The graph represents a network of 3,067 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 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 16:18 UTC.
The tweets in the network were tweeted over the 4008-day, 21-hour, 36-minute period from Saturday, 25 February 2012 at 01:09 UTC to Wednesday, 15 February 2023 at 22:46 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 : 3067
Unique Edges : 2775
Edges With Duplicates : 8186
Total Edges : 10961
Number of Edge Types : 9
Retweet : 2520
MentionsInRetweet : 3756
Mentions : 1590
MentionsInReplyTo : 684
Replies to : 384
Quote : 335
MentionsInQuote : 354
Tweet : 1327
MentionsInQuoteReply : 11
Self-Loops : 1956
Reciprocated Vertex Pair Ratio : 0.0869762174405436
Reciprocated Edge Ratio : 0.160033340279225
Connected Components : 229
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 2345
Maximum Edges in a Connected Component : 9397
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.200962
Graph Density : 0.000510346127186465
Modularity : 0.381171
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,067 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 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 16:18 UTC.
The tweets in the network were tweeted over the 4008-day, 21-hour, 36-minute period from Saturday, 25 February 2012 at 01:09 UTC to Wednesday, 15 February 2023 at 22:46 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 : 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:
[446] civic,tech [186] #civictech,#policing [176] #govtech,#civictech [168] #civictech,#govtech [163] learn,more [123] #oss,#civictech [122] #dataviz,#civictech [122] last,100 [122] 100,bills [107] last,informations Top Word Pairs in Tweet in G1:
[157] civic,tech [32] coming,soon [26] learn,more [26] open,source [26] soon,civic [26] hack,night [22] tech,event [22] #civictech,innovators [22] media,makers [22] #civictech,job Top Word Pairs in Tweet in G2:
[110] #govtech,#civictech [82] #civictech,#stateandlocal [81] #stateandlocal,#governmentit [78] #governmentit,#localgov [68] #publicsector,#cio [67] learn,more [59] #cio,#statelocalit [56] #enterprisesoftware,#publicsector [54] #localgov,#enterprisesoftware [35] huge,positive Top Word Pairs in Tweet in G3:
[51] sector,público [38] tecnologías,reinventar [38] iberoamérica,ecosistema [38] ecosistema,actores [38] libro,govtech [38] actores,tecnologías [38] público,2021 [38] govtech,iberoamérica [38] 2021,descarga [38] reinventar,sector Top Word Pairs in Tweet in G4:
[107] govtech,#civictech [107] last,informations [107] political,communication [107] check,last [107] communication,govtech [107] #civictech,#govtech [107] informations,political [106] #govtech,#mayor [106] #mayor,#cityhall [95] #cityhall,thanks Top Word Pairs in Tweet in G5:
[122] 100,bills [122] last,100 [122] #dataviz,#civictech [94] bills,#government [77] #government,#dataviz [33] down,last [33] breaking,down [28] chart,#dataviz [28] bills,one [28] one,chart Top Word Pairs in Tweet in G6:
[116] civic,tech [66] soon,civic [66] coming,soon [65] tech,event [62] event,calendar [62] calendar,co [59] event,info [36] learn,more [29] opportunities,calendar [29] tech,opportunities Top Word Pairs in Tweet in G7:
[83] #ctf,#ctf2022 [64] #ヒーローズリーグ,#civictechjp [62] civictech賞決勝,#ヒーローズリーグ [60] #ctf2022,#ctf2022_2023 [60] #civictech,#civictechforum [56] #ctf2022_2023,#civictech [36] civic,tech [33] #civictechforum,#シビックテック [29] #シビックテック,#シビックテックフォーラム [19] 国,自治体等のデータ利活用ニュース Top Word Pairs in Tweet in G8:
[28] deliberative,democracy [28] #demopart,#delibdem [27] paper,landemore [27] #ai,bring [27] bring,deliberative [27] democracy,masses [27] landemore,#ai [27] pdf,#demopart [27] excellent,paper [27] masses,pdf Top Word Pairs in Tweet in G9:
[15] édition,#budgetparticipatif [11] #civictech,continent [11] l'heure,votes [9] projets,préférés [9] voter,leurs [8] citizen,participation [8] pays,sera [8] l'espace,civique [8] engagement,participation [8] sera,centre Top Word Pairs in Tweet in G10:
[14] map,web [14] visitors,viewed [14] viewed,#housingnow [14] 000,visitors [14] web,tool [14] tool,appreciate [14] many,thanks [14] tracking,map [14] #housingnow,tracking [13] #topoli,#civictech 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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