Processing Million Lines of logs - Reading logs into DataFrame¶\n#data = urllib2.urlopen("http://stats202.com/stats202log.txt").readlines()\ndata = open('/Users/antigen/Downloads/logs').readlines()\ndf = pandas.DataFrame(list_data)\n0     1000000  non-null values\n1     1000000  non-null values\n2     1000000  non-null values\n3     1000000  non-null values\n4     1000000  non-null values\n5     1000000  non-null values\n6     1000000  non-null values\n7     1000000  non-null values\n8     1000000  non-null values\n9     1000000  non-null values\n10    1000000  non-null values\n11    1000000  non-null values\n12    829300  non-null values\n13    748500  non-null values\n14    731500  non-null values\n15    690400  non-null values\n16    540100  non-null values\n17    454000  non-null values\n18    433300  non-null values\n19    396200  non-null values\n20    349600  non-null values\n21    180200  non-null values\n22    125800  non-null values\n23    90700  non-null values\n24    41500  non-null values\n25    25400  non-null values\n26    23600  non-null values\n27    14300  non-null values\n28    11800  non-null values\n29    5500  non-null values\n30    5500  non-null values\n31    3500  non-null values\n32    2900  non-null values\n33    2900  non-null values\n34    2900  non-null values\n35    2700  non-null values\n36    2700  non-null values\nTop IP Addresses¶\ntop_10 = Counter(df).most_common(10)\nfor key, value in top_10:\nts = pandas.Series(count, ip)\n<matplotlib.axes.AxesSubplot at 0x14f5a9f50>\nstatus_codes = Counter(df).most_common(10)\nfor key, value in status_codes:\ncodes = pandas.Series(code_counts, status_code)\n<matplotlib.axes.AxesSubplot at 0x14f5b8250>\nTop Status Codes¶\n<matplotlib.axes.AxesSubplot at 0x14f71e210>\n<matplotlib.axes.AxesSubplot at 0x14f7f3b10>\nTop Operating Systems¶\n<matplotlib.axes.AxesSubplot at 0x14f79d310>\n<matplotlib.axes.AxesSubplot at 0x14f7853d0>\nHere is the motivation¶\nFILENAME = "/Users/antigen/Downloads/o1000k.ap"\nt0, t1 = timer(), time.clock()\nmatches = (re.search(r"GET /ongoing/When/\_d\_d\_dx/(\_d\_d\_d\_d/\_d\_d/\_d\_d/[^ .]+) ",line) for line in open(FILENAME))\nmapp    = (match.groups() for match in matches if match)\nfor key in sorted(count.keys(), key=count.get)[-10:]:\npass # print "%40s = %s" % (key, count[key])\nprint timer() - t0, time.clock() - t1\n2006/09/11/Making-Markup = 600\n2003/02/04/Construction = 600\n2004/04/27/RSSticker = 600\n2003/06/23/SamsPie = 700\n2003/09/18/NXML = 800\n2003/10/16/Debbie = 800\n2006/01/31/Data-Protection = 800\n2003/07/25/NotGaming = 1300\n2006/07/28/Open-Data = 2000\n2006/09/29/Dynamic-IDE = 8900\nA slightly optimized version of Santiago Gala's original Python¶\n# a slightly optimized version of Santiago Gala's original Python\n# implementation.  see:\nFILE = "/Users/antigen/Downloads/o1000k.ap"\nmatches = (search(line) for line in open(FILE, "rb") if "GET /ongoing/When" in line)\nfor key in sorted(count, key=count.get)[-10:]:\n# chunked access\n#FILE = "o1000k.ap"\n# scan a file, and yield sequence of (start, size) chunk descriptors\n# where all chunks contain full lines\ns = f.readline() # skip forward to next line ending\n# collect statistics for a chunk (process lines)\n# collect statistics for a chunk (process entire chunk)\ns = f.read(chunk)\nfor page in pat.findall(s):\n2005/07/27/Atomic-RSS = 600\nr'"(?P<referer>.*?)"\_s' # [SIC]\nAccess = namedtuple('Access',\n['host', 'identity', 'user', 'time', 'request',\n'status', 'bytes', 'referer', 'user_agent'] )\ndef access_iter( source_iter ):\nfor log in source_iter:\nfor line in (l.rstrip() for l in log):\nmatch = format_pat.match(line)\nyield Access( **match.groupdict() )\ndata = open('/Users/antigen/Downloads/sanitized_log/apache2/www-access.log').readlines()\nfor line in [l.rstrip() for l in data]:\na = foo(data)\n<generator object foo at 0x10bb7b370>\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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)')\nAccess(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')\nAccess(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')\nAccess(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)')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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)')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(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')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:17:11:59 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:17:40:40 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:17:48:12 -0700', request='GET / HTTP/1.1', status='200', bytes='3666', referer='-', user_agent='Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.6; en-US; rv:1.9.2.3) Gecko/20100401 Firefox/3.6.3')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:17:48:15 -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; en-US; rv:1.9.2.3) Gecko/20100401 Firefox/3.6.3')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:18:09:22 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:18:38:01 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.14', identity='-', user='-', time='19/Apr/2010:18:38:02 -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')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:19:06:48 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:19:35:31 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:20:04:13 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:20:32:53 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:21:01:15 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:21:29:56 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:21:58:36 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:22:27:17 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='123.4.59.174', identity='-', user='-', time='19/Apr/2010:22:36:27 -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)')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:22:56:15 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:23:24:55 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.14', identity='-', user='-', time='19/Apr/2010:23:24:55 -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')\nAccess(host='221.192.199.35', identity='-', user='-', time='19/Apr/2010:23:47:03 -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)')\nAccess(host='10.0.1.2', identity='-', user='-', time='19/Apr/2010:23:53:36 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='193.109.122.56', identity='-', user='-', time='20/Apr/2010:00:00:01 -0700', request='CONNECT 72.51.18.254:6677 HTTP/1.0', status='301', bytes='-', referer='-', user_agent='pxyscand/2.1')\nAccess(host='193.109.122.33', identity='-', user='-', time='20/Apr/2010:00:00:05 -0700', request='GET http://72.51.18.254:6677 HTTP/1.0', status='400', bytes='401', referer='-', user_agent='-')\nAccess(host='10.0.1.2', identity='-', user='-', time='20/Apr/2010:00:22:17 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='10.0.1.2', identity='-', user='-', time='20/Apr/2010:00:51:17 -0700', request='GET /feed/ HTTP/1.1', status='200', bytes='16605', referer='-', user_agent='Apple-PubSub/65.12.1')\nAccess(host='123.4.59.174', identity='-', user='-', time='20/Apr/2010:01:00:38 -0700', request='GET http://proxyjudge1.proxyfire.net/fastenv HTTP/1.1', status='404', bytes='1466', referer='-', user_agent='Mozilla/4.0 (compatible; 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04 January 2021 - New era for UK as it completes separation from EU — Anglais\nVous êtes ici : Accueil / Key story / 04 January 2021 - New era for UK as it completes separation from EU\n04 January 2021 - New era for UK as it completes separation from EU\nBrexit is done, now it’s time to rid our nation of EU-worshipping Lords\nLeo McKinstry (The Express, 24/12/2020)\nBrexit offers a golden opportunity to revitalise our parliamentary democracy. As a sovereign nation once more, we will no longer be ruled by an unaccountable foreign cabal. Yet real change will only be properly achieved if the Government tackles Britain's own unelected monolith at the heart of Westminster, namely the House of Lords.\nDaniel Boffey (The Guardian, 01/01/2021)\nNicola Sturgeon (SNP, 02/01/2021)


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