Quarry + Pandas

Load quarry

  • parse_dates = [0] tells pandas to parse data from column 0
  • index_col = 0, tells pandas to set column 0 as index (makes easy to plot, among other things)
  • To modify the topic, check this query https://quarry.wmflabs.org/query/22898 and modify page_tile field, run the query and click on Download file and right click on csv and select Copy Link
%matplotlib inline
import pandas as pd

brazil = pd.read_csv('https://quarry.wmflabs.org/run/215651/output/0/csv?download=true',parse_dates=[0],index_col=0)
biology = pd.read_csv('https://quarry.wmflabs.org/run/215652/output/0/csv?download=true',parse_dates=[0],index_col=0)
biology.plot()
<matplotlib.axes._subplots.AxesSubplot at 0x7f539b626278>
brazil.plot()
<matplotlib.axes._subplots.AxesSubplot at 0x7f53c434fa90>
data = brazil.join(biology, lsuffix='_brazil', rsuffix='_biology')
data.plot()
<matplotlib.axes._subplots.AxesSubplot at 0x7f53994ee438>

Page Views

df = pd.read_json("https://wikimedia.org/api/rest_v1/metrics/pageviews/per-article/en.wikipedia/all-access/all-agents/Pompeu_Fabra_University/daily/2018020100/2018020300",orient='records')
import urllib 
import json
import pandas as pd

def getViews(page,start,end,project):
    base_url = "https://wikimedia.org/api/rest_v1/metrics/pageviews/per-article/%s/all-access/all-agents/%s/daily/%s/%s" % (project,page,start,end)
    data = urllib.request.urlopen(base_url)
    dataJson = json.loads(data.read())['items']
    df = pd.DataFrame(dataJson) [['views','timestamp']]
    df['timestamp'] = pd.to_datetime(df['timestamp'], format='%Y%m%d%H')
    return df
df = getViews('Chile','2018010100','2018020300','en.wikipedia')
df
views timestamp
0 4125 2018-01-01
1 4814 2018-01-02
2 5116 2018-01-03
3 5127 2018-01-04
4 5243 2018-01-05
5 4371 2018-01-06
6 4934 2018-01-07
7 5547 2018-01-08
8 5297 2018-01-09
9 5443 2018-01-10
10 5480 2018-01-11
11 5514 2018-01-12
12 5101 2018-01-13
13 5779 2018-01-14
14 7021 2018-01-15
15 6965 2018-01-16
16 6755 2018-01-17
17 6339 2018-01-18
18 5880 2018-01-19
19 4999 2018-01-20
20 5718 2018-01-21
21 6787 2018-01-22
22 7142 2018-01-23
23 5848 2018-01-24
24 5601 2018-01-25
25 5628 2018-01-26
26 4534 2018-01-27
27 4846 2018-01-28
28 5722 2018-01-29
29 6155 2018-01-30
30 5637 2018-01-31
31 5688 2018-02-01
32 5102 2018-02-02
33 4700 2018-02-03

Event Stream

Example of event stream, for details look here: https://wikitech.wikimedia.org/wiki/EventStreams

import json
from sseclient import SSEClient as EventSource

url = 'https://stream.wikimedia.org/v2/stream/recentchange'
wiki = 'commonswiki' #Client side filter
counter = 0 
maxEvents = 10 # print n events and stop
for event in EventSource(url):
    if event.event == 'message':
        try:
            change = json.loads(event.data)
        except ValueError:
            continue
        if change['wiki'] == wiki:
            print('{user} edited {title}'.format(**change))
            counter += 1
            if counter > maxEvents:
                break
            
Tux-Man edited Category:Screenshots of Devuan MATE
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import json
from sseclient import SSEClient as EventSource

url = 'https://stream.wikimedia.org/v2/stream/recentchange'
wiki = 'commonswiki' #Client side filter
counter = 0 
maxEvents = 500 # print n events and stop
for event in EventSource(url):
    if event.event == 'message':
        try:
            change = json.loads(event.data)
        except ValueError:
            continue
        print(change['wiki'])
        print('{user} edited {title}'.format(**change))
        counter += 1
        if counter > maxEvents:
            break
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Wikimedia API

with urllib

import requests
import json

def getUserInfo(users):
    base_url = "https://www.mediawiki.org/w/api.php?action=query&list=users&ususers=%s&usprop=groups|editcount|gender|registration&format=json" % '|'.join(users)
    response = requests.get(base_url)
    data = json.loads(response.text)
    return data['query']

getUserInfo(['DarTar','Diego (WMF)'])
{'users': [{'editcount': 1033,
   'gender': 'unknown',
   'groups': ['autopatrolled', '*', 'user', 'autoconfirmed'],
   'name': 'DarTar',
   'registration': '2009-02-18T13:03:38Z',
   'userid': 112036},
  {'editcount': 2,
   'gender': 'unknown',
   'groups': ['*', 'user', 'autoconfirmed'],
   'name': 'Diego (WMF)',
   'registration': '2017-08-04T22:07:06Z',
   'userid': 10833688}]}

with mwapi

import mwapi

session = mwapi.Session("https://en.wikipedia.org", user_agent="diego@wikimedia.org -- Tools demo")
result = session.get(action='query', prop='revisions', titles="Pompeu_Fabra_University", rvprop=['ids', 'timestamp','user'],
           rvlimit=100, rvdir="newer", formatversion=2, continuation=True)
list(result)
[{'continue': {'continue': '||', 'rvcontinue': '20071222235421|179689682'},
  'query': {'normalized': [{'from': 'Pompeu_Fabra_University',
     'fromencoded': False,
     'to': 'Pompeu Fabra University'}],
   'pages': [{'ns': 0,
     'pageid': 63872,
     'revisions': [{'parentid': 0,
       'revid': 2035848,
       'timestamp': '2002-07-24T03:19:39Z',
       'user': 'Perique des Palottes'},
      {'parentid': 2035848,
       'revid': 2035856,
       'timestamp': '2003-12-24T10:16:56Z',
       'user': 'Jmabel'},
      {'parentid': 2035856,
       'revid': 2036188,
       'timestamp': '2003-12-24T10:18:40Z',
       'user': 'Jmabel'},
      {'parentid': 2036188,
       'revid': 4052780,
       'timestamp': '2003-12-24T10:30:55Z',
       'user': 'Jmabel'},
      {'parentid': 4052780,
       'revid': 15957622,
       'timestamp': '2004-06-12T15:20:48Z',
       'user': 'Llull'},
      {'parentid': 15957622,
       'revid': 26623979,
       'timestamp': '2005-10-27T15:05:31Z',
       'user': 'Joan sense nick'},
      {'parentid': 26623979,
       'revid': 27841768,
       'timestamp': '2005-11-09T18:39:46Z',
       'user': 'FlaBot'},
      {'parentid': 27841768,
       'revid': 30334950,
       'timestamp': '2005-12-06T12:17:24Z',
       'user': 'Rhollenton'},
      {'parentid': 30334950,
       'revid': 36239362,
       'timestamp': '2006-01-22T17:53:33Z',
       'user': 'Rbellin'},
      {'parentid': 36239362,
       'revid': 36239641,
       'timestamp': '2006-01-22T17:56:10Z',
       'user': 'Rbellin'},
      {'parentid': 36239641,
       'revid': 36267841,
       'timestamp': '2006-01-22T21:51:59Z',
       'user': 'Rbellin'},
      {'anon': True,
       'parentid': 36267841,
       'revid': 52640825,
       'timestamp': '2006-05-11T11:06:53Z',
       'user': '193.145.45.61'},
      {'anon': True,
       'parentid': 52640825,
       'revid': 52640856,
       'timestamp': '2006-05-11T11:07:18Z',
       'user': '193.145.45.61'},
      {'parentid': 52640856,
       'revid': 52640947,
       'timestamp': '2006-05-11T11:08:23Z',
       'user': 'Travelbird'},
      {'parentid': 52640947,
       'revid': 55026353,
       'timestamp': '2006-05-25T06:16:42Z',
       'user': 'Unyoyega'},
      {'anon': True,
       'parentid': 55026353,
       'revid': 66163042,
       'timestamp': '2006-07-27T14:19:11Z',
       'user': '217.129.144.57'},
      {'parentid': 66163042,
       'revid': 66176862,
       'timestamp': '2006-07-27T15:46:57Z',
       'user': 'Haakon'},
      {'parentid': 66176862,
       'revid': 68163816,
       'timestamp': '2006-08-07T09:45:50Z',
       'user': 'Manu bcn'},
      {'parentid': 68163816,
       'revid': 69626094,
       'timestamp': '2006-08-14T18:00:24Z',
       'user': 'Raymond Cruise'},
      {'parentid': 69626094,
       'revid': 90290132,
       'timestamp': '2006-11-26T21:12:02Z',
       'user': 'Eddl'},
      {'parentid': 90290132,
       'revid': 90401415,
       'timestamp': '2006-11-27T09:23:50Z',
       'user': 'Thewikipedian'},
      {'parentid': 90401415,
       'revid': 99098598,
       'timestamp': '2007-01-07T14:51:33Z',
       'user': 'Ac12'},
      {'anon': True,
       'parentid': 99098598,
       'revid': 100129637,
       'timestamp': '2007-01-12T01:40:04Z',
       'user': '134.155.25.94'},
      {'anon': True,
       'parentid': 100129637,
       'revid': 111361168,
       'timestamp': '2007-02-27T17:11:42Z',
       'user': '83.33.225.230'},
      {'parentid': 111361168,
       'revid': 115593004,
       'timestamp': '2007-03-16T17:08:23Z',
       'user': 'Koenige'},
      {'parentid': 115593004,
       'revid': 123900405,
       'timestamp': '2007-04-18T20:27:22Z',
       'user': 'Kitten86'},
      {'anon': True,
       'parentid': 123900405,
       'revid': 130049727,
       'timestamp': '2007-05-11T08:50:50Z',
       'user': '193.145.32.156'},
      {'anon': True,
       'parentid': 130049727,
       'revid': 130049836,
       'timestamp': '2007-05-11T08:51:49Z',
       'user': '193.145.32.156'},
      {'parentid': 130049836,
       'revid': 137959180,
       'timestamp': '2007-06-13T18:56:47Z',
       'user': 'Sdnegel'},
      {'parentid': 137959180,
       'revid': 137962190,
       'timestamp': '2007-06-13T19:10:06Z',
       'user': 'Sdnegel'},
      {'parentid': 137962190,
       'revid': 137964596,
       'timestamp': '2007-06-13T19:20:28Z',
       'user': 'Sdnegel'},
      {'parentid': 137964596,
       'revid': 137966516,
       'timestamp': '2007-06-13T19:28:52Z',
       'user': 'CommonsDelinker'},
      {'parentid': 137966516,
       'revid': 137968274,
       'timestamp': '2007-06-13T19:36:37Z',
       'user': 'Sdnegel'},
      {'parentid': 137968274,
       'revid': 137969652,
       'timestamp': '2007-06-13T19:42:29Z',
       'user': 'Sdnegel'},
      {'parentid': 137969652,
       'revid': 137970001,
       'timestamp': '2007-06-13T19:44:03Z',
       'user': 'Sdnegel'},
      {'parentid': 137970001,
       'revid': 138429999,
       'timestamp': '2007-06-15T21:08:36Z',
       'user': 'Sdnegel'},
      {'parentid': 138429999,
       'revid': 138432252,
       'timestamp': '2007-06-15T21:21:10Z',
       'user': 'Sdnegel'},
      {'parentid': 138432252,
       'revid': 138442649,
       'timestamp': '2007-06-15T22:22:03Z',
       'user': 'Sdnegel'},
      {'parentid': 138442649,
       'revid': 138443747,
       'timestamp': '2007-06-15T22:28:56Z',
       'user': 'Sdnegel'},
      {'parentid': 138443747,
       'revid': 138443837,
       'timestamp': '2007-06-15T22:29:30Z',
       'user': 'Sdnegel'},
      {'parentid': 138443837,
       'revid': 138445768,
       'timestamp': '2007-06-15T22:42:01Z',
       'user': 'Sdnegel'},
      {'parentid': 138445768,
       'revid': 138526570,
       'timestamp': '2007-06-16T09:24:47Z',
       'user': 'Sdnegel'},
      {'parentid': 138526570,
       'revid': 138527636,
       'timestamp': '2007-06-16T09:35:29Z',
       'user': 'Sdnegel'},
      {'parentid': 138527636,
       'revid': 138528061,
       'timestamp': '2007-06-16T09:40:07Z',
       'user': 'Sdnegel'},
      {'parentid': 138528061,
       'revid': 138528169,
       'timestamp': '2007-06-16T09:41:10Z',
       'user': 'Sdnegel'},
      {'parentid': 138528169,
       'revid': 138528427,
       'timestamp': '2007-06-16T09:43:40Z',
       'user': 'Sdnegel'},
      {'parentid': 138528427,
       'revid': 138532075,
       'timestamp': '2007-06-16T10:23:00Z',
       'user': 'Sdnegel'},
      {'parentid': 138532075,
       'revid': 138533029,
       'timestamp': '2007-06-16T10:33:36Z',
       'user': 'Sdnegel'},
      {'parentid': 138533029,
       'revid': 138533123,
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       'timestamp': '2016-11-11T11:21:08Z',
       'user': 'Teorik'},
      {'parentid': 748951976,
       'revid': 749450863,
       'timestamp': '2016-11-14T12:00:49Z',
       'user': 'Teorik'},
      {'anon': True,
       'parentid': 749450863,
       'revid': 750004224,
       'timestamp': '2016-11-17T08:50:07Z',
       'user': '195.83.197.176'},
      {'anon': True,
       'parentid': 750004224,
       'revid': 750271017,
       'timestamp': '2016-11-18T19:15:06Z',
       'user': '81.171.110.11'},
      {'anon': True,
       'parentid': 750271017,
       'revid': 759950790,
       'timestamp': '2017-01-14T01:48:51Z',
       'user': '42.2.247.200'},
      {'anon': True,
       'parentid': 759950790,
       'revid': 772701201,
       'timestamp': '2017-03-28T20:35:48Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772701201,
       'revid': 772701442,
       'timestamp': '2017-03-28T20:37:38Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772701442,
       'revid': 772701628,
       'timestamp': '2017-03-28T20:38:46Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772701628,
       'revid': 772702356,
       'timestamp': '2017-03-28T20:43:57Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772702356,
       'revid': 772705007,
       'timestamp': '2017-03-28T21:01:54Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772705007,
       'revid': 772706983,
       'timestamp': '2017-03-28T21:16:29Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772706983,
       'revid': 772707510,
       'timestamp': '2017-03-28T21:20:08Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772707510,
       'revid': 772707639,
       'timestamp': '2017-03-28T21:21:11Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772707639,
       'revid': 772707766,
       'timestamp': '2017-03-28T21:22:14Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772707766,
       'revid': 772708899,
       'timestamp': '2017-03-28T21:31:18Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772708899,
       'revid': 772792094,
       'timestamp': '2017-03-29T10:36:26Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772792094,
       'revid': 772792121,
       'timestamp': '2017-03-29T10:36:48Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772792121,
       'revid': 772792141,
       'timestamp': '2017-03-29T10:37:04Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772792141,
       'revid': 772962049,
       'timestamp': '2017-03-30T12:28:46Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772962049,
       'revid': 772962346,
       'timestamp': '2017-03-30T12:31:31Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 772962346,
       'revid': 773850922,
       'timestamp': '2017-04-04T19:56:34Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 773850922,
       'revid': 774834237,
       'timestamp': '2017-04-10T23:04:28Z',
       'user': '83.47.178.13'},
      {'anon': True,
       'parentid': 774834237,
       'revid': 775135170,
       'timestamp': '2017-04-12T21:54:44Z',
       'user': '79.144.203.10'},
      {'anon': True,
       'parentid': 775135170,
       'revid': 775457891,
       'timestamp': '2017-04-15T00:33:14Z',
       'user': '83.55.38.21'},
      {'anon': True,
       'parentid': 775457891,
       'revid': 775458055,
       'timestamp': '2017-04-15T00:34:52Z',
       'user': '83.55.38.21'},
      {'anon': True,
       'parentid': 775458055,
       'revid': 775578551,
       'timestamp': '2017-04-15T20:07:20Z',
       'user': '80.31.83.188'},
      {'anon': True,
       'parentid': 775578551,
       'revid': 776838993,
       'timestamp': '2017-04-23T16:25:12Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 776838993,
       'revid': 776839294,
       'timestamp': '2017-04-23T16:27:57Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 776839294,
       'revid': 776840711,
       'timestamp': '2017-04-23T16:39:20Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 776840711,
       'revid': 776865484,
       'timestamp': '2017-04-23T19:45:57Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 776865484,
       'revid': 776866298,
       'timestamp': '2017-04-23T19:51:48Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 776866298,
       'revid': 776975460,
       'timestamp': '2017-04-24T14:09:24Z',
       'user': '84.89.157.34'},
      {'anon': True,
       'parentid': 776975460,
       'revid': 776975505,
       'timestamp': '2017-04-24T14:09:43Z',
       'user': '84.89.157.34'},
      {'anon': True,
       'parentid': 776975505,
       'revid': 777048122,
       'timestamp': '2017-04-24T22:48:31Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 777048122,
       'revid': 777048193,
       'timestamp': '2017-04-24T22:49:04Z',
       'user': '83.40.226.227'},
      {'anon': True,
       'parentid': 777048193,
       'revid': 777843508,
       'timestamp': '2017-04-29T16:59:52Z',
       'user': '80.37.181.120'},
      {'anon': True,
       'parentid': 777843508,
       'revid': 786000022,
       'timestamp': '2017-06-16T17:18:30Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786000022,
       'revid': 786000124,
       'timestamp': '2017-06-16T17:19:13Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786000124,
       'revid': 786002087,
       'timestamp': '2017-06-16T17:32:40Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786002087,
       'revid': 786002220,
       'timestamp': '2017-06-16T17:33:36Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786002220,
       'revid': 786002459,
       'timestamp': '2017-06-16T17:35:20Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786002459,
       'revid': 786002914,
       'timestamp': '2017-06-16T17:38:10Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786002914,
       'revid': 786002996,
       'timestamp': '2017-06-16T17:38:42Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786002996,
       'revid': 786003257,
       'timestamp': '2017-06-16T17:40:24Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786003257,
       'revid': 786004136,
       'timestamp': '2017-06-16T17:45:51Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786004136,
       'revid': 786004198,
       'timestamp': '2017-06-16T17:46:11Z',
       'user': '79.159.175.83'},
      {'anon': True,
       'parentid': 786004198,
       'revid': 787877804,
       'timestamp': '2017-06-28T03:00:39Z',
       'user': '88.9.46.0'},
      {'parentid': 787877804,
       'revid': 791712028,
       'timestamp': '2017-07-22T00:51:54Z',
       'user': 'Rosiestep'},
      {'parentid': 791712028,
       'revid': 792022190,
       'timestamp': '2017-07-23T23:53:24Z',
       'user': 'Kioj156'},
      {'anon': True,
       'parentid': 792022190,
       'revid': 794846613,
       'timestamp': '2017-08-10T11:19:08Z',
       'user': '62.83.179.183'},
      {'parentid': 794846613,
       'revid': 799822017,
       'timestamp': '2017-09-10T01:54:40Z',
       'user': 'Shaded0'},
      {'anon': True,
       'parentid': 799822017,
       'revid': 801539542,
       'timestamp': '2017-09-20T08:33:32Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801539542,
       'revid': 801554828,
       'timestamp': '2017-09-20T11:32:14Z',
       'user': '83.32.255.1'},
      {'parentid': 801554828,
       'revid': 801554870,
       'timestamp': '2017-09-20T11:32:39Z',
       'user': 'Oshwah'},
      {'anon': True,
       'parentid': 801554870,
       'revid': 801798185,
       'timestamp': '2017-09-21T22:50:17Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801798185,
       'revid': 801862835,
       'timestamp': '2017-09-22T11:19:38Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801862835,
       'revid': 801862935,
       'timestamp': '2017-09-22T11:20:37Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801862935,
       'revid': 801863391,
       'timestamp': '2017-09-22T11:26:07Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801863391,
       'revid': 801863630,
       'timestamp': '2017-09-22T11:28:18Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801863630,
       'revid': 801863710,
       'timestamp': '2017-09-22T11:29:13Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801863710,
       'revid': 801865735,
       'timestamp': '2017-09-22T11:52:11Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 801865735,
       'revid': 802002128,
       'timestamp': '2017-09-23T09:55:51Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 802002128,
       'revid': 802002157,
       'timestamp': '2017-09-23T09:56:13Z',
       'user': '83.32.255.1'},
      {'anon': True,
       'parentid': 802002157,
       'revid': 805032153,
       'timestamp': '2017-10-12T16:48:27Z',
       'user': '84.89.157.53'},
      {'anon': True,
       'parentid': 805032153,
       'revid': 805032187,
       'timestamp': '2017-10-12T16:48:43Z',
       'user': '84.89.157.53'},
      {'anon': True,
       'parentid': 805032187,
       'revid': 809051004,
       'timestamp': '2017-11-06T21:04:37Z',
       'user': '193.152.245.134'},
      {'anon': True,
       'parentid': 809051004,
       'revid': 809051862,
       'timestamp': '2017-11-06T21:10:16Z',
       'user': '193.152.245.134'},
      {'anon': True,
       'parentid': 809051862,
       'revid': 809052216,
       'timestamp': '2017-11-06T21:12:36Z',
       'user': '193.152.245.134'},
      {'anon': True,
       'parentid': 809052216,
       'revid': 809052747,
       'timestamp': '2017-11-06T21:16:16Z',
       'user': '193.152.245.134'},
      {'anon': True,
       'parentid': 809052747,
       'revid': 809053029,
       'timestamp': '2017-11-06T21:18:21Z',
       'user': '193.152.245.134'},
      {'parentid': 809053029,
       'revid': 809088093,
       'timestamp': '2017-11-07T01:45:52Z',
       'user': 'Kioj156'},
      {'parentid': 809088093,
       'revid': 818760832,
       'timestamp': '2018-01-05T12:21:32Z',
       'user': 'Teorik'}],
     'title': 'Pompeu Fabra University'}]}}]

ORES Example

%matplotlib notebook
import csv
import json
import time
import sys

import requests
import mwapi
import mwtypes
import pandas
import seaborn

session = mwapi.Session("https://en.wikipedia.org", user_agent="diego@wikimedia.org -- Tools demo")

WEIGHTS = {'Stub': 1, 'Start': 2, 'C': 3, 'B': 4, 'GA': 5, 'FA': 6}
def score2sum(score_doc):
    weighted_sum = 0
    for cl, proba in score_doc['probability'].items():
        weighted_sum += WEIGHTS[cl] * proba
    return weighted_sum

def fetch_wp10_score(rev_id):
    response = requests.get('https://ores.wikimedia.org/v3/scores/enwiki/{0}/wp10'.format(rev_id))
    return response.json()['enwiki']['scores'][str(rev_id)]['wp10']['score']

def fetch_historical_scores(page_name):
    historical_scores = []
    for response_doc in session.get(action='query', prop='revisions', titles=page_name, 
                                    rvprop=['ids', 'timestamp'], rvlimit=100, rvdir="newer", 
                                    formatversion=2, continuation=True):
        for rev_doc in response_doc['query']['pages'][0]['revisions']:
            rev_id = rev_doc['revid']
            timestamp = rev_doc['timestamp']
            weighted_sum = score2sum(fetch_wp10_score(rev_id))
            historical_scores.append({'rev_id': rev_id, 'timestamp': timestamp, 'weighted_sum': weighted_sum})
            sys.stderr.write(".")
            sys.stderr.flush()
        sys.stderr.write("\n")
    
    return historical_scores
historical_scores = pandas.DataFrame(fetch_historical_scores("Ann Bishop (biologist)"))                                                                           
historical_scores['time'] =pandas.to_datetime(historical_scores.timestamp, format='%Y-%m-%dT%H:%M:%SZ',errors='ignore')
historical_scores = historical_scores.set_index('time')
....................................................................................................
................................................................................
historical_scores['weighted_sum'].plot()