Report: StructuredDiscussions (Flow) per-day usage (T352174)

Date: 2023-12-06
Author: Martin Urbanec, WMF (murbanec@wikimedia.org)
License: Apache License

Question

We need to know the number of StructuredDiscussions/Flow responses for each wiki using SD, day after day. This data will be used to evaluate whether the suggestion to archive StructuredDiscussion based discussions is working or not.

%matplotlib inline
from IPython.display import display, Markdown, Latex, HTML
from matplotlib import pyplot as plt
from wmfdata import mariadb, spark, utils

import pandas as pd

pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
pd.set_option('display.max_colwidth', None)

You are using wmfdata v1.4.0, but v2.2.0 is available.

To update, run `pip install --upgrade git+https://github.com/wikimedia/wmfdata-python.git@release --ignore-installed`.

To see the changes, refer to https://github.com/wikimedia/wmfdata-python/blob/release/CHANGELOG.md

00. Acquire the data

Query the flowdb database and get necessary data around Flow revisions.

Sources:

• Flow/Database
• Flow/Architecture

dfAllFlow = mariadb.run('''
WITH flow_revision_ts AS (
    SELECT
        workflow_wiki,
        workflow_page_id,
        workflow_namespace,
        workflow_title_text,
        date_format(from_unixtime((conv(substring(hex(rev_id), 1, 12), 16, 10) >> 2) / 1000),"%Y%m%d%H%i%S") AS rev_timestamp,
        rev_change_type,
        rev_user_id,
        rev_user_ip
    FROM flow_workflow
    INNER JOIN flow_tree_node ON workflow_id = tree_ancestor_id
    INNER JOIN flow_tree_revision ON tree_descendant_id = tree_rev_descendant_id
    INNER JOIN flow_revision ON tree_rev_id = rev_id
)
SELECT *
FROM flow_revision_ts
WHERE
        rev_timestamp >= '20231001000000'
    -- the other post we're interested in is `new-post`, but those entries
    -- are also automatically entered as `reply`, so condition to one to avoid
    -- duplication.
    AND rev_change_type = 'reply'
''', 'flowdb', use_x1=True)
dfAllFlow['rev_timestamp_day'] = pd.to_datetime(dfAllFlow.rev_timestamp.apply(lambda x: x[:8]))
dfAllFlow.head(2)

	workflow_wiki	workflow_page_id	workflow_namespace	workflow_title_text	rev_timestamp	rev_change_type	rev_user_id	rev_user_ip	rev_timestamp_day
0	mediawikiwiki	477763	4	Support_desk	20231121003028	reply	0	203.180.194.248	2023-11-21
1	mediawikiwiki	477763	4	Support_desk	20231121003129	reply	0	203.180.194.248	2023-11-21

01. Per-day usage on individual wikis

wikis = dfAllFlow.workflow_wiki.unique()
wikis.sort()

for wiki in wikis:
    display(Markdown('#### %s\n' % wiki))
    dfAgg = dfAllFlow.loc[dfAllFlow.workflow_wiki == wiki][['rev_timestamp_day', 'rev_timestamp']]\
        .rename(columns={'rev_timestamp': 'revisions'})\
        .groupby('rev_timestamp_day')\
        .count()\
        .resample('D')\
        .asfreq(0)
    dfAgg.plot(figsize=(15,5), title='%s Flow per day usage' % wiki, kind='bar')
    plt.show()

arwiki

bswiki

cawiki

cawikiquote

elwiki

euwiki

fawiki

fiwiki

frwiki

frwikisource

frwikiversity

frwikivoyage

gomwiki

hewiki

idwiki

kabwiki

kkwiki

lvwiki

mediawikiwiki

nowiki

orwiki

outreachwiki

plwiki

ptwiki

ptwikibooks

sewikimedia

testwiki

urwiki

viwikisource

wawiki

wawiktionary

wikidatawiki

zhwiki

zhwikisource

02. Per day usage on individual wikis (tabular)

dfAllFlow[['workflow_wiki', 'rev_timestamp_day', 'rev_timestamp']]\
    .rename(columns={'rev_timestamp': 'revisions'})\
    .groupby(['workflow_wiki', 'rev_timestamp_day'])\
    .count()

		revisions
workflow_wiki	rev_timestamp_day
arwiki	2023-10-01	27
	2023-10-02	11
	2023-10-03	12
	2023-10-04	6
	2023-10-05	7
	2023-10-06	16
	2023-10-07	16
	2023-10-08	4
	2023-10-09	26
	2023-10-10	26
	2023-10-11	13
	2023-10-12	12
	2023-10-13	9
	2023-10-14	31
	2023-10-15	3
	2023-10-16	26
	2023-10-17	7
	2023-10-18	8
	2023-10-19	9
	2023-10-20	22
	2023-10-21	27
	2023-10-22	27
	2023-10-23	26
	2023-10-24	21
	2023-10-25	24
	2023-10-26	32
	2023-10-27	43
	2023-10-28	29
	2023-10-29	15
	2023-10-30	25
	2023-10-31	20
	2023-11-01	30
	2023-11-02	10
	2023-11-03	9
	2023-11-04	5
	2023-11-05	23
	2023-11-06	26
	2023-11-07	15
	2023-11-08	4
	2023-11-09	24
	2023-11-10	25
	2023-11-11	16
	2023-11-12	24
	2023-11-13	28
	2023-11-14	26
	2023-11-15	25
	2023-11-16	24
	2023-11-17	24
	2023-11-18	38
	2023-11-19	22
	2023-11-20	39
	2023-11-21	17
	2023-11-22	7
	2023-11-23	18
	2023-11-24	8
	2023-11-25	19
	2023-11-26	23
	2023-11-27	29
	2023-11-28	11
	2023-11-29	14
	2023-11-30	18
	2023-12-01	47
	2023-12-02	22
	2023-12-03	5
2023-12-04	19
2023-12-05	15
2023-12-06	11
bswiki	2023-10-16	2
	2023-10-17	2
	2023-11-06	1
	2023-11-07	2
	2023-11-16	4
	2023-11-29	1
	2023-11-30	1
	2023-12-04	1
	2023-12-05	3
cawiki	2023-10-01	21
	2023-10-02	12
	2023-10-03	22
	2023-10-04	20
	2023-10-05	17
	2023-10-06	12
	2023-10-07	8
	2023-10-08	17
	2023-10-09	18
	2023-10-10	11
	2023-10-11	7
	2023-10-12	15
	2023-10-13	16
	2023-10-14	16
	2023-10-15	30
	2023-10-16	34
	2023-10-17	13
	2023-10-18	18
	2023-10-19	23
	2023-10-20	21
	2023-10-21	25
	2023-10-22	25
	2023-10-23	9
	2023-10-24	18
	2023-10-25	8
	2023-10-26	13
	2023-10-27	12
	2023-10-28	23
	2023-10-29	27
	2023-10-30	21
	2023-10-31	6
	2023-11-01	2
	2023-11-02	5
	2023-11-03	16
	2023-11-04	14
	2023-11-05	32
	2023-11-06	38
	2023-11-07	39
	2023-11-08	14
	2023-11-09	6
	2023-11-10	11
	2023-11-11	24
	2023-11-12	31
	2023-11-13	12
	2023-11-14	25
	2023-11-15	18
	2023-11-16	25
	2023-11-17	12
	2023-11-18	6
	2023-11-19	16
	2023-11-20	36
	2023-11-21	13
	2023-11-22	31
	2023-11-23	41
	2023-11-24	6
	2023-11-25	13
	2023-11-26	28
	2023-11-27	24
	2023-11-28	32
	2023-11-29	49
	2023-11-30	31
	2023-12-01	23
	2023-12-02	28
	2023-12-03	30
2023-12-04	41
2023-12-05	70
2023-12-06	45
cawikiquote	2023-10-09	1
	2023-10-10	1
	2023-10-17	1
	2023-10-18	1
	2023-10-19	1
	2023-11-20	2
	2023-11-24	1
elwiki	2023-10-03	1
	2023-10-09	2
	2023-10-12	1
	2023-10-15	2
	2023-10-16	3
	2023-10-17	4
	2023-10-18	1
	2023-10-20	2
	2023-10-23	1
	2023-10-24	1
	2023-10-25	2
	2023-10-26	1
	2023-10-28	1
	2023-11-05	1
	2023-11-06	3
	2023-11-08	7
	2023-11-09	1
	2023-11-13	4
	2023-11-17	1
	2023-11-18	1
	2023-11-20	1
	2023-11-23	1
	2023-11-24	2
	2023-11-25	1
	2023-11-27	1
	2023-11-29	6
	2023-12-01	1
	2023-12-04	4
euwiki	2023-10-01	5
	2023-10-02	1
	2023-10-03	1
	2023-10-06	1
	2023-10-08	4
	2023-10-09	3
	2023-10-10	2
	2023-10-11	1
	2023-10-12	1
	2023-10-13	2
	2023-10-16	4
	2023-10-17	2
	2023-10-18	7
	2023-10-23	2
	2023-10-25	1
	2023-10-26	6
	2023-10-27	2
	2023-10-28	3
	2023-10-30	2
	2023-11-06	2
	2023-11-08	4
	2023-11-10	3
	2023-11-13	1
	2023-11-16	1
	2023-11-18	1
	2023-11-20	2
	2023-11-22	1
	2023-11-27	1
	2023-12-01	1
	2023-12-02	2
	2023-12-03	6
	2023-12-04	19
	2023-12-05	5
fawiki	2023-10-01	13
	2023-10-02	5
	2023-10-03	10
	2023-10-04	1
	2023-10-05	4
	2023-10-06	9
	2023-10-07	15
	2023-10-08	8
	2023-10-09	15
	2023-10-10	3
	2023-10-11	8
	2023-10-12	13
	2023-10-13	9
	2023-10-14	14
	2023-10-15	7
	2023-10-16	6
	2023-10-17	5
	2023-10-18	8
	2023-10-19	5
	2023-10-20	12
	2023-10-21	1
	2023-10-22	1
	2023-10-23	13
	2023-10-24	4
	2023-10-25	4
	2023-10-26	6
	2023-10-27	2
	2023-10-28	4
	2023-10-29	3
	2023-10-30	8
	2023-10-31	5
	2023-11-01	6
	2023-11-02	3
	2023-11-03	3
	2023-11-04	3
	2023-11-05	3
	2023-11-07	3
	2023-11-08	5
	2023-11-09	3
	2023-11-10	10
	2023-11-11	1
	2023-11-12	2
	2023-11-14	3
	2023-11-15	1
	2023-11-16	5
	2023-11-17	4
	2023-11-18	4
	2023-11-19	3
	2023-11-20	10
	2023-11-21	7
	2023-11-22	9
	2023-11-23	3
	2023-11-24	5
	2023-11-26	1
	2023-11-27	4
	2023-11-28	2
	2023-11-29	5
	2023-11-30	2
	2023-12-01	1
	2023-12-02	10
	2023-12-03	3
	2023-12-04	3
	2023-12-05	2
	2023-12-06	2
fiwiki	2023-10-09	1
	2023-10-21	2
	2023-10-24	5
	2023-10-26	1
	2023-11-26	1
frwiki	2023-10-01	61
	2023-10-02	124
	2023-10-03	116
	2023-10-04	92
	2023-10-05	75
	2023-10-06	55
	2023-10-07	61
	2023-10-08	26
	2023-10-09	112
	2023-10-10	71
	2023-10-11	75
	2023-10-12	78
	2023-10-13	84
	2023-10-14	55
	2023-10-15	37
	2023-10-16	169
	2023-10-17	48
	2023-10-18	56
	2023-10-19	66
	2023-10-20	74
	2023-10-21	66
	2023-10-22	54
	2023-10-23	148
	2023-10-24	56
	2023-10-25	51
	2023-10-26	104
	2023-10-27	68
	2023-10-28	52
	2023-10-29	42
	2023-10-30	109
	2023-10-31	43
	2023-11-01	172
	2023-11-02	81
	2023-11-03	75
	2023-11-04	77
	2023-11-05	82
	2023-11-06	153
	2023-11-07	87
	2023-11-08	73
	2023-11-09	91
	2023-11-10	71
	2023-11-11	91
	2023-11-12	63
	2023-11-13	165
	2023-11-14	89
	2023-11-15	91
	2023-11-16	60
	2023-11-17	72
	2023-11-18	71
	2023-11-19	68
	2023-11-20	136
	2023-11-21	95
	2023-11-22	82
	2023-11-23	53
	2023-11-24	81
	2023-11-25	85
	2023-11-26	96
	2023-11-27	150
	2023-11-28	83
	2023-11-29	90
	2023-11-30	86
	2023-12-01	127
	2023-12-02	80
	2023-12-03	75
2023-12-04	125
2023-12-05	83
2023-12-06	53
frwikisource	2023-10-01	2
	2023-10-02	2
	2023-10-03	9
	2023-10-04	3
	2023-10-06	3
	2023-10-07	2
	2023-10-08	2
	2023-10-09	4
	2023-10-11	1
	2023-10-15	17
	2023-10-16	17
	2023-10-17	5
	2023-10-18	4
	2023-10-19	1
	2023-10-20	1
	2023-10-21	10
	2023-10-22	5
	2023-10-25	4
	2023-10-30	5
	2023-11-02	2
	2023-11-03	3
	2023-11-04	2
	2023-11-08	5
	2023-11-09	1
	2023-11-10	1
	2023-11-11	3
	2023-11-12	9
	2023-11-13	9
	2023-11-14	1
	2023-11-15	4
	2023-11-16	10
	2023-11-17	11
	2023-11-18	7
	2023-11-19	14
	2023-11-20	5
	2023-11-21	13
	2023-11-22	7
	2023-11-23	5
	2023-11-27	15
	2023-11-29	25
	2023-11-30	16
	2023-12-01	6
	2023-12-02	5
	2023-12-04	2
frwikiversity	2023-10-12	3
	2023-10-30	2
	2023-11-22	1
	2023-11-26	1
	2023-11-29	2
frwikivoyage	2023-10-03	2
	2023-10-09	2
	2023-10-16	1
	2023-10-23	1
	2023-10-30	1
	2023-11-06	2
	2023-11-13	1
	2023-11-21	2
	2023-11-27	1
	2023-12-04	1
gomwiki	2023-10-03	1
	2023-10-04	1
	2023-10-05	1
	2023-10-09	2
	2023-10-10	1
	2023-10-16	1
	2023-10-17	1
	2023-10-23	1
	2023-10-30	1
	2023-11-06	1
	2023-11-07	1
	2023-11-13	1
	2023-11-21	1
	2023-11-27	1
	2023-12-02	1
	2023-12-04	1
	2023-12-05	1
hewiki	2023-11-02	2
	2023-11-12	2
	2023-11-13	3
idwiki	2023-10-01	2
	2023-10-03	4
	2023-10-04	2
	2023-10-06	2
	2023-10-09	2
	2023-10-10	1
	2023-10-12	3
	2023-10-13	5
	2023-10-15	1
	2023-10-16	1
	2023-10-17	4
	2023-10-18	10
	2023-10-19	3
	2023-10-20	4
	2023-10-21	8
	2023-10-22	2
	2023-10-23	2
	2023-10-24	2
	2023-10-25	7
	2023-10-31	2
	2023-11-01	1
	2023-11-02	4
	2023-11-03	3
	2023-11-04	11
	2023-11-05	1
	2023-11-08	4
	2023-11-09	5
	2023-11-10	4
	2023-11-11	3
	2023-11-12	4
	2023-11-14	2
	2023-11-15	5
	2023-11-16	1
	2023-11-19	3
	2023-11-20	1
	2023-11-22	4
	2023-11-23	1
	2023-11-24	7
	2023-11-25	6
	2023-11-26	4
	2023-11-27	6
	2023-11-28	4
	2023-11-29	3
	2023-11-30	3
	2023-12-01	2
	2023-12-02	3
	2023-12-04	1
	2023-12-05	10
	2023-12-06	2
kabwiki	2023-10-21	1
	2023-10-28	1
	2023-10-29	2
	2023-10-30	2
	2023-10-31	1
	2023-11-07	1
	2023-11-08	1
	2023-11-14	6
	2023-11-20	2
	2023-11-30	1
kkwiki	2023-10-02	1
	2023-11-20	2
	2023-11-30	2
lvwiki	2023-10-02	1
	2023-10-03	2
	2023-10-09	2
	2023-10-11	1
	2023-10-15	2
	2023-10-16	2
	2023-10-23	2
	2023-10-30	2
	2023-11-06	3
	2023-11-13	2
	2023-11-20	1
	2023-11-21	2
	2023-11-27	2
	2023-12-04	2
mediawikiwiki	2023-10-01	22
	2023-10-02	38
	2023-10-03	58
	2023-10-04	59
	2023-10-05	30
	2023-10-06	23
	2023-10-07	22
	2023-10-08	17
	2023-10-09	43
	2023-10-10	27
	2023-10-11	32
	2023-10-12	43
	2023-10-13	30
	2023-10-14	13
	2023-10-15	17
	2023-10-16	56
	2023-10-17	38
	2023-10-18	62
	2023-10-19	17
	2023-10-20	25
	2023-10-21	19
	2023-10-22	20
	2023-10-23	48
	2023-10-24	42
	2023-10-25	31
	2023-10-26	76
	2023-10-27	14
	2023-10-28	28
	2023-10-29	38
	2023-10-30	58
	2023-10-31	25
	2023-11-01	27
	2023-11-02	36
	2023-11-03	38
	2023-11-04	27
	2023-11-05	25
	2023-11-06	59
	2023-11-07	50
	2023-11-08	53
	2023-11-09	32
	2023-11-10	35
	2023-11-11	27
	2023-11-12	29
	2023-11-13	53
	2023-11-14	36
	2023-11-15	34
	2023-11-16	32
	2023-11-17	36
	2023-11-18	28
	2023-11-19	16
	2023-11-20	48
	2023-11-21	60
	2023-11-22	42
	2023-11-23	39
	2023-11-24	29
	2023-11-25	22
	2023-11-26	25
	2023-11-27	45
	2023-11-28	45
	2023-11-29	38
	2023-11-30	40
	2023-12-01	45
	2023-12-02	33
	2023-12-03	29
2023-12-04	60
2023-12-05	31
2023-12-06	22
nowiki	2023-10-02	2
	2023-10-03	3
	2023-10-04	1
	2023-10-06	1
	2023-10-07	2
	2023-10-09	3
	2023-10-10	6
	2023-10-16	5
	2023-10-20	1
	2023-10-21	1
	2023-10-23	8
	2023-10-25	1
	2023-10-30	3
	2023-10-31	1
	2023-11-01	3
	2023-11-02	1
	2023-11-06	5
	2023-11-10	1
	2023-11-11	1
	2023-11-13	3
	2023-11-14	6
	2023-11-15	10
	2023-11-16	4
	2023-11-18	1
	2023-11-20	4
	2023-11-21	1
	2023-11-22	2
	2023-11-23	2
	2023-11-25	1
	2023-11-26	8
	2023-11-27	3
	2023-11-30	2
	2023-12-01	1
	2023-12-04	5
orwiki	2023-10-02	1
	2023-10-03	2
	2023-10-04	1
	2023-10-05	1
	2023-10-10	1
	2023-10-27	1
	2023-10-31	1
	2023-11-07	1
	2023-12-05	1
outreachwiki	2023-10-11	1
	2023-11-11	1
plwiki	2023-10-01	2
	2023-10-02	6
	2023-10-03	8
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