The graph represents a network of 2,899 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 19:51 UTC.
The tweets in the network were tweeted over the 1784-day, 15-hour, 32-minute period from Monday, 23 April 2018 at 05:33 UTC to Sunday, 12 March 2023 at 21:06 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 : 2899
Unique Edges : 2845
Edges With Duplicates : 9006
Total Edges : 11851
Number of Edge Types : 9
Retweet : 3131
MentionsInRetweet : 5213
Mentions : 1413
Replies to : 174
MentionsInReplyTo : 240
Tweet : 865
MentionsInQuote : 375
Quote : 439
MentionsInQuoteReply : 1
Self-Loops : 1799
Reciprocated Vertex Pair Ratio : 0.0590790616854909
Reciprocated Edge Ratio : 0.111566858080394
Connected Components : 236
Single-Vertex Connected Components : 128
Maximum Vertices in a Connected Component : 2093
Maximum Edges in a Connected Component : 9822
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.359005
Graph Density : 0.000580386230610446
Modularity : 0.367169
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,899 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 19:51 UTC.
The tweets in the network were tweeted over the 1784-day, 15-hour, 32-minute period from Monday, 23 April 2018 at 05:33 UTC to Sunday, 12 March 2023 at 21:06 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:
[296] #data4good,#salesforce [266] #datascience,#ai [214] #cloudcomputing,#startup [214] #hr,#cloudcomputing [207] #startup,#data4good [197] #data4good,#jobalert [196] #data,#datascience [170] #data4good,feature [170] swashapp,#data4good [169] valentine,day Top Word Pairs in Tweet in G1:
[95] #bigdata,#datascience [83] #data4good,#datascience [76] #datascience,#ai [71] medical,data [71] #ai,#machinelearning [70] open,medical [53] dataworksmd's,dax [53] conference,future [53] future,#ai [53] decision,making Top Word Pairs in Tweet in G2:
[176] #data4good,#jobalert [66] datakind,#data4good [28] learn,more [25] #datascience,#data4good [25] data,science [22] #dataforgood,#data4good [22] #cloudcomputing,#startup [22] #hr,#cloudcomputing [21] #startup,#data4good [20] pre,vetted Top Word Pairs in Tweet in G3:
[37] data,support [36] support,lead [28] join,small [21] #opendata,#data4good [20] use,#data4good [19] looking,opportunity [18] 360giving,#jobalert [18] using,#data4good [17] re,hiring [17] successful,team Top Word Pairs in Tweet in G4:
[170] swashapp,#data4good [170] #data4good,feature [169] valentine,day [168] donated,10 [168] oxfamamerica,swashapp [168] swash,oxfamamerica [168] 10,swash [168] day,celebrate [168] happy,valentine [168] celebrate,donated Top Word Pairs in Tweet in G5:
[36] board,member [34] advisory,board [24] global,advisory [23] member,cmngounou [22] representative,global [19] thisisplace,africa [12] #placematters,#data4good [11] cmngounou,fellow [11] join,thisisplace [11] datakind,#data4good Top Word Pairs in Tweet in G6:
[104] zip,code [86] #sasanalyticsexplorers,#data4good [58] faqs,zip [55] #sashackathon,#sasanalyticsexplorers [46] data,profile [46] profile,zip [38] sas,hackathon [38] hackathon,2022 [37] data,scientists [34] #data4good,#insight Top Word Pairs in Tweet in G7:
[275] #data4good,#salesforce [185] #cloudcomputing,#startup [185] #hr,#cloudcomputing [183] #data,#datascience [182] #startup,#data4good [159] #datascience,#ai [116] #ai,#bigdata [110] #salesforce,#data [106] #iot,#ai [95] match,hire Top Word Pairs in Tweet in G8:
[28] flying,labs [24] 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:
[32] state,#data [26] 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 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 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: