c4ISR, Twitter, 1/16/2021 8:25:51 PM, 245783


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c4ISR_2021-01-16_10-35-49.xlsx
c4ISR_2021-01-16_10-35-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2021
Short Description:
c4ISR via NodeXL https://bit.ly/38RVUVa
@schaheid
@vanguardmag
@northropgrumman
@c4isr_gunny
@jeanthejust
@defensearb
@isr_manager
@treda10
@metaspecialaero
@neilbalan

Top hashtags:
#c4isr
#c6isrgroup
#c4israndbeyond
#isr
#canadian
#armed
#forces
#aerospace

Description:
Description
The graph represents a network of 112 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, 16 January 2021 at 18:36 UTC.

The requested start date was Saturday, 16 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, 8-hour, 6-minute period from Saturday, 02 January 2021 at 16:54 UTC to Saturday, 16 January 2021 at 01:00 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 : 112
Unique Edges : 56
Edges With Duplicates : 107
Total Edges : 163
Number of Edge Types : 5
Mentions : 20
Retweet : 38
MentionsInRetweet : 39
Tweet : 52
Replies to : 14
Self-Loops : 54
Reciprocated Vertex Pair Ratio : 0.0147058823529412
Reciprocated Edge Ratio : 0.0289855072463768
Connected Components : 47
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 22
Maximum Edges in a Connected Component : 43
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.513514
Graph Density : 0.00555019305019305
Modularity : 0.49204
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 112 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, 16 January 2021 at 18:36 UTC.

The requested start date was Saturday, 16 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, 8-hour, 6-minute period from Saturday, 02 January 2021 at 16:54 UTC to Saturday, 16 January 2021 at 01:00 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:
[7] https://vanguardcanada.com/c4isr2021
[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/
[5] https://www.flightglobal.com/defence/think-tank-observes-progress-with-chinese-c4isr-systems/141820.article
[3] https://vanguardcanada.com/top-5-vanguard-podcasts-of-2020/
[2] https://vanguardcanada.com/c4isr-and-beyond-2021-agenda-released-digital-lived-and-applied/
[2] https://vanguardcanada.com/beyond-search-and-rescue-how-heliwest-delivers-multiple-isr-missions/
[2] https://vanguardcanada.com/the-growth-of-c4isr/
[2] https://www.linkedin.com/slink?code=eWCwq4i
[2] https://www.udefense.info/threads/%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%D9%84%D9%83%D8%AA%D8%B1%D9%88%D9%86%D9%8A%D8%A9-%D9%84%D9%85%D9%82%D8%A7%D8%AA%D9%84%D8%A7%D8%AA-f-16-%D8%A7%D9%84%D8%A3%D9%85%D8%B1%D9%8A%D9%83%D9%8A%D8%A9.16498/
[2] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=8e0df4cd-bcd9-4901-9655-ced9f55297bf&ccId=19000101_000001&type=MP&lang=en_US&selectedMenuKey=CareerCenter

Top URLs in Tweet in G1:
[2] https://www.flightglobal.com/defence/think-tank-observes-progress-with-chinese-c4isr-systems/141820.article
[1] https://chu.tbe.taleo.net/chu04/ats/careers/v2/viewRequisition?org=DCSCORP2&cws=37&rid=2377
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fneighborwebsj.com%2Funcategorized%2F880904%2Fsea-based-c4isr-market-business-growth-2021-top-key-players-update-statistics-global-trend-and-development-status-forecast-to-2024%2F&ct=ga&cd=CAIyGjEyMzU3Y2ZlZGQwZDg5YWI6Y29tOmVuOlVT&usg=AFQjCNFVkQUJ377zFxIiny2w824RCskMWA&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fneighborwebsj.com%2Funcategorized%2F880904%2Fsea-based-c4isr-market-business-growth-2021-top-key-players-update-statistics-global-trend-and-development-status-forecast-to-2024%2F&ct=ga&cd=CAIyGjQ1MmNmN2E0YTQzYWI4NDA6Y29tOmVuOlVT&usg=AFQjCNFVkQUJ377zFxIiny2w824RCskMWA&utm_source=dlvr.it&utm_medium=twitter
[1] https://adsinc.com/c4isr/?utm_source=twitter&utm_medium=postorganic
[1] https://twitter.com/OKB1917/status/1347506713700667392
[1] https://apple.news/Ao2XCS5wCTPyDM7rp2eKWbw
[1] https://apple.news/A4WWmDkf_RCS43z_Af8LYqQ
[1] https://www.careerarc.com/job-listing/bae-systems-jobs-program-manager-c4isr-programs-33676604?campaign_id=38170&cb=1583415876&src=1&tx=Xxxb5Oux2xMQlg&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[1] https://www.careerarc.com/job-listing/bae-systems-jobs-engineering-manager-c4isr-systems-35591332?campaign_id=38170&cb=1583415876&src=1&tx=cMoBL49knvstvg&utm_campaign=TW01&utm_medium=TW&utm_source=JC

Top URLs in Tweet in G3:
[7] https://vanguardcanada.com/c4isr2021
[3] https://vanguardcanada.com/top-5-vanguard-podcasts-of-2020/
[2] https://vanguardcanada.com/the-growth-of-c4isr/
[2] https://vanguardcanada.com/c4isr-and-beyond-2021-agenda-released-digital-lived-and-applied/
[2] https://vanguardcanada.com/beyond-search-and-rescue-how-heliwest-delivers-multiple-isr-missions/
[1] https://vanguardcanada.com/c4isr2021?fbclid=IwAR2hSflmAM5Kw2ncnMnLbv_FyzGzFJf0QPN0aSr4Fnlmkf4htF9IO2kYMoU

Top URLs in Tweet in G4:
[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 G7:
[1] https://www.mdacorporation.com/corporate/
[1] https://www.l3harris.com/capabilities

Top URLs in Tweet in G8:
[1] https://twitter.com/RoyalAirForce/status/1348902535520608256

Top URLs in Tweet in G9:
[2] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=8e0df4cd-bcd9-4901-9655-ced9f55297bf&ccId=19000101_000001&type=MP&lang=en_US&selectedMenuKey=CareerCenter

Top URLs in Tweet in G10:
[1] https://insideair.libsyn.com/artificial-intelligence-and-machine-learning-in-c4isr
[1] https://twitter.com/PeterLisney/status/1349395721976426503

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] c4isr
[7] c6isrgroup
[4] c4israndbeyond
[4] isr
[3] canadian
[3] armed
[3] forces
[3] aerospace
[3] surveillance
[3] summerville



Top Hashtags in Tweet in G1:
[3] c4isr
[3] summerville
[3] projectmgmt
[2] lexingtonpark
[2] engineering
[2] c6isrgroup
[2] mccv
[2] surveillance
[2] stahl_metall
[1] systemsengineer

Top Hashtags in Tweet in G3:
[12] c4isr
[4] c4israndbeyond
[3] canadian
[3] armed
[3] forces
[3] isr
[2] aimsonboard
[1] military

Top Hashtags in Tweet in G9:
[3] msa
[3] c4isr
[3] specialmissions
[2] meta
[2] aerospace
[2] aviation
[2] defense
[2] maintenance
[2] fbo
[1] isr

Top Words
Top Words in Tweet in Entire Graph:
[72] c4isr
[46] high
[25] range
[24] #c4isr
[24] data
[23] extended
[23] bvraams
[23] speed
[23] sharing
[23] highway

Top Words in Tweet in G1:
[19] c4isr
[8] systems
[6] command
[5] control
[4] integrated
[4] military
[4] system
[4] based
[4] job
[3] combat

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
[12] industry
[10] beyond
[7] 2021
[7] conference
[6] day
[6] defence
[5] jan
[5] early
[5] bird

Top Words in Tweet in G4:
[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 G6:
[2] security

Top Words in Tweet in G7:
[2] systems

Top Words in Tweet in G8:
[5] artificial
[5] intelligence
[5] machine
[5] learning
[4] episode
[4] c4isr
[4] raf
[4] rapid
[4] capabilities
[4] office

Top Words in Tweet in G9:
[4] meta
[4] special
[4] aerospace
[4] great
[4] career
[4] opportunities
[4] available
[4] click
[4] link
[4] below

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[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
[23] assets,including

Top Word Pairs in Tweet in G1:
[5] command,control
[3] think,tank
[3] manager,c4isr
[3] #summerville,sc
[2] dynamic,integrated
[2] system,engineer
[2] engineer,c4isr
[2] c4isr,ground
[2] ground,combat
[2] sea,based

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:
[8] #c4isr,beyond
[5] early,bird
[4] jan,28
[4] 28,29
[4] beyond,two
[4] two,day
[4] day,conference
[4] conference,brings
[4] brings,together
[4] together,stakeholders

Top Word Pairs in Tweet in G4:
[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 G8:
[5] artificial,intelligence
[5] intelligence,machine
[5] machine,learning
[4] episode,artificial
[4] learning,c4isr
[4] c4isr,raf
[4] raf,rapid
[4] rapid,capabilities
[4] capabilities,office
[4] office,discuss

Top Word Pairs in Tweet in G9:
[4] meta,special
[4] special,aerospace
[4] aerospace,great
[4] great,career
[4] career,opportunities
[4] opportunities,available
[4] available,click
[4] click,link
[4] link,below
[4] below,review

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@schaheid
@northropgrumman
@isr_manager
@defensearb
@cmiassociation
@cartenav
@metaspecialaero
@flightglobal
@pipavoaaada
@accenturecanada

Top Mentioned in G1:
@mistralsoln
@stahl_metall

Top Mentioned in G2:
@schaheid

Top Mentioned in G3:
@cartenav
@cmiassociation
@accenturecanada
@canadianforces
@nationaldefence
@arcyber
@vanguardmag

Top Mentioned in G4:
@northropgrumman
@defensearb

Top Mentioned in G5:
@realdonaldtrump
@speakerpelosi

Top Mentioned in G6:
@af_academy
@ronanfarrow

Top Mentioned in G7:
@readpassage

Top Mentioned in G8:
@isr_manager

Top Mentioned in G9:
@metaspecialaero

Top Mentioned in G10:
@headrafrco
@peterlisney

Top Tweeters
Top Tweeters in Entire Graph:
@libertad717
@fahad_pti
@ml_tweet_bot
@infosinbandera
@artificialbra1n
@fanfare100
@ssgpa1
@treda10
@naka773
@atifshah

Top Tweeters in G1:
@infosinbandera
@robodefencebird
@navydefencebird
@pjonesbilly
@supbrow
@knightofmaltaus
@garrettreim
@adstactical
@jimmyincyber
@daeroplate_v2

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

Top Tweeters in G3:
@canadianforces
@vanguardmag
@accenturecanada
@arcyber
@nationaldefence
@cartenav
@cmiassociation

Top Tweeters in G4:
@libertad717
@northropgrumman
@xia257
@defensearb
@rani_ziadeh
@tankdefense

Top Tweeters in G5:
@realdonaldtrump
@jack
@speakerpelosi
@c4isr_gunny

Top Tweeters in G6:
@jeanthejust
@af_academy
@ronanfarrow
@jsrailton

Top Tweeters in G7:
@neilbalan
@readpassage
@envirozach

Top Tweeters in G8:
@ml_tweet_bot
@artificialbra1n
@isr_manager

Top Tweeters in G9:
@clearancejobs
@metaspecialaero
@tanyacurlsmile

Top Tweeters in G10:
@peterlisney
@headrafrco
@duncan_b_


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