c4ISR, Twitter, 2/27/2021 6:39:19 PM, 249713


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c4ISR_2021-02-27_10-35-49.xlsx
c4ISR_2021-02-27_10-35-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 27, 2021
Short Description:
c4ISR via NodeXL https://bit.ly/37VUNmy
@defensearab
@sjha1618
@daeroplate_v2
@airforceassoc
@elbitsystemsus
@plane_talking
@artificialbra1n
@vanguardmag
@msft_businessca
@peterdemambla

Top hashtags:
#idex
#c4isr
#c6isrgroup
#vaws2021
#ai
#projectmgmt
#summerville

Description:
Description
The graph represents a network of 156 Twitter users whose tweets in the requested range contained "c4ISR", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 February 2021 at 18:35 UTC.

The requested start date was Saturday, 27 February 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 12-day, 18-hour, 6-minute period from Saturday, 13 February 2021 at 13:20 UTC to Friday, 26 February 2021 at 07:26 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 : 156
Unique Edges : 55
Edges With Duplicates : 239
Total Edges : 294
Number of Edge Types : 5
Retweet : 112
MentionsInRetweet : 126
Tweet : 36
Replies to : 8
Mentions : 12
Self-Loops : 36
Reciprocated Vertex Pair Ratio : 0.0364963503649635
Reciprocated Edge Ratio : 0.0704225352112676
Connected Components : 33
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 67
Maximum Edges in a Connected Component : 133
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.908949
Graph Density : 0.00587262200165426
Modularity : 0.44463
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 156 Twitter users whose tweets in the requested range contained "c4ISR", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 February 2021 at 18:35 UTC.

The requested start date was Saturday, 27 February 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 12-day, 18-hour, 6-minute period from Saturday, 13 February 2021 at 13:20 UTC to Friday, 26 February 2021 at 07:26 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 : c4ISR
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:
[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D16jP9Ybr6-c&q=EgS4SO-bGPbP0YEGIhkA8aeDSxPImBObfyXDVqkyzTYpPlA02jZ0MgFy
[2] https://neurons.ai/blog/news-stories/rackmount-rugged-computer-servers-for-ew-c4isr-and-artificial-intelligence-ai-introduced-by/
[2] https://www.linkedin.com/slink?code=egZHzzS
[2] https://www.linkedin.com/slink?code=ewDHPVC
[2] https://www.linkedin.com/slink?code=e3nzaqD
[2] https://www.linkedin.com/slink?code=eV-wHBV
[1] https://twitter.com/Forbes/status/1364222254406656001
[1] https://apps.gdmissionsystems.com/vAWS/index.html
[1] https://vanguardcanada.com/mission-critical-innovation/?ocid=AID3026920_TWITTER_oo_spl100001864421234
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fwww.militaryaerospace.com%2Fcomputers%2Farticle%2F14198138%2Fgpgpu-embedded-computing-unmanned&ct=ga&cd=CAIyGjljMmE4ZDBkMDQwNjZjYzk6Y29tOmVuOlVT&usg=AFQjCNH-3IqhK4PdWuBFYe_f5Y-Srj0UEQ&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[1] https://cloudblogs.microsoft.com/industry-blog/en-ca/government/2021/02/18/canadian-armed-forces-are-embracing-innovation/
[1] https://www.linkedin.com/slink?code=gy_s2Wx
[1] https://www.linkedin.com/slink?code=g_tuJGx
[1] https://www.linkedin.com/slink?code=d3yZkJT
[1] https://cloudblogs.microsoft.com/industry-blog/en-ca/go
[1] https://www.linkedin.com/slink?code=dvEXCDT
[1] https://twitter.com/new27brigade/status/1362787755537797122
[1] https://cloudblogs.microsoft.com/industry-blog/en-ca/g
[1] https://www.linkedin.com/slink?code=d_vECn4
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fwww.militaryaerospace.com%2Fcomputers%2Farticle%2F14198138%2Fgpgpu-embedded-computing-unmanned&ct=ga&cd=CAIyGjljMmE4ZDBkMDQwNjZjYzk6Y29tOmVuOlVT&usg=AFQjCNH-3IqhK4PdWuBFYe_f5Y-Srj0UEQ&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[1] https://apps.gdmissionsystems.com/vAWS/index.html
[1] https://www.afa.org/events/calendar/2021-02-24/aerospace-warfare-symposium?utm_campaign=2021
[1] AFA
[1] AW&utm_content=154694463&utm_medium=social&utm_source=twitter&hss_channel=tw-2584291039

Top URLs in Tweet in G6:
[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D16jP9Ybr6-c&q=EgS4SO-bGPbP0YEGIhkA8aeDSxPImBObfyXDVqkyzTYpPlA02jZ0MgFy
[1] https://clearedjobs.net/company/agile-defense%2C-inc-223302/

Top URLs in Tweet in G7:
[1] https://vanguardcanada.com/mission-critical-innovation/?ocid=AID3026920_TWITTER_oo_spl100001864421234
[1] https://cartenav.com/events/c4isr-and-beyond-2021/

Top URLs in Tweet in G8:
[1] http://english.defensearabia.com/advanced-electronics-company-to-showcase-innovative-electronic-warfare-c4isr-and-cyber-security-solutions-at-idex-in-abu-dhabi/

Top URLs in Tweet in G10:
[2] https://neurons.ai/blog/news-stories/rackmount-rugged-computer-servers-for-ew-c4isr-and-artificial-intelligence-ai-introduced-by/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[71] idex
[31] c4isr
[13] c6isrgroup
[6] vaws2021
[4] ai
[4] projectmgmt
[4] summerville
[4] elbitamerica
[4] flying
[4] raf



Top Hashtags in Tweet in G1:
[67] idex

Top Hashtags in Tweet in G3:
[7] c4isr
[4] projectmgmt
[4] summerville
[2] ai
[2] msftadvocate
[1] cloud
[1] data
[1] analytics
[1] mixedreality
[1] iot

Top Hashtags in Tweet in G4:
[6] vaws2021
[4] elbitamerica

Top Hashtags in Tweet in G6:
[4] flying
[4] raf
[1] clearedjobs

Top Hashtags in Tweet in G7:
[5] c4isr

Top Hashtags in Tweet in G8:
[4] idex

Top Hashtags in Tweet in G10:
[1] ai
[1] intoainews

Top Words
Top Words in Tweet in Entire Graph:
[114] c4isr
[71] #idex
[67] شركة
[67] الإلكترونيات
[67] المتقدمة
[67] aec
[67] السعودية
[67] تشارك
[67] بـ
[67] 14

Top Words in Tweet in G1:
[67] شركة
[67] الإلكترونيات
[67] المتقدمة
[67] aec
[67] السعودية
[67] تشارك
[67] بـ
[67] 14
[67] منتج
[67] بمعرض

Top Words in Tweet in G2:
[17] much
[16] obviously
[16] india
[16] upgrade
[16] strategic
[16] c4isr
[16] necessarily
[16] means
[16] greater
[16] investment

Top Words in Tweet in G3:
[9] systems
[8] c4isr
[7] #c4isr
[7] more
[5] manager
[5] bae
[5] system
[5] link
[5] bio
[4] job

Top Words in Tweet in G4:
[6] #vaws2021
[5] virtually
[5] attending
[5] airforceassoc's
[5] week
[5] inside
[5] interactive
[5] booth
[5] talking
[5] aircraft

Top Words in Tweet in G5:
[2] kalindamwene
[2] nzabandorajust1
[2] blaisekalimba
[2] ianbirrell
[2] unherd
[2] rwanda
[2] keeps
[2] brazenly
[2] frustrating

Top Words in Tweet in G6:
[6] c4isr
[5] artificial
[5] intelligence
[4] ep
[4] 02
[4] machine
[4] learning
[4] #flying
[4] #raf
[3] plane_talking

Top Words in Tweet in G7:
[5] #c4isr
[3] data
[3] join
[3] vanguardmag's
[3] 2021
[3] beyond
[3] event
[3] here's
[3] sneak
[3] peek

Top Words in Tweet in G8:
[4] aecsaudiarabia
[4] showcase
[4] innovative
[4] electronic
[4] warfare
[4] c4isr
[4] cyber
[4] security
[4] solutions
[4] #idex

Top Words in Tweet in G9:
[4] ongoing
[2] realist_kisnaa
[2] hssumanth
[2] iyervval
[2] developing
[2] such
[2] rapid
[2] reaction
[2] counterstrike
[2] capability

Top Words in Tweet in G10:
[2] rackmount
[2] rugged
[2] computer
[2] servers
[2] ew
[2] c4isr
[2] artificial
[2] intelligence
[2] ai
[2] introduced

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[67] شركة,الإلكترونيات
[67] الإلكترونيات,المتقدمة
[67] المتقدمة,aec
[67] aec,السعودية
[67] السعودية,تشارك
[67] تشارك,بـ
[67] بـ,14
[67] 14,منتج
[67] منتج,بمعرض
[67] بمعرض,#idex

Top Word Pairs in Tweet in G1:
[67] شركة,الإلكترونيات
[67] الإلكترونيات,المتقدمة
[67] المتقدمة,aec
[67] aec,السعودية
[67] السعودية,تشارك
[67] تشارك,بـ
[67] بـ,14
[67] 14,منتج
[67] منتج,بمعرض
[67] بمعرض,#idex

Top Word Pairs in Tweet in G2:
[16] obviously,india
[16] india,upgrade
[16] upgrade,strategic
[16] strategic,c4isr
[16] c4isr,necessarily
[16] necessarily,means
[16] means,much
[16] much,greater
[16] greater,investment
[16] investment,spaceborne

Top Word Pairs in Tweet in G3:
[5] manager,c4isr
[5] bae,systems
[5] link,bio
[4] program,manager
[4] c4isr,programs
[4] #summerville,sc
[3] happens,put
[3] technologies,hands
[3] hands,those
[3] those,closest

Top Word Pairs in Tweet in G4:
[5] virtually,attending
[5] attending,airforceassoc's
[5] airforceassoc's,#vaws2021
[5] #vaws2021,week
[5] week,inside
[5] inside,interactive
[5] interactive,booth
[5] booth,talking
[5] talking,aircraft
[4] gdms,virtually

Top Word Pairs in Tweet in G5:
[2] kalindamwene,nzabandorajust1
[2] nzabandorajust1,blaisekalimba
[2] blaisekalimba,ianbirrell
[2] ianbirrell,unherd
[2] unherd,rwanda
[2] rwanda,keeps
[2] keeps,brazenly
[2] brazenly,frustrating

Top Word Pairs in Tweet in G6:
[5] artificial,intelligence
[4] ep,02
[4] 02,artificial
[4] intelligence,machine
[4] machine,learning
[4] learning,c4isr
[4] c4isr,#flying
[4] #flying,#raf
[3] plane_talking,ep
[2] featured,employer

Top Word Pairs in Tweet in G7:
[3] join,vanguardmag's
[3] vanguardmag's,2021
[3] 2021,#c4isr
[3] #c4isr,beyond
[3] beyond,event
[3] event,here's
[3] here's,sneak
[3] sneak,peek
[3] peek,missed
[3] missed,catch

Top Word Pairs in Tweet in G8:
[4] aecsaudiarabia,showcase
[4] showcase,innovative
[4] innovative,electronic
[4] electronic,warfare
[4] warfare,c4isr
[4] c4isr,cyber
[4] cyber,security
[4] security,solutions
[4] solutions,#idex
[4] #idex,abu

Top Word Pairs in Tweet in G9:
[2] realist_kisnaa,hssumanth
[2] hssumanth,iyervval
[2] iyervval,developing
[2] developing,such
[2] such,rapid
[2] rapid,reaction
[2] reaction,counterstrike
[2] counterstrike,capability
[2] capability,ongoing
[2] ongoing,process

Top Word Pairs in Tweet in G10:
[2] rackmount,rugged
[2] rugged,computer
[2] computer,servers
[2] servers,ew
[2] ew,c4isr
[2] c4isr,artificial
[2] artificial,intelligence
[2] intelligence,ai
[2] ai,introduced

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@defensearab
@sjha1618
@airforceassoc
@aegisfs
@gdms
@vanguardmag
@aecsaudiarabia
@elbitsystemsus
@plane_talking
@defensearb

Top Mentioned in G1:
@defensearab

Top Mentioned in G2:
@sjha1618

Top Mentioned in G4:
@airforceassoc
@gdms
@elbitsystemsus

Top Mentioned in G5:
@nzabandorajust1
@blaisekalimba
@ianbirrell
@unherd
@peterdemambla
@kalindamwene

Top Mentioned in G6:
@plane_talking
@agiledefense
@clearedjobsnet

Top Mentioned in G7:
@vanguardmag
@cartenav
@degsydob
@msft_businessca

Top Mentioned in G8:
@aecsaudiarabia
@defensearb

Top Mentioned in G9:
@hssumanth
@iyervval
@sjha1618
@daeroplate_v2
@realist_kisnaa

Top Mentioned in G10:
@into_ai

Top Tweeters
Top Tweeters in Entire Graph:
@libertad717
@into_ai
@ml_tweet_bot
@al_owayn
@20_rrrr
@monzerhakeem
@trendsinai
@grayconnolly
@naveenku555
@artificialbra1n

Top Tweeters in G1:
@al_owayn
@20_rrrr
@monzerhakeem
@abounaser_1
@abdullaslamry32
@magedsk949
@mohammad14093
@0057005
@ibrahimtrans
@snsa1978

Top Tweeters in G2:
@naveenku555
@samikm_2003
@lightngmoonking
@prasunkalib
@ssummy63
@captsandeep2
@sanwal37618125
@yobiswajitpat
@n23pai
@neelammathews

Top Tweeters in G3:
@robodefencebird
@frankdigsdata
@milijo_bot
@thumbtackhead
@mattyorktweets
@iradyoung9
@christochirat
@aitmarine
@linkgon2020
@tmj_scc_itpm

Top Tweeters in G4:
@libertad717
@izraelthe
@airforceassoc
@daviddreid
@gdms
@elbitsystemsus
@gdms_careers
@burdickmaritime

Top Tweeters in G5:
@kalindamwene
@ianbirrell
@unherd
@blaisekalimba
@nzabandorajust1
@peterdemambla

Top Tweeters in G6:
@ml_tweet_bot
@artificialbra1n
@plane_talking
@discriminantbot
@clearedjobsnet
@agiledefense

Top Tweeters in G7:
@msft_businessca
@vanguardmag
@karliaa_b
@degsydob
@cartenav

Top Tweeters in G8:
@defensearb
@aecsaudiarabia
@rani_ziadeh
@nisrine_chatila
@elisabethmalom1

Top Tweeters in G9:
@iyervval
@realist_kisnaa
@hssumanth
@daeroplate_v2

Top Tweeters in G10:
@into_ai
@trendsinai


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