Merge branch 'master' of github.com:CommunityDataScienceCollective/COVID-19_Digital_Observatory

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# COVID-19 Digital Observatory
The COVID-19 Digital Observatory collects, aggregates, and distributes data from social media, search engine results, and Wikipedia to support immediate public health response and social and data science research related to the pandemic.
The [COVID-19 Digital Observatory](https://covid19.communitydata.science "Covid-19 Digital Observatory homepage") collects, aggregates, and distributes data from social media, search engine results, and Wikipedia to support immediate public health response and social and data science research related to the pandemic.
The [community data science collective](https://wiki.communitydata.science/Main_Page "The community data science collective wiki") is the early stages of building this project. We expect to make rapid progess and to begin releasing code and data soon.
The [community data science collective](https://wiki.communitydata.science/Main_Page "The community data science collective wiki") is working with [Pushshift](https://pushshift.io) and others to build this project. We expect to make rapid progess and to release additional code and data soon.
We eagerly welcome contributors! Please get in touch.
Contributors are held to the [code of conduct](code_of_conduct.md "link to code of conduct.md").
We eagerly welcome contributors! Please get in touch, submit pull requests, and visit the [project homepage](https://covid19.communitydata.science "Covid-19 Digital Observatory homepage") for more info. Also, please note that contributors are held to the [code of conduct](code_of_conduct.md "link to code of conduct.md").

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keywords/README.md Normal file
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# Keywords
This code finds trending web searches related to the COVID-19 pandemic using Google trends (`collect_trends.py`). It then searches for relevant keywords on Wikidata (`wikidata_search`) in order to find high-quality translations of important words and phrases (`wikidata_translations.py`). The goal is to support efforts expanding the Observatory to information in many languages beyond English.
We search the Wikidata API for entities in `src/wikidata_search.py` and then we make simple SPARQL queries in `src/wikidata_translations.py` to collect labels and aliases the entities. The labels come with language metadata. This seems to provide a decent initial list of relevant terms across multiple languages.
The output data lives at [covid19.communitydata.science](https://covid19.communitydata.science/datasets/keywords).
The output files have 4 colums:
- `itemid` links to the wikidata entity
- `label` is the translation of the relevant keyword
- `langcode` is the [iso 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes) code corresponding the language of the label.
- `is_alt` indicates whether the label is an [alias](https://www.wikidata.org/wiki/Help:Aliases).

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## example reading latest file straight from the server
df <- read.csv("https://covid19.communitydata.science/datasets/keywords/csv/latest.csv")
## make the data more R-friendly
df$is.alt <- df$is_alt == "True"
df$is_alt <- NULL
## find all translations for coronavirus
coronavirus.itemids <- df[ (tolower(df$label) == "coronavirus") &
(df$langcode == 'en')
,"itemid"]
## there are actually 5 item ids. The one referring to the family of virus is Q57751738
coronavirus.translations <- df[df$itemid == "http://www.wikidata.org/entity/Q57751738",]
## let's only look at non-aliases
print(coronavirus.translations[c(coronavirus.translations$is.alt == FALSE), c("label","langcode")])

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import pandas as pd
# read the latest dataset
df = pd.read_csv("https://covid19.communitydata.science/datasets/keywords/csv/latest.csv")
# find translations of "coronavirus"
coronavirus_itemids = df.loc[df.label.str.lower() == "coronavirus"]
# there are actually 5 item ids. The one referring to the family of virus is Q57751738
coronavirus_translations = df.loc[df.itemid == "http://www.wikidata.org/entity/Q57751738"]
# let's only look at unique, non-aliases
print(coronavirus_translations.loc[df.is_alt == False,['label','langcode']])

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2020-03-31_wikidata_item_labels_1.csv
1 2020-03-31_wikidata_item_labels_1.csv

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2020-03-29,Matthew Faber,17
2020-03-29,Dave Grohl,18
2020-03-29,Daisy Keech,19
date,term,top
2020-03-31,Sophie Brussaux,0
2020-03-31,Virginia stay-at-home order,1
2020-03-31,Furlough,2
2020-03-31,SBA disaster loans,3
2020-03-31,Schoology,4
2020-03-31,MyPillow,5
2020-03-31,John Krasinski,6
2020-03-31,Modern Warfare 2 Remastered,7
2020-03-31,Michigan unemployment,8
2020-03-31,Tomie dePaola,9
2020-03-31,The Good Doctor,10
2020-03-31,Arizona news,11
2020-03-31,Instacart strike,12
2020-03-31,USNS Comfort,13
2020-03-31,Crocs,14
2020-03-31,"Texas, unemployment",15
2020-03-31,Unemployment NY,16
2020-03-31,Arizona stay-at-home order,17
2020-03-31,N.C unemployment,18
2020-03-31,Unemployment benefits,19
date,term,top
2020-03-31,Chris Cuomo,0
2020-03-31,Andrew Jack,1
2020-03-31,David Geffen,2
2020-03-31,April fools' pranks,3
2020-03-31,Taco Bell free taco,4
2020-03-31,Face mask for sale,5
2020-03-31,Seoul,6
2020-03-31,Myron Rolle,7
2020-03-31,DaBaby,8
2020-03-31,Carole Baskin's husband,9
2020-03-31,Everlane,10
2020-03-31,Governor Abbott,11
1 date term top
75 2020-03-29 Matthew Faber 17
76 2020-03-29 Dave Grohl 18
77 2020-03-29 Daisy Keech 19
78 date term top
79 2020-03-31 Sophie Brussaux 0
80 2020-03-31 Virginia stay-at-home order 1
81 2020-03-31 Furlough 2
82 2020-03-31 SBA disaster loans 3
83 2020-03-31 Schoology 4
84 2020-03-31 MyPillow 5
85 2020-03-31 John Krasinski 6
86 2020-03-31 Modern Warfare 2 Remastered 7
87 2020-03-31 Michigan unemployment 8
88 2020-03-31 Tomie dePaola 9
89 2020-03-31 The Good Doctor 10
90 2020-03-31 Arizona news 11
91 2020-03-31 Instacart strike 12
92 2020-03-31 USNS Comfort 13
93 2020-03-31 Crocs 14
94 2020-03-31 Texas, unemployment 15
95 2020-03-31 Unemployment NY 16
96 2020-03-31 Arizona stay-at-home order 17
97 2020-03-31 N.C unemployment 18
98 2020-03-31 Unemployment benefits 19
99 date term top
100 2020-03-31 Chris Cuomo 0
101 2020-03-31 Andrew Jack 1
102 2020-03-31 David Geffen 2
103 2020-03-31 April fools' pranks 3
104 2020-03-31 Taco Bell free taco 4
105 2020-03-31 Face mask for sale 5
106 2020-03-31 Seoul 6
107 2020-03-31 Myron Rolle 7
108 2020-03-31 DaBaby 8
109 2020-03-31 Carole Baskin's husband 9
110 2020-03-31 Everlane 10
111 2020-03-31 Governor Abbott 11

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552 china covid19 136900 covid19 2020-03-31
553 covid19 china 136800 covid19 2020-03-31
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570 koronawirus 66600 sars-cov-2 2020-03-31
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575 sars-cov-2 vs cod-19 31400 sars-cov-2 2020-03-31
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578 sars-cov-2 cell entry depends on ace2 and tmprss2 and is blocked by a clinically proven protease inhibitor 22300 sars-cov-2 2020-03-31
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628 john hopkins coronavirus map 18000 coronavirus 2020-03-31
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691 what is sars-cov-2 109950 sars-cov-2 2020-03-31
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700 sars-cov-2 genome 37550 sars-cov-2 2020-03-31
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711 covid 19 pandemic 262550 covid-19 pandemic 2020-03-31
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715 what is a pandemic 113550 covid-19 pandemic 2020-03-31
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718 pandemic vs epidemic 64750 covid-19 pandemic 2020-03-31
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720 covid-19 symptoms 53850 covid-19 pandemic 2020-03-31
721 covid-19 pandemic unemployment payment 48650 covid-19 pandemic 2020-03-31
722 covid-19 pandemic plan 45850 covid-19 pandemic 2020-03-31
723 coronavirus update 45650 covid-19 pandemic 2020-03-31
724 who declared covid-19 pandemic 43100 covid-19 pandemic 2020-03-31
725 pandemic vs endemic 34900 covid-19 pandemic 2020-03-31
726 when was the last pandemic 29400 covid-19 pandemic 2020-03-31
727 coronavirus pandemic covid-19 live world map count 21350 covid-19 pandemic 2020-03-31
728 psa safe grocery shopping in covid-19 pandemic – updated 15900 covid-19 pandemic 2020-03-31

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covid19 symptoms,13,covid19,2020-03-31
corona virus,12,covid19,2020-03-31
covid19 who,11,covid19,2020-03-31
who,11,covid19,2020-03-31
what is covid19,11,covid19,2020-03-31
us covid19,10,covid19,2020-03-31
canada covid19,10,covid19,2020-03-31
test covid19,10,covid19,2020-03-31
covid19 india,9,covid19,2020-03-31
china covid19,9,covid19,2020-03-31
covid19 italy,9,covid19,2020-03-31
italy,9,covid19,2020-03-31
covid19 world,9,covid19,2020-03-31
covid-19,8,covid19,2020-03-31
coronavirus sars-cov-2,100,sars-cov-2,2020-03-31
coronavirus,95,sars-cov-2,2020-03-31
covid-19,82,sars-cov-2,2020-03-31
sars-cov-2 covid-19,76,sars-cov-2,2020-03-31
covid,55,sars-cov-2,2020-03-31
sars-cov-2 virus,51,sars-cov-2,2020-03-31
sars,44,sars-cov-2,2020-03-31
covid 19,38,sars-cov-2,2020-03-31
corona,37,sars-cov-2,2020-03-31
sars-cov-2 covid 19,33,sars-cov-2,2020-03-31
sars-cov-2 vs covid-19,25,sars-cov-2,2020-03-31
corona virus,16,sars-cov-2,2020-03-31
what is sars-cov-2,15,sars-cov-2,2020-03-31
sars-cov-2 wiki,13,sars-cov-2,2020-03-31
covid19,11,sars-cov-2,2020-03-31
sars-cov,10,sars-cov-2,2020-03-31
sars cov 2,8,sars-cov-2,2020-03-31
sars-cov-2 origin,8,sars-cov-2,2020-03-31
sars-cov-2 rna,8,sars-cov-2,2020-03-31
cdc,8,sars-cov-2,2020-03-31
koronawirus,5,sars-cov-2,2020-03-31
sars-cov-2 genome,5,sars-cov-2,2020-03-31
pubmed,4,sars-cov-2,2020-03-31
the proximal origin of sars-cov-2,4,sars-cov-2,2020-03-31
sars-cov-2 vs cod-19,4,sars-cov-2,2020-03-31
coronavirus pandemic,100,covid-19 pandemic,2020-03-31
coronavirus,98,covid-19 pandemic,2020-03-31
covid-19 coronavirus pandemic,96,covid-19 pandemic,2020-03-31
is covid-19 a pandemic,41,covid-19 pandemic,2020-03-31
covid 19,37,covid-19 pandemic,2020-03-31
who,36,covid-19 pandemic,2020-03-31
who pandemic covid-19,36,covid-19 pandemic,2020-03-31
covid 19 pandemic,36,covid-19 pandemic,2020-03-31
who pandemic,34,covid-19 pandemic,2020-03-31
epidemic,24,covid-19 pandemic,2020-03-31
pandemic meaning,20,covid-19 pandemic,2020-03-31
what is a pandemic,15,covid-19 pandemic,2020-03-31
pandemic definition,15,covid-19 pandemic,2020-03-31
coronavirus pandemic covid-19 live world map/count,9,covid-19 pandemic,2020-03-31
pandemic vs epidemic,9,covid-19 pandemic,2020-03-31
covid-19 updates,8,covid-19 pandemic,2020-03-31
covid-19 symptoms,7,covid-19 pandemic,2020-03-31
covid-19 pandemic unemployment payment,7,covid-19 pandemic,2020-03-31
covid-19 pandemic plan,6,covid-19 pandemic,2020-03-31
coronavirus update,6,covid-19 pandemic,2020-03-31
who declared covid-19 pandemic,6,covid-19 pandemic,2020-03-31
pandemic vs endemic,5,covid-19 pandemic,2020-03-31
when was the last pandemic,4,covid-19 pandemic,2020-03-31
coronavirus pandemic covid-19 live world map count,3,covid-19 pandemic,2020-03-31
psa safe grocery shopping in covid-19 pandemic updated,2,covid-19 pandemic,2020-03-31
1 query value term date
476 world health organization pandemic 6 covid-19 pandemic 2020-03-29
477 coronavirus update 5 covid-19 pandemic 2020-03-29
478 covid-19 pandemic unemployment payment 4 covid-19 pandemic 2020-03-29
479 coronavirus update 100 coronavirus 2020-03-31
480 corona 89 coronavirus 2020-03-31
481 coronavirus symptoms 82 coronavirus 2020-03-31
482 coronavirus news 72 coronavirus 2020-03-31
483 coronavirus cases 70 coronavirus 2020-03-31
484 coronavirus uk 51 coronavirus 2020-03-31
485 corona virus 47 coronavirus 2020-03-31
486 coronavirus india 43 coronavirus 2020-03-31
487 coronavirus map 41 coronavirus 2020-03-31
488 coronavirus china 39 coronavirus 2020-03-31
489 italia coronavirus 38 coronavirus 2020-03-31
490 coronavirus france 34 coronavirus 2020-03-31
491 coronavirus italy 31 coronavirus 2020-03-31
492 sintomas coronavirus 30 coronavirus 2020-03-31
493 usa coronavirus 29 coronavirus 2020-03-31
494 coronavirus us 28 coronavirus 2020-03-31
495 coronavirus españa 27 coronavirus 2020-03-31
496 symptoms of coronavirus 25 coronavirus 2020-03-31
497 coronavirus live 24 coronavirus 2020-03-31
498 coronavirus death 23 coronavirus 2020-03-31
499 coronavirus in india 22 coronavirus 2020-03-31
500 coronavirus tips 21 coronavirus 2020-03-31
501 coronavirus latest 18 coronavirus 2020-03-31
502 what is coronavirus 18 coronavirus 2020-03-31
503 coronavirus brasil 18 coronavirus 2020-03-31
504 coronavirus 100 covid-19 2020-03-31
505 coronavirus covid-19 99 covid-19 2020-03-31
506 covid 60 covid-19 2020-03-31
507 covid-19 cases 54 covid-19 2020-03-31
508 covid 19 43 covid-19 2020-03-31
509 covid-19 virus 35 covid-19 2020-03-31
510 corona 33 covid-19 2020-03-31
511 covid-19 map 26 covid-19 2020-03-31
512 covid-19 symptoms 23 covid-19 2020-03-31
513 covid-19 updates 22 covid-19 2020-03-31
514 covid-19 news 21 covid-19 2020-03-31
515 covid-19 live 19 covid-19 2020-03-31
516 covid-19 update 19 covid-19 2020-03-31
517 corona virus 17 covid-19 2020-03-31
518 us covid-19 16 covid-19 2020-03-31
519 covid-19 canada 15 covid-19 2020-03-31
520 what is covid-19 15 covid-19 2020-03-31
521 covid-19 who 15 covid-19 2020-03-31
522 who 15 covid-19 2020-03-31
523 covid-19 world 13 covid-19 2020-03-31
524 covid-19 test 12 covid-19 2020-03-31
525 usa covid-19 12 covid-19 2020-03-31
526 covid-19 cdc 11 covid-19 2020-03-31
527 cdc 11 covid-19 2020-03-31
528 covid-19 china 11 covid-19 2020-03-31
529 covid 100 covid19 2020-03-31
530 covid 19 84 covid19 2020-03-31
531 coronavirus covid19 60 covid19 2020-03-31
532 coronavirus 59 covid19 2020-03-31
533 covid19 cases 37 covid19 2020-03-31
534 corona 27 covid19 2020-03-31
535 corona covid19 26 covid19 2020-03-31
536 virus covid19 25 covid19 2020-03-31
537 covid19 news 18 covid19 2020-03-31
538 covid19 update 16 covid19 2020-03-31
539 map covid19 14 covid19 2020-03-31
540 covid19 symptoms 14 covid19 2020-03-31
541 corona virus 14 covid19 2020-03-31
542 corona virus covid19 13 covid19 2020-03-31
543 covid19 us 12 covid19 2020-03-31
544 covid19 who 11 covid19 2020-03-31
545 who 11 covid19 2020-03-31
546 what is covid19 11 covid19 2020-03-31
547 test covid19 11 covid19 2020-03-31
548 covid19 canada 10 covid19 2020-03-31
549 italy 10 covid19 2020-03-31
550 covid19 italy 10 covid19 2020-03-31
551 covid19 india 10 covid19 2020-03-31
552 china covid19 9 covid19 2020-03-31
553 covid19 china 9 covid19 2020-03-31
554 coronavirus sars-cov-2 100 sars-cov-2 2020-03-31
555 coronavirus 94 sars-cov-2 2020-03-31
556 covid-19 sars-cov-2 80 sars-cov-2 2020-03-31
557 covid-19 72 sars-cov-2 2020-03-31
558 covid 50 sars-cov-2 2020-03-31
559 sars 46 sars-cov-2 2020-03-31
560 virus sars-cov-2 42 sars-cov-2 2020-03-31
561 covid 19 39 sars-cov-2 2020-03-31
562 corona 36 sars-cov-2 2020-03-31
563 corona virus 19 sars-cov-2 2020-03-31
564 sars-cov-2 vs covid-19 18 sars-cov-2 2020-03-31
565 what is sars-cov-2 14 sars-cov-2 2020-03-31
566 sars-cov 11 sars-cov-2 2020-03-31
567 sars cov 2 10 sars-cov-2 2020-03-31
568 sars-cov-2 wiki 10 sars-cov-2 2020-03-31
569 covid19 10 sars-cov-2 2020-03-31
570 koronawirus 9 sars-cov-2 2020-03-31
571 cdc 8 sars-cov-2 2020-03-31
572 sars-cov-2 rna 5 sars-cov-2 2020-03-31
573 the proximal origin of sars-cov-2 4 sars-cov-2 2020-03-31
574 covid-19 or sars-cov-2 4 sars-cov-2 2020-03-31
575 sars-cov-2 vs cod-19 4 sars-cov-2 2020-03-31
576 pubmed 3 sars-cov-2 2020-03-31
577 sars-cov-1 3 sars-cov-2 2020-03-31
578 sars-cov-2 cell entry depends on ace2 and tmprss2 and is blocked by a clinically proven protease inhibitor 3 sars-cov-2 2020-03-31
579 coronavirus 100 covid-19 pandemic 2020-03-31
580 covid-19 coronavirus pandemic 97 covid-19 pandemic 2020-03-31
581 coronavirus pandemic 97 covid-19 pandemic 2020-03-31
582 who pandemic 41 covid-19 pandemic 2020-03-31
583 is covid-19 a pandemic 40 covid-19 pandemic 2020-03-31
584 who covid-19 pandemic 40 covid-19 pandemic 2020-03-31
585 covid 19 32 covid-19 pandemic 2020-03-31
586 covid 19 pandemic 29 covid-19 pandemic 2020-03-31
587 epidemic 24 covid-19 pandemic 2020-03-31
588 pandemic meaning 21 covid-19 pandemic 2020-03-31
589 what is a pandemic 17 covid-19 pandemic 2020-03-31
590 pandemic definition 16 covid-19 pandemic 2020-03-31
591 covid-19 symptoms 11 covid-19 pandemic 2020-03-31
592 covid-19 pandemic plan 10 covid-19 pandemic 2020-03-31
593 pandemic define 8 covid-19 pandemic 2020-03-31
594 covid-19 live world map/count 7 covid-19 pandemic 2020-03-31
595 coronavirus pandemic covid-19 live world map/count 7 covid-19 pandemic 2020-03-31
596 covid19 7 covid-19 pandemic 2020-03-31
597 covid-19 pandemic unemployment payment 7 covid-19 pandemic 2020-03-31
598 covid-19 updates 6 covid-19 pandemic 2020-03-31
599 pandemic vs endemic 5 covid-19 pandemic 2020-03-31
600 coronavirus update 5 covid-19 pandemic 2020-03-31
601 when was the last pandemic 3 covid-19 pandemic 2020-03-31
602 who declared covid-19 pandemic 3 covid-19 pandemic 2020-03-31
603 when was covid-19 declared a pandemic 1 covid-19 pandemic 2020-03-31
604 coronavirus update 100 coronavirus 2020-03-31
605 corona 90 coronavirus 2020-03-31
606 coronavirus symptoms 73 coronavirus 2020-03-31
607 coronavirus cases 71 coronavirus 2020-03-31
608 coronavirus news 69 coronavirus 2020-03-31
609 coronavirus uk 51 coronavirus 2020-03-31
610 corona virus 46 coronavirus 2020-03-31
611 india coronavirus 45 coronavirus 2020-03-31
612 coronavirus map 41 coronavirus 2020-03-31
613 coronavirus italia 38 coronavirus 2020-03-31
614 coronavirus china 36 coronavirus 2020-03-31
615 france coronavirus 33 coronavirus 2020-03-31
616 usa coronavirus 29 coronavirus 2020-03-31
617 italy 28 coronavirus 2020-03-31
618 coronavirus italy 28 coronavirus 2020-03-31
619 coronavirus us 28 coronavirus 2020-03-31
620 coronavirus españa 26 coronavirus 2020-03-31
621 sintomas coronavirus 26 coronavirus 2020-03-31
622 coronavirus live 25 coronavirus 2020-03-31
623 symptoms of coronavirus 23 coronavirus 2020-03-31
624 coronavirus in india 22 coronavirus 2020-03-31
625 coronavirus tips 21 coronavirus 2020-03-31
626 coronavirus latest 19 coronavirus 2020-03-31
627 coronavirus brasil 18 coronavirus 2020-03-31
628 what is coronavirus 18 coronavirus 2020-03-31
629 coronavirus 100 covid-19 2020-03-31
630 coronavirus covid-19 100 covid-19 2020-03-31
631 covid 63 covid-19 2020-03-31
632 covid-19 cases 56 covid-19 2020-03-31
633 covid 19 45 covid-19 2020-03-31
634 covid-19 virus 35 covid-19 2020-03-31
635 corona 35 covid-19 2020-03-31
636 covid-19 map 26 covid-19 2020-03-31
637 covid-19 symptoms 25 covid-19 2020-03-31
638 covid-19 updates 22 covid-19 2020-03-31
639 covid-19 news 21 covid-19 2020-03-31
640 covid-19 live 20 covid-19 2020-03-31
641 covid-19 update 19 covid-19 2020-03-31
642 corona virus 18 covid-19 2020-03-31
643 covid-19 us 17 covid-19 2020-03-31
644 what is covid-19 16 covid-19 2020-03-31
645 covid-19 who 15 covid-19 2020-03-31
646 covid-19 canada 15 covid-19 2020-03-31
647 canada covid-19 15 covid-19 2020-03-31
648 who 15 covid-19 2020-03-31
649 covid-19 world 13 covid-19 2020-03-31
650 covid-19 test 13 covid-19 2020-03-31
651 china covid-19 12 covid-19 2020-03-31
652 covid-19 cdc 12 covid-19 2020-03-31
653 cdc 11 covid-19 2020-03-31
654 covid 100 covid19 2020-03-31
655 covid 19 86 covid19 2020-03-31
656 coronavirus 57 covid19 2020-03-31
657 coronavirus covid19 56 covid19 2020-03-31
658 covid19 cases 36 covid19 2020-03-31
659 corona covid19 25 covid19 2020-03-31
660 corona 25 covid19 2020-03-31
661 virus covid19 23 covid19 2020-03-31
662 covid19 news 18 covid19 2020-03-31
663 covid19 update 15 covid19 2020-03-31
664 covid19 map 14 covid19 2020-03-31
665 covid19 symptoms 13 covid19 2020-03-31
666 corona virus 12 covid19 2020-03-31
667 covid19 who 11 covid19 2020-03-31
668 who 11 covid19 2020-03-31
669 what is covid19 11 covid19 2020-03-31
670 us covid19 10 covid19 2020-03-31
671 canada covid19 10 covid19 2020-03-31
672 test covid19 10 covid19 2020-03-31
673 covid19 india 9 covid19 2020-03-31
674 china covid19 9 covid19 2020-03-31
675 covid19 italy 9 covid19 2020-03-31
676 italy 9 covid19 2020-03-31
677 covid19 world 9 covid19 2020-03-31
678 covid-19 8 covid19 2020-03-31
679 coronavirus sars-cov-2 100 sars-cov-2 2020-03-31
680 coronavirus 95 sars-cov-2 2020-03-31
681 covid-19 82 sars-cov-2 2020-03-31
682 sars-cov-2 covid-19 76 sars-cov-2 2020-03-31
683 covid 55 sars-cov-2 2020-03-31
684 sars-cov-2 virus 51 sars-cov-2 2020-03-31
685 sars 44 sars-cov-2 2020-03-31
686 covid 19 38 sars-cov-2 2020-03-31
687 corona 37 sars-cov-2 2020-03-31
688 sars-cov-2 covid 19 33 sars-cov-2 2020-03-31
689 sars-cov-2 vs covid-19 25 sars-cov-2 2020-03-31
690 corona virus 16 sars-cov-2 2020-03-31
691 what is sars-cov-2 15 sars-cov-2 2020-03-31
692 sars-cov-2 wiki 13 sars-cov-2 2020-03-31
693 covid19 11 sars-cov-2 2020-03-31
694 sars-cov 10 sars-cov-2 2020-03-31
695 sars cov 2 8 sars-cov-2 2020-03-31
696 sars-cov-2 origin 8 sars-cov-2 2020-03-31
697 sars-cov-2 rna 8 sars-cov-2 2020-03-31
698 cdc 8 sars-cov-2 2020-03-31
699 koronawirus 5 sars-cov-2 2020-03-31
700 sars-cov-2 genome 5 sars-cov-2 2020-03-31
701 pubmed 4 sars-cov-2 2020-03-31
702 the proximal origin of sars-cov-2 4 sars-cov-2 2020-03-31
703 sars-cov-2 vs cod-19 4 sars-cov-2 2020-03-31
704 coronavirus pandemic 100 covid-19 pandemic 2020-03-31
705 coronavirus 98 covid-19 pandemic 2020-03-31
706 covid-19 coronavirus pandemic 96 covid-19 pandemic 2020-03-31
707 is covid-19 a pandemic 41 covid-19 pandemic 2020-03-31
708 covid 19 37 covid-19 pandemic 2020-03-31
709 who 36 covid-19 pandemic 2020-03-31
710 who pandemic covid-19 36 covid-19 pandemic 2020-03-31
711 covid 19 pandemic 36 covid-19 pandemic 2020-03-31
712 who pandemic 34 covid-19 pandemic 2020-03-31
713 epidemic 24 covid-19 pandemic 2020-03-31
714 pandemic meaning 20 covid-19 pandemic 2020-03-31
715 what is a pandemic 15 covid-19 pandemic 2020-03-31
716 pandemic definition 15 covid-19 pandemic 2020-03-31
717 coronavirus pandemic covid-19 live world map/count 9 covid-19 pandemic 2020-03-31
718 pandemic vs epidemic 9 covid-19 pandemic 2020-03-31
719 covid-19 updates 8 covid-19 pandemic 2020-03-31
720 covid-19 symptoms 7 covid-19 pandemic 2020-03-31
721 covid-19 pandemic unemployment payment 7 covid-19 pandemic 2020-03-31
722 covid-19 pandemic plan 6 covid-19 pandemic 2020-03-31
723 coronavirus update 6 covid-19 pandemic 2020-03-31
724 who declared covid-19 pandemic 6 covid-19 pandemic 2020-03-31
725 pandemic vs endemic 5 covid-19 pandemic 2020-03-31
726 when was the last pandemic 4 covid-19 pandemic 2020-03-31
727 coronavirus pandemic covid-19 live world map count 3 covid-19 pandemic 2020-03-31
728 psa safe grocery shopping in covid-19 pandemic – updated 2 covid-19 pandemic 2020-03-31

File diff suppressed because it is too large Load Diff

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@ -0,0 +1,18 @@
#!/bin/bash
# For now these scripts don't accept command line arguments. It's an MVP
echo "Reading Google trends"
python3 collect_trends.py
echo "Searching for Wikidata items using base_terms.txt"
python3 wikidata_search.py ../resources/base_terms.txt --output ../output/intermediate/wikidata_search_results.csv
echo "Searching for Wikidata items using Google trends"
python3 wikidata_search.py ../output/intermediate/related_searches_rising.csv ../output/intermediate/related_searches_top.csv --use-gtrends --output ../output/intermediate/wikidata_search_results_from_gtrends.csv
echo "Finding translations from Wikidata using sparql"
python3 wikidata_translations.py ../output/intermediate/wikidata_search_results_from_gtrends.csv ../output/intermediate/wikidata_search_results.csv --topN 10 20 --output ../output/csv/$(date '+%Y-%m-%d')_wikidata_item_labels.csv
rm latest.csv
ln -s $(ls -tr | tail -n 1) latest.csv

View File

@ -5,12 +5,12 @@
echo "Reading Google trends"
python3 collect_trends.py
echo "Searching for Wikidata entities using base_terms.txt"
echo "Searching for Wikidata items using base_terms.txt"
python3 wikidata_search.py ../resources/base_terms.txt --output ../output/intermediate/wikidata_search_results.csv
echo "Searching for Wikidata entities using Google trends"
echo "Searching for Wikidata items using Google trends"
python3 wikidata_search.py ../output/intermediate/related_searches_rising.csv ../output/intermediate/related_searches_top.csv --use-gtrends --output ../output/intermediate/wikidata_search_results_from_gtrends.csv
echo "Finding transliterations from Wikidata using sparql"
python3 wikidata_transliterations.py ../output/intermediate/wikidata_search_results_from_gtrends.csv ../output/intermediate/wikidata_search_results.csv --topN 10 20 --output ../output/csv/$(date '+%Y-%m-%d')_wikidata_entity_labels.csv
echo "Finding translations from Wikidata using sparql"
python3 wikidata_translations.py ../output/intermediate/wikidata_search_results_from_gtrends.csv ../output/intermediate/wikidata_search_results.csv --topN 10 20 --output ../output/csv/$(date '+%Y-%m-%d')_wikidata_item_labels.csv

View File

@ -1,4 +1,4 @@
# generate a list of wikidata entities related to keywords
# generate a list of wikidata items related to keywords
from os import path
from sys import stdout
from wikidata_api_calls import search_wikidata, get_wikidata_api
@ -30,8 +30,8 @@ class Wikidata_ResultSet:
class Wikidata_Result:
# store unique entities found in the search results, the position in the search result, and the date
__slots__=['search_term','entityid','pageid','search_position','timestamp']
# store unique items found in the search results, the position in the search result, and the date
__slots__=['search_term','itemid','pageid','search_position','timestamp']
def __init__(self,
term,
@ -39,14 +39,14 @@ class Wikidata_Result:
position):
self.search_term = term.strip()
self.entityid = search_result['title']
self.itemid = search_result['title']
self.pageid = int(search_result['pageid'])
self.search_position = int(position)
self.timestamp = search_result['timestamp']
def to_list(self):
return [self.search_term,
self.entityid,
self.itemid,
self.pageid,
self.search_position,
self.timestamp]
@ -79,11 +79,11 @@ def trawl_base_terms(infiles, outfile = None, mode='w'):
## search each of the base terms in wikidata
# store unique entities found in the search results, the position in the search result, and the date
# store unique items found in the search results, the position in the search result, and the date
if __name__ == "__main__":
import argparse
parser = argparse.ArgumentParser("Search wikidata for entities related to a set of terms.")
parser = argparse.ArgumentParser("Search wikidata for items related to a set of terms.")
parser.add_argument('inputs', type=str, nargs='+', help='one or more files to read')
parser.add_argument('--use-gtrends', action='store_true', help = 'toggle whether the input is the output from google trends')
parser.add_argument('--output', type=str, help='an output file. defaults to stdout')

View File

@ -5,33 +5,34 @@ from json import JSONDecodeError
from os import path
class LabelData:
__slots__ = ['entityid','label','langcode','is_alt']
__slots__ = ['itemid','label','langcode','is_alt']
def __init__(self, wd_res, is_alt):
obj = wd_res.get('label',None)
self.label = obj.get('value',None)
self.langcode = obj.get('xml:lang',None)
self.entityid = wd_res.get('entity',None).get('value',None)
self.itemid = wd_res.get('item',None).get('value',None)
self.is_alt = is_alt
def to_list(self):
return [self.entityid,
return [self.itemid,
self.label,
self.langcode,
self.is_alt]
def GetAllLabels(in_csvs, outfile, topNs):
def load_entity_ids(in_csv, topN=5):
def load_item_ids(in_csv, topN=5):
with open(in_csv,'r',newline='') as infile:
reader = list(csv.DictReader(infile))
for row in reader:
if int(row['search_position']) < topN:
yield row["entityid"]
yield row["itemid"]
ids = set(chain(* map(lambda in_csv, topN: load_entity_ids(in_csv, topN), in_csvs, topNs)))
labeldata = GetEntityLabels(ids)
ids = set(chain(* map(lambda in_csv, topN: load_item_ids(in_csv, topN), in_csvs, topNs)))
ids = ids.union(open("../resources/main_items.txt"))
labeldata = GetItemLabels(ids)
with open(outfile, 'w', newline='') as of:
writer = csv.writer(of)
@ -39,7 +40,7 @@ def GetAllLabels(in_csvs, outfile, topNs):
writer.writerows(map(LabelData.to_list,labeldata))
def GetEntityLabels(entityids):
def GetItemLabels(itemids):
def run_query_and_parse(query, is_alt):
results = run_sparql_query(query)
@ -50,7 +51,7 @@ def GetEntityLabels(entityids):
if res is not None:
res = res.get('bindings',None)
if res is None:
raise requests.APIError(f"got invalid response from wikidata for {query % entityid}")
raise requests.APIError(f"got invalid response from wikidata for {query % itemid}")
for info in res:
yield LabelData(info, is_alt)
@ -59,20 +60,20 @@ def GetEntityLabels(entityids):
print(e)
print(query)
def prep_query(query, prop, entityids):
values = ' '.join(('wd:{0}'.format(id) for id in entityids))
def prep_query(query, prop, itemids):
values = ' '.join(('wd:{0}'.format(id) for id in itemids))
return query.format(prop, values)
base_query = """
SELECT DISTINCT ?entity ?label WHERE {{
?entity {0} ?label;
VALUES ?entity {{ {1} }}
SELECT DISTINCT ?item ?label WHERE {{
?item {0} ?label;
VALUES ?item {{ {1} }}
}}"""
# we can't get all the entities at once. how about 100 at a time?
# we can't get all the items at once. how about 100 at a time?
chunksize = 100
entityids = (id for id in entityids)
chunk = list(islice(entityids, chunksize))
itemids = (id for id in itemids)
chunk = list(islice(itemids, chunksize))
calls = []
while len(chunk) > 0:
label_query = prep_query(base_query, "rdfs:label", chunk)
@ -80,7 +81,7 @@ def GetEntityLabels(entityids):
label_results = run_query_and_parse(label_query, is_alt=False)
altLabel_results = run_query_and_parse(altLabel_query, is_alt=True)
calls.extend([label_results, altLabel_results])
chunk = list(islice(entityids, chunksize))
chunk = list(islice(itemids, chunksize))
return chain(*calls)
@ -89,13 +90,13 @@ def find_new_output_file(output, i = 1):
if path.exists(output):
name, ext = path.splitext(output)
return find_new_output_file(f"{name}_{i}.{ext}", i+1)
return find_new_output_file(f"{name}_{i}{ext}", i+1)
else:
return output
if __name__ == "__main__":
import argparse
parser = argparse.ArgumentParser("Use wikidata to find transliterations of terms")
parser = argparse.ArgumentParser("Use wikidata to find translations of terms")
parser.add_argument('inputs', type=str, nargs='+', help='one or more files to read. the inputs are generated by wikidata_search.py')
parser.add_argument('--topN', type=int, nargs='+', help='limit number of wikidata search results to use, can pass one arg for each source.')
parser.add_argument('--output', type=str, help='an output file. defaults to stdout',default=20)

View File

@ -1,3 +0,0 @@
# Transliterations
This part of the project collects tranliterations of key phrases related to COVID-19 using Wikidata. We search the Wikidata API for entities in `src/wikidata_search.py` and then we make simple SPARQL queries in `src/wikidata_transliterations.py` to collect labels and aliases the entities. The labels come with language metadata. This seems to provide a decent initial list of relevant terms across multiple languages.