signals intelligence, Twitter, 1/23/2021 11:32:24 PM, 246332


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signals intelligence_2021-01-23_10-54-31.xlsx
signals intelligence_2021-01-23_10-54-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 23, 2021
Short Description:
signals intelligence via NodeXL https://bit.ly/3a2cst0
@davidkris
@ericgarland
@aarondmiller2
@foreignpolicy
@dankurtzer
@research_purdue
@nitrostout
@bobmagaw
@ubiquitosity
@discriminantbot

Top hashtags:
#usaf
#ampex42
#ai
#bitcoin
#signals
#btc
#crypto
#iaf
#flapol

Description:
Description
The graph represents a network of 1,158 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, 23 January 2021 at 18:55 UTC.

The requested start date was Saturday, 23 January 2021 at 01:01 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, 21-hour, 48-minute period from Saturday, 09 January 2021 at 03:03 UTC to Saturday, 23 January 2021 at 00:52 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 : 1158
Unique Edges : 831
Edges With Duplicates : 1547
Total Edges : 2378
Number of Edge Types : 5
Tweet : 131
Retweet : 740
MentionsInRetweet : 1198
Replies to : 94
Mentions : 215
Self-Loops : 132
Reciprocated Vertex Pair Ratio : 0.00478468899521531
Reciprocated Edge Ratio : 0.00952380952380952
Connected Components : 171
Single-Vertex Connected Components : 59
Maximum Vertices in a Connected Component : 474
Maximum Edges in a Connected Component : 1448
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.47044
Graph Density : 0.00109717376993386
Modularity : 0.564908
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 1,158 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, 23 January 2021 at 18:55 UTC.

The requested start date was Saturday, 23 January 2021 at 01:01 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, 21-hour, 48-minute period from Saturday, 09 January 2021 at 03:03 UTC to Saturday, 23 January 2021 at 00:52 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:
[6] https://twitter.com/ipfconline1/status/1220598355484708866
[4] https://www.darkreading.com/threat-intelligence/solarwinds-attack-underscores-new-dimension-in-cyber-espionage-tactics/d/d-id/1339928
[4] https://floridapolitics.com/archives/396381-marco-rubio-signals-greenlight-for-key-joe-biden-intelligence-pick
[3] https://pubmed.ncbi.nlm.nih.gov/32322027/
[3] https://www.linkedin.com/slink?code=gptGVKT
[3] https://cryptome.org/2013/09/nsa-israel-spy.pdf
[3] https://www.palantir.com/
[3] https://wa.me/60192836228
[2] https://telecoms.com/intelligence/csps-next-big-opportunities-reading-the-signals/?utm_source=dlvr.it&utm_medium=twitter
[2] https://telecoms.com/intelligence/csps-next-big-opportunities-reading-the-signals/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS

Top URLs in Tweet in G1:
[1] https://foreignpolicy.com/2021/01/15/under-burns-the-cia-gets-a-new-focus/

Top URLs in Tweet in G4:
[1] https://twitter.com/shashj/status/1352235426262769667
[1] https://twitter.com/davidkris/status/1350106537184772097
[1] https://cryptome.org/2021/01/dodm-s-5240-01-a.pdf

Top URLs in Tweet in G5:
[1] https://abcnews.go.com/Politics/pompeo-tune-chinese-labs-role-virus-outbreak-intel/story
[1] https://www.linkedin.com/slink?code=g_q-AyR
[1] https://www.aspistrategist.org.au/australias-intelligence-agencies-send-mixed-signals-on-openness-and-transparency/
[1] https://www.thenewatlantis.com/publications/do-elephants-have-souls
[1] https://twitter.com/DeaconBlues0/status/1348798807249711109
[1] https://en.m.wikipedia.org/wiki/Five_Eyes
[1] https://em360tech.com/tech-podcasts/signals-analytics-role-analytics-and-market-intelligence-ecommerce
[1] https://www.youtube.com/watch?v=dvZk9LA47Rw&feature=youtu.be

[1] https://twitter.com/mrbcyber/status/1349464469529882628
[1] http://information-machine.blogspot.com/2021/01/linda-moulton-howe-alien-intelligence.html?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[6] https://twitter.com/ipfconline1/status/1220598355484708866
[3] https://www.linkedin.com/slink?code=gptGVKT
[3] https://pubmed.ncbi.nlm.nih.gov/32322027/
[3] https://wa.me/60192836228
[1] http://www.mda-signals.de
[1] https://www.forbes.com/sites/bernardmarr/2021/01/04/how-artificial-intelligence-can-power-climate-change-strategy/?sh=7ee340334828
[1] https://chartdepth.com/
[1] https://www.livescience.com/66116-fast-radio-bursts-australia-artificial-intelligence.html
[1] https://t.me/forexsignalfactory
[1] https://www.purdue.edu/newsroom/releases/2020/Q4/purdue-researchers-uncover-blind-spots-at-the-intersection-of-ai-and-neuroscience.html

Top URLs in Tweet in G8:
[4] https://floridapolitics.com/archives/396381-marco-rubio-signals-greenlight-for-key-joe-biden-intelligence-pick

Top URLs in Tweet in G9:
[1] https://rusi.org/commentary/time-new-uk-us-relationship

Top URLs in Tweet in G10:
[1] https://twitter.com/boknowsnews/status/1348339435113472004

Top Domains
Top Domains in Tweet in Entire Graph:
[22] twitter.com
[4] darkreading.com
[4] linkedin.com
[4] telecoms.com
[4] floridapolitics.com
[4] cryptome.org
[3] nsa.gov
[3] google.com
[3] nih.gov
[3] palantir.com

Top Domains in Tweet in G1:
[1] foreignpolicy.com

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

Top Domains in Tweet in G5:
[6] twitter.com
[2] google.com
[1] go.com
[1] linkedin.com
[1] org.au
[1] thenewatlantis.com
[1] wikipedia.org
[1] em360tech.com
[1] youtube.com
[1] blogspot.com

Top Domains in Tweet in G7:
[6] twitter.com
[3] linkedin.com
[3] nih.gov
[3] wa.me
[1] mda-signals.de
[1] forbes.com
[1] chartdepth.com
[1] livescience.com
[1] t.me
[1] purdue.edu

Top Domains in Tweet in G8:
[4] floridapolitics.com

Top Domains in Tweet in G9:
[1] rusi.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[13] usaf
[13] ampex42
[12] ai
[7] bitcoin
[6] signals
[5] btc
[5] crypto
[5] iaf
[4] flapol
[4] intelligence



Top Hashtags in Tweet in G5:
[1] homeland
[1] fbi
[1] capitolriots
[1] warfare
[1] ew
[1] signals
[1] intelligence
[1] sigint
[1] crfs
[1] rf

Top Hashtags in Tweet in G7:
[12] ai
[7] bitcoin
[5] btc
[5] crypto
[5] signals
[3] mindreading
[2] cryptocurrencies
[2] artificialintelligence
[1] trading
[1] fx

Top Hashtags in Tweet in G8:
[4] flapol

Top Words
Top Words in Tweet in Entire Graph:
[742] signals
[529] intelligence
[199] piece
[198] many
[198] things
[198] cia
[196] biden's
[195] director
[195] burns
[194] dankurtzer

Top Words in Tweet in G1:
[194] signals
[193] dankurtzer
[193] piece
[193] foreignpolicy
[193] biden's
[193] nomination
[193] william
[193] burns
[193] cia
[193] director

Top Words in Tweet in G2:
[91] major
[91] question
[91] fbi
[91] paid
[91] foreign
[91] agent
[91] white
[91] house
[91] never
[90] ericgarland

Top Words in Tweet in G3:
[84] single
[84] country's
[84] signals
[84] intelligence
[84] operations
[84] watching
[84] right
[83] sparrowmedia

Top Words in Tweet in G4:
[103] annex
[102] sigint
[100] very
[82] nsa
[78] davidkris
[50] wednesday
[50] released
[50] technical
[50] important
[50] document

Top Words in Tweet in G5:
[91] intelligence
[72] signals
[19] such
[13] agencies
[9] electronic
[9] normally
[9] arrange
[9] emergency
[9] agents
[9] situations

Top Words in Tweet in G7:
[58] artificial
[53] signals
[52] intelligence
[14] data
[14] brain
[14] ai
[12] going
[12] down
[12] 2021
[12] #ai

Top Words in Tweet in G8:
[10] intelligence
[9] signals
[4] key
[4] joebiden
[4] pick
[4] ap
[4] #flapol
[3] biden
[3] speakerpelosi
[2] marcorubio

Top Words in Tweet in G9:
[33] uk
[32] signals
[32] intelligence
[31] cyber
[31] capabilities
[31] far
[31] exceed
[31] sf
[31] operate
[31] greater

Top Words in Tweet in G10:
[31] signals
[30] extent
[30] trust
[30] administration
[30] avril
[30] haines
[30] belief
[29] susan_hennessey
[29] fu

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[310] signals,intelligence
[194] dankurtzer,piece
[194] piece,foreignpolicy
[194] foreignpolicy,biden's
[194] biden's,nomination
[194] nomination,william
[194] william,burns
[194] burns,cia
[194] cia,director
[194] director,signals

Top Word Pairs in Tweet in G1:
[193] dankurtzer,piece
[193] piece,foreignpolicy
[193] foreignpolicy,biden's
[193] biden's,nomination
[193] nomination,william
[193] william,burns
[193] burns,cia
[193] cia,director
[193] director,signals
[193] signals,many

Top Word Pairs in Tweet in G2:
[91] major,question
[91] question,fbi
[91] fbi,paid
[91] paid,foreign
[91] foreign,agent
[91] agent,white
[91] white,house
[91] house,never
[90] ericgarland,major
[90] never,intende

Top Word Pairs in Tweet in G3:
[84] single,country's
[84] country's,signals
[84] signals,intelligence
[84] intelligence,operations
[84] operations,watching
[84] watching,right
[83] sparrowmedia,single

Top Word Pairs in Tweet in G4:
[100] sigint,annex
[50] wednesday,nsa
[50] nsa,released
[50] released,sigint
[50] annex,sigint
[50] annex,very
[50] very,technical
[50] technical,very
[50] very,important
[50] important,document

Top Word Pairs in Tweet in G5:
[31] signals,intelligence
[11] intelligence,agencies
[9] normally,intelligence
[9] agencies,arrange
[9] arrange,emergency
[9] emergency,signals
[9] signals,agents
[9] agents,such
[9] such,situations
[9] situations,such

Top Word Pairs in Tweet in G7:
[51] artificial,intelligence
[10] big,data
[9] possible,read
[9] read,person
[9] person,mind
[9] mind,analyzing
[9] analyzing,electric
[9] electric,signals
[9] signals,brain
[9] brain,purdue

Top Word Pairs in Tweet in G8:
[5] signals,intelligence
[4] intelligence,pick
[4] pick,ap
[4] ap,#flapol
[2] marcorubio,signals
[2] signals,support
[2] support,key
[2] key,joebiden
[2] joebiden,intelligence
[2] marco,rubio

Top Word Pairs in Tweet in G9:
[32] signals,intelligence
[31] intelligence,cyber
[31] cyber,capabilities
[31] capabilities,far
[31] far,exceed
[31] exceed,uk
[31] uk,sf
[31] sf,operate
[31] operate,greater
[31] greater,freedoms

Top Word Pairs in Tweet in G10:
[30] signals,extent
[30] extent,trust
[30] trust,administration
[30] administration,avril
[30] avril,haines
[30] haines,belief
[29] susan_hennessey,signals
[29] belief,fu

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@foreignpolicy
@aarondmiller2
@dankurtzer
@ericgarland
@sparrowmedia
@davidkris
@shashj
@susan_hennessey
@barbmcquade
@astronomymag

Top Mentioned in G1:
@foreignpolicy
@aarondmiller2
@dankurtzer
@ericgarland
@davidkris
@harrispolitico

Top Mentioned in G2:
@ericgarland

Top Mentioned in G3:
@sparrowmedia

Top Mentioned in G4:
@davidkris
@barbmcquade
@sourcemerlin
@cryptome_org
@nyt
@susan_hennessey

Top Mentioned in G5:

Top Mentioned in G6:
@deathbian
@salspua
@urcrazytoo
@johnimrie10
@emilybanting1
@arthur_affect
@ian99572584
@whale_sister
@yurikitten
@cosmicvalentina

Top Mentioned in G7:
@research_purdue
@mastercryptotr2
@bluephoenixfin
@falitroke
@tradestocks247
@jessiespennies
@suriyasubraman
@chartdepth
@yorkshirepost
@signalsfactory

Top Mentioned in G8:
@joebiden
@ap
@marcorubio
@msnbc
@cnn
@cnnbrk
@morning_joe
@jheil
@mikebarnicle
@speakerpelosi

Top Mentioned in G9:
@shashj

Top Mentioned in G10:
@susan_hennessey
@aarondmiller2
@dankurtzer
@foreignpolicy

Top Tweeters
Top Tweeters in Entire Graph:
@fkittlerbot
@missb62
@pparzival
@jondknight
@evankirstel
@yymods
@givemepie360
@sandradunn1955
@vedehimajumdar
@79topper

Top Tweeters in G1:
@missb62
@givemepie360
@amyayers16
@enrico056
@deathtocrazy
@ghofmar
@zentaoprincess
@kat223
@jjmplsmn
@on_bender

Top Tweeters in G2:
@sandradunn1955
@79topper
@reagancbrown
@lllwry
@deesbarbara
@leighlike1234
@weskusgogga
@digyoursoul
@dazyjane410
@gordsuk

Top Tweeters in G3:
@vedehimajumdar
@adekleine
@zombiesarebad
@lululemew
@daleinnis
@mrgreengenez
@labpolitics
@breningstall
@dawnonme3
@witwarrior

Top Tweeters in G4:
@cotey_mary
@cnbsnana
@maryalicebisho2
@jorge_c_ny
@suekhi
@laurendownsouth
@northwind1ndn
@nyt
@takinyera
@audreygarden

Top Tweeters in G5:
@fkittlerbot
@molodyko
@forensicpsymd
@dustbusterz
@jobsustates
@peaceful1979
@shah_sheikh
@pintejp
@chansey118_65
@angelofjustice9

Top Tweeters in G6:
@arthur_affect
@amalgamary
@radfemme74
@my_real_name
@sextoyspolitics
@ian99572584
@urcrazytoo
@emilybanting1
@shieldingc
@mrkhvoice

Top Tweeters in G7:
@evankirstel
@suriyasubraman
@trendsinai
@forbes
@fabriciosx
@code_convention
@yorkshirepost
@artificialbra1n
@bluephoenixfin
@technojeder

Top Tweeters in G8:
@cnn
@ap
@msnbc
@bobbie_and_leo
@peterschorschfl
@thedemcoalition
@nytpolitics
@philammann
@axios
@mysterysolvent

Top Tweeters in G9:
@yymods
@stefan_laurell
@jeffgazzard
@itsme_leclerc
@wargit
@uk_daniel_card
@atifshah
@wrafter_colin
@tianran
@edwardlucas

Top Tweeters in G10:
@reneevoicebrand
@norsemndem
@orchidlady303
@carriweatherwax
@ddshelby
@authorclondon
@drurbanski
@north_easton
@skittles_is6
@sueuvino


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