The graph represents a network of 3,209 Twitter users whose recent tweets contained "berkmancenter", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 07:50 UTC.
The tweets in the network were tweeted over the 4704-day, 13-hour, 7-minute period from Thursday, 29 October 2009 at 18:38 UTC to Friday, 16 September 2022 at 07:46 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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
Vertices : 3209
Unique Edges : 6474
Edges With Duplicates : 9461
Total Edges : 15935
Number of Edge Types : 9
Retweet : 3339
MentionsInRetweet : 7994
Mentions : 2544
Quote : 248
MentionsInQuote : 249
Tweet : 177
Replies to : 353
MentionsInReplyTo : 1014
MentionsInQuoteReply : 17
Self-Loops : 485
Reciprocated Vertex Pair Ratio : 0.0376727596968346
Reciprocated Edge Ratio : 0.0726100966702471
Connected Components : 34
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 3141
Maximum Edges in a Connected Component : 15827
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.519918
Graph Density : 0.000904368869039617
Modularity : 0.296713
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,209 Twitter users whose recent tweets contained "berkmancenter", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 07:50 UTC.
The tweets in the network were tweeted over the 4704-day, 13-hour, 7-minute period from Thursday, 29 October 2009 at 18:38 UTC to Friday, 16 September 2022 at 07:46 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : berkmancenter
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 Domains
Top Word Pairs in Tweet in Entire Graph:
[104] data,directory [104] net,data [100] student,privacy [98] berkmancenter,report [82] berkmancenter,join [82] digital,literacy [79] berkmancenter,harvard [75] bruce,schneier [74] going,dark [74] transparency,reporting Top Word Pairs in Tweet in G1:
[36] berkmancenter,encryption [35] #encryption,debate [34] bruce,schneier [31] threat,security [31] encryption,really [31] picture,#encryption [31] bigger,picture [31] security,bigger [31] really,threat [29] open,source Top Word Pairs in Tweet in G2:
[52] berkmancenter,harvard [40] digital,literacy [39] student,privacy [38] privacy,equity [38] equity,digital [34] youthandmedia,team [33] net,data [33] data,directory [32] berkmancenter,join [31] ugasser,youthandmedia Top Word Pairs in Tweet in G3:
[38] data,internet [28] due,12 [27] app,open [27] berkmancenter,2016 [27] 12,16 [27] calling,#innovators [27] open,due [27] berkmancenter,report [27] #summer,#internship [27] #internship,app Top Word Pairs in Tweet in G4:
[43] data,protection [41] data,privacy [41] student,privacy [36] berkmancenter,citizenlab [33] citizenlab,eff [33] eff,liberationtech [32] liberationtech,apply [32] berkmancenter,medialab [31] berkmancenter,mit_csail [30] eu_edps's,buttarelli_g Top Word Pairs in Tweet in G5:
[60] oti,berkmancenter [49] transparency,reporting [41] reporting,toolkit [36] berkmancenter,transparency [30] peer,production [28] companies,report [27] #rightscon,oti [25] open,web [25] report,oti [24] launched,#rightscon Top Word Pairs in Tweet in G6:
[30] civicmit,berkmancenter [24] surveillance,copyright [15] harassment,online [14] berkmancenter,globalvoices [14] discrimination,harassment [13] track,media [13] people,less [13] less,engage [13] berkmancenter,surveillance [13] research,jon_penney Top Word Pairs in Tweet in G7:
[19] big,data [18] petrieflom,berkmancenter [12] ódio,racial [11] discurso,ódio [8] speech,latin [8] digital,racist [8] berkmancenter,#bigdataandhealthlaw [8] racist,speech [8] latin,america [8] annual,conference Top Word Pairs in Tweet in G8:
[13] income,families [12] technologies,mean [12] future,starts [12] vulnerabilities,addressing [12] mean,vulnerabilities [12] problems,future [12] addressing,problems [12] future,future [11] dfrlab,technologies [9] families,vikki_katz Top Word Pairs in Tweet in G9:
[18] hackylawyer,dsearls [18] berkmancenter,hackylawyer [10] nzn,berkmancenter [7] nzn,scottldavid [7] scottldavid,berkmancenter [4] hrw,opinyuyi [4] amnestywaro,advocaid [4] advocaid,hrw [4] ask,permission [4] human,right Top Word Pairs in Tweet in G10:
[7] cnrs,berkmancenter [6] berkmancenter,#blockchain [6] #blockchain,#technology [6] #technology,#futureofwork [6] yaoeo,berkmancenter [5] gavofyork,ethcoreproject [5] ethcoreproject,cnrs [5] #livestream,gavofyork [5] #osfest16,click [5] click,morning Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G10: