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"bot network" Twitter NodeXL SNA Map and Report for Saturday, 30 July 2022 at 12:30 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
July 30, 2022
Short Description:
"bot network" via NodeXL https://bit.ly/3Q7u8XO
@freedom16356531
@darksldeoftmoon
@sammsamshazam
@twittersupport
@einstein_evans
@baronessbruck
@w_coast_bluesey
@royalfamily
@kensingtonroyal
@greenfi98608863

Top hashtags:
#meghanmarkle
#sunshinesachs
#princewilliam

Description:
Description
The graph represents a network of 530 Twitter users whose recent tweets contained ""bot network"", 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 Saturday, 30 July 2022 at 12:30 UTC.

The tweets in the network were tweeted over the 10-day, 1-hour, 58-minute period from Wednesday, 20 July 2022 at 10:26 UTC to Saturday, 30 July 2022 at 12:24 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 : 530
Unique Edges : 514
Edges With Duplicates : 211
Total Edges : 725
Number of Edge Types : 5
Replies to : 315
Mentions : 272
MentionsInRetweet : 60
Retweet : 49
Tweet : 29
Self-Loops : 31
Reciprocated Vertex Pair Ratio : 0.00710479573712256
Reciprocated Edge Ratio : 0.0141093474426808
Connected Components : 68
Single-Vertex Connected Components : 12
Maximum Vertices in a Connected Component : 341
Maximum Edges in a Connected Component : 563
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.729043
Graph Density : 0.00202232763847773
Modularity : 0.598875
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 530 Twitter users whose recent tweets contained ""bot network"", 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 Saturday, 30 July 2022 at 12:30 UTC.

The tweets in the network were tweeted over the 10-day, 1-hour, 58-minute period from Wednesday, 20 July 2022 at 10:26 UTC to Saturday, 30 July 2022 at 12:24 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 : TwitterSearch
Graph Term : "bot network"
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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[227] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/amp/
[31] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/
[7] https://www.huffpost.com/entry/democratic-bot-network-sally-albright_n_5aa2f548e4b07047bec68023
[3] https://twitter.com/TS3PBD/status/1552665983671832580
[3] https://www.macleans.ca/
[3] https://cybershafarat.com/2022/07/28/cyber-legion-has-received-another-list-of-100-members-of-the-fsb-bot-network/
[2] https://www.nytimes.com/2020/02/27/style/meghan-markle-instagram.html
[2] https://twitter.com/HPANA/status/1545394628840628226
[2] https://twitter.com/vjheath/status/1519081975037849600?t=5x1o4DHkjzs8ruXDjhM4pA&s=19
[2] https://t.me/hyevuy_dnepr/31623

Top URLs in Tweet in G1:
[218] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/amp/
[1] https://twitter.com/Freedom16356531/status/1552923170004426752
[1] https://www.macleans.ca/
[1] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/

Top URLs in Tweet in G2:
[22] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/

Top URLs in Tweet in G3:
[3] https://twitter.com/TS3PBD/status/1552665983671832580

Top URLs in Tweet in G4:
[7] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/amp/
[2] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/

Top URLs in Tweet in G5:
[3] https://www.macleans.ca/royalty/meghan-markles-twitter-bot-network-the-whole-thing-is-a-bit-insane/
[3] https://cybershafarat.com/2022/07/28/cyber-legion-has-received-another-list-of-100-members-of-the-fsb-bot-network/
[2] https://www.macleans.ca/
[1] https://www.huffpost.com/entry/democratic-bot-network-sally-albright_n_5aa2f548e4b07047bec68023
[1] https://twitter.com/disturbingshirt/status/1550508031552528384
[1] https://t.me/cyber_legion_info/132
[1] https://cybershafarat.com/2022/07/28/cyber-legion-has-received-another-list-of-100-members-of-the-fsb-bot-network/?utm_source=hootsuiteT71&utm_medium=T71&utm_term=&utm_content=&utm_campaign=

Top URLs in Tweet in G7:
[1] https://www.abc.net.au/news/science/2022-03-30/ukraine-war-twitter-bot-network-amplifies-russian-disinformation/100944970

Top URLs in Tweet in G9:
[3] https://www.huffpost.com/entry/democratic-bot-network-sally-albright_n_5aa2f548e4b07047bec68023

Top URLs in Tweet in G10:
[2] https://twitter.com/vjheath/status/1519081975037849600?t=5x1o4DHkjzs8ruXDjhM4pA&s=19

Top Domains
Top Domains in Tweet in Entire Graph:
[261] macleans.ca
[15] twitter.com
[7] huffpost.com
[4] cybershafarat.com
[3] t.me
[2] nytimes.com
[1] twitchy.com
[1] i24news.tv
[1] net.au

Top Domains in Tweet in G1:
[220] macleans.ca
[1] twitter.com

Top Domains in Tweet in G2:
[22] macleans.ca

Top Domains in Tweet in G3:
[3] twitter.com

Top Domains in Tweet in G4:
[9] macleans.ca

Top Domains in Tweet in G5:
[5] macleans.ca
[4] cybershafarat.com
[1] huffpost.com
[1] twitter.com
[1] t.me

Top Domains in Tweet in G7:
[1] net.au

Top Domains in Tweet in G9:
[3] huffpost.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[222] meghanmarkle
[218] sunshinesachs
[116] princewilliam
[106] sussex
[90] sussexsquad
[24] tombowerrevenge
[15] harryandmeghanlied
[7] twittersupport
[7] meghanmarkleisaliar
[2] meghanmarkleexposed



Top Hashtags in Tweet in G1:
[215] meghanmarkle
[211] sunshinesachs
[116] princewilliam
[105] sussex
[84] sussexsquad
[24] tombowerrevenge
[15] harryandmeghanlied
[1] theroyalfamily
[1] sunhinesachs

Top Hashtags in Tweet in G2:
[7] meghanmarkleisaliar
[2] meghanmarkleexposed
[1] meghanisaliar
[1] duchessoftights
[1] meghanmarklebullieschildren
[1] meghanbulliedcharlotte

Top Hashtags in Tweet in G3:
[7] twittersupport

Top Hashtags in Tweet in G4:
[7] meghanmarkle
[7] sunshinesachs
[6] sussexsquad
[1] sussex

Top Hashtags in Tweet in G5:
[1] khive
[1] russiaukrainewar
[1] russiaisateroriststate
[1] russiaisaterroriststate

Top Words
Top Words in Tweet in Entire Graph:
[332] bot
[237] like
[222] #meghanmarkle
[221] network
[218] #sunshinesachs
[199] lie
[196] check
[195] coordinated
[195] attacks
[192] link

Top Words in Tweet in G1:
[215] #meghanmarkle
[213] bot
[211] #sunshinesachs
[211] like
[189] lie
[188] coordinated
[188] attacks
[184] check
[183] link
[116] #princewilliam

Top Words in Tweet in G2:
[14] bots
[10] baronessbruck
[8] bot
[8] money
[7] w_coast_bluesey
[7] #meghanmarkleisaliar
[5] smoke
[5] mirrors
[5] farm
[4] arsewell

Top Words in Tweet in G3:
[20] russian
[16] twitter
[14] bot
[14] network
[13] twittersupport
[10] accounts
[7] ulrichwaldmann
[7] sarahashtonlv
[7] #twittersupport
[7] listen

Top Words in Tweet in G4:
[8] bot
[8] network
[7] #meghanmarkle
[7] #sunshinesachs
[7] check
[7] link
[7] coordinated
[7] lie
[7] attacks
[7] like

Top Words in Tweet in G5:
[13] bot
[13] network
[6] cyber
[5] legion
[5] received
[5] list
[5] 100
[5] members
[5] fsb
[3] twitter

Top Words in Tweet in G6:
[4] bot
[3] network

Top Words in Tweet in G7:
[2] bots

Top Words in Tweet in G8:
[3] search
[3] bank
[3] bot
[3] network
[2] issue
[2] twitter
[2] blacklist
[2] convoy

Top Words in Tweet in G9:
[4] groove_sdc
[2] missouri
[2] elections
[2] being
[2] left

Top Words in Tweet in G10:
[3] datadrivenmd
[3] bot
[3] network
[2] urocklive1
[2] massive
[2] realignment
[2] buyout
[2] announced
[2] people
[2] losing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[215] bot,network
[195] coordinated,lie
[195] lie,attacks
[195] attacks,like
[191] #meghanmarkle,#sunshinesachs
[190] check,link
[190] link,coordinated
[118] network,check
[106] #sunshinesachs,#sussex
[102] #sussex,bot

Top Word Pairs in Tweet in G1:
[188] coordinated,lie
[188] lie,attacks
[188] attacks,like
[184] #meghanmarkle,#sunshinesachs
[183] check,link
[183] link,coordinated
[113] bot,network
[111] network,check
[105] #sunshinesachs,#sussex
[101] #sussex,bot

Top Word Pairs in Tweet in G2:
[5] smoke,mirrors
[5] bot,farm
[3] sharonf58420833,w_coast_bluesey
[3] w_coast_bluesey,mdymore
[3] mdymore,bot
[3] baronessbruck,vikingdave6
[3] vikingdave6,wow
[3] wow,money
[3] money,murkles
[3] murkles,bots

Top Word Pairs in Tweet in G3:
[14] bot,network
[13] russian,bot
[10] twittersupport,twitter
[7] ulrichwaldmann,sarahashtonlv
[7] sarahashtonlv,twittersupport
[7] twitter,#twittersupport
[7] #twittersupport,listen
[7] listen,happened
[7] happened,russian
[7] network,troll

Top Word Pairs in Tweet in G4:
[8] bot,network
[7] #meghanmarkle,#sunshinesachs
[7] network,check
[7] check,link
[7] link,coordinated
[7] coordinated,lie
[7] lie,attacks
[7] attacks,like
[7] like,william
[6] #sunshinesachs,#sussexsquad

Top Word Pairs in Tweet in G5:
[13] bot,network
[5] cyber,legion
[5] legion,received
[5] received,list
[5] list,100
[5] 100,members
[5] members,fsb
[5] fsb,bot
[2] meghan,markle's
[2] markle's,twitter

Top Word Pairs in Tweet in G6:
[3] bot,network

Top Word Pairs in Tweet in G8:
[3] bot,network
[2] twitter,search
[2] search,blacklist
[2] blacklist,bank
[2] bank,convoy

Top Word Pairs in Tweet in G9:
[2] missouri,elections

Top Word Pairs in Tweet in G10:
[3] bot,network
[2] urocklive1,datadrivenmd
[2] datadrivenmd,massive
[2] massive,realignment
[2] realignment,bot
[2] network,buyout
[2] buyout,announced
[2] announced,people
[2] people,losing
[2] losing,followers

Top Replied-To
Top Replied-To in Entire Graph:
@kittymcgee19
@ulrichwaldmann
@canellelabelle
@saintgregoryuk
@countesscommon1
@baronessbruck
@hazelallykat
@malleajohnson
@einstein_evans
@memesbyky

Top Replied-To in G1:
@kittymcgee19
@canellelabelle
@saintgregoryuk
@countesscommon1
@hazelallykat
@sussexprincess
@maarkyym
@royalinstablog
@memesbyky
@malleajohnson

Top Replied-To in G2:
@baronessbruck
@sharonf58420833
@nikkihj4
@w_coast_bluesey
@fara7h1955
@sadeciera
@whatevs11
@pennellcarole
@dssam3samuel
@messiecondo

Top Replied-To in G3:
@ulrichwaldmann
@twitter
@bennyjohnson

Top Replied-To in G4:
@maggiem79381969
@einstein_evans
@mary28729751
@beewilde2
@jcta22

Top Replied-To in G6:
@ceeceemur
@shaidrim
@kaur_jeeto

Top Replied-To in G7:
@inugamiz

Top Replied-To in G8:
@wrppatrick
@ovisredding
@lwmcquade4

Top Replied-To in G9:
@saskiago4
@madinstl
@arcillahumeda

Top Replied-To in G10:
@urocklive1
@datadrivenmd

Top Mentioned
Top Mentioned in Entire Graph:
@twittersupport
@twitter
@baronessbruck
@sarahashtonlv
@kensingtonroyal
@royalfamily
@einstein_evans
@w_coast_bluesey
@demarionunn
@iamprofessorex

Top Mentioned in G1:
@demarionunn
@iamprofessorex
@kensingtonroyal
@royalfamily
@cambridgeliana
@ryanair
@distractify
@thechalkking1
@yahoonewsuk
@sholamos1

Top Mentioned in G2:
@baronessbruck
@w_coast_bluesey
@mdymore
@vikingdave6
@xanderzoe3
@jencarsontaylor
@janiceparks12
@sabirahlohn
@home_nextdoor
@greenfi98608863

Top Mentioned in G3:
@twittersupport
@twitter
@sarahashtonlv
@twittersafety
@elonmusk

Top Mentioned in G4:
@einstein_evans
@royalfamily
@clarencehouse
@kensingtonroyal
@jcta22
@leethompsonpr
@twittersupport

Top Mentioned in G6:
@joelpollak
@breitbartnews
@robertjlundberg
@flsurgeongen
@ameracadpeds
@tuckercarlson
@repmtg

Top Mentioned in G7:
@ale_m_o7
@teamphil
@j6anon
@joe__312
@crisscontino
@nhsoutherngirl
@angryfleas
@doj
@fbiwfo

Top Mentioned in G8:
@wsonlinenews
@matt_horwoodws

Top Mentioned in G9:
@groove_sdc
@clairecmc

Top Mentioned in G10:
@datadrivenmd
@acyn

Top Tweeters
Top Tweeters in Entire Graph:
@urbandictionary
@ecclesias
@unitedspacecats
@urocklive1
@nypost
@k3vk4
@people
@cnn
@ddsnorth
@ap

Top Tweeters in G1:
@urbandictionary
@people
@ddsnorth
@notcapnamerica
@ryanair
@sollunna
@kavey
@bintymustard
@piersmorgan
@northernck

Top Tweeters in G2:
@michelealeach
@elainejeens
@sabirahlohn
@ellyj70551901
@nookienooo
@baronessbruck
@doctorbenzene
@messiecondo
@w_coast_bluesey
@jencarsontaylor

Top Tweeters in G3:
@twittersupport
@bennyjohnson
@themulefactor
@themaskedaveng8
@51zuschauer
@sarahashtonlv
@farmortil2
@andreas_adam
@elonmusk
@ulrichwaldmann

Top Tweeters in G4:
@darksldeoftmoon
@kima2518
@royalfamily
@einstein_evans
@beewilde2
@clarencehouse
@stunningroyal
@kensingtonroyal
@catheri18498800
@maggiem79381969

Top Tweeters in G5:
@treadstone71llc
@gissisim
@majinmands
@perongeiuk
@nickjbrumfield
@truth6388
@redplentytoday
@alisonb271
@daily_serah
@dandenongsfern

Top Tweeters in G6:
@kaur_jeeto
@breitbartnews
@robertjlundberg
@joelpollak
@ameracadpeds
@ceeceemur
@tuckercarlson
@repmtg
@rolloto27293768
@shaidrim

Top Tweeters in G7:
@angryfleas
@joe__312
@teamphil
@nhsoutherngirl
@thecenterstripe
@crisscontino
@inugamiz
@ale_m_o7
@fbiwfo
@j6anon

Top Tweeters in G8:
@wrppatrick
@wsonlinenews
@ovisredding
@lwmcquade4
@matt_horwoodws
@slowquacious

Top Tweeters in G9:
@arcillahumeda
@groove_sdc
@madinstl
@clairecmc
@saskiago4
@coophammurabi

Top Tweeters in G10:
@ecclesias
@urocklive1
@acyn
@datadrivenmd
@vjheath
@n_o_t_s_u_r_e


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