The graph represents a network of 2,917 Twitter users whose recent tweets contained "#data4good", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 19:50 UTC.
The tweets in the network were tweeted over the 1755-day, 15-hour, 31-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 11 February 2023 at 21:05 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 2917
Unique Edges : 2642
Edges With Duplicates : 8804
Total Edges : 11446
Number of Edge Types : 9
Retweet : 3123
MentionsInRetweet : 4729
Replies to : 151
MentionsInReplyTo : 238
Mentions : 1551
Quote : 353
Tweet : 929
MentionsInQuote : 371
MentionsInQuoteReply : 1
Self-Loops : 1660
Reciprocated Vertex Pair Ratio : 0.0645752232653996
Reciprocated Edge Ratio : 0.121316412131641
Connected Components : 234
Single-Vertex Connected Components : 129
Maximum Vertices in a Connected Component : 2321
Maximum Edges in a Connected Component : 10192
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.339818
Graph Density : 0.000546557171831744
Modularity : 0.354746
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,917 Twitter users whose recent tweets contained "#data4good", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 19:50 UTC.
The tweets in the network were tweeted over the 1755-day, 15-hour, 31-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 11 February 2023 at 21:05 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[219] #cloudcomputing,#startup [219] #hr,#cloudcomputing [211] #startup,#data4good [187] #data4good,#jobalert [160] data,science [160] #data4good,#datascience [130] see,world [129] world,different [127] warm,future [127] memories,warm Top Word Pairs in Tweet in G1:
[103] #bigdata,#datascience [66] medical,data [65] open,medical [64] #ai,#machinelearning [64] #datascience,#ai [57] #data4good,#datascience [51] decision,making [50] speak,dataworksmd's [50] future,#ai [50] dax,conference Top Word Pairs in Tweet in G2:
[165] #data4good,#jobalert [59] datakind,#data4good [26] learn,more [25] #datascience,#data4good [24] data,science [22] #cloudcomputing,#startup [22] #hr,#cloudcomputing [21] #datascience,#ai [21] #dataforgood,#data4good [21] #startup,#data4good Top Word Pairs in Tweet in G3:
[36] board,member [34] advisory,board [27] carlos_santiso,#data4good [24] global,advisory [24] #data4good,nodexl [23] member,cmngounou [22] representative,global [19] thisisplace,africa [15] top,hashtags [13] hashtags,#data4good Top Word Pairs in Tweet in G4:
[41] sassoftware,revolutionize [40] patient,outcomes [40] biomerieuxusa,works [40] works,sassoftware [40] life,saving [40] saving,innovation [40] outcomes,biomerieuxusa [40] innovation,better [40] better,patient [37] revolutionize,antibiogram Top Word Pairs in Tweet in G5:
[17] #data4good,#datascience [15] #datascience,#dataforgood [13] empowering,ordinary [13] ordinary,citizens [13] data,solve [13] solve,problems [13] focus,empowering [13] main,focus [13] make,use [13] use,data Top Word Pairs in Tweet in G6:
[130] see,world [129] world,different [127] warm,future [127] memories,warm [127] different,angle [125] away,see [125] future,things [125] farther,away [125] precious,memories [125] feel,closer Top Word Pairs in Tweet in G7:
[122] #sasanalyticsexplorers,#data4good [118] zip,code [91] #sashackathon,#sasanalyticsexplorers [68] sas,hackathon [68] hackathon,2022 [64] faqs,zip [54] data,profile [54] profile,zip [46] data,scientists [44] ready,sas Top Word Pairs in Tweet in G8:
[16] join,#tdwg2022 [16] tdwg,supports [16] humans,working [16] supporting,tdwg [16] #biodiversitydata,please [16] supports,humans [16] realize,richer [16] working,realize [16] #tdwg2022,visionary [16] richer,#biodiversitydata Top Word Pairs in Tweet in G9:
[29] glad,announce [29] head,over [29] announce,#unionbudget2022 [29] available,openbudgetsin [29] openbudgetsin,head [29] #unionbudget2022,available [28] civicdatalab,glad [19] public,finance [18] interested,public [16] fiscal,fellowship Top Word Pairs in Tweet in G10:
[69] data,science [69] social,good [69] isi_fondazione,supported [69] research,data [69] science,social [69] good,isi_fondazione [69] scholarships,research [66] isi_fondazione,call [35] call,10 [35] 10,scholarships 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 G4:
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 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: