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westat_2021-11-18_20-42-09.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 19, 2021
Short Description:
westat via NodeXL https://bit.ly/3nrt8SJ
@westat
@natcompcenter
@ehponline
@ethtechusa
@ghsahq
@amstatnews
@jsurvstatmeth
@natrdz11
@wcer_uw
@dodmilspouse

Top hashtags:
#jobs
#cahps
#covid19
#ahrq
#careers
#jobsearch
#confidentiality
#apha2021
#eval21
#wsds2021

Description:
Description
The graph represents a network of 330 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, 19 November 2021 at 04:43 UTC.

The requested start date was Friday, 19 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 78-day, 3-hour, 24-minute period from Wednesday, 01 September 2021 at 16:00 UTC to Thursday, 18 November 2021 at 19:24 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 : 330
Unique Edges : 324
Edges With Duplicates : 670
Total Edges : 994
Number of Edge Types : 5
Mentions : 298
Retweet : 182
MentionsInRetweet : 333
Tweet : 162
Replies to : 19
Self-Loops : 164
Reciprocated Vertex Pair Ratio : 0.0755939524838013
Reciprocated Edge Ratio : 0.140562248995984
Connected Components : 31
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 271
Maximum Edges in a Connected Component : 849
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.046004
Graph Density : 0.00458690245924288
Modularity : 0.394415
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 330 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, 19 November 2021 at 04:43 UTC.

The requested start date was Friday, 19 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 78-day, 3-hour, 24-minute period from Wednesday, 01 September 2021 at 16:00 UTC to Thursday, 18 November 2021 at 19:24 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:
[14] https://westat.webex.com/mw3300/mywebex/default.do?nomenu=true&siteurl=westat&service=6&rnd=0.12552526656594287&main_url=https%3A%2F%2Fwestat.webex.com%2Fec3300%2Feventcenter%2Fevent%2FeventAction.do%3FtheAction%3Ddetail%26%26%26EMK%3D4832534b00000005365b9f485e34dda8e0db64123f8bf8efce95d0c39c509456302c1494fd258d20%26siteurl%3Dwestat%26confViewID%3D207979960590170558%26encryptTicket%3DSDJTSwAAAAUbf_bW8Yv6OY3anqI9kwKJ3PXribQV1p11lvbCZrC2uQ2%26
[9] https://westat.zoom.us/meeting/register/tZAucu-spjguGdDRTtMT1UUON5cv4YxbZkGR
[6] https://westat.zoomgov.com/meeting/register/vJIsdOygpzouHOcJUtqbFSWgpe1e32RAQFA
[5] https://www.westat.com/careers
[5] https://www.westat.com/sites/default/files/APHA2021-Presentation-List-v4.pdf
[4] https://www.westat.com/articles/westat-forbes-2021-best-employers-veterans
[3] http://aaa.com/safeseats4kids
[3] https://www.westat.com/articles/groundbreaking-blood-donor-study-indicates-vaccinations-have-boosted-antibodies-us
[3] https://www.westat.com/articles/aea-annual-conference-draws-westat-evaluation-expertise
[3] https://www.acf.hhs.gov/opre/report/how-national-domestic-violence-hotline-can-support-family-and-friends-victims/survivors

Top URLs in Tweet in G1:
[5] https://www.westat.com/careers
[5] https://www.westat.com/sites/default/files/APHA2021-Presentation-List-v4.pdf
[4] https://www.westat.com/articles/westat-forbes-2021-best-employers-veterans
[3] https://www.westat.com/articles/elizabeth-rowley-discusses-latest-data-vaccine-effectiveness-against-delta-variant
[3] https://www.westat.com/articles/aea-annual-conference-draws-westat-evaluation-expertise
[3] https://www.westat.com/articles/groundbreaking-blood-donor-study-indicates-vaccinations-have-boosted-antibodies-us
[3] http://aaa.com/safeseats4kids
[2] https://coleridgeinitiative.org/food-for-thought/
[2] https://twitter.com/westat/status/1433547793965228034
[2] https://www.westat.com/articles/westat-expands-health-services-research-expertise-3-new-vice-presidents

Top URLs in Tweet in G2:
[8] https://westat.zoom.us/meeting/register/tZAucu-spjguGdDRTtMT1UUON5cv4YxbZkGR
[6] https://westat.zoomgov.com/meeting/register/vJIsdOygpzouHOcJUtqbFSWgpe1e32RAQFA
[1] https://www.westat.com/articles/education-equity-insights-part-3-better-serving-native-students

Top URLs in Tweet in G3:
[3] https://www.acf.hhs.gov/opre/report/confidentiality-toolkit
[3] https://www.acf.hhs.gov/opre/report/theoretical-framework-family-and-friends-who-contact-national-domestic-violence-hotline
[3] https://www.acf.hhs.gov/opre/report/how-national-domestic-violence-hotline-can-support-family-and-friends-victims/survivors
[1] https://www.acf.hhs.gov/opre/report/theoretical-framework-and-performance-measures-national-domestic-violence-hotline
[1] https://www.mdrc.org/project/building-evidence-employment-strategies-bees

Top URLs in Tweet in G4:
[2] https://ehp.niehs.nih.gov/EHP8928

Top URLs in Tweet in G6:
[3] https://wsds2021.pathable.co/sponsors
[1] https://www.amstat.org/asa/files/pdfs/POL-Fay-CQI-Report.pdf

Top URLs in Tweet in G7:
[1] https://www.ghsa.org/events/Annual-Meetings/2021

Top URLs in Tweet in G8:
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in-iowa.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in-nevada.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in_75.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in_25.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in-new.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in_21.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in_52.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in-texas.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in_22.html
[2] https://www.jobssummary.com/2021/10/new-job-meps-field-interviewer-in_7.html

Top URLs in Tweet in G9:
[1] https://www.westat.com/capability/communications/digital-strategy-research

Top URLs in Tweet in G10:
[1] https://academic.oup.com/jssam/advance-article/doi/10.1093/jssam/smab034/6415407
[1] https://academic.oup.com/jssam/advance-article/doi/10.1093/jssam/smab032/6364778
[1] https://academic.oup.com/jssam/article/9/2/309/6134915
[1] https://twitter.com/i/web/status/1433097325832982531

Top Domains
Top Domains in Tweet in Entire Graph:
[76] westat.com
[40] twitter.com
[25] jobssummary.com
[25] workforce50.com
[14] webex.com
[10] hhs.gov
[9] zoom.us
[8] zoomgov.com
[6] westatcls.com
[4] aaa.com

Top Domains in Tweet in G1:
[70] westat.com
[19] twitter.com
[6] westatcls.com
[3] eventbrite.com
[3] nationalepinet.org
[3] cdc.gov
[3] aaa.com
[2] coleridgeinitiative.org
[2] youtube.com
[2] eventsquid.com

Top Domains in Tweet in G2:
[8] zoom.us
[6] zoomgov.com
[1] westat.com

Top Domains in Tweet in G3:
[10] hhs.gov
[1] mdrc.org

Top Domains in Tweet in G4:
[2] nih.gov

Top Domains in Tweet in G6:
[3] pathable.co
[1] amstat.org

Top Domains in Tweet in G7:
[1] ghsa.org

Top Domains in Tweet in G8:
[25] jobssummary.com
[9] twitter.com
[1] zoom.us
[1] iacr.org
[1] brassring.com
[1] emory.edu
[1] mshsaa.org
[1] moneymakingmommy.com
[1] dokwo.com
[1] zobjobs.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] jobs
[25] cahps
[22] covid19
[19] ahrq
[14] careers
[12] jobsearch
[11] confidentiality
[11] apha2021
[10] eval21
[10] wsds2021



Top Hashtags in Tweet in G1:
[22] covid19
[14] careers
[11] apha2021
[10] eval21
[8] jobs
[8] educationequity
[8] hiv
[8] clinicaltrials
[6] mentalhealth
[5] therightseat

Top Hashtags in Tweet in G2:
[4] education
[4] k12
[2] edutwitter
[2] educhat
[2] nativeamericanheritagemonth
[1] edchat
[1] suptchat
[1] socialemotionallearning

Top Hashtags in Tweet in G3:
[11] confidentiality
[4] domesticviolence
[3] dvam
[3] ipv
[2] dataprotection
[1] privacy
[1] justice4noahisaacandamandagarcia

Top Hashtags in Tweet in G4:
[4] icymi
[1] ntptox

Top Hashtags in Tweet in G6:
[6] wsds2021

Top Hashtags in Tweet in G7:
[3] ghsa2021

Top Hashtags in Tweet in G8:
[5] jobserach
[4] opportunity
[4] jobseekers
[3] hiring
[3] jobseek
[3] jobskills
[3] myjob
[2] team
[2] jobsearch
[2] jobstreetsg

Top Hashtags in Tweet in G9:
[3] healthcomm
[1] endthestigma
[1] houston
[1] healthcampaigns
[1] hpv
[1] membermention
[1] educationequity

Top Words
Top Words in Tweet in Entire Graph:
[281] westat
[64] research
[53] learn
[51] jobs
[47] join
[42] work
[34] webinar
[33] more
[33] data
[33] #jobs

Top Words in Tweet in G1:
[150] westat
[26] learn
[25] work
[24] research
[22] #covid19
[22] join
[21] more
[19] check
[19] re
[19] virtual

Top Words in Tweet in G2:
[20] roundtable
[18] 13
[13] edt
[12] natcompcenter
[12] 10
[12] webinar
[12] safe
[12] friday
[11] addresses
[10] schools

Top Words in Tweet in G3:
[22] westat
[18] opre_acf
[12] toolkit
[11] framework
[11] #confidentiality
[11] family
[11] friends
[8] research
[8] shares
[8] emtassociates

Top Words in Tweet in G4:
[13] research
[13] epigenome
[13] wide
[13] dna
[13] methylation
[13] pesticide
[13] use
[13] agricultural
[13] lung
[13] health

Top Words in Tweet in G5:
[2] following
[2] tiktok_us
[2] check
[2] creators
[2] ethical
[2] tech
[2] content
[2] timnitgebru

Top Words in Tweet in G6:
[6] thank
[6] #wsds2021
[6] supporting
[6] sponsors
[6] berryconsultant
[6] cwstat
[6] deshawgroup
[6] useeoc
[6] healthdecisions
[5] westat

Top Words in Tweet in G7:
[3] safety
[3] #ghsa2021
[3] annual
[3] meeting
[2] uhaul
[2] interlocks_ciim
[2] aamvaconnection
[2] westat
[2] thank
[2] bronze

Top Words in Tweet in G8:
[33] westat
[25] job
[25] jobs
[25] summary
[25] company
[25] field
[23] meps
[23] interviewer
[5] #jobserach
[4] data

Top Words in Tweet in G9:
[9] cdc_hiv
[9] stop
[9] hiv
[9] together
[9] campaign
[7] natrdz11
[7] honored
[7] welcome
[7] ambassadors
[7] let's

Top Words in Tweet in G10:
[4] article
[3] michael
[3] westat's
[3] mengyao
[3] hu
[3] vicki
[3] freedman
[3] joshua
[3] ehrlich
[3] nicholas

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[26] workforce50,jobs
[25] patient,narrative
[25] jobs,summary
[25] summary,company
[25] company,westat
[23] narrative,item
[23] item,set
[23] meps,field
[23] field,interviewer
[22] job,meps

Top Word Pairs in Tweet in G1:
[9] learn,more
[9] join,westat
[8] against,delta
[7] westat,westat
[7] co,authored
[7] #covid19,vaccines
[7] stop,virtual
[7] commercial,life
[7] life,sciences
[7] don,miss

Top Word Pairs in Tweet in G2:
[12] 10,13
[8] office,hours
[7] safe,supportive
[7] supportive,schools
[7] edt,roundtable
[7] roundtable,addresses
[7] strategic,budgeting
[6] roundtable,10
[6] 13,edt
[6] addresses,increased

Top Word Pairs in Tweet in G3:
[11] #confidentiality,toolkit
[11] family,friends
[9] opre_acf,#confidentiality
[8] westat,emtassociates
[7] theoretical,framework
[7] friends,those
[7] those,affected
[7] affected,relationship
[7] relationship,abuse
[6] partners,westat

Top Word Pairs in Tweet in G4:
[13] research,epigenome
[13] epigenome,wide
[13] wide,dna
[13] dna,methylation
[13] methylation,pesticide
[13] pesticide,use
[13] use,agricultural
[13] agricultural,lung
[13] lung,health
[13] health,study

Top Word Pairs in Tweet in G5:
[2] following,tiktok_us
[2] tiktok_us,check
[2] check,creators
[2] creators,ethical
[2] ethical,tech
[2] tech,content
[2] content,timnitgebru

Top Word Pairs in Tweet in G6:
[6] thank,#wsds2021
[6] #wsds2021,supporting
[6] supporting,sponsors
[6] sponsors,berryconsultant
[6] berryconsultant,cwstat
[6] cwstat,deshawgroup
[6] deshawgroup,useeoc
[6] useeoc,healthdecisions
[3] healthdecisions,lillypad
[3] lillypad,stata

Top Word Pairs in Tweet in G7:
[3] #ghsa2021,annual
[3] annual,meeting
[2] thank,bronze
[2] bronze,2021
[2] 2021,highway
[2] highway,safety
[2] safety,champions
[2] champions,supporting
[2] supporting,#ghsa2021
[2] meeting,adeptdriver

Top Word Pairs in Tweet in G8:
[25] jobs,summary
[25] summary,company
[25] company,westat
[23] meps,field
[23] field,interviewer
[22] job,meps
[3] data,collector
[2] job,yrbs
[2] yrbs,data
[2] westat,#opportunity

Top Word Pairs in Tweet in G9:
[9] stop,hiv
[9] hiv,together
[9] together,campaign
[7] honored,welcome
[7] welcome,cdc_hiv
[7] cdc_hiv,ambassadors
[7] ambassadors,let's
[7] let's,stop
[7] campaign,fantastic
[7] fantastic,time

Top Word Pairs in Tweet in G10:
[3] article,mengyao
[3] mengyao,hu
[3] hu,vicki
[3] vicki,freedman
[3] freedman,joshua
[3] joshua,ehrlich
[3] ehrlich,nicholas
[3] nicholas,reed
[3] reed,catherine
[3] catherine,billington

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@westat
@natcompcenter
@opre_acf
@nscsafety
@ahrqnews
@ehponline
@aaanews
@cdcgov
@cdc_hiv
@emtassociates

Top Mentioned in G1:
@westat
@cdcgov
@westatscott
@aeaweb
@forbes
@nscsafety
@bethesda_mag
@ideadatacenter
@wested
@teachforamerica

Top Mentioned in G2:
@natcompcenter
@gsuedlead
@camontgomeryedu
@compcenternet
@gsucehd
@region5cc
@acreandavis
@sslearn
@westat
@kydeptofed

Top Mentioned in G3:
@westat
@opre_acf
@emtassociates
@sdworkforce
@mdrc_news
@ndvh
@loveisrespect
@pittpubhealth
@abtassociates

Top Mentioned in G4:
@ehponline
@niehs
@univgroningen
@uclafsph
@westat
@thenci
@radboudumc
@uclaneurology

Top Mentioned in G5:
@tiktok_us
@timnitgebru
@ethtechusa
@omidyarnetwork
@ifeomaozoma
@cendemtech
@nist
@humanetech_
@dhaconnected

Top Mentioned in G6:
@berryconsultant
@cwstat
@deshawgroup
@useeoc
@healthdecisions
@westat
@amstatnews
@lillypad
@stata
@ucsandiego

Top Mentioned in G7:
@uhaul
@interlocks_ciim
@aamvaconnection
@westat
@adeptdriver
@aurora_inno
@nscsafety
@autosinnovate
@actsautosafety
@camsys

Top Mentioned in G9:
@cdc_hiv
@natrdz11
@westat
@healthcommsoc
@w
@evokekyne

Top Mentioned in G10:
@westat
@umisr
@jsurvstatmeth
@fgconrad
@jpsmumd
@fraukolos
@awmercer
@pewmethods
@pewresearch
@nicksreed

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@pairsonnalites
@cybersecurityn8
@frontendla
@slate
@kirkmurphy
@milieunet
@forbes
@mentalhealthbo5
@gdprai

Top Tweeters in G1:
@forbes
@mentalhealthbo5
@akemor
@betterjobsearch
@publichealthmap
@globalhealthbot
@who
@nutritionrobot
@jtcarden
@diepflapbreast

Top Tweeters in G2:
@jc_james_clark
@joe4rialtousd
@vxjoe
@peyoterecords
@youthdotgov
@kydeptofed
@remstacenter
@camontgomeryedu
@gsucehd
@sslearn

Top Tweeters in G3:
@sectest9
@cybersecurityn8
@gdprai
@mdrc_news
@aaronsojourner
@amanoah2
@peteracallstrom
@sdworkforce
@ndvh
@loveisrespect

Top Tweeters in G4:
@kirkmurphy
@jsteward2930
@eml229
@univgroningen
@ehponline
@genomics_guy
@jack_heinemann
@floyde_wilder
@radboudumc
@niehs

Top Tweeters in G5:
@jeremyhl
@tiktok_us
@cendemtech
@battelle
@omidyarnetwork
@ruthstarkman
@timnitgebru
@nist
@mmitchell_ai
@nistcyber

Top Tweeters in G6:
@uscensusbureau
@lillypad
@ucsandiego
@allthingscensus
@amstatnews
@useeoc
@_simpson_ke
@stata
@cwstat
@healthdecisions

Top Tweeters in G7:
@uhaul
@verramobility
@ghsahq
@cassand34528330
@camsys
@adeptdriver
@autosinnovate
@aamvaconnection
@cruise
@aurora_inno

Top Tweeters in G8:
@pairsonnalites
@frontendla
@epijobs
@kellyland_mmm
@jobssummary
@zobjobsus
@botindustry
@tanaishaj
@ycommodore
@lhree

Top Tweeters in G9:
@cdcnpin
@drmermincdc
@djdowski
@cas9bandit
@aryacampaigns
@cdc_hiv
@achievetgthrtx
@healthcommsoc
@evokekyne
@houstonaetc

Top Tweeters in G10:
@pewresearch
@johnshopkinssph
@umisr
@bradytwest
@pewmethods
@awmercer
@nicksreed
@fraukolos
@jsurvstatmeth
@jpsmumd


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