The graph represents a network of 13,313 Twitter users whose recent tweets contained "socialimpact", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 11/1/2023 7:45:39 AM. The network was obtained from Twitter on Wednesday, 01 November 2023 at 19:42 UTC.
The tweets in the network were tweeted over the 1879-day, 9-hour, 49-minute period from Sunday, 09 September 2018 at 04:19 UTC to Wednesday, 01 November 2023 at 14:08 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 : 13313
Unique Edges : 11644
Edges With Duplicates : 15596
Total Edges : 27240
Number of Edge Types : 9
Tweet : 12227
Mentions : 8199
Replies to : 2463
Retweet : 759
MentionsInReplyTo : 956
MentionsInRetweet : 399
MentionsInQuote : 923
Quote : 766
MentionsInQuoteReply : 548
Self-Loops : 14902
Reciprocated Vertex Pair Ratio : 0.0216045909755823
Reciprocated Edge Ratio : 0.0422954069831479
Connected Components : 5847
Single-Vertex Connected Components : 4470
Maximum Vertices in a Connected Component : 3848
Maximum Edges in a Connected Component : 10345
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 7.853239
Graph Density : 5.12293416931975E-05
Modularity : 0.413039
NodeXL Version : 1.0.1.523
Data Import : The graph represents a network of 13,313 Twitter users whose recent tweets contained "socialimpact", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 11/1/2023 7:45:39 AM. The network was obtained from Twitter on Wednesday, 01 November 2023 at 19:42 UTC.
The tweets in the network were tweeted over the 1879-day, 9-hour, 49-minute period from Sunday, 09 September 2018 at 04:19 UTC to Wednesday, 01 November 2023 at 14:08 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 : TwitterSearch3
Graph Term : socialimpact
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:
[1595] social,impact [1512] #techforgood,#socialimpact [1439] #techforgoodjobs,#techforgood [1439] #socialimpact,#socialimpactjobs [1136] read,more [757] apply,link [740] #socialimpact,read [731] link,#techforgoodjobs [700] #socialimpactjobs,#recruiting [690] #recruiting,#techjobs Top Word Pairs in Tweet in G1:
[1468] #techforgood,#socialimpact [1439] #techforgoodjobs,#techforgood [1436] #socialimpact,#socialimpactjobs [757] apply,link [731] link,#techforgoodjobs [700] #socialimpactjobs,#recruiting [690] #recruiting,#techjobs [664] social,impact [323] positive,impact [249] make,difference Top Word Pairs in Tweet in G2:
[222] #socent,#socialimpact [84] #nonprofit,#charity [83] #charity,#socialimpact [80] #bury,#nonprofit [80] #northwest,#bury [76] #accountancy,#northwest [76] #startups,#bookkeeping [76] #bookkeeping,#accountancy [76] #socent,#startups [73] social,impact Top Word Pairs in Tweet in G3:
[276] त,र [225] #socialimpact,#mpjansevamitra [220] #cmyipbatch2,#socialimpact [212] #mpjansevamitra,#empoweringwithcm [208] #empoweringwithcm,#mpyouthwithcm [152] म,त [146] व,म [114] म,ख [110] यम,त [109] ख,यम Top Word Pairs in Tweet in G4:
[47] #slsv,#slsvindia [42] #nonprofit,#giving [41] #giving,#community [40] #socialgood,#socialimpact [39] #changemaker,#efforts [38] #slsvindia,#csr [38] #indiacsr,#india [37] #csr,#csrreporting [36] #community,#socialgood [35] #brandcsr,#changemaker Top Word Pairs in Tweet in G5:
[99] #socialimpact,#socimp [30] #socent,#socimp [24] press,release [22] #socialenterprise,#socent [20] #impactinvesting,#impinv [20] #sdgs,#jobsearch [18] #socimp,#globaldev [16] #socent,#socialimpact [16] attn,#jobseekers [15] #jobsearch,#socialimpact Top Word Pairs in Tweet in G6:
[9] #germany,here's [9] social,impact [9] #study,#germany [9] everything,need [9] here's,everything [9] need,know [7] find,course [7] course,suits [7] know,find [6] school,politics Top Word Pairs in Tweet in G7:
[29] social,impact [21] learn,more [21] #socialimpact,#csr [19] #csr,#socialimpact [16] points,light [13] #csr,#esg [13] proud,see [12] thanks,pointsoflight [12] collective,purpose [12] pledge,member Top Word Pairs in Tweet in G8:
[46] #purpose,#socialimpact [22] social,impact [10] best,brands [10] learn,more [9] brands,social [9] read,more [8] #csr,#dei [8] purpose,driven [7] #generosity,#giving [6] #csr,#socialimpact Top Word Pairs in Tweet in G9:
[84] #socialenterprise,#socialimpact [81] #socialimpact,#socialchange [69] #socialimpact,#socent [63] #socialchange,#socialentrepreneur [54] #socent,#socentau [49] #socialimpact,#socimp [42] #socialentrepreneur,#socialenterprise [29] #socinn,#socinv [29] #socinv,#impact [29] #socentau,#socinn Top Word Pairs in Tweet in G10:
[142] social,impact [109] #impacthospitality,#socialimpact [59] bottom,line [59] profit,purpose [58] impact,foundation [58] foundation,work [58] line,profit [58] work,read [58] #hospitality,#impacthospitality [58] double,bottom Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G10: