facebook data, Twitter, 2/16/2019 4:01:34 AM, 186888


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facebook data_2019-02-15_19-39-23.xlsx
facebook data_2019-02-15_19-39-23.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 16, 2019
Short Description:
facebook data via NodeXL http://bit.ly/2DGsqZM
@kimzetter
@facebook
@dominique6138
@e_maescott
@murtwitnessone
@2ndleprechaun
@rasmus_kleis
@google
@yoda_your_data
@productscount

Top hashtags:
#facebook
#data
#dataeconomy
#tech
#privacy
#job
#gdpr
#bigdata

Description:
Description
The graph represents a network of 5,259 Twitter users whose tweets in the requested range contained "facebook data", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 16 February 2019 at 03:40 UTC.

The requested start date was Saturday, 16 February 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 7-hour, 56-minute period from Thursday, 14 February 2019 at 17:03 UTC to Saturday, 16 February 2019 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 : 5259
Unique Edges : 5508
Edges With Duplicates : 777
Total Edges : 6285
Number of Edge Types : 3
Tweet : 1759
Mentions : 4262
Replies to : 264
Self-Loops : 1759
Reciprocated Vertex Pair Ratio : 0.00651162790697674
Reciprocated Edge Ratio : 0.0129390018484288
Connected Components : 1610
Single-Vertex Connected Components : 1158
Maximum Vertices in a Connected Component : 2142
Maximum Edges in a Connected Component : 2876
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.228082
Graph Density : 0.000156517715179853
Modularity : 0.733399
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[36] http://news.chosun.com/site/data/html_dir/2019/02/14/2019021402129.html?utm_source=facebook
[28] https://gizmodo.com/facebook-tracks-the-location-data-of-some-users-who-it-1832638657
[28] https://www.zdnet.com/article/facebook-tackles-account-takeover-data-exposure-security-failures/
[27] https://www.zdnet.com/article/can-amazon-facebook-google-be-tamed-by-being-forced-to-share-their-data/
[23] https://www.securityweek.com/facebook-taps-user-data-defend-workers-threat
[19] https://www.theregister.co.uk/2019/02/14/elizabeth_denham_ifg_event/
[19] https://twitter.com/facebookai/status/1095768150740619264
[17] http://biz.chosun.com/site/data/html_dir/2019/02/14/2019021400329.html?utm_source=facebook&utm_medium=share&utm_campaign=biz
[17] https://www.wordstream.com/blog/ws/2019/02/14/facebook-lead-ads-vs-landing-pages
[15] https://www.zdnet.com/article/facebook-tackles-account-takeover-data-exposure-security-failures/#ftag=RSSbaffb68

Top URLs in Tweet in G1:
[21] https://gizmodo.com/facebook-tracks-the-location-data-of-some-users-who-it-1832638657
[18] https://www.securityweek.com/facebook-taps-user-data-defend-workers-threat
[14] https://wa.me
[14] https://www.zdnet.com/article/facebook-tackles-account-takeover-data-exposure-security-failures/#ftag=RSSbaffb68
[13] https://www.wordstream.com/blog/ws/2019/02/14/facebook-lead-ads-vs-landing-pages
[10] https://www.wordstream.com/blog/ws/2019/02/14/facebook-lead-ads-vs-landing-pages?utm_source=dlvr.it&utm_medium=twitter
[8] https://www.zdnet.com/article/facebook-tackles-account-takeover-data-exposure-security-failures/
[5] http://go.theregister.com/feed/www.theregister.co.uk/2019/02/14/elizabeth_denham_ifg_event/?utm_source=dlvr.it&utm_medium=twitter
[5] http://abcnews.go.com/Technology/wireStory/german-antitrust-authorities-restrict-facebook-data-60904901
[5] https://www.theregister.co.uk/2019/02/14/elizabeth_denham_ifg_event/

Top URLs in Tweet in G2:
[2] https://news.bloomberglaw.com/privacy-and-data-security/facebook-appeals-german-antitrust-order-curbing-data-collection
[1] https://twitter.com/i/web/status/1096221834180059136
[1] https://twitter.com/i/web/status/1096534004122021888
[1] https://www.theguardian.com/commentisfree/2019/jan/30/facebook-is-predicting-if-youll-kill-yourself-thats-wrong
[1] https://twitter.com/i/web/status/1096486181657817090
[1] https://www.bundeskartellamt.de/SharedDocs/Entscheidung/EN/Fallberichte/Missbrauchsaufsicht/2019/B6-22-16.pdf
[1] https://www.recode.net/2018/4/20/17254312/facebook-shadow-profiles-data-collection-non-users-mark-zuckerberg
[1] https://twitter.com/i/web/status/1096205284098203648

Top URLs in Tweet in G3:
[4] https://gist.github.com/RubenVerborgh/75f2fc186179a1793b6667776e5a1f16
[3] https://www.theregister.co.uk/2019/02/14/elizabeth_denham_ifg_event/
[3] https://tribune.com.pk/story/1911062/8-facebook-taps-user-data-defend-workers-threat/
[2] https://twitter.com/WolfieChristl/status/1088211119435644929?s=19
[2] https://www.lebigdata.fr/facebook-revolution-big-data
[1] https://thehackernews.com/2019/01/facebook-research-app.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A%20TheHackersNews%20%28The%20Hackers%20News%20-%20Security%20Blog%29&_m=3n.009a.1918.mu0ao0dx5y.16la
[1] https://twitter.com/i/web/status/1096567247860973568
[1] https://twitter.com/i/web/status/1096510609858879488
[1] https://twitter.com/i/web/status/1096558124146802688
[1] https://www.insidesources.com/facebooks-plan-to-merge-instagram-messenger-and-whatsapp-raises-privacy-concerns/?utm_campaign=Weekly

Top URLs in Tweet in G5:
[1] https://www.laverita.info/per-rendere-onore-ai-morti-dei-gulag-la-data-giusta-ce-gia-e-il-26-di-agosto-2628978353.html?utm_campaign=RebelMouse&share_id=4395674&utm_medium=social&utm_source=twitter&utm_content=La+Verit%C3%A0

Top URLs in Tweet in G7:
[6] http://www.cityam.com/273327/facebook-faces-paying-billions-dollars-data-breach-penalty
[5] https://www.scanmyphotos.com/blog/2019/01/why-to-delete-your-photos-and-data-from-facebook.html
[3] https://twitter.com/CNBCi/status/1095626383873712128
[2] https://www.bloomberg.com/news/articles/2019-02-07/facebook-is-getting-more-invasive-as-it-brags-about-privacy-gains?srnd=technology-vp
[2] https://twitter.com/MintPressNews/status/1096143290922000384
[1] https://twitter.com/i/web/status/1096529680939786240
[1] https://www.cnbc.com/2019/02/14/facebooks-security-team-tracks-posts-location-for-bolo-threat-list.html
[1] Https://www.scanmyphotos.com/blog/2019/01/why-to-delete-your-photos-and-data-from-facebook.html
[1] https://twitter.com/i/web/status/1096208615340335104
[1] https://twitter.com/i/web/status/1096207646980329473

Top URLs in Tweet in G8:
[2] https://www.forbes.com/sites/emmawoollacott/2019/02/07/facebook-ordered-to-stop-merging-user-data-without-explicit-consent/?utm_medium=nealschaffer
[1] https://www.zdnet.com/article/can-amazon-facebook-google-be-tamed-by-being-forced-to-share-their-data/
[1] https://www.quora.com/What-is-the-revenue-generation-model-for-DuckDuckGo/answer/Gabriel-Weinberg
[1] https://www.nytimes.com/2019/01/23/technology/personaltech/facebook-online-privacy.html
[1] https://cnn.it/2DDUZam
[1] https://twitter.com/i/web/status/1096179235830579205
[1] https://twitter.com/kimzetter/status/1096221834180059136
[1] https://twitter.com/i/web/status/1095764088741875712
[1] https://twitter.com/i/web/status/1096189878591733761
[1] https://twitter.com/i/web/status/1096279994089787392

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1096347322253017089
[1] https://www.theverge.com/2019/2/14/18225373/facebook-threat-users-tracking-monitors-employees
[1] https://twitter.com/i/web/status/1096175967062712330

Top URLs in Tweet in G10:
[1] http://www.pewinternet.org/2019/01/16/facebook-algorithms-and-personal-data/
[1] https://www.centerfornationalpolicy.org
[1] https://twitter.com/InezFeltscher/status/1096139149525090305
[1] https://twitter.com/i/web/status/1096180637902487554
[1] https://twitter.com/abc/status/983336304451772416
[1] https://twitter.com/spicyfiles/status/991822286746537985?s=21
[1] https://maddogpac.com/blogs/spicy-files/fsb-book
[1] https://twitter.com/i/web/status/1096339614380494850

Top Domains
Top Domains in Tweet in Entire Graph:
[646] facebook.com
[553] twitter.com
[82] zdnet.com
[78] chosun.com
[37] whatsapp.com
[37] co.uk
[36] gizmodo.com
[34] theguardian.com
[33] wordstream.com
[32] work4labs.com

Top Domains in Tweet in G1:
[525] facebook.com
[242] twitter.com
[33] zdnet.com
[32] whatsapp.com
[32] work4labs.com
[29] wa.me
[25] wordstream.com
[25] securityweek.com
[23] gizmodo.com
[19] google.com

Top Domains in Tweet in G2:
[4] twitter.com
[2] bloomberglaw.com
[1] theguardian.com
[1] bundeskartellamt.de
[1] recode.net

Top Domains in Tweet in G3:
[27] twitter.com
[4] github.com
[3] co.uk
[3] com.pk
[2] facebook.com
[2] forbes.com
[2] lebigdata.fr
[1] thehackernews.com
[1] insidesources.com
[1] computerweekly.com

Top Domains in Tweet in G5:
[1] laverita.info

Top Domains in Tweet in G7:
[13] twitter.com
[6] cityam.com
[6] scanmyphotos.com
[2] bloomberg.com
[2] cnbc.com
[2] wired.com

Top Domains in Tweet in G8:
[5] twitter.com
[2] forbes.com
[1] zdnet.com
[1] quora.com
[1] nytimes.com
[1] cnn.it

Top Domains in Tweet in G9:
[2] twitter.com
[1] theverge.com

Top Domains in Tweet in G10:
[5] twitter.com
[1] pewinternet.org
[1] centerfornationalpolicy.org
[1] maddogpac.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[244] facebook
[91] data
[55] dataeconomy
[42] tech
[37] privacy
[36] job
[27] gdpr
[25] bigdata
[25] displayads
[20] cybersecurity



Top Hashtags in Tweet in G1:
[108] facebook
[40] data
[36] job
[19] privacy
[19] menloparkcaunitedstates
[14] melissaceltica
[13] news
[11] intern
[9] research
[9] security

Top Hashtags in Tweet in G2:
[1] loligarchy

Top Hashtags in Tweet in G3:
[21] gdpr
[13] data
[10] facebook
[4] malware
[4] cybersecurity
[4] tech
[3] virus
[3] ai
[3] security
[3] dataprivacy

Top Hashtags in Tweet in G7:
[1] privacy
[1] data
[1] facebook
[1] digitalhealth
[1] healthdata

Top Hashtags in Tweet in G8:
[2] facebook

Top Hashtags in Tweet in G10:
[2] rebehak
[1] americans
[1] algorithm

Top Words
Top Words in Tweet in Entire Graph:
[1795] Words in Sentiment List#1: Positive
[2784] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[105251] Non-categorized Words
[109830] Total Words
[3709] facebook
[3678] data
[1308] location
[1299] threat
[1263] using

Top Words in Tweet in G1:
[1036] data
[714] facebook
[154] user
[125] e
[108] di
[94] defend
[93] taps
[91] workers
[89] users
[85] threat

Top Words in Tweet in G2:
[1137] facebook
[1133] data
[1127] kimzetter
[1127] tracks
[1126] former
[1126] employees
[1126] deemed
[1126] threat
[1126] using
[1125] facebook's

Top Words in Tweet in G3:
[432] facebook
[250] ftc
[136] data
[133] fine
[131] company
[129] tech
[126] multi
[125] billion
[125] dollar
[124] negotiating

Top Words in Tweet in G4:
[329] e
[328] pra
[328] fazer
[164] eu
[164] uso
[164] meu
[164] tweeter
[164] desaforo
[164] politicamente
[164] incorreto

Top Words in Tweet in G5:
[174] per
[87] continua
[87] raccolta
[87] firme
[87] istituire
[87] giornata
[87] della
[87] memoria
[87] dei
[87] crimini

Top Words in Tweet in G6:
[83] facebook
[78] respondents
[78] know
[78] algorithms
[78] make
[78] decisions
[78] news
[78] stories
[78] show
[78] canada

Top Words in Tweet in G7:
[80] facebook
[47] data
[35] user
[34] fb
[30] threat
[30] security
[29] sal19
[29] latest
[29] deems
[29] adds

Top Words in Tweet in G8:
[56] facebook
[54] data
[37] s
[31] tracking
[30] here
[30] people
[29] nothing
[29] see
[29] mining
[29] creating

Top Words in Tweet in G9:
[38] location
[35] security
[33] sindarina
[31] using
[28] used
[28] user
[27] more
[27] vague
[27] complaints
[27] such

Top Words in Tweet in G10:
[81] facebook
[31] spicyfiles
[30] pwc
[29] audits
[26] s
[21] 51
[21] u
[21] adult
[21] users
[21] comfortable

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1265] location,data
[1209] using,location
[1207] facebook,tracks
[1161] data,collected
[1158] former,employees
[1156] facebook's,apps
[1155] tracks,former
[1155] employees,deemed
[1155] deemed,threat
[1155] threat,using

Top Word Pairs in Tweet in G1:
[101] user,data
[93] facebook,taps
[93] data,defend
[83] taps,user
[81] workers,threat
[80] defend,workers
[56] location,data
[39] databases,leaking
[39] million,user
[38] user,records

Top Word Pairs in Tweet in G2:
[1127] facebook,tracks
[1126] kimzetter,facebook
[1126] tracks,former
[1126] former,employees
[1126] employees,deemed
[1126] deemed,threat
[1126] threat,using
[1124] using,location
[1124] location,data
[1124] data,collected

Top Word Pairs in Tweet in G3:
[125] multi,billion
[125] billion,dollar
[124] facebook,ftc
[124] ftc,facebook
[124] facebook,negotiating
[124] negotiating,multi
[124] dollar,fine
[124] fine,largest
[124] largest,ftc
[124] ftc,tech

Top Word Pairs in Tweet in G4:
[328] pra,fazer
[164] eu,uso
[164] uso,meu
[164] meu,tweeter
[164] tweeter,pra
[164] fazer,desaforo
[164] desaforo,e
[164] e,politicamente
[164] politicamente,incorreto
[164] incorreto,fosse

Top Word Pairs in Tweet in G5:
[87] continua,raccolta
[87] raccolta,firme
[87] firme,per
[87] per,istituire
[87] istituire,giornata
[87] giornata,della
[87] della,memoria
[87] memoria,dei
[87] dei,crimini
[87] crimini,comunisti

Top Word Pairs in Tweet in G6:
[78] respondents,know
[78] know,algorithms
[78] algorithms,make
[78] make,decisions
[78] decisions,news
[78] news,stories
[78] stories,show
[78] show,facebook
[78] facebook,canada
[78] canada,23

Top Word Pairs in Tweet in G7:
[29] latest,fb
[29] fb,facebook
[29] facebook,deems
[29] deems,user
[29] user,threat
[29] threat,adds
[29] adds,lookout
[29] lookout,roster
[29] roster,kept
[29] kept,security

Top Word Pairs in Tweet in G8:
[29] nothing,see
[29] see,here
[29] here,facebook
[29] facebook,mining
[29] mining,people
[29] people,s
[29] s,data
[29] data,tracking
[29] tracking,creating
[29] creating,watch

Top Word Pairs in Tweet in G9:
[30] using,location
[27] more,vague
[27] vague,complaints
[27] complaints,such
[27] such,'fuck
[27] 'fuck,mark
[27] mark,zuckerberg
[27] zuckerberg,'
[27] ',used
[27] used,reason

Top Word Pairs in Tweet in G10:
[21] 51,u
[21] u,s
[21] s,adult
[21] adult,facebook
[21] facebook,users
[21] users,comfortable
[21] comfortable,platform
[21] platform,compiling
[21] compiling,list
[21] list,interests

Top Replied-To
Top Replied-To in Entire Graph:
@facebook
@sonowuknow2
@producthunt
@___infidel_j___
@kingfrook
@eff
@safaricom_care
@privacymatters
@antoniogm
@aaronkbr

Top Replied-To in G1:

Top Replied-To in G2:
@kimzetter
@palecur
@ten_gop
@kkzahu
@cryptohangover

Top Replied-To in G3:
@facebook
@kingfrook
@privacymatters
@antoniogm
@aaronkbr
@jeffkirschner
@rubenverborgh
@dee_blacka
@wolfiechristl
@coreation

Top Replied-To in G7:
@yahoofinance
@oliviasolon
@willoremus
@jowens510
@shiraovide
@jswartz

Top Replied-To in G8:
@peced

Top Replied-To in G10:
@pewresearch

Top Mentioned
Top Mentioned in Entire Graph:
@kimzetter
@facebook
@valdecirdelecl1
@drdenagrayson
@laveritaweb
@rasmus_kleis
@datafundproject
@gilduran76
@poinad9811
@zdnet

Top Mentioned in G1:
@icoklat
@98mayafmbandung
@zerphead6969
@comeycallatebar
@lidarmonkey
@ceekz
@viropera
@eadatahandlers
@roberttilford
@cliveref

Top Mentioned in G2:
@kimzetter
@threadreaderapp
@kkzahu
@saramerken
@pogowasright
@sirchamallow
@tracykowal

Top Mentioned in G3:
@facebook
@drdenagrayson
@rubenverborgh
@google
@intel
@amazon
@instagram
@twitter
@adobe
@bankofamerica

Top Mentioned in G4:
@valdecirdelecl1

Top Mentioned in G5:
@laveritaweb

Top Mentioned in G6:
@rasmus_kleis
@kimzetter
@risj_oxford

Top Mentioned in G7:
@sal19
@sarahfrier
@wired
@cityam
@dw_business
@facebook
@wadhwa
@aeio701
@nicoleabullock
@bw

Top Mentioned in G8:
@hypervisible
@duckduckgo
@nytimes
@nickconfessore
@e3i5
@cnn
@cnnbusiness
@zdnet
@superglaze
@nealschaffer

Top Mentioned in G9:
@sindarina
@chronic
@kimzetter

Top Mentioned in G10:
@spicyfiles
@pewinternet
@facebook
@camanalytica
@thesclgroup
@potus
@drdenagrayson
@jancompassrose7
@donaldjtrumpjr
@jaredkushner

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@indosatcare
@vzwsupport
@tomthunkitsmind
@oldlady12345
@arkangelscrap
@vodafonein
@cowboyscifibot
@alllibertynews
@sectest9

Top Tweeters in G1:
@nairapark
@cyberdomain
@animesh1977
@eaglestarnet
@cybertoolsbooks
@bitcoinagile
@techl0g
@politicalhedge
@donotgiveuphope
@ghanafeeds

Top Tweeters in G2:
@oldlady12345
@badjerry_1
@rjber15
@rxbun
@inspiteoftrump
@billnigh
@politicalbee
@_griot_
@noncontacthogg
@itswanda

Top Tweeters in G3:
@sectest9
@tmobile
@theresamax
@winobs
@charluv2011
@etribune
@peterpyke
@cunningham_cch
@jcr914
@grannynannynews

Top Tweeters in G4:
@chobasb
@amarok_luppus
@celiapfau
@wellingtonmoura
@filleal
@tibrar
@blogdojota
@luitzr
@myriandauer
@ovasco71

Top Tweeters in G5:
@razorblack66
@borderkeroro
@saraosalvatore
@guidosfe
@michelajoy
@bobbio65m
@erpedrini
@melinacugliari
@carmelaemma
@enzono16

Top Tweeters in G6:
@rowast
@xeni
@cangal_39
@jwomack
@ugemitch
@wildebees
@dangillmor
@anatoleserial
@brendannyhan
@stevewfolds

Top Tweeters in G7:
@alizardx
@givemepie360
@yoda
@amy_in_michigan
@yahoofinance
@quailcrown
@scanmyphotos
@cilvrnum
@andreascseh
@hettivong

Top Tweeters in G8:
@nytimes
@cnn
@surlyurbanist
@nealschaffer
@cnnbusiness
@rykalski
@lareynedepee
@jimpolandcom
@yudistirop
@catchclaw

Top Tweeters in G9:
@morvjn
@thegrugq
@nartist
@die_primel
@viss
@jkohlmann
@sponson
@rossgrady
@freerunnering
@infil00p

Top Tweeters in G10:
@horsecrazybean
@mrmurder37
@syr829
@calliopeco
@summer7570
@kabalissima
@vcoon53
@meljmcd
@audreygarden
@rhapsodynbloom


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