The graph represents a network of 3,220 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 07:51 UTC.
The tweets in the network were tweeted over the 4683-day, 21-hour, 50-minute period from Thursday, 29 October 2009 at 18:38 UTC to Friday, 26 August 2022 at 16:28 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 : 3220
Unique Edges : 6518
Edges With Duplicates : 9455
Total Edges : 15973
Number of Edge Types : 9
Retweet : 3336
MentionsInRetweet : 8022
Mentions : 2561
Quote : 248
MentionsInQuote : 254
Tweet : 176
Replies to : 351
MentionsInReplyTo : 1008
MentionsInQuoteReply : 17
Self-Loops : 485
Reciprocated Vertex Pair Ratio : 0.0379578246392897
Reciprocated Edge Ratio : 0.0731394354148845
Connected Components : 34
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 3153
Maximum Edges in a Connected Component : 15867
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.520582
Graph Density : 0.000902251576914246
Modularity : 0.301691
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,220 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 07:51 UTC.
The tweets in the network were tweeted over the 4683-day, 21-hour, 50-minute period from Thursday, 29 October 2009 at 18:38 UTC to Friday, 26 August 2022 at 16:28 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 [83] digital,literacy [82] berkmancenter,join [77] berkmancenter,harvard [76] going,dark [75] bruce,schneier [74] transparency,reporting Top Word Pairs in Tweet in G1:
[36] berkmancenter,encryption [35] #encryption,debate [32] net,data [32] data,directory [31] threat,security [31] encryption,really [31] picture,#encryption [31] bigger,picture [31] link,rot [31] security,bigger Top Word Pairs in Tweet in G2:
[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 G3:
[57] student,privacy [44] berkmancenter,harvard [43] digital,literacy [43] data,protection [41] data,privacy [40] privacy,equity [40] equity,digital [37] colleagues,berkmancenter [36] ugasser,youthandmedia [36] berkmancenter,citizenlab Top Word Pairs in Tweet in G4:
[62] oti,berkmancenter [55] transparency,reporting [43] reporting,toolkit [36] berkmancenter,transparency [31] companies,report [29] report,oti [27] best,practices [27] see,report [26] #rightscon,oti [23] petersuber,wnyc Top Word Pairs in Tweet in G5:
[32] berkmancenter,zittrain [27] berkmancenter,apple [24] harvard_law,berkmancenter [23] bites,back [23] zittrain,sultanofcyber [22] underpins,showdown [22] sultanofcyber,weigh [22] back,debate [22] showdown,zittrain [22] privacy,vs Top Word Pairs in Tweet in G6:
[24] digiconnected,berkmancenter [21] conectadosalsur,digiconnected [20] big,data [18] petrieflom,berkmancenter [16] machine,learning [15] latin,america [14] berkmancenter,conectadosalsur [14] berkmancenter,fellow [13] berkmancenter,join [13] open,data Top Word Pairs in Tweet in G7:
[30] civicmit,berkmancenter [21] surveillance,copyright [15] harassment,online [14] berkmancenter,globalvoices [14] discrimination,harassment [13] helps,track [13] media,coverage [13] globalvoices,helps [13] newsframes,collaboration [13] medialab,newsframes Top Word Pairs in Tweet in G8:
[32] peer,production [19] mbauwens,berkmancenter [18] value,regime [17] berkmancenter,#p2p [15] signal,shift [15] regime,mbauwens [13] production,signal [12] capitalist,value [10] #p2p,cc [10] shift,towards Top Word Pairs in Tweet in G9:
[13] income,families [12] future,future [12] addressing,problems [12] mean,vulnerabilities [12] problems,future [12] future,starts [12] vulnerabilities,addressing [12] technologies,mean [11] dfrlab,technologies [10] families,vikki_katz Top Word Pairs in Tweet in G10:
[12] ódio,racial [11] discurso,ódio [8] racist,speech [8] latin,america [8] digital,racist [8] speech,latin [7] 28,29 [6] racial,internet [6] america,narratives [6] counter,narratives Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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