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signals intelligence_2022-08-13_11-12-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2022
Short Description:
signals intelligence via NodeXL https://bit.ly/3bPHUjp
@kylegriffin1
@jonahdispatch
@davidlaufmanlaw
@bahepa
@chuckpfarrer
@mmrssub
@forlocalinfo
@cwl97010129
@gop
@kurteichenwald

Top hashtags:
#trump
#intelligence
#programming
#algorithmictrading
#coding

Description:
Description
The graph represents a network of 3,756 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, 13 August 2022 at 18:17 UTC.

The requested start date was Saturday, 13 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, 33-minute period from Saturday, 30 July 2022 at 00:24 UTC to Friday, 12 August 2022 at 23:57 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 : 3756
Unique Edges : 990
Edges With Duplicates : 6292
Total Edges : 7282
Number of Edge Types : 5
Retweet : 3072
MentionsInRetweet : 3329
Replies to : 252
Mentions : 226
Tweet : 403
Self-Loops : 416
Reciprocated Vertex Pair Ratio : 0.0018796992481203
Reciprocated Edge Ratio : 0.00375234521575985
Connected Components : 395
Single-Vertex Connected Components : 180
Maximum Vertices in a Connected Component : 2632
Maximum Edges in a Connected Component : 5610
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.729831
Graph Density : 0.000264539010109347
Modularity : 0.475144
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 3,756 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, 13 August 2022 at 18:17 UTC.

The requested start date was Saturday, 13 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, 33-minute period from Saturday, 30 July 2022 at 00:24 UTC to Friday, 12 August 2022 at 23:57 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:
[273] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[66] https://www.salon.com/2022/08/12/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-scandal-even-worse_partner/
[30] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[25] https://www.amazon.com/dp/1839217715?tag=corpusnews-20&linkCode=osi&th=1&psc=1
[16] https://twitter.com/dennis0805a/status/1558143089990041607
[6] https://www.nsa.gov/Signals-Intelligence/Overview/
[6] https://twitter.com/ZhiZhuWeb/status/1557885955272589320
[4] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/?utm_source=123456&utm_medium=email&utm_campaign=11030
[4] https://www.youtube.com/watch?v=s5XrRngR2_k&feature=youtu.be


Top URLs in Tweet in G1:
[1] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[1] https://twitter.com/claireluvsbearz/status/1558122454496714755
[1] https://www.baesystems.com/en-us/definition/what-is-signals-intelligence

Top URLs in Tweet in G2:
[72] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[20] https://www.salon.com/2022/08/12/experts-signals-intelligence-from-wiretaps-found-at-mar-a-lago-make-scandal-even-worse_partner/
[3] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[3] https://salon.com/
[2] https://www.sigintos.com/global-sigint-market/
[2] https://twitter.com/kylegriffin1/status/1558083567036547072
[1] https://oni.navy.mil/About/Heritage/
[1] https://consortiumnews.com/2020/01/21/consortium-news-sends-libel-notices-to-canadian-signals-intelligence-agency-and-major-televison-network/
[1] https://chrishedges.substack.com/p/when-the-just-go-to-prison?utm_source=email
[1] https://www.pressrelease.cc/2022/08/01/signals-intelligence-sigint-market-drivers-shaping-future-growth-by-2030-cagr-4-5/

Top URLs in Tweet in G3:
[7] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[3] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[2] https://twitter.com/sanhotree/status/1558062165696847872
[1] https://twitter.com/sanhotree/status/1494844054143737859
[1] https://twitter.com/sanhotree/status/1227227956533174272
[1] https://twitter.com/sanhotree/status/1558053889383059456
[1] https://twitter.com/sanhotree/status/1533856025392054278
[1] https://twitter.com/JaxAlemany/status/1557906146790461440
[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://twitter.com/mindybe/status/1558177245746892808

Top URLs in Tweet in G4:
[1] https://twitter.com/JaxAlemany/status/1557906146790461440

Top URLs in Tweet in G5:
[1] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[1] https://twitter.com/rgoodlaw/status/1557885863345922049
[1] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[1] https://twitter.com/DavidLaufmanLaw/status/1558068113110962176

Top URLs in Tweet in G7:
[1] https://twitter.com/visegrad24/status/1555285453737189379

Top URLs in Tweet in G8:
[34] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[6] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/

Top URLs in Tweet in G9:
[16] https://twitter.com/dennis0805a/status/1558143089990041607
[4] https://www.rawstory.com/trump-mar-a-lago-signals-intelligence/
[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://twitter.com/tedcruz/status/1558068894203613184

Top URLs in Tweet in G10:
[1] https://www.washingtonpost.com/national-security/2022/08/11/garland-trump-mar-a-lago/
[1] https://twitter.com/shashj/status/1554949934100758528?s=20&t=fIlvEyG2gIMg_KRyBXAxhQ

Top Domains
Top Domains in Tweet in Entire Graph:
[286] rawstory.com
[69] salon.com
[65] twitter.com
[33] washingtonpost.com
[25] amazon.com
[8] nsa.gov
[6] youtube.com
[5] smartnews.com
[4] microsoft.com
[2] newsbreak.com

Top Domains in Tweet in G1:
[1] washingtonpost.com
[1] twitter.com
[1] baesystems.com

Top Domains in Tweet in G2:
[76] rawstory.com
[23] salon.com
[13] twitter.com
[3] washingtonpost.com
[2] theverge.com
[2] microsoft.com
[2] sigintos.com
[2] smartnews.com
[1] navy.mil
[1] consortiumnews.com

Top Domains in Tweet in G3:
[8] twitter.com
[7] rawstory.com
[3] washingtonpost.com
[1] salon.com

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

Top Domains in Tweet in G5:
[2] twitter.com
[1] washingtonpost.com
[1] rawstory.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[34] rawstory.com
[6] washingtonpost.com

Top Domains in Tweet in G9:
[17] twitter.com
[4] rawstory.com
[2] salon.com

Top Domains in Tweet in G10:
[1] washingtonpost.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] trump
[24] intelligence
[17] programming
[15] algorithmictrading
[15] coding
[15] neuralnetworks
[15] breaking
[14] smartnews
[13] investing
[13] iaf



Top Hashtags in Tweet in G2:
[11] smartnews
[5] trump
[2] gop
[2] trumptreason
[1] hale
[1] analyst
[1] russia
[1] ukraine
[1] russian
[1] ae01c5

Top Hashtags in Tweet in G5:
[5] foia

Top Hashtags in Tweet in G6:
[4] ae01cd
[1] ae1d94
[1] ae01c5

Top Hashtags in Tweet in G8:
[2] signals
[1] maralago
[1] intel
[1] trump

Top Hashtags in Tweet in G9:
[22] trump
[1] marjorietaylorcrazy
[1] justsaying
[1] truthsocial

Top Words
Top Words in Tweet in Entire Graph:
[3129] signals
[3003] intelligence
[1643] secrets
[1613] intercepts
[1602] sensitive
[1584] emails
[1581] phone
[1546] including
[1544] government
[1515] kylegriffin1

Top Words in Tweet in G1:
[1436] signals
[1436] intelligence
[1434] kylegriffin1
[1431] sensitive
[1430] government
[1430] secrets
[1430] including
[1430] phone
[1430] intercepts
[1430] emails

Top Words in Tweet in G2:
[182] signals
[133] intelligence
[94] trump
[78] mar
[78] lago
[77] worse
[76] experts
[75] scandal
[57] intel
[55] much

Top Words in Tweet in G3:
[175] intelligence
[173] signals
[80] person
[78] familiar
[78] inventory
[78] 15
[78] boxes
[78] taken
[78] indicated
[76] material

Top Words in Tweet in G4:
[113] jonahdispatch
[113] nuclear
[112] home
[112] vital
[111] remember
[111] reports
[111] true
[111] means
[111] search
[111] ex

Top Words in Tweet in G5:
[125] intelligence
[124] signals
[96] documents
[95] classified
[94] horrifying
[94] based
[94] prized
[94] sources
[94] methods
[93] davidlaufmanlaw

Top Words in Tweet in G6:
[112] signals
[111] intelligence
[109] aircraft
[109] taiwan
[107] vcdgf555
[63] rivet
[63] joint
[60] strait
[59] 20
[59] air

Top Words in Tweet in G7:
[194] ambush
[99] signals
[99] intelligence
[97] textbook
[97] ukr
[97] identified
[97] meeting
[97] russian
[97] field
[97] commanders

Top Words in Tweet in G8:
[51] person
[50] mar
[50] lago
[49] rgoodlaw
[49] familiar
[49] inventory
[49] 15
[49] boxes
[49] taken
[41] washington

Top Words in Tweet in G9:
[80] intelligence
[75] signals
[51] nuclear
[37] top
[37] secret
[24] stealing
[22] trump
[22] concerned
[22] #trump
[21] republicans

Top Words in Tweet in G10:
[52] weapons
[46] way
[46] britain
[46] pouring
[46] providing
[46] logistical
[46] support
[46] satellite
[46] imagery
[45] ozkaterji

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2638] signals,intelligence
[1532] government,secrets
[1531] intelligence,sensitive
[1525] sensitive,government
[1525] secrets,including
[1525] including,phone
[1525] phone,intercepts
[1525] intercepts,emails
[1514] kylegriffin1,signals
[517] mar,lago

Top Word Pairs in Tweet in G1:
[1436] signals,intelligence
[1433] kylegriffin1,signals
[1430] intelligence,sensitive
[1430] sensitive,government
[1430] government,secrets
[1430] secrets,including
[1430] including,phone
[1430] phone,intercepts
[1430] intercepts,emails
[3] intelligence,convinced

Top Word Pairs in Tweet in G2:
[90] signals,intelligence
[78] mar,lago
[71] trump,scandal
[55] signals,intel
[54] much,worse
[54] worse,experts
[53] scandal,look
[53] look,much
[52] intel,mar
[52] lago,makes

Top Word Pairs in Tweet in G3:
[168] signals,intelligence
[78] person,familiar
[78] familiar,inventory
[78] inventory,15
[78] 15,boxes
[78] boxes,taken
[78] indicated,signals
[49] mar,lago
[44] taken,mar
[44] lago,january

Top Word Pairs in Tweet in G4:
[112] vital,nuclear
[111] remember,reports
[111] reports,true
[111] true,means
[111] means,search
[111] search,ex
[111] ex,president
[111] president,home
[111] home,vital
[110] jonahdispatch,remember

Top Word Pairs in Tweet in G5:
[124] signals,intelligence
[94] horrifying,classified
[94] classified,documents
[94] documents,based
[94] based,signals
[94] intelligence,prized
[94] prized,sources
[94] sources,methods
[93] davidlaufmanlaw,horrifying
[93] methods,intelligen

Top Word Pairs in Tweet in G6:
[111] signals,intelligence
[109] intelligence,aircraft
[63] rivet,joint
[59] 20,air
[59] air,force
[59] force,rivet
[59] joint,signals
[59] aircraft,appears
[59] appears,making
[59] making,long

Top Word Pairs in Tweet in G7:
[99] signals,intelligence
[97] textbook,ambush
[97] ambush,ukr
[97] ukr,signals
[97] intelligence,identified
[97] identified,meeting
[97] meeting,russian
[97] russian,field
[97] field,commanders
[97] commanders,laid

Top Word Pairs in Tweet in G8:
[50] mar,lago
[49] person,familiar
[49] familiar,inventory
[49] inventory,15
[49] 15,boxes
[49] boxes,taken
[48] taken,mar
[41] washington,report
[41] report,person
[40] rgoodlaw,washington

Top Word Pairs in Tweet in G9:
[38] signals,intelligence
[37] top,secret
[33] secret,signals
[33] signals,nuclear
[32] nuclear,intelligence
[22] #trump,stealing
[21] republicans,concerned
[21] concerned,#trump
[21] stealing,possibly
[21] possibly,sale

Top Word Pairs in Tweet in G10:
[46] way,britain
[46] britain,pouring
[46] pouring,weapons
[46] weapons,providing
[46] providing,logistical
[46] logistical,support
[46] support,satellite
[46] satellite,imagery
[45] ozkaterji,way
[31] imagery,signalsâ

Top Replied-To
Top Replied-To in Entire Graph:
@acyn
@marshablackburn
@angry_staffer
@tedcruz
@alan_covington
@repmtg
@gopchairwoman
@kylegriffin1
@foxnews
@baddcompani

Top Replied-To in G1:
@kylegriffin1

Top Replied-To in G3:
@jaxalemany
@newday

Top Replied-To in G4:
@jonahdispatch
@gaylebfromsocal

Top Replied-To in G8:
@baddcompani
@rgoodlaw
@hunterjcullen
@twittalittle
@teapainusa

Top Replied-To in G9:
@marshablackburn
@acyn
@gopchairwoman
@tedcruz
@repmtg
@bucksexton
@actbrigitte
@foxnews
@judiciarygop
@drhb_au

Top Replied-To in G10:
@jdoyle_rules

Top Mentioned
Top Mentioned in Entire Graph:
@kylegriffin1
@jonahdispatch
@vcdgf555
@chuckpfarrer
@davidlaufmanlaw
@jaxalemany
@kurteichenwald
@rgoodlaw
@zhizhuweb
@ozkaterji

Top Mentioned in G1:
@kylegriffin1
@jonsternfeld

Top Mentioned in G2:
@kallanish
@mohamma45740142
@hqdepot1
@tjeergre_one

Top Mentioned in G3:
@jaxalemany
@neal_katyal
@billkristol
@sanhotree
@kylegriffin1
@keepitbluedems
@gtconway3d
@timkaine
@rawstory
@teapainusa

Top Mentioned in G4:
@jonahdispatch
@marnes
@chrisalbertolaw
@kylegriffin1

Top Mentioned in G5:
@davidlaufmanlaw
@kylegriffin1
@sarahburris
@repriggleman
@jonahdispatch
@markszaidesq
@jaxalemany
@chuckpfarrer
@neal_katyal

Top Mentioned in G6:
@vcdgf555
@theintelfrog

Top Mentioned in G7:
@chuckpfarrer
@davidlaufmanlaw
@kylegriffin1

Top Mentioned in G8:
@rgoodlaw
@teapainusa
@shashj
@malcolmnance
@kylegriffin1
@fgwebbjr
@whatifisaidit
@beam2025
@baddcompani
@storygrrl

Top Mentioned in G9:
@dennis0805a
@gop
@acyn
@markhertling
@infamouslucia
@judiciarygop
@howe887
@tedcruz
@ericrweinstein
@kylegriffin1

Top Mentioned in G10:
@ozkaterji
@fritschner
@kylegriffin1
@panhandlecards
@buffalorose2
@v_g_plus
@johndoepublic1
@sgurman

Top Tweeters
Top Tweeters in Entire Graph:
@fkittlerbot
@missb62
@xaelbot
@codedailybot
@7b73f39b85e1415
@cloudwanderer3
@britpoptarts
@manmet80
@cheezwitham
@vonrosenchild

Top Tweeters in G1:
@missb62
@7b73f39b85e1415
@manmet80
@vonrosenchild
@govsherazkhan
@talkintou
@hazelglasgow
@vedehimajumdar
@princessbravato
@brontyman

Top Tweeters in G2:
@fkittlerbot
@libbyliberalnyc
@tian_a1
@livegreenordie
@kennedy81857
@parkse
@thor_2000
@jenasummerlin
@mickivoss
@pressrelease_cc

Top Tweeters in G3:
@beverlyfolkers
@cynicalvision50
@dunnclan
@kevinrns
@jpc268
@m7m5ea
@moisturevapor8r
@v2aggie2
@dalocoengineer
@star1965

Top Tweeters in G4:
@pushandpulljlm
@royaleight
@chemoelectric
@marymary0414
@js_edit
@socueme
@davidho71155831
@jonahdispatch
@iamsandym
@soapview

Top Tweeters in G5:
@amyayers16
@alizardx
@elkehollings
@adekleine
@shirley10090505
@sallyagale
@eilonwy24
@itswanda
@m5b1tch
@annh1958

Top Tweeters in G6:
@richfm39517086
@mig30m6
@shorealonefilms
@trollcolors
@ft555
@gohsuket
@tkarasik
@arielfornari
@winter_mute_jp
@ssummy63

Top Tweeters in G7:
@jayvinyoung
@marvinliao
@paulsweeneyyyz
@bahepa
@vet2980
@lroger_arq
@maryk_prouddem
@lov_dem66
@ewaldvincent
@richardkernoha2

Top Tweeters in G8:
@79topper
@tottenbill
@prime_bee
@monasmitte
@mmmexperimental
@susan_borts
@angel2damax
@cardon_brian
@hunterjcullen
@baddcompani

Top Tweeters in G9:
@rhonda_harbison
@betseybess
@foxnews
@politico
@harvickgirl_4
@srk908
@kristiwelshies
@juliea77669619
@beadingfannancy
@mmrssub

Top Tweeters in G10:
@cloudwanderer3
@janattheocean
@willcollier
@stephenalbert11
@seecfc
@markhazard2020
@cathyyoung63
@peaceplay
@inkling61
@csilberman70