incivility, Twitter, 11/30/2022 2:51:02 PM, 285174


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incivility Twitter NodeXL SNA Map and Report for Wednesday, 30 November 2022 at 14:32 UTC
incivility Twitter NodeXL SNA Map and Report for Wednesday, 30 November 2022 at 14:32 UTC
From:
nassar
Uploaded on:
November 30, 2022
Short Description:
incivility via NodeXL https://bit.ly/3UpnnC9
@elonmusk
@andyostroy
@rvawonk
@georgiawebgurl
@twitter
@hollisemetko
@alessandro_nai
@weltenwandelnde
@rn_dnp_crnp_mph
@pattiewalker4

Top hashtags:
#incivility
#apple
#musk
#twitter
#nursetwitter
#lateralviolence

Description:
Description
The graph represents a network of 971 Twitter users whose recent tweets contained "incivility", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 30 November 2022 at 14:33 UTC.

The tweets in the network were tweeted over the 8-day, 10-hour, 7-minute period from Monday, 21 November 2022 at 23:47 UTC to Wednesday, 30 November 2022 at 09:55 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 : 971
Unique Edges : 1001
Edges With Duplicates : 112
Total Edges : 1113
Number of Edge Types : 5
Retweet : 349
MentionsInRetweet : 137
Replies to : 220
Mentions : 282
Tweet : 125
Self-Loops : 130
Reciprocated Vertex Pair Ratio : 0.00869565217391304
Reciprocated Edge Ratio : 0.0172413793103448
Connected Components : 237
Single-Vertex Connected Components : 73
Maximum Vertices in a Connected Component : 86
Maximum Edges in a Connected Component : 112
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.630673
Graph Density : 0.000985273976238759
Modularity : 0.851503
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 971 Twitter users whose recent tweets contained "incivility", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 30 November 2022 at 14:33 UTC.

The tweets in the network were tweeted over the 8-day, 10-hour, 7-minute period from Monday, 21 November 2022 at 23:47 UTC to Wednesday, 30 November 2022 at 09:55 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 : TwitterSearch
Graph Term : incivility
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[22] https://twitter.com/tedcruz/status/1595172063106502663
[15] https://www.wsj.com/articles/what-are-the-consequences-for-adam-schiffs-lies-11590174358
[15] https://hbr.org/2022/11/fear-and-stress-on-the-job?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[14] https://twitter.com/elonmusk/status/1597300125243944961
[13] https://hbr.org/2022/11/frontline-work-when-everyone-is-angry?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[12] https://twitter.com/CnsGolino/status/1524531846889021441
[10] https://twitter.com/jaevionn/status/1597726538207731712
[10] https://hbr.org/podcast/2022/11/lets-protect-our-frontline-workers-from-rude-customers?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[9] https://www.royalwolverhampton.nhs.uk/media/latest-news/november-2022/chief-medical-officers-blog/
[8] https://www.birminghammail.co.uk/news/midlands-news/queen-elizabeth-hospital-doctor-took-25621763?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G1:
[7] https://hbr.org/2022/11/frontline-work-when-everyone-is-angry?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[6] https://hbr.org/2022/11/fear-and-stress-on-the-job?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[5] https://twitter.com/ValVIZY/status/1591742861418299392/video/1
[5] https://hbr.org/podcast/2022/11/lets-protect-our-frontline-workers-from-rude-customers?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[2] https://twitter.com/francis_hobart/status/1595693043579068416/video/1
[2] https://twitter.com/OmarLena6/status/1596930230094266368/video/1
[2] https://twitter.com/CareySamuel6/status/1596198626417463296/video/1
[1] https://www.nytimes.com/2022/11/20/opinion/donald-trump-twitter-return.html?smid=nytcore-ios-share&referringSource=articleShare
[1] https://twitter.com/Moha001_Onyango/status/1595002125418991621
[1] https://www.emberea.com/free

Top URLs in Tweet in G2:
[1] https://twitter.com/paulkrugman/status/1595783337813200901

Top URLs in Tweet in G3:
[22] https://twitter.com/tedcruz/status/1595172063106502663
[14] https://twitter.com/elonmusk/status/1597300125243944961

Top URLs in Tweet in G6:
[8] https://www.birminghammail.co.uk/news/midlands-news/queen-elizabeth-hospital-doctor-took-25621763?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[6] https://hbr.org/2022/11/frontline-work-when-everyone-is-angry

Top URLs in Tweet in G7:
[15] https://www.wsj.com/articles/what-are-the-consequences-for-adam-schiffs-lies-11590174358
[1] https://twitter.com/repadamschiff/status/1597023706324557825

Top URLs in Tweet in G8:
[9] https://hbr.org/2022/11/fear-and-stress-on-the-job?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[6] https://hbr.org/2022/11/frontline-work-when-everyone-is-angry?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[5] https://hbr.org/podcast/2022/11/lets-protect-our-frontline-workers-from-rude-customers?utm_campaign=hbr&utm_medium=social&utm_source=twitter
[2] https://hbr.org/2022/11/how-bullying-manifests-at-work-and-how-to-stop-it?utm_campaign=hbr&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G9:
[2] https://twitter.com/Sten_Hansson/status/1594980313469718529
[1] https://www.tandfonline.com/doi/full/10.1080/10584609.2022.2137743?cookieSet=1
[1] https://twitter.com/DashDobrofsky/status/1595091589080444934

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] incivility
[14] apple
[14] musk
[14] twitter
[12] nursetwitter
[12] lateralviolence
[12] racisminnursing
[11] civility
[11] mtleg
[10] acemss22



Top Hashtags in Tweet in G1:
[2] leaders
[2] leadership
[2] thoughtleadership
[2] leader
[2] success
[1] workplacehealthandsafety
[1] research
[1] civility
[1] makeworkbetter
[1] frontlineworkers

Top Hashtags in Tweet in G2:
[1] elonmusk
[1] gamergate

Top Hashtags in Tweet in G3:
[14] apple
[14] musk
[14] twitter

Top Hashtags in Tweet in G6:
[9] antiracism
[9] civility
[9] compassion
[9] kindness
[9] racism
[9] incivility
[9] oppression
[9] cruelty
[9] nhs
[6] happiernhs

Top Hashtags in Tweet in G7:
[1] gunviolence
[1] nrabloodmoney
[1] killingmachine

Top Hashtags in Tweet in G8:
[2] rt

Top Hashtags in Tweet in G9:
[2] fauci
[1] blamegame
[1] polcomm
[1] incivility
[1] violence

Top Words
Top Words in Tweet in Entire Graph:
[687] incivility
[156] violence
[119] right
[108] like
[106] media
[93] people
[75] civil
[70] racism
[57] won
[53] gop

Top Words in Tweet in G1:
[84] incivility
[22] cut
[22] show
[21] ha
[10] work
[8] workers
[7] process
[7] employees
[7] like
[7] frontline

Top Words in Tweet in G2:
[38] incivility
[31] elonmusk
[12] civil
[11] twitter
[10] billym2k
[9] speech
[6] like
[5] people
[5] discourse
[5] hate

Top Words in Tweet in G3:
[68] incivility
[53] corruption
[53] racism
[53] xenophobia
[45] won
[36] man
[31] advocates
[31] hatred
[31] unfathomable
[31] treason

Top Words in Tweet in G4:
[96] media
[96] violence
[96] right
[48] civil
[48] ubiquitously
[48] trend
[48] narrative
[48] wing
[48] disturbing
[48] dangerously

Top Words in Tweet in G5:
[47] proud
[47] blue
[47] voices
[47] gop
[47] resister
[47] democrat
[47] survive
[47] rn_dnp_crnp_mph
[47] meet
[47] incivility

Top Words in Tweet in G6:
[18] lives
[17] saves
[13] incivility
[12] senior
[12] junior
[10] doctor
[10] hope
[10] staff
[9] managers
[9] #kindness

Top Words in Tweet in G7:
[16] incivility
[15] lying
[15] division
[15] public
[15] consequence
[15] reportedly
[15] schiff
[15] continually
[15] fuse
[15] lighting

Top Words in Tweet in G8:
[22] incivility
[9] process
[9] moment
[9] responding
[9] called
[9] encouraging
[9] managers
[9] strategies
[9] employees
[9] frontline

Top Words in Tweet in G9:
[4] incivility
[3] twitter
[3] online
[3] alessandro_nai
[2] #fauci
[2] profafinlayson
[2] danger
[2] dfreelon
[2] davekarpf
[2] activism

Top Words in Tweet in G10:
[4] blocked
[4] incivility
[2] lumberjacek
[2] ghooshyoda
[2] mylovanov

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[50] right,wing
[48] media,ubiquitously
[48] wing,media
[48] right,extremism
[48] incivility,civil
[48] media,excuses
[48] mainstream,media
[48] false,narrative
[48] extremist,violence
[48] ubiquitously,continues

Top Word Pairs in Tweet in G1:
[21] cut,show
[21] incivility,ha
[21] show,incivility
[6] 76,respondents
[5] christine,porath
[5] survey,000
[5] support,employees
[5] era,incivility
[5] improve,customer
[5] frontline,managers

Top Word Pairs in Tweet in G2:
[4] civil,discourse
[4] elonmusk,billym2k
[3] incivility,hate
[2] like,far
[2] radiofreetom,elonmusk
[2] incivility,twitter
[2] civility,incivility
[2] hate,speech
[2] realmusto,elonmusk
[2] elonmusk,civil

Top Word Pairs in Tweet in G3:
[31] homo,transphobia
[31] anger,hatred
[31] transphobia,xenophobia
[31] races,unfathomable
[31] unfathomable,ton
[31] racism,homo
[31] republican,party
[31] semitism,racism
[31] anti,semitism
[31] corruption,treason

Top Word Pairs in Tweet in G4:
[48] extremist,violence
[48] disturbing,trend
[48] media,ubiquitously
[48] ubiquitously,continues
[48] wing,media
[48] continues,push
[48] trend,mainstream
[48] violence,disturbing
[48] far,right
[48] push,dangerously

Top Word Pairs in Tweet in G5:
[47] proud,democrat
[47] rn_dnp_crnp_mph,proud
[47] gop,rn_dnp_crnp_mph
[47] incivility,gop
[47] democrat,resister
[47] meet,blue
[47] survive,incivility
[47] trying,survive
[47] voices,like
[47] resister,meet

Top Word Pairs in Tweet in G6:
[17] saves,lives
[9] governing,bodies
[9] #civility,#compassion
[9] #incivility,#oppression
[9] bodies,#nhs
[9] #cruelty,kills
[9] kills,people
[9] #antiracism,#civility
[9] simple,#antiracism
[9] managers,governing

Top Word Pairs in Tweet in G7:
[15] continually,lying
[15] lighting,fuse
[15] consequence,schiff
[15] lying,public
[15] division,incivility
[15] schiff,reportedly
[15] fuse,division
[14] tweet,expected
[14] gopleader,consequence
[14] expected,brand

Top Word Pairs in Tweet in G8:
[9] moment,encouraging
[9] frontline,managers
[9] candor,process
[9] employees,intervening
[9] managers,called
[9] strategies,support
[9] process,responding
[9] support,employees
[9] responding,incivility
[9] encouraging,candor

Top Word Pairs in Tweet in G9:
[2] interest,scholars
[2] activism,incivility
[2] negative,campaigning
[2] alessandro_nai,davekarpf
[2] kreissdaniel,dfreelon
[2] patyrossini,alessandro_nai
[2] davekarpf,profafinlayson
[2] incivility,negative
[2] profafinlayson,mwkrzyzanowski
[2] dfreelon,nikohat

Top Word Pairs in Tweet in G10:
[4] blocked,incivility
[2] ghooshyoda,lumberjacek
[2] mylovanov,blocked
[2] lumberjacek,mylovanov

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@briantylercohen
@karaswisher
@billym2k
@estherakinrn
@eveosh
@gerryflood8
@heerjeet
@trufflepotamus
@mi_james57

Top Replied-To in G2:
@elonmusk
@billym2k
@radiofreetom
@jennifuh_b
@drogercasey
@moraldecadence
@drnifkin
@dumocrazy

Top Replied-To in G3:
@andyostroy

Top Replied-To in G6:
@estherakinrn
@eveosh

Top Replied-To in G7:
@gerryflood8
@gopleader
@repadamschiff
@carygold
@palomacreative
@lesliehawkgirl
@maggie123335
@fooda0808188824
@american_81
@edwardmallon5

Top Replied-To in G10:
@deome
@rokatlig
@besnitviteras
@meleina21

Top Mentioned
Top Mentioned in Entire Graph:
@rn_dnp_crnp_mph
@elonmusk
@repadamschiff
@gopleader
@donquenick
@acemonline
@foxnews
@emergedu
@the_shpa

Top Mentioned in G2:
@elonmusk
@billym2k
@projectlincoln
@tim_cook
@naes412
@dtoback
@realmusto
@cnnpr
@communitynotes
@avindman

Top Mentioned in G5:
@rn_dnp_crnp_mph

Top Mentioned in G6:
@reo_alvarez

Top Mentioned in G7:
@repadamschiff
@gopleader
@millmich
@jdcocchiarella

Top Mentioned in G8:
@harvardbiz

Top Mentioned in G9:
@alessandro_nai
@twitter
@patyrossini
@davekarpf
@profafinlayson
@mwkrzyzanowski
@kreissdaniel
@dfreelon
@nikohat
@elonmusk

Top Mentioned in G10:
@ghooshyoda
@lumberjacek
@mylovanov
@cjciaramella
@segalmr
@aratazg
@thestalionman
@rynkrynk

Top Tweeters
Top Tweeters in Entire Graph:
@dancas2
@awelab1956
@samhainnight
@mdjacksondallas
@emersonfan1
@dbble5
@lauriespoon
@kcolaizzo
@realtuckfrumper
@foxnews

Top Tweeters in G1:
@mattison
@skintothemax
@hcambero
@jonathanyabut
@carolechabalier
@ldduval11
@finalspacebot
@mercalibretony
@lydiaphalen
@kati_kleber

Top Tweeters in G2:
@radiofreetom
@stillgray
@neontaster
@destigrace1
@mzhemingway
@teslaownerssv
@robertrayjones3
@up4yes
@nrxic
@sargon_of_akkad

Top Tweeters in G3:
@mdjacksondallas
@dbble5
@bwtibbitts
@raphaelha67
@iameuru
@gri1161
@kathy_levy
@colleenpaige1
@fyre__storm
@pattikimble

Top Tweeters in G4:
@awelab1956
@emersonfan1
@raoces
@reginaldalawso1
@ava4bleue
@__redlily__
@timjoec
@easpenser
@angelam54195037
@deathbian

Top Tweeters in G5:
@denniscardiff
@gdad1
@jstewartresist
@scheel_lala
@stephenwunderl4
@acknowledgeme__
@rulehistorians
@lincconard
@sommerstar
@luvvvmusic

Top Tweeters in G6:
@wordfinga
@thelifeandlega1
@sheilasobrany
@emergencybod
@costaroninswife
@brennanpcardiff
@ruthoshikanlu
@janenewson
@usamabasit
@akenkidee

Top Tweeters in G7:
@palomacreative
@shellsheddy
@greg_pissed
@fooda0808188824
@gvthillo
@gerryflood8
@millmich
@gopleader
@jdcocchiarella
@happyboston1

Top Tweeters in G8:
@chandachacon
@nursebillion
@harvardbiz
@leonvdp
@freeagentglobal
@albertokarkour
@charl33ten
@rhealynmugri
@kziabari
@kilifiking

Top Tweeters in G9:
@georgiawebgurl
@davekarpf
@kreissdaniel
@dfreelon
@twitter
@hollisemetko
@alessandro_nai
@profafinlayson
@mwkrzyzanowski
@nikohat

Top Tweeters in G10:
@cjciaramella
@deome
@billblake2018
@rynkrynk
@aratazg
@thestalionman
@meleina21
@segalmr
@lumberjacek
@mylovanov


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