The GDELT Project

Using Global Similarity Graph Document Embeddings & BigQuery For "More Like This" Search

Earlier today we announced the new Global Similarity Graph Document Embeddings dataset that uses the Universal Sentence Encoder V4 to compute document-level embeddings for each news article we monitor in realtime across 65 languages using machine translation. Using BigQuery, we can select an article from the dataset and perform a brute-force cosine similarity comparison of that article against every other article in the dataset and return the top most similar articles. In a production application this approach would be far too slow and resource-intensive and you would use something like Vertex Matching Engine, but for simple explorative analysis it demonstrates the tremendous power of embeddings for encoding the semantic focus of articles.

It turns out that Google has already published a sample embedding similarity search query for BigQuery that required only minimal customization to work on the GSG Document Embeddings dataset:

SELECT
  c.k1 as query_title,
  c.k2 as match_title,
  SUM(vv1*vv2) / (SQRT(SUM(POW(vv1,2))) * SQRT(SUM(POW(vv2,2)))) AS similarity,
  ANY_VALUE(c.u2) as match_url
FROM
(
  SELECT
    a.key k1, a.val v1, b.key k2, b.val v2, a.url u1, b.url u2
  FROM
  (
    SELECT title key, url url, docembed val FROM `gdelt-bq.gdeltv2.gsg_docembed` WHERE DATE(date) = "2021-07-30" and url='https://www.marketwatch.com/story/cdc-expected-to-release-data-that-informed-change-on-face-mask-policy-says-delta-variant-of-covid-means-war-has-changed-11627655532' LIMIT 1
   ) a
  CROSS JOIN
  (
    SELECT title key, url url, docembed val FROM `gdelt-bq.gdeltv2.gsg_docembed` WHERE DATE(date) = "2021-07-30" 
  ) b
) c
, UNNEST(c.v1) vv1 with offset ind1 JOIN UNNEST(c.v2) vv2 with offset ind2 ON (ind1=ind2)
GROUP BY c.k1, c.k2
ORDER BY similarity DESC
LIMIT 100

Here we select a MarketWatch article titled "CDC releases data that informed reconsideration of face masks, says delta variant of COVID means the ‘war has changed’" and compute its similarity to every other article in the dataset on the same day (we could easily compare against the entire dataset, but often you might only be interested in other coverage from the same day). You can see the results in the table below showing how it is able to find related coverage even if it doesn't use the same exact words. While most of the results below are in English, you can also see several articles in other languages, including Bulgarian, French, Greek, Hungarian, Romanian and Turkish.

Row match_title similarity match_url
1
CDC expected to release data that informed reconsideration of face masks, says delta variant of COVID means the 'war has changed'
1.0
https://www.marketwatch.com/story/cdc-expected-to-release-data-that-informed-change-on-face-mask-policy-says-delta-variant-of-covid-means-war-has-changed-11627655532
2
CDC details Massachusetts outbreak that sparked mask update
0.7013467116399886
https://thehill.com/policy/healthcare/565646-cdc-releases-data-on-massachusetts-outbreak-that-sparked-mask-update
3
CDC releases data behind latest mask guidelines
0.693450288822866
https://www.politico.com/news/2021/07/30/cdc-releases-data-behind-latest-mask-guidelines-501791
4
Provincetown COVID-19 Outbreak Shows Strength of Delta Variant
0.6885198652225404
https://www.advocate.com/news/2021/7/30/provincetown-covid-19-outbreak-shows-strength-delta-variant
5
In internal document about COVID-19 vaccines and delta variant, CDC says "the war has changed"
0.6795897618135337
https://www.cbsnews.com/news/covid-delta-variant-vaccine-cdc-guidelines/
6
Delta Variant May Spread Easily As Chickenpox According To CDC Document
0.6764099434560894
https://103weup.com/2021/07/30/delta-variant-may-spread-easily-as-chickenpox-according-to-cdc-document/
7
Provincetown COVID Outbreak: Cluster Among Reasons Behind CDC Reversing Mask Guidelines – NBC 6 South Florida
0.6763859801463922
https://www.nbcmiami.com/news/coronavirus/provincetown-outbreak-reportedly-among-reasons-behind-cdc-reversing-mask-guidelines/2512468/
8
Mass. Department of Public Health says some fully vaccinated people should wear masks indoors when not at home
0.6749467443068915
https://www.wcvb.com/article/mass-dph-says-some-fully-vaccinated-people-should-wear-masks-indoors-when-not-at-home/37181115
9
DPH, DESE Issue New Mask Guidance In Response To Delta
0.6737703943318492
https://www.wgbh.org/news/local-news/2021/07/30/dph-dese-issue-new-mask-guidance-in-response-to-delta
10
Massachusetts COVID Outbreak Of Nearly 900 People May Have Prompted CDC Mask Reversal
0.6709819391327653
https://www.ibtimes.com.au/massachusetts-covid-outbreak-nearly-900-people-may-have-prompted-cdc-mask-reversal-1739135
11
'The war has changed,' against new delta variant, internal CDC presentation says
0.6679650993282819
https://www.livescience.com/internal-cdc-document-covid-delta-variant.html
12
Massachusetts Outbreak Of Nearly 900 Mostly Vaccinated People May Have Prompted CDC Mask Reversal
0.6662573840523555
https://www.ibtimes.com/massachusetts-outbreak-nearly-900-mostly-vaccinated-people-may-have-prompted-cdc-mask-3263363
13
Mass. health officials release updated face covering advisory
0.6660845100972416
https://www.boston.com/news/coronavirus/2021/07/30/mass-health-officials-release-updated-face-covering-advisory/
14
The CDC Is Making a Big Announcement About Fully Vaccinated Americans Amid Spread of Coronavirus Delta Variant | CDC, Coronavirus, Politics
0.6633404453339007
https://www.justjared.com/2021/07/27/the-cdc-is-making-a-big-announcement-about-fully-vaccinated-americans-amid-spread-of-coronavirus-delta-variant/
15
CDC 'worrisome' COVID-19 data cited in mask update included breakthrough cases in Massachusetts outbreak
0.6618211144394797
https://www.foxnews.com/health/cdc-covid-19-data-mask-update-breakthrough-cases-massachusetts-outbreak
16
COVID community transmission map: Iowa counties where CDC urges masks
0.6610671764139784
https://www.desmoinesregister.com/story/news/health/2021/07/28/map-covid-19-coronavirus-community-transmission-iowa-counties-delta-variant-cdc-mask-guidance/5407977001/
17
CDC internal report calls delta variant as contagious as chickenpox
0.6594920957840645
https://www.startribune.com/cdc-internal-report-calls-delta-variant-as-contagious-as-chickenpox/600083126/
18
A CDC Document Gives New Details On Just How Dangerous The Delta Variant Really Is
0.6573649652848383
https://www.ijpr.org/health-and-medicine/2021-07-30/the-cdc-says-the-delta-variant-has-changed-the-war-against-covid-19
19
Доклад: "Делта" вариантът може да преодолее защитата на ваксините
0.6563097133145058
https://www.burgasnews.com/2021/07/30/%D0%B4%D0%BE%D0%BA%D0%BB%D0%B0%D0%B4-%D0%B4%D0%B5%D0%BB%D1%82%D0%B0-%D0%B2%D0%B0%D1%80%D0%B8%D0%B0%D0%BD%D1%82%D1%8A%D1%82-%D0%BC%D0%BE%D0%B6%D0%B5-%D0%B4%D0%B0-%D0%BF%D1%80%D0%B5%D0%BE%D0%B4/
20
The Mask Is Back – CDC Now Recommends Vaccinated People Wear Masks In Public, Indoor Settings In Areas Of Substantial Or High COVID-19 Transmission – Employment and HR
0.6527449584334988
https://www.mondaq.com/unitedstates/employee-rights-labour-relations/1097230/the-mask-is-back-cdc-now-recommends-vaccinated-people-wear-masks-in-public-indoor-settings-in-areas-of-substantial-or-high-covid-19-transmission
21
CDC says Americans should wear masks in nearly 70% of US counties
0.652263219288272
https://www.anewsa.com/./detail.php?number=2463942
22
CDC mask decision followed stunning findings from Cape Cod beach outbreak
0.6507685871300245
http://www.msn.com/en-us/health/medical/cdc-mask-decision-followed-stunning-findings-from-cape-cod-beach-outbreak/ar-AAMIGS7
23
Virginia recommends but doesn't require wearing masks indoors
0.6484487675626327
https://www.tysonsreporter.com/2021/07/29/virginia-recommends-but-doesnt-require-wearing-masks-indoors/
24
No Mask Mandate For Mass. Schools, And State Suggests Vaccinated Students Shed Masks
0.6462153677889986
https://www.wbur.org/news/2021/07/30/no-mask-requirements-for-mass-schools-and-state-suggests-vaccinated-students-shed-masks-in-classrooms
25
Delta variant appears to be as transmissible as chickenpox, CDC document warns
0.6422575094756113
https://www.kbzk.com/news/national/coronavirus/delta-variant-appears-to-be-as-transmissible-as-chickenpox-cdc-document-warns
26
CDC Sends Out New Information on Delta Variant (VIDEO)
0.6419580232639887
https://www.newsy.com/stories/cdc-sends-out-new-information-on-delta-variant/
27
COVID-19 Delta Variant May Spread Like Chickenpox, Cause More Severe Infection: Reports
0.641844673451071
https://www.ndtv.com/world-news/covid-19-delta-variant-may-spread-like-chickenpox-cause-more-severe-infection-reports-2498698
28
CDC COVID document leaked – KOBI-TV NBC5 / KOTI-TV NBC2
0.6391456502445392
https://kobi5.com/news/health-news/cdc-covid-document-leaked-160452/
29
Most people infected in Provincetown covid outbreak were vaccinated, CDC study shows
0.6391047090423144
https://www.washingtonpost.com/health/2021/07/30/provincetown-covid-outbreak-vaccinated/
30
New CDC Mask Guidance Was Driven By Cape Cod Outbreak
0.6387614547299236
https://www.buzzfeednews.com/article/stephaniemlee/cape-cod-delta-vaccinations-mask
31
'The War Has Changed': US Documents Sound Alarm On Delta Variant
0.6370004407164656
https://www.ibtimes.com/war-has-changed-us-documents-sound-alarm-delta-variant-3263407
32
Variante Delta tiene más posibilidades de romper la protección de las vacunas
0.6363683415703709
https://www.eldiariodechihuahua.mx/salud/variante-delta-tiene-mas-posibilidades-de-romper-la-proteccion-de-las-vacunas-20210730-1824294.html
33
Former Trump official says 'just a matter of time' before unvaccinated get delta variant
0.635355617293383
https://thehill.com/policy/healthcare/565595-former-trump-official-says-just-a-matter-of-time-before-unvaccinated-get
34
'The war has changed': US documents sound alarm on Delta variant
0.6334200033164169
https://www.france24.com/en/live-news/20210730-the-war-has-changed-us-documents-sound-alarm-on-delta-variant
35
CDC mask guidelines: Map of high COVID transmission areas by county
0.6327032163070407
https://www.azcentral.com/in-depth/graphics/2021/07/29/cdc-mask-guidelines-map-high-covid-transmission-county/5400268001/
36
Walmart: Masks mandatory for employees, 'strongly encouraged' for customers
0.632623197781633
https://thehill.com/business-a-lobbying/business-a-lobbying/565643-walmart-masks-mandatory-for-employees-strongly-encouraged-for-customers
37
Delta Variant as Contagious as Chicken Pox: CDC Documents
0.629805403628904
https://www.medscape.com/viewarticle/955744
38
Biden: 'We Have a Pandemic Because of the Unvaccinated, and They're Sowing Enormous Confusion'
0.629569975564045
https://www.cnsnews.com/index.php/article/national/susan-jones/biden-we-have-pandemic-because-unvaccinated-and-theyre-sowing-enormous
39
CDC Alarmed: 74% of Cases in Cape Cod Cluster Were Among the Vaxxed
0.6295625411115362
https://www.medpagetoday.com/infectiousdisease/covid19vaccine/93830
40
New Mask Guidance Issued for Fully Vaccinated People in Massachusetts
0.6294501853625466
https://www.msn.com/en-us/news/us/new-mask-guidance-issued-for-fully-vaccinated-people-in-massachusetts/ar-AAMKWar
41
COVID kills a few vaccinated high-risk Missouri patients
0.6285771162672983
https://www.kmbc.com/article/deaths-noted-in-several-high-risk-missouri-covid-19-patients-who-had-been-vaccinated/37178660
42
Delta COVID variant spreads as easily as chickenpox: CDC report
0.6275212670870639
https://www.wltx.com/article/news/health/coronavirus/delta-variant-as-contagious-as-chickenpox-cdc-document-warns/507-68a2c86d-ab1b-46fa-9fa5-ddef2407fd23
43
Coronavirus update: Unpacking the federal worker mandate, CDC concerned over Delta variant
0.6270441128953191
https://www.consumeraffairs.com/news/coronavirus-update-unpacking-the-federal-worker-mandate-cdc-concerned-over-delta-variant-073021.html
44
U.S. CDC internal report says Delta variant as contagious as chickenpox: Report
0.6270138212163922
https://www.edmontonsun.com/health/u-s-cdc-internal-report-says-delta-variant-as-contagious-as-chickenpox-report/wcm/c38c50a1-9e22-4482-a6c1-5d88265135fb
45
COVID-19 delta variant as contagious as chickenpox, CDC internal docs warn
0.626825163153314
https://www.fox7austin.com/news/covid-19-delta-variant-as-contagious-as-chickenpox-cdc-internal-docs-warn
46
Coronavirus: Biden Announces Requirements for Vaccination of Federal Workers
0.6257324703742322
https://eaworldview.com/2021/07/coronavirus-biden-requirements-for-vaccination-federal-workers/
47
La variante Delta ya tiene su primer brote en Argentina: 17 positivos y 160 aislados
0.6253475555449945
https://www.mdzol.com/sociedad/2021/7/30/la-variante-delta-ya-tiene-su-primer-brote-en-argentina-17-positivos-160-aislados-176222.html
48
CDC: The war against the COVID virus 'has changed'
0.6235699135817266
https://www.washingtontimes.com:443/news/2021/jul/30/cdc-war-against-covid-virus-has-changed/
49
Oklahoma and COVID: Maps shows vaccine, cases and hospitalization rate
0.6226695854095398
https://www.oklahoman.com/story/news/2021/07/30/oklahoma-covid-map-vaccine-delta-variant-cases/5402242001/
50
CDC team: 'War has changed' as delta variant dangers emerge
0.6219571860959687
http://www.tribtown.com/2021/07/30/us-med-virus-outbreak-cdc-delta-3/
51
Here we go again? Vanderburgh reports 163 new cases in one day
0.6212250529034449
https://www.courierpress.com/story/news/local/2021/07/30/here-we-go-again-vanderburgh-reports-163-new-cases-one-day/5430387001/
52
CDC: Delta Variant Spreads as Easily as Chicken Pox; More Severe
0.6211115608179
http://banksnews.gr/cdc-delta-variant-spreads-as-easily-as-chicken-pox-more-severe/
53
El riesgo de que surjan "mutaciones escapistas" aumenta con vacunación: estudio – SinEmbargo MX
0.6204835038752377
https://www.sinembargo.mx/30-07-2021/4007923
54
'War Has Changed' As Delta Variant Dangers Emerge: CDC Team
0.6195260934788396
https://patch.com/us/across-america/war-has-changed-delta-variant-dangers-emerge-cdc-team
55
CDC data shows that 74% of people who tested positive for the virus in Massachusetts outbreak were fully vaccinated
0.6192752801704966
https://www.marketwatch.com/story/cdc-data-shows-that-74-of-people-who-tested-positive-for-the-virus-in-massachusetts-outbreak-were-fully-vaccinated-11627665558
56
Daily Covid-19 cases similar to this time last year, but rising rapidly instead of falling, JHU data shows
0.6188419552175385
https://www.cnn.com/us/live-news/coronavirus-pandemic-07-30-21/h_5023961c8e11edb3b836b98c29aaebbc
57
CDC Team: 'War Has Changed' as Delta Variant Dangers Emerge – NBC 6 South Florida
0.6159312573185827
https://www.nbcmiami.com/news/coronavirus/cdc-warns-in-internal-document-that-war-has-changed-with-coronavirus/2512499/
58
CDC Team: 'War Has Changed' as Delta Variant Dangers Emerge – NBC New York
0.6159312287409288
https://www.nbcnewyork.com/news/coronavirus/cdc-warns-in-internal-document-that-war-has-changed-with-coronavirus/3187476/
59
'The war has changed': CDC document warns Delta variant appears to spread as easily as chickenpox
0.6147661437494029
https://siouxcityjournal.com/news/national/the-war-has-changed-cdc-document-warns-delta-variant-appears-to-spread-as-easily-as/article_3354e567-0a21-582c-b9c8-79a301901586.html
60
Second wave: Delta variant of COVID-19 present in community, contributing to case increase
0.6145096258504353
https://www.thesheridanpress.com/news/local/second-wave-delta-variant-of-covid-19-present-in-community-contributing-to-case-increase/article_94378f9c-f138-11eb-9d37-3b5b461876de.html
61
CDC Data Suggests Anti-Vaxxers Thwarting Vaccines' Success
0.6106948826055143
https://www.newsweek.com/cdc-data-suggests-anti-vaxxers-thwarting-vaccines-success-1614773
62
Texas Gov. Greg Abbott signs order banning COVID vaccine, mask mandates
0.6102193786244476
https://www.foxnews.com/politics/texas-greg-abbott-bans-covid-mask-vaccine-mandates
63
NY Times delays return to office
0.6082417064451161
http://www.msn.com/en-us/news/politics/ny-times-delays-return-to-office/ar-AAMKFDW
64
California sees small COVID vaccine boost, but needs more
0.6081833062697605
https://www.latimes.com/espanol/california/articulo/2021-07-30/vacunas-delta-coronavirus-vacunas-california
65
CDC FINALLY releases data showing vaccinated people have same viral levels of Delta variant
0.6068623131029097
https://www.dailymail.co.uk/health/article-9844761/CDC-FINALLY-releases-data-showing-vaccinated-people-viral-levels-Delta-variant.html
66
Detected Delta variant cases in PH rise with 97 more patients, 3 deaths
0.6067932429622014
https://cnnphilippines.com:443/news/2021/7/29/Delta-cases-Philippines-July-29.html
67
Bacolod still requires Apors to present negative swab test
0.606173864619358
https://www.sunstar.com.ph/article/1902542/Bacolod/Local-News/Bacolod-still-requires-Apors-to-present-negative-swab-test
68
Six Cincinnati counties meet threshold for indoor mask wearing by vaccinated, CDC says
0.6058814295650707
https://www.bizjournals.com/cincinnati/news/2021/07/30/cdc-mask-guidance.html
69
State says delta variant circulating locally
0.6050614106908688
https://www.argus-press.com/health/article_89d945fe-f8b6-505a-ae71-c4eccbdcef6e.html
70
Raport CDC: Wariant Delta zakaźny jak ospa wietrzna
0.6044645585720798
https://www.rp.pl/Koronawirus-SARS-CoV-2/210739969-Raport-CDC-Wariant-Delta-zakazny-jak-ospa-wietrzna.html
71
CDC document warns Delta variant appears to spread as easily as chickenpox and cause more severe infection
0.6024732248321593
https://localnews8.com/politics/cnn-us-politics/2021/07/30/washington-post-cdc-document-warns-delta-variant-appears-to-spread-as-easily-as-chicken-pox-and-cause-more-severe-infection/
72
'Foolish' is what Mississippi governor calls CDC mask recommendation for fully-vaccinated
0.6018068587392248
https://www.wesh.com/article/mississippi-governor-calls-cdc-recommendation-foolish/37179422
73
CDC: Vaccinated Should be Tested After COVID Exposure, Even Without Symptoms
0.6017994962996446
https://www.wftw.com/news/cdc-vaccinated-should-be-tested-after-covid-exposure-even-without-symptoms/
74
À Broadway, vaccination et masques de rigueur à la reprise
0.6005398720083435
https://www.tvanouvelles.ca/2021/07/30/a-broadway-vaccination-et-masques-de-rigueur-a-la-reprise
75
Covid-19: Paraguay confirmó la transmisión comunitaria de la variante Delta | En Asunción y el departamento Central de ese país
0.6000376668118019
https://www.pagina12.com.ar/358352-covid-19-paraguay-confirmo-la-transmision-comunitaria-de-la-
76
COVID NEWS – DOJ Says Vaccine Mandates Not Prohibited by EUA Law and CDC Updates Mask Guidance for the Vaccinated | Ballard Spahr LLP
0.5980981251953685
https://www.jdsupra.com/legalnews/covid-news-doj-says-vaccine-mandates-2418743/
77
Bericht der US-Gesundheitsbehörde – Delta-Variante soll so ansteckend sein wie Windpocken
0.5980225660468715
https://www.bernerzeitung.ch/delta-variante-soll-so-ansteckend-sein-wie-windpocken-841355253484
78
Orange County Reports Another 500-Plus COVID Cases | The Patriot KEIB AM 1150
0.5978459338373716
https://patriotla.iheart.com/content/2021-07-30-orange-county-reports-another-500-plus-covid-cases/
79
ABD sağlık yetkilileri, Delta varyantı sebebiyle Kovid-19'la "savaşın değiştiğini" söyledi
0.5977227628304659
https://www.haberler.com/abd-saglik-yetkilileri-delta-varyanti-sebebiyle-14299009-haberi/
80
Policy ins and outs: Nevada's updated mask requirements effective July 30, 2021
0.5970828802489674
https://www.ktnv.com/news/coronavirus/policy-ins-and-outs-nevadas-updated-mask-requirements-effective-july-30-2021
81
As coronavirus cases rise again, not even Colorado's most-vaccinated counties have been spared
0.597012808451261
https://www.summitdaily.com/news/as-coronavirus-cases-rise-again-not-even-colorados-most-vaccinated-counties-have-been-spared/
82
В Тюменской области прививки от коронавируса сделали почти 480 тысяч человек
0.5940777738687824
https://pda.tumen.kp.ru/online/news/4383562/
83
Vaccination is not enough by itself to stop the spread of variants, study finds
0.5933933142964171
https://localnews8.com/health/cnn-health/2021/07/30/vaccination-is-not-enough-by-itself-to-stop-the-spread-of-variants-study-finds/
84
Varianta Delta se răspândește la fel de ușor ca pojarul și varicela
0.5932352443319289
https://www.dcnews.ro/varianta-delta-se-raspandeste-la-fel-de-usor-ca-pojarul_831334.html
85
Updated Face Covering Advisory Issued by Massachusetts DPH
0.5931402097658424
https://live959.com/updated-face-covering-advisory-issued-by-massachusetts-dph/
86
SCIENCE! CDC Sentences Kids to Another School Year of Irrational Masking. – Investment Watch
0.592669392430187
https://www.investmentwatchblog.com/science-cdc-sentences-kids-to-another-school-year-of-irrational-masking/
87
Amerikai szakértők: a delta variáns az egyik legfertőzőbb vírus, amit ismerünk
0.5907462769385942
https://demokrata.hu/tudomany/amerikai-szakertok-a-delta-varians-az-egyik-legfertozobb-virus-amit-ismerunk-409692/
88
En Morbihan, retour du masque obligatoire en zone urbanisée et littorale
0.5869901695111928
https://www.letelegramme.fr/bretagne/en-morbihan-retour-du-masque-obligatoire-en-zone-urbanisee-et-littorale-30-07-2021-12800110.php
89
CDC warns in internal document that 'war has changed' with the coronavirus
0.5850662428196162
https://www.nbcnews.com/science/science-news/cdc-warns-internal-document-war-has-changed-coronavirus-n1275478
90
Arkansas reports biggest 1-day virus spike in 5 months
0.5846200278238249
https://apnews.com/article/ar-state-wire-arkansas-coronavirus-pandemic-health-11f9b5224fc703be83bac5e3dc29ffcd
91
Koronavírus – Amerikai járványügyi szakemberek: a delta variáns súlyosabb betegséget okozhat, mint a Covid-19 más változatai
0.5844224819709167
https://webradio.hu/hirek/koronavirus/koronavirus-amerikai-jarvanyugyi-szakemberek-a-delta-varians-sulyosabb-betegseget-okozhat-mint-a-covid-19-mas-valtozatai
92
JUST IN: APS Announces Universal Mask Mandate for Return to School
0.5839187875663812
https://www.arlnow.com/2021/07/30/just-in-aps-announces-universal-mask-mandate-for-return-to-school/
93
Concord will ensure mask decision reflects latest and best data
0.5832662373973962
https://www.wickedlocal.com/story/concord-journal/2021/07/30/concord-ensure-mask-decision-reflects-latest-and-best-data/8056336002/
94
Data on pediatric COVID-19 deaths in US remains unclear
0.5832626083141351
https://www.foxnews.com/health/data-covid-19-kids-risk-experts
95
CDC: 346 Vaccinated People Got COVID-19, Can Likely Transmit Disease
0.5831400635041513
https://www.businessinsider.com/cdc-fully-vaccinated-people-infected-can-transmit-covid-study-2021-7
96
As COVID cases rise in Provincetown, town leaders require masks indoors
0.5831102718756596
https://www.wickedlocal.com/story/provincetown-banner/2021/07/25/covid-19-cases-rise-provincetown-town-leaders-require-masks-indoors/8088610002/
97
CDC document warns delta variant appears to spread as easily as chickenpox and cause more severe infection
0.5830959233475262
https://www.ksl.com/article/50214847/cdc-document-warns-delta-variant-appears-to-spread-as-easily-as-chickenpox-and-cause-more-severe-infection
98
Vietnam sees record coronavirus cases as curbs tighten
0.5828224115597368
https://www.reuters.com/world/asia-pacific/vietnam-sets-covid-19-vaccination-targets-new-curbs-unrolled-2021-07-09/
99
Kansas health systems urge return to masks amid increase in COVID cases
0.582711740659426
https://www.kake.com/story/44397768/kansas-health-systems-urge-return-to-masks-amid-increase-in-covid-cases
100
Canada could be seeing the start of a variant-driven 4th wave, health officials warn
0.5822577345362574
https://www.cbc.ca/news/politics/canada-could-be-start-of-4th-wave-1.6123894

Thus, starting with an article of interest it is trivial to identify others like it using this dataset!