The graph represents a network of 2,921 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 19:50 UTC.
The tweets in the network were tweeted over the 1777-day, 15-hour, 14-minute period from Monday, 23 April 2018 at 05:33 UTC to Sunday, 05 March 2023 at 20:48 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 : 2921
Unique Edges : 2874
Edges With Duplicates : 8952
Total Edges : 11826
Number of Edge Types : 9
Retweet : 3123
MentionsInRetweet : 5189
Mentions : 1438
Replies to : 169
MentionsInReplyTo : 244
Tweet : 870
Quote : 422
MentionsInQuote : 370
MentionsInQuoteReply : 1
Self-Loops : 1748
Reciprocated Vertex Pair Ratio : 0.0583690987124464
Reciprocated Edge Ratio : 0.110300081103001
Connected Components : 234
Single-Vertex Connected Components : 129
Maximum Vertices in a Connected Component : 2127
Maximum Edges in a Connected Component : 9810
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.345426
Graph Density : 0.000578240703831021
Modularity : 0.371472
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,921 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 19:50 UTC.
The tweets in the network were tweeted over the 1777-day, 15-hour, 14-minute period from Monday, 23 April 2018 at 05:33 UTC to Sunday, 05 March 2023 at 20:48 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:
[294] #data4good,#salesforce [256] #datascience,#ai [214] #cloudcomputing,#startup [214] #hr,#cloudcomputing [207] #startup,#data4good [195] #data4good,#jobalert [185] #data,#datascience [171] #data4good,feature [171] swashapp,#data4good [170] valentine,day Top Word Pairs in Tweet in G1:
[98] #bigdata,#datascience [84] #data4good,#datascience [77] #datascience,#ai [71] medical,data [71] #ai,#machinelearning [70] open,medical [53] dataworksmd's,dax [53] conference,future [53] future,#ai [53] baltdata,more Top Word Pairs in Tweet in G2:
[179] #data4good,#jobalert [70] datakind,#data4good [42] data,support [41] support,lead [31] join,small [29] re,hiring [27] learn,more [26] #datascience,#data4good [26] data,science [22] #dataforgood,#data4good Top Word Pairs in Tweet in G3:
[171] swashapp,#data4good [171] #data4good,feature [170] valentine,day [169] swash,oxfamamerica [169] day,celebrate [169] happy,valentine [169] celebrate,donated [169] oxfamamerica,swashapp [169] donated,10 [169] 10,swash Top Word Pairs in Tweet in G4:
[36] board,member [34] advisory,board [24] global,advisory [23] member,cmngounou [22] representative,global [19] thisisplace,africa [12] data,science [12] #placematters,#data4good [11] great,panel [11] africa,representative Top Word Pairs in Tweet in G5:
[108] zip,code [94] #sasanalyticsexplorers,#data4good [63] #sashackathon,#sasanalyticsexplorers [60] faqs,zip [48] data,profile [48] profile,zip [40] sas,hackathon [40] hackathon,2022 [38] data,scientists [35] #data4good,#insight Top Word Pairs in Tweet in G6:
[21] sassoftware,revolutionize [20] patient,outcomes [20] biomerieuxusa,works [20] works,sassoftware [20] life,saving [20] saving,innovation [20] outcomes,biomerieuxusa [20] innovation,better [20] better,patient [19] using,sophisticated Top Word Pairs in Tweet in G7:
[273] #data4good,#salesforce [185] #cloudcomputing,#startup [185] #hr,#cloudcomputing [182] #startup,#data4good [170] #data,#datascience [148] #datascience,#ai [108] #salesforce,#data [106] #iot,#ai [106] #ai,#bigdata [89] match,hire Top Word Pairs in Tweet in G8:
[28] flying,labs [25] acapsproject,#data4good [23] risk,list [18] interactive,#dashboard [18] civilian,infrastructure [18] relased,interactive [18] #ukrainecrisis,relased [18] damages,civilian [18] tracks,damages [18] #dashboard,tracks Top Word Pairs in Tweet in G9:
[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 G10:
[29] head,over [29] announce,#unionbudget2022 [29] glad,announce [29] available,openbudgetsin [29] #unionbudget2022,available [29] openbudgetsin,head [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 G3:
Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G9:
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 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 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: