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Merge branch 'master' of github.com:CommunityDataScienceCollective/COVID-19_Digital_O... dsaez_submodule
authorNathan TeBlunthuis <nathante@uw.edu>
Fri, 3 Apr 2020 22:34:16 +0000 (15:34 -0700)
committerNathan TeBlunthuis <nathante@uw.edu>
Fri, 3 Apr 2020 22:34:16 +0000 (15:34 -0700)
22 files changed:
.gitignore [new file with mode: 0644] patch | blob
cron-wikipedia_revisions.sh [new file with mode: 0644] patch | blob
cron-wikipedia_views.sh [new file with mode: 0644] patch | blob
keywords/example_analysis/output/top5_queries_per_term_per_date.csv [moved from keywords/analysis/output/top5_queries_per_term_per_date.csv with 100% similarity] patch | blob | history
keywords/example_analysis/output/top_queries_plot.png [new file with mode: 0644] patch | blob
keywords/example_analysis/related_searches_example.R [moved from keywords/analysis/related_searches_example.R with 100% similarity] patch | blob | history
keywords/example_analysis/related_searches_tidyverse_example.R [new file with mode: 0644] patch | blob
keywords/example_analysis/translations_example.R [moved from keywords/analysis/translations_example.R with 100% similarity] patch | blob | history
keywords/example_analysis/translations_example.py [moved from keywords/analysis/translations_example.py with 100% similarity] patch | blob | history
wikipedia/example_analysis/output/first_1000_edit_timeseries.png [new file with mode: 0644] patch | blob
wikipedia/example_analysis/output/top10_views_by_project_date.csv [new file with mode: 0644] patch | blob
wikipedia/example_analysis/output/user_edit_counts-first1000.csv [new file with mode: 0644] patch | blob
wikipedia/example_analysis/pageview_example.R [moved from wikipedia_views/analysis/pageview_example.R with 59% similarity] patch | blob | history
wikipedia/example_analysis/revisions_example.R [new file with mode: 0644] patch | blob
wikipedia/scripts/digobs.py [new file with mode: 0644] patch | blob
wikipedia/scripts/fetch_enwiki_daily_views.py [new file with mode: 0755] patch | blob
wikipedia/scripts/fetch_enwiki_revisions.py [new file with mode: 0755] patch | blob
wikipedia/scripts/wikiproject_scraper.py [moved from wikipedia_views/scripts/wikiproject_scraper.py with 73% similarity] patch | blob | history
wikipedia_views/analysis/output/top10_views_by_project_date.csv [deleted file] patch | blob | history
wikipedia_views/logs/placeholder [deleted file] patch | blob | history
wikipedia_views/resources/articles.txt [deleted file] patch | blob | history
wikipedia_views/scripts/fetch_daily_views.py [deleted file] patch | blob | history

diff --git a/.gitignore b/.gitignore
new file mode 100644 (file)
index 0000000..effc4ec
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,4 @@
+wikipedia/data/
+wikipedia/logs/
+wikipedia/resources/enwp_wikiproject_covid19_articles.txt
+__pycache__
diff --git a/cron-wikipedia_revisions.sh b/cron-wikipedia_revisions.sh
new file mode 100644 (file)
index 0000000..5ba02ed
--- /dev/null
+++ b/cron-wikipedia_revisions.sh
@@ -0,0 +1,17 @@
+#!/bin/bash -x
+
+TZ="UTC"
+date_string=$(date +%Y%m%d)
+
+revs_log="enwp-revisions-${date_string}.log"
+./wikipedia/scripts/wikiproject_scraper.py 2> >(tee wikipedia/logs/${revs_log})
+
+./wikipedia/scripts/fetch_enwiki_revisions.py 2> >(tee -a wikipedia/logs/${revs_log})
+mv wikipedia/logs/${revs_log} /var/www/covid19/wikipedia/logs/
+
+revs_tsv="digobs_covid19-wikipedia-enwiki_revisions-${date_string}.tsv"
+mv wikipedia/data/${revs_tsv} /var/www/covid19/wikipedia
+
+revs_json="digobs_covid19-wikipedia-enwiki_revisions-${date_string}.json"
+xz wikipedia/data/${revs_json}
+mv wikipedia/data/${revs_json}.xz /var/www/covid19/wikipedia
diff --git a/cron-wikipedia_views.sh b/cron-wikipedia_views.sh
new file mode 100644 (file)
index 0000000..4afe380
--- /dev/null
+++ b/cron-wikipedia_views.sh
@@ -0,0 +1,16 @@
+#!/bin/bash -x
+
+TZ="UTC"
+date_string=${OVERRIDE_DATE_STRING:-$(date +%Y%m%d)}
+
+view_log="enwp-daily_views-${date_string}.log"
+./wikipedia/scripts/wikiproject_scraper.py 2> >(tee wikipedia/logs/${view_log})
+
+# get the list of files
+./wikipedia/scripts/fetch_enwiki_daily_views.py -d "${date_string}" 2> >(tee -a wikipedia/logs/${view_log})
+mv wikipedia/logs/${view_log} /var/www/covid19/wikipedia/logs/${view_log}
+mv wikipedia/data/digobs_covid19-wikipedia-enwiki_dailyviews-${date_string}.tsv /var/www/covid19/wikipedia/
+
+# xz wikipedia/data/digobs_covid19-wikipedia-enwiki_dailyviews-${date_string}.json
+mv wikipedia/data/digobs_covid19-wikipedia-enwiki_dailyviews-${date_string}.json /var/www/covid19/wikipedia/
+
diff --git a/keywords/example_analysis/output/top_queries_plot.png b/keywords/example_analysis/output/top_queries_plot.png
new file mode 100644 (file)
index 0000000..276610e
Binary files /dev/null and b/keywords/example_analysis/output/top_queries_plot.png differ
diff --git a/keywords/example_analysis/related_searches_tidyverse_example.R b/keywords/example_analysis/related_searches_tidyverse_example.R
new file mode 100644 (file)
index 0000000..f22ab0d
--- /dev/null
+++ b/keywords/example_analysis/related_searches_tidyverse_example.R
@@ -0,0 +1,31 @@
+### COVID-19 Digital Observatory
+### 2020-03-28
+### 
+### Minimal example analysis file using trending search data
+
+library(tidyverse)
+
+### Import and cleanup data
+
+
+related.searches.top = read_csv("https://github.com/CommunityDataScienceCollective/COVID-19_Digital_Observatory/raw/master/keywords/output/intermediate/related_searches_top.csv")
+
+
+## Plot how often the top 10 queries appear in the top 10 suggested list each day
+
+plot <- related.searches.top %>% 
+  group_by(term, date) %>% # Group by term and date
+  arrange(-value) %>% # Sort by value (this should already be done anyway)
+  top_n(10) %>% # Get the top 10 queries for each term-day pair
+  group_by(query) %>% # Group by again, this time for each query
+  summarize(appearances = n()) %>% # Count how often this query appears in the top 10 (which is how many Google displays)
+  arrange(-appearances) %>% # Sort by appearances
+  top_n(10) %>% # And get the top 10 queries
+  ggplot(aes(x=reorder(query, appearances), y=appearances)) + # Plot the number of appearances, ordered by appearances
+  geom_bar(stat = 'identity') + # Tell R that we want to use the values of `appearances` as the counts
+  coord_flip() + # Flip the plot
+  xlab("Query") + 
+  ylab("Number of appearances in top 10 suggested queries") +
+  theme_minimal() # And make it minimal
+
+ggsave('./output/top_queries_plot.png', plot)
\ No newline at end of file
diff --git a/wikipedia/example_analysis/output/first_1000_edit_timeseries.png b/wikipedia/example_analysis/output/first_1000_edit_timeseries.png
new file mode 100644 (file)
index 0000000..0d7a0c7
Binary files /dev/null and b/wikipedia/example_analysis/output/first_1000_edit_timeseries.png differ
diff --git a/wikipedia/example_analysis/output/top10_views_by_project_date.csv b/wikipedia/example_analysis/output/top10_views_by_project_date.csv
new file mode 100644 (file)
index 0000000..f497584
--- /dev/null
+++ b/wikipedia/example_analysis/output/top10_views_by_project_date.csv
@@ -0,0 +1,11 @@
+"article","project","timestamp","views"
+"Charles,_Prince_of_Wales","en.wikipedia","2020010100",32880
+"Tom_Hanks","en.wikipedia","2020010100",23586
+"Boris_Johnson","en.wikipedia","2020010100",12974
+"Eurovision_Song_Contest_2020","en.wikipedia","2020010100",7901
+"Mike_Pence","en.wikipedia","2020010100",4088
+"Olga_Kurylenko","en.wikipedia","2020010100",3653
+"WrestleMania_36","en.wikipedia","2020010100",3484
+"World_Health_Organization","en.wikipedia","2020010100",3002
+"Severe_acute_respiratory_syndrome","en.wikipedia","2020010100",2037
+"Centers_for_Disease_Control_and_Prevention","en.wikipedia","2020010100",909
diff --git a/wikipedia/example_analysis/output/user_edit_counts-first1000.csv b/wikipedia/example_analysis/output/user_edit_counts-first1000.csv
new file mode 100644 (file)
index 0000000..1f7cf70
--- /dev/null
+++ b/wikipedia/example_analysis/output/user_edit_counts-first1000.csv
@@ -0,0 +1,844 @@
+"user","title","appearances"
+"Whispyhistory","2019–20 coronavirus pandemic",158
+"Hallooooed","2019–20 coronavirus pandemic",118
+"110.137.163.146","2019–20 coronavirus pandemic",28
+"PenulisHantu","2019–20 coronavirus pandemic",24
+"Phoenix7777","2019–20 coronavirus pandemic",21
+"Discern irony","2019–20 coronavirus pandemic",20
+"Jtamad","2019–20 coronavirus pandemic",19
+"Skaijie","2019–20 coronavirus pandemic",19
+"Johndavies837","2019–20 coronavirus pandemic",18
+"Ozzie10aaaa","2019–20 coronavirus pandemic",17
+"Nguyen QuocTrung","2019–20 coronavirus pandemic",14
+"71.17.186.200","2019–20 coronavirus pandemic",8
+"GoofyNoah","2019–20 coronavirus pandemic",8
+"Underwaterbuffalo","2019–20 coronavirus pandemic",8
+"Andonic","2019–20 coronavirus pandemic",7
+"Louis He","2019–20 coronavirus pandemic",7
+"Vinhson27","2019–20 coronavirus pandemic",7
+"2604:2000:1403:654:A8CD:8F65:AC3B:2FDB","2019–20 coronavirus pandemic",6
+"Optakeover","2019–20 coronavirus pandemic",6
+"39cookies","2019–20 coronavirus pandemic",5
+"Arthurfragoso","2019–20 coronavirus pandemic",5
+"Artoria2e5","2019–20 coronavirus pandemic",5
+"Davianlols6","2019–20 coronavirus pandemic",5
+"Lucastefan123","2019–20 coronavirus pandemic",5
+"Sc2353","2019–20 coronavirus pandemic",5
+"Tiangulu010","2019–20 coronavirus pandemic",5
+"Wuerzele","2019–20 coronavirus pandemic",5
+"2.59.238.253","2019–20 coronavirus pandemic",4
+"2001:14BA:1CFF:F00:C4EC:7280:4E87:EA70","2019–20 coronavirus pandemic",4
+"2001:8003:4E4E:E900:C9B4:B665:EBDA:914A","2019–20 coronavirus pandemic",4
+"2A01:CB19:9AD:F900:649D:67A:2122:D988","2019–20 coronavirus pandemic",4
+"Espresso Addict","2019–20 coronavirus pandemic",4
+"Geographyinitiative","2019–20 coronavirus pandemic",4
+"Hariboneagle927","2019–20 coronavirus pandemic",4
+"Keivan.f","2019–20 coronavirus pandemic",4
+"Kencf0618","2019–20 coronavirus pandemic",4
+"Michael Billford","2019–20 coronavirus pandemic",4
+"Qono","2019–20 coronavirus pandemic",4
+"Ravenpuff","2019–20 coronavirus pandemic",4
+"Ser Amantio di Nicolao","2019–20 coronavirus pandemic",4
+"Sikander","2019–20 coronavirus pandemic",4
+"Unknown4321unknown","2019–20 coronavirus pandemic",4
+"107.190.33.254","2019–20 coronavirus pandemic",3
+"173.68.165.114","2019–20 coronavirus pandemic",3
+"175.110.65.187","2019–20 coronavirus pandemic",3
+"205.143.204.240","2019–20 coronavirus pandemic",3
+"2600:1700:DFA0:9880:6879:FB75:E4A:787","2019–20 coronavirus pandemic",3
+"60.224.246.140","2019–20 coronavirus pandemic",3
+"78.98.55.59","2019–20 coronavirus pandemic",3
+"99.254.34.143","2019–20 coronavirus pandemic",3
+"Alpha Centauri 5932","2019–20 coronavirus pandemic",3
+"Bondegezou","2019–20 coronavirus pandemic",3
+"Boud","2019–20 coronavirus pandemic",3
+"ChromeGames923","2019–20 coronavirus pandemic",3
+"Cypp0847","2019–20 coronavirus pandemic",3
+"Dicklyon","2019–20 coronavirus pandemic",3
+"Dieu2005","2019–20 coronavirus pandemic",3
+"Kalescribbles","2019–20 coronavirus pandemic",3
+"MSG17","2019–20 coronavirus pandemic",3
+"POTUF","2019–20 coronavirus pandemic",3
+"Sm8900","2019–20 coronavirus pandemic",3
+"TheSebik","2019–20 coronavirus pandemic",3
+"THEunique","2019–20 coronavirus pandemic",3
+"Tony Patt","2019–20 coronavirus pandemic",3
+"Tsukide","2019–20 coronavirus pandemic",3
+"113.20.98.232","2019–20 coronavirus pandemic",2
+"130.63.244.97","2019–20 coronavirus pandemic",2
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+"184.186.157.247","2019–20 coronavirus pandemic",2
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+"93.176.159.64","2019–20 coronavirus pandemic",2
+"Adûnâi","2019–20 coronavirus pandemic",2
+"ArbDardh","2019–20 coronavirus pandemic",2
+"Bdgzczy","2019–20 coronavirus pandemic",2
+"C933103","2019–20 coronavirus pandemic",2
+"Cherkash","2019–20 coronavirus pandemic",2
+"CRGreathouse","2019–20 coronavirus pandemic",2
+"Fasnon","2019–20 coronavirus pandemic",2
+"FReaKaNDeLL","2019–20 coronavirus pandemic",2
+"Gog the Mild","2019–20 coronavirus pandemic",2
+"Hensa1","2019–20 coronavirus pandemic",2
+"Honkinonbobo","2019–20 coronavirus pandemic",2
+"Hydrology","2019–20 coronavirus pandemic",2
+"Itismeosama","2019–20 coronavirus pandemic",2
+"Kndimov","2019–20 coronavirus pandemic",2
+"Llooong","2019–20 coronavirus pandemic",2
+"Magicknight94","2019–20 coronavirus pandemic",2
+"Mvolz","2019–20 coronavirus pandemic",2
+"Pancho507","2019–20 coronavirus pandemic",2
+"Petrandreev13","2019–20 coronavirus pandemic",2
+"Ptrump16","2019–20 coronavirus pandemic",2
+"Rethliopuks","2019–20 coronavirus pandemic",2
+"Sanya3","2019–20 coronavirus pandemic",2
+"SounderBruce","2019–20 coronavirus pandemic",2
+"Tezakhiago","2019–20 coronavirus pandemic",2
+"The Anome","2019–20 coronavirus pandemic",2
+"Unnamelessness","2019–20 coronavirus pandemic",2
+"Valereee","2019–20 coronavirus pandemic",2
+"Yadsalohcin","2019–20 coronavirus pandemic",2
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+"39.120.196.23","2019–20 coronavirus pandemic",1
+"3PoundsOfFlax","2019–20 coronavirus pandemic",1
+"49.245.64.157","2019–20 coronavirus pandemic",1
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+"89.236.62.213","2019–20 coronavirus pandemic",1
+"Alexcalamaro","2019–20 coronavirus pandemic",1
+"Alphama","2019–20 coronavirus pandemic",1
+"AngryHarpy","2019–20 coronavirus pandemic",1
+"Anonymouees","2019–20 coronavirus pandemic",1
+"ApChrKey","2019–20 coronavirus pandemic",1
+"AwkwrdPrtMskrt","2019–20 coronavirus pandemic",1
+"Azboi","2019–20 coronavirus pandemic",1
+"Bangabandhu","2019–20 coronavirus pandemic",1
+"Brandmeister","2019–20 coronavirus pandemic",1
+"CaibzGeek","2019–20 coronavirus pandemic",1
+"CaradhrasAiguo","2019–20 coronavirus pandemic",1
+"Cbs527","2019–20 coronavirus pandemic",1
+"Chbe113","2019–20 coronavirus pandemic",1
+"Citobun","2019–20 coronavirus pandemic",1
+"ClueBot NG","2019–20 coronavirus pandemic",1
+"Continentaleurope","2019–20 coronavirus pandemic",1
+"CountyCountry","2019–20 coronavirus pandemic",1
+"CRau080","2019–20 coronavirus pandemic",1
+"Darylgolden","2019–20 coronavirus pandemic",1
+"Dimadick","2019–20 coronavirus pandemic",1
+"Dshubble","2019–20 coronavirus pandemic",1
+"E3.akpinar","2019–20 coronavirus pandemic",1
+"Editeditor2019","2019–20 coronavirus pandemic",1
+"EelamStyleZ","2019–20 coronavirus pandemic",1
+"Efly","2019–20 coronavirus pandemic",1
+"El C","2019–20 coronavirus pandemic",1
+"Eric1212","2019–20 coronavirus pandemic",1
+"Every inherent nuance of the dummys prudence  38351483        83348   13dc9be20f0a34a748bce9774dc6a75d6b2f401b        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936878544 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936879169       2020-01-21T15:47:59Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       937013223       2020-01-22T11:48:33Z    Hallooooed      35860459        101331  ecf7d5f7dfc5fa2d5a628e698c5cbcd9b1c49b4b        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937013223 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937013270       2020-01-22T11:48:54Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       937183918       2020-01-23T13:07:47Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       937184839       2020-01-23T13:17:17Z    47.147.1.98     0       126632  061d45e3af771596da384667b4377e6d94112769        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937184839 2020-04-01 18:26:08.050692      ff5521d
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+2019–20 coronavirus pandemic 62750956        0       936680834       2020-01-20T10:00:38Z    Whispyhistory   30823445        59803   0533be52b98a6fe010aae2ff4d6d4066ac4645cd        wikitext        False   True    https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936680834 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936682889       2020-01-20T10:19:44Z    Whispyhistory   30823445        59826   dbc172e8b7a7b8ea2b8c9c882feade015f3d2d25        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936682889 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936683498       2020-01-20T10:24:50Z    Whispyhistory   30823445        59432   f0acb025ba833c676720de85cea09378c651645a        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936683498 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936684752       2020-01-20T10:36:07Z    Jim Michael     11743147        59504   a6c5c20fc922f6d14b4d4eeca81566c3aa3192a6        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936684752 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936685826       2020-01-20T10:46:01Z    Whispyhistory   30823445        59543   1b9c29df343bb836b6aa0e116c0fc14ddd5e9633        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936685826 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936686163       2020-01-20T10:49:06Z    Whispyhistory   30823445        59569   690053ee89ea62afd152d4b0a8160b6a5e103bb8        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936686163 2020-04-01 18:26:08.050692      ff5521d
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+2019–20 coronavirus pandemic 62750956        0       936690601       2020-01-20T11:39:21Z    Whispyhistory   30823445        58869   b413d7dd22f0108db79755a4d503d1358e98c549        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936690601 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936693122       2020-01-20T12:08:11Z    Hallooooed      35860459        59605   07c9968cc851de32c7f8036a52b049fa4f7d8c92        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936693122 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936693237       2020-01-20T12:09:14Z    Sheila1988      30585864        59705   6b8a6ae8c470cf6ed89b3bf45b9fd7712f938be3        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936693237 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936694341       2020-01-20T12:22:27Z    Hallooooed      35860459        59704   137179225417d898f4845e5b82422faa075c12b0        wikitext        False   True    https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936694341 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936694418       2020-01-20T12:23:05Z    Hallooooed      35860459        59704   b492308f28fc34922337942471d1b0c48ecacd2f        wikitext        False   True    https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936694418 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936697068       2020-01-20T12:52:24Z    Hallooooed      35860459        60045   bfbced95f8c9e45c5177c9eb0da72e71a43adbd0        wikitext        False   True    https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936697068 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936697425       2020-01-20T12:56:16Z    Robertsky       1990013 60070   e8f1e16848e350099cf336b049dfed8f05938264        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936697425 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936697493       2020-01-20T12:57:05Z    Robertsky       1990013 60061   134a2bb2bb32ea7dd740593e808f2195713fc392        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936697493 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936697789       2020-01-20T13:00:27Z    Corn cheese     17569177        60079   de7ad616b36a435393099df1d8793c9b70fd5e06        wikitext        False   True    https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936697789 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936699557       2020-01-20T13:17:56Z    Ypna    9662347 60066   e1725f48fc60e508adeffb036fd1e0edb58e8441        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936699557 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936699804       2020-01-20T13:20:24Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       936703259       2020-01-20T13:49:35Z    Hallooooed      35860459        61193   091748e15f0bfd25e14951adae7e2bd51bb57d77        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936703259 2020-04-01 18:26:08.050692      ff5521d
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+2019–20 coronavirus pandemic 62750956        0       936778691       2020-01-20T23:23:43Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       935068882       2020-01-10T07:49:06Z    Whispyhistory   30823445        12384   a32728af818484726ee16ac5c65c35186e88aec3        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=935068882 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       935068946       2020-01-10T07:50:06Z    Whispyhistory   30823445        12380   a14adcbd05c4af81cb3adda4019740ded90dac78        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=935068946 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       935069152       2020-01-10T07:52:50Z    Whispyhistory   30823445        12457   ff2bb3ffef0933212c8721430944df654e3c2f4c        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=935069152 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       935069424       2020-01-10T07:56:33Z    Whispyhistory   30823445        12473   db92180ba7fa4231c1f5da64d60dbe66255e472b        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=935069424 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       935069777       2020-01-10T08:02:51Z    Whispyhistory   30823445        12501   aa300fc4222b8671ca43bba298f94f25846d7c7e        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=935069777 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       935171732       2020-01-10T23:24:52Z    Steve Mulch Civic (Pro) 33333691        12934   fc8f2506bd7c6e7c5ff945a53d3415e70248ca3c        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=935171732 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       935178446       2020-01-11T00:33:05Z    Neo-Jay 561624  12964   0c6256fce101481c08dc04112687dd90cf271149        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=935178446 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       935186049       2020-01-11T01:47:19Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       936855730       2020-01-21T12:27:12Z    Phoenix7777     10001499        77921   2b7efa5dc99eef4993aedd89b9f228799489bb06        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936855730 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936856009       2020-01-21T12:29:38Z    Hallooooed      35860459        77923   73762f7a5f3e95cf092141c14ab7b0d431d05b05        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936856009 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936856903       2020-01-21T12:37:20Z    Whispyhistory   30823445        77932   5ee22effcab18479b6a9aa4b81b65dd7e243f0d8        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936856903 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936856969       2020-01-21T12:37:42Z    Hallooooed      35860459        77989   79cf7dfd8065a90802c2828bb2a2211485efbbc4        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936856969 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936857042       2020-01-21T12:38:24Z    Hallooooed      35860459        77989   aea03e58b90f28ce95e6ba879fc062f37500a9ef        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936857042 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936857446       2020-01-21T12:42:20Z    Hallooooed      35860459        78348   7f6991080ff0886a9608f5b62a515032305ed468        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936857446 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936857871       2020-01-21T12:45:49Z    Hallooooed      35860459        78369   75e8475940425f94e927cfa2940122339e64f7c4        wikitext        False   True    https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936857871 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936858692       2020-01-21T12:53:55Z    79.173.173.4    0       78373   01b7d3acb0acbc2c2600296ba5df0a26c56d9829        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936858692 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936859746       2020-01-21T13:04:36Z    Geographyinitiative     10813903        78398   7a5c141dbb46116f99b2c232146a99064c77f634        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936859746 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936859991       2020-01-21T13:07:01Z    Hallooooed      35860459        78631   973143cd3cea111f2fde052e4d1b9eca56f2a21f        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936859991 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936860397       2020-01-21T13:10:58Z    Hallooooed      35860459        79099   8ffbcf1e7fd1b36aaf166ae40cc17040278ad759        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936860397 2020-04-01 18:26:08.050692      ff5521d
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+2019–20 coronavirus pandemic 62750956        0       936861030       2020-01-21T13:16:55Z    58.152.43.242   0       79105   2587856b76f495d7d68c731fb84bf8e79272ca7c        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936861030 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       936863879       2020-01-21T13:41:33Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       936874458       2020-01-21T15:08:12Z    Hallooooed      35860459        82384   59f8662560c9d8192eddf65abc4f67781f8fb126        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=936874458 2020-04-01 18:26:08.050692      ff5521d
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+2019–20 coronavirus pandemic 62750956        0       936877748       2020-01-21T15:36:47Z    Every inherent nuance of the dummys prudence","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       937001061       2020-01-22T09:31:41Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
+"TheGreatSGrean        36415105        97307   664d1a18da33655b4472475da927f48a2578dbeb        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937001154 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937001200       2020-01-22T09:33:45Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       937001838       2020-01-22T09:41:31Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
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+2019–20 coronavirus pandemic 62750956        0       937002078       2020-01-22T09:44:14Z    Michael Billford        37298549        98203   f66536651efa7dda65ac61b332325dcc40046f34        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937002078 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937002133       2020-01-22T09:44:41Z    Phoenix7777     10001499        98450   c30cf4e3ea3c779ef39554a2452b608a9312a362        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937002133 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937002233       2020-01-22T09:45:53Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
+"TheGreatSGrean        36415105        98477   52c4e8652375d95a6be9b521b04fd72ccf9769d9        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937002297 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937002391       2020-01-22T09:47:56Z    Phoenix7777     10001499        98477   4de66befdb349ce2eda925836585dc9682ad5479        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937002391 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937002632       2020-01-22T09:50:39Z    Hkfreedomfighter        37349311        98438   fb1e8c3324c21eb56d5998e498d00e482db0d76d        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937002632 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937002724       2020-01-22T09:51:50Z    Michael Billford        37298549        98447   f159153b104eeaceb02a16efe10e06fe17a7fef6        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937002724 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937002863       2020-01-22T09:53:34Z    Phoenix7777     10001499        98447   a7c9087abbf3331efeff0e11a87014e1e7d8596c        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937002863 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937003214       2020-01-22T09:57:55Z    Hallooooed      35860459        98884   a982581cb04cf70f3ebc45550994f2e9615db715        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937003214 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937003298       2020-01-22T09:58:46Z    Hallooooed      35860459        98500   dd4598186d503a5c919f5e409580f20e40881071        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937003298 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937003791       2020-01-22T10:04:06Z    \"Benjamin \"\"Jeffrey\"\" Powell\"     19989718        98451   8023d444a1a65465b42b2129c9be4000ac3bc6ac        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937003791 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937005058       2020-01-22T10:18:49Z    2001:8003:4E4E:E900:436:3838:F56A:12BE  0       98215   7122595c122d117d3b0f86943e89fa25c1f4bc60        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937005058 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937005230       2020-01-22T10:20:43Z    Cypp0847        29882443        98456   4f1d857591382f216d96da0b13320b714341ea98        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937005230 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937005659       2020-01-22T10:25:38Z    79.72.255.137   0       98826   0768151a07846bb2b851ccd03296020c7941ca9b        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937005659 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937005732       2020-01-22T10:26:37Z    Hallooooed      35860459        98824   0bf969f40608ecbc0b6adb6a6555ebee7f258bff        wikitext        False   True    https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937005732 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937005807       2020-01-22T10:27:33Z    Hallooooed      35860459        98833   310cacd6a93a7393b324cdde360fc48d9618d96f        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937005807 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006252       2020-01-22T10:32:45Z    Hallooooed      35860459        98833   e901c947aa1509392fe102f7d8da19216c23d0b4        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006252 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006445       2020-01-22T10:34:54Z    Hallooooed      35860459        99063   d712f5d9830136a15325a2cb0b88445694efebaa        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006445 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006479       2020-01-22T10:35:13Z    79.72.255.137   0       99062   b7cd5b1ae389da3fc3ed3c1b40d1dcb230593c2b        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006479 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006521       2020-01-22T10:35:47Z    Hallooooed      35860459        99062   83de1485c759f70023d210a40dfdc7d015439d0a        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006521 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006586       2020-01-22T10:36:38Z    Hallooooed      35860459        99073   bc85af3faa19477bb30ebd6206cba5a33ec84286        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006586 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006604       2020-01-22T10:36:50Z    David Gerard    36389   98961   12ec52a1a18f625cac8339780a9c65791efe1778        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006604 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006673       2020-01-22T10:37:48Z    Hallooooed      35860459        98965   2967b25ff8cfceca987ec2db8079248c2fb78db6        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006673 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006819       2020-01-22T10:39:20Z    Hallooooed      35860459        99007   a8e8c3abc7195acc617693936816b38616b20128        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006819 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937006996       2020-01-22T10:41:12Z    Hallooooed      35860459        99021   11eb66ec5b6983881b6af7a10a9b66d253110243        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937006996 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937007116       2020-01-22T10:42:17Z    78.98.55.59     0       99211   025d95521afc67fac9ead39386d17162d2d12390        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937007116 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937007402       2020-01-22T10:45:45Z    Hallooooed      35860459        99222   e1cf17ba844dd6dc35150eac0c7a67eef2a33fbc        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937007402 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937007456       2020-01-22T10:46:26Z    5.148.152.70    0       99222   69dd41361b61b33f5ecfae3e39cebd73022ae231        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937007456 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937007588       2020-01-22T10:47:48Z    78.98.55.59     0       99225   230936a95942d535164de0e1452e4948cc31597d        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937007588 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937007661       2020-01-22T10:48:35Z    Hallooooed      35860459        99225   80cd2ea9fd359387ce6f3d888ead424c1dd1523c        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937007661 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937007712       2020-01-22T10:49:10Z    Hallooooed      35860459        99225   0188569df9991a9bbfa93c44d73f3b0bcec4d752        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937007712 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937008132       2020-01-22T10:53:06Z    Hallooooed      35860459        99299   ba07bbe18abd9f854534e2b19bfbcef14afd8569        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937008132 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937008432       2020-01-22T10:56:27Z    Hallooooed      35860459        100156  8bbb9fc9e28931d33597e299b40b9586912e9e12        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937008432 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937008700       2020-01-22T10:59:35Z    Hallooooed      35860459        100343  0318ffcf1144a212420745083f654d93e7de2c2b        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937008700 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937008769       2020-01-22T11:00:17Z    Hallooooed      35860459        100339  7b3bc4dfee27712d5dd572726debf148b40f2236        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937008769 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937009101       2020-01-22T11:03:39Z    78.98.55.59     0       100394  2c23eb4edda10eb0cc20b800199d78beb477cde2        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937009101 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937009146       2020-01-22T11:04:06Z    Hallooooed      35860459        100675  058b80e8eb86e0b450c1cb13b04afbc3563209f1        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937009146 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937009368       2020-01-22T11:06:35Z    Hallooooed      35860459        100409  8995d50822129a04cdf3de9c3a716fb0633bedd7        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937009368 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937009532       2020-01-22T11:08:51Z    Hallooooed      35860459        100722  474946bc3dc81166966eb4deee6a75e87496dd6c        wikitext        False   False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937009532 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937009834       2020-01-22T11:12:07Z    78.98.55.59     0       100790  d6a4c0fc236aaa91d349929e7c9ccb63c2f7fa88        wikitext        True    False   https://en.wikipedia.org/w/index.php?title=2019%E2%80%9320_coronavirus_pandemic&oldid=937009834 2020-04-01 18:26:08.050692      ff5521d
+2019–20 coronavirus pandemic 62750956        0       937010121       2020-01-22T11:15:17Z    TheGreatSGrean","2019–20 coronavirus pandemic",1
+"TheHappyHumanist","2019–20 coronavirus pandemic",1
+"Tholme","2019–20 coronavirus pandemic",1
+"TVShowFan122","2019–20 coronavirus pandemic",1
+"UnitedStatesian","2019–20 coronavirus pandemic",1
+"Ur frnd","2019–20 coronavirus pandemic",1
+"Victorgrigas","2019–20 coronavirus pandemic",1
+"Wiki13565","2019–20 coronavirus pandemic",1
+"WikiFan11427","2019–20 coronavirus pandemic",1
+"X1\","2019–20 coronavirus pandemic",1
+"ZofTse","2019–20 coronavirus pandemic",1
+"Zygerth","2019–20 coronavirus pandemic",1
+"大象是老司机","2019–20 coronavirus pandemic",1
+"廣九直通車","2019–20 coronavirus pandemic",1
+"舞月書生","2019–20 coronavirus pandemic",1
+"董辰兴","2019–20 coronavirus pandemic",1
diff --git a/wikipedia_views/analysis/pageview_example.R b/wikipedia/example_analysis/pageview_example.R
similarity index 59%
rename from wikipedia_views/analysis/pageview_example.R
rename to wikipedia/example_analysis/pageview_example.R
index 8a7aba35dfe6f5827a7a1debc0192730658e3214..8d40f00719ad29054c3f3cc841ab2f2c300f16fd 100644 (file)
--- a/wikipedia_views/analysis/pageview_example.R
+++ b/wikipedia/example_analysis/pageview_example.R
@@ -4,33 +4,22 @@
 ### Minimal example analysis file using pageview data
 
 library(tidyverse)
-library(ggplot2)
 library(scales)
 
-### Import and cleanup data
+### Import and cleanup one datafile from the observatory
 
 DataURL <-
-    url("https://github.com/CommunityDataScienceCollective/COVID-19_Digital_Observatory/raw/master/wikipedia_views/data/dailyviews2020032600.tsv")
+    url("https://covid19.communitydata.science/datasets/wikipedia/digobs_covid19-wikipedia-enwiki_dailyviews-20200101.tsv")
 
 views <-
     read.table(DataURL, sep="\t", header=TRUE, stringsAsFactors=FALSE) 
 
-### Alternatively, uncomment and run if working locally with full git
-### tree
-###
-### Identify data source directory and file
-## DataDir <- ("../data/")
-## DataFile <- ("dailyviews2020032600.tsv")
-
-## related.searches.top <- read.table(paste(DataDir,DataFile, sep=""),
-##                                   sep="\t", header=TRUE,
-##                                   stringsAsFactors=FALSE)
-
 ### Cleanup and do the grouping with functions from the Tidyverse
 ### (see https://www.tidyverse.org for more info)
 
 views <- views[,c("article", "project", "timestamp", "views")]
-views$timestamp <- factor(views$timestamp)
+views$timestamp <- fct_explicit_na(as.character(views$timestamp))
+
 
 ### Sorts and groups at the same time
 views.by.proj.date <- arrange(group_by(views, project, timestamp),
diff --git a/wikipedia/example_analysis/revisions_example.R b/wikipedia/example_analysis/revisions_example.R
new file mode 100644 (file)
index 0000000..86c7770
--- /dev/null
+++ b/wikipedia/example_analysis/revisions_example.R
@@ -0,0 +1,51 @@
+### COVID-19 Digital Observatory
+### 
+### Minimal example analysis file using revisions data.
+###
+### Note: The revisions data files can get quite big and it may not make
+### sense to try to load them into memory in R. This example file
+### loads the first 1,000 rows of a sample file.
+
+library(tidyverse)
+library(lubridate)
+library(scales)
+
+### Import and cleanup first 1000 rows of one datafile from the observatory
+
+DataURL <-
+  url("https://covid19.communitydata.science/datasets/wikipedia/digobs_covid19-wikipedia-enwiki_revisions-20200401.tsv")
+
+revisions <- read.table(DataURL, sep="\t", header=TRUE,
+                        stringsAsFactors=FALSE,
+                        nrows=1000) 
+
+revisions$timestamp <- as_datetime(revisions$timestamp)
+
+### Group edit by editor to see edit counts
+user.edit.counts <- revisions %>%
+    group_by(user, title) %>% # for the example, there's only one
+                                        # article title
+    summarize(appearances = n()) %>%
+    arrange(-appearances)
+
+### Export that as a little table
+write.table(user.edit.counts,
+            file="output/user_edit_counts-first1000.csv", sep=",",
+            row.names=FALSE)
+
+### A simple time series of edits
+plot <- revisions %>%
+    arrange(timestamp) %>%
+    mutate(count = as.numeric(rownames(revisions))) %>%
+    ggplot(aes(x=timestamp, y=count)) +
+    geom_jitter(alpha=0.1) +
+    xlab("Date") +
+    ylab("Total edits (cumulative)") +
+    ggtitle(paste("Revisions to article: ",
+                  head(revisions$title,1), sep="")) +
+    theme_minimal()
+
+ggsave("output/first_1000_edit_timeseries.png", plot)
+
+
+
diff --git a/wikipedia/scripts/digobs.py b/wikipedia/scripts/digobs.py
new file mode 100644 (file)
index 0000000..0bce250
--- /dev/null
+++ b/wikipedia/scripts/digobs.py
@@ -0,0 +1,27 @@
+#!/usr/bin/env python3
+
+import sys
+import subprocess
+import logging
+
+def git_hash(short=False):
+    if short:
+        return subprocess.check_output(['git', 'rev-parse', '--short', 'HEAD']).decode().strip()
+    else:
+        subprocess.check_output(['git', 'rev-parse', 'HEAD']).decode().strip()
+
+def get_loglevel(arg_loglevel):
+    loglevel_mapping = { 'debug' : logging.DEBUG,
+                         'info' : logging.INFO,
+                         'warning' : logging.WARNING,
+                         'error' : logging.ERROR,
+                         'critical' : logging.CRITICAL }
+
+    if arg_loglevel in loglevel_mapping:
+        loglevel = loglevel_mapping[arg_loglevel]
+        return loglevel
+    else:
+        print("Choose a valid log level: debug, info, warning, error, or critical", file=sys.stderr)
+        return logging.INFO
+
+
diff --git a/wikipedia/scripts/fetch_enwiki_daily_views.py b/wikipedia/scripts/fetch_enwiki_daily_views.py
new file mode 100755 (executable)
index 0000000..9f147e0
--- /dev/null
+++ b/wikipedia/scripts/fetch_enwiki_daily_views.py
@@ -0,0 +1,110 @@
+#!/usr/bin/env python3
+
+###############################################################################
+#
+# This script assumes the presence of the COVID-19 repo.
+# 
+# It (1) reads in the article list and then (2) calls the Wikimedia API to 
+# fetch view information for each article. Output is to (3) JSON and TSV.
+#
+###############################################################################
+
+import sys
+import requests
+import argparse
+import json
+import time
+import os.path
+import datetime
+import logging
+from csv import DictWriter
+import digobs
+#import feather #TBD
+
+def parse_args():
+    parser = argparse.ArgumentParser(description='Call the views API to collect Wikipedia view data.')
+    parser.add_argument('-o', '--output_folder', help='Where to save output', default="wikipedia/data", type=str)
+    parser.add_argument('-i', '--article_file', help='File listing article names', default="wikipedia/resources/enwp_wikiproject_covid19_articles.txt", type=str)
+    parser.add_argument('-d', '--query_date', help='Date if not yesterday, in YYYYMMDD format.', type=str)
+    parser.add_argument('-L', '--logging_level', help='Logging level. Options are debug, info, warning, error, critical. Default: info.', default='info', type=digobs.get_loglevel), 
+    parser.add_argument('-W', '--logging_destination', help='Logging destination file. (default: standard error)', type=str), 
+    args = parser.parse_args()
+    return(args)
+
+def main():
+
+    args = parse_args()
+
+    outputPath = args.output_folder
+    articleFile = args.article_file
+
+    #handle -d
+    if args.query_date:
+        query_date = args.query_date
+    else:
+        yesterday = datetime.datetime.today() - datetime.timedelta(days=1)
+        query_date = yesterday.strftime("%Y%m%d")
+
+    #handle -W
+    if args.logging_destination:
+        logging.basicConfig(filename=args.logging_destination, filemode='a', level=args.logging_level)
+    else:
+        logging.basicConfig(level=args.logging_level)
+
+    export_time = str(datetime.datetime.now())
+    export_date = datetime.datetime.today().strftime("%Y%m%d")
+
+    logging.info(f"Starting run at {export_time}")
+    logging.info(f"Last commit: {digobs.git_hash()}")
+
+    #1 Load up the list of article names
+    j_outfilename = os.path.join(outputPath, f"digobs_covid19-wikipedia-enwiki_dailyviews-{query_date}.json")
+    t_outfilename = os.path.join(outputPath, f"digobs_covid19-wikipedia-enwiki_dailyviews-{query_date}.tsv")
+
+    with open(articleFile, 'r') as infile:
+        articleList = list(map(str.strip, infile))
+
+    success = 0 #for logging how many work/fail
+    failure = 0 
+
+    #3 Save results as a JSON and TSV
+    with open(j_outfilename, 'w') as j_outfile, \
+         open(t_outfilename, 'w') as t_outfile:
+
+        #2 Repeatedly call the API with that list of names
+        for a in articleList:
+            url= f"https://wikimedia.org/api/rest_v1/metrics/pageviews/per-article/en.wikipedia/all-access/all-agents/{a}/daily/{query_date}00/{query_date}00"
+
+            response = requests.get(url)
+            if response.ok:
+                jd = response.json()["items"][0]
+                success = success + 1
+            else:
+                failure = failure + 1
+                logging.warning(f"Failure: {response.status_code} from {url}")
+                continue
+
+            # start writing the CSV File if it doesn't exist yet
+            try:
+                dw
+            except NameError:
+                dw = DictWriter(t_outfile, sorted(jd.keys()), delimiter='\t')
+                dw.writeheader()
+
+            logging.debug(f"printing data: {jd}")
+
+            # write out the line of the json file
+            print(json.dumps(jd), file=j_outfile)
+
+            # write out of the csv file
+            dw.writerow(jd)
+
+    # f_Out = outputPath + "dailyviews" + query_date + ".feather"
+    # read the json back in and make a feather file? 
+    logging.debug(f"Run complete at {datetime.datetime.now()}")
+    logging.info(f"Processed {success} successful URLs and {failure} failures.")
+
+
+if __name__ == "__main__":
+
+    main()
diff --git a/wikipedia/scripts/fetch_enwiki_revisions.py b/wikipedia/scripts/fetch_enwiki_revisions.py
new file mode 100755 (executable)
index 0000000..2d25e85
--- /dev/null
+++ b/wikipedia/scripts/fetch_enwiki_revisions.py
@@ -0,0 +1,148 @@
+#!/usr/bin/env python3
+
+###############################################################################
+#
+# This script assumes the presence of the COVID-19 repo.
+# 
+# It (1) reads in the article list and then (2) calls the Wikimedia API to 
+# fetch view information for each article. Output is to (3) JSON and TSV.
+#
+###############################################################################
+
+import argparse
+import logging
+import os.path
+import json
+import datetime
+
+from requests import Request
+from csv import DictWriter
+from mw import api
+import digobs
+
+
+def parse_args():
+
+    parser = argparse.ArgumentParser(description='Call the views API to collect Wikipedia revision data.')
+    parser.add_argument('-o', '--output_folder', help='Where to save output', default="wikipedia/data", type=str)
+    parser.add_argument('-i', '--article_file', help='File listing article names', default="wikipedia/resources/enwp_wikiproject_covid19_articles.txt", type=str)
+    parser.add_argument('-L', '--logging_level', help='Logging level. Options are debug, info, warning, error, critical. Default: info.', default='info', type=digobs.get_loglevel), 
+    parser.add_argument('-W', '--logging_destination', help='Logging destination file. (default: standard error)', type=str), 
+    args = parser.parse_args()
+    return(args)
+
+def main():
+    args = parse_args()
+
+    output_path = args.output_folder
+    article_filename = args.article_file
+
+    #handle -W
+    if args.logging_destination:
+        logging.basicConfig(filename=args.logging_destination, filemode='a', level=args.logging_level)
+    else:
+        logging.basicConfig(level=args.logging_level)
+
+    export_time = str(datetime.datetime.now())
+    export_date = datetime.datetime.today().strftime("%Y%m%d")
+
+    logging.info(f"Starting run at {export_time}")
+    logging.info(f"Last commit: {digobs.git_hash()}")
+
+    json_output_filename = os.path.join(output_path, f"digobs_covid19-wikipedia-enwiki_revisions-{export_date}.json")
+    tsv_output_filename =  os.path.join(output_path, f"digobs_covid19-wikipedia-enwiki_revisions-{export_date}.tsv")
+    
+    api_session = api.Session("https://en.wikipedia.org/w/api.php")
+
+    # list of properties from the API we want to gather (basically all of
+    # them supported by mediawik-utilities)
+
+    rv_props =  {'revid' : 'ids',
+                 'timestamp' : 'timestamp',
+                 'user' : 'user',
+                 'userid' : 'userid',
+                 'size' : 'size',
+                 'sha1' : 'sha1',
+                 'contentmodel' : 'contentmodel',
+                 'tags' : 'tags',
+                 'flags' : 'flags',
+                 'comment' : 'comment',
+                 'content' : 'content' }
+
+    exclude_from_tsv = ['tags', 'comment', 'content', 'flags']
+
+    # load the list of articles
+    with open(article_filename, 'r') as infile:
+        article_list= list(map(str.strip, infile))
+
+    def get_revisions_for_page(title):
+        return api_session.revisions.query(properties=rv_props.values(),
+                                           titles={title},
+                                           direction="newer")
+
+    tsv_fields = ['title', 'pageid', 'namespace']
+    tsv_fields = tsv_fields + list(rv_props.keys())
+
+    # drop fields that we identified for exclusion
+    tsv_fields = [e for e in tsv_fields if e not in exclude_from_tsv]
+
+    # add special export fields
+    tsv_fields = tsv_fields + ['anon', 'minor', 'url', 'export_timestamp', 'export_commit']
+
+    export_info = { 'git_commit' : digobs.git_hash(),
+                    'timestamp' : export_time }
+
+    with open(json_output_filename, 'w') as json_output, \
+         open(tsv_output_filename, 'w') as tsv_output:
+
+        tsv_writer = DictWriter(tsv_output, fieldnames=tsv_fields, delimiter="\t")
+        tsv_writer.writeheader()
+
+        for article in article_list:
+            logging.info(f"pulling revisions for: {article}")
+            for rev in get_revisions_for_page(article):
+                logging.debug(f"processing raw revision: {rev}")
+
+                # add export metadata
+                rev['exported'] = export_info
+
+                # save the json version of the code
+                print(json.dumps(rev), file=json_output)
+
+                # handle missing data
+                if "sha1" not in rev:
+                    rev["sha1"] = ""
+
+                if "userhidden" in rev:
+                    rev["user"] = ""
+                    rev["userid"] = ""
+
+                # recode anon so it's true or false instead of present/missing
+                if "anon" in rev:
+                    rev["anon"] = True
+                else:
+                    rev["anon"] = False
+                    
+                # let's recode "minor" in the same way
+                if "minor" in rev:
+                    rev["minor"] = True
+                else:
+                    rev["minor"] = False
+
+                # add page title information
+                rev['title'] = rev['page']['title']
+                rev['pageid'] = rev['page']['pageid']
+                rev['namespace'] = rev['page']['ns']
+
+                # construct a URL
+                rev['url'] = Request('GET', 'https://en.wikipedia.org/w/index.php',
+                                     params={'title' : rev['title'].replace(" ", "_"),
+                                            'oldid' : rev['revid']}).prepare().url
+
+                rev['export_timestamp'] = export_time
+                rev['export_commit'] = digobs.git_hash(short=True)
+
+                tsv_writer.writerow({k: rev[k] for k in tsv_fields})
+
+if __name__ == "__main__":
+    main()
diff --git a/wikipedia_views/scripts/wikiproject_scraper.py b/wikipedia/scripts/wikiproject_scraper.py
similarity index 73%
rename from wikipedia_views/scripts/wikiproject_scraper.py
rename to wikipedia/scripts/wikiproject_scraper.py
index 9d209a98b5912e6a075ca643d514b7a7aaae3609..b03b04c4da0a9634bd89e9ac4362787d48461d8e 100755 (executable)
--- a/wikipedia_views/scripts/wikiproject_scraper.py
+++ b/wikipedia/scripts/wikiproject_scraper.py
@@ -18,58 +18,44 @@
 ###############################################################################
 
 import argparse
+import subprocess
 import requests
 import datetime
 import logging
 import re
 import math
 from bs4 import BeautifulSoup
+import digobs
 
 def parse_args():
 
     parser = argparse.ArgumentParser(description='Get a list of pages tracked by the COVID-19 Wikiproject.')
-    parser.add_argument('-o', '--output_folder', help='Where to save output', default="../resources/", type=str)
-    parser.add_argument('-L', '--logging_level', help='Logging level. Options are debug, info, warning, error, critical. Default: info.', default='info'), 
-    parser.add_argument('-W', '--logging_destination', help='Logging destination.', default='../logs/') 
+    parser.add_argument('-o', '--output_file', help='Where to save output', default="wikipedia/resources/enwp_wikiproject_covid19_articles.txt", type=str)
+    parser.add_argument('-L', '--logging_level', help='Logging level. Options are debug, info, warning, error, critical. Default: info.', default='info', type=digobs.get_loglevel), 
+    parser.add_argument('-W', '--logging_destination', help='Logging destination file. (default: standard error)', type=str), 
     args = parser.parse_args()
 
     return(args)
 
-
 def main():
 
     args = parse_args()
-
-    outputPath = args.output_folder
+    outputFile = args.output_file
 
     #handle -W
-    today = datetime.datetime.today().strftime('%Y%m%d')
-    dest = args.logging_destination
-    logHome = f"{dest}scraping{today}"
-
-    #handle -L
-    loglevel = args.logging_level
-    if loglevel == 'debug':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.DEBUG)
-    elif loglevel == 'info':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.INFO)
-    elif loglevel == 'warning':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.WARNING)
-    elif loglevel == 'error':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.ERROR)
-    elif loglevel == 'critical':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.CRITICAL)
+    if args.logging_destination:
+        logging.basicConfig(filename=args.logging_destination, filemode='a', level=args.logging_level)
     else:
-        print("Choose a valid log level: debug, info, warning, error, or critical")
-        exit
+        logging.basicConfig(level=args.logging_level)
 
+    export_git_hash = subprocess.check_output(['git', 'rev-parse', 'HEAD']).decode().strip()
+    export_git_short_hash = subprocess.check_output(['git', 'rev-parse', '--short', 'HEAD']).decode().strip()
+    export_time = str(datetime.datetime.now())
 
-    outputFile = f"{outputPath}articles.txt"
-    logging.debug(f"Starting scrape at {datetime.datetime.now()} and destructively outputting article list to {outputFile}.")
-    #1 How many hits to the fcgi?
-
-    #make a session
+    logging.info(f"Starting at {export_time} and destructively outputting article list to {outputFile}.")
+    logging.info(f"Last commit: {export_git_hash}")
 
+    #1 How many hits to the fcgi?
     session = requests.Session()
 
     originalURL = "https://tools.wmflabs.org/enwp10/cgi-bin/list2.fcgi?run=yes&projecta=COVID-19&namespace=&pagename=&quality=&importance=&score=&limit=1000&offset=1&sorta=Importance&sortb=Quality"
diff --git a/wikipedia_views/analysis/output/top10_views_by_project_date.csv b/wikipedia_views/analysis/output/top10_views_by_project_date.csv
deleted file mode 100644 (file)
index 796af10..0000000
--- a/wikipedia_views/analysis/output/top10_views_by_project_date.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-"article","project","timestamp","views"
-"2019–20_coronavirus_pandemic","en.wikipedia","2020032600",1148284
-"2020_coronavirus_pandemic_in_India","en.wikipedia","2020032600",513901
-"Coronavirus","en.wikipedia","2020032600",397959
-"2020_coronavirus_pandemic_in_the_United_States","en.wikipedia","2020032600",337676
-"2019–20_coronavirus_pandemic_by_country_and_territory","en.wikipedia","2020032600",298603
-"2020_coronavirus_pandemic_in_Italy","en.wikipedia","2020032600",297687
-"Coronavirus_disease_2019","en.wikipedia","2020032600",292272
-"2020_coronavirus_pandemic_in_Spain","en.wikipedia","2020032600",114732
-"2020_coronavirus_pandemic_in_the_United_Kingdom","en.wikipedia","2020032600",111856
-"Anthony_Fauci","en.wikipedia","2020032600",103205
diff --git a/wikipedia_views/logs/placeholder b/wikipedia_views/logs/placeholder
deleted file mode 100644 (file)
index e69de29..0000000
diff --git a/wikipedia_views/resources/articles.txt b/wikipedia_views/resources/articles.txt
deleted file mode 100644 (file)
index 566df15..0000000
--- a/wikipedia_views/resources/articles.txt
+++ /dev/null
@@ -1,1330 +0,0 @@
-Article
-2019–20 coronavirus pandemic
-Severe acute respiratory syndrome coronavirus 2
-Social distancing
-Contact tracing
-Timeline of the 2019–20 coronavirus pandemic
-2020 stock market crash
-Impact of the 2019–20 coronavirus pandemic on cinema
-2019–20 coronavirus pandemic in mainland China
-2020 coronavirus pandemic in Europe
-2020 coronavirus pandemic in Italy
-2020 coronavirus pandemic in Oceania
-2020 coronavirus pandemic in South Korea
-COVID-19 testing
-Chloroquine
-Grand Princess
-Impact of the 2019–20 coronavirus pandemic on politics
-Tedros Adhanom
-Bruce Aylward
-Remdesivir
-Angiotensin-converting enzyme 2
-Case chronology of the 2019–20 coronavirus pandemic in March 2020
-List of events affected by the 2019–20 coronavirus pandemic
-Timeline of the 2019–20 coronavirus pandemic in March 2020
-2020 coronavirus pandemic in Canada
-2020 coronavirus pandemic in the United States
-2020 coronavirus pandemic in Australia
-2020 coronavirus pandemic in Belgium
-2020 coronavirus pandemic in Bulgaria
-2020 coronavirus pandemic in Croatia
-2020 coronavirus pandemic in Finland
-2020 coronavirus pandemic in Germany
-2020 coronavirus pandemic in Hungary
-2020 coronavirus pandemic in Israel
-2020 coronavirus pandemic in Latvia
-2020 coronavirus pandemic in New York (state)
-2020 coronavirus pandemic in Poland
-2020 coronavirus pandemic in Romania
-2020 coronavirus pandemic in Slovakia
-2020 coronavirus pandemic in Sweden
-2020 coronavirus pandemic in Taiwan
-2020 coronavirus pandemic in Venezuela
-2020 coronavirus pandemic in the Netherlands
-2020 coronavirus pandemic in the Republic of Ireland
-Centers for Disease Control and Prevention
-Coronavirus party
-Extracorporeal membrane oxygenation
-Financial impact of the 2019–20 coronavirus pandemic
-Impact of the 2019–20 coronavirus pandemic on prisons
-Impact of the 2019–20 coronavirus pandemic on the 2020 Summer Olympics
-Li Wenliang
-National Health Commission
-Socio-economic impact of the 2019–20 coronavirus pandemic
-Wuhan Institute of Virology
-2019–20 coronavirus pandemic in Sichuan
-2020 India coronavirus lockdown
-2020 coronavirus pandemic in Andorra
-2020 coronavirus pandemic in Belarus
-2020 coronavirus pandemic in Iceland
-2020 coronavirus pandemic in Kosovo
-2020 coronavirus pandemic in Lithuania
-2020 coronavirus pandemic in Manitoba
-2020 coronavirus pandemic in Monaco
-2020 coronavirus pandemic in North Macedonia
-2020 coronavirus pandemic in Slovenia
-2020 coronavirus pandemic in Uganda
-2020 coronavirus pandemic in Vatican City
-Case fatality rate
-Coronavirus Aid, Relief, and Economic Security Act
-Darvinson Rojas
-Let's Dance 2020
-Media coverage of the 2019–20 coronavirus pandemic
-Stay-at-home order
-Draft:Coronavirus in Zimbabwe
-2020 coronavirus pandemic in French Polynesia
-2020 coronavirus pandemic in Transnistria
-Chen Wei (medical scientist)
-Panic buying
-River of Grace Community Church
-Evacuations related to the 2019–20 coronavirus pandemic
-List of SARS outbreaks
-Novel coronavirus
-2020 Malaysia movement control order
-2020 coronavirus pandemic in Guernsey
-2020 coronavirus pandemic in Portland, Oregon
-Anthony Fauci
-Charles, Prince of Wales
-Eurovision Song Contest 2020
-Larry Kudlow
-Olga Kurylenko
-Terrence McNally
-Tom Hanks
-2019–20 coronavirus pandemic cases/WHO situation reports
-2019–20 coronavirus pandemic in Shanghai
-2020 coronavirus pandemic in Afghanistan
-2020 coronavirus pandemic in Argentina
-2020 coronavirus pandemic in Balkans
-2020 coronavirus pandemic in Cambodia
-2020 coronavirus pandemic in Colorado
-2020 coronavirus pandemic in Florida
-2020 coronavirus pandemic in Hong Kong
-2020 coronavirus pandemic in Iraq
-2020 coronavirus pandemic in Kerala
-2020 coronavirus pandemic in Malaysia
-2020 coronavirus pandemic in Massachusetts
-2020 coronavirus pandemic in Michigan
-2020 coronavirus pandemic in Morocco
-2020 coronavirus pandemic in New Jersey
-2020 coronavirus pandemic in Northern Ireland
-2020 coronavirus pandemic in Ontario
-2020 coronavirus pandemic in Pakistan
-2020 coronavirus pandemic in Quebec
-2020 coronavirus pandemic in South Africa
-2020 coronavirus pandemic in Sri Lanka
-2020 coronavirus pandemic in Uruguay
-2020 coronavirus pandemic in Vietnam
-2020 coronavirus pandemic in Washington, D.C.
-2020 coronavirus pandemic in Wisconsin
-2020 coronavirus pandemic in the United Arab Emirates
-Augustin de Romanet de Beaune
-COVID-19 drug repurposing research
-Christian Drosten
-Deborah Birx
-Flybe
-Impact of the 2019–20 coronavirus pandemic on aviation
-Impact of the 2019–20 coronavirus pandemic on religion
-Impact of the 2019–20 coronavirus pandemic on the food industry
-Kanika Kapoor
-Liu Fan (nurse)
-Matthew Pottinger
-Neil Ferguson (epidemiologist)
-Robert Wilkie
-Sophie Grégoire Trudeau
-Suspension of the 2019–20 NBA season
-Travel restrictions related to the 2019–20 coronavirus pandemic
-White House Coronavirus Task Force
-World Dream
-2020 Tour Championship
-2020 coronavirus pandemic in Alaska
-2020 coronavirus pandemic in Arizona
-2020 coronavirus pandemic in Aruba
-2020 coronavirus pandemic in Bangladesh
-2020 coronavirus pandemic in British Columbia
-2020 coronavirus pandemic in Burkina Faso
-2020 coronavirus pandemic in Canary Islands
-2020 coronavirus pandemic in Chad
-2020 coronavirus pandemic in Connecticut
-2020 coronavirus pandemic in Cyprus
-2020 coronavirus pandemic in Ecuador
-2020 coronavirus pandemic in Eswatini
-2020 coronavirus pandemic in Fiji
-2020 coronavirus pandemic in Guatemala
-2020 coronavirus pandemic in Honduras
-2020 coronavirus pandemic in Indiana
-2020 coronavirus pandemic in Jamaica
-2020 coronavirus pandemic in Jordan
-2020 coronavirus pandemic in Kentucky
-2020 coronavirus pandemic in Kuwait
-2020 coronavirus pandemic in Lebanon
-2020 coronavirus pandemic in Macau
-2020 coronavirus pandemic in Maine
-2020 coronavirus pandemic in Mexico
-2020 coronavirus pandemic in Missouri
-2020 coronavirus pandemic in Montenegro
-2020 coronavirus pandemic in Nevada
-2020 coronavirus pandemic in New Mexico
-2020 coronavirus pandemic in Nicaragua
-2020 coronavirus pandemic in North Dakota
-2020 coronavirus pandemic in Northern Cyprus
-2020 coronavirus pandemic in Oman
-2020 coronavirus pandemic in Paraguay
-2020 coronavirus pandemic in Peru
-2020 coronavirus pandemic in Qatar
-2020 coronavirus pandemic in Sarawak
-2020 coronavirus pandemic in Saudi Arabia
-2020 coronavirus pandemic in Senegal
-2020 coronavirus pandemic in South Asia
-2020 coronavirus pandemic in Tennessee
-2020 coronavirus pandemic in Trinidad and Tobago
-2020 coronavirus pandemic in Varaždin
-2020 coronavirus pandemic in West Bengal
-2020 coronavirus pandemic in Wyoming
-2020 coronavirus pandemic in Zimbabwe
-2020 coronavirus pandemic in the Maldives
-Ai Fen
-Broad-spectrum antiviral drug
-Chen Qiushi
-Claire Byrne
-Corona Rintawan
-Derek Kan
-Edward C. Allworth Veterans' Home
-EvergreenHealth
-Giuliana De Sio
-Health (Preservation and Protection and other Emergency Measures in the Public Interest) Act 2020
-Human rights issues during the 2019–20 coronavirus pandemic
-Index case
-Janata Curfew
-Jean Leber
-Joel Szabat
-Kelvin Droegemeier
-List of Philippine public figures who underwent COVID-19 testing
-Liu Wen (doctor)
-Lumpinee Boxing Stadium
-Mirga Gražinytė-Tyla
-NHS Nightingale Hospital
-National COVID-19 Coordination Commission
-PREDICT (USAID)
-Patrick Vallance
-Pete Gaynor
-Princess Maria Teresa of Bourbon-Parma
-Richard Wilkins (TV presenter)
-Ruby Princess
-Shi Zhengli
-Siobhán Killeen
-Stanislas Ouaro
-Stephen Hahn (oncologist)
-Timeline of the 2020 coronavirus pandemic in the Philippines
-Draft:2020 coronavirus pandemic in Haryana
-2020 coronavirus pandemic in Akrotiri and Dhekelia
-2020 coronavirus pandemic in Anguilla
-2020 coronavirus pandemic in Barbados
-2020 coronavirus pandemic in Bermuda
-2020 coronavirus pandemic in Curaçao
-2020 coronavirus pandemic in Dominica
-2020 coronavirus pandemic in El Salvador
-2020 coronavirus pandemic in Eritrea
-2020 coronavirus pandemic in Gabon
-2020 coronavirus pandemic in Gibraltar
-2020 coronavirus pandemic in Grenada
-2020 coronavirus pandemic in Guam
-2020 coronavirus pandemic in Guinea-Bissau
-2020 coronavirus pandemic in Haiti
-2020 coronavirus pandemic in Laos
-2020 coronavirus pandemic in Libya
-2020 coronavirus pandemic in Mali
-2020 coronavirus pandemic in Mauritania
-2020 coronavirus pandemic in Mongolia
-2020 coronavirus pandemic in Nebraska
-2020 coronavirus pandemic in New Hampshire
-2020 coronavirus pandemic in Nigeria
-2020 coronavirus pandemic in Panama
-2020 coronavirus pandemic in Rhode Island
-2020 coronavirus pandemic in Réunion
-2020 coronavirus pandemic in Saint Kitts and Nevis
-2020 coronavirus pandemic in Saint Vincent and the Grenadines
-2020 coronavirus pandemic in Sint Maarten
-2020 coronavirus pandemic in Sudan
-2020 coronavirus pandemic in Tanzania
-2020 coronavirus pandemic in Uttar Pradesh
-2020 coronavirus pandemic in the Bahamas
-2020 coronavirus pandemic in the Canary Islands
-2020 coronavirus pandemic in the Central African Republic
-2020 coronavirus pandemic in the Democratic Republic of the Congo
-2020 coronavirus pandemic in the Isle of Man
-2020 coronavirus pandemic in the Turks and Caicos Islands
-2020 coronavirus pandemic in the Åland Islands
-Bat SARS-like coronavirus WIV1
-COVID-19 Hospital
-Central Hospital of Wuhan
-Chinese Center for Disease Control and Prevention
-Coronavirus Scientific Advisory Board (Turkey)
-Dance Again (Selena Gomez song)
-Duan Zhengcheng
-Fariborz Raisdana
-Floyd Cardoz
-Giovanni Battista Rabino
-Health Protection (Coronavirus) Regulations 2020
-Hong Ling (geneticist)
-Italo De Zan
-Joe Grogan
-Korea Centers for Disease Control and Prevention
-Li Zehua
-Luciana Lamorgese
-Michael Carton
-MusiCares COVID-19 Relief Fund
-Nasser Shabani
-Operation Broadshare
-Robert Blair (political advisor)
-SHC014-CoV
-Stephen Schwartz (pathologist)
-Usama Riaz
-Walter Robb (engineer)
-White Center COVID-19 quarantine site
-2020 coronavirus pandemic in British Overseas Territories
-Notifiable diseases in the United Kingdom
-Timeline of the 2020 coronavirus pandemic in Croatia
-Timeline of the 2020 coronavirus pandemic in Pakistan
-2020 coronavirus pandemic in Washington
-Angelo Moreschi
-File:SARS-CoV scanning electron microscope image.jpg
-2020 coronavirus pandemic in Emilia Romagna
-2020 coronavirus pandemic in Nassau County, New York
-2020 coronavirus pandemic in Orange County, California
-2020 coronavirus pandemic in San Diego County, California
-2020 coronavirus pandemic in San Mateo County, California
-2020 coronavirus pandemic in Suffolk County, New York
-2021 Summer Olympics
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-File:COVID-19 barnstar.png
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-File:COVID-19 sign at bagel shop in Oconomowoc WI 23 March 2020.jpg
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-File:Citizens of Wuhan lining up outside of a drug store to buy masks during the Wuhan coronavirus outbreak.jpg
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-File:Health Declaration Card of China (January 2020).jpg
-File:Is COVID-19 like a flu? ENG.png
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-File:Строительство инфекционного центра в Новой Москве (21 марта; А. Бочкарёв) 1.jpg
-File:关于做好不明原因肺炎救治工作的紧急通知.pdf
-File:湖南抗疫一线医生父子隔防护玻璃互相打气.webm
-File:雁塔 曲江收费站的防疫检查 01.jpg
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-2020 coronavirus pandemic in Boston
-2020 coronavirus pandemic in Houston
-2020 coronavirus pandemic in Lombardy
-2020 coronavirus pandemic in Metro Detroit
-2020 coronavirus pandemic in Nauru 2
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-2020 coronavirus pandemic in San Antonio
-2020 coronavirus pandemic in Seattle
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-Black Monday II
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-MS Westerdam
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-Coronavirus Act 2020
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-2020 coronavirus pandemic in Saint Martin
-Coronavirus disease
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-Draft:2020 coronavirus outbreak in Ivory Coast
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-Draft:Blog posts in R on coronavirus covid-19
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-Draft:Coronavirus: Travel restrictions, border shutdowns by country
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-Draft:Covidiot
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-Draft:Great Toilet Paper Panic of 2020
-Draft:Impact of the 2019–20 coronavirus pandemic on wildlife
-Draft:List of Catholic Churches and Masses affected affected by the Coronavirus Pandemic by Diocese
-Draft:NAV Centre
-Draft:Orange Ribbon to symbolise the suffering of people who are victims of COVID-19
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-Draft:Severe acute respiratory syndrome-related coronavirus
-Draft:Template:2019–20 coronavirus pandemic data/North Macedonia medical cases chart
-Gaetano Manfredi
-Liang Wudong
-Aileen Baviera
-Azam Khan (squash player)
-Germà Colón
-Kerstin Behrendtz
-Martinho Lutero Galati
-Mike Longo
-Orlando McDaniel
diff --git a/wikipedia_views/scripts/fetch_daily_views.py b/wikipedia_views/scripts/fetch_daily_views.py
deleted file mode 100755 (executable)
index e3a2ff4..0000000
--- a/wikipedia_views/scripts/fetch_daily_views.py
+++ /dev/null
@@ -1,125 +0,0 @@
-#!/usr/bin/env python3
-
-###############################################################################
-#
-# This script assumes the presence of the COVID-19 repo.
-# 
-# It (1) reads in the article list and then (2) calls the Wikimedia API to 
-# fetch view information for each article. Output is to (3) JSON and TSV.
-#
-###############################################################################
-
-
-import requests
-import argparse
-import json
-import csv
-import time
-import os.path
-import datetime
-import logging
-#import feather #TBD
-
-
-def parse_args():
-
-    parser = argparse.ArgumentParser(description='Call the views API repeatedly.')
-    parser.add_argument('-o', '--output_folder', help='Where to save output', default="../data/", type=str)
-    parser.add_argument('-i', '--article_file', help='File listing article names', default="../resources/articles.txt", type=str)
-    parser.add_argument('-d', '--query_date', help='Date if not yesterday, in YYYYMMDD format please.', type=str)
-    parser.add_argument('-L', '--logging_level', help='Logging level. Options are debug, info, warning, error, critical. Default: info.', default='info'), 
-    parser.add_argument('-W', '--logging_destination', help='Logging destination.', default='../logs/'), 
-    args = parser.parse_args()
-
-    return(args)
-
-
-def main():
-
-    args = parse_args()
-
-    outputPath = args.output_folder
-    articleFile = args.article_file
-
-    #handle -d
-    if (args.query_date):
-        queryDate = args.query_date
-    else:
-        yesterday = datetime.datetime.today() - datetime.timedelta(days=1)
-        queryDate = yesterday.strftime("%Y%m%d")
-
-    queryDate = queryDate + "00" #requires specifying hours
-
-    #handle -W
-    logHome = f"{args.logging_destination}dailylogrun{datetime.datetime.today().strftime('%Y%m%d')}"
-
-    #handle -L
-    loglevel = args.logging_level
-    if loglevel == 'debug':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.DEBUG)
-    elif loglevel == 'info':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.INFO)
-    elif loglevel == 'warning':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.WARNING)
-    elif loglevel == 'error':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.ERROR)
-    elif loglevel == 'critical':
-        logging.basicConfig(filename=logHome, filemode='a', level=logging.CRITICAL)
-    else: 
-        print("Choose a valid log level: debug, info, warning, error, or critical") 
-        exit
-
-
-    articleList = []
-    logging.debug(f"Starting run at {datetime.datetime.now()}")
-
-    #1 Load up the list of article names
-
-    j_Out = f"{outputPath}dailyviews{queryDate}.json"
-    t_Out = f"{outputPath}dailyviews{queryDate}.tsv"
-
-    with open(articleFile, 'r') as infile:
-        articleList = list(infile)
-
-    j = []
-    success = 0 #for logging how many work/fail
-    failure = 0 
-
-    #2 Repeatedly call the API with that list of names
-
-    for a in articleList:
-        a = a.strip("\"\n") #destringify
-        url= f"https://wikimedia.org/api/rest_v1/metrics/pageviews/per-article/en.wikipedia/all-access/all-agents/{a}/daily/{queryDate}/{queryDate}"
-
-        response = requests.get(url)
-        if response.ok:
-            jd = json.loads(response.content)
-            j.append(jd["items"][0])
-            time.sleep(.1)
-            success = success + 1
-        else:
-            failure = failure + 1
-            logging.warning(f"Failure: {response.status_code} from {url}")
-
-    #3 Save results as a JSON and TSV
-
-    #all data in j now, make json file
-    logging.info(f"Processed {success} successful URLs and {failure} failures.")
-
-    with open(j_Out, 'w') as j_outfile: 
-        json.dump(j, j_outfile, indent=2)
-
-    with open(t_Out, 'w') as t_outfile:
-        dw = csv.DictWriter(t_outfile, sorted(j[0].keys()), delimiter='\t')
-        dw.writeheader()
-        dw.writerows(j)
-
-    logging.debug(f"Run complete at {datetime.datetime.now()}")
-
-    # f_Out = outputPath + "dailyviews" + queryDate + ".feather"
-    # read the json back in and make a feather file? 
-
-
-if __name__ == "__main__":
-
-    main()
software for the COVID19 Digital Observatory

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