# cf. http://paws-public.wmflabs.org/paws-public/User:Jtmorgan/ds4ux/paws-cheatsheet.ipynb
import os 
"""
Your db login credentials are stored in os.environ. 
DO NOT print or run os.environ, or it will expose your credentials in the Notebook
"""
import pymysql
import pandas as pd
import numpy as np
%matplotlib inline
import matplotlib.pyplot as plt
import seaborn as sns
from collections import defaultdict
import collections

# cf. http://paws-public.wmflabs.org/paws-public/User:EpochFail/editquality/ipython/reverted_detection_demo.ipynb :
import sys, traceback
import mwreverts.api
import mwapi
%%time
!date

#get all app edits

conn2 = pymysql.connect(
    host=os.environ['MYSQL_HOST'],
    user=os.environ['MYSQL_USERNAME'],
    password=os.environ['MYSQL_PASSWORD'],
    database='wikidatawiki_p',
    charset='utf8'
)

with conn2.cursor() as cur:
    cur.execute("""
    SELECT rev_id, rev_timestamp, rev_comment, rev_user_text, rev_user FROM wikidatawiki_p.revision AS rev
    JOIN wikidatawiki_p.change_tag AS ct
    ON rev.rev_id = ct.ct_rev_id AND ct.ct_tag = "mobile app edit"
    ORDER BY rev_timestamp;""")
    appedits = cur.fetchall()
Mon Aug 28 21:10:58 UTC 2017
CPU times: user 1.4 s, sys: 80 ms, total: 1.48 s
Wall time: 41 s
#check result
print(len(appedits))
print(appedits[0])
print(appedits[-1])
print(appedits[1200:1209])
55978
(181261717, b'20141215123456', b'/* wbsetdescription-add:1|en */ A town in Minnesota, USA', b'208.54.5.139', 0)
(548278973, b'20170828210333', b'/* wbsetdescription-add:1|he */ \xd7\x94\xd7\xa8\xd7\x94"\xd7\x92 \xd7\x9e\xd7\x95"\xd7\xa8 \xd7\x9e\xd7\xa8\xd7\x93\xd7\x9b\xd7\x99 \xd7\x91\xd7\xa8 \xd7\x9e\xd7\x95\xd7\x97\xd7\x90 \xd7\x96\xd7\xa6\xd7\x95\xd7\xa7"\xd7\x9c \xd7\xa8\xd7\x91 \xd7\x94\xd7\xa2\xd7\x99\xd7\xa8 \xd7\xa0\xd7\xa9\xd7\xa8 1969 -1999. \xd7\xa8\xd7\x91 \xd7\x9e\xd7\x97\xd7\xa0\xd7\x9a .\xd7\x9e\xd7\x95\xd7\x94\xd7\x9c.\xd7\xa9\xd7\x95\xd7\x97\xd7\x98 .\xd7\x97\xd7\x96\xd7\x9f.\xd7\x9e\xd7\xa8\xd7\xa6\xd7\x94 .', b'46.121.144.179', 0)
((420163512, b'20161225053744', b'/* wbsetdescription-add:1|en */ algebraic field extension where the automorphism group fixes precisely the base field', b'HaeB', 143824), (420165760, b'20161225054632', b'/* wbsetdescription-set:1|en */ theorem that describes the structure of certain types of field extensions', b'HaeB', 143824), (423257674, b'20170101202935', b'/* wbsetdescription-set:1|en */ Thissssss is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.', b'Alva1234567890', 2779682), (423259471, b'20170101203544', b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.', b'Alva1234567890', 2779682), (423889596, b'20170103205551', b'/* wbsetdescription-set:1|en */ species of fungus', b'74.111.100.186', 0), (423890267, b'20170103205700', b'/* wbsetdescription-set:1|en */ species of edible fungus', b'DBrant (WMF)', 890729), (423891075, b'20170103205822', b'/* wbsetdescription-set:1|en */ species of edible mushrooms', b'DBrant (WMF)', 890729), (423908849, b'20170103213655', b'/* wbsetdescription-set:1|en */ genus of extinct mammals', b'DBrant (WMF)', 890729), (423926260, b'20170103221609', b'/* wbsetdescription-set:1|en */ extinct genus of mammals', b'68.40.255.173', 0))
%%time
# convert into Pandas dataframe:
labels = ['id', 'timestamp', 'comment', 'username', "userid" ] # todo: should come directly from cur instead
df = pd.DataFrame(list(appedits), columns=labels)
convertfetchalltstodt = lambda x: pd.to_datetime(x.decode())
df['timestamp'] = df['timestamp'].apply(convertfetchalltstodt)
CPU times: user 17.8 s, sys: 32 ms, total: 17.8 s
Wall time: 18 s
# drop data from before beta rollout
df_current = df.drop(df[df.timestamp < '2017-02-10'].index)
#check result:
df_current
id timestamp comment user
1425 444958888 2017-02-10 01:38:27 b'/* wbsetdescription-add:1|en */ founding sit... b'198.73.209.5'
1426 444963212 2017-02-10 02:06:49 b'/* wbsetdescription-add:1|ru */ \xd1\x80\xd0... b'31.146.145.206'
1427 444994337 2017-02-10 05:36:51 b'/* wbsetdescription-set:1|he */ \xd7\xa2\xd7... b'Matanya'
1428 444995018 2017-02-10 05:41:31 b'/* wbsetdescription-add:1|he */ \xd7\x9b\xd7... b'Matanya'
1429 444995223 2017-02-10 05:42:55 b'/* wbsetdescription-add:1|he */ \xd7\x97\xd7... b'Matanya'
1430 444995298 2017-02-10 05:43:30 b'/* wbsetdescription-set:1|he */ \xd7\xa1\xd7... b'Matanya'
1431 445001983 2017-02-10 06:29:40 b'/* wbsetdescription-add:1|ru */ \xd0\xa4\xd0... b'176.59.215.237'
1432 445002168 2017-02-10 06:30:41 b'/* wbsetdescription-add:1|ru */ \xd0\xa2\xd1... b'176.59.215.237'
1433 445002299 2017-02-10 06:31:31 b'/* wbsetdescription-add:1|ru */ \xd0\xa4\xd0... b'176.59.215.237'
1434 445002440 2017-02-10 06:32:28 b'/* wbsetdescription-add:1|ru */ \xd0\x98\xd0... b'176.59.215.237'
1435 445002776 2017-02-10 06:34:30 b'/* wbsetdescription-add:1|ru */ \xd0\xa2\xd0... b'176.59.215.237'
1436 445003103 2017-02-10 06:36:36 b'/* wbsetdescription-add:1|ru */ \xd0\x95\xd0... b'JOHNEKB'
1437 445003282 2017-02-10 06:37:41 b'/* wbsetdescription-add:1|ru */ \xd0\xa0\xd0... b'JOHNEKB'
1438 445003419 2017-02-10 06:38:34 b'/* wbsetdescription-add:1|ru */ \xd0\x9c\xd0... b'JOHNEKB'
1439 445003687 2017-02-10 06:40:11 b'/* wbsetdescription-add:1|ru */ \xd0\x93\xd0... b'JOHNEKB'
1440 445003876 2017-02-10 06:41:24 b'/* wbsetdescription-add:1|ru */ \xd0\x9c\xd0... b'JOHNEKB'
1441 445004072 2017-02-10 06:42:40 b'/* wbsetdescription-set:1|ru */ \xd0\xa0\xd0... b'JOHNEKB'
1442 445004314 2017-02-10 06:44:16 b'/* wbsetdescription-add:1|ru */ \xd0\x9e\xd0... b'JOHNEKB'
1443 445004413 2017-02-10 06:44:53 b'/* wbsetdescription-add:1|ru */ \xd0\xa0\xd0... b'JOHNEKB'
1444 445004750 2017-02-10 06:47:28 b'/* wbsetdescription-add:1|ru */ \xd0\xa0\xd0... b'JOHNEKB'
1445 445005130 2017-02-10 06:50:00 b'/* wbsetdescription-add:1|ru */ \xd0\xa0\xd0... b'JOHNEKB'
1446 445005477 2017-02-10 06:52:23 b'/* wbsetdescription-add:1|ru */ \xd0\xa2\xd0... b'JOHNEKB'
1447 445005736 2017-02-10 06:54:03 b'/* wbsetdescription-add:1|ru */ \xd0\x9e\xd0... b'JOHNEKB'
1448 445007611 2017-02-10 07:06:53 b'/* wbsetdescription-add:1|he */ \xd7\x91\xd7... b'Matanya'
1449 445008783 2017-02-10 07:11:56 b'/* wbsetdescription-add:1|he */ \xd7\xa8\xd7... b'Matanya'
1450 445008858 2017-02-10 07:12:23 b'/* wbsetdescription-set:1|he */ \xd7\xa8\xd7... b'Matanya'
1451 445014111 2017-02-10 07:36:12 b'/* wbsetdescription-add:1|he */ \xd7\x90\xd7... b'Matanya'
1452 445015045 2017-02-10 07:39:25 b'/* wbsetdescription-add:1|he */ \xd7\x90\xd7... b'Matanya'
1453 445015521 2017-02-10 07:40:17 b'/* wbsetdescription-add:1|he */ \xd7\xa4\xd7... b'Matanya'
1454 445017291 2017-02-10 07:43:34 b'/* wbsetdescription-add:1|he */ \xd7\xa1\xd7... b'Matanya'
... ... ... ... ...
55946 548253335 2017-08-28 19:54:51 b'/* wbsetdescription-add:1|ar */ \xd8\xb8\xd8... b'\xd8\xb3\xd9\x85\xd9\x8a\xd8\xb1 \xd8\xaa\xd...
55947 548253349 2017-08-28 19:54:53 b'/* wbsetdescription-set:1|de */ Russischer M... b'CptLemax'
55948 548254091 2017-08-28 19:56:52 b'/* wbsetdescription-add:1|de */ Russischer M... b'CptLemax'
55949 548254269 2017-08-28 19:57:21 b'/* wbsetdescription-add:1|es */ Transporte p... b'148.3.203.223'
55950 548254549 2017-08-28 19:58:03 b'/* wbsetdescription-add:1|de */ Sowjetische ... b'CptLemax'
55951 548254917 2017-08-28 19:59:04 b'/* wbsetdescription-add:1|de */ US-Amerikani... b'CptLemax'
55952 548255270 2017-08-28 19:59:58 b"/* wbsetdescription-add:1|it */ Sistema di r... b'151.37.115.148'
55953 548255676 2017-08-28 20:01:03 b'/* wbsetdescription-add:1|fr */ test' b'37.169.158.195'
55954 548256749 2017-08-28 20:04:02 b'/* wbsetdescription-add:1|de */ Duftstoff' b'G\xc3\xbcnther03'
55955 548258710 2017-08-28 20:09:27 b'/* wbsetdescription-add:1|de */ Russischer PKW' b'CptLemax'
55956 548258996 2017-08-28 20:10:20 b'/* wbsetdescription-add:1|de */ Sowjetischer... b'CptLemax'
55957 548259706 2017-08-28 20:12:22 b'/* wbsetdescription-add:1|fi */ Pitk\xc3\xa4... b'Teemu Sintonen'
55958 548259973 2017-08-28 20:13:09 b'/* wbsetdescription-add:1|es */ fgeuyheuy' b'31.4.197.185'
55959 548260041 2017-08-28 20:13:21 b'/* wbsetdescription-add:1|de */ Sowjetischer... b'CptLemax'
55960 548261027 2017-08-28 20:16:11 b'/* wbsetdescription-add:1|it */ corpo celeste' b'Luke Selleck'
55961 548261083 2017-08-28 20:16:22 b'/* wbsetdescription-add:1|ar */ \xd8\xa3\xd8... b'Mohamad aldandal'
55962 548261648 2017-08-28 20:18:04 b'/* wbsetdescription-add:1|he */ \xd7\x97\xd7... b'\xd7\x92\xd7\x99\xd7\xa7 \xd7\x9c\xd7\x99\xd...
55963 548261889 2017-08-28 20:18:47 b'/* wbsetdescription-add:1|ar */ \xd8\xab\xd8... b'Mohamad aldandal'
55964 548262288 2017-08-28 20:20:03 b'/* wbsetdescription-add:1|de */ Sowjetischer... b'CptLemax'
55965 548263477 2017-08-28 20:23:36 b'/* wbsetdescription-add:1|ar */ \xd8\xac\xd8... b'Mohamad aldandal'
55966 548263579 2017-08-28 20:23:53 b'/* wbsetdescription-add:1|de */ Sowjetischer... b'CptLemax'
55967 548265145 2017-08-28 20:28:37 b'/* wbsetdescription-add:1|de */ Sowjetischer... b'CptLemax'
55968 548267972 2017-08-28 20:36:16 b'/* wbsetdescription-set:1|fa */ \xd8\xae\xd9... b'Mamad TNt'
55969 548268284 2017-08-28 20:37:10 b'/* wbsetdescription-add:1|it */ Liquore per ... b'95.245.56.110'
55970 548269017 2017-08-28 20:38:57 b'/* wbsetdescription-add:1|es */ Puncion Espi... b'190.60.207.147'
55971 548269870 2017-08-28 20:41:07 b'/* wbsetdescription-add:1|es */ Gases Arteri... b'190.60.207.147'
55972 548270960 2017-08-28 20:43:43 b'/* wbsetdescription-add:1|fa */ \xd8\xa7\xd8... b'5.239.143.216'
55973 548272265 2017-08-28 20:46:27 b'/* wbsetdescription-add:1|fi */ Johdannaisin... b'Teemu Sintonen'
55974 548273828 2017-08-28 20:50:04 b'/* wbsetdescription-add:1|es */ r\xc3\xadgido' b'173.228.198.236'
55975 548276150 2017-08-28 20:56:30 b'/* wbsetdescription-add:1|ro */ Juc\xc4\x83t... b'Mariusdaniel99'

54551 rows × 4 columns

# number of distinct users (incl IPs)
len(df_current.groupby(by='user').groups)
15783
# sketch histogram: users per edit count
df_current.groupby(by='user').size().hist(bins=100)
<matplotlib.axes._subplots.AxesSubplot at 0x7f6550b10f98>
labels = ['user','numberofedits']
usereditcount_current = pd.DataFrame(df_current.groupby(by='user').size()) # , columns=labels)
# top users by edit count
topeditorslist = usereditcount_current.sort_values(0,ascending=False)
topeditorslist.head(54)
0
user
b'B.mertlik' 2192
b'MathKnight-at-TAU' 1192
b'DavideCarli2000' 1164
b'Maranello Prime' 852
b'Mrs markiza' 830
b'Pepe piton' 821
b'Frahbil' 719
b'ConserVator' 695
b'\xe5\x86\x86\xe5\x91\xa8\xe7\x8e\x87\xef\xbc\x93\xe3\x83\x91\xe3\x83\xbc\xe3\x82\xbb\xe3\x83\xb3\xe3\x83\x88' 647
b'Gcm' 585
b'Swaurt' 517
b'\xd8\xb9\xd9\x84\xd8\xa7\xd8\xa1 \xd9\x81\xd8\xad\xd8\xb5\xd9\x8a' 488
b'Fnaq' 424
b'Maxam1392' 394
b'Silvonen' 375
b'Florn88' 372
b'Triplec85' 361
b'Kostromin Andrey' 328
b'GTRus' 307
b'Biegel' 301
b'Pumuckl77' 284
b'Loper12321' 280
b'Ivi104' 267
b'Matanya' 240
b'HaeB' 209
b'Ciao57' 207
b'9fsx' 205
b'Fran Vallina Mart\xc3\xadnez' 196
b'Dieghissimo' 175
b'FShbib' 164
b'An Sionnach Rua' 154
b'Bloch khan' 151
b'Aiuchi97' 149
b'\xed\x83\x9c\xed\x98\x84 \xec\xa0\x95' 145
b'Bouloukos01' 133
b'Mustafa Al-Elq' 125
b'Ibrahim Husain Meraj' 124
b'Jewido' 120
b'Jonnie Nord' 117
b'Michaelversatile' 115
b'Cepice' 112
b'Eladkappah' 111
b'\xeb\x85\xb8\xec\x88\x99\xea\xb9\x8c\xeb\xa7\x88\xea\xb7\x80' 111
b'Sadrass2001' 108
b'Correogsk' 107
b'Eistreter' 107
b'Antchry1010' 107
b'Joseba65' 106
b'Dambar2010' 106
b'DBS' 104
b'Monthasawang' 98
b'Rohat1' 95
b'Juan Xicer' 94
b'Se\xc3\xb1oritaleona' 94

Scratchpad

appedits
((181261717,
  b'20141215123456',
  b'/* wbsetdescription-add:1|en */ A town in Minnesota, USA',
  b'208.54.5.139'),
 (181262588,
  b'20141215123956',
  b'/* wbsetdescription-set:1|en */ A town in Aitkin County, Minnesota, USA',
  b'208.54.5.139'),
 (217828445,
  b'20150523035218',
  b'/* wbsetdescription-set:1|en */ A small town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218021117,
  b'20150523115724',
  b'/* wbsetdescription-set:1|en */ A town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218109901,
  b'20150523151949',
  b'/* wbsetdescription-set:1|en */ Town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218112458,
  b'20150523152529',
  b'/* wbsetdescription-set:1|en */ Small town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218113387,
  b'20150523152721',
  b'/* wbsetdescription-set:1|en */ town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218115000,
  b'20150523153035',
  b'/* wbsetdescription-set:1|en */ Small town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218119202,
  b'20150523153901',
  b'/* wbsetdescription-set:1|en */ Town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218120082,
  b'20150523154054',
  b'/* wbsetdescription-set:1|en */ Small town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218122853,
  b'20150523154702',
  b'/* wbsetdescription-set:1|en */ Town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218123771,
  b'20150523154905',
  b'/* wbsetdescription-set:1|en */ Small town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218124881,
  b'20150523155133',
  b'/* wbsetdescription-set:1|en */ town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218126809,
  b'20150523155547',
  b'/* wbsetdescription-set:1|en */ Small town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218127195,
  b'20150523155638',
  b'/* wbsetdescription-set:1|en */ Town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218127755,
  b'20150523155752',
  b'/* wbsetdescription-set:1|en */ Town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218127912,
  b'20150523155813',
  b'/* wbsetdescription-set:1|en */ Small town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218129224,
  b'20150523160104',
  b'/* wbsetdescription-set:1|en */ Town in Aitkin County, Minnesota, USA',
  b'89.207.251.7'),
 (218130753,
  b'20150523160438',
  b'/* wbsetdescription-add:1|en */ Ways in which a horse can move',
  b'89.207.251.7'),
 (218131256,
  b'20150523160543',
  b'/* wbsetdescription-add:1|en */ Practices to teach horses certain behaviors',
  b'89.207.251.7'),
 (218133281,
  b'20150523161001',
  b'/* wbsetdescription-add:1|en */ American television series',
  b'89.207.251.7'),
 (218134128,
  b'20150523161154',
  b'/* wbsetdescription-set:1|en */ A fruit',
  b'89.207.251.7'),
 (218134631,
  b'20150523161253',
  b'/* wbsetdescription-add:1|en */ Chinese history book',
  b'89.207.251.7'),
 (218140526,
  b'20150523162537',
  b'/* wbsetdescription-add:1|en */ American band',
  b'89.207.251.7'),
 (218141601,
  b'20150523162753',
  b'/* wbsetdescription-add:1|en */ Dance song',
  b'89.207.251.7'),
 (218141971,
  b'20150523162843',
  b'/* wbsetdescription-set:1|en */ Rock song by Allen A. Jones',
  b'89.207.251.7'),
 (218153946,
  b'20150523165430',
  b'/* wbsetdescription-set:1|en */ An edible fruit',
  b'89.207.251.7'),
 (218154524,
  b'20150523165547',
  b'/* wbsetdescription-add:1|en */ A fancy-pants man',
  b'89.207.251.7'),
 (218160714,
  b'20150523170925',
  b'/* wbsetdescription-add:1|en */ A deep fried thin slice of potato',
  b'89.207.251.7'),
 (218163932,
  b'20150523171632',
  b'/* wbsetdescription-set:1|en */ deep fried thin slice of potato',
  b'89.207.251.7'),
 (218215149,
  b'20150523192146',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items.',
  b'89.207.251.7'),
 (218222223,
  b'20150523193949',
  b'/* wbsetdescription-add:1|en */ body of water between Chile and Antartica',
  b'89.207.251.7'),
 (218440738,
  b'20150524074914',
  b'/* wbsetdescription-add:1|en */ investment banking firm',
  b'89.207.251.7'),
 (218441159,
  b'20150524075028',
  b'/* wbsetdescription-add:1|en */ town in Minnesota',
  b'89.207.251.7'),
 (218441894,
  b'20150524075236',
  b'/* wbsetdescription-set:1|en */ large group of domesticated bovine animals',
  b'89.207.251.7'),
 (218478777,
  b'20150524091716',
  b'/* wbsetdescription-add:1|en */ 13th century English church',
  b'89.207.251.7'),
 (218555765,
  b'20150524120942',
  b'/* wbsetdescription-add:1|en */ genus of moth',
  b'Montehurd'),
 (218562570,
  b'20150524122624',
  b'/* wbsetdescription-add:1|en */ 16th century building in Venice',
  b'89.207.251.7'),
 (218567654,
  b'20150524123853',
  b'/* wbsetdescription-add:1|en */ first national Lithuanian newspaper',
  b'Montehurd'),
 (218568069,
  b'20150524123954',
  b'/* wbsetdescription-add:1|en */ spider species',
  b'Montehurd'),
 (218568488,
  b'20150524124058',
  b'/* wbsetdescription-add:1|en */ experimental autogyro aircraft',
  b'89.207.251.7'),
 (218570749,
  b'20150524124635',
  b'/* wbsetdescription-set:1|en */ novel by Jean Rhys',
  b'89.207.251.7'),
 (218571483,
  b'20150524124821',
  b'/* wbsetdescription-add:1|en */ underwater volcano',
  b'Montehurd'),
 (218576376,
  b'20150524130023',
  b'/* wbsetdescription-add:1|en */ village in Turkey',
  b'Montehurd'),
 (218577006,
  b'20150524130158',
  b'/* wbsetdescription-add:1|en */ endangered mole found only Iran',
  b'Montehurd'),
 (218577718,
  b'20150524130342',
  b'/* wbsetdescription-add:1|en */ Belgian far-right political party',
  b'Montehurd'),
 (218577975,
  b'20150524130420',
  b'/* wbsetdescription-add:1|en */ web-based collaborative real-time text editor',
  b'Montehurd'),
 (218578239,
  b'20150524130504',
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  b'Mhollo'),
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  b'20161122152825',
  b'/* wbsetdescription-set:1|en */ term of derision',
  b'Mhollo'),
 (410358378,
  b'20161122163726',
  b'/* wbsetdescription-add:1|en */ figure in cosmology',
  b'Mhollo'),
 (410358407,
  b'20161122163741',
  b'/* wbsetdescription-set:1|en */ Figure in Gnostic cosmology',
  b'Mhollo'),
 (410372382,
  b'20161122173921',
  b'/* wbsetdescription-add:1|en */ professional wrestling event',
  b'68.40.255.173'),
 (410373146,
  b'20161122174437',
  b'/* wbsetdescription-set:1|en */ television special',
  b'68.40.255.173'),
 (410374821,
  b'20161122175752',
  b'/* wbsetdescription-set:1|en */ American Professional wrestler, film actor, American football player, and Mixed Martial Arts commentator',
  b'68.40.255.173'),
 (410400188,
  b'20161122200941',
  b'/* wbsetdescription-add:1|en */ city',
  b'68.40.255.173'),
 (410402635,
  b'20161122202402',
  b'/* wbsetdescription-add:1|en */ municipality',
  b'68.40.255.173'),
 (410403245,
  b'20161122202802',
  b'/* wbsetdescription-add:1|en */ municipality',
  b'68.40.255.173'),
 (410403571,
  b'20161122202957',
  b'/* wbsetdescription-add:1|en */ municipality',
  b'68.40.255.173'),
 (410404201,
  b'20161122203305',
  b'/* wbsetdescription-add:1|en */ municipality',
  b'68.40.255.173'),
 (410404797,
  b'20161122203526',
  b'/* wbsetdescription-add:1|en */ municipality',
  b'68.40.255.173'),
 (410630268,
  b'20161123150713',
  b'/* wbsetdescription-add:1|en */ college social fraternity',
  b'68.40.255.173'),
 (410630741,
  b'20161123150923',
  b'/* wbsetdescription-add:1|en */ college social fraternity',
  b'68.40.255.173'),
 (410634672,
  b'20161123152500',
  b'/* wbsetdescription-add:1|en */ practical joke device',
  b'68.40.255.173'),
 (410635362,
  b'20161123152718',
  b'/* wbsetdescription-add:1|en */ device',
  b'68.40.255.173'),
 (410636260,
  b'20161123153011',
  b'/* wbsetdescription-add:1|en */ physical effect',
  b'68.40.255.173'),
 (410637279,
  b'20161123153402',
  b'/* wbsetdescription-add:1|en */ branch of fluid mechanics',
  b'68.40.255.173'),
 (410638316,
  b'20161123153727',
  b'/* wbsetdescription-add:1|en */ device',
  b'68.40.255.173'),
 (410639731,
  b'20161123154153',
  b'/* wbsetdescription-add:1|en */ concept in continuum mechanics',
  b'68.40.255.173'),
 (410640605,
  b'20161123154459',
  b'/* wbsetdescription-add:1|en */ concept in vector calculus',
  b'68.40.255.173'),
 (410646737,
  b'20161123160410',
  b'/* wbsetdescription-add:1|en */ concept in vector analysis and physics',
  b'68.40.255.173'),
 (410655769,
  b'20161123163818',
  b"/* wbsetdescription-add:1|en */ study of the physical properties of the Earth's gravity field",
  b'68.40.255.173'),
 (411799287,
  b'20161127091739',
  b'/* wbsetdescription-set:1|ar */ \xd8\xb1\xd8\xa6\xd9\x8a\xd8\xb3 \xd9\x83\xd9\x88\xd8\xa8\xd8\xa7 \xd9\x85\xd9\x86\xd8\xb0 \xd8\xa7\xd9\x84\xd8\xb9\xd8\xa7\xd9\x85 1959',
  b'5.156.25.17'),
 (412152426,
  b'20161128204321',
  b'/* wbsetdescription-add:1|en */ some description',
  b'62.135.211.53'),
 (412152536,
  b'20161128204346',
  b'/* wbsetdescription-set:1|en */ Australian sportsman',
  b'62.135.211.53'),
 (412153924,
  b'20161128204858',
  b'/* wbsetdescription-set:1|en */ Australian cricketer',
  b'62.135.211.53'),
 (412157144,
  b'20161128210157',
  b'/* wbsetdescription-set:1|en */ Aussie cricketer',
  b'62.135.211.53'),
 (412158252,
  b'20161128210610',
  b'/* wbsetdescription-set:1|en */ adqjsvqudgiw',
  b'62.135.211.53'),
 (412160697,
  b'20161128211613',
  b'/* wbsetdescription-set:1|en */ Australian cricketer',
  b'62.135.211.53'),
 (412204142,
  b'20161129000226',
  b'/* wbsetdescription-add:1|en */ traditional lifestyle',
  b'198.73.209.5'),
 (412215633,
  b'20161129013037',
  b'/* wbsetdescription-add:1|en */ furniture designed in 19th century to this day',
  b'198.73.209.5'),
 (412215746,
  b'20161129013133',
  b'/* wbsetdescription-add:1|en */ evolutionary splitting of species',
  b'198.73.209.5'),
 (412615616,
  b'20161130152433',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.x',
  b'2601:282:8202:BE0:A466:7E4D:90BB:51E8'),
 (412637489,
  b'20161130165445',
  b'/* wbsetdescription-set:1|en */ Australian cricketer',
  b'62.135.211.53'),
 (412637708,
  b'20161130165601',
  b'/* wbsetdescription-remove:1|en */ Australian cricketer',
  b'62.135.211.53'),
 (412766254,
  b'20161130224707',
  b'/* wbsetdescription-add:1|en */ commercial airline flight',
  b'68.40.255.173'),
 (412766784,
  b'20161130224941',
  b'/* wbsetdescription-add:1|en */ football tournament',
  b'68.40.255.173'),
 (412767336,
  b'20161130225217',
  b'/* wbsetdescription-add:1|en */ type of skiing competition',
  b'68.40.255.173'),
 (412768318,
  b'20161130225645',
  b'/* wbsetdescription-add:1|en */ university',
  b'68.40.255.173'),
 (412769414,
  b'20161130230149',
  b'/* wbsetdescription-add:1|en */ group of bacteria',
  b'68.40.255.173'),
 (412772557,
  b'20161130231513',
  b'/* wbsetdescription-add:1|en */ chemical compound',
  b'68.40.255.173'),
 (412954627,
  b'20161201190717',
  b'/* wbsetdescription-add:1|en */ public park in San Francisco, California, United States',
  b'62.135.211.53'),
 (412954681,
  b'20161201190741',
  b'/* wbsetdescription-set:1|en */ public park in San Francisco, California, USA',
  b'62.135.211.53'),
 (412984057,
  b'20161201212508',
  b'/* wbsetdescription-add:1|en */ kind of atom',
  b'2607:FB90:D5:7D12:B23A:AF1:36B2:17C3'),
 (412988324,
  b'20161201214004',
  b'/* wbsetdescription-add:1|en */ scientific research institute located in Copenhagen, Denmark',
  b'62.135.211.53'),
 (413091551,
  b'20161202080734',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages. http://www.foo.com',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 (413094882,
  b'20161202082232',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 (413099594,
  b'20161202085819',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.c',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 (413099671,
  b'20161202085903',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 (413100432,
  b'20161202090610',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages. file://foo/bar',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 (413100492,
  b'20161202090647',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 (413101526,
  b'20161202091546',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages. foo@foo.com',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 (413101560,
  b'20161202091607',
  b'/* wbsetdescription-set:1|en */ This is a sandbox for testing changes to items. Please be gentle with it. Feel free to change anything on this page! For testing links, try adding ones to userpages.',
  b'2601:282:8202:BE0:49A2:D01F:DD80:F8F5'),
 ...)
type(appedits)
tuple
# results for all time (incl. before beta rollout, until about June 2017)
# number of distinct users (incl IPs)
len(df.groupby(by='user').groups)
4904
# list of all distinct users (incl IPs)
df.groupby(by='user').groups.keys()
dict_keys([b'103.7.79.166', b'103.62.140.137', b'Ofek j', b'105.129.210.70', b'37.48.45.92', b'83.248.93.102', b'Vilandri Ramadhani Ajeng New', b'119.72.197.89', b'193.110.23.110', b'80.178.85.71', b'223.255.230.25', b'5.119.124.92', b'151.74.54.238', b'94.254.176.59', b'37.110.212.128', b'46.116.114.234', b'176.228.182.239', b'129.45.124.193', b'89.248.248.36', b'Yaroslav368', b'1.79.89.244', b'37.222.42.169', b'82.140.236.92', b'YanMesh', b'217.24.162.53', b'2.179.15.137', b'178.71.168.202', b'77.125.149.101', b'Levi-va', b'141.226.148.120', b'31.185.176.215', b'213.151.61.111', b'46.134.54.229', b'109.240.111.129', b'62.209.8.164', b'164.127.154.160', b'Mongrangvebet', b'Nadav7898', b'180.151.136.13', b'154.99.143.218', b'117.219.206.82', b'176.97.36.140', b'94.254.188.58', b'156.216.216.182', b'31.173.81.93', b'81.200.54.209', b'27.3.254.16', b'222.140.23.136', b'37.151.99.194', b'114.4.21.194', b'89.31.11.210', b'\xd0\xa1\xd0\xb0\xd1\x88\xd0\xb0 \xd0\xa8\xd0\xb8', b'213.87.153.28', b'217.118.83.144', b'91.146.64.130', b'85.26.233.142', b'67.82.222.75', b'Rickjpelleg', b'119.160.119.185', b'1.55.46.210', b'115.167.92.180', b'176.14.151.114', b'111.220.146.219', b'180.94.66.219', b'61.97.216.69', b'2.55.37.78', b'Omarooo55', b'217.30.64.86', b'154.97.61.19', b'36.72.143.252', b'46.19.86.47', b'Eladkappah', b'2.187.164.248', b'212.96.79.16', b'178.64.38.88', b'Hs91', b'109.173.87.185', b'109.253.143.153', b'79.164.94.19', b'188.162.166.22', b'1.10.223.84', b'217.118.95.119', b'Telefonica45', b'105.235.133.65', b'182.232.121.194', b'77.89.108.24', b'Yuvalbab', b'197.35.50.217', b'109.166.133.227', b'85.59.9.253', b'46.201.90.171', b'92.241.53.175', b'2405:205:A026:F17B:0:0:1E53:C8B1', b'114.4.78.56', b'46.150.97.71', b'95.84.1.33', b'58.140.185.24', b'37.73.208.96', b'119.237.64.242', b'197.162.99.33', b'134.2.251.26', b'Tanvir.bsc', b'178.156.62.5', b'Mariokart2', b'2.247.244.217', b'109.66.85.51', b'Jayqwertytemp', b'QoNZ', b'217.118.81.18', b'Arturmartirosyan', b'31.0.123.10', b'46.19.86.248', b'77.65.82.55', b'Kuuluukosulle?', b'112.215.171.212', b'\xd8\xb4\xd8\xb9\xd9\x8a\xd8\xa8 \xd8\xa7\xd9\x84\xd9\x87\xd9\x88\xd9\x8a\xd8\xb4', b'46.133.162.243', b'109.252.68.35', b'92.241.49.141', b'202.28.250.87', b'213.87.144.245', b'217.118.78.122', b'Zero0345', b'46.229.61.119', b'188.146.133.134', b'188.245.17.186', b'41.143.58.202', b'172.56.12.145', b'141.226.232.42', b'95.105.34.222', b'77.138.148.42', b'83.231.113.74', b'175.157.103.0', b'156.210.147.35', b'Kobibiton54', b'109.65.6.33', b'141.226.232.51', b'160.159.19.13', b'46.12.148.227', b'185.23.66.88', b'93.185.30.122', b'2405:204:8302:F5FB:0:0:131D:60A5', b'\xe6\x9d\x8e\xe5\xb0\x8f\xe8\xac\x99', b'27.64.36.247', b'185.166.24.66', b'124.153.32.67', b'31.173.87.5', b'110.171.125.61', b'117.213.71.188', b'85.76.74.34', b'5.62.246.100', b'114.125.38.200', b'5.213.165.116', b'Singh.padmakar123', b'83.147.255.166', b'2405:204:3209:1E8D:B466:82B0:7872:8EB1', b'103.60.175.106', b'Stevenoh0908', b'109.253.142.44', b'165.16.94.21', b'182.232.113.252', b'151.239.187.98', b'94.25.182.35', b'176.59.142.69', b'105.71.136.242', b'160.166.236.95', b'112.215.65.107', b'2.53.181.14', b'2001:16A2:8AEC:900:9E6:2E7F:DD47:3901', b'37.220.132.39', b'188.238.21.243', b'83.23.89.121', b'129.45.124.100', b'109.60.214.151', b'Vigneshcrk', b'89.134.155.55', b'105.141.207.44', b'85.192.78.128', b'Yair8142', b'176.83.180.158', b'194.67.178.143', b'222.106.12.47', b'87.207.251.68', b'94.45.75.108', b'2.53.63.228', b'197.246.222.76', b'94.20.102.64', b'37.26.148.151', b'77.93.33.214', b'176.59.71.172', b'2.53.185.120', b'Ven\xc3\xa4l\xc3\xa4inen', b'Garaev Radick RU', b'84.109.30.11', b'77.100.5.158', b'HarelKarni', b'2.53.50.236', b'178.221.185.236', b'46.211.128.69', b'Radwan77', b'160.167.42.140', b'31.134.168.162', b'213.230.103.112', b'91.99.11.106', b'212.182.90.187', b'190.148.39.248', b'Coestaris', b'114.121.232.191', b'217.208.120.186', b'78.25.120.78', b'SM7', b'37.73.219.151', b'Pitegranen', b'78.25.121.148', b'Vgkuch', b'160.170.67.150', b'106.219.150.250', b'\xd7\x90\xd7\x9e\xd7\x96', b'Shahar.shemer', b'37.142.221.242', b'2A02:ED0:6DF9:6F00:D4F8:AB13:190D:33E8', b'\xd7\x90\xd7\xa8\xd7\x99\xd7\x90\xd7\x9c4', b'Dmitry Burlak', b'176.59.140.252', b'185.51.127.3', b'91.108.28.170', b'StBernard8', b'112.169.114.76', b'Acxl', b'128.68.26.25', b'192.162.242.129', b'151.233.129.240', b'2.60.10.193', b'Loucas2004', b'103.230.106.8', b'2.132.84.11', b'171.61.53.252', b'193.50.135.197', b'51.36.134.72', b'109.166.129.92', b'103.47.134.35', b'109.200.160.201', b'185.17.129.226', b'217.118.93.181', b'92.46.20.44', b'213.87.126.187', b'151.249.171.222', b'Bmrptkul', b'176.59.49.230', b'175.100.9.205', b'223.104.91.99', b'5.127.76.206', b'213.155.254.15', b'2.188.82.156', b'2601:282:8202:BE0:ED60:23C8:34EC:1048', b'W700', b'2.53.177.108', b'211.179.48.54', b'93.172.153.120', b'Gerwann', b'46.133.47.129', b'185.32.177.84', b'37.26.147.210', b'93.185.30.37', b'117.246.52.224', b'37.48.13.32', b'27.55.141.41', b'37.26.149.189', b'185.120.124.66', b'Robin van der Vliet', b'2.62.44.42', b'46.167.103.214', b'151.18.132.25', b'129.45.82.186', b'105.147.173.11', b'77.127.169.125', b'109.252.37.228', b'AshYari', b'Sheogorat Granda', b'Memunlar', b'Noamrl', b'31.56.173.3', b'185.30.88.62', b'91.251.26.232', b'93.85.111.31', b'83.27.116.28', b'5.187.79.65', b'\xd7\x98\xd7\x95\xd7\x95\xd7\x99\xd7\x92', b'178.91.190.243', b'213.151.35.220', b'91.108.29.159', b'46.184.101.245', b'Infovarius', b'46.149.186.8', b'185.32.179.59', b'Mcbargle', b'95.153.129.51', b'113.190.57.253', b'77.222.115.138', b'2A02:2F0E:51C0:4A9:E1A0:A24D:D58B:206E', b'223.24.111.244', b'93.173.16.26', b'31.178.103.23', b'213.87.157.170', b'46.135.176.18', b'Fayzaandin', b'94.234.33.191', b'31.13.144.19', b'Esaali110', b'123.19.17.152', b'5.116.250.154', b'94.66.223.190', b'80.246.137.87', b'5.117.228.50', b'217.118.81.27', b'182.239.83.44', b'46.214.153.18', 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b'130.193.249.45', b'105.141.157.23', b'Mateusz Obara', b'212.99.225.67', b'85.115.248.212', b'58.146.253.12', b'Nickgeograph', b'81.2.252.8', b'45.64.242.243', b'95.153.128.207', b'5.124.188.244', b'91.219.101.126', b'Hdmqnh', b'109.166.134.101', b'109.252.50.69', b'37.129.204.112', b'Chantilcl123', b'79.170.191.8', b'Kapibada', b'Xancri', b'37.239.146.91', b'185.46.77.50', b'2A02:ED0:5F7F:2E00:C5A3:D321:E17E:7FD9', b'2601:282:8202:BE0:A466:7E4D:90BB:51E8', b'Kuldeep Sarangdher Daberao', b'Mrs markiza', b'176.69.42.106', b'Bogolub', b'Netanel488', b'45.112.177.96', b'Tsabarn', b'Th3snehasish', b'41.100.59.163', b'77.127.177.162', b'\xd7\xa2\xd7\x99\xd7\xa8\xd7\x93 \xd7\xa2\xd7\xa6\xd7\x9e\xd7\x95\xd7\x9f', b'95.29.240.114', b'AngryStas', b'37.142.183.111', b'2A00:801:300:7C8D:14AC:D19E:A061:C50C', b'223.24.128.245', b'188.238.30.128', b'83.252.174.9', b'2405:205:850F:7BDE:0:0:23CE:C0A5', b'188.163.66.31', b'Ramin kh', b'2405:204:A184:B8E8:0:0:174E:D0B1', b'Llsanjeevraja', b'79.138.129.166', b'2A02:8109:8CC0:6E68:116C:871E:6CB:A238', b'113.176.134.121', b'Aung Aung Lwin', b'AjimenRangga2013', b'2601:403:3:4320:C10B:8911:4D05:8BE3', b'94.254.187.83', b'79.20.87.158', b'188.190.68.253', b'109.253.145.217', b'91.207.245.148', b'114.121.247.154', b'Etay2708', b'109.248.159.242', b'Andrei Sj', b'Dobrak1271', b'46.19.86.0', b'Ilya wikihelper', b'37.142.172.92', b'94.142.235.206', b'120.188.86.63', b'82.79.114.48', b'Davidos182', b'2.53.133.126', b'37.142.73.95', b'5.156.198.190', b'109.65.113.39', b'196.80.125.145', b'Jonnie Nord', b'37.137.203.29', b'115.178.201.127', b'95.86.242.171', b'Maranello Prime', b'62.209.128.232', b'154.244.1.139', b'160.156.48.71', b'109.166.138.109', b'91.156.5.78', b'37.238.176.57', b'185.132.240.108', b'94.41.96.65', b'188.23.232.25', b'5.128.216.98', b'87.252.244.25', b'217.118.95.111', b'212.109.27.136', b'5.119.139.137', b'91.228.209.74', b'Krist\xc3\xb3f44', b'78.25.121.43', b'101.222.223.219', b'Matzlavi666', b'78.242.204.173', b'103.52.14.185', b'95.220.149.82', b'85.140.3.155', b'141.138.27.83', b'158.181.172.130', b'\xd0\xaf\xd0\x9c\xd0\x90\xd0\x94\xd0\x90 \xd0\xa2\xd0\xb0\xd1\x80\xd0\xbe', b'Handan99', b'37.8.231.151', b'178.169.212.213', b'Xxslayy', b'90.151.138.224', b'213.87.136.111', b'178.129.208.218', b'Nikita Sverh Rassa', b'5.119.64.233', b'Sophian Ari Whardana', b'Maorach1', b'\xe1\x80\x81\xe1\x80\xbd\xe1\x80\x94\xe1\x80\xba\xe1\x80\x94\xe1\x80\xad\xe1\x80\xaf\xe1\x80\x84\xe1\x80\xba\xe1\x80\x80\xe1\x80\xad\xe1\x80\xaf', b'Ali Ismail retaj', b'213.110.129.99', b'77.222.100.75', b'Hummuss', b'188.227.45.107', b'86.49.109.187', b'Angela- Liza', b'31.173.243.75', b'109.127.31.158', b'Andrybulgakov', b'MooodyKSA54', b'Hmmumink', b'46.143.7.142', b'88.193.166.227', b'114.125.169.32', b'113.53.155.47', b'37.142.170.205', b'2C0F:FC89:37:AE44:2:1:7BC1:535B', b'46.133.143.161', b'105.139.38.101', b'Gaby Girsang', b'46.242.11.146', b'89.78.58.46', b'82.199.218.103', b'94.25.177.142', b'188.232.6.237', b'Shawnlu1092', b'Konmal88', b'Kys86071', b'84.47.70.69', b'176.115.22.27', b'2405:205:110A:9C71:BC94:D2C1:6BEE:5DE', b'31.13.144.29', b'92.86.251.144', b'2405:204:8509:4268:0:0:C91:18A1', b'2A02:C7D:B5CF:7000:20EC:DCB0:31A:1053', b'95.79.214.3', b'Kaushal Kaloo', b'31.173.87.206', b'185.26.183.17', b'37.152.172.4', b'31.43.142.6', b'37.45.224.125', b'Biegel', b'46.120.65.75', b'\xd7\x94\xd7\x9e\xd7\xaa\xd7\x9c\xd7\x9e\xd7\x93 \xd7\x94\xd7\xa6\xd7\xa2\xd7\x99\xd7\xa8', b'5.34.109.157', b'141.226.232.31', b'182.232.76.142', b'78.25.121.110', b'37.114.234.222', b'176.83.253.16', b'49.35.21.223', b'Wlad labayah s.c', b'RekzoQ', b'Devylohm', b'5.201.207.68', b'92.93.197.122', b'2405:204:A40E:343A:0:0:FA6:88B1', b'109.67.142.175', b'178.22.170.72', b'83.220.238.217', b'77.125.86.220', b'Jeanvenotella', b'Manishkumar201297', b'95.153.131.48', b'101.62.203.230', b'213.176.233.3', b'41.96.2.108', b'176.12.147.109', b'Shiromigi', b'Asem ok01', b'91.214.0.139', b'2405:205:618F:F026:0:0:2196:10A0', b'\xd0\x94\xd0\xb0\xd0\xbd\xd0\xb8\xd0\xbb \xd0\x92\xd1\x8b\xd1\x80\xd0\xbe\xd0\xb2\xd1\x89\xd0\xb8\xd0\xba\xd0\xbe\xd0\xb2', b'85.140.3.226', b'Nguoilaptrinh2000', b'95.187.36.162', b'37.142.169.7', b'176.59.48.243', b'Krittamuk18', b'82.81.254.5', b'46.187.110.89', b'2605:E000:7C4B:AC00:6D2A:5D0:2276:DE65', b'37.26.147.229', b'14.165.91.64', b'115.178.217.77', b'180.248.16.6', b'5.29.59.97', b'\xd0\xa3\xd1\x87\xd0\xb5\xd0\xbd\xd0\xb8\xd0\xba \xd0\xb2\xd1\x81\xd0\xb5\xd1\x8f \xd0\xb6\xd0\xb8\xd0\xb2\xd0\xbe\xd0\xb3\xd0\xbe', b'PelaDiTo', b'82.166.102.211', b'2001:14BB:51:A933:41CB:474D:4B2E:4823', b'Karyjohn', b'42.111.99.137', b'151.236.174.135', b'2.55.41.222', b'Lexolf', b'46.76.89.224', b'188.248.54.137', b'KoveytBud', b'82.79.115.87', b'89.36.164.254', b'113.210.123.158', b'89.72.198.232', b'5.78.74.97', b'2001:14B8:180F:1552:3DDE:EBDA:C1DA:E9DB', b'82.208.101.244', b'\xd7\x98\xd7\x95\xd7\x91 \xd7\x9e\xd7\x90\xd7\x93', b'Gost 007', b'Rpmict', b'117.228.36.58', b'5.239.125.16', b'Jesskeyring', b'118.217.249.169', b'Mehdinajafipur', b'Tianshendaren', b'154.245.72.16', b'95.25.42.247', b'46.53.179.185', b'83.27.68.96', b'Huybui1010', b'46.133.0.30', b'58.229.144.110', b'Shaharkohan', b'46.19.86.111', b'141.226.232.47', b'Dos3939', b'83.220.238.171', b'105.147.10.82', b'2A02:587:8026:2F00:24F3:F831:99F5:40B7', b'109.254.25.95', b'114.121.156.153', b'27.2.208.241', b'2A02:1812:2D10:9400:F907:6AE5:BA82:FC66', b'46.135.229.24', b'37.113.181.154', b'62.88.128.138', b'116.125.2.169', b'5.134.58.57', b'156.216.105.41', b'185.79.102.33', b'217.132.102.94', b'95.153.135.70', b'31.131.122.139', b'213.87.162.95', b'125.160.142.5', b'62.90.3.237', b'31.163.224.41', b'PabelRisala', b'79.176.130.44', b'158.181.40.35', b'175.158.201.4', b'Omerag21', b'91.219.101.98', b'105.148.209.166', b'95.25.117.164', b'89.169.183.115', b'178.79.187.223', b'93.172.193.150', b'129.208.60.43', b'2001:E68:4022:92F:A51F:1127:AEA2:75E3', b'154.121.5.230', b'93.72.234.200', b'105.129.201.31', b'99Igor99', b'37.213.152.135', b'5.141.38.94', b'213.87.129.127', b'109.172.54.177', b'121.154.169.41', b'2405:204:3181:2168:0:0:25BA:28B0', b'\xd0\x94\xd0\xbc\xd0\xb8\xd1\x82\xd1\x80\xd0\xb8\xd0\xb9 \xd0\xa0\xd0\xbe\xd0\xb3\xd0\xbe\xd0\xb7\xd0\xb8\xd0\xbd', b'213.59.199.77', b'Sjzhgsajjaj', b'37.26.148.133', b'94.254.131.238', b'212.35.179.141', b'91.190.58.252', b'63.171.19.238', b'109.253.143.120', b'AbducationZara', b'Istv\xc3\xa1n001', b'Matanya', b'94.25.180.220', b'92.253.69.226', b'176.13.2.55', b'Joseba65', b'GerardSiG', b'Mohd Sadik Khalik Idris', b'Jabirmahmud24', b'2601:282:8202:BE0:D8B5:7534:75FF:4FBF', b'94.25.180.237', b'91.245.112.227', b'80.246.141.165', b'Gibsi123', b'105.128.230.46', b'1.46.169.87', b'SuperTigran', b'\xd8\xa3\xd8\xad\xd9\x85\xd8\xaf \xd8\xb3\xd9\x8a\xd8\xaf\xd9\x86\xd9\x87', b'180.94.84.193', b'Seitenverbesserer', b'217.118.83.234', b'176.109.176.78', b'FelixJL111', b'86.52.229.89', b'105.67.7.100', b'108.26.188.107', b'188.229.66.45', b'188.158.117.32', b'112.197.82.189', b'112.215.154.139', b'2A00:1110:202:E3D3:4CC4:BCBB:D0C0:BABC', b'95.195.196.163', b'89.139.183.206', b'Rusjohn', b'141.226.183.243', b'Eduard250630', b'93.177.28.253', b'27.109.115.73', b'Sunduk.vip', b'109.104.172.152', b'94.241.31.219', b'95.137.175.5', b'188.187.30.45', b'95.185.230.98', b'46.19.86.84', b'93.106.222.64', b'Novacek123', b'Tallb', b'105.71.6.216', b'37.26.147.147', b'2001:2D8:E932:EF71:2BEE:D55E:3BC0:85E5', b'119.160.97.228', b'37.110.214.105', b'Gleb grand', b'196.81.102.204', b'77.125.70.91', b'Saifmo', b'146.0.61.229', b'128.68.253.226', b'117.209.160.126', b'PHILLIP JAY FRY 333', b'31.163.47.164', b'114.4.82.64', b'183.81.48.241', b'78.28.145.16', b'2003:88:6824:7800:CC4F:4790:8752:EAA4', b'Ender Guard', b'185.117.8.174', b'213.151.4.200', b'212.86.229.37', b'202.67.41.27', b'217.118.64.52', b'130.245.192.27', b'213.87.150.98', b'5.76.191.2', b'182.232.194.37', b'103.200.209.210', b'Livinlod265', b'Tim2007viatge', b'176.107.125.77', b'185.128.37.179', b'\xd0\xa4\xd0\xb0\xd0\xb7\xd0\xb8\xd0\xbb\xd1\x8c \xd0\xa3\xd1\x81\xd1\x83\xd0\xb1\xd0\xbe\xd0\xb2', b'93.172.135.207', b'78.66.218.177', b'95.86.85.97', b'185.89.219.244', b'176.228.212.9', b'213.230.75.107', b'2.55.166.141', b'\xd0\x90\xd0\xbb\xd0\xb8\xd0\xbd\xd0\xb0 1 18 99', b'213.87.122.27', b'141.226.232.62', b'156.222.177.18', b'94.79.45.153', b'Ududsu', b'213.87.160.87', b'37.237.201.29', b'Fuad gaming', b'49.229.103.101', b'178.255.168.4', b'202.67.42.5', b'46.118.226.189', b'NORTH.Dc', b'149.255.206.28', b'Yamal.riod', b'Alirasulpoor', b'63.168.168.75', b'94.41.2.248', b'90.190.70.48', b'188.163.26.138', b'Howilz', b'Eliyahu1234', b'Holkar shivshankar', b'Szymioza', b'62.44.227.239', b'Pascual1999', b'BanKris', b'93.92.49.134', b'77.139.116.209', b'2.53.175.192', b'Sasaker1488', b'194.8.85.229', b'176.59.38.189', b'Repakr', b'Behnam2125', b'119.205.84.59', b'83.149.46.62', b"'Inyan", b'Basel jalal', b'5.233.195.121', b'87.76.239.111', b'94.25.180.210', b'Samszehonam263d', b'Toharec', b'83.169.216.182', b'Ehnaton2', b'\xd0\x9c\xd1\x83\xd1\x80\xd1\x8f\xd0\xbd\xd1\x8c \xd0\xbc\xd0\xbe\xd1\x80\xd0\xba\xd0\xbe\xd0\xb2\xd0\xba\xd0\xb8\xd0\xbd\xd0\xb0', b'37.237.140.7', b'37.49.188.214', b'85.122.136.213', b'151.233.129.175', b'Kubakocoj', b'176.77.129.41', b'213.140.59.146', b'\xd7\x99\xd7\x95\xd7\xa1\xd7\xa4\xd7\x95\xd7\xa1\xd7\xa1', b'Davidmay', b'2405:204:4305:794:0:0:2A66:F8AC', b'Timonlytim', b'187.144.238.113', b'Optovoloknope', b'Nostrix', b'Chilavert 85', b'176.51.170.254', b'93.173.39.78', b'Or180504', b'129.45.113.237', b'80.83.239.66', b'46.181.190.126', b'186.76.248.7', b'202.67.47.26', b'95.153.128.143', b'176.59.68.68', b'197.130.177.70', b'151.234.220.36', b'46.146.112.80', b'87.216.176.160', b'114.124.5.187', b'Fireclaner', b'176.59.17.127', b'150.254.222.123', b'86.121.125.90', b'95.52.85.200', b'Kingigi', b'37.20.215.53', b'5.164.95.91', b'80.80.218.32', b'2001:999:3:E253:CCA4:61AE:32ED:94D4', b'Easternboy1374', b'180.249.249.226', b'Mina cyril', b'Hubretr', b'212.199.57.200', b'PGH020820', b'212.96.81.160', b'91.159.234.185', b'Yassine Elmountassire', b'83.42.96.38', b'82.99.138.254', b'94.22.14.31', b'83.220.239.80', b'89.219.110.112', b'92.112.179.74', b'M7MD', b'116.102.89.196', b'77.255.63.213', b'2A04:2413:8000:5A80:7073:1B38:1263:7675', b'95.153.135.137', b'116.58.205.161', b'77.121.53.82', b'154.121.251.72', b'2A00:C1A0:C0A4:A300:F11E:8F0A:E4F1:106A', b'213.57.254.103', b'178.34.31.223', b'37.215.117.91', b'151.239.42.236', b'42.106.21.98', b'95.38.156.4', b'94.20.88.153', b'115.22.250.45', b'Adam-Shah-24', b'105.67.7.24', b'77.126.70.11', b'Cepice', b'109.66.45.167', b'Hymn for Tamil', b'94.25.177.203', b'Seleukos222', b'\xd8\xb9\xd8\xa8\xd8\xaf\xd8\xa7\xd9\x84\xd8\xb9\xd8\xb2\xd9\x8a\xd8\xb2 \xd8\xa8\xd9\x86 \xd9\x87\xd9\x84\xd8\xa7\xd9\x84', b'Ivi104', b'188.18.108.198', b'49.15.214.18', b'5.123.90.20', b'2405:204:A206:11DF:3918:5275:AA69:BFE3', b'82.208.124.89', b'TNRPP', b'2.190.88.78', b'185.177.73.241', b'Mjavadd', b'93.123.211.145', b'156.221.90.1', b'217.214.146.177', b'182.232.214.106', b'94.113.168.27', b'E.m.03', b'118.161.39.166', b'185.57.75.140', b'105.8.36.242', b'176.114.189.24', b'Akrasnov1976', b'80.89.79.229', b'178.134.41.15', b'166.216.158.141', b'188.143.45.194', b'5.246.45.233', b'Korgam', b'36.82.100.47', b'109.68.234.60', b'92.43.188.232', b'213.151.41.12', b'37.237.202.36'])
len(df.groupby(by='user').groups)
4904
# edit count for each user:
df.groupby(by='user').size()
user
b"'Inyan"                                                                                                                                                                                                                                                    3
b'(mahmoodasad)'                                                                                                                                                                                                                                             2
b'-Na7aN-'                                                                                                                                                                                                                                                   1
b'1.10.223.84'                                                                                                                                                                                                                                               5
b'1.165.132.184'                                                                                                                                                                                                                                             3
b'1.165.136.203'                                                                                                                                                                                                                                             1
b'1.173.101.181'                                                                                                                                                                                                                                             1
b'1.23.21.239'                                                                                                                                                                                                                                               1
b'1.240.235.130'                                                                                                                                                                                                                                             1
b'1.249.131.126'                                                                                                                                                                                                                                             1
b'1.32.70.33'                                                                                                                                                                                                                                                4
b'1.46.102.109'                                                                                                                                                                                                                                              2
b'1.46.169.87'                                                                                                                                                                                                                                               1
b'1.46.192.23'                                                                                                                                                                                                                                               1
b'1.46.37.234'                                                                                                                                                                                                                                               5
b'1.46.37.68'                                                                                                                                                                                                                                                1
b'1.47.192.72'                                                                                                                                                                                                                                               1
b'1.54.102.133'                                                                                                                                                                                                                                              1
b'1.55.180.130'                                                                                                                                                                                                                                              1
b'1.55.181.200'                                                                                                                                                                                                                                              1
b'1.55.199.38'                                                                                                                                                                                                                                               1
b'1.55.46.210'                                                                                                                                                                                                                                               1
b'1.55.47.109'                                                                                                                                                                                                                                               1
b'1.79.89.244'                                                                                                                                                                                                                                               1
b'101.138.68.96'                                                                                                                                                                                                                                             2
b'101.211.160.113'                                                                                                                                                                                                                                           2
b'101.211.220.162'                                                                                                                                                                                                                                           1
b'101.222.223.219'                                                                                                                                                                                                                                           1
b'101.58.199.8'                                                                                                                                                                                                                                              1
b'101.61.141.73'                                                                                                                                                                                                                                             1
                                                                                                                                                                                                                                                          ... 
b'\xd8\xb9\xd8\xa8\xd8\xa7\xd9\x84\xd9\x84\xd8\xa9 \xd8\xb3\xd8\xb9\xd8\xaf \xd9\x85\xd8\xa8\xd8\xa7\xd8\xb1\xd9\x83'                                                                                                                                        1
b'\xd8\xb9\xd8\xa8\xd8\xaf\xd8\xa7\xd9\x84\xd8\xb9\xd8\xb2\xd9\x8a\xd8\xb2 \xd8\xa8\xd9\x86 \xd9\x87\xd9\x84\xd8\xa7\xd9\x84'                                                                                                                                5
b'\xd8\xb9\xd8\xa8\xd8\xaf\xd8\xa7\xd9\x84\xd9\x84\xd9\x87 \xd8\xad\xd9\x85\xd9\x88\xd8\xaf \xd8\xa7\xd9\x84\xd8\xb4\xd8\xa7\xd8\xb0\xd9\x84\xd9\x8a'                                                                                                        1
b'\xd8\xb9\xd8\xa8\xd8\xaf\xd9\x87 \xd8\xb4\xd8\xb1\xd9\x81 \xd8\xa7\xd9\x84\xd9\x81\xd9\x82\xd9\x8a\xd9\x87'                                                                                                                                                1
b'\xd8\xb9\xd8\xb2\xd9\x8a\xd8\xb2 \xd8\xa7\xd8\xaf\xd9\x84\xd9\x8a\xd9\x85\xd9\x8a'                                                                                                                                                                         1
b'\xd8\xb9\xd9\x84\xd8\xa7\xd8\xa1 \xd9\x81\xd8\xad\xd8\xb5\xd9\x8a'                                                                                                                                                                                       112
b'\xd8\xb9\xd9\x85\xd8\xa7\xd8\xb1 \xd8\xad\xd8\xa7\xd9\x8a\xd9\x83 12345'                                                                                                                                                                                   9
b'\xd8\xb9\xd9\x85\xd8\xb1\xd9\x88'                                                                                                                                                                                                                          1
b'\xd9\x81\xdb\x8c\xd8\xb1\xd9\x88\xd8\xb2 \xd8\xa7\xd8\xb1\xd8\xaf\xd9\x88\xd9\x88\xd8\xa7\xd9\x84\xd8\xa7'                                                                                                                                                 9
b'\xd9\x85\xd8\xad\xd9\x85\xd8\xaf \xd8\xb4\xdb\x8c\xd8\xb1\xd8\xa7\xd8\xb2'                                                                                                                                                                                 1
b'\xd9\x85\xd8\xb5\xd8\xb9\xd8\xa8'                                                                                                                                                                                                                          3
b'\xd9\x85\xda\xbe\xd8\xaa\xd8\xa7\xd8\xa8 \xd8\xa7\xd8\xad\xd9\x85\xd8\xaf'                                                                                                                                                                                 4
b'\xe0\xa4\xaa\xe0\xa5\x8d\xe0\xa4\xb0\xe0\xa4\xb8\xe0\xa4\xbe\xe0\xa4\xa6 \xe0\xa4\xb8\xe0\xa4\xbe\xe0\xa4\xb3\xe0\xa4\xb5\xe0\xa5\x87'                                                                                                                    62
b'\xe0\xa6\x86\xe0\xa6\xac\xe0\xa7\x8d\xe0\xa6\xa6\xe0\xa7\x81\xe0\xa6\xb2\xe0\xa7\x8d\xe0\xa6\xb2\xe0\xa6\xbe\xe0\xa6\xb9- \xe0\xa6\x86\xe0\xa6\xb2- \xe0\xa6\xae\xe0\xa7\x81\xe0\xa6\xb0\xe0\xa7\x8d\xe0\xa6\xa4\xe0\xa7\x82\xe0\xa6\x9c\xe0\xa6\xbe'     27
b'\xe0\xa6\x87\xe0\xa6\xab\xe0\xa6\xbe\xe0\xa6\x9c'                                                                                                                                                                                                          1
b'\xe0\xa6\xa6\xe0\xa7\x87\xe0\xa6\xac\xe0\xa6\x9c\xe0\xa7\x8d\xe0\xa6\xaf\xe0\xa7\x8b\xe0\xa6\xa4\xe0\xa6\xbf\xe0\xa6\x95\xe0\xa6\xbe\xe0\xa6\x9c\xe0\xa6\xb2'                                                                                              1
b'\xe0\xb8\xa2\xe0\xb8\xa8\xe0\xb8\x98\xe0\xb8\xa3 \xe0\xb8\xaa\xe0\xb8\xa3\xe0\xb9\x89\xe0\xb8\xad\xe0\xb8\xa2\xe0\xb8\xaa\xe0\xb8\xb8\xe0\xb8\xa7\xe0\xb8\xa3\xe0\xb8\xa3\xe0\xb8\x93'                                                                     2
b'\xe0\xb9\x80\xe0\xb8\x88\xe0\xb9\x89\xe0\xb8\xb2\xe0\xb8\x8a\xe0\xb8\xb2\xe0\xb8\xa2\xe0\xb8\x95\xe0\xb9\x89\xe0\xb8\x99\xe0\xb8\x81\xe0\xb8\xa5\xe0\xb9\x89\xe0\xb8\xb2'                                                                                 30
b'\xe1\x80\x81\xe1\x80\xbd\xe1\x80\x94\xe1\x80\xba\xe1\x80\x94\xe1\x80\xad\xe1\x80\xaf\xe1\x80\x84\xe1\x80\xba\xe1\x80\x80\xe1\x80\xad\xe1\x80\xaf'                                                                                                          3
b'\xe1\x80\x87\xe1\x80\xac\xe1\x80\x94\xe1\x80\x8a\xe1\x80\xba\xe1\x80\x87\xe1\x80\xb1\xe1\x80\xac\xe1\x80\xba\xe1\x80\x9f\xe1\x80\xad\xe1\x80\x94\xe1\x80\xba\xe1\x80\xb8'                                                                                  1
b'\xe1\x80\xb1\xe1\x80\xa1\xe1\x80\xac\xe1\x80\x84\xe1\x80\xb9\xe1\x80\x99\xe1\x80\xad\xe1\x80\xaf\xe1\x80\xb8\xe1\x80\x91\xe1\x80\xbc\xe1\x80\x8b\xe1\x80\xb9'                                                                                             10
b'\xe5\xbc\xb5\xe6\xba\xa2\xe7\x86\x99'                                                                                                                                                                                                                      1
b'\xe6\x9d\x8e\xe5\xb0\x8f\xe8\xac\x99'                                                                                                                                                                                                                      1
b'\xe7\x94\xb3\xe8\x8a\xb1\xe8\x93\x9d\xe8\xa1\x80\xe4\xba\xba'                                                                                                                                                                                              1
b'\xe9\x99\x88\xe5\xae\xb6\xe4\xbb\xa5'                                                                                                                                                                                                                      1
b'\xe9\x99\xb3\xe5\xb0\x9a\xe6\xa6\x86Fish Chen'                                                                                                                                                                                                             4
b'\xe9\xbb\x83\xe6\xb5\xa9\xe8\x89\xaf'                                                                                                                                                                                                                      1
b'\xea\xb3\xa0\xec\x86\x9c'                                                                                                                                                                                                                                  1
b'\xeb\x85\xb8\xec\x88\x99\xea\xb9\x8c\xeb\xa7\x88\xea\xb7\x80'                                                                                                                                                                                            111
b'\xed\x83\x9c\xed\x98\x84 \xec\xa0\x95'                                                                                                                                                                                                                    99
dtype: int64
df.groupby(by='user').size().hist(bins=100)
<matplotlib.axes._subplots.AxesSubplot at 0x7fee4c754ac8>
/srv/paws/lib/python3.4/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans
  (prop.get_family(), self.defaultFamily[fontext]))
type(df.groupby(by='user').size())
pandas.core.series.Series
df.groupby(by='user').size()[b'HaeB']
184
df_current.groupby(by='user').size()[b'HaeB']
209
labels = ['user','numberofedits']
usereditcount = pd.DataFrame(df.groupby(by='user').size()) # , columns=labels)
list(usereditcount.columns.values)
[0]
usereditcount.loc[b'HaeB']
0    184
Name: b'HaeB', dtype: int64
usereditcount.sort_values(0,ascending=False)
0
user
b'MathKnight-at-TAU' 1000
b'B.mertlik' 992
b'ConserVator' 695
b'Gcm' 572
b'Montehurd' 439
b'Fnaq' 424
b'Kostromin Andrey' 295
b'Frahbil' 286
b'Ivi104' 285
b'Biegel' 236
b'GTRus' 220
b'Matanya' 197
b'HaeB' 184
b'68.40.255.173' 168
b'Aiuchi97' 126
b'115.178.195.138' 122
b'FShbib' 116
b'Maranello Prime' 115
b'Michaelversatile' 115
b'Bloch khan' 115
b'\xd8\xb9\xd9\x84\xd8\xa7\xd8\xa1 \xd9\x81\xd8\xad\xd8\xb5\xd9\x8a' 112
b'\xeb\x85\xb8\xec\x88\x99\xea\xb9\x8c\xeb\xa7\x88\xea\xb7\x80' 111
b'Eladkappah' 108
b'Joseba65' 106
b'\xed\x83\x9c\xed\x98\x84 \xec\xa0\x95' 99
b'Ballinham17' 91
b'Veterrr-W' 89
b'Dambar2010' 86
b'Juan Xicer' 84
b'Istas~fiwiki' 82
... ...
b'37.45.161.111' 1
b'37.26.148.175' 1
b'37.26.148.172' 1
b'37.26.148.152' 1
b'37.26.147.158' 1
b'37.26.146.208' 1
b'37.26.146.212' 1
b'37.26.146.215' 1
b'37.26.146.222' 1
b'37.26.146.229' 1
b'37.26.146.254' 1
b'37.26.147.144' 1
b'37.26.147.146' 1
b'37.26.147.147' 1
b'37.26.147.149' 1
b'37.26.147.154' 1
b'154.102.236.58' 1
b'37.26.148.151' 1
b'37.26.147.173' 1
b'37.26.147.179' 1
b'37.26.147.181' 1
b'37.26.147.205' 1
b'37.26.147.210' 1
b'37.26.147.217' 1
b'37.26.147.227' 1
b'151.74.54.238' 1
b'37.26.147.244' 1
b'37.26.148.133' 1
b'37.26.148.136' 1
b'45.122.232.109' 1

4904 rows × 1 columns

usereditcount['user'].value_counts()
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-45-4d469cb90d87> in <module>()
----> 1 usereditcount[user].value_counts()

NameError: name 'user' is not defined
usereditcount.groupby(by=0).size()
0
1       3261
2        762
3        275
4        150
5        180
6         31
7         25
8         19
9         18
10        18
11        10
12        12
13         6
14        10
15         7
16         6
17         2
18         3
19         1
20         6
21         4
22         3
23         1
24         2
25         2
26         5
27         3
28         2
30         6
31         3
        ... 
73         1
78         1
82         1
84         1
86         1
89         1
91         1
99         1
106        1
108        1
111        1
112        1
115        3
116        1
122        1
126        1
168        1
184        1
197        1
220        1
236        1
285        1
286        1
295        1
424        1
439        1
572        1
695        1
992        1
1000       1
dtype: int64