The graph represents a network of 3,215 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 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 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 : 3215
Unique Edges : 6477
Edges With Duplicates : 9455
Total Edges : 15932
Number of Edge Types : 9
Retweet : 3334
MentionsInRetweet : 7988
Mentions : 2548
Quote : 251
MentionsInQuote : 252
Tweet : 175
Replies to : 353
MentionsInReplyTo : 1014
MentionsInQuoteReply : 17
Self-Loops : 484
Reciprocated Vertex Pair Ratio : 0.0377842175657601
Reciprocated Edge Ratio : 0.0728170980560627
Connected Components : 34
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 3147
Maximum Edges in a Connected Component : 15824
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.524971
Graph Density : 0.000901092711610654
Modularity : 0.297009
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,215 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 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 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 [102] berkmancenter,report [100] student,privacy [82] berkmancenter,join [82] digital,literacy [81] going,dark [79] berkmancenter,harvard [78] bruce,schneier [74] transparency,reporting Top Word Pairs in Tweet in G1:
[36] bruce,schneier [35] berkmancenter,encryption [34] #encryption,debate [30] security,bigger [30] threat,security [30] encryption,really [30] picture,#encryption [30] really,threat [30] bigger,picture [29] open,source Top Word Pairs in Tweet in G2:
[38] data,internet [38] berkmancenter,report [30] going,dark [28] due,12 [27] app,open [27] berkmancenter,2016 [27] 12,16 [27] calling,#innovators [27] open,due [27] #summer,#internship Top Word Pairs in Tweet in G3:
[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 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 [21] surveillance,copyright [14] harassment,online [14] berkmancenter,globalvoices [13] track,media [13] discrimination,harassment [13] newsframes,collaboration [13] helps,track [13] medialab,newsframes [13] globalvoices,helps 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 [7] 28,29 Top Word Pairs in Tweet in G8:
[13] income,families [12] future,future [12] addressing,problems [12] vulnerabilities,addressing [12] future,starts [12] technologies,mean [12] problems,future [12] mean,vulnerabilities [11] dfrlab,technologies [9] net,daily Top Word Pairs in Tweet in G9:
[18] berkmancenter,hackylawyer [18] hackylawyer,dsearls [10] nzn,berkmancenter [7] nzn,scottldavid [7] scottldavid,berkmancenter [4] ask,permission [4] human,right [4] hrw,opinyuyi [4] amnestywaro,advocaid [4] advocaid,hrw Top Word Pairs in Tweet in G10:
[7] cnrs,berkmancenter [6] yaoeo,berkmancenter [6] berkmancenter,#blockchain [6] #technology,#futureofwork [6] #blockchain,#technology [5] #osfest16,click [5] enjoy,#osfest16 [5] morning,#livestream [5] #livestream,gavofyork [5] gavofyork,ethcoreproject 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 Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: