The graph represents a network of 471 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 Wednesday, 15 May 2019 at 05:07 UTC.
The requested start date was Monday, 13 May 2019 at 00:01 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, 18-hour, 45-minute period from Monday, 29 April 2019 at 00:32 UTC to Sunday, 12 May 2019 at 19:17 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 : 471
Unique Edges : 673
Edges With Duplicates : 152
Total Edges : 825
Number of Edge Types : 3
Mentions : 738
Tweet : 78
Replies to : 9
Self-Loops : 78
Reciprocated Vertex Pair Ratio : 0.0460122699386503
Reciprocated Edge Ratio : 0.0879765395894428
Connected Components : 64
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 239
Maximum Edges in a Connected Component : 506
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.750034
Graph Density : 0.00308081492523829
Modularity : 0.718405
NodeXL Version : 1.0.1.412
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[43] â,â [36] #ai,#data4good [30] change,world [29] jim,goodnight [29] goodnight,emphasizes [29] emphasizes,importance [29] importance,harnessing [29] harnessing,data [29] data,change [28] sas,global Top Word Pairs in Tweet in G1:
[36] â,â [21] #datascience,#ai [19] #bigdata,#datascience [15] putting,government [15] government,data [15] data,work [15] work,apis [15] artificial,intelligence [13] mapping,various [13] various,types Top Word Pairs in Tweet in G2:
[27] #ai,#data4good [25] jim,goodnight [25] goodnight,emphasizes [25] emphasizes,importance [25] importance,harnessing [25] harnessing,data [25] data,change [25] change,world [25] world,#ai [24] sas,global Top Word Pairs in Tweet in G3:
[20] come,lead [20] lead,#datascience [20] #datascience,team [20] team,pulselabjakarta [15] last,couple [15] couple,days [15] days,application [15] application,come [15] pulselabjakarta,work [15] work,truly Top Word Pairs in Tweet in G5:
[10] real,world [5] #dataviz,real [5] world,insights [5] insights,real [5] world,data [5] data,real [5] real,time [5] time,technology [5] technology,premierleague [5] premierleague,football Top Word Pairs in Tweet in G4:
[5] #datascience,#ai [4] #ai,#data4good [4] #ai,#machinelearning [3] #bigdata,#datascience [3] #machinelearning,#data4good [3] harnessing,fourth [3] fourth,industrial [3] industrial,revolution [3] revolution,water [3] water,#data4good Top Word Pairs in Tweet in G6:
[7] â,â [5] see,tom [5] tom,datakinduk [5] datakinduk,talk [5] talk,#data4good [5] #data4good,working [5] working,ethically [5] ethically,charities [5] charities,data [5] data,nice Top Word Pairs in Tweet in G7:
[14] incredible,day [14] day,#siliconvalley [14] #siliconvalley,#virtualreality [14] #virtualreality,balloon [14] balloon,#loon [14] #loon,#connectivity [14] #connectivity,#impactcloud [14] #impactcloud,#data4good [13] doreenbogdan,incredible [10] #data4good,affordaâ Top Word Pairs in Tweet in G8:
[11] ðÿž,ðÿž [10] ðÿ,ðÿ [6] first,#datathon [6] â,ï [5] june,1st [5] #houseoffriendship,support [5] support,mission [5] ï,good [5] good,morning [5] morning,data Top Word Pairs in Tweet in G9:
[3] weekend,participated [3] participated,first [3] first,#data4good [3] #data4good,#hackathon [3] #hackathon,vienna [3] vienna,great [3] great,experience [3] experience,thank [3] thank,viennadsg [3] #data4good,great Top Word Pairs in Tweet in G10:
[8] #nonprofits,take [8] take,flying [8] flying,leap [8] leap,#digitaldivide [8] #digitaldivide,leveraging [8] leveraging,#data4good [8] #data4good,shares [8] shares,paragie [8] paragie,idea [7] cntr4growth,#nonprofits Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G5:
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 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 G5:
Top Tweeters in G4:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: