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northrop grumman_2019-11-08_05-08-23.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 08, 2019
Short Description:
northrop grumman via NodeXL http://bit.ly/33wmtdB
@northropgrumman
@johnkrausphotos
@reuters
@freedom91666611
@ngcnews
@dickblankesabel
@usmc
@nasa
@spaceflightnow
@vitauskas_a

Top hashtags:
#nasa
#space
#ng12
#cygnus
#northropgrumman
#science
#antares
#iss
#us
#news

Description:
Description
The graph represents a network of 4,511 Twitter users whose tweets in the requested range contained "northrop grumman", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 November 2019 at 13:09 UTC.

The requested start date was Wednesday, 06 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 10-hour, 18-minute period from Thursday, 24 October 2019 at 14:39 UTC to Wednesday, 06 November 2019 at 00:58 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 : 4511
Unique Edges : 4482
Edges With Duplicates : 1375
Total Edges : 5857
Number of Edge Types : 3
Mentions : 2967
Tweet : 2749
Replies to : 141
Self-Loops : 2749
Reciprocated Vertex Pair Ratio : 0.0126984126984127
Reciprocated Edge Ratio : 0.0250783699059561
Connected Components : 2144
Single-Vertex Connected Components : 1890
Maximum Vertices in a Connected Component : 1666
Maximum Edges in a Connected Component : 2440
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.436861
Graph Density : 0.000141118458402496
Modularity : 0.606626
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,511 Twitter users whose tweets in the requested range contained "northrop grumman", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 November 2019 at 13:09 UTC.

The requested start date was Wednesday, 06 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 10-hour, 18-minute period from Thursday, 24 October 2019 at 14:39 UTC to Wednesday, 06 November 2019 at 00:58 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 : northrop grumman
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[1310] http://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[447] http://www.nasa.gov/press-release/nasa-science-cargo-heads-to-space-station-on-northrop-grumman-mission
[65] https://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[47] https://www.youtube.com/watch?v=yWZKQ73aGrg&feature=youtu.be

[31] https://www.nasaspaceflight.com/2019/11/cygnus-ng-12-iss-increased-science-capability/
[31] https://www.politico.com/newsletters/morning-defense/2019/04/24/northrop-grumman-leads-the-pack-in-lobbying-428251
[26] https://spacenews.com/northrop-grumman-to-launch-omega-rocket-from-ulas-delta-4-pad-at-vandenberg/
[22] https://scienceconnecting.com/space/northrop-grumman-to-launch-omega-rocket-from-ulas-delta-4-pad-at-vandenberg/
[21] https://www.space.com/cygnus-ng-12-space-station-cargo-launch-webcast.html?utm_source=twitter&utm_medium=social&utm_campaign=dlvr.it
[20] http://www.collectspace.com/news/news-102419a-northrop-grumman-ng12-alan-bean.html

Top URLs in Tweet in G1:
[1109] http://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[378] http://www.nasa.gov/press-release/nasa-science-cargo-heads-to-space-station-on-northrop-grumman-mission
[43] https://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[12] http://www.nasa.gov/image-feature/the-face-of-the-antares-rocket
[11] https://www.youtube.com/watch?v=yWZKQ73aGrg&feature=youtu.be

[10] https://www.space.com/cygnus-ng-12-space-station-cargo-launch-webcast.html
[10] https://www.nasa.gov/press-release/nasa-science-cargo-heads-to-space-station-on-northrop-grumman-mission
[8] http://www.nasa.gov/press-release/nasa-television-coverage-set-for-cygnus-resupply-mission-to-international-space
[8] http://www.nasa.gov/press-release/nasa-science-cargo-heads-to-space-station-on-northrop-grumman-mission?utm_source=dlvr.it&utm_medium=twitter
[8] http://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[3] https://www.nasaspaceflight.com/2019/11/cygnus-ng-12-iss-increased-science-capability/
[3] http://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[2] https://www.johnkrausphotos.com/Launch-Galleries/Antares-NG-12
[2] https://now.northropgrumman.com/x-ray-alternative-tools-include-sound-light-terahertz-radiation/#.XbM-wCPeHSU.twitter
[2] https://now.northropgrumman.com/what-is-the-fifth-dimension/#.Xbc1waPTcUU.twitter
[2] https://www.flickr.com/photos/nasahqphoto/49001182602/
[1] http://cavok.com.br
[1] https://www.instagram.com/p/B4X078zI8wE/
[1] https://www.youtube.com/watch?v=yWZKQ73aGrg&feature=push-lsb&attr_tag=VnZgmEIYMaYZap7n%3A6

[1] http://www.johnkrausphotos.com/Launch-Galleri

Top URLs in Tweet in G3:
[25] https://www.nasaspaceflight.com/2019/11/cygnus-ng-12-iss-increased-science-capability/
[14] http://www.collectspace.com/news/news-102419a-northrop-grumman-ng12-alan-bean.html
[13] https://spacenews.com/northrop-grumman-to-launch-omega-rocket-from-ulas-delta-4-pad-at-vandenberg/
[7] http://www.janes.com/article/92319/northrop-grumman-begins-testing-of-sewip-block-3-hardware?socialmedia=twitter
[5] http://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[3] https://www.tmahlmann.com/photos/Rockets/Northrop-Grumman/Northrop-Grumman-NG-12/i-T33Rht2/
[3] https://www.youtube.com/watch?v=yWZKQ73aGrg&feature=youtu.be

[3] https://www.shephardmedia.com/news/uv-online/northrop-grumman-takes-part-darpa-swarm-test/
[2] https://www.youtube.com/watch?v=sPLt4z5RnzQ

[2] https://www.clarksvilleonline.com/2019/11/03/northrop-grumman-mission-sends-nasa-science-cargo-international-space-station/

Top URLs in Tweet in G4:
[31] https://www.politico.com/newsletters/morning-defense/2019/04/24/northrop-grumman-leads-the-pack-in-lobbying-428251

Top URLs in Tweet in G5:
[116] http://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[33] http://www.nasa.gov/press-release/nasa-science-cargo-heads-to-space-station-on-northrop-grumman-mission
[8] https://www.go4liftoff.com/#page=singleLaunch?filters=launchID=1652/
[3] https://www.nasa.gov/image-feature/northrop-grumman-resupply-mission-bringing-science-cargo-to-station
[2] http://www.nasa.gov/image-feature/the-face-of-the-antares-rocket
[2] https://www.nasa.gov/press-release/nasa-science-cargo-heads-to-space-station-on-northrop-grumman-mission
[1] https://www.nasa.gov/press-release/nasa-science-cargo-heads-to-space-station-on-northrop-grumman-mission/
[1] https://www.facebook.com/OfficeCyber/photos/a.853564801363425/2509286412457914/?type=3
[1] http://www.nasa.gov/sites/default/files/thumbnails/image/49002058586_3ad9f42d8c_k.jpg
[1] https://blogs.nasa.gov/northropgrumman/2019/11/02/solar-arrays-successfully-deployed-on-northrop-grummans-cygnus-spacecraft/#.Xb_N3bY_jzA.twitter

Top URLs in Tweet in G6:
[1] https://news.northropgrumman.com/news/releases/northrop-grumman-set-to-launch-12th-cargo-delivery-mission-to-the-international-space-station-for-nasa#.Xb7g_qV7R5c.twitter
[1] https://hydroloop.org/solaren-corp-directed-energy-satellites-provide-california-power-and-weather-control/

Top URLs in Tweet in G7:
[13] https://spaceflightnow.com/2019/11/02/cygnus-ng-12-mission-status-center/
[3] https://twitter.com/Nextlaunch/status/1190623279557595137?s=20
[3] https://youtube.com/watch?v=21X5lGlDOfg&feature=youtu.be

[3] https://issfanclub.eu/2019/11/01/live-nasa-television-coverage-set-for-cygnus-resupply-mission-to-international-space-station/
[2] https://www.nasaspaceflight.com/2019/11/cygnus-ng-12-iss-increased-science-capability/
[2] https://www.spaceflightinsider.com/organizations/northrop-grumman/northrop-grummans-ng-12-paints-the-sky-in-honor-of-an-american-legend/
[2] https://www.spaceflightinsider.com/organizations/northrop-grumman/northrop-grumman-ng-12-launch-could-be-visible-four-states-away/
[2] https://www.youtube.com/watch?v=yWZKQ73aGrg&feature=youtu.be

[1] https://spaceflightnow.com/2019/11/04/space-station-receives-spacewalking-gear-new-baking-oven/
[1] https://spaceflightnow.com/2019/10/22/bezos-says-space-industry-stalwarts-will-help-blue-origin-build-moon-lander/

Top URLs in Tweet in G8:
[1] https://ru.krymr.com/a/news-usa-mks-kosmicheskii-korabl-ukraina/30249907.html

Top URLs in Tweet in G10:
[2] https://www.wherewomenwork.com/Career/2190/Northrop-Grumman-Yolanda-Murphy-40-under-40
[1] http://www.ecentralmetrics.com/url/?u=405412979090-269&r=https://www.northropgrumman.com/Careers/Career-Areas/Pages/nationwide-hiring-events-northrop-grumman.aspx?utm_campaign=CO_AlwaysOn&utm_medium=ppc&utm_source=Twitter&utm_content=
[1] http://www.ecentralmetrics.com/url/?u=783713045956-282&r=http://www.northropgrumman.com/Careers/Life-At-Northrop-Grumman/Pages/game-developer-intern-northrop-grumman.aspx?utm_campaign=CO_AlwaysOn&utm_medium=ppc&utm_source=Twitter&utm_content=
[1] http://www.northropgrumman.com/Careers/Life-At-Northrop-Grumman/Pages/outstanding-young-manufacturing-engineer.aspx
[1] http://ngc.avature.net/events/Register?folderId=13115
[1] https://alltogether.swe.org/2019/11/congrats-to-the-northrop-grumman-community-award-winners/
[1] https://twitter.com/EdwardsAFB/status/659373172072968192
[1] https://timesofsandiego.com/military/2019/10/23/stealthy-new-drone-from-northrop-grumman-reportedly-flying-in-california/

Top Domains
Top Domains in Tweet in Entire Graph:
[1941] nasa.gov
[98] youtube.com
[70] space.com
[51] spacenews.com
[41] northropgrumman.com
[40] twitter.com
[35] nasaspaceflight.com
[32] politico.com
[23] scienceconnecting.com
[22] spaceflightnow.com

Top Domains in Tweet in G1:
[1616] nasa.gov
[29] youtube.com
[19] space.com
[19] akroncantonjoycegroup.us
[17] einnews.com
[13] twitter.com
[13] northropgrumman.com
[11] itjobpro.com
[10] spacenews.com
[10] tweetedtimes.com

Top Domains in Tweet in G2:
[4] northropgrumman.com
[4] flickr.com
[3] johnkrausphotos.com
[3] nasaspaceflight.com
[3] nasa.gov
[1] com.br
[1] instagram.com
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G3:
[27] nasaspaceflight.com
[16] spacenews.com
[15] collectspace.com
[12] northropgrumman.com
[8] janes.com
[7] nasa.gov
[7] tmahlmann.com
[5] youtube.com
[5] issnationallab.org
[5] space.com

Top Domains in Tweet in G4:
[31] politico.com

Top Domains in Tweet in G5:
[161] nasa.gov
[8] go4liftoff.com
[1] facebook.com
[1] com.mx
[1] indiastrategic.in
[1] instagram.com
[1] youtube.com

Top Domains in Tweet in G6:
[1] northropgrumman.com
[1] hydroloop.org

Top Domains in Tweet in G7:
[20] spaceflightnow.com
[5] spaceflightinsider.com
[5] youtube.com
[3] twitter.com
[3] issfanclub.eu
[2] nasaspaceflight.com
[1] spacenews.com
[1] flventure.org
[1] skyrocket.de
[1] nasa.gov

Top Domains in Tweet in G8:
[1] krymr.com

Top Domains in Tweet in G10:
[2] ecentralmetrics.com
[2] wherewomenwork.com
[1] northropgrumman.com
[1] avature.net
[1] swe.org
[1] twitter.com
[1] timesofsandiego.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[195] nasa
[98] space
[59] ng12
[58] cygnus
[48] northropgrumman
[33] science
[28] antares
[24] iss
[13] us
[13] news



Top Hashtags in Tweet in G1:
[125] nasa
[39] space
[17] northropgrumman
[13] science
[11] cygnus
[11] techjobs
[10] iss
[9] stocks
[8] astronomy
[8] imageoftheday

Top Hashtags in Tweet in G2:
[2] usaf
[2] palmdale
[2] rocket
[2] launch
[2] rocketlaunch
[1] b21
[1] uav
[1] globalhawk
[1] northrop
[1] northropgru

Top Hashtags in Tweet in G3:
[52] ng12
[33] cygnus
[22] northropgrumman
[14] antares
[12] ssalanbean
[7] science
[6] naval
[6] nasa
[6] crs12
[5] iss

Top Hashtags in Tweet in G4:
[1] wwg1wga
[1] voteredtosaveamerica
[1] qarmy
[1] wwg1wgaworldwide
[1] epsteindidntkillhimself
[1] chiefskingdom
[1] democrats

Top Hashtags in Tweet in G5:
[22] space
[22] nasa
[9] science
[3] picoftheday
[3] photography
[3] nasasocial
[2] starneutronseries
[2] ifttt
[2] photo
[2] breaking

Top Hashtags in Tweet in G7:
[2] cygnus
[1] iss
[1] nasa
[1] ngc
[1] antares
[1] nasatv
[1] facf19

Top Hashtags in Tweet in G10:
[10] kaliningrad
[5] workonwhatmatters
[4] programming
[3] northropgrumman
[2] icymi
[2] 40under40
[2] primeemployerforwomen
[2] leadbyexample
[2] uav
[2] drones

Top Words
Top Words in Tweet in Entire Graph:
[1141] Words in Sentiment List#1: Positive
[375] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[88421] Non-categorized Words
[89937] Total Words
[4384] northrop
[4273] grumman
[2656] nasa
[2544] cargo
[2367] station

Top Words in Tweet in G1:
[2309] northrop
[2279] grumman
[2016] nasa
[1777] station
[1762] cargo
[1734] mission
[1691] science
[1332] resupply
[1232] bringing
[618] space

Top Words in Tweet in G2:
[320] northrop
[320] grumman
[301] antares
[288] johnkrausphotos
[272] s
[267] rocket
[229] 8
[229] 200
[229] pounds
[219] cargo

Top Words in Tweet in G3:
[200] northrop
[193] grumman
[164] launch
[159] northropgrumman
[96] 12
[83] s
[78] cargo
[74] rocket
[65] ng
[60] cygnus

Top Words in Tweet in G4:
[3] realdonaldtrump
[3] hiding
[3] ufos
[3] thetford57
[3] sjpfish
[2] tomfitton
[2] chuckcallesto
[2] bluestatesos
[2] dfbharvard
[2] markkirin_

Top Words in Tweet in G5:
[210] nasa
[181] northrop
[181] grumman
[169] station
[162] cargo
[161] mission
[159] science
[127] resupply
[123] bringing
[45] space

Top Words in Tweet in G6:
[164] northrop
[164] grumman
[157] launches
[157] spacecraft
[154] reuters
[119] deliver
[119] supplies
[106] space
[93] nasa
[68] international

Top Words in Tweet in G7:
[159] northrop
[149] grumman
[136] s
[135] spaceflightnow
[90] rocket
[81] cygnus
[81] launch
[79] antares
[71] virginia
[64] cargo

Top Words in Tweet in G8:
[140] 1
[140] 2
[71] в
[71] на
[70] новости
[70] космической
[70] гонки
[70] роскосмос
[70] отказался
[70] от

Top Words in Tweet in G9:
[7] northrop
[7] grumman
[5] lockheed
[5] s
[5] klinechris3
[5] approvedrepubl1
[5] paven_sherlock
[5] chochajohn
[5] nicholastaingu1
[5] pavensecretary

Top Words in Tweet in G10:
[37] northrop
[37] grumman
[25] s
[22] ng_careers
[20] awarded
[20] contract
[16] october
[16] career
[16] 000
[15] hosting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4266] northrop,grumman
[1998] science,cargo
[1581] resupply,mission
[1493] grumman,resupply
[1465] mission,bringing
[1465] bringing,science
[1448] cargo,station
[1267] station,nasa
[907] space,station
[555] station,northrop

Top Word Pairs in Tweet in G1:
[2277] northrop,grumman
[1675] science,cargo
[1264] resupply,mission
[1237] grumman,resupply
[1232] mission,bringing
[1232] bringing,science
[1221] cargo,station
[1079] station,nasa
[552] space,station
[466] station,northrop

Top Word Pairs in Tweet in G2:
[320] northrop,grumman
[270] grumman,antares
[267] antares,rocket
[229] 8,200
[229] 200,pounds
[205] s,hot
[205] hot,two
[205] two,rd
[205] rd,181
[205] 181,engines

Top Word Pairs in Tweet in G3:
[193] northrop,grumman
[65] ng,12
[42] northropgrumman,#ng12
[41] antares,rocket
[40] grumman,antares
[39] 12,launch
[35] launch,tomorrow
[35] tomorrow,morning
[34] go,launch
[33] teams,completed

Top Word Pairs in Tweet in G4:
[3] hiding,ufos

Top Word Pairs in Tweet in G5:
[181] northrop,grumman
[158] science,cargo
[124] resupply,mission
[123] grumman,resupply
[123] mission,bringing
[123] bringing,science
[123] cargo,station
[105] station,nasa
[45] space,station
[35] nasa,science

Top Word Pairs in Tweet in G6:
[164] northrop,grumman
[157] grumman,launches
[157] launches,spacecraft
[154] reuters,northrop
[92] spacecraft,nasa
[68] international,space
[67] space,station
[65] spacecraft,deliver
[65] deliver,supplies
[65] supplies,international

Top Word Pairs in Tweet in G7:
[149] northrop,grumman
[75] antares,rocket
[66] spaceflightnow,northrop
[50] space,station
[41] grumman,cygnus
[39] grumman,antares
[37] grumman,s
[34] alan,bean
[28] cygnus,supply
[28] supply,ship

Top Word Pairs in Tweet in G8:
[70] новости,космической
[70] космической,гонки
[70] гонки,1
[70] 1,роскосмос
[70] роскосмос,отказался
[70] отказался,от
[70] от,ракеты
[70] ракеты,ангара
[70] ангара,1
[70] 1,2

Top Word Pairs in Tweet in G9:
[7] northrop,grumman
[5] klinechris3,approvedrepubl1
[5] approvedrepubl1,paven_sherlock
[5] paven_sherlock,chochajohn
[5] chochajohn,nicholastaingu1
[5] nicholastaingu1,pavensecretary
[5] pavensecretary,pavensherlock
[5] pavensherlock,uspaven
[4] grumman,lockheed
[4] lockheed,martin

Top Word Pairs in Tweet in G10:
[37] northrop,grumman
[15] hosting,26
[15] 26,person
[15] person,events
[15] events,october
[15] october,hiring
[15] hiring,teams
[15] teams,nationwide
[15] nationwide,explore
[15] explore,career

Top Replied-To
Top Replied-To in Entire Graph:
@northropgrumman
@realdonaldtrump
@nasa
@jinpayn
@necn
@ng_careers
@thetford57
@chuckcallesto
@tomfitton
@hillaryclinton

Top Replied-To in G1:

Top Replied-To in G2:
@djsnm

Top Replied-To in G3:
@northropgrumman
@miguelurrutiar
@caetuscap

Top Replied-To in G4:
@realdonaldtrump
@tomfitton
@chuckcallesto
@thetford57
@jamesokeefeiii
@speakerpelosi
@hillaryclinton
@w_terrence
@usafricacommand
@gopleader

Top Replied-To in G5:
@murillomartins
@nasa

Top Replied-To in G7:
@rocketpartyavr

Top Replied-To in G9:
@speakerpelosi
@53rdwrs
@realdonaldtrump
@klinechris3
@daicing
@hillaryclinton
@lavagrants

Top Replied-To in G10:
@ng_careers

Top Mentioned
Top Mentioned in Entire Graph:
@johnkrausphotos
@northropgrumman
@nasa
@reuters
@spaceflightnow
@vitauskas_a
@nasa_wallops
@trevormahlmann
@spacetoday1
@youtube

Top Mentioned in G1:
@defpostmedia
@dataprivacyfeed
@scubatsa31
@toomuchprotein
@punishedkomrade
@toocrazy_fox
@aftvitaliy

Top Mentioned in G2:
@johnkrausphotos
@nasaspaceflight
@jeanfranoispel6
@schilkescott
@northropgrumman
@rocketpunkrick
@aviacaorecife
@linceanalista
@valerieinsinna
@astrovicnet

Top Mentioned in G3:
@northropgrumman
@nasa_wallops
@trevormahlmann
@iss_casis
@nasasocial
@johnkrausphotos
@nasaspaceflight
@colleendoran
@spacenews_inc
@spaceflightnow

Top Mentioned in G4:
@dfbharvard
@markkirin_
@go4itbas
@killabeas69
@ih8uj
@shipmate68
@red3691
@cmccbyfaith
@bigbillshater
@my_trigger11

Top Mentioned in G5:
@nasa
@murillomartins
@norfolkacademy
@neutronstartop
@na
@jwtuckr
@go4liftoff
@nasasocial
@northropgrumman
@emceeslim

Top Mentioned in G6:
@reuters
@johnkrausphotos
@angeldemontv

Top Mentioned in G7:
@spaceflightnow
@spaceflightins
@johnkrausphotos
@metatetsu
@spaceflorida
@northropgrumman
@nasaspaceflight
@flventure
@lh2nhi

Top Mentioned in G8:
@vitauskas_a
@reuters

Top Mentioned in G9:
@approvedrepubl1
@paven_sherlock
@chochajohn
@nicholastaingu1
@pavensecretary
@pavensherlock
@uspaven
@sherlockpaven
@klinechris3
@real

Top Mentioned in G10:
@ng_careers
@thedewline
@kaltemalte53
@to
@rabrowne75
@northropgrumman
@gotrcentralmd
@swetalk
@johnkrausphotos
@towersight

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@americanbanking
@vaporware
@market_screener
@tickerreport
@arkangelscrap
@consumerfeed
@allthenewsisnow
@robinsnewswire
@sirajs0l

Top Tweeters in G1:
@occuworld
@americanbanking
@vaporware
@market_screener
@tickerreport
@consumerfeed
@allthenewsisnow
@robinsnewswire
@sirajs0l
@watchlistn

Top Tweeters in G2:
@fredkiesche
@hondayasuyuki
@winobs
@chinghizm
@casius_
@igorcarron
@kdarbandi
@didiermisson
@luisevanegas
@stkmk

Top Tweeters in G3:
@libertad717
@raumunz
@kaleldata
@elknight20
@xandaolp
@green_forest8
@tbaldwin510b
@jetcitystar
@beenewsdaily
@shorealonefilms

Top Tweeters in G4:
@bbcnews
@jcoralpark
@fairyq15
@laurelsobol
@beverlyconserv1
@rl9631
@elagrew
@ktulnews
@crt39437
@patti_sc60

Top Tweeters in G5:
@emceeslim
@rhcm123
@die_gramm
@vanguardiamx
@nadeemansary
@marcostostes
@eudesrj
@mousetr1
@jamestownwx
@el_ciudadano

Top Tweeters in G6:
@eggry
@pmgeezer
@paramilipic
@tea_party_chris
@raygibbs1
@therezafontoura
@reuters
@suzanneinlgb
@suzume225
@mwirigi

Top Tweeters in G7:
@superalloyzz
@eyegloarts
@ken_crichlow
@thmda
@rxk14007
@shohei_
@hemeterio
@majjackdowning
@kei_kei_twi
@benishii_

Top Tweeters in G8:
@maria09121953
@kabanmadan
@lisskin17
@natalieb1952
@ljuka0312
@zonov_sl
@larussarossa
@vvizhu
@hy_u_hy
@vadimslus

Top Tweeters in G9:
@bostonglobe
@nytimes
@washingtonpost
@wsj
@cnn
@slpng_giants
@realdonaldtrump
@heraldmailnews
@senategop
@meghanmccain

Top Tweeters in G10:
@aaroncuddeback
@gambiste1
@planespotiscool
@katrinahagen2
@vvanwilgenburg
@jjcarafano
@mtmamaskullz
@nzaircraftfan
@sable47552204
@gissisim


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