The graph represents a network of 3,044 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 19:50 UTC.
The tweets in the network were tweeted over the 1727-day, 11-hour, 4-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 14 January 2023 at 16:37 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 : 3044
Unique Edges : 2763
Edges With Duplicates : 8872
Total Edges : 11635
Number of Edge Types : 9
Retweet : 3138
MentionsInRetweet : 4815
Mentions : 1660
Replies to : 150
MentionsInReplyTo : 235
Tweet : 983
Quote : 269
MentionsInQuote : 384
MentionsInQuoteReply : 1
Self-Loops : 1485
Reciprocated Vertex Pair Ratio : 0.0669877408056042
Reciprocated Edge Ratio : 0.12556421830119
Connected Components : 231
Single-Vertex Connected Components : 129
Maximum Vertices in a Connected Component : 2450
Maximum Edges in a Connected Component : 10338
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.346777
Graph Density : 0.000526185558462735
Modularity : 0.364091
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,044 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 19:50 UTC.
The tweets in the network were tweeted over the 1727-day, 11-hour, 4-minute period from Monday, 23 April 2018 at 05:33 UTC to Saturday, 14 January 2023 at 16:37 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:
[182] #data4good,#jobalert [161] data,science [138] #bigdata,#datascience [131] see,world [130] world,different [128] warm,future [128] memories,warm [128] different,angle [126] away,see [126] things,feel Top Word Pairs in Tweet in G1:
[120] #bigdata,#datascience [77] #datascience,#ai [70] #ai,#machinelearning [66] medical,data [65] open,medical [54] dataworksmd's,dax [54] conference,future [54] speak,dataworksmd's [54] join,baltdata [54] dax,conference Top Word Pairs in Tweet in G2:
[157] #data4good,#jobalert [55] datakind,#data4good [25] #datascience,#data4good [24] data,science [22] learn,more [22] #dataforgood,#data4good [20] open,roles [19] below,#dataforgood [18] role,#datakind [17] roles,programs Top Word Pairs in Tweet in G3:
[44] decision,making [33] #data4good,#datascience [31] data,literacy [30] coleridge4data,data [29] informed,decision [28] data,science [24] public,agency [21] public,agencies [21] data,linkage [21] data,analysis Top Word Pairs in Tweet in G4:
[131] see,world [130] world,different [128] warm,future [128] memories,warm [128] different,angle [126] away,see [126] future,things [126] farther,away [126] precious,memories [126] feel,closer Top Word Pairs in Tweet in G5:
[122] #sasanalyticsexplorers,#data4good [118] zip,code [91] #sashackathon,#sasanalyticsexplorers [70] 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 G6:
[21] #bigdata,#data4good [15] proud,involved [13] datalabscotland,proud [11] study,showing [11] 700m,canal [11] living,within [11] canal,connected [11] within,700m [11] showing,living [11] involved,study Top Word Pairs in Tweet in G7:
[32] state,#data [25] 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 G8:
[16] visionary,supporters [16] richer,#biodiversitydata [16] humans,working [16] #tdwg2022,visionary [16] working,realize [16] #biodiversitydata,please [16] tdwg,supports [16] join,#tdwg2022 [16] supports,humans [16] supporting,tdwg Top Word Pairs in Tweet in G9:
[21] using,#data4good [20] use,#data4good [10] sassoftware,colleague [8] melissatorgbi,member [8] studying,bee [8] sas,data [8] data,science [8] bee,behaviour [8] #analytics,installed [8] using,#analytics Top Word Pairs in Tweet in G10:
[27] glad,announce [27] available,openbudgetsin [27] head,over [27] announce,#unionbudget2022 [27] #unionbudget2022,available [27] openbudgetsin,head [26] civicdatalab,glad [18] public,finance [17] interested,public [15] 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 G6:
Top Replied-To in G8:
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 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: