The graph represents a network of 464 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 28 July 2022 at 15:13 UTC.
The requested start date was Thursday, 28 July 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 15-hour, 1-minute period from Thursday, 14 July 2022 at 06:53 UTC to Wednesday, 27 July 2022 at 21:54 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 464
Unique Edges : 356
Edges With Duplicates : 815
Total Edges : 1171
Number of Edge Types : 5
Retweet : 328
MentionsInRetweet : 524
Mentions : 159
Tweet : 150
Replies to : 10
Self-Loops : 155
Reciprocated Vertex Pair Ratio : 0.0389830508474576
Reciprocated Edge Ratio : 0.0750407830342577
Connected Components : 71
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 235
Maximum Edges in a Connected Component : 735
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.897775
Graph Density : 0.00285339241826171
Modularity : 0.498078
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 464 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 28 July 2022 at 15:13 UTC.
The requested start date was Thursday, 28 July 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 15-hour, 1-minute period from Thursday, 14 July 2022 at 06:53 UTC to Wednesday, 27 July 2022 at 21:54 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[51] paid,internship [51] internship,opportunity [51] opportunity,rm2k [51] rm2k,month [51] month,work [51] work,support [51] support,plone [51] plone,websites [51] websites,services [48] sinarproject,paid Top Word Pairs in Tweet in G1:
[9] awesome,see [9] see,afuncensored [9] afuncensored,team [9] team,#civictech [9] #civictech,folk [9] folk,odipodev [9] odipodev,opencitieslabza [9] opencitieslabza,create [9] create,simple [9] simple,genuinely Top Word Pairs in Tweet in G2:
[50] paid,internship [50] internship,opportunity [50] opportunity,rm2k [50] rm2k,month [50] month,work [50] work,support [50] support,plone [50] plone,websites [50] websites,services [47] sinarproject,paid Top Word Pairs in Tweet in G3:
[10] civic,tech [7] we've,added [7] tech,conference [7] conference,calendar [7] calendar,more [7] more,info [6] subscribe,full [5] info,subscribe [5] full,calendars [4] #bostontech,#civictech Top Word Pairs in Tweet in G4:
[20] participation,democratic [20] democratic,space [17] justice_code,#votebot [12] zeczim,centers [12] centers,still [12] still,open [12] open,inspection [12] inspection,voter's [12] voter's,roll [12] roll,#votebot Top Word Pairs in Tweet in G5:
[24] open,access [24] access,artificial [24] artificial,intelligence [24] intelligence,democracy [24] democracy,risks [24] risks,promises [24] promises,ai [24] ai,mediated [24] mediated,citizen [24] citizen,government Top Word Pairs in Tweet in G6:
[8] #govtech,#civictech [7] 1000,more [7] #ussenate,#houseofreps [7] #cio,#statelocalit [7] #stateandlocal,#governmentit [5] #civictech,#stateandlocal [5] #publicsector,#cio [5] #governmentit,#localgov [4] #houseofreps,#federalgovernment [4] #enterprisesoftware,#publicsector Top Word Pairs in Tweet in G7:
[13] rencontre,atelier_medias [13] atelier_medias,#activistes [13] #activistes,fatittystar [13] fatittystar,tidianitogola [13] tidianitogola,#mali [13] #mali,c'est [13] c'est,notre [13] notre,rôle [12] rapha_constant,rencontre [12] rôle,d'#in Top Word Pairs in Tweet in G8:
[17] latest,eapccat [17] eapccat,european [17] european,public [17] public,mosaic [17] mosaic,read [17] read,including [17] including,articles [17] articles,open [17] open,government [17] government,frontiers Top Word Pairs in Tweet in G9:
[6] ctif,tradition [6] tradition,celebrating [6] celebrating,african [6] african,innovation [6] innovation,alongside [6] alongside,recognition [6] recognition,artistic [6] artistic,cultural [6] cultural,talents [5] civictechafrica,ctif Top Word Pairs in Tweet in G10:
[3] moreover,gathering [3] gathering,urged [3] urged,countries [3] countries,leverage [3] leverage,innovative [3] innovative,digital [3] digital,technologies [3] technologies,improve [3] improve,accountability [3] work,codeforamerica Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G4:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: