202538 1.44284
                2006/09/11/Making-Markup = 600
                 2003/02/04/Construction = 600
                    2004/04/27/RSSticker = 600
                      2003/06/23/SamsPie = 700
                         2003/09/18/NXML = 800
                       2003/10/16/Debbie = 800
              2006/01/31/Data-Protection = 800
                    2003/07/25/NotGaming = 1300
                    2006/07/28/Open-Data = 2000
                  2006/09/29/Dynamic-IDE = 8900

Chunked access

In [6]:
# chunked access

import re
from collections import defaultdict

#FILE = "o1000k.ap"

def getchunks(file, size=1024*1024):
    # scan a file, and yield sequence of (start, size) chunk descriptors
    # where all chunks contain full lines
    f = open(file, "rb")
    while 1:
        start = f.tell()
        f.seek(size, 1)
        s = f.readline() # skip forward to next line ending
        yield start, f.tell() - start
        if not s:
            break

if 0:

    def process(file, chunk):
        # collect statistics for a chunk (process lines)
        f = open(file, "rb")
        f.seek(chunk[0])
        d = defaultdict(int)
        search = pat.search
        for line in f.read(chunk[1]).splitlines():
            if "GET /ongoing/When" in line:
                m = search(line)
                if m:
                    d[m.group(1)] += 1
        return d

else:

    def process(file, chunk):
        # collect statistics for a chunk (process entire chunk)
        f = open(file, "rb")
        f.seek(chunk[0])
        d = defaultdict(int)
        s = f.read(chunk[1])
        for page in pat.findall(s):
            d[page] += 1
        return d

# --------------------------------------------------------------------
# main program

import time, sys
if sys.platform == "win32":
    timer = time.clock
else:
    timer = time.time

t0, t1 = timer(), time.clock()

pat = re.compile(r"GET /ongoing/When/\d\d\dx/(\d\d\d\d/\d\d/\d\d/[^ .]+) ")

count = defaultdict(int)

for chunk in getchunks(FILE):
    for key, value in process(FILE, chunk).items():
        count[key] += value

for key in sorted(count, key=count.get)[:10]:
    pass # print "%40s = %s" % (key, count[key])

print timer() - t0, time.clock() - t1

# --------------------------------------------------------------------

for key in sorted(count, key=count.get)[-10:]:
    print "%40s = %s" % (key, count[key])
1.24685287476 1.211357
                   2005/07/27/Atomic-RSS = 600
                 2003/02/04/Construction = 600
                    2004/04/27/RSSticker = 600
                      2003/06/23/SamsPie = 700
                         2003/09/18/NXML = 800
                       2003/10/16/Debbie = 800
              2006/01/31/Data-Protection = 800
                    2003/07/25/NotGaming = 1300
                    2006/07/28/Open-Data = 2000
                  2006/09/29/Dynamic-IDE = 8900
In [2]:
import re
from collections import defaultdict, namedtuple

format_pat= re.compile( 
    r"(?P<host>[\d\.]+)\s" 
    r"(?P<identity>\S*)\s" 
    r"(?P<user>\S*)\s"
    r"\[(?P<time>.*?)\]\s"
    r'"(?P<request>.*?)"\s'
    r"(?P<status>\d+)\s"
    r"(?P<bytes>\S*)\s"
    r'"(?P<referer>.*?)"\s' # [SIC]
    r'"(?P<user_agent>.*?)"\s*' 
)

Access = namedtuple('Access',
    ['host', 'identity', 'user', 'time', 'request',
    'status', 'bytes', 'referer', 'user_agent'] )

def access_iter( source_iter ):
    for log in source_iter:
        for line in (l.rstrip() for l in log):
            match = format_pat.match(line)
            if match:
                yield Access( **match.groupdict() )
In [1]:
data = open('/Users/antigen/Downloads/sanitized_log/apache2/www-access.log').readlines()
In [10]:
def foo(data):
    for line in [l.rstrip() for l in data]:
        match = format_pat.match(line)
        if match:
            yield Access(**match.groupdict())
In [11]:
a = foo(data)
In [12]:
a
Out[12]:
<generator object foo at 0x10bb7b370>
In [13]:
for item in a:
    print item
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:06:36:15 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:07:05:25 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:07:33:47 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:08:02:10 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='123.4.59.174', identity='-', user='-', time='19/Apr/2010:08:26:30 -0700', request='GET http://proxyjudge1.proxyfire.net/fastenv HTTP/1.1', status='404', bytes='1466', referer='-', user_agent='Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1)')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:08:30:12 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:08:58:45 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='221.192.199.35', identity='-', user='-', time='19/Apr/2010:09:23:37 -0700', request='GET http://www.wantsfly.com/prx2.php?hash=FABB83E72D135F1018046CC4005088B36F8D0BEDCEA7 HTTP/1.0', status='404', bytes='1466', referer='-', user_agent='Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.0)')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:09:27:32 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:09:56:24 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:10:25:05 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:10:54:12 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='190.167.70.87', identity='-', user='-', time='19/Apr/2010:11:16:57 -0700', request='GET / HTTP/1.1', status='200', bytes='3666', referer='-', user_agent='Mozilla/5.0 (Windows; U; Windows NT 5.1; en-US) AppleWebKit/532.5 (KHTML, like Gecko) Chrome/4.1.249.1045 Safari/532.5')
Access(host='10.0.1.14', identity='-', user='-', time='19/Apr/2010:11:16:59 -0700', request='POST /wp-cron.php?doing_wp_cron HTTP/1.0', status='200', bytes='-', referer='-', user_agent='WordPress/2.9.2; http://www.domain.org')
Access(host='201.229.176.217', identity='-', user='-', time='19/Apr/2010:11:18:58 -0700', request='GET / HTTP/1.1', status='200', bytes='3666', referer='-', user_agent='Mozilla/5.0 (Windows; U; Windows NT 5.1; es-ES; rv:1.9.0.19) Gecko/2010031422 Firefox/3.0.19')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:11:23:21 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:11:52:29 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.69', identity='-', user='-', time='19/Apr/2010:11:59:06 -0700', request='GET / HTTP/1.1', status='200', bytes='3666', referer='-', user_agent='Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2; en-us) AppleWebKit/531.21.8 (KHTML, like Gecko) Version/4.0.4 Safari/531.21.10')
Access(host='208.80.69.69', identity='-', user='-', time='19/Apr/2010:11:59:15 -0700', request='GET /login/ HTTP/1.1', status='200', bytes='3190', referer='http://www.domain.org/', user_agent='Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2; en-us) AppleWebKit/531.21.8 (KHTML, like Gecko) Version/4.0.4 Safari/531.21.10')
Access(host='208.80.69.69', identity='-', user='-', time='19/Apr/2010:11:59:44 -0700', request='GET /signup/ HTTP/1.1', status='500', bytes='15427', referer='http://www.domain.org/login/', user_agent='Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2; en-us) AppleWebKit/531.21.8 (KHTML, like Gecko) Version/4.0.4 Safari/531.21.10')
Access(host='208.80.69.69', identity='-', user='-', time='19/Apr/2010:11:59:44 -0700', request='GET /signup/ HTTP/1.1', status='500', bytes='15427', referer='http://www.domain.org/login/', user_agent='Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2; en-us) AppleWebKit/531.21.8 (KHTML, like Gecko) Version/4.0.4 Safari/531.21.10')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:12:06:54 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:12:06:54 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:12:21:40 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:12:36:56 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:12:36:56 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:12:50:26 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:13:06:58 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:13:06:58 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:13:19:34 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:13:37:01 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:13:37:01 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:13:48:42 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:14:07:02 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:14:07:02 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:14:17:52 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.69', identity='-', user='-', time='19/Apr/2010:14:25:46 -0700', request='GET / HTTP/1.1', status='200', bytes='3666', referer='-', user_agent='Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2; en-us) AppleWebKit/531.21.8 (KHTML, like Gecko) Version/4.0.4 Safari/531.21.10')
Access(host='208.80.69.69', identity='-', user='-', time='19/Apr/2010:14:25:48 -0700', request='GET /login/ HTTP/1.1', status='200', bytes='3190', referer='http://www.domain.org/', user_agent='Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2; en-us) AppleWebKit/531.21.8 (KHTML, like Gecko) Version/4.0.4 Safari/531.21.10')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:14:37:04 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:14:37:04 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:14:46:41 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='123.4.59.174', identity='-', user='-', time='19/Apr/2010:15:01:08 -0700', request='GET http://proxyjudge1.proxyfire.net/fastenv HTTP/1.1', status='404', bytes='1466', referer='-', user_agent='Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1)')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:15:07:06 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='208.80.69.74', identity='-', user='-', time='19/Apr/2010:15:07:06 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:15:15:49 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:15:44:57 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:16:14:05 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:16:42:57 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
Access(host='76.191.195.140', identity='-', user='-', time='19/Apr/2010:17:08:39 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')
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In [ ]: