The graph represents a network of 3,217 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 2/11/2023 5:00:56 PM. The network was obtained from Twitter on Sunday, 12 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 : 3217
Unique Edges : 6487
Edges With Duplicates : 9444
Total Edges : 15931
Number of Edge Types : 9
Retweet : 3334
MentionsInRetweet : 7989
Mentions : 2553
Quote : 251
MentionsInQuote : 252
Tweet : 175
Replies to : 350
MentionsInReplyTo : 1010
MentionsInQuoteReply : 17
Self-Loops : 482
Reciprocated Vertex Pair Ratio : 0.0377547611092549
Reciprocated Edge Ratio : 0.072762395363812
Connected Components : 34
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 3149
Maximum Edges in a Connected Component : 15823
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.524608
Graph Density : 0.000900649070469845
Modularity : 0.296237
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,217 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 2/11/2023 5:00:56 PM. The network was obtained from Twitter on Sunday, 12 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 [100] student,privacy [99] berkmancenter,report [84] digital,literacy [82] berkmancenter,join [79] berkmancenter,harvard [77] going,dark [76] bruce,schneier [74] transparency,reporting Top Word Pairs in Tweet in G1:
[36] berkmancenter,encryption [35] #encryption,debate [34] peer,production [33] open,source [33] bruce,schneier [31] security,bigger [31] threat,security [31] encryption,really [31] picture,#encryption [31] really,threat Top Word Pairs in Tweet in G2:
[38] data,internet [37] berkmancenter,report [30] going,dark [28] due,12 [27] #summer,#internship [27] #internship,app [27] app,open [27] berkmancenter,2016 [27] 2016,#summer [27] #innovators,berkmancenter Top Word Pairs in Tweet in G3:
[48] data,protection [45] data,privacy [41] student,privacy [36] berkmancenter,citizenlab [35] protection,supervisor [34] berkmancenter,mit_csail [34] berkmancenter,medialab [33] citizenlab,eff [33] eff,liberationtech [32] supervisor,buttarelli_g Top Word Pairs in Tweet in G4:
[61] oti,berkmancenter [55] transparency,reporting [43] reporting,toolkit [36] berkmancenter,transparency [32] companies,report [29] berkmancenter,zittrain [29] report,oti [28] see,report [27] #rightscon,oti [26] best,practices Top Word Pairs in Tweet in G5:
[51] berkmancenter,harvard [39] student,privacy [38] digital,literacy [37] privacy,equity [37] equity,digital [34] youthandmedia,team [31] ugasser,youthandmedia [31] berkmancenter,join [29] 2016,thanks [29] colleagues,berkmancenter Top Word Pairs in Tweet in G6:
[30] civicmit,berkmancenter [21] surveillance,copyright [15] harassment,online [14] berkmancenter,globalvoices [14] discrimination,harassment [13] medialab,newsframes [13] media,coverage [13] helps,track [13] track,media [13] globalvoices,helps Top Word Pairs in Tweet in G7:
[19] big,data [18] petrieflom,berkmancenter [11] ódio,racial [10] discurso,ódio [8] racist,speech [8] latin,america [8] digital,racist [8] speech,latin [8] berkmancenter,#bigdataandhealthlaw [7] annual,conference 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:
[11] fair,use [10] radioberkman,htt [10] cyberlawclinic,tried [10] explain,fair [10] week,radioberkman [10] check,week [10] help,cyberlawclinic [10] minutes,help [10] berkmancenter,cyberlawclinic [10] tried,check Top Word Pairs in Tweet in G10:
[22] research,papers [22] listen,petersuber [22] free,listen [22] #openaccess,oscharvard [22] petersuber,wnyc [22] berkmancenter,research [22] papers,free [22] wnyc,#openaccess [4] ricardoarguello,rbonifaz [4] rbonifaz,santidavid 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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Top Tweeters in G10: