The graph represents a network of 263 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, 07 January 2019 at 05:31 UTC.
The requested start date was Monday, 07 January 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 13-day, 16-hour, 46-minute period from Monday, 24 December 2018 at 05:59 UTC to Sunday, 06 January 2019 at 22:45 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 : 263
Unique Edges : 397
Edges With Duplicates : 91
Total Edges : 488
Number of Edge Types : 3
Mentions : 441
Tweet : 43
Replies to : 4
Self-Loops : 43
Reciprocated Vertex Pair Ratio : 0.0175879396984925
Reciprocated Edge Ratio : 0.0345679012345679
Connected Components : 18
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 226
Maximum Edges in a Connected Component : 446
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.132572
Graph Density : 0.00587757234493368
Modularity : 0.636812
NodeXL Version : 1.0.1.407
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[24] sexy,data [24] data,unicorn [24] unicorn,5 [24] 5,surprising [24] surprising,things [24] things,learned [24] learned,during [24] during,datadive [24] datadive,google [24] google,s Top Word Pairs in Tweet in G1:
[6] artificial,intelligence [6] research,ai [6] data,science [4] professional,naturalists [4] naturalists,citizens [4] citizens,artificial [4] intelligence,play [4] play,role [4] role,environmental [4] environmental,research Top Word Pairs in Tweet in G2:
[19] dataliteracy,project [19] project,global [19] global,community [19] community,dedicated [19] dedicated,building [19] building,data [19] data,literate [19] literate,culture [18] kirkdborne,dataliteracy [14] alzheimer,s Top Word Pairs in Tweet in G3:
[23] sexy,data [23] data,unicorn [23] unicorn,5 [23] 5,surprising [23] surprising,things [23] things,learned [23] learned,during [23] during,datadive [23] datadive,google [23] google,s Top Word Pairs in Tweet in G4:
[5] officially,2019 [5] 2019,look [5] look,forward [5] forward,supporting [5] supporting,even [5] even,more [5] more,data4good [5] data4good,projects [5] projects,world [5] world,serving Top Word Pairs in Tweet in G5:
[4] reporting,home [4] home,demolitions [4] demolitions,east [4] east,jerusalem [4] jerusalem,investigating [4] investigating,food [4] food,supply [4] supply,chains [4] chains,s [4] s,shortage Top Word Pairs in Tweet in G6:
[6] kirkdborne,musiccomposer1 [6] musiccomposer1,avrohomg [6] avrohomg,unifiedinbox [6] unifiedinbox,kenherron [6] kenherron,jennifer_espo [6] jennifer_espo,intelhealth [6] intelhealth,cancers [6] cancers,definitely [6] definitely,top [6] top,list Top Word Pairs in Tweet in G7:
[10] data,understood [10] understood,mean [10] mean,people [10] people,individuals [10] individuals,demand [10] demand,accountability [10] accountability,those [10] those,seek [9] alemannoeu,data [9] seek,kn Top Word Pairs in Tweet in G8:
[3] hmkuldell,nextgov [2] thanks,hmkuldell [2] nextgov,featuring [2] featuring,wholepersoncare [2] wholepersoncare,data4good [2] data4good,prediction [2] prediction,government [2] government,technology [2] prediction,drjosh [2] drjosh,data4good Top Word Pairs in Tweet in G9:
[3] happy,new [3] new,year [3] year,nice [3] nice,start [3] start,day [3] day,year [3] year,another [3] another,vendor [3] vendor,stepping [3] stepping,data4good Top Word Pairs in Tweet in G10:
[2] being,reactive [2] reactive,exhaustive [2] exhaustive,expensive [2] expensive,need [2] need,start [2] start,investing [2] investing,time [2] time,resources [2] resources,prevention [2] prevention,kimberly Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G8:
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: