The graph represents a network of 2,975 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 19:51 UTC.
The tweets in the network were tweeted over the 1748-day, 5-hour, 0-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 04 February 2023 at 10:34 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 : 2975
Unique Edges : 2679
Edges With Duplicates : 8849
Total Edges : 11528
Number of Edge Types : 9
Retweet : 3144
MentionsInRetweet : 4783
Mentions : 1589
Replies to : 152
MentionsInReplyTo : 234
Tweet : 938
MentionsInQuote : 359
Quote : 328
MentionsInQuoteReply : 1
Self-Loops : 1616
Reciprocated Vertex Pair Ratio : 0.0644579670948839
Reciprocated Edge Ratio : 0.121109464323523
Connected Components : 229
Single-Vertex Connected Components : 126
Maximum Vertices in a Connected Component : 2391
Maximum Edges in a Connected Component : 10290
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.388897
Graph Density : 0.000533814063621414
Modularity : 0.360254
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,975 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 19:51 UTC.
The tweets in the network were tweeted over the 1748-day, 5-hour, 0-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 04 February 2023 at 10:34 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:
[217] #cloudcomputing,#startup [217] #hr,#cloudcomputing [211] #startup,#data4good [187] #data4good,#jobalert [162] data,science [139] #bigdata,#datascience [131] see,world [130] world,different [128] warm,future [128] memories,warm Top Word Pairs in Tweet in G1:
[168] #data4good,#jobalert [63] datakind,#data4good [42] data,support [41] support,lead [28] join,small [26] learn,more [26] #datascience,#data4good [26] re,hiring [24] data,science [22] use,data Top Word Pairs in Tweet in G2:
[30] #artificialintelligence,#ai [29] #100daysofcode,#python [29] #datascience,#100daysofcode [28] #data4good,nodexl [28] #ai,#datascience [24] #python,#machinelearning [24] #machinelearning,#bigdata [23] #data4good,#datascience [19] air,#artificialintelligence [19] love,air Top Word Pairs in Tweet in G3:
[123] #bigdata,#datascience [62] #ai,#machinelearning [61] medical,data [60] open,medical [59] #datascience,#ai [44] dax,conference [44] speak,dataworksmd's [44] smart,farming [44] #ai,#automation [44] join,baltdata Top Word Pairs in Tweet in G4:
[35] sassoftware,revolutionize [34] patient,outcomes [34] biomerieuxusa,works [34] saving,innovation [34] life,saving [34] revolutionize,antibiogram [34] innovation,better [34] better,patient [34] works,sassoftware [34] outcomes,biomerieuxusa Top Word Pairs in Tweet in G5:
[131] see,world [130] world,different [128] memories,warm [128] warm,future [128] different,angle [126] precious,memories [126] closer,farther [126] things,feel [126] future,things [126] feel,closer Top Word Pairs in Tweet in G6:
[14] datakind,#data4good [10] grow,reach [10] volunteer,director [10] help,grow [10] data,science [10] director,marketing [10] vizfsg,looking [10] looking,volunteer [10] marketing,help [10] charities,non 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:
[15] visionary,supporters [15] richer,#biodiversitydata [15] humans,working [15] #tdwg2022,visionary [15] working,realize [15] #biodiversitydata,please [15] tdwg,supports [15] join,#tdwg2022 [15] supports,humans [15] supporting,tdwg Top Word Pairs in Tweet in G9:
[32] state,#data [24] carlos_santiso,#data4good [24] ildalatam,discuss [21] discuss,state [20] #data,#latinamerica [19] global,data [19] data,barometer [15] happening,today [15] latin,america [14] joining,ildalatam Top Word Pairs in Tweet in G10:
[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 Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G6:
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: