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aejmc_2020-05-19_21-28-28.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 20, 2020
Short Description:
aejmc via NodeXL https://bit.ly/2z5xjgU
@aejmc
@csw_aejmc
@kimandersen88
@aejmc_pcig
@aejmc_pfr
@jnelz
@spj_tweets
@comm_in_care
@dfallik
@willthewordguy

Top hashtags:
#aejmc_pfr_covid19
#aejmc2020
#covid19
#jmcq
#aejmc
#coronavirus
#prprofs
#womenjournos

Description:
Description
The graph represents a network of 398 Twitter users whose tweets in the requested range contained "aejmc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 20 May 2020 at 04:28 UTC.

The requested start date was Wednesday, 20 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 17-hour, 39-minute period from Wednesday, 06 May 2020 at 04:22 UTC to Tuesday, 19 May 2020 at 22:02 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 : 398
Unique Edges : 518
Edges With Duplicates : 1698
Total Edges : 2216
Number of Edge Types : 5
Tweet : 75
Mentions : 695
MentionsInRetweet : 795
Retweet : 419
Replies to : 232
Self-Loops : 79
Reciprocated Vertex Pair Ratio : 0.151069518716578
Reciprocated Edge Ratio : 0.262485481997677
Connected Components : 6
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 388
Maximum Edges in a Connected Component : 2204
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.305741
Graph Density : 0.005449160158475
Modularity : 0.258905
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 398 Twitter users whose tweets in the requested range contained "aejmc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 20 May 2020 at 04:28 UTC.

The requested start date was Wednesday, 20 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 17-hour, 39-minute period from Wednesday, 06 May 2020 at 04:22 UTC to Tuesday, 19 May 2020 at 22:02 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 : aejmc
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:
[5] http://aejmc.org/events/sanfrancisco20/virtual-conference-faq/
[5] https://journals.sagepub.com/stoken/default+domain/QDQVFZKKHJHN6DYAGE2X/full?cookieSet=1
[5] https://mailchi.mp/8d7d233605a9/fall-2018-newsletter-ctec-aejmc-595928
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226218
[4] https://twitter.com/AEJMC/status/1258128638115033095
[4] http://www.journal-isms.com/2020/05/why-it-took-so-long-for-the-ahmaud-arbery-story-to-explode/
[3] https://aejmc.us/csw/2020/05/19/call-for-2020-award-nominations-and-awards-now-up/?fbclid=IwAR2u-pUMH10sXnhKLisysa5EwyxpGn57CHmeDf_v2ECAQz25Xuqcnrz4b7M
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226333
[3] https://journals.sagepub.com/stoken/default+domain/9KSA2DUCK4XCFQWFW3JI/full?cookieSet=1
[3] https://aejmc.us/history/aejmc-history-division-announces-book-award-winner-2/

Top URLs in Tweet in G1:
[2] http://aejmcbestofweb.wordpress.com/
[2] https://mailchi.mp/8d7d233605a9/fall-2018-newsletter-ctec-aejmc-595928
[2] https://www.washingtonpost.com/lifestyle/media/50-years-ago-a-local-newspaper-dominated-the-story-of-the-kent-state-tragedy-could-that-still-happen/2020/05/01/bc48b3ac-8baa-11ea-ac8a-fe9b8088e101_story.html
[2] https://www.aejmc.org/home/2020/02/kopenhaver-woman-scholar-award/
[2] https://www.aejmc.org/home/2020/04/best-of-the-web-digital/
[2] http://aejmc.org/events/sanfrancisco20/virtual-conference-faq/
[2] https://twitter.com/AEJMC/status/1258128638115033095
[1] https://jaws.org/2020/04/13/jaws-self-care-resource-guide-during-covid-19-coverage/
[1] https://www.chronicle.com/article/The-Quandary-How-Available/248610
[1] https://aejmc.us/csw/2020/05/19/call-for-2020-award-nominations-and-awards-now-up/?fbclid=IwAR2u-pUMH10sXnhKLisysa5EwyxpGn57CHmeDf_v2ECAQz25Xuqcnrz4b7M

Top URLs in Tweet in G2:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226333
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226218
[2] https://aejmc.us/csw/2020/05/19/call-for-2020-award-nominations-and-awards-now-up/?fbclid=IwAR2u-pUMH10sXnhKLisysa5EwyxpGn57CHmeDf_v2ECAQz25Xuqcnrz4b7M
[2] https://twitter.com/AEJMC/status/1258128638115033095
[2] http://aejmc.org/events/sanfrancisco20/virtual-conference-faq/
[2] https://www.cnn.com/2020/05/11/tech/twitter-coronavirus-misinformation/index.html
[2] https://pressfreedomtracker.us/all-incidents/journalists-face-harassment-while-covering-coronavirus/
[2] https://factcheck.afp.com
[2] https://open.spotify.com/show/5Etjo929UPcbiMpWZV0Aqw?si=NzEZlF8sSR2BtdYpqlPayg
[1] https://twitter.com/CSW_AEJMC/status/1262748603983904769

Top URLs in Tweet in G3:
[3] https://aejmc.us/history/award-call-2020-outstanding-thesis/?fbclid=IwAR3jWWIg1jG-Cz_ONPsANHkQhaCS7Q0twcJgWURbHGVTrG9UcIBWLo5XvIU#more-2067
[3] https://aejmc.us/history/aejmc-history-division-announces-book-award-winner-2/
[2] https://aejmc.us/history/liseblad-parks-honored-for-exceptional-service/?fbclid=IwAR37Mnle8EcbWRLm4Ibzm8rHtn69mjrcnnJeCozeRI-9C84IkIG5kTUWhNg#more-2088
[2] https://twitter.com/willthewordguy/status/1260592904902529028
[1] https://www.aejmc.org/home/2020/05/junior-women-faculty-workshop/
[1] http://aejmc.org/events/sanfrancisco20/virtual-conference-faq/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226218
[1] https://aejmc.us/history/aejmc-history-division-announces-book-award-winner-2/#more-2074
[1] https://aejmc.us/history/aejmc-history-division-announces-book-award-winner-2/?fbclid=IwAR3JllA7hv97gMGLC9yPGhKD6meWmfLNzFXGImGQgnyVECfz4J2V5z3M_fY#more-2074
[1] https://twitter.com/AEJHistory/status/1260260169025552384

Top URLs in Tweet in G4:
[1] https://medium.com/engaged-journalism-bridging-research-and-practice/call-for-papers-d580dea89f89
[1] https://twitter.com/amy_k_sanders/status/1262416707735433216
[1] https://www.startribune.com/weekly-metro-papers-are-shutting-down-in-the-face-of-pandemic/570439682/
[1] https://twitter.com/aejmc/status/1258128638115033095

Top URLs in Tweet in G5:
[1] https://twitter.com/publicdiplomacy/status/1258524539375333376
[1] https://www.gu.se/omuniversitetet/aktuellt/lediga-jobb/Lediga_anstallningar-detaljsida/?id=6041
[1] https://bit.ly/ICAVisual

Top URLs in Tweet in G6:
[1] https://go.umd.edu/Beasley
[1] https://www.bsu.edu/academics/collegesanddepartments/journalism/alumni-friends/national-journalism-writing-award#accordion_submissionguidelines
[1] https://twitter.com/ngeidner/status/1258900158173138944
[1] https://www.poynter.org/fact-checking/2020/yes-there-is-money-behind-covid-19-hoaxes-and-predators-are-profiting-from-despair/

Top URLs in Tweet in G8:
[1] https://twitter.com/CFWIJ/status/1251549543407239169

Top URLs in Tweet in G9:
[3] https://journals.sagepub.com/stoken/default+domain/QDQVFZKKHJHN6DYAGE2X/full?cookieSet=1
[2] https://journals.sagepub.com/stoken/default+domain/9KSA2DUCK4XCFQWFW3JI/full?cookieSet=1
[1] https://journals.sagepub.com/stoken/default+domain/CE3SEBFII5AUKQSFWJBX/full?cookieSet=1
[1] https://journals.sagepub.com/stoken/default+domain/B8ZC4SNJADVFSTKPQUJB/full?cookieSet=1
[1] https://www.tandfonline.com/eprint/JG6VCIRTPEUER4H5VQA7/full?target=10.1080%2F14681811.2019.1672041&cookieSet=1
[1] https://journals.sagepub.com/stoken/default
[1] https://twitter.com/AEJMC/status/1237382724907868160

Top URLs in Tweet in G10:
[1] https://www.aejmc.org/home/2020/05/call-for-editor-in-chief-of-communication-methods-and-measures/

Top Domains
Top Domains in Tweet in Entire Graph:
[51] twitter.com
[19] aejmc.org
[17] aejmc.us
[11] sagepub.com
[7] nodexlgraphgallery.org
[5] mailchi.mp
[4] journal-isms.com
[3] jaws.org
[3] washingtonpost.com
[2] bitchmedia.org

Top Domains in Tweet in G1:
[13] aejmc.org
[11] twitter.com
[2] wordpress.com
[2] mailchi.mp
[2] washingtonpost.com
[2] aejmc.us
[2] sagepub.com
[1] jaws.org
[1] chronicle.com
[1] kinghost.net

Top Domains in Tweet in G2:
[20] twitter.com
[6] nodexlgraphgallery.org
[3] aejmc.org
[2] aejmc.us
[2] jaws.org
[2] wihe.com
[2] google.com
[2] bitchmedia.org
[2] theguardian.com
[2] cnn.com

Top Domains in Tweet in G3:
[11] aejmc.us
[4] twitter.com
[2] aejmc.org
[1] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[2] twitter.com
[1] medium.com
[1] startribune.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] gu.se
[1] bit.ly

Top Domains in Tweet in G6:
[1] umd.edu
[1] bsu.edu
[1] twitter.com
[1] poynter.org

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

Top Domains in Tweet in G9:
[8] sagepub.com
[1] tandfonline.com
[1] twitter.com

Top Domains in Tweet in G10:
[1] aejmc.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[73] aejmc_pfr_covid19
[71] aejmc2020
[23] covid19
[19] jmcq
[7] aejmc
[7] coronavirus
[7] prprofs
[6] womenjournos
[6] womeninjournalism
[5] journalism



Top Hashtags in Tweet in G1:
[31] aejmc2020
[4] jmcq
[4] prprofs
[3] teaching
[2] icymi
[2] elon
[2] elonu
[2] aejmc
[1] journalism
[1] womenjournos

Top Hashtags in Tweet in G2:
[73] aejmc_pfr_covid19
[25] aejmc2020
[6] coronavirus
[5] womenjournos
[5] jmcq
[5] aejmc
[4] journalism
[3] highered
[3] academia
[3] aejmccheckin

Top Hashtags in Tweet in G3:
[7] aejmc2020
[1] icymi

Top Hashtags in Tweet in G4:
[18] covid19
[3] aejmc2020
[1] academictwitter
[1] academicchatter
[1] theshowmustgoonline

Top Hashtags in Tweet in G5:
[1] softpower
[1] coronavirus
[1] vietnam
[1] publicdiplomacy
[1] ica20

Top Hashtags in Tweet in G7:
[1] aejmc20
[1] aejmclawp

Top Hashtags in Tweet in G8:
[5] womeninjournalism
[1] covid19
[1] berkeleyconversation
[1] manel

Top Hashtags in Tweet in G9:
[10] jmcq
[2] isugsjc
[1] iowastate
[1] whygreenlee
[1] lasproud

Top Hashtags in Tweet in G10:
[3] aejmc2020

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[99] aejmc
[35] virtual
[34] thank
[33] conference
[31] #aejmc2020
[21] best
[17] aejmc_prd
[16] research
[16] check
[16] brookewmckeever

Top Words in Tweet in G2:
[290] aejmc
[241] aejmc_pfr
[109] miamoodyramirez
[85] wnwyatt
[73] #aejmc_pfr_covid19
[50] csw_aejmc
[48] students
[46] journalists
[43] 1jcku
[38] bronstein9

Top Words in Tweet in G3:
[56] aejmc
[54] aejhistory
[39] w758
[25] profedmondson
[20] news
[18] forward
[18] owns
[18] congratulations
[17] honored
[17] book

Top Words in Tweet in G4:
[28] aejmc
[23] research
[21] jnelz
[20] working
[19] journalism
[18] related
[18] engaged
[18] #covid19
[18] discuss
[18] front

Top Words in Tweet in G5:
[25] interested
[25] media
[25] position
[24] public
[24] opinion
[24] looking
[24] postdoc
[24] don
[24] hesitate
[24] apply

Top Words in Tweet in G6:
[3] aejmc
[2] maurine
[2] beasley
[2] award
[2] share
[2] students
[2] work
[2] spj_tweets

Top Words in Tweet in G7:
[10] teaching
[9] aejmc
[8] aejmc_lawp
[7] media
[6] law
[6] competition
[5] great
[5] idea
[5] ideas
[5] deadline

Top Words in Tweet in G8:
[10] ucberkeleyintl
[5] ucbsoj
[5] ucberkeleysph
[5] edwardwasserman
[5] sad
[5] missing
[5] talented
[4] comm_in_care
[4] #womeninjournalismâ

Top Words in Tweet in G9:
[11] aejmc
[10] #jmcq
[7] journalism
[7] free
[7] sagemedia_comm
[6] till
[6] virtual
[6] theme
[6] collection
[6] east

Top Words in Tweet in G10:
[14] aejmc_ctm
[13] flagship
[13] journal
[13] communication
[13] methods
[13] measures
[13] editor
[10] accepting
[10] applications
[10] nominations

Top Word Pairs
Top Word Pairs in Tweet in G2:
[17] aejmc,aejmc_pfr
[13] miamoodyramirez,aejmc
[11] #aejmc_pfr_covid19,aejmc
[10] aejmc_pfr,aejmc
[9] wnwyatt,aejmc_pfr
[9] covid,19
[8] faculty,members
[8] wnwyatt,miamoodyramirez
[7] fact,checking
[7] women,faculty

Top Word Pairs in Tweet in G3:
[125] owns,news
[74] 'who,owns
[60] looking,forward
[60] honored,'who
[37] news,'
[29] ',received
[22] received,recognition
[20] recognition,aejhistory
[19] aejhistory,looking
[18] forward,reading

Top Word Pairs in Tweet in G4:
[17] working,research
[16] research,related
[16] related,engaged
[15] engaged,journalism
[15] journalism,#covid19
[15] #covid19,discuss
[15] discuss,front
[15] front,awesome
[15] awesome,group
[15] jnelz,working

Top Word Pairs in Tweet in G5:
[18] interested,media
[18] media,public
[18] public,opinion
[18] opinion,looking
[18] looking,postdoc
[18] postdoc,position
[18] position,don
[18] don,hesitate
[18] hesitate,apply
[17] kimandersen88,interested

Top Word Pairs in Tweet in G6:
[24] maurine,beasley

Top Word Pairs in Tweet in G7:
[2] media,law
[] great,idea
[] idea,teaching
[] teaching,media
[] law,aejmc
[] aejmc,teaching
[] teaching,ideas
[] ideas,competition
[] competition,deadline
[] deadline,extended

Top Word Pairs in Tweet in G8:
[6] ucbsoj,ucberkeleyintl
[5] ucberkeleyintl,ucberkeleysph
[5] ucberkeleysph,edwardwasserman
[5] edwardwasserman,sad
[5] sad,ucberkeleyintl
[5] ucberkeleyintl,missing
[5] missing,talented
[5] comm_in_care,ucbsoj
[5] talented,#womeninjournalismâ

Top Word Pairs in Tweet in G9:
[5] aejmc,sagemedia_comm
[5] #jmcq,virtual
[5] virtual,theme
[5] theme,collection
[5] journalism,mass
[5] mass,communication
[5] till,13
[4] free,access
[4] louisahajmcq,#jmcq
[] #jmcq,special

Top Word Pairs in Tweet in G10:
[6] flagship,journal
[6] communication,methods
[6] methods,measures
[6] journal,communication
[6] measures,accepting
[6] accepting,applications
[4] applications,nominations
[4] nominations,editor
[4] aejmc_ctm,flagship
[3] editor,chie

Top Replied-To
Top Replied-To in Entire Graph:
@aejmc_pfr
@miamoodyramirez
@wnwyatt
@w758
@aejmc
@mediatingmimi
@writeithall
@bronstein9
@dr_anastezia
@nick_mathews

Top Replied-To in G1:
@writeithall
@aejmc
@hkoverton
@brookewmckeever
@amy_k_sanders
@csw_aejmc
@drkatiefoss
@aejmcctec
@jnelz
@jem2998

Top Replied-To in G2:
@aejmc_pfr
@wnwyatt
@miamoodyramirez
@bronstein9
@mediatingmimi
@dr_anastezia
@1jcku
@aejmc
@drkatiefoss
@voiceofd

Top Replied-To in G3:
@w758
@jnelz
@drmaddiel
@jem2998
@margoirvin
@willthewordguy
@profedmondson
@brookekroeger
@writeithall

Top Replied-To in G4:
@nick_mathews
@jnelz
@aejmc
@terrybeigie

Top Replied-To in G6:
@spj_tweets

Top Replied-To in G7:
@amy_k_sanders

Top Replied-To in G8:
@ucbsoj

Top Replied-To in G9:
@camaj_camaj
@unlv_jms310

Top Mentioned
Top Mentioned in Entire Graph:
@aejmc
@aejmc_pfr
@miamoodyramirez
@wnwyatt
@aejhistory
@csw_aejmc
@1jcku
@bronstein9
@aejmc_prd
@w758

Top Mentioned in G1:
@aejmc
@aejmc_prd
@aejmcctec
@brookewmckeever
@aejmcviscom
@csw_aejmc
@writeithall
@aejmc_ccs
@louisahajmcq
@jnelz

Top Mentioned in G2:
@aejmc
@aejmc_pfr
@miamoodyramirez
@wnwyatt
@1jcku
@csw_aejmc
@bronstein9
@dr_anastezia
@mediatingmimi
@llkcenter

Top Mentioned in G3:
@aejhistory
@aejmc
@w758
@profedmondson
@willthewordguy
@terifinneman
@perryrparks
@drmaddiel
@msujschool

Top Mentioned in G4:
@aejmc
@jnelz
@aejmccomjig
@nick_mathews
@icahdq
@andreawenzel
@startribune
@jem2998
@aejmcpjig
@tukleincollege

Top Mentioned in G5:
@kimandersen88
@poli_com
@aejmc_pcig
@ecpr_polcom
@lindseybier
@ica_pd
@ica_prd
@isaicomm
@icd_aejmc
@aejmc_prd

Top Mentioned in G6:
@aejmc
@collegemedianow
@collegemedia
@icpaconnect
@merrillcollege
@huffpostcollege
@wvumediacollege
@newhousesu
@unchussman
@cronkite_asu

Top Mentioned in G7:
@aejmc_lawp
@clipper56
@itspbrooks
@aejmc
@patrickcfile
@kearston
@christopherterr
@brettgj
@vekstra
@michaelmirer

Top Mentioned in G8:
@ucberkeleyintl
@ucberkeleysph
@edwardwasserman
@comm_in_care
@ucbsoj
@cfwij
@tuesdays314
@laurie_garrett
@womennmedia
@csw_aejmc

Top Mentioned in G9:
@aejmc
@sagemedia_comm
@icd_aejmc
@louisahajmcq
@dani_isu
@silviowaisbord
@aejmcviscom
@aejmc_comsher
@shahiraf

Top Mentioned in G10:
@aejmc_ctm
@aejmc

Top Tweeters
Top Tweeters in Entire Graph:
@nytimes
@washingtonpost
@nycsouthpaw
@chrisgeidner
@startribune
@jeremyhl
@margymaclibrary
@mrtallerjerry
@jaguimera
@meredithdclark

Top Tweeters in G1:
@nytimes
@mrtallerjerry
@drmcar
@knightfdn
@bpmoritz
@sunkesharee
@rutgerscomminfo
@adriwall
@prowag
@saysdiana

Top Tweeters in G2:
@washingtonpost
@jeremyhl
@pressfreedom
@cjr
@dr_tindall
@kimfoxwosu
@convince2
@thartman2u
@medium
@eramshaw

Top Tweeters in G3:
@sklafon1
@willthewordguy
@radiotaskforce
@pamelasamuelson
@paul_e_cohen
@rebeccaspang
@kesearles
@ggalvezbehar
@srdbarros
@mollyhardy

Top Tweeters in G4:
@startribune
@margymaclibrary
@meredithdclark
@bydavidteel
@drbillasu
@nick_mathews
@frankrebecca
@nikkiusher
@ralphehanson
@samgregory

Top Tweeters in G5:
@jaguimera
@tomdrabowicz
@shannimcg
@prsa
@prof_vaccari
@sebelgram55
@poli_com
@sophiaignatidou
@ica_cat
@ittefaqm

Top Tweeters in G6:
@nycsouthpaw
@chrisgeidner
@jayrosen_nyu
@poynter
@huffpostcollege
@ngeidner
@newmarkjschool
@atompkins
@depaulu
@spj_tweets

Top Tweeters in G7:
@lpcprof
@jonathanderson
@michaelmirer
@jasminemcnealy
@christopherterr
@jasonmshepard
@vekstra
@patrickcfile
@itspbrooks
@profclaycalvert

Top Tweeters in G8:
@laurie_garrett
@womennmedia
@womensmediacntr
@iwmf
@ucbsoj
@tuesdays314
@donnawildcard
@manelwatchus
@cfwij
@manelwatchau

Top Tweeters in G9:
@ljthornton
@sagemedia_comm
@isu_gsjc
@dani_isu
@silviowaisbord
@camaj_camaj
@jeanninerelly
@louisahajmcq
@unlv_jms310
@aejmc_comsher

Top Tweeters in G10:
@joshscacco
@chrisjvargo
@bkj_comm
@dr_rjahng
@jenniferhoewe
@ica_csab
@silasudenze
@daveykeats
@brettsherrick
@aejmc_ctm


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