The graph represents a network of 3,223 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 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 : 3223
Unique Edges : 6510
Edges With Duplicates : 9456
Total Edges : 15966
Number of Edge Types : 9
Retweet : 3339
MentionsInRetweet : 8016
Mentions : 2582
Quote : 240
MentionsInQuote : 227
Tweet : 187
Replies to : 350
MentionsInReplyTo : 1008
MentionsInQuoteReply : 17
Self-Loops : 494
Reciprocated Vertex Pair Ratio : 0.0376499333629498
Reciprocated Edge Ratio : 0.0725676977416247
Connected Components : 35
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 3154
Maximum Edges in a Connected Component : 15857
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.523356
Graph Density : 0.000899705773197107
Modularity : 0.298569
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,223 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 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 [98] berkmancenter,report [85] digital,literacy [81] berkmancenter,join [79] berkmancenter,harvard [75] bruce,schneier [74] transparency,reporting [73] going,dark Top Word Pairs in Tweet in G1:
[37] berkmancenter,encryption [36] #encryption,debate [34] peer,production [34] berkmancenter,apple [33] open,source [33] bruce,schneier [32] security,bigger [32] threat,security [32] encryption,really [32] picture,#encryption Top Word Pairs in Tweet in G2:
[38] data,internet [31] berkmancenter,report [28] due,12 [27] app,open [27] berkmancenter,2016 [27] 12,16 [27] calling,#innovators [27] open,due [27] #summer,#internship [27] #internship,app 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] eff,liberationtech [33] citizenlab,eff [32] liberationtech,apply Top Word Pairs in Tweet in G4:
[51] berkmancenter,harvard [38] digital,literacy [37] student,privacy [37] privacy,equity [37] equity,digital [34] youthandmedia,team [31] berkmancenter,join [31] ugasser,youthandmedia [29] version,born [29] 2016,thanks Top Word Pairs in Tweet in G5:
[61] oti,berkmancenter [55] transparency,reporting [43] reporting,toolkit [36] berkmancenter,transparency [30] companies,report [27] #rightscon,oti [27] report,oti [26] see,report [26] best,practices [24] launched,#rightscon Top Word Pairs in Tweet in G6:
[31] civicmit,berkmancenter [21] surveillance,copyright [15] harassment,online [14] berkmancenter,globalvoices [14] discrimination,harassment [13] track,media [13] newsframes,collaboration [13] helps,track [13] medialab,newsframes [13] globalvoices,helps Top Word Pairs in Tweet in G7:
[29] berkmancenter,zittrain [13] engineer,concerned [13] sabbatical,current [13] take,sabbatical [13] future,net [13] concerned,future [13] current,work [13] net,take [13] work,advance [12] #interesting,harvard_law Top Word Pairs in Tweet in G8:
[19] big,data [18] petrieflom,berkmancenter [11] ódio,racial [10] 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 G9:
[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 G10:
[23] research,papers [23] listen,petersuber [23] free,listen [23] #openaccess,oscharvard [23] petersuber,wnyc [23] berkmancenter,research [23] papers,free [23] 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: