#NASASocial, Twitter, 11/11/2019 7:43:13 AM, 216034


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#NASASocial_2019-11-10_23-31-19.xlsx
#NASASocial_2019-11-10_23-31-19.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 11, 2019
Short Description:
#NASASocial via NodeXL http://bit.ly/34Kt5Fi
@nasa
@boeingspace
@space_station
@nasasocial
@ulalaunch
@nasakennedy
@davidmurr
@commercial_crew
@nasa_wallops
@kilbyplum

Top hashtags:
#nasasocial
#cygnus
#starliner
#nasa
#atlasv
#antares
#space
#ng12
#northropgrumman

Description:
Description
The graph represents a network of 1,253 Twitter users whose recent tweets contained "#NASASocial", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 11 November 2019 at 07:32 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 50-minute period from Saturday, 02 November 2019 at 11:10 UTC to Monday, 11 November 2019 at 07:01 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 : 1253
Unique Edges : 4017
Edges With Duplicates : 1222
Total Edges : 5239
Self-Loops : 120
Reciprocated Vertex Pair Ratio : 0.00503547722590982
Reciprocated Edge Ratio : 0.0100204964700524
Connected Components : 54
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 1161
Maximum Edges in a Connected Component : 5119
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.485191
Graph Density : 0.00279903311923588
Modularity : 0.37166
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,253 Twitter users whose recent tweets contained "#NASASocial", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 11 November 2019 at 07:32 UTC.

The tweets in the network were tweeted over the 8-day, 19-hour, 50-minute period from Saturday, 02 November 2019 at 11:10 UTC to Monday, 11 November 2019 at 07:01 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 : TwitterSearch
Graph Term : #NASASocial
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
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[49] https://twitter.com/NASA/status/1192861846308560898
[15] https://twitter.com/nasa/status/1193564225404391424
[5] http://adamthemartian.smackjeeves.com/links/
[4] https://www.nasa.gov/feature/experience-the-launch-of-boeing-s-orbital-flight-test/
[3] https://twitter.com/cnet/status/1193226746855751681
[3] https://techcrunch.com/2019/11/04/a-startup-just-launched-red-wine-to-the-international-space-station-to-age-for-12-months/
[3] https://twitter.com/nikkipeirson/status/1190828957777768449
[3] https://twitter.com/KilbyPlum/status/1191032735822942209
[3] https://twitter.com/i/moments/1191104325315117059
[3] https://twitter.com/itskellykline/status/1190771462069723142

Top URLs in Tweet in G1:
[30] https://twitter.com/NASA/status/1192861846308560898
[9] https://twitter.com/nasa/status/1193564225404391424
[2] https://www.nasa.gov/feature/experience-the-launch-of-boeing-s-orbital-flight-test
[2] https://twitter.com/NASA/status/1193564225404391424
[1] https://twitter.com/ulalaunch/status/1193568089226522626
[1] https://www.nasa.gov/feature/experience-the-launch-of-boeing-s-orbital-flight-test?utm_source=TWITTER&utm_medium=NASA&utm_campaign=NASASocial&linkId=76787118
[1] https://www.instagram.com/p/B4ncIUXAsWJ/?igshid=1jxvsmwlx5pyz

Top URLs in Tweet in G2:
[10] https://twitter.com/NASA/status/1192861846308560898
[3] https://www.nasa.gov/live
[3] https://twitter.com/i/moments/1191104325315117059
[3] https://twitter.com/itskellykline/status/1190771462069723142
[3] https://twitter.com/nikkipeirson/status/1190828957777768449
[3] https://twitter.com/KilbyPlum/status/1191032735822942209
[2] https://www.nasa.gov/nasalive/
[1] https://www.nasa.gov/feature/experience-the-launch-of-boeing-s-orbital-flight-test?utm_source=TWITTER&utm_medium=NASASocial&utm_campaign=NASASocial&linkId=76787144
[1] https://www.nasa.gov/wallops/2019/feature/watch-the-november-2-antares-launch-from-wallops
[1] https://twitter.com/NASA_Wallops/status/1189608573615124481

Top URLs in Tweet in G3:
[6] https://twitter.com/NASA/status/1192861846308560898
[4] https://twitter.com/nasa/status/1193564225404391424
[1] https://www.nasa.gov/feature/experience-the-launch-of-boeing-s-orbital-flight-test?utm_source=TWITTER&utm_medium=NASA&utm_campaign=NASASocial&linkId=76787118
[1] https://www.nasa.gov/feature/experience-the-launch-of-the-spacex-crs-19-mission?utm_source=TWITTER&utm_medium=NASA&utm_campaign=NASASocial&linkId=75932919
[1] https://www.nasa.gov/feature/experience-the-launch-of-the-spacex-crs-19-mission?utm_source=TWITTER&utm_medium=NASA&utm_campaign=NASASocial&linkId=75996352
[1] https://www.nasa.gov/feature/experience-the-launch-of-the-spacex-crs-19-mission?utm_source=TWITTER&utm_medium=NASA&utm_campaign=NASASocial&linkId=76054903
[1] https://www.nasa.gov/feature/experience-the-launch-of-the-spacex-crs-19-mission?utm_source=TWITTER&utm_medium=NASA&utm_campaign=NASASocial&linkId=75791377
[1] https://www.nasa.gov/feature/experience-the-launch-of-boeing-s-orbital-flight-test?utm_source=TWITTER&utm_medium=NASA&utm_campaign=NASASocial&linkId=76705611
[1] https://go.nasa.gov/2p1Hq19
[1] https://twitter.com/torybruno/status/1192874282780626944

Top URLs in Tweet in G4:
[2] https://twitter.com/NASA/status/1192861846308560898
[1] https://twitter.com/Space_Station/status/1190633754269605889
[1] https://arstechnica-com.cdn.ampproject.org/v/s/arstechnica.com/science/2019/11/at-nasas-request-boeing-will-livestream-key-starliner-test/?amp=1&usqp=mq331AQCKAE%3D&_js_v=0.1
[1] https://twitter.com/ageekmom/status/1190635605870489601
[1] https://www.instagram.com/p/B4YnWGMBwq3/?igshid=1pxcjr3yms3me
[1] https://m.imdb.com/title/tt10659366/
[1] https://josecuadros.tumblr.com/post/122368414563/this-is-a-solution-to-eliminate-the-climate#_=_
[1] https://twitter.com/7s7Sound/status/1191567988262088705
[1] https://twitter.com/NASASocial/status/1191194489915871232
[1] http://www.carfulofkids.com/2019/08/9-nasa-visitor-centers-to-visit-across-u-s/

Top URLs in Tweet in G5:
[2] https://www.kickstarter.com/projects/theexpanse/the-expanse-officially-licensed-roci-collectors-edition?ref=user_menu

Top URLs in Tweet in G8:
[1] https://cmun.it/e/gyxpux/e/nasas-exploration-of-the-outer-solar-system-tickets-80499545307?t=1573457515
[1] https://cmun.it/e/gyxpux/e/nasas-exploration-of-the-outer-solar-system-tickets-80499545307?t=1573457516

Top URLs in Tweet in G9:
[1] https://www.nasa.gov/feature/experience-the-launch-of-boeing-s-orbital-flight-test/

Top URLs in Tweet in G10:
[1] https://abcnews.go.com/US/space-satellite-crashes-front-yard-michigan-home/story?id=66562086

Top Domains
Top Domains in Tweet in Entire Graph:
[112] twitter.com
[42] nasa.gov
[10] youtube.com
[5] wordpress.com
[5] smackjeeves.com
[4] instagram.com
[3] techcrunch.com
[2] orau.org
[2] cmun.it
[2] kickstarter.com

Top Domains in Tweet in G1:
[42] twitter.com
[3] nasa.gov
[1] instagram.com

Top Domains in Tweet in G2:
[42] twitter.com
[12] nasa.gov
[3] youtube.com
[2] orau.org
[2] instagram.com
[1] pwcs.edu
[1] itskellykline.com
[1] phys.org

Top Domains in Tweet in G3:
[17] nasa.gov
[11] twitter.com
[1] medium.com
[1] msn.com
[1] youtube.com
[1] ansa.it

Top Domains in Tweet in G4:
[10] twitter.com
[3] nasa.gov
[2] youtube.com
[2] wordpress.com
[1] ampproject.org
[1] instagram.com
[1] imdb.com
[1] tumblr.com
[1] carfulofkids.com
[1] tal-com.com

Top Domains in Tweet in G5:
[2] kickstarter.com

Top Domains in Tweet in G8:
[2] cmun.it

Top Domains in Tweet in G9:
[1] nasa.gov

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[915] nasasocial
[139] cygnus
[93] starliner
[91] nasa
[76] atlasv
[62] antares
[35] space
[34] ng12
[15] northropgrumman
[12] iac2019



Top Hashtags in Tweet in G1:
[425] nasasocial
[47] atlasv
[47] starliner
[6] cygnus
[2] nasa
[2] 35mm
[1] anniversarytees
[1] lookup
[1] launchingflightssince2014
[1] antares

Top Hashtags in Tweet in G2:
[308] nasasocial
[131] cygnus
[60] antares
[36] nasa
[33] ng12
[15] starliner
[15] northropgrumman
[11] atlasv
[11] space
[10] iac2019

Top Hashtags in Tweet in G3:
[62] nasasocial
[16] starliner
[11] atlasv
[10] nasa
[8] space
[6] marte
[6] cometa
[5] spacewalker
[3] intelcon
[3] pdb

Top Hashtags in Tweet in G4:
[42] nasasocial
[12] nasa
[11] starliner
[5] atlasv
[4] space
[2] ksc
[2] mars2020
[2] mars
[2] tmro
[1] cygnus

Top Hashtags in Tweet in G5:
[2] nasa
[2] roci
[1] theexpanse
[1] amazonprimevideo
[1] nasasocial

Top Hashtags in Tweet in G6:
[6] nasasocial
[2] nasaexplorers
[1] nasa
[1] spacerace
[1] electronrocket
[1] nasa_app
[1] rocketlaunch
[1] nasamoon
[1] nasamars
[1] spacex

Top Hashtags in Tweet in G7:
[4] nasasocial
[4] spacex
[1] spaceweek
[1] rocketcity

Top Hashtags in Tweet in G8:
[3] nasa
[2] nasasocial
[1] ff
[1] space
[1] manchester
[1] stem

Top Hashtags in Tweet in G9:
[5] nasasocial
[2] spacevision2019
[1] spacefam

Top Hashtags in Tweet in G10:
[1] flatearth
[1] nasa
[1] nasalies
[1] nasasocial

Top Words
Top Words in Tweet in Entire Graph:
[794] Words in Sentiment List#1: Positive
[106] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[55795] Non-categorized Words
[56695] Total Words
[1672] #nasasocial
[1234] launch
[765] spacecraft
[725] #starliner
[677] uncrewed

Top Words in Tweet in G1:
[565] #nasasocial
[561] launch
[397] rocket
[379] spacecraft
[369] #starliner
[347] dec
[334] uncrewed
[325] nasakennedy
[325] boeingspace
[323] watch

Top Words in Tweet in G2:
[610] #nasasocial
[317] launch
[246] nasasocial
[229] nasa_wallops
[223] nasa
[171] rocket
[149] s
[141] #cygnus
[130] space_station
[120] northropgrumman

Top Words in Tweet in G3:
[357] #nasasocial
[319] launch
[317] apply
[299] flight
[299] test
[297] #starliner
[296] space_station
[295] 17
[294] social
[294] media

Top Words in Tweet in G4:
[42] #nasasocial
[17] launch
[15] nasa
[12] #nasa
[11] #starliner
[11] uncrewed
[10] test
[10] flight
[10] watch
[10] boeingspace

Top Words in Tweet in G5:
[2] make
[2] real
[2] spaceship
[2] #nasa
[2] building
[2] #roci
[2] nasajpl
[2] nasaexoplanets
[2] nasa_astronauts
[2] expanseonprime

Top Words in Tweet in G6:
[6] #nasasocial
[2] great
[2] rocketlab
[2] t
[2] #nasaexplorers
[2] sure

Top Words in Tweet in G7:
[4] accepted
[4] #nasasocial
[4] crs
[4] 19
[4] #spacex
[4] spacecampusa
[4] spacecampalumni
[4] former
[4] camper
[4] commander

Top Words in Tweet in G8:
[3] #nasa
[2] dansodergren
[2] thelandingmcuk
[2] mediacityuk
[2] #nasasocial
[2] 30

Top Words in Tweet in G9:
[5] #nasasocial
[3] s
[2] meant
[2] last
[2] day
[2] #spacevision2019
[2] time
[2] apply
[2] always
[2] highly

Top Words in Tweet in G10:
[15] space
[5] sheeple
[5] came
[5] thats
[5] attach
[5] da
[5] balloon
[5] def
[5] cause
[5] satalittle

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[481] social,media
[478] flight,test
[450] #nasasocial,see
[445] test,space_station
[407] attend,#nasasocial
[379] nov,17
[372] apply,nov
[364] uncrewed,flight
[359] time,apply
[358] first,time

Top Word Pairs in Tweet in G1:
[301] opening,doors
[282] commercial_crew,program
[282] #starliner,spacecraft
[279] #nasasocial,event
[272] doors,#nasasocial
[272] tour,nasakennedy
[271] event,dec
[271] dec,tour
[271] nasakennedy,learn
[271] learn,commercial_crew

Top Word Pairs in Tweet in G2:
[78] nasasocial,#nasasocial
[59] twitter,moment
[58] rocket,launch
[58] check,out
[58] nasa_wallops,nasasocial
[56] nasa_wallops,space_station
[56] #nasadog,#dogsoftwitter
[54] see,#cygnus
[54] #cygnus,cargo
[54] cargo,ship

Top Word Pairs in Tweet in G3:
[295] flight,test
[294] social,media
[290] attend,#nasasocial
[289] nov,17
[289] #nasasocial,see
[289] test,space_station
[286] apply,nov
[286] uncrewed,flight
[283] use,social
[283] media,share

Top Word Pairs in Tweet in G4:
[8] flight,test
[7] nov,17
[6] #nasa,#nasasocial
[6] apply,nov
[6] 17,attend
[6] attend,#nasasocial
[6] #nasasocial,see
[6] #starliner,launch
[6] launch,uncrewed
[6] uncrewed,flight

Top Word Pairs in Tweet in G5:
[2] make,real
[2] real,spaceship
[2] spaceship,#nasa
[2] #nasa,building
[2] building,#roci
[2] #roci,nasajpl
[2] nasajpl,nasaexoplanets
[2] nasaexoplanets,nasa_astronauts
[2] nasa_astronauts,expanseonprime
[2] expanseonprime,theexpansewr

Top Word Pairs in Tweet in G7:
[4] accepted,#nasasocial
[4] #nasasocial,crs
[4] crs,19
[4] 19,#spacex
[4] #spacex,spacecampusa
[4] spacecampusa,spacecampalumni
[4] spacecampalumni,former
[4] former,camper
[4] camper,commander
[4] commander,public

Top Word Pairs in Tweet in G9:
[2] meant,last
[2] last,day
[2] day,#spacevision2019
[2] #spacevision2019,s
[2] s,time
[2] time,apply
[2] apply,#nasasocial
[2] #nasasocial,always
[2] always,highly
[2] highly,recommended

Top Word Pairs in Tweet in G10:
[5] sheeple,came
[5] came,space
[5] space,thats
[5] thats,attach
[5] attach,da
[5] da,balloon
[5] balloon,def
[5] def,space
[5] space,cause
[5] cause,satalittle

Top Replied-To
Top Replied-To in Entire Graph:
@nasa_wallops
@colleendoran
@nasa
@jimbridenstine
@northropgrumman
@amandafreuler
@kellyanne1905
@waywardplane
@sarakatew
@rmusial1

Top Replied-To in G1:
@nasa

Top Replied-To in G2:
@nasa_wallops
@colleendoran
@jimbridenstine
@northropgrumman
@itskellykline
@amandafreuler
@kellyanne1905
@waywardplane
@doubletree
@sarakatew

Top Replied-To in G3:
@capletonmusic
@rurdu6

Top Replied-To in G6:
@peter_j_beck
@nasa
@strang3r_girl

Top Replied-To in G8:
@dansodergren

Top Replied-To in G9:
@icosanaut
@davidmurr

Top Mentioned
Top Mentioned in Entire Graph:
@boeingspace
@space_station
@ulalaunch
@nasakennedy
@commercial_crew
@nasasocial
@nasa_wallops
@nasa
@northropgrumman
@spacex

Top Mentioned in G1:
@boeingspace
@ulalaunch
@nasakennedy
@commercial_crew
@space_station
@spacex
@nasa_wallops
@nasasocial
@nasa
@torybruno

Top Mentioned in G2:
@nasasocial
@nasa_wallops
@nasa
@space_station
@northropgrumman
@boeingspace
@ulalaunch
@cygnus
@iss_casis
@nasakennedy

Top Mentioned in G3:
@boeingspace
@space_station
@nasa
@ulalaunch
@nasakennedy
@divulgazioneuai
@ansascienza
@commercial_crew
@billgates
@spacex

Top Mentioned in G5:
@nasajpl
@nasaexoplanets
@nasa_astronauts
@expanseonprime
@theexpansewr
@theexpansepo
@primevideo

Top Mentioned in G6:
@rocketlab
@nasakennedy
@boeingspace
@commercial_crew
@nasa_wallops
@lockheedmartin
@spacex
@backyrdastroguy
@nasasocial
@iac2019dc

Top Mentioned in G7:
@spacecampusa
@spacecampalumni
@hsvk12

Top Mentioned in G8:
@thelandingmcuk
@mediacityuk
@healthcareldr
@inthecompanyof
@nasa
@dansodergren

Top Mentioned in G9:
@sedsspacevision
@shawn_cvetezar

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@cowboyscifibot
@pedrocantue
@raumunz
@chrisbrey1
@kaleldata
@givemepie360
@a110105
@bhayalal
@pickooo

Top Tweeters in G1:
@oldlady12345
@pedrocantue
@chrisbrey1
@givemepie360
@bhayalal
@he1fineartist
@barbiesway
@beenewsdaily
@hanabi_biyori87
@xhertx

Top Tweeters in G2:
@raumunz
@kaleldata
@pickooo
@lobaoeletrico
@annoula64
@llama_strudel
@julius_alf
@dormousegirl
@erislovesmovies
@irlandia

Top Tweeters in G3:
@a110105
@issaboveyou
@winobs
@ollivier_yves
@cgduck5
@matsumocchi
@ericttung
@larsthewanderer
@alejandro_debh
@ponterf

Top Tweeters in G4:
@liprap
@biggreenpen
@joscuadros
@quieroestarahi
@ultraflashgun
@kittykatya
@chad_wsaw
@agilistaag
@wiredforflight
@rougenasa

Top Tweeters in G5:
@primevideo
@flascinder
@nasa_astronauts
@theexpansewr
@nasaexoplanets
@theexpansepo
@expanseonprime
@expanselaunch

Top Tweeters in G6:
@backyrdastroguy
@bamateach1
@rocketlab
@iac2019dc
@strang3r_girl
@peter_j_beck
@mlabsxm

Top Tweeters in G7:
@stephenanfield
@hsvk12
@spacecampusa
@jonmagnussonof
@tazz602
@ryanawilcox
@spacecampalumni

Top Tweeters in G8:
@inthecompanyof
@glengilmore
@dansodergren
@mediacityuk
@thelandingmcuk
@healthcareldr

Top Tweeters in G9:
@plainy
@spacenerd19
@icosanaut
@sedsspacevision
@shawn_cvetezar

Top Tweeters in G10:
@weenielinguini
@arsenikarp
@ak_icestorm
@firmamentdome
@burningriveran1


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