The graph represents a network of 3,048 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 19:49 UTC.
The tweets in the network were tweeted over the 1720-day, 10-hour, 56-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 07 January 2023 at 16:30 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 : 3048
Unique Edges : 2767
Edges With Duplicates : 8896
Total Edges : 11663
Number of Edge Types : 9
Retweet : 3159
MentionsInRetweet : 4841
Mentions : 1653
Replies to : 147
MentionsInReplyTo : 239
MentionsInQuote : 384
Tweet : 982
Quote : 257
MentionsInQuoteReply : 1
Self-Loops : 1451
Reciprocated Vertex Pair Ratio : 0.066973079448457
Reciprocated Edge Ratio : 0.125538461538462
Connected Components : 232
Single-Vertex Connected Components : 129
Maximum Vertices in a Connected Component : 2451
Maximum Edges in a Connected Component : 10360
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.346742
Graph Density : 0.000524912848316015
Modularity : 0.364522
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,048 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 19:49 UTC.
The tweets in the network were tweeted over the 1720-day, 10-hour, 56-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 07 January 2023 at 16:30 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:
[183] #data4good,#jobalert [160] data,science [143] value,unstructured [143] unstructured,#data [138] #bigdata,#datascience [134] create,value [131] see,world [130] #data,build [130] world,different [128] warm,future Top Word Pairs in Tweet in G1:
[118] #bigdata,#datascience [68] #ai,#machinelearning [66] #datascience,#ai [63] medical,data [62] open,medical [53] speak,dataworksmd's [53] future,#ai [53] dax,conference [53] dataworksmd's,dax [53] conference,future Top Word Pairs in Tweet in G2:
[159] #data4good,#jobalert [55] datakind,#data4good [25] #datascience,#data4good [24] learn,more [23] #dataforgood,#data4good [22] data,science [19] below,#dataforgood [19] open,roles [18] role,#datakind [16] roles,programs Top Word Pairs in Tweet in G3:
[36] board,member [34] advisory,board [28] glad,announce [28] announce,#unionbudget2022 [28] head,over [28] #unionbudget2022,available [28] openbudgetsin,head [28] available,openbudgetsin [27] civicdatalab,glad [24] global,advisory Top Word Pairs in Tweet in G4:
[20] #bigdata,#data4good [18] computational,social [18] positions,computational [15] turinginst,work [14] data,science [13] join,team [12] data,scientist [12] turing,institute [12] #bigdata,#datascience [12] bright,#computationalsocialscientist Top Word Pairs in Tweet in G5:
[22] use,data [16] read,more [14] solve,problems [14] #twitterspaces,#data4good [14] social,media [13] make,use [13] problems,communities [13] empowering,ordinary [13] #npdata,#data4good [13] main,focus Top Word Pairs in Tweet in G6:
[141] unstructured,#data [141] value,unstructured [131] create,value [131] see,world [130] world,different [128] warm,future [128] #data,build [128] memories,warm [128] different,angle [126] away,see Top Word Pairs in Tweet in G7:
[122] #sasanalyticsexplorers,#data4good [118] zip,code [91] #sashackathon,#sasanalyticsexplorers [72] 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:
[12] ameisen_strasse,lisa_reiber [10] lisa_reiber,co [10] data,scientists [10] event,weekend [10] weekend,hackathon [10] #data4good,event [10] organizing,#data4good [10] #followpower,ameisen_strasse [10] co,organizing [9] learn,more Top Word Pairs in Tweet in G9:
[31] state,#data [25] carlos_santiso,#data4good [23] ildalatam,discuss [20] discuss,state [19] #data,#latinamerica [19] data,barometer [19] global,data [15] latin,america [14] happening,today [13] joining,ildalatam Top Word Pairs in Tweet in G10:
[16] #tdwg2022,visionary [16] richer,#biodiversitydata [16] tdwg,supports [16] join,#tdwg2022 [16] #biodiversitydata,please [16] working,realize [16] realize,richer [16] supports,humans [16] supporting,tdwg [16] please,join 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 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: