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Facebook research Twitter NodeXL SNA Map and Report for Thursday, 05 September 2019 at 11:52 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
September 05, 2019
Short Description:
Facebook research via NodeXL http://bit.ly/2PKhraW
@facebook
@adekleine
@carolecadwalla
@profshaw
@swayslandjordan
@theleftyleftie
@facebookai
@jhuclsp
@reuters
@chachomanopapa

Top hashtags:
#genealogy
#facebook
#markrobbinsnetwork
#research
#job
#ai
#nlp
#hbonmymind

Description:
Description
The graph represents a network of 8,513 Twitter users whose recent tweets contained "Facebook research", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Thursday, 05 September 2019 at 12:51 UTC.

The tweets in the network were tweeted over the 9-day, 15-hour, 15-minute period from Monday, 26 August 2019 at 20:33 UTC to Thursday, 05 September 2019 at 11:48 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 : 8513
Unique Edges : 11002
Edges With Duplicates : 1909
Total Edges : 12911
Number of Edge Types : 4
Tweet : 2963
Retweet : 4346
Mentions : 4973
Replies to : 629
Self-Loops : 3031
Reciprocated Vertex Pair Ratio : 0.0144246180147452
Reciprocated Edge Ratio : 0.0284390141141774
Connected Components : 2460
Single-Vertex Connected Components : 1624
Maximum Vertices in a Connected Component : 2624
Maximum Edges in a Connected Component : 4819
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.14424
Graph Density : 0.000131019210778032
Modularity : 0.769973
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[894] https://twitter.com/Dan_Cestors
[483] https://www.facebook.com/DanCestorsGenealogy/
[472] https://dan-cestors.com/
[100] https://www.reuters.com/article/us-facebook-election-research/researchers-studying-facebooks-impact-on-democracy-threaten-to-quit-idUSKCN1VI04F
[80] https://venturebeat.com/2019/08/28/facebook-founds-ai-language-research-consortium-to-solve-challenges-in-natural-language-processing/
[50] https://www.reuters.com/article/us-facebook-election-research-idUSKCN1VI04F?utm_campaign=trueAnthem:+Trending+Content&utm_content=5d65e4f737ca340001d00ff7&utm_medium=trueAnthem&utm_source=twitter
[46] https://techcrunch.com/2019/01/10/facebook-addiction-research/
[45] https://siecledigital.fr/2019/08/30/facebook-vient-de-fonder-un-consortium-baptise-ai-language-research/
[37] https://www.reuters.com/article/us-facebook-election-research-idUSKCN1VI04F?utm_campaign=trueAnthem%3A+Trending+Content&utm_content=5d6612be37ca340001d01319&utm_medium=trueAnthem&utm_source=twitter
[34] https://www.reuters.com/article/us-facebook-election-research-idUSKCN1VI04F

Top URLs in Tweet in G1:
[894] https://twitter.com/Dan_Cestors
[483] https://www.facebook.com/DanCestorsGenealogy/
[472] https://dan-cestors.com/
[44] https://www.reuters.com/article/us-facebook-election-research/researchers-studying-facebooks-impact-on-democracy-threaten-to-quit-idUSKCN1VI04F
[36] https://techcrunch.com/2019/01/10/facebook-addiction-research/
[33] https://venturebeat.com/2019/08/28/facebook-founds-ai-language-research-consortium-to-solve-challenges-in-natural-language-processing/
[26] https://www.youtube.com/watch?v=AGxh9LCFaGk&feature=youtu.be

[23] https://www.dan-cestors.com/
[23] https://www.youtube.com/watch?v=fXQb19vwXu8&feature=youtu.be

[20] https://www.reddit.com/r/technology/comments/cwk44s/research_finds_heavy_facebook_users_make_impaired/?utm_source=ifttt

Top URLs in Tweet in G2:
[3] https://www.reuters.com/article/us-facebook-election-research/researchers-studying-facebooks-impact-on-democracy-threaten-to-quit-idUSKCN1VI04F?feedType=RSS&feedName=politicsNews&utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Reuters%2FPoliticsNews+%28Reuters+Politics+News%29
[2] https://www.reuters.com/article/us-facebook-election-research/funders-threaten-to-quit-facebook-project-studying-impact-on-democracy-idUSKCN1VI04F?feedType=RSS&feedName=politicsNews&utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Reuters%2FPoliticsNews+%28Reuters+Politics+News%29
[1] https://www.nybooks.com/daily/2019/08/27/the-oligarch-threat/
[1] https://techcrunch.com/2019/01/10/facebook-addiction-research/

Top URLs in Tweet in G3:
[8] https://www.facebook.com/nhentpage
[6] https://venturebeat.com/2019/08/28/facebook-founds-ai-language-research-consortium-to-solve-challenges-in-natural-language-processing/
[5] https://facebook.com/nhentpage
[4] https://www.facebook.com/IQVIAClinicalResearch/
[4] https://www.facebook.com/IAmMoreThanDiabetes/
[4] https://www.reuters.com/article/us-facebook-election-research/researchers-studying-facebooks-impact-on-democracy-threaten-to-quit-idUSKCN1VI04F
[3] https://ai.facebook.com/blog/ai-language-research-consortium-announcement/
[3] https://www.facebook.com/TheCornerOfSecondAndClark/videos/2342154072526776/
[3] https://www.facebook.com/business/news/insights/maximize-reach-with-out-of-home-and-facebook-campaigns
[2] https://www.facebook.com/141185749238467/posts/2695617350461948/

Top URLs in Tweet in G4:
[1] https://www.reuters.com/article/us-facebook-election-research/researchers-studying-facebooks-impact-on-democracy-threaten-to-quit-idUSKCN1VI04F

Top URLs in Tweet in G5:
[7] https://www.amazon.com/Frenemies-Social-Media-Polarizes-America/dp/1108472532
[4] https://ai.facebook.com/blog/ai-language-research-consortium-announcement/
[1] https://ai.facebook.com/blog/fastmri-challenge/
[1] https://ai.facebook.com/blog/advances-in-conversational-ai/
[1] https://ai.facebook.com/blog/open-sourcing-pyrobot-to-accelerate-ai-robotics-research/
[1] https://ai.facebook.com/blog/ai-language-research-consortium-announcement
[1] https://research.fb.com/wp-content/uploads/2019/06/VR-Facial-Animation-via-Multiview-Image-Translation.pdf
[1] https://conferences.sigcomm.org/events/apnet2019/slides/Industrial_2_1.pdf
[1] https://research.fb.com/people/zeng-james-hongyi/
[1] https://twitter.com/ogawa_tter/status/1144869663186145280

Top URLs in Tweet in G6:
[11] https://facebook.com/BJP4India
[11] https://pscp.tv/BJP4India
[10] https://youtube.com/BJP4India
[8] http://www.bjp.org/bjplive
[2] https://twitter.com/BJP4India/status/1166387396998520833/photo/1
[1] https://www.facebook.com/315252535308608/posts/1498874363613080/
[1] https://www.facebook.com/rakeshtnwar007/videos/717001422062657/?sfnsn=scwspmo

Top URLs in Tweet in G7:
[1] https://www.coreysdigs.com/global/controlling-minds-narratives-elections-google-youtube-facebook-twitter/

Top URLs in Tweet in G8:
[49] https://www.reuters.com/article/us-facebook-election-research-idUSKCN1VI04F?utm_campaign=trueAnthem:+Trending+Content&utm_content=5d65e4f737ca340001d00ff7&utm_medium=trueAnthem&utm_source=twitter
[37] https://www.reuters.com/article/us-facebook-election-research-idUSKCN1VI04F?utm_campaign=trueAnthem%3A+Trending+Content&utm_content=5d6612be37ca340001d01319&utm_medium=trueAnthem&utm_source=twitter
[32] https://www.reuters.com/article/us-facebook-election-research-idUSKCN1VI04F?utm_campaign=trueAnthem:+Trending+Content&utm_content=5d66b38f7ebf6f00017ac9c2&utm_medium=trueAnthem&utm_source=twitter
[5] https://ft.trib.al/ADV0EPC
[4] https://www.ft.com/content/147eddec-c916-11e9-af46-b09e8bfe60c0?shareType=nongift
[3] https://www.reuters.com/article/us-facebook-election-research/researchers-studying-facebooks-impact-on-democracy-threaten-to-quit-idUSKCN1VI04F
[2] https://ft.trib.al/FER6ToO
[1] https://trustinsights.news/56fyv
[1] https://www.reuters.com/article/us-facebook-election-research/funders-threaten-to-quit-facebook-project-studying-impact-on-democracy-idUSKCN1VI04F?feedType=RSS&feedName=topNews&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.reuters.com/article/us-facebook-election-research/researchers-studying-facebooks-impact-on-democracy-threaten-to-quit-idUSKCN1VI04F?feedType=RSS&feedName=topNews&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G9:
[1] https://research.fb.com/programs/fellowship/

Top URLs in Tweet in G10:
[31] https://www.roadtovr.com/facebook-expands-on-hyper-realistic-virtual-avatar-research/?platform=hootsuite
[19] https://www.roadtovr.com/facebook-expands-on-hyper-realistic-virtual-avatar-research/
[19] https://siecledigital.fr/2019/08/30/facebook-vient-de-fonder-un-consortium-baptise-ai-language-research/
[5] https://twinybots.ch/
[5] https://mmpconnect.com/in-significant-turnaround-dea-announces-steps-to-improve-access-to-medical-marijuana-research/
[3] https://siecledigital.fr/2019/08/30/facebook-vient-de-fonder-un-consortium-baptise-ai-language-research
[1] https://twitch.tv/vrbug
[1] https://www.facebook.com/events/freeport-illinois/crop-research-field-day/2445676878788083/
[1] https://www.roadtovr.com/facebook-expands-on-hyper-realistic-virtual-avatar-research/?utm_source=dlvr.it&utm_medium=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1982] facebook.com
[979] twitter.com
[495] dan-cestors.com
[394] reuters.com
[123] work4labs.com
[108] venturebeat.com
[92] youtube.com
[75] roadtovr.com
[59] siecledigital.fr
[52] techcrunch.com

Top Domains in Tweet in G1:
[1392] facebook.com
[924] twitter.com
[495] dan-cestors.com
[152] reuters.com
[73] youtube.com
[51] work4labs.com
[42] venturebeat.com
[40] techcrunch.com
[26] reddit.com
[25] siecledigital.fr

Top Domains in Tweet in G2:
[5] reuters.com
[1] nybooks.com
[1] techcrunch.com

Top Domains in Tweet in G3:
[41] facebook.com
[10] twitter.com
[7] venturebeat.com
[6] reuters.com
[6] buzzfeednews.com
[3] fb.com
[2] antibullyingcentre.ie
[2] trib.al
[2] futurism.com
[2] forbes.com

Top Domains in Tweet in G4:
[1] reuters.com

Top Domains in Tweet in G5:
[8] facebook.com
[7] amazon.com
[4] twitter.com
[4] businessinsider.de
[3] fb.com
[1] sigcomm.org
[1] arxiv.org
[1] businessinsider.com
[1] jmir.org
[1] linkedin.com

Top Domains in Tweet in G6:
[13] facebook.com
[11] pscp.tv
[10] youtube.com
[8] bjp.org
[2] twitter.com

Top Domains in Tweet in G7:
[1] coreysdigs.com

Top Domains in Tweet in G8:
[123] reuters.com
[7] ft.com
[7] trib.al
[1] trustinsights.news

Top Domains in Tweet in G9:
[1] fb.com

Top Domains in Tweet in G10:
[51] roadtovr.com
[22] siecledigital.fr
[5] twinybots.ch
[5] mmpconnect.com
[1] twitch.tv
[1] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[479] genealogy
[449] facebook
[443] markrobbinsnetwork
[387] research
[137] job
[126] ai
[102] nlp
[58] hbonmymind
[57] scientist
[52] democracy



Top Hashtags in Tweet in G1:
[473] genealogy
[443] markrobbinsnetwork
[131] research
[124] facebook
[56] job
[27] ai
[24] scientist
[20] redmondwaunitedstates
[17] socialmedia
[17] tech

Top Hashtags in Tweet in G2:
[1] thegreathack

Top Hashtags in Tweet in G3:
[41] facebook
[40] ai
[26] democracy
[15] artificialintelligence
[14] sarcoma
[10] research
[9] nlp
[8] diabetes
[7] tech
[6] follow

Top Hashtags in Tweet in G5:
[41] nlp
[40] machinetranslation
[7] nlproc
[5] ai
[1] robotics
[1] vr
[1] neuralnetworks
[1] compression
[1] digitalhealth
[1] ehealth

Top Hashtags in Tweet in G6:
[2] rt

Top Hashtags in Tweet in G8:
[1] rt

Top Hashtags in Tweet in G10:
[38] ia
[28] nlp
[18] vr
[17] virtualreality
[12] weed
[12] medicalmarijuana
[12] thc
[10] facebook
[5] ai
[4] consortium

Top Words
Top Words in Tweet in Entire Graph:
[9007] Words in Sentiment List#1: Positive
[7199] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Your list of keywords
[233718] Non-categorized Words
[249924] Total Words
[7301] research
[4529] facebook
[2272] amp
[1629] new
[1021] history

Top Words in Tweet in G1:
[1993] research
[982] family
[981] history
[935] link
[703] facebook
[589] amp
[556] out
[506] follow
[502] find
[487] fb

Top Words in Tweet in G2:
[855] facebook
[853] research
[837] cambridge
[834] amp
[832] surprising
[832] succeeded
[832] hogging
[832] limelight
[832] field
[832] rich

Top Words in Tweet in G3:
[390] facebook
[325] research
[111] amp
[54] data
[47] #ai
[46] lilagracerose
[42] google
[41] know
[40] twitter
[39] impact

Top Words in Tweet in G4:
[259] facebook
[259] research
[258] whoopi
[258] goldberg
[258] asked
[258] bernie
[258] tax
[258] companies
[258] amazon
[258] google

Top Words in Tweet in G5:
[279] research
[210] challenge
[152] winning
[150] ai
[144] facebook
[109] project
[108] invited
[108] 2019
[105] first
[105] fastmri

Top Words in Tweet in G6:
[179] research
[175] union
[175] home
[175] minister
[175] shri
[175] attend
[175] 49th
[175] foundation
[175] celebrations
[175] bureau

Top Words in Tweet in G7:
[329] research
[164] censorship
[164] levels
[164] against
[164] conservative
[164] happening
[164] controlling
[164] see
[164] hear
[164] brought

Top Words in Tweet in G8:
[124] studying
[124] impact
[124] democracy
[124] threaten
[124] quit
[123] researchers
[123] facebook's
[17] facebook
[16] research
[11] deadline

Top Words in Tweet in G9:
[246] applications
[123] 2020
[123] facebook
[123] fellowship
[123] program
[123] now
[123] open
[123] comp
[123] science
[123] amp

Top Words in Tweet in G10:
[126] facebook
[121] research
[91] de
[89] un
[68] du
[63] realistic
[56] publishes
[56] new
[56] hyper
[56] vient

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1151] new,research
[846] cambridge,analytica
[842] surprising,facebook
[842] facebook,succeeded
[842] succeeded,hogging
[842] hogging,limelight
[842] limelight,field
[842] field,rich
[842] rich,villains
[842] villains,important

Top Word Pairs in Tweet in G1:
[499] family,history
[485] find,out
[472] out,family
[472] history,photos
[472] photos,amp
[472] amp,stories
[472] stories,#genealogy
[472] fb,link
[472] link,follow
[447] family,research

Top Word Pairs in Tweet in G2:
[832] surprising,facebook
[832] facebook,succeeded
[832] succeeded,hogging
[832] hogging,limelight
[832] limelight,field
[832] field,rich
[832] rich,villains
[832] villains,important
[832] important,piece
[832] piece,significant

Top Word Pairs in Tweet in G3:
[37] lilagracerose,facebook
[29] threaten,quit
[26] google,facebook
[26] make,data
[26] data,available
[26] researchers,studying
[26] quit,facebook
[25] studying,#facebook's
[25] #facebook's,impact
[25] impact,#democracy

Top Word Pairs in Tweet in G4:
[258] whoopi,goldberg
[258] goldberg,asked
[258] asked,bernie
[258] bernie,tax
[258] tax,companies
[258] companies,amazon
[258] amazon,facebook
[258] facebook,google
[258] google,know
[258] know,maybe

Top Word Pairs in Tweet in G5:
[106] facebook,ai
[105] first,fastmri
[105] fastmri,challenge
[105] challenge,here
[105] here,based
[105] based,research
[105] research,project
[105] project,facebook
[105] ai,nyu
[105] nyu,langone

Top Word Pairs in Tweet in G6:
[175] union,home
[175] home,minister
[175] minister,shri
[175] attend,49th
[175] 49th,foundation
[175] celebrations,bureau
[175] bureau,police
[175] police,research
[175] research,development
[175] development,new

Top Word Pairs in Tweet in G7:
[164] censorship,levels
[164] levels,against
[164] against,conservative
[164] conservative,happening
[164] happening,controlling
[164] controlling,see
[164] see,hear
[164] hear,brought
[164] brought,democrats
[164] democrats,globalist

Top Word Pairs in Tweet in G8:
[124] impact,democracy
[124] threaten,quit
[123] researchers,studying
[123] studying,facebook's
[123] facebook's,impact
[123] democracy,threaten
[11] deadline,share
[11] share,data
[11] data,research
[6] research,ft

Top Word Pairs in Tweet in G9:
[123] applications,2020
[123] 2020,facebook
[123] facebook,fellowship
[123] fellowship,program
[123] program,now
[123] now,open
[123] open,comp
[123] comp,science
[123] science,amp
[123] amp,engineering

Top Word Pairs in Tweet in G10:
[56] facebook,publishes
[56] publishes,new
[56] new,research
[56] research,hyper
[56] hyper,realistic
[56] vient,de
[56] de,fonder
[56] fonder,un
[56] language,research
[55] realistic,virtual

Top Replied-To
Top Replied-To in Entire Graph:
@georgeevanrose
@lilagracerose
@kimstrassel
@facebook
@carolecadwalla
@snurb_dot_info
@jomalleydillon
@atdfourthworld
@uenobrasil
@hashtaghag13

Top Replied-To in G1:

Top Replied-To in G2:
@carolecadwalla
@janebon94721288

Top Replied-To in G3:
@lilagracerose
@jomalleydillon
@facebook
@nytimes
@realdonaldtrump
@craigsilverman
@syhunchoo
@lark2rule
@athenamediaie
@onthemedia

Top Replied-To in G6:
@mks1654

Top Replied-To in G7:
@anthemrespect

Top Replied-To in G10:
@facebook

Top Mentioned
Top Mentioned in Entire Graph:
@profshaw
@facebook
@amitshah
@wongmjane
@google
@_inside
@lsesociology
@alondra
@twitter
@lilagracerose

Top Mentioned in G1:
@cyberanimax
@vcontenting
@edmecka
@daleaweiss
@quizlin_gaming
@lake_research
@ameritest
@ishii_mit

Top Mentioned in G2:
@profshaw
@carolecadwalla

Top Mentioned in G3:
@facebook
@google
@twitter
@lilagracerose
@microsoft
@deeplearn007
@realdonaldtrump
@msnbc
@youtube
@ronald_vanloon

Top Mentioned in G4:
@profshaw

Top Mentioned in G5:
@facebookai
@chrisgpotts
@zacharylipton
@brendan642
@jmirpub
@businessinsider
@alondra
@mjpost
@facebook

Top Mentioned in G6:
@amitshah
@bjp4india
@rahulgandhi
@mayawati
@thequint
@hemantkk1026
@incindia
@ravishndtv

Top Mentioned in G8:
@ft
@reuters
@profshaw

Top Mentioned in G10:
@siecledigital
@rtovr
@facebook
@il_cca
@ilextension
@gmk_agronomy
@ilsoybean
@ilcorn
@ilfarmbureau
@ilpestsurvey

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@_mrdavidjones
@oldlady12345
@rashidaldosari
@arkangelscrap
@sectest9
@edinburghwatch
@geoffrey_payne
@mackaysuzie
@manolhs

Top Tweeters in G1:
@manolhs
@marciojmsilva
@coopmike48
@blkberrycastle
@drbicentenario
@izzynobre
@raybae689
@schestowitz
@eraser
@4pawshop

Top Tweeters in G2:
@missb62
@roblwilson
@plantflowes
@inspiteoftrump
@eykis
@allchanges
@thefabledaesop
@sullyanne1
@glynmoody
@ollieglanvill

Top Tweeters in G3:
@sectest9
@ez4u2say_janis
@chidambara09
@thehill
@firstpost
@lovetogive2
@rosenchild
@wildwillow65
@nikitakitty
@foxnews

Top Tweeters in G4:
@drdaveanddee
@billm9
@b1e56df9ce6549f
@lauschjack
@flugennock
@libertyisalady
@burnodo
@costanzo740
@mrpshropshire
@amorgaia

Top Tweeters in G5:
@businessinsider
@jeffersonobama
@caring_mobile
@vaaaaanquish
@ayirpelle
@ceobillionaire
@cbarrett
@lacci
@siddigfan
@enerphyschem

Top Tweeters in G6:
@56perumal
@dhruvbhim
@jainpankajkasan
@nationalistdoc
@kknath26
@thequint
@umeshjhaji
@vipin123panwar
@amitpandeybjp78
@nemityadav1

Top Tweeters in G7:
@usalivestrong
@harrellryan1
@clark7950
@lacerci65
@saveaslave
@barracuda_bella
@aliashere
@hambysr
@darhar981
@vlovesanimals

Top Tweeters in G8:
@_mrdavidjones
@rashidaldosari
@tradnews_
@pas5974
@sandyc1772
@syr829
@reuters
@fj_newman
@nayasala
@wopot

Top Tweeters in G9:
@chicasa
@teebizy
@getmebayo
@b1ola
@barima_kwasi
@austynzogs
@ayeeshaobi
@orochymaru_
@codedinc
@marachyj

Top Tweeters in G10:
@pvalsfr
@nicochan33
@edimosip
@rldi_lamy
@chrisgeekworld
@enrirosasdiaz
@chanperco
@lesguer_lionel
@ubu369
@researchmrx


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