The graph represents a network of 487 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, 18 August 2022 at 15:13 UTC.
The requested start date was Thursday, 18 August 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, 14-hour, 22-minute period from Thursday, 04 August 2022 at 08:00 UTC to Wednesday, 17 August 2022 at 22:22 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 : 487
Unique Edges : 353
Edges With Duplicates : 945
Total Edges : 1298
Number of Edge Types : 5
Tweet : 139
Retweet : 395
MentionsInRetweet : 581
Mentions : 173
Replies to : 10
Self-Loops : 142
Reciprocated Vertex Pair Ratio : 0.0473856209150327
Reciprocated Edge Ratio : 0.0904836193447738
Connected Components : 72
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 189
Maximum Edges in a Connected Component : 535
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.829158
Graph Density : 0.00270827523850567
Modularity : 0.463963
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 487 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, 18 August 2022 at 15:13 UTC.
The requested start date was Thursday, 18 August 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, 14-hour, 22-minute period from Thursday, 04 August 2022 at 08:00 UTC to Wednesday, 17 August 2022 at 22:22 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:
[70] california's,judiciary [64] civic,tech [63] last,years [63] years,cydharrell [63] cydharrell,led [63] led,tech [63] tech,design [63] design,team [63] team,within [63] within,california's Top Word Pairs in Tweet in G1:
[61] last,years [61] years,cydharrell [61] cydharrell,led [61] led,tech [61] tech,design [61] design,team [61] team,within [61] within,california's [61] california's,judiciary [61] judiciary,charged Top Word Pairs in Tweet in G2:
[19] civic,tech [14] codeforall,summit [14] summit,2022 [14] 2022,taking [14] taking,place [14] place,19 [14] 19,22 [14] 22,sept [14] sept,2022 [14] 2022,join Top Word Pairs in Tweet in G3:
[27] #moocdeg,friday [23] space,democratic [23] democratic,debate [22] vendredi,#moocdeg [17] friday,series [16] africtivistes,reminder [15] technologies,civiques [15] civiques,espace [15] espace,public [15] public,débat Top Word Pairs in Tweet in G4:
[5] #govtech,#civictech [4] #civictech,#govtech [4] wanna,better [4] better,#govtech [4] #civictech,go [4] go,'power [4] 'power,public' [4] public',newamericapit's [4] newamericapit's,hanaschank [3] #govtech,#pit Top Word Pairs in Tweet in G5:
[9] civictech,organization [9] organization,#benin [9] #benin,#burkinafaso [9] #burkinafaso,#capeverde [9] #capeverde,#côtedivoire [9] #côtedivoire,#gambia [9] #gambia,#ghana [9] #ghana,#guinea [9] #guinea,#guineabissau [8] cc_hub,civictech Top Word Pairs in Tweet in G6:
[9] improving,citizen [9] citizen,engagement [9] engagement,means [9] means,need [9] need,more [9] more,capable [9] capable,hands [9] hands,trained [9] trained,community [9] community,mobilizers Top Word Pairs in Tweet in G7:
[11] #govtech,#civictech [7] #governmentit,#localgov [7] #cio,#statelocalit [6] #civictech,#stateandlocal [6] #stateandlocal,#governmentit [6] #publicsector,#cio [4] #localgov,#enterprisesoftware [4] #enterprisesoftware,#publicsector [3] #civictech,#governmentit [3] software,system Top Word Pairs in Tweet in G8:
[19] avons,débuté [19] débuté,2ème [19] 2ème,cohorte [19] cohorte,formation [19] formation,#civictech [19] #civictech,pnuddjibouti [19] pnuddjibouti,cette [19] cette,formation [19] formation,donnera [19] donnera,aux Top Word Pairs in Tweet in G9:
[9] make,content [9] content,sing [9] sing,code4africa [9] code4africa,looking [9] looking,junior [9] junior,multimedia [9] multimedia,designer [9] designer,turbocharge [9] turbocharge,audience [9] audience,engagement Top Word Pairs in Tweet in G10:
[25] blackcivictech,#newjobalert [14] designers,sr [12] civic,tech [11] digital,services [9] #newjobalert,hey [8] looking,senior [7] a1m,solutions [7] solutions,civictech [7] civictech,govtech [7] govtech,hiring Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: