westat, Twitter, 12/2/2022 4:28:53 AM, 285335


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westat_2022-12-01_20-24-33.xlsx
westat_2022-12-01_20-24-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2022
Short Description:
westat via NodeXL https://bit.ly/3FjwCzv
@westat
@jsurvstatmeth
@natcompcenter
@ghsahq
@amstatnews
@clairemkbowen
@breathebetter
@statstas
@nih_nhlbi
@sevendivinity

Top hashtags:
#jsm2022
#ahrq
#healthequity
#copdmonth
#nihceal
#breathebetter
#engageeverystudent

Description:
Description
The graph represents a network of 450 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, 02 December 2022 at 04:25 UTC.

The requested start date was Friday, 02 December 2022 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 121-day, 22-hour, 16-minute period from Monday, 01 August 2022 at 17:58 UTC to Thursday, 01 December 2022 at 16:14 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 : 450
Unique Edges : 520
Edges With Duplicates : 1483
Total Edges : 2003
Number of Edge Types : 5
Mentions : 806
Retweet : 260
MentionsInRetweet : 660
Tweet : 195
Replies to : 82
Self-Loops : 207
Reciprocated Vertex Pair Ratio : 0.0807692307692308
Reciprocated Edge Ratio : 0.149466192170818
Connected Components : 49
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 354
Maximum Edges in a Connected Component : 1838
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.137621
Graph Density : 0.00417223459539718
Modularity : 0.330845
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 450 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, 02 December 2022 at 04:25 UTC.

The requested start date was Friday, 02 December 2022 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 121-day, 22-hour, 16-minute period from Monday, 01 August 2022 at 17:58 UTC to Thursday, 01 December 2022 at 16:14 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:
[21] https://westat.zoomgov.com/webinar/register/WN_dmgpv-wJQt66EyR2yrK7xQ
[20] https://westat.zoomgov.com/webinar/register/WN_l-LAum9cTz-8dFMYsPIHRQ
[6] https://westat.zoomgov.com/webinar/register/WN_MYDcLhYZRlyfDhx0dLaFLA
[6] https://www.westat.com/careers
[5] https://southerneducation.org/in-the-news/u-s-department-of-education-awards-southern-education-foundation-8-4-million-5-year-grant/
[4] https://www.eventbrite.com/e/westat-reception-at-the-2022-joint-statistical-meetings-jsm-tickets-368592067797?aff=erelexpmlt
[4] https://www.westat.com/sites/default/files/JSM-2022-PresentationList-508_0.pdf
[3] https://westat.zoom.us/meeting/register/tZcucuqqqD4tE9VFNuTtlWllO3A1FO_Moymb
[3] https://www.westat.com/articles/raising-awareness-aging-adults-hiv
[3] https://www.westat.com/

Top URLs in Tweet in G1:
[5] https://www.westat.com/careers
[4] https://www.eventbrite.com/e/westat-reception-at-the-2022-joint-statistical-meetings-jsm-tickets-368592067797?aff=erelexpmlt
[4] https://www.westat.com/sites/default/files/JSM-2022-PresentationList-508_0.pdf
[3] http://covid.gov/
[3] https://www.westat.com/articles/raising-awareness-aging-adults-hiv
[2] https://www.youtube.com/watch?v=FrSBBa_BG9s

[2] https://www.youtube.com/watch?v=gxfd9KIV_Vo

[2] https://www.youtube.com/watch?v=8yXLNU11eGU

[2] https://www.westat.com/articles/long-covid-new-government-reports-helpful-services-research-agenda
[2] https://www.youtube.com/watch?v=KIg78t6cA_s


Top URLs in Tweet in G2:
[2] https://us02web.zoom.us/meeting/register/tZwude6upjIsHN2w8AvO-Hql17Etug3gI02T
[2] https://westat.zoom.us/meeting/register/tZAvdeusqj0oEtUTQlYAoUktHXl1QIUuGhd4
[1] https://twitter.com/i/web/status/1570474224883490818
[1] https://compcenternetwork.org/ccnetwork-highlights/topic/7432/native-education-collaborative
[1] https://southerneducation.org/in-the-news/u-s-department-of-education-awards-southern-education-foundation-8-4-million-5-year-grant/
[1] https://www.westat.com/articles/westat-support-southern-education-foundation-managing-regional-equity-assistance-center-0
[1] https://www.westat.com/articles/2022-nsla-features-westat-expertise
[1] https://twitter.com/nrea1/status/1582040817493250049
[1] https://bit.ly/3fEOWcb
[1] https://westat.zoom.us/meeting/register/tZwuce2gqD0iHdwoy2OBsDV_B4CXLjgI-zF-

Top URLs in Tweet in G3:
[21] https://westat.zoomgov.com/webinar/register/WN_dmgpv-wJQt66EyR2yrK7xQ
[2] https://redirect.viglink.com?u=https%3A%2F%2Fpitt.zoom.us%2Fmeeting%2Fregister%2FtJUrcOurrjwtHt1tgikygyF0w0FCLhAXVH8c%23%2Fregistration&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://twitter.com/i/web/status/1585296966824742913
[1] https://westat.zoom.us/meeting/register/tZYpcuuvqzssGdQqH7MM5QWzutisXCt-0N60
[1] https://twitter.com/NIHAging/status/1579517867673935873
[1] https://twitter.com/BreatheBetter/status/1572992836198633472

Top URLs in Tweet in G4:
[1] https://twitter.com/NISS_DataSci/status/1592031990131425282
[1] https://lnkd.in/en_E7y4p

Top URLs in Tweet in G5:
[2] https://www.youtube.com/watch?v=HToSSRC7D4M&feature=youtu.be

[1] https://twitter.com/westat/status/1529906473744093186
[1] https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?partnerid=82&siteid=5197&PageType=JobDetails&jobid=904345&codes=1-INDEED#jobDetails=904345_5197
[1] https://www.westat.com/careers
[1] https://javajobsremote.com/?post_type=job_listing&p=24859
[1] https://javajobsremote.com/wp-content/uploads/2022/02/9ba28c3f0a9152e2e07428ed85206e2f_mobile.png
[1] https://twitter.com/i/web/status/1570014776473919489
[1] https://westat.zoom.us/meeting/register/tZcucuqqqD4tE9VFNuTtlWllO3A1FO_Moymb
[1] https://twitter.com/i/web/status/1580063851688574984
[1] https://zobjobs.com/job/drupal-and-front-end-developer-job-in-usa-zj68t6r4jgfl

Top URLs in Tweet in G6:
[1] https://academic.oup.com/jssam/article-lookup/doi/10.1093/jssam/smw025
[1] https://academic.oup.com/jssam/article-lookup/doi/10.1093/jssam/smw036
[1] https://academic.oup.com/jssam/article/6/2/186/3930833
[1] https://academic.oup.com/jssam/article-lookup/doi/10.1093/jssam/smv047
[1] https://academic.oup.com/jssam/article-lookup/doi/10.1093/jssam/smw001
[1] http://academic.oup.com/jssam/article/5/3/281/3930847/The-Gulf-Recreation-Study-Assessing-Lost
[1] https://academic.oup.com/jssam/article/10/4/1024/6415407

Top URLs in Tweet in G7:
[2] https://ehp.niehs.nih.gov/doi/10.1289/EHP10734

Top URLs in Tweet in G8:
[1] https://twitter.com/spazzaturapod/status/1552057748522553344

Top URLs in Tweet in G9:
[4] https://southerneducation.org/in-the-news/u-s-department-of-education-awards-southern-education-foundation-8-4-million-5-year-grant/
[2] https://www.diverseeducation.com/social-justice/article/15301213/education-department-to-give-southern-education-foundation-84-million-to-manage-southern-us-equity-assistance-center
[1] https://twitter.com/diverseissues/status/1578497922072993792
[1] https://freakonomics.com/podcast/leaving-black-people-in-the-lurch/

Top Domains
Top Domains in Tweet in Entire Graph:
[67] westat.com
[58] twitter.com
[47] zoomgov.com
[27] mailchi.mp
[16] youtube.com
[11] zoom.us
[9] brassring.com
[8] oup.com
[5] southerneducation.org
[5] frontend.la

Top Domains in Tweet in G1:
[60] westat.com
[34] twitter.com
[14] youtube.com
[7] brassring.com
[5] frontend.la
[4] eventbrite.com
[4] cdc.gov
[3] covid.gov
[3] disabilitytalent.org
[2] nhtsa.gov

Top Domains in Tweet in G2:
[27] mailchi.mp
[8] zoom.us
[2] twitter.com
[2] westat.com
[1] compcenternetwork.org
[1] southerneducation.org
[1] bit.ly

Top Domains in Tweet in G3:
[21] zoomgov.com
[3] twitter.com
[2] viglink.com
[1] zoom.us

Top Domains in Tweet in G4:
[1] twitter.com
[1] lnkd.in

Top Domains in Tweet in G5:
[5] twitter.com
[4] feedblitz.com
[2] westat.com
[2] javajobsremote.com
[2] zobjobs.com
[2] swarmapp.com
[2] youtube.com
[1] brassring.com
[1] zoom.us
[1] tacqe.com

Top Domains in Tweet in G6:
[7] oup.com

Top Domains in Tweet in G7:
[2] nih.gov

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[4] southerneducation.org
[2] diverseeducation.com
[1] twitter.com
[1] freakonomics.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[51] jsm2022
[42] ahrq
[32] healthequity
[25] copdmonth
[18] nihceal
[14] breathebetter
[12] engageeverystudent
[12] hiring
[11] careers
[10] equity



Top Hashtags in Tweet in G1:
[37] jsm2022
[10] careers
[9] covid19
[9] hiring
[9] 2022appam
[7] westat
[6] hiv
[6] stophivtogether
[6] jobs
[6] opportunity

Top Hashtags in Tweet in G2:
[11] engageeverystudent
[8] equity
[8] niea
[6] summerlearning
[4] summerchangeseverything
[3] expandedlearning
[3] edu
[3] stem
[2] ruraledforum
[2] ost

Top Hashtags in Tweet in G3:
[25] copdmonth
[18] nihceal
[14] breathebetter
[6] caregiving
[2] nih_improve
[2] copd
[1] caregivers
[1] breathbetter

Top Hashtags in Tweet in G4:
[13] jsm2022
[6] wsds2022

Top Hashtags in Tweet in G5:
[3] jobs
[2] westat
[2] biotech
[1] epijobs
[1] javacareerpostingworkfromhome
[1] javajobpostingremote
[1] developerjobs
[1] ens
[1] frontenddeveloper
[1] hiring

Top Hashtags in Tweet in G7:
[2] icymi

Top Hashtags in Tweet in G8:
[7] racism
[6] twitter
[6] accountable
[6] disability
[3] losangeles
[2] solidarity
[2] homelessness
[2] retweet
[2] retweeetplease
[2] breakingnews

Top Hashtags in Tweet in G9:
[1] niea

Top Hashtags in Tweet in G10:
[9] celebremosspring
[5] hispanicheritagemonth

Top Words
Top Words in Tweet in Entire Graph:
[465] westat
[89] research
[81] learn
[75] register
[70] webinar
[68] join
[68] equity
[60] hiltonfound
[55] virtual
[51] more

Top Words in Tweet in G1:
[169] westat
[37] #jsm2022
[27] research
[25] more
[25] learn
[17] data
[17] day
[17] work
[17] re
[17] check

Top Words in Tweet in G2:
[64] westat
[38] acreandavis
[33] natcompcenter
[20] national
[19] help
[18] center
[16] learning
[16] summerlearning
[15] desk
[15] hours

Top Words in Tweet in G3:
[51] webinar
[38] join
[37] 1pm
[37] friday
[36] breathebetter
[33] learn
[30] 14
[29] caregivers
[28] resphealth
[27] role

Top Words in Tweet in G4:
[19] lillypad
[18] thank
[18] westat
[17] sponsors
[17] berryconsultant
[13] #jsm2022
[12] nsagov
[11] jmp_software
[11] us_fda
[11] beigeneglobal

Top Words in Tweet in G5:
[35] westat
[12] eth
[8] rockville
[8] services
[7] md
[7] research
[6] job
[6] well
[6] remote
[6] government

Top Words in Tweet in G6:
[7] westat
[7] read
[4] take
[4] look
[2] gulf
[2] design
[2] effects
[2] kish
[2] brick
[2] three

Top Words in Tweet in G7:
[7] westat
[7] rti_intl
[5] research
[4] urbaninstitute
[4] health
[3] wested
[3] aacnpolicy
[3] agricultural
[3] alicia_plemmons
[3] residential

Top Words in Tweet in G8:
[73] westat
[60] hiltonfound
[43] advocatedeborah
[40] scotyappleseed
[35] go_team_emma
[14] potus
[9] rooflesser
[9] gillforla
[9] satoesq
[9] waterdropla

Top Words in Tweet in G9:
[19] assistance
[18] equity
[17] education
[16] center
[16] manage
[16] southernedfound
[14] southern
[11] westat
[10] selected
[9] usedgov

Top Words in Tweet in G10:
[16] way
[12] shuester
[12] kimfonteno
[12] celebrate
[11] westat
[11] 21st
[9] hispanic
[9] #celebremosspring
[9] heritage
[8] month

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[51] westat,hiltonfound
[32] research,meeting
[32] register,sept
[32] experience,#healthequity
[32] enhancing,equity
[32] equity,healthcare
[32] cahps,virtual
[32] virtual,research
[32] healthcare,experience
[32] sept,22

Top Word Pairs in Tweet in G1:
[15] learn,more
[8] don,miss
[7] stop,booth
[7] make,sure
[7] join,westat
[6] #opportunity,westat
[6] john,hitchcock
[6] #hiring,#opportunity
[6] exhibit,hall
[6] networking,reception

Top Word Pairs in Tweet in G2:
[16] national,center
[15] help,desk
[15] desk,hours
[15] virtual,help
[11] westat,acreandavis
[9] donna,elam
[8] summer,learning
[8] natcompcenter,national
[7] acreandavis,sharing
[6] acreandavis,lammertncc

Top Word Pairs in Tweet in G3:
[25] important,role
[21] 14,1pm
[20] 10,14
[19] friday,10
[18] role,caregivers
[17] webinar,friday
[15] join,#nihceal
[14] copd,webinar
[14] caregiving,copd
[13] nihceal,join

Top Word Pairs in Tweet in G4:
[11] sponsors,astrazeneca
[11] astrazeneca,beigeneglobal
[11] berryconsultant,lillypad
[11] lillypad,us_fda
[11] thank,#jsm2022
[11] #jsm2022,gold
[11] us_fda,jmp_software
[11] gold,sponsors
[11] beigeneglobal,berryconsultant
[8] tom,krenzke

Top Word Pairs in Tweet in G5:
[7] rockville,md
[6] government,well
[5] providing,research
[5] corporation,providing
[5] well,businesses
[5] businesses,foundations
[5] research,services
[4] foundations,state
[4] westat,rockville
[4] scott,cody

Top Word Pairs in Tweet in G6:
[4] take,look
[3] look,westat
[2] stage,designs
[2] extension,kish
[2] read,extension
[2] effects,two
[2] two,three
[2] three,stage
[2] formula,design
[2] kish,formula

Top Word Pairs in Tweet in G7:
[4] westat,rti_intl
[4] urbaninstitute,westat
[3] wood,burning
[3] agricultural,lung
[3] study,read
[3] residential,wood
[3] health,study
[3] burning,pulmonary
[3] research,residential
[3] pulmonary,function

Top Word Pairs in Tweet in G8:
[51] westat,hiltonfound
[24] advocatedeborah,westat
[16] go_team_emma,advocatedeborah
[14] scotyappleseed,westat
[14] scotyappleseed,advocatedeborah
[13] go_team_emma,scotyappleseed
[12] hiltonfound,potus
[12] advocatedeborah,scotyappleseed
[12] scotyappleseed,go_team_emma
[9] gillforla,waterdropla

Top Word Pairs in Tweet in G9:
[18] equity,assistance
[13] assistance,center
[13] manage,equity
[8] selected,manage
[7] department,education
[7] education,foundation
[7] southern,education
[6] center,southern
[5] assistance,centers
[5] federal,equity

Top Word Pairs in Tweet in G10:
[10] shuester,kimfonteno
[9] hispanic,heritage
[8] 21st,century
[8] month,21st
[8] way,#celebremosspring
[8] celebrate,hispanic
[8] century,way
[8] heritage,month
[8] way,celebrate
[6] springisd,shuester

Top Replied-To
Top Replied-To in Entire Graph:
@westat
@go_team_emma
@scotyappleseed
@mean2greenstrz
@advocatedeborah
@espositoinsight
@mossgubben
@westatscott
@russwarne
@southernedfound

Top Replied-To in G1:
@westat
@espositoinsight
@westatscott

Top Replied-To in G2:
@westat
@southernedfound
@natcompcenter

Top Replied-To in G4:
@niss_datasci
@amstatnews

Top Replied-To in G7:
@joannespetz
@alicia_plemmons

Top Replied-To in G8:
@go_team_emma
@scotyappleseed
@mean2greenstrz
@advocatedeborah
@westat
@parishilton
@spazzaturapod

Top Replied-To in G9:
@diverseissues
@southernedfound

Top Mentioned
Top Mentioned in Entire Graph:
@westat
@hiltonfound
@breathebetter
@acreandavis
@natcompcenter
@advocatedeborah
@scotyappleseed
@resphealth
@go_team_emma
@summerlearning

Top Mentioned in G1:
@westat
@jmmulrow
@thisisstats
@nhtsagov
@acreandavis
@natcompcenter
@leadermontmd
@amstatnews
@westatscott
@mdrc_news

Top Mentioned in G2:
@westat
@acreandavis
@natcompcenter
@summerlearning
@leagueofcities
@partnr4childrn
@jgundy14
@lammertncc
@psaresearch
@ashimsha

Top Mentioned in G3:
@breathebetter
@resphealth
@nihaging
@nihceal
@nih_nhlbi
@westat
@nimhd
@nhlbi_translate
@aphaannualmtg
@nia_bsr

Top Mentioned in G4:
@lillypad
@westat
@berryconsultant
@nsagov
@astrazeneca
@beigeneglobal
@us_fda
@jmp_software
@amstatnews
@statsciduke

Top Mentioned in G6:
@westat
@rti_intl
@trentbuskirk
@cameronbrook
@wsupullman
@baruch_zicklin
@bgsu
@ssrs_research
@nielsen
@las_iastate

Top Mentioned in G7:
@rti_intl
@westat
@urbaninstitute
@phinational
@aacnpolicy
@wested
@ashouldersecon
@niehs
@thenci
@sjlondon22

Top Mentioned in G8:
@westat
@hiltonfound
@advocatedeborah
@scotyappleseed
@go_team_emma
@potus
@satoesq
@rooflesser
@gillforla
@waterdropla

Top Mentioned in G9:
@southernedfound
@westat
@usedgov
@diverseissues
@educationalan
@rpiercesef
@natcompcenter
@aasahq
@nassp
@naesp

Top Mentioned in G10:
@shuester
@kimfonteno
@westat
@springisd
@scpetty
@safe21stcentury
@springisd_face
@hilarionmartin1
@bammel21stcclc
@springespanol

Top Tweeters
Top Tweeters in Entire Graph:
@frontendla
@mentalhealthbo5
@mariastsehai
@hiringcare
@forbes
@monitor_ph
@jobsviatweet
@ensregistry
@betterjobsearch
@nvsdata

Top Tweeters in G1:
@frontendla
@hiringcare
@forbes
@jobsviatweet
@betterjobsearch
@nvsdata
@precisionmedbot
@corisbigmouth
@idcobot
@mdrc_news

Top Tweeters in G2:
@stem_ai
@afterschool4all
@duckmo73
@ptrichsea
@aasahq
@leagueofcities
@natlgovsassoc
@public_profit
@ccsso
@georgiatech

Top Tweeters in G3:
@monitor_ph
@rosario_strano
@copd_research
@janesescoot
@minorityhealth
@nihaging
@sevendivinity
@jh_memory_aging
@nih_nhlbi
@jhgeriatrics

Top Tweeters in G4:
@snowbal7
@dukeu
@uscensusbureau
@lillypad
@us_fda
@meta
@jmp_software
@amstatnews
@mccourtschool
@niss_datasci

Top Tweeters in G5:
@ensregistry
@zobjobsus
@vivmedia1
@linkewire
@epijobs
@remotetechjobs0
@freequentflyr
@businessnews19
@kellyland_mmm
@botindustry

Top Tweeters in G6:
@pewresearch
@bgsu
@nielsen
@wsupullman
@noaa
@rnishimura
@ssrs_research
@umd_agnr
@pewmethods
@baruch_zicklin

Top Tweeters in G7:
@brookingsinst
@hazardscampaign
@thenci
@ehponline
@urbaninstitute
@mathematicanow
@wested
@rti_intl
@joewasserman
@phinational

Top Tweeters in G8:
@mentalhealthbo5
@loveiscthulhu
@bottweet100
@rooflesser
@go_team_emma
@parishilton
@mean2greenstrz
@scotyappleseed
@hildasolis
@kathyhilton

Top Tweeters in G9:
@markedeschaine
@ascd
@educationalan
@usedgov
@diverseissues
@naesp
@edwriters
@all4ed
@nassp
@ebyard

Top Tweeters in G10:
@springisd
@lanorisdcasey
@shuester
@mrgoddard3
@springespanol
@drmiguelsperez
@bammelcsla
@s_jilnell
@springisd_face
@safe21stcentury


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