c4ISR, Twitter, 1/23/2021 11:04:44 PM, 246327


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c4ISR_2021-01-23_10-35-49.xlsx
c4ISR_2021-01-23_10-35-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 23, 2021
Short Description:
c4ISR via NodeXL https://bit.ly/2Y5c2Nb
@royalairforce
@schaheid
@richfm39517086
@defenseworld
@artificialbra1n
@duncan_b_
@love_deluxe1014
@ml_tweet_bot
@vanguardmag
@fanfare100

Top hashtags:
#c4isr
#c6isrgroup
#usaf
#northropgrumman
#globalhawk
#c4israndbeyond

Description:
Description
The graph represents a network of 165 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, 23 January 2021 at 18:36 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, 16-hour, 31-minute period from Saturday, 09 January 2021 at 04:28 UTC to Friday, 22 January 2021 at 21:00 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 : 165
Unique Edges : 71
Edges With Duplicates : 205
Total Edges : 276
Number of Edge Types : 5
Retweet : 83
MentionsInRetweet : 88
Tweet : 57
Mentions : 28
Replies to : 20
Self-Loops : 60
Reciprocated Vertex Pair Ratio : 0.008
Reciprocated Edge Ratio : 0.0158730158730159
Connected Components : 49
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 32
Maximum Edges in a Connected Component : 69
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.090669
Graph Density : 0.00465631929046563
Modularity : 0.489928
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 165 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, 23 January 2021 at 18:36 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, 16-hour, 31-minute period from Saturday, 09 January 2021 at 04:28 UTC to Friday, 22 January 2021 at 21:00 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:
[5] https://www.defensearabia.com/2021/01/%d9%86%d9%88%d8%b1%d8%ab%d8%b1%d9%88%d8%a8-%d8%ac%d8%b1%d9%88%d9%85%d8%a7%d9%86-%d8%aa%d9%88%d9%81%d8%b1-%d8%a7%d9%86%d8%b8%d9%85%d8%a9-c4isr-%d9%84%d9%84%d8%ad%d8%b1%d8%a8-%d8%a7%d9%84%d8%a5/
[4] https://vanguardcanada.com/c4isr2021
[4] https://vanguardcanada.com/c4isr-and-beyond-2021-agenda-released-digital-lived-and-applied/
[4] https://vanguardcanada.com/top-5-vanguard-podcasts-of-2020/
[3] https://vanguardcanada.com/meet-the-speakers-c4isr-and-beyond-2021-day-1/
[3] https://insideair.libsyn.com/artificial-intelligence-and-machine-learning-in-c4isr
[2] https://vanguardcanada.com/the-growth-of-c4isr/
[2] https://www.mistralsolutions.com/homeland-security/solutions/mobile-c4isr-platforms/#twitterad
[2] https://threat.technology/command-control-c4isr-top-companies-providing-command-control-c4isr-solutions/
[2] https://www.linkedin.com/slink?code=eWCwq4i

Top URLs in Tweet in G1:
[3] https://insideair.libsyn.com/artificial-intelligence-and-machine-learning-in-c4isr
[1] https://twitter.com/RoyalAirForce/status/1348902535520608256
[1] https://twitter.com/PeterLisney/status/1349395721976426503

Top URLs in Tweet in G3:
[2] https://www.mistralsolutions.com/homeland-security/solutions/mobile-c4isr-platforms/#twitterad
[1] https://twitter.com/OKB1917/status/1347506713700667392
[1] https://apple.news/Ao2XCS5wCTPyDM7rp2eKWbw
[1] https://apple.news/A4WWmDkf_RCS43z_Af8LYqQ
[1] https://stahlmetall.tumblr.com/post/640100796982329344/france-signs-agreement-to-buy-northrop-grummans#_=_
[1] https://www.zona-militar.com/2021/01/12/think-tank-observa-el-progreso-de-los-sistemas-c4isr-chinos/
[1] https://informesinbandera.com/noticias/Think_tank_observa_el_progreso_de_los_sistemas_C4ISR_chinos_da68ed7abdf92733b1ccf1696082ad4e
[1] https://threat.technology/command-control-c4isr-top-companies-providing-command-control-c4isr-solutions/
[1] http://vanguardcanada.com/C4ISR2021?inf_contact_key=ee16acfa97c43cc7d1e81caf6506cc321b0a3f0fd3ee5d9b43fb34c6613498d7&utm_content=151490678&utm_medium=social&utm_source=twitter&hss_channel=tw-1394874222
[1] https://twitter.com/tshugart3/status/1349767710087888896

Top URLs in Tweet in G4:
[1] https://www.defenseworld.net/news/28809/Northrop_Grumman_Awarded__3_6_Billion_U_S__Battlefield_Communications_Node_Contract

Top URLs in Tweet in G5:
[1] https://jbpress.ismedia.jp/articles/-/63698

Top URLs in Tweet in G6:
[4] https://vanguardcanada.com/c4isr2021
[4] https://vanguardcanada.com/top-5-vanguard-podcasts-of-2020/
[4] https://vanguardcanada.com/c4isr-and-beyond-2021-agenda-released-digital-lived-and-applied/
[3] https://vanguardcanada.com/meet-the-speakers-c4isr-and-beyond-2021-day-1/
[2] https://vanguardcanada.com/the-growth-of-c4isr/
[1] https://vanguardcanada.com/mg-maria-gervais-us-army-futures-command-to-deliver-keynote-at-c4isr-and-beyond-2021/
[1] https://vanguardcanada.com/meet-the-speakers-c4isr-and-beyond-2021-day-2/

Top URLs in Tweet in G7:
[1] https://dy.si/9D5Yf
[1] https://dy.si/yKkRUf2
[1] https://dy.si/gDdF2

Top URLs in Tweet in G8:
[5] https://www.defensearabia.com/2021/01/%d9%86%d9%88%d8%b1%d8%ab%d8%b1%d9%88%d8%a8-%d8%ac%d8%b1%d9%88%d9%85%d8%a7%d9%86-%d8%aa%d9%88%d9%81%d8%b1-%d8%a7%d9%86%d8%b8%d9%85%d8%a9-c4isr-%d9%84%d9%84%d8%ad%d8%b1%d8%a8-%d8%a7%d9%84%d8%a5/

Top URLs in Tweet in G10:
[1] https://cisa.gov/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[39] c4isr
[8] c6isrgroup
[7] usaf
[7] northropgrumman
[7] globalhawk
[5] c4israndbeyond
[5] surveillance
[4] canadian
[4] armed
[4] forces



Top Hashtags in Tweet in G1:
[2] c4isr
[1] ai
[1] machinelearning
[1] military

Top Hashtags in Tweet in G3:
[5] c4isr
[3] mccv
[3] surveillance
[3] summerville
[3] projectmgmt
[2] c6isrgroup
[2] stahl_metall
[2] space
[2] military
[2] communication

Top Hashtags in Tweet in G4:
[7] usaf
[7] northropgrumman
[7] c4isr
[7] globalhawk

Top Hashtags in Tweet in G6:
[12] c4isr
[5] c4israndbeyond
[4] canadian
[4] armed
[4] forces
[2] speakers

Top Hashtags in Tweet in G7:
[3] dod
[3] c4isr
[2] procurement
[1] radio
[1] sensors
[1] surveillance
[1] ship
[1] newsletter
[1] fooddelivery
[1] infantcare

Top Hashtags in Tweet in G9:
[1] surveillancecapitalism
[1] surveillance
[1] information

Top Words
Top Words in Tweet in Entire Graph:
[70] c4isr
[46] high
[39] #c4isr
[28] machine
[28] learning
[27] raf
[26] range
[24] ai
[24] uavs
[24] data

Top Words in Tweet in G1:
[27] machine
[27] learning
[26] raf
[21] put
[21] down
[21] sci
[21] fi
[21] book
[21] listen
[21] 'science

Top Words in Tweet in G2:
[44] high
[23] range
[22] extended
[22] bvraams
[22] speed
[22] data
[22] sharing
[22] highway
[22] c4isr
[22] assets

Top Words in Tweet in G3:
[12] c4isr
[7] control
[6] command
[5] #c4isr
[4] advanced
[3] intelligence
[3] operations
[3] law
[3] see
[3] global

Top Words in Tweet in G4:
[7] #usaf
[7] #northropgrumman
[7] #c4isr
[7] #globalhawk
[7] northrop
[7] grumman
[7] awarded
[7] billion
[7] battlefield
[7] communications

Top Words in Tweet in G5:
[7] 中国のasbmの脅威
[7] 中国が今後数年間をかけてキルチェイン用のc4isrを改善すると機動している空母に対艦弾道ミサイルを命中させることが可能になる
[7] 宇宙を利用したc4isrの改善は注目すべきで自衛隊にとっても着実に質を向上させているdf
[6] love_deluxe1014

Top Words in Tweet in G6:
[15] 2021
[12] #c4isr
[12] beyond
[9] read
[8] day
[7] defence
[6] industry
[5] digital
[5] #c4israndbeyond
[5] scheduled

Top Words in Tweet in G7:
[4] frost_sullivan
[3] #dod
[3] #c4isr
[3] 2025
[2] jeeva_jvan
[2] spending
[2] reach
[2] 58
[2] 5b
[2] #procurement

Top Words in Tweet in G8:
[5] c4isr
[5] 16
[5] northropgrumman
[4] نورثروب
[4] جرومان
[4] توفر
[4] انظمة
[4] للحرب
[4] الإلكترونية
[4] لمقاتلات

Top Words in Tweet in G9:
[2] c4isr
[2] hq

Top Words in Tweet in G10:
[2] evidence
[2] report
[2] research
[2] military_c4isr
[2] collaborative
[2] work
[2] done
[2] bae
[2] systems
[2] lockheed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] machine,learning
[23] extended,range
[23] range,bvraams
[23] bvraams,high
[23] high,speed
[23] speed,data
[23] data,sharing
[23] sharing,highway
[23] highway,c4isr
[23] c4isr,assets

Top Word Pairs in Tweet in G1:
[27] machine,learning
[21] put,down
[21] down,sci
[21] sci,fi
[21] fi,book
[21] book,listen
[21] listen,'science
[21] 'science,reality
[21] reality,raf
[21] raf,approaching

Top Word Pairs in Tweet in G2:
[22] extended,range
[22] range,bvraams
[22] bvraams,high
[22] high,speed
[22] speed,data
[22] data,sharing
[22] sharing,highway
[22] highway,c4isr
[22] c4isr,assets
[22] assets,including

Top Word Pairs in Tweet in G3:
[6] command,control
[3] terrain,easy
[3] easy,deploy
[3] deploy,mobile
[3] mobile,command
[3] control,vehicles
[3] vehicles,#mccv
[3] #mccv,features
[3] features,advanced
[3] advanced,video

Top Word Pairs in Tweet in G4:
[7] #usaf,#northropgrumman
[7] #northropgrumman,#c4isr
[7] #c4isr,#globalhawk
[7] #globalhawk,northrop
[7] northrop,grumman
[7] grumman,awarded
[7] awarded,billion
[7] billion,battlefield
[7] battlefield,communications
[7] communications,node

Top Word Pairs in Tweet in G5:
[7] 中国のasbmの脅威,中国が今後数年間をかけてキルチェイン用のc4isrを改善すると機動している空母に対艦弾道ミサイルを命中させることが可能になる
[7] 中国が今後数年間をかけてキルチェイン用のc4isrを改善すると機動している空母に対艦弾道ミサイルを命中させることが可能になる,宇宙を利用したc4isrの改善は注目すべきで自衛隊にとっても着実に質を向上させているdf
[6] love_deluxe1014,中国のasbmの脅威

Top Word Pairs in Tweet in G6:
[10] #c4isr,beyond
[9] beyond,2021
[7] 2021,read
[5] #c4israndbeyond,2021
[4] jan,28
[4] 28,29
[4] vice,chief
[4] chief,defence
[4] defence,staff
[4] staff,#canadian

Top Word Pairs in Tweet in G7:
[3] #dod,#c4isr
[2] frost_sullivan,#dod
[2] #c4isr,spending
[2] spending,reach
[2] reach,58
[2] 58,5b
[2] 5b,2025
[2] 2025,#procurement
[2] #procurement,mostly
[2] mostly,focus

Top Word Pairs in Tweet in G8:
[4] نورثروب,جرومان
[4] جرومان,توفر
[4] توفر,انظمة
[4] انظمة,c4isr
[4] c4isr,للحرب
[4] للحرب,الإلكترونية
[4] الإلكترونية,لمقاتلات
[4] لمقاتلات,16
[4] 16,الأمريكية
[4] الأمريكية,northropgrumman

Top Word Pairs in Tweet in G10:
[2] research,military_c4isr
[2] military_c4isr,collaborative
[2] collaborative,work
[2] work,done
[2] done,bae
[2] bae,systems
[2] systems,lockheed

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@royalairforce
@schaheid
@defenseworld
@love_deluxe1014
@northropgrumman
@_worldsolutions
@headrafrco
@isr_manager
@frost_sullivan
@kansuke_lover

Top Mentioned in G1:
@royalairforce
@headrafrco
@isr_manager
@7technologies_
@peterlisney

Top Mentioned in G2:
@schaheid

Top Mentioned in G3:
@stahl_metall
@mistralsoln

Top Mentioned in G4:
@defenseworld
@royalairforce

Top Mentioned in G5:
@love_deluxe1014

Top Mentioned in G6:
@cmiassociation
@accenturecanada
@canadianforces
@nationaldefence
@arcyber

Top Mentioned in G7:
@frost_sullivan
@jeeva_jvan
@military_cots
@govconwire

Top Mentioned in G8:
@northropgrumman
@defensearb

Top Mentioned in G9:
@kristapsk
@phoenixtl

Top Mentioned in G10:
@military_c4isr
@cisa
@c4isr
@tmcnatt80

Top Tweeters
Top Tweeters in Entire Graph:
@libertad717
@richfm39517086
@fahad_pti
@italianpolitics
@jfifudhdvhdjzuh
@ml_tweet_bot
@infosinbandera
@hiehie_no_mi
@dezlar
@artificialbra1n

Top Tweeters in G1:
@ml_tweet_bot
@artificialbra1n
@triptube
@deepindex
@barriej80807363
@rocw11
@iangray71
@warofficehq
@royalairforce
@miniakissa

Top Tweeters in G2:
@fahad_pti
@ssgpa1
@atifshah
@ghaz_nawe77
@raoosaab
@onlyqamar
@black_wiind
@sendtoadnan
@screwdriver4821
@athernbp

Top Tweeters in G3:
@infosinbandera
@robodefencebird
@navydefencebird
@pjonesbilly
@supbrow
@knightofmaltaus
@jimmyincyber
@daeroplate_v2
@zonamilitar1
@bgmilitary

Top Tweeters in G4:
@richfm39517086
@italianpolitics
@jterheide
@jayviciousmx
@fhaeromedia
@defenseworld
@laswamiguel

Top Tweeters in G5:
@hiehie_no_mi
@rapit50000
@hnd48kodashi
@jirolittmann
@satoru0sst
@love_deluxe1014
@bnkeh4xtg9bkwd3

Top Tweeters in G6:
@canadianforces
@vanguardmag
@accenturecanada
@arcyber
@nationaldefence
@cmiassociation

Top Tweeters in G7:
@frost_sullivan
@govconwire
@military_cots
@jeeva_jvan
@jhollander_fs
@technew79168708

Top Tweeters in G8:
@libertad717
@northropgrumman
@xia257
@defensearb
@rani_ziadeh
@tankdefense

Top Tweeters in G9:
@fanfare100
@lovable_ish
@kristapsk
@phoenixtl
@hodlhodl

Top Tweeters in G10:
@hooterg
@tmcnatt80
@military_c4isr
@cisa
@c4isr


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