signals intelligence, Twitter, 8/27/2022 6:25:35 PM, 280807


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signals intelligence_2022-08-27_11-12-01.xlsx
signals intelligence_2022-08-27_11-12-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 27, 2022
Short Description:
signals intelligence via NodeXL https://bit.ly/3Cy81WL
@bradmossesq
@ericg1247
@emptywheel
@petestrzok
@muellershewrote
@amoneyresists
@kurteichenwald
@this0499154500
@tracy_walder
@bahepa

Top hashtags:
#britain
#information
#iaf
#orcanftai
#nftcommunity
#trump

Description:
Description
The graph represents a network of 5,040 Twitter users whose tweets in the requested range contained "signals intelligence", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 August 2022 at 18:17 UTC.

The requested start date was Saturday, 27 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 54-minute period from Saturday, 13 August 2022 at 00:03 UTC to Friday, 26 August 2022 at 23:58 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 : 5040
Unique Edges : 1606
Edges With Duplicates : 8806
Total Edges : 10412
Number of Edge Types : 5
Retweet : 4284
MentionsInRetweet : 4814
Tweet : 479
Replies to : 352
Mentions : 483
Self-Loops : 524
Reciprocated Vertex Pair Ratio : 0.00274977085242896
Reciprocated Edge Ratio : 0.00548446069469835
Connected Components : 469
Single-Vertex Connected Components : 229
Maximum Vertices in a Connected Component : 3791
Maximum Edges in a Connected Component : 8564
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.859651
Graph Density : 0.000215383500757583
Modularity : 0.495686
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 5,040 Twitter users whose tweets in the requested range contained "signals intelligence", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 August 2022 at 18:17 UTC.

The requested start date was Saturday, 27 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 54-minute period from Saturday, 13 August 2022 at 00:03 UTC to Friday, 26 August 2022 at 23:58 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 : signals intelligence
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:
[79] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[73] https://www.salon.com/2022/08/12/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-scandal-even-worse_partner/
[16] https://www.amazon.com/dp/1839217715?tag=corpusnews-20&linkCode=osi&th=1&psc=1
[14] https://www.emptywheel.net/2022/08/26/trump-had-human-signals-and-fisa-intelligence-in-an-insecure-room-at-mar-a-lago-for-a-year/
[13] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[12] https://www.newsbreak.com/news/2703507841508/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-trumps-scandal-even-worse?noAds=1&_f=app_share&s=i2
[10] https://www.politico.com/news/2022/08/26/trump-mar-a-lago-affidavit-release-00053944
[10] https://www.nature.com/articles/s41591-022-01932-x
[8] https://www.smartnews.com/p/4448953796801862710?placement=article-preview-social&utm_source=share_android_other&utm_campaign=sn_pid:snu-5kU4iJOHx4KoCxvZn6H0Eu%7Csn_lid:4448953796801862710%7Csn_channel:cr_en_us_top
[7] https://www.itspmagazine.com/audio-signals

Top URLs in Tweet in G1:
[1] https://twitter.com/AshaRangappa_/status/1561884705427013632
[1] https://www.salon.com/2022/08/12/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-scandal-even-worse_partner/
[1] https://www.politico.com/news/2022/08/26/trump-mar-a-lago-affidavit-release-00053944
[1] https://www.stonekettle.com/2022/08/loose-lips-sink-ships.html
[1] https://twitter.com/Stonekettle/status/1558914997706686464

Top URLs in Tweet in G2:
[1] https://twitter.com/TimInHonolulu/status/1563271441549709312

Top URLs in Tweet in G3:
[6] https://www.emptywheel.net/2022/08/26/trump-had-human-signals-and-fisa-intelligence-in-an-insecure-room-at-mar-a-lago-for-a-year/
[1] https://www.washingtonpost.com/national-security/2022/08/13/trump-mar-a-lago-search/

Top URLs in Tweet in G4:
[1] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[1] https://www.rawstory.com/trump-signals-intel-five-eyes/
[1] https://www.newsbreak.com/news/2703507841508/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-trump-s-scandal-even-worse?_f=app_share&s=a2&share_destination_id=MTkxNjQ0NTMwLTE2NjA2MTYzNzgxMTU=&pd=0Cy7Uoep&hl=en_US&trans_data=%7B%22platform%22%3A1%2C%22cv%22%3A%2222.30.0%22%2C%22languages%22%3A%22en%22%7D

Top URLs in Tweet in G5:
[33] https://www.salon.com/2022/08/12/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-scandal-even-worse_partner/
[22] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[8] https://www.newsbreak.com/news/2703507841508/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-trumps-scandal-even-worse?noAds=1&_f=app_share&s=i2
[5] https://www.politicususa.com/2022/08/12/officials-fear-mar-a-lago-espionage-issue-exacerbated-by-signal-intelligence-issues.html
[5] https://www.nature.com/articles/s41591-022-01932-x
[4] https://salon.com/
[4] https://www.politico.com/news/2022/08/26/trump-mar-a-lago-affidavit-release-00053944
[3] https://www.youtube.com/watch?v=wsBZnZ0nfD4&feature=youtu.be

[2] https://www.stonekettle.com/2022/08/loose-lips-sink-ships.html
[2] https://www.newsbreak.com/news/2703507841508/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-trump-s-scandal-even-worse?_f=app_share&s=a2&share_destination_id=MTQ1OTkwMzY4LTE2NjA0MzI5MTAxNjI=&pd=09sYlMNE&hl=en_US&trans_data=%7B%22platform%22%3A1%2C%22cv%22%3A%2222.31.0%22%2C%22languages%22%3A%22en%22%7D

Top URLs in Tweet in G6:
[1] https://www.newsbreak.com/news/2703507841508/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-trump-s-scandal-even-worse?_f=app_share&s=a2&share_destination_id=MTQ2MDg5MzA1LTE2NjA1OTA0NzEyODQ=&pd=09syV78W&hl=en_US&trans_data=%7B%22platform%22%3A1%2C%22cv%22%3A%2222.31.0%22%2C%22languages%22%3A%22en%22%7D
[1] https://twitter.com/hsu_spencer/status/1557880683539963908

Top URLs in Tweet in G8:
[1] https://twitter.com/MickMulvaney/status/1563212986428588037

Top URLs in Tweet in G9:
[16] https://www.amazon.com/dp/1839217715?tag=corpusnews-20&linkCode=osi&th=1&psc=1
[3] https://onlinelibrary.wiley.com/doi/abs/10.1002/cnm.3644
[2] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279979
[2] https://www.salon.com/2022/08/12/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-scandal-even-worse_partner/
[1] https://www.nature.com/articles/s41591-022-01932-x
[1] https://www.politico.com/news/2022/08/26/trump-mar-a-lago-affidavit-release-00053944
[1] https://www.newsbreak.com/news/2703507841508/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-trump-s-scandal-even-worse?_f=app_share&s=a2&share_destination_id=MTM3OTYzMTE5LTE2NjA1MDczNzU2MTI=&pd=09KsVbLh&hl=en_US&trans_data=%7B%22platform%22%3A1%2C%22cv%22%3A%2222.29.1%22%2C%22languages%22%3A%22en%22%7D

Top URLs in Tweet in G10:
[5] https://twitter.com/dennis0805a/status/1558143089990041607
[3] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[1] https://twitter.com/JudicialWatch/status/1562984424563560449
[1] https://www.emptywheel.net/2022/08/26/trump-had-human-signals-and-fisa-intelligence-in-an-insecure-room-at-mar-a-lago-for-a-year/
[1] https://www.newsbreak.com/news/2703507841508/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-trumps-scandal-even-worse?noAds=1&_f=app_share&s=i2
[1] https://www.theatlantic.com/ideas/archive/2022/08/trump-fbi-raid-classified-nuclear-documents/671119/
[1] https://www.salon.com/2022/08/12/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-scandal-even-worse_partner/

Top Domains
Top Domains in Tweet in Entire Graph:
[87] rawstory.com
[79] salon.com
[61] twitter.com
[46] newsbreak.com
[28] washingtonpost.com
[18] amazon.com
[15] smartnews.com
[14] emptywheel.net
[10] politico.com
[10] nature.com

Top Domains in Tweet in G1:
[2] twitter.com
[1] salon.com
[1] politico.com
[1] stonekettle.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[6] emptywheel.net
[1] washingtonpost.com

Top Domains in Tweet in G4:
[2] rawstory.com
[1] newsbreak.com

Top Domains in Tweet in G5:
[38] salon.com
[25] newsbreak.com
[24] rawstory.com
[21] twitter.com
[9] bah.com
[6] politicususa.com
[5] nature.com
[4] youtube.com
[4] politico.com
[3] stonekettle.com

Top Domains in Tweet in G6:
[1] newsbreak.com
[1] twitter.com

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

Top Domains in Tweet in G9:
[16] amazon.com
[3] wiley.com
[2] washingtonpost.com
[2] nodexlgraphgallery.org
[2] salon.com
[1] nature.com
[1] politico.com
[1] newsbreak.com

Top Domains in Tweet in G10:
[6] twitter.com
[3] rawstory.com
[1] emptywheel.net
[1] newsbreak.com
[1] theatlantic.com
[1] salon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[56] britain
[56] information
[28] iaf
[28] orcanftai
[28] nftcommunity
[26] trump
[18] intelligence
[17] coding
[17] smartnews
[16] python



Top Hashtags in Tweet in G2:
[1] declassified

Top Hashtags in Tweet in G3:
[1] affidavit

Top Hashtags in Tweet in G4:
[1] prosecutetrumpandallies

Top Hashtags in Tweet in G5:
[12] smartnews
[6] newsbreak
[5] trump
[4] kautilya
[4] ukraine
[2] traitortrump
[2] srilanka
[2] fpotus
[2] gchq
[2] putin

Top Hashtags in Tweet in G6:
[1] arresttrumpnow

Top Hashtags in Tweet in G9:
[18] intelligence
[17] coding
[16] python
[10] investments
[9] investing
[8] algorithmictrading
[8] python3
[8] ai
[7] artificialintelligence
[7] securities

Top Hashtags in Tweet in G10:
[10] trump
[5] maga
[5] redacted
[5] affidavit
[5] maralago
[1] lockhimup
[1] newsbreak
[1] smartnews

Top Words
Top Words in Tweet in Entire Graph:
[4377] intelligence
[3075] signals
[1443] human
[1367] secret
[1366] aka
[1113] trump
[1006] classified
[845] mar
[840] lago
[776] top

Top Words in Tweet in G1:
[1190] intelligence
[1175] aka
[599] signals
[590] human
[588] sigint
[587] ericg1247
[587] translation
[587] humint
[587] spy
[587] stuff

Top Words in Tweet in G2:
[545] bradmossesq
[473] records
[472] show
[472] greater
[472] example
[472] republican
[472] privilege
[472] gop
[472] media
[472] pundits

Top Words in Tweet in G3:
[389] intelligence
[379] signals
[365] human
[356] fisa
[354] trump
[354] mar
[354] lago
[353] emptywheel
[352] insecure
[352] room

Top Words in Tweet in G4:
[560] secret
[303] documents
[291] classified
[287] relating
[281] intel
[280] 14
[280] 15
[280] boxes
[280] nara
[280] 25

Top Words in Tweet in G5:
[297] intelligence
[274] signals
[107] trump
[91] mar
[91] lago
[80] worse
[78] experts
[77] scandal
[68] found
[61] wiretaps

Top Words in Tweet in G6:
[474] intelligence
[216] information
[215] sci
[211] special
[210] system
[210] protect
[210] technical
[209] control
[209] designed
[209] derived

Top Words in Tweet in G7:
[427] secret
[230] intelligence
[214] classified
[214] top
[213] 14
[213] 15
[213] boxes
[213] nara
[213] 25
[213] 92

Top Words in Tweet in G8:
[211] signals
[193] kurteichenwald
[192] classified
[190] cares
[190] secrets
[188] yah
[188] identities
[188] foreign
[188] spies
[151] mickmulvaney

Top Words in Tweet in G9:
[145] signals
[140] intelligence
[98] including
[97] intercepts
[97] kylegriffin1
[96] sensitive
[96] government
[96] secrets
[96] phone
[96] emails

Top Words in Tweet in G10:
[152] intelligence
[132] secret
[113] signals
[94] trump
[93] top
[88] nuclear
[64] gop
[61] classified
[43] docs
[43] donald

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1940] signals,intelligence
[1360] intelligence,aka
[840] mar,lago
[765] top,secret
[719] human,intelligence
[694] sigint,signals
[682] humint,human
[681] spy,stuff
[680] aka,spy
[680] stuff,sigint

Top Word Pairs in Tweet in G1:
[1174] intelligence,aka
[597] signals,intelligence
[587] translation,humint
[587] humint,human
[587] human,intelligence
[587] aka,spy
[587] spy,stuff
[587] stuff,sigint
[587] sigint,signals
[587] aka,intercepting

Top Word Pairs in Tweet in G2:
[472] show,greater
[472] greater,example
[472] example,republican
[472] republican,privilege
[472] privilege,gop
[472] gop,media
[472] media,pundits
[472] pundits,saying
[472] saying,dispute
[472] dispute,over

Top Word Pairs in Tweet in G3:
[354] mar,lago
[352] trump,human
[352] human,signals
[352] signals,fisa
[352] fisa,intelligence
[352] intelligence,insecure
[352] insecure,room
[352] room,mar
[352] lago,year
[226] year,running

Top Word Pairs in Tweet in G4:
[289] classified,documents
[280] 14,15
[280] 15,boxes
[280] boxes,nara
[280] nara,classified
[280] documents,25
[280] 25,top
[280] top,secret
[280] secret,92
[280] 92,secret

Top Word Pairs in Tweet in G5:
[172] signals,intelligence
[91] mar,lago
[76] trump,scandal
[63] found,mar
[61] intelligence,wiretaps
[61] wiretaps,found
[61] lago,make
[61] scandal,worse
[60] experts,signals
[60] make,trump

Top Word Pairs in Tweet in G6:
[210] special,intelligence
[210] technical,intelligence
[209] intelligence,sci
[209] sci,control
[209] control,system
[209] system,designed
[209] designed,protect
[209] protect,technical
[209] intelligence,information
[209] information,derived

Top Word Pairs in Tweet in G7:
[214] top,secret
[213] 14,15
[213] 15,boxes
[213] boxes,nara
[213] nara,classified
[213] 25,top
[213] secret,92
[213] 92,secret
[213] secret,67
[213] 67,confidential

Top Word Pairs in Tweet in G8:
[188] yah,cares
[188] cares,classified
[188] classified,secrets
[188] secrets,identities
[188] identities,foreign
[188] foreign,spies
[188] spies,signals
[146] mickmulvaney,yah
[145] kurteichenwald,mickmulvaney
[145] signals,intelligen

Top Word Pairs in Tweet in G9:
[123] signals,intelligence
[96] intelligence,sensitive
[96] sensitive,government
[96] government,secrets
[96] secrets,including
[96] including,phone
[96] phone,intercepts
[96] intercepts,emails
[95] kylegriffin1,signals
[24] remember,reports

Top Word Pairs in Tweet in G10:
[91] top,secret
[59] signals,intelligence
[47] secret,signals
[46] signals,nuclear
[43] gop,donald
[43] donald,trump
[42] nuclear,intelligence
[42] presidents,unilaterally
[42] unilaterally,declassifying
[38] 15,boxes

Top Replied-To
Top Replied-To in Entire Graph:
@newsmax
@donaldjtrumpjr
@mickmulvaney
@gop
@marshablackburn
@lindseygrahamsc
@seanhannity
@globalnews
@ronfilipkowski
@rgoodlaw

Top Replied-To in G1:
@ginamel5107
@kyddryn

Top Replied-To in G2:
@bradmossesq

Top Replied-To in G3:
@pamkeithfl

Top Replied-To in G6:
@gtconway3d

Top Replied-To in G7:
@rearwindowrally

Top Replied-To in G8:
@mickmulvaney

Top Replied-To in G9:
@jonahdispatch
@wdseelig

Top Replied-To in G10:
@gop
@marshablackburn
@ronfilipkowski
@mattgaetz
@tomfitton
@repandybiggsaz
@gopchairwoman
@tedcruz
@duty2warn
@senjohnkennedy

Top Mentioned
Top Mentioned in Entire Graph:
@ericg1247
@bradmossesq
@emptywheel
@petestrzok
@amoneyresists
@muellershewrote
@kurteichenwald
@mickmulvaney
@tracy_walder
@mj_007club

Top Mentioned in G1:
@ericg1247
@gtconway3dg
@connorobriennh
@stonekettle
@tracy_walder
@muellershewrote
@emptywheel
@bradmossesq
@llyunnie
@rwbgirl1962

Top Mentioned in G2:
@bradmossesq
@ericg1247

Top Mentioned in G3:
@emptywheel
@bradmossesq
@ericg1247
@kurteichenwald
@rralstonagile

Top Mentioned in G4:
@petestrzok
@bradmossesq
@emptywheel
@ericg1247
@jentaub
@frank_schaeffer
@kurteichenwald
@marina4colorado
@muellershewrote
@br00t4c

Top Mentioned in G5:
@mohamma45740142
@policywhiz
@subyroy
@bmangh
@_belle_curve_
@eemmanuels4
@awakennow5
@morningconsult
@cat_marqueelv
@1less32

Top Mentioned in G6:
@muellershewrote
@bradmossesq
@amoneyresists
@ericg1247
@hategop
@emptywheel
@ncweaver
@petestrzok
@scottmstedman
@jentaub

Top Mentioned in G7:
@amoneyresists
@bradmossesq
@emptywheel
@ericg1247
@kurteichenwald
@muellershewrote
@petestrzok

Top Mentioned in G8:
@kurteichenwald
@mickmulvaney
@ericg1247
@bradmossesq
@emptywheel
@muellershewrote
@amoneyresists
@petestrzok
@tracy_walder
@kylegriffin1

Top Mentioned in G9:
@kylegriffin1
@jonahdispatch
@davidlaufmanlaw
@corpus_news
@lukensjohnr
@muellershewrote
@ericg1247
@amoneyresists
@bradmossesq
@bahepa

Top Mentioned in G10:
@gop
@dennis0805a
@dist_5
@everproactive
@kimguilfoyle
@charvettebey
@bleedingmarine
@mattgaetz
@repmtg
@actbrigitte

Top Tweeters
Top Tweeters in Entire Graph:
@fkittlerbot
@missb62
@dichristine
@andyvermaut
@xaelbot
@rk70534
@joni_looking
@serendipitysays
@cloudwanderer3
@britpoptarts

Top Tweeters in G1:
@akuma_river
@roripierpont1
@lorettabower3
@rebellegrrl
@cheryl_marlin
@emccoy_writer
@mrtachilles
@dappy_52
@funnagan
@bukiwilliams

Top Tweeters in G2:
@dichristine
@ungubunugu1274
@sylviaz1913
@jeffreymeursing
@sallyagale
@davidpsdem
@hockeyfangirl12
@pushandpulljlm
@terpsichore_los
@edgeoforever

Top Tweeters in G3:
@cloudwanderer3
@awelab1956
@vedehimajumdar
@theresamax
@amyayers16
@deepvard
@leehillerlondon
@redboybroken
@newsjunkie60
@feinberg_linda

Top Tweeters in G4:
@talkintou
@profsunnysingh
@jorge_c_ny
@tallyannae
@sullyanne1
@behappyandcivil
@dianeeugenio
@kevdgrussing
@mame6432
@mhai56

Top Tweeters in G5:
@fkittlerbot
@andyvermaut
@bmangh
@economictimes
@webnowcompany
@hardknoxfirst
@suriyasubraman
@lise_latulippe
@ginademiranda2
@zulaqi

Top Tweeters in G6:
@phillip92321
@katcapps
@morgfair
@lllwry
@elkehollings
@meidas_damon
@eilonwy24
@deathtocrazy
@thestephenralph
@michelejeanson1

Top Tweeters in G7:
@dancas2
@linda1746
@trumpwatchnews
@ajgma
@aworldoutofmind
@locou9
@loonylaura
@kevtkel
@peace1
@fightkidscancer

Top Tweeters in G8:
@kristafrances
@sheiladecker19
@cmargaronis
@kat223
@30actruth
@shareitarie10
@norsemndem
@lininohio
@drfarmertx
@rosemariebrown3

Top Tweeters in G9:
@xaelbot
@joni_looking
@kak089
@fabriciosx
@rahul05ranjan
@education_24x7
@deesbarbara
@ml_tweet_bot
@sandykalano
@xeronbot

Top Tweeters in G10:
@rhonda_harbison
@sunnyblondie
@upchuck66
@woozleweasels
@ilannaphillips
@jagbusanne
@lirehirsch
@dlp75902038
@harvickgirl_4
@shadyasstimes


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