The graph represents a network of 282 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 17:56 UTC.
The requested start date was Monday, 05 July 2021 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, 9-hour, 48-minute period from Monday, 21 June 2021 at 10:11 UTC to Sunday, 04 July 2021 at 20:00 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 : 282
Unique Edges : 144
Edges With Duplicates : 1009
Total Edges : 1153
Number of Edge Types : 5
Retweet : 502
MentionsInRetweet : 525
Tweet : 44
Mentions : 81
Replies to : 1
Self-Loops : 108
Reciprocated Vertex Pair Ratio : 0.0447761194029851
Reciprocated Edge Ratio : 0.0857142857142857
Connected Components : 26
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 201
Maximum Edges in a Connected Component : 1026
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.814228
Graph Density : 0.0044168496504379
Modularity : 0.266259
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 282 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 17:56 UTC.
The requested start date was Monday, 05 July 2021 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, 9-hour, 48-minute period from Monday, 21 June 2021 at 10:11 UTC to Sunday, 04 July 2021 at 20:00 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 : #data4good
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:
[124] journey,collaborate [124] collaborate,enhance [124] enhance,#innovation [124] #innovation,unleash [108] different,perspectives [108] perspectives,different [108] different,opportunities [108] opportunities,focus [108] focus,journey [107] ume_kyd,different Top Word Pairs in Tweet in G1:
[120] journey,collaborate [120] collaborate,enhance [120] enhance,#innovation [120] #innovation,unleash [106] different,perspectives [106] perspectives,different [106] different,opportunities [106] opportunities,focus [106] focus,journey [105] ume_kyd,different Top Word Pairs in Tweet in G2:
[8] #data4good,nodexl [8] ume_kyd,jointtc [8] jointtc,_m_dey [8] _m_dey,johnmaynardcpa [7] nodexl,ume_kyd [7] johnmaynardcpa,chidambara09 [7] chidambara09,salhaj [7] salhaj,eventsinfluenc1 [6] salhaj,#data4good [5] #datascienceacademy,#data4good Top Word Pairs in Tweet in G3:
[10] excited,partnership [10] partnership,sassoftware [10] sassoftware,exploring [10] exploring,ways [10] ways,using [10] using,power [10] power,data [10] data,#analytics [10] #analytics,#ai [9] armitageunfpa,excited Top Word Pairs in Tweet in G4:
[6] techsoup,learn [5] learn,#coding [5] #coding,kits [5] kits,#mobileapps [5] #mobileapps,bringing [5] bringing,#diversity [5] #diversity,#stem [5] #stem,govtechnews [5] govtechnews,#tech4good [3] learn,#volunteer Top Word Pairs in Tweet in G5:
[7] #data,#analytics [4] looking,forward [4] forward,seeing [4] seeing,#wiaconf2021 [4] #wiaconf2021,#womeninanalytic [4] #womeninanalytic,wia_community [4] wia_community,#data [4] #analytics,#data4good [4] #data4good,#ai4good [4] journey,collaborate Top Word Pairs in Tweet in G6:
[3] know,more [3] more,caribopeninst [3] caribopeninst,latest [3] latest,blog [3] blog,mauricemcn [3] mauricemcn,graham_lila19 [3] graham_lila19,share [3] share,more [2] databarometer,know [2] weeks,blog Top Word Pairs in Tweet in G7:
[6] #undp,hiring [6] hiring,#iati [6] #iati,project [6] project,management [6] management,data [6] data,use [6] use,analyst [6] analyst,support [6] support,secretariat [6] secretariat,help Top Word Pairs in Tweet in G8:
[7] still,looking [7] looking,limited [7] limited,number [7] number,members [7] members,join [7] join,help [7] help,shape [7] shape,#data [7] #data,#ai [7] #ai,#digital Top Replied-To in Entire Graph:
Top Replied-To in G2:
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 G6:
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: