The graph represents a network of 2,937 Twitter users whose recent tweets contained "civictech", 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 12/29/2022 2:58:08 AM. The network was obtained from Twitter on Thursday, 29 December 2022 at 16:18 UTC.
The tweets in the network were tweeted over the 1904-day, 21-hour, 21-minute period from Wednesday, 11 October 2017 at 13:09 UTC to Thursday, 29 December 2022 at 10:30 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 : 2937
Unique Edges : 2868
Edges With Duplicates : 8367
Total Edges : 11235
Number of Edge Types : 9
Retweet : 2570
MentionsInRetweet : 4048
Tweet : 1250
Mentions : 1613
Replies to : 408
MentionsInReplyTo : 640
Quote : 329
MentionsInQuote : 366
MentionsInQuoteReply : 11
Self-Loops : 1924
Reciprocated Vertex Pair Ratio : 0.0903750564844103
Reciprocated Edge Ratio : 0.165768752590137
Connected Components : 215
Single-Vertex Connected Components : 93
Maximum Vertices in a Connected Component : 2279
Maximum Edges in a Connected Component : 9716
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.326297
Graph Density : 0.000559663932593547
Modularity : 0.36945
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,937 Twitter users whose recent tweets contained "civictech", 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 12/29/2022 2:58:08 AM. The network was obtained from Twitter on Thursday, 29 December 2022 at 16:18 UTC.
The tweets in the network were tweeted over the 1904-day, 21-hour, 21-minute period from Wednesday, 11 October 2017 at 13:09 UTC to Thursday, 29 December 2022 at 10:30 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 : civictech
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:
[432] civic,tech [186] #civictech,#policing [170] #govtech,#civictech [163] #civictech,#govtech [132] learn,more [126] #oss,#civictech [122] #dataviz,#civictech [122] last,100 [122] 100,bills [98] last,informations Top Word Pairs in Tweet in G1:
[109] #govtech,#civictech [92] civic,tech [76] #civictech,#stateandlocal [74] #stateandlocal,#governmentit [70] #governmentit,#localgov [63] #cio,#statelocalit [63] #publicsector,#cio [49] #enterprisesoftware,#publicsector [46] #localgov,#enterprisesoftware [32] #statelocalit,#permitting Top Word Pairs in Tweet in G2:
[206] civic,tech [67] learn,more [66] coming,soon [65] soon,civic [64] tech,event [60] event,calendar [60] calendar,co [57] event,info [39] open,data [37] #nyc,#civictech Top Word Pairs in Tweet in G3:
[85] #citizenrecolte,#civictech [30] connexions,citoyennes [28] projet,#civictech [25] legs_africa,#citizenrecolte [25] projets,#civictech [24] citizenrecolte,#citizenrecolte [23] collectivités,territoriales [22] participation,citoyenne [19] cher,ami [19] #civictech,#loupeelectorale Top Word Pairs in Tweet in G4:
[12] location,remote [12] #govtech,#civictech [11] learn,more [10] convened,experts [10] whitehouse,convened [10] experts,harms [10] skills,help [10] greater,accountability [10] tech,platforms [10] need,greater Top Word Pairs in Tweet in G5:
[99] #civictech,#govtech [98] informations,political [98] last,informations [98] political,communication [98] check,last [98] communication,govtech [98] govtech,#civictech [97] #mayor,#cityhall [97] #govtech,#mayor [91] #cityhall,thanks Top Word Pairs in Tweet in G6:
[64] #ヒーローズリーグ,#civictechjp [62] civictech賞決勝,#ヒーローズリーグ [56] #uracima,#civictech [55] #civictech,#urayasu [54] 不定期で,国や自治体等のデータ利活用のニュースを投稿していきます [50] #ctf,#ctf2022 [44] 国,自治体等のデータ利活用ニュース [44] 自治体等のデータ利活用ニュース,不定期で [36] lt,co [32] civic,tech Top Word Pairs in Tweet in G7:
[122] #dataviz,#civictech [122] last,100 [122] 100,bills [96] bills,#government [77] #government,#dataviz [31] looking,last [29] down,last [29] breaking,down [26] one,chart [26] chart,#dataviz Top Word Pairs in Tweet in G8:
[28] deliberative,democracy [27] paper,landemore [27] #ai,bring [27] bring,deliberative [27] democracy,masses [27] landemore,#ai [27] pdf,#demopart [27] excellent,paper [27] #demopart,#delibdem [27] masses,pdf Top Word Pairs in Tweet in G9:
[26] viewed,#housingnow [26] #housingnow,tracking [26] 000,visitors [26] tracking,map [26] visitors,viewed [26] many,thanks [26] map,web [26] web,tool [26] tool,appreciate [17] housingnowto,many Top Word Pairs in Tweet in G10:
[35] redmatriz,#gobiernoabierto [30] #govtech,#civictech [20] government,scheme [20] open,government [20] recommend,interesting [20] download,link [20] direct,download [20] interesting,useful [20] 2022,direct [20] scheme,2022 Top Replied-To in Entire Graph:
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Top Replied-To in G6:
Top Replied-To in G9:
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:
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Top Tweeters in G5:
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Top Tweeters in G10: