westat, Twitter, 3/27/2020 5:59:34 AM, 223826


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westat_2020-03-26_20-44-48.xlsx
westat_2020-03-26_20-44-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 27, 2020
Short Description:
westat via NodeXL https://bit.ly/2UjtGeW
@westat
@edward_metz
@mdbiz
@fbussoletti
@intezerlabs
@vladobotsvadze
@lgcuervoamore
@opre_acf
@shotgunner101
@gertrudeduku

Top hashtags:
#cybersecurity
#apt34
#iran
#us
#cyberespionage
#tehran
#securityaffairs
#hacking

Description:
Description
The graph represents a network of 403 Twitter users whose tweets in the requested range contained "westat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 27 March 2020 at 03:45 UTC.

The requested start date was Friday, 27 March 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 84-day, 22-hour, 11-minute period from Wednesday, 01 January 2020 at 22:40 UTC to Thursday, 26 March 2020 at 20:51 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 403
Unique Edges : 533
Edges With Duplicates : 302
Total Edges : 835
Number of Edge Types : 4
MentionsInRetweet : 355
Mentions : 270
Tweet : 178
Replies to : 32
Self-Loops : 178
Reciprocated Vertex Pair Ratio : 0.0565656565656566
Reciprocated Edge Ratio : 0.107074569789675
Connected Components : 87
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 247
Maximum Edges in a Connected Component : 611
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.313746
Graph Density : 0.00322827549596929
Modularity : 0.544077
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 403 Twitter users whose tweets in the requested range contained "westat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 27 March 2020 at 03:45 UTC.

The requested start date was Friday, 27 March 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 84-day, 22-hour, 11-minute period from Wednesday, 01 January 2020 at 22:40 UTC to Thursday, 26 March 2020 at 20:51 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : westat
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[40] https://securityaffairs.co/wordpress/97067/apt/apt34-westat-survey.html
[5] https://www.westat.com/articles/terry-savage-elected-president-society-health-communication
[5] https://www.flexjobs.com/404
[5] https://www.humana.com/
[5] https://www.aetnacareers.com
[5] https://www.intuit.com/careers
[4] https://www.westat.com/careers
[4] https://www.zdnet.com/article/iranian-hackers-target-us-government-workers-in-new-campaign/
[3] https://www.westat.com/articles/rooting-out-inequity-education-part-1
[3] https://twitter.com/westat/status/1226957314936246272

Top URLs in Tweet in G1:
[5] https://www.westat.com/articles/terry-savage-elected-president-society-health-communication
[3] https://www.westat.com/articles/rooting-out-inequity-education-part-1
[3] https://twitter.com/westat/status/1226957314936246272
[1] https://twitter.com/i/web/status/1215280447552479232
[1] https://twitter.com/i/web/status/1216797930910375943
[1] https://twitter.com/i/web/status/1217087588118532098
[1] https://twitter.com/i/web/status/1237004665998520320
[1] https://www.westat.com/articles/westats-sarah-ball-discusses-challenges-conducting-research-during-pandemics
[1] https://twitter.com/westat/status/1221910516089737216
[1] https://twitter.com/i/web/status/1242760166635982849

Top URLs in Tweet in G2:
[15] https://securityaffairs.co/wordpress/97067/apt/apt34-westat-survey.html
[3] https://www.flexjobs.com/404
[2] https://threatpost.com/iran-hackers-us-gov-malware/152452/
[2] http://retiredresources.com/jobs/view/experienced-at-home-telephone-data-collectors-2/
[2] https://ratracerebellion.com/westat-is-hiring-data-collectors-work-from-home/
[2] https://careers.kellyservices.com/
[1] http://med.bio.va.associationcareernetwork.com/job/research-analyst/52643530/22499/?utm_source=dlvr.it&utm_medium=twitter
[1] http://www.business-support-network.org/SAbiz/2020/01/08/market-research-services-market-2019-global-insights-and-business-scenario-nielsen-holdings-plc-wpp-plc-ipsos-sa-gfk-group-westat-inc/
[1] https://twitter.com/i/web/status/1215300082007859200
[1] https://westat.webex.com/mw3300/mywebex/default.do?nomenu=true&siteurl=westat&service=6&rnd=0.8596457474382947&main_url=https://westat.webex.com/ec3300/eventcenter/event/eventAction.do%3FtheAction%3Ddetail%26%26%26EMK%3D4832534b000000045cd9c1640b4d099ec24e277a54011686c4ceea1386582e960563e23a407d3e46%26siteurl%3Dwestat%26confViewID%3D146472116671249266%26encryptTicket%3DSDJTSwAAAATgu3dEaHej2QoMNxccClEWVulEVEUwjYMHa_f1HaK2Og2%26

Top URLs in Tweet in G3:
[4] https://www.zdnet.com/article/iranian-hackers-target-us-government-workers-in-new-campaign/
[3] https://securityaffairs.co/wordpress/97067/apt/apt34-westat-survey.html
[1] https://intezer.com/blog-new-iranian-campaign-tailored-to-us-companies-uses-updated-toolset/?utm_source=wadi&utm_medium=influencer_platform
[1] https://twitter.com/i/web/status/1222970186162155523
[1] https://www.difesaesicurezza.com/en/cyber-en/cyber-espionage-irans-apt34-attacks-us-targets-with-new-tools/
[1] https://threatpost.com/iran-hackers-us-gov-malware/152452/
[1] https://twitter.com/i/web/status/1222971008640000000

Top URLs in Tweet in G4:
[2] https://www.westat.com/articles/westat-forbes-2020-list-americas-best-employers-diversity
[1] https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?PageType=JobDetails&partnerid=82&siteid=5197&Areq=15782BR#jobDetails=850021_5197
[1] https://www.forbes.com/best-employers-diversity/#70afbda49b9e
[1] https://twitter.com/westat/status/1221910516089737216

Top URLs in Tweet in G5:
[2] https://tech.ed.gov/edtech-english-learner-toolkits/
[1] https://twitter.com/educationweek/status/1240065446830841856
[1] http://blogs.edweek.org/edweek/learning-the-language/2020/03/coronavirus_english_learners_digital_divide.html?utm_source=feedblitz&utm_medium=FeedBlitzRss&utm_campaign=learningthelanguage
[1] https://ies.ed.gov/sbir/EdGamesExpo.asp

Top URLs in Tweet in G6:
[2] https://www.acf.hhs.gov/opre/resource/stakeholder-engagement-participatory-approach-develop-assessment-framework-national-domestic-violence-hotline
[2] https://www.acf.hhs.gov/opre/resource/a-theoretical-stakeholder-informed-assessment-framework-national-domestic-violence-hotline

Top URLs in Tweet in G7:
[1] http://tweetedtimes.com/v/2114

Top URLs in Tweet in G9:
[1] https://www.latimes.com/california/story/2019-10-15/sexual-assault-survey-aau-westat-usc

Top URLs in Tweet in G10:
[1] https://twitter.com/gscollins/status/1240967129865863168

Top Domains
Top Domains in Tweet in Entire Graph:
[85] twitter.com
[48] swarmapp.com
[43] securityaffairs.co
[32] westat.com
[5] flexjobs.com
[5] humana.com
[5] aetnacareers.com
[5] intuit.com
[4] ed.gov
[4] hhs.gov

Top Domains in Tweet in G1:
[47] twitter.com
[26] westat.com
[2] brassring.com
[1] gotowebinar.com
[1] careereco.com
[1] nationalservice.gov
[1] nphw.org
[1] beyondschoolhours.org
[1] stopalcoholabuse.gov
[1] samhsa.gov

Top Domains in Tweet in G2:
[48] swarmapp.com
[17] securityaffairs.co
[13] twitter.com
[3] flexjobs.com
[2] webex.com
[2] careerarc.com
[2] linkedin.com
[2] threatpost.com
[2] retiredresources.com
[2] ratracerebellion.com

Top Domains in Tweet in G3:
[4] zdnet.com
[3] securityaffairs.co
[2] twitter.com
[1] intezer.com
[1] difesaesicurezza.com
[1] threatpost.com

Top Domains in Tweet in G4:
[2] westat.com
[1] brassring.com
[1] forbes.com
[1] twitter.com

Top Domains in Tweet in G5:
[3] ed.gov
[1] twitter.com
[1] edweek.org

Top Domains in Tweet in G6:
[4] hhs.gov

Top Domains in Tweet in G7:
[1] tweetedtimes.com

Top Domains in Tweet in G9:
[1] latimes.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] cybersecurity
[26] apt34
[25] iran
[21] us
[16] cyberespionage
[15] tehran
[12] securityaffairs
[11] hacking
[10] westat
[8] healthcomm



Top Hashtags in Tweet in G1:
[8] healthcomm
[6] eval
[5] publichealth
[5] careers
[4] webinar
[4] education
[4] edresearch
[4] covid19
[4] taws
[3] equity

Top Hashtags in Tweet in G2:
[4] infosec
[3] rockville
[3] cybersecurity
[3] apt34
[2] accounting
[2] westat
[2] federal
[2] job
[2] shadowtalk
[1] business

Top Hashtags in Tweet in G3:
[23] iran
[22] apt34
[18] us
[18] cybersecurity
[16] cyberespionage
[15] tehran
[3] malware
[3] westat
[2] stuxnet
[2] helix

Top Hashtags in Tweet in G4:
[1] careers

Top Hashtags in Tweet in G5:
[6] edgamesexpo
[6] edtech
[1] covid19
[1] ell

Top Hashtags in Tweet in G6:
[6] tdvam

Top Hashtags in Tweet in G8:
[3] marketresearch
[1] marketing
[1] tech
[1] innovation
[1] business

Top Words
Top Words in Tweet in Entire Graph:
[320] Words in Sentiment List#1: Positive
[87] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8756] Non-categorized Words
[9163] Total Words
[349] westat
[72] apt34
[64] group
[60] research
[60] linked

Top Words in Tweet in G1:
[167] westat
[24] work
[21] re
[16] team
[15] program
[15] president
[14] learn
[13] proud
[13] great
[12] support

Top Words in Tweet in G2:
[76] westat
[55] md
[51] rockville
[48] rw
[48] rc
[22] group
[22] targeting
[21] apt34
[20] iran
[20] linked

Top Words in Tweet in G3:
[23] intezerlabs
[22] #apt34
[18] westat
[18] #us
[18] #cybersecurity
[16] #cyberespionage
[15] #iranâ
[15] attacks
[15] targets
[15] tools

Top Words in Tweet in G4:
[10] westat
[8] diversity
[4] best
[4] employers
[4] forbes
[2] proud
[2] included
[2] forbes'
[2] 2020
[2] list

Top Words in Tweet in G5:
[6] office
[6] hours
[6] jan
[6] 10
[6] #edgamesexpo
[6] #edtech
[6] developers
[6] meet
[6] reps
[6] education

Top Words in Tweet in G6:
[21] framework
[19] ndvh
[18] learn
[17] teen
[17] dating
[17] violence
[17] awareness
[17] month
[16] opre_acf
[16] survivor

Top Words in Tweet in G7:
[28] research
[14] 10
[14] market
[14] companies
[14] nielsen
[14] gartner
[14] iqvia
[14] kantar
[14] iri
[14] ipsos

Top Words in Tweet in G8:
[3] top
[3] 10
[3] #marketresearch
[3] companies
[3] nielsen
[3] gartner_inc
[3] iqvia_global
[3] kantar
[3] iri_intl
[3] ipsosus

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[53] apt34,group
[52] rockville,md
[49] iran,linked
[48] westat,rw
[48] rw,rc
[48] rc,rockville
[48] linked,apt34
[47] group,targeting
[45] federal,workers
[44] targeting,federal

Top Word Pairs in Tweet in G1:
[11] re,proud
[10] leyla,mohadjer
[8] westat,re
[8] mohadjer,westat
[8] scpetty,westat
[7] proud,support
[7] excited,welcome
[7] cristina,rabadan
[7] rabadan,diehl
[7] inapp_org,leyla

Top Word Pairs in Tweet in G2:
[51] rockville,md
[48] westat,rw
[48] rw,rc
[48] rc,rockville
[20] group,targeting
[19] iran,linked
[18] linked,apt34
[18] apt34,group
[17] targeting,federal
[15] federal,workers

Top Word Pairs in Tweet in G3:
[15] #cyberespionage,#iranâ
[15] #iranâ,#apt34
[15] #apt34,attacks
[15] attacks,#us
[15] #us,targets
[15] targets,tools
[15] tools,intezerlabs
[15] intezerlabs,#cybersecurity
[15] #cybersecurity,experts
[15] experts,#tehranâ

Top Word Pairs in Tweet in G4:
[4] employers,diversity
[3] westat,westat
[2] westat,proud
[2] proud,included
[2] included,forbes'
[2] forbes',2020
[2] 2020,list
[2] list,america's
[2] america's,best
[2] best,employers

Top Word Pairs in Tweet in G5:
[6] office,hours
[6] hours,jan
[6] jan,10
[6] 10,#edgamesexpo
[6] #edgamesexpo,#edtech
[6] #edtech,developers
[6] developers,meet
[6] meet,reps
[6] reps,education
[6] education,research

Top Word Pairs in Tweet in G6:
[17] teen,dating
[17] dating,violence
[17] violence,awareness
[17] awareness,month
[17] month,learn
[16] learn,survivor
[16] survivor,centered
[16] centered,approaches
[16] framework,brief
[15] brief,crisis

Top Word Pairs in Tweet in G7:
[14] 10,market
[14] market,research
[14] research,companies
[14] companies,nielsen
[14] nielsen,gartner
[14] gartner,research
[14] research,iqvia
[14] iqvia,kantar
[14] kantar,iri
[14] iri,ipsos

Top Word Pairs in Tweet in G8:
[3] top,10
[3] 10,#marketresearch
[3] #marketresearch,companies
[3] companies,nielsen
[3] nielsen,gartner_inc
[3] gartner_inc,iqvia_global
[3] iqvia_global,kantar
[3] kantar,iri_intl
[3] iri_intl,ipsosus
[2] vladobotsvadze,top

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@westat
@intezerlabs
@ndvh
@opre_acf
@fbussoletti
@larrykim
@scpetty
@montgomerycoll
@westatscott
@leadermontmd

Top Mentioned in G1:
@westat
@scpetty
@montgomerycoll
@lt_minervaa
@tlsavage2
@healthcommsoc
@prek4sa
@inapp_org
@teainfo
@westatscott

Top Mentioned in G2:
@jobfromhomeguid

Top Mentioned in G3:
@intezerlabs
@fbussoletti
@westat
@kyleehmke
@zdnet
@usagov
@googlechrome
@gocyberyourself
@in
@hostdns

Top Mentioned in G4:
@forbes
@westat
@marriottintl
@hopkinsmedicine
@sodexousa
@westatscott
@mdbiz
@choicehot
@choicehotels
@allegis_group

Top Mentioned in G5:
@edward_metz
@educatio
@sri_education
@westat
@educationweek
@usedgov
@education_air
@digitalpromise
@edctweets
@evidentally_

Top Mentioned in G6:
@ndvh
@opre_acf
@westat
@pittpubhealth
@acfhhs
@pittp

Top Mentioned in G7:
@larrykim

Top Mentioned in G8:
@nielsen
@gartner_inc
@iqvia_global
@kantar
@iri_intl
@ipsosus
@vladobotsvadze
@westat
@comscore
@npdgroup

Top Mentioned in G9:
@gavinnewsom
@housescience
@housedemocrats
@senatedems
@sensanders
@senwarren
@aoc
@senkamalaharris
@reppressley

Top Mentioned in G10:
@ietscolombia
@cbmrt_org
@bmj_latest
@davidtovey
@erictopol
@gretchenpurcell
@ibmwatsonhealth
@googlehealth
@westat

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@ottlegalrebels
@evanderburg
@gezgintrk
@vivmilano
@ssxman2
@vievararosel
@phmcgpe
@itsjustdyaa_

Top Tweeters in G1:
@rstatstweet
@jodiecongirl
@american_heart
@educationnext
@t65lang
@sisd_ci
@sourcerkelly
@tslumley
@jimlefko
@cmsgov

Top Tweeters in G2:
@evanderburg
@phmcgpe
@thechestnutpost
@cro_bio
@samrbiz
@aglongo
@keyshabass
@retiredresource
@taliyahramelle
@jtcarden

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@ottlegalrebels
@zdnet
@websecurityit
@rejectionking
@cybersecurityn8
@strumpetcity
@jayeshmthakur
@gagnelegal

Top Tweeters in G4:
@forbes
@betterjobsearch
@marriottintl
@hopkinsmedicine
@choicehotels
@geico
@mdbiz
@alize55
@lockheedmartin
@pseudomystic

Top Tweeters in G5:
@educationweek
@randcorporation
@usedgov
@digitalpromise
@edctweets
@education_air
@mathematicanow
@wested
@iesresearch
@lfiellin

Top Tweeters in G6:
@ef_grand2
@yhamame
@actionscount
@doorwaysva
@ndvh
@loveisrespect
@opre_acf
@acfhhs
@sandra_mole
@pittpubhealth

Top Tweeters in G7:
@ssxman2
@larrykim
@mridulkesharwa
@emorar
@myjenz
@nabeelrenzel
@marketswatcher
@tweetninja_io
@davidvallejo
@mozmarketingone

Top Tweeters in G8:
@gezgintrk
@vladobotsvadze
@gartner_inc
@nielsen
@kantar
@gfk
@comscore
@marketingcharts
@npdgroup
@ipsosus

Top Tweeters in G9:
@senatedems
@sensanders
@neeleyeunice
@housedemocrats
@gavinnewsom
@aoc
@housescience
@senwarren
@senkamalaharris
@sherrymarts

Top Tweeters in G10:
@bmj_latest
@erictopol
@ibmwatsonhealth
@lgcuervoamore
@ietscolombia
@epistemonikos
@davidtovey
@cbmrt_org
@googlehealth
@gretchenpurcell


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