The graph represents a network of 407 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, 11 February 2019 at 05:31 UTC.
The requested start date was Monday, 11 February 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, 17-hour, 18-minute period from Monday, 28 January 2019 at 04:12 UTC to Sunday, 10 February 2019 at 21:30 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 : 407
Unique Edges : 629
Edges With Duplicates : 274
Total Edges : 903
Number of Edge Types : 3
Mentions : 828
Tweet : 65
Replies to : 10
Self-Loops : 65
Reciprocated Vertex Pair Ratio : 0.0275650842266462
Reciprocated Edge Ratio : 0.0536512667660209
Connected Components : 40
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 289
Maximum Edges in a Connected Component : 756
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.649006
Graph Density : 0.00406071095726268
Modularity : 0.615
NodeXL Version : 1.0.1.408
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[39] drjosh,a6 [33] use,data4good [30] data,analytics [25] data,science [24] â,â [21] gt,gt [21] a7,ethics [21] ethics,privacy [21] privacy,discussions [21] discussions,w Top Word Pairs in Tweet in G1:
[27] data,analytics [22] â,â [19] gt,gt [17] ai,machinelearning [14] machinelearning,healthcare [13] future,ai [13] healthcare,seen [13] seen,through [13] through,eyes [13] eyes,physicians Top Word Pairs in Tweet in G2:
[37] drjosh,a6 [29] use,data4good [20] sassoftware,data4good [20] a6,gatheriq [20] gatheriq,excellent [20] excellent,examples [20] examples,data4good [20] data4good,encouraging [20] encouraging,worldwide [20] worldwide,civicengagement Top Word Pairs in Tweet in G3:
[5] continue,meet [5] meet,partner [5] partner,various [5] various,non [5] non,profits [5] profits,ngo's [5] ngo's,becoming [5] becoming,clearer [5] clearer,data4good [5] data4good,definitely Top Word Pairs in Tweet in G4:
[11] data4good,job [11] job,alert [10] data,science [10] ai,good [9] non,profit [9] datakind,data4good [7] alert,thorn [7] profit,focused [7] focused,building [7] building,technology Top Word Pairs in Tweet in G5:
[13] evankirstel,antgrasso [9] parkinsons,early [9] early,detection [9] detection,machine [9] machine,learning [9] learning,michaeljfoxorg [9] michaeljfoxorg,ai [9] ai,data4good [9] data4good,evankirstel [8] johnmaynardcpa,parkinsons Top Word Pairs in Tweet in G6:
[10] center,rockefellerfdn [10] rockefellerfdn,excited [9] new,collaborative [9] unlock,power [9] power,data4good [8] excited,announce [8] announce,new [8] collaborative,unlock [7] cntr4growth,rockefellerfdn [7] data4good,new Top Word Pairs in Tweet in G7:
[2] social,good [2] data4good,ai4good [2] clear,calendar Top Word Pairs in Tweet in G8:
[9] slides,presentation [9] presentation,dataforgoodbcn [9] dataforgoodbcn,meetup [9] meetup,datavisualization [9] datavisualization,topic [9] topic,modelling [9] modelling,answer [9] answer,key [9] key,questions [8] xavigimenez,slides Top Word Pairs in Tweet in G9:
[11] new,paper [11] paper,better [11] better,governance [11] governance,guarantee [11] guarantee,less [11] less,corruption [11] corruption,computational [11] computational,study [11] study,showing [11] showing,reforms Top Word Pairs in Tweet in G10:
[5] make,world [5] world,better [5] worth,data [5] data,putting [5] putting,price [5] price,tag [5] tag,data [5] data,hard [5] hard,without [5] without,context Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G10:
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 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: