The graph represents a network of 5,801 Twitter users whose recent tweets contained "open science", 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 23:35 UTC.
The tweets in the network were tweeted over the 1393-day, 12-hour, 28-minute period from Sunday, 21 April 2019 at 12:32 UTC to Monday, 13 February 2023 at 01:00 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 : 5801
Unique Edges : 3633
Edges With Duplicates : 8583
Total Edges : 12216
Number of Edge Types : 9
Retweet : 3066
MentionsInRetweet : 4224
Tweet : 1459
Replies to : 808
MentionsInReplyTo : 1555
Mentions : 858
Quote : 100
MentionsInQuote : 108
MentionsInQuoteReply : 38
Self-Loops : 2153
Reciprocated Vertex Pair Ratio : 0.0387738193869097
Reciprocated Edge Ratio : 0.0746530547136704
Connected Components : 1317
Single-Vertex Connected Components : 502
Maximum Vertices in a Connected Component : 857
Maximum Edges in a Connected Component : 2210
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.107706
Graph Density : 0.000186323404407088
Modularity : 0.532748
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,801 Twitter users whose recent tweets contained "open science", 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 23:35 UTC.
The tweets in the network were tweeted over the 1393-day, 12-hour, 28-minute period from Sunday, 21 April 2019 at 12:32 UTC to Monday, 13 February 2023 at 01:00 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 : open science
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:
[420] open,science [262] open,coal [262] coal,gas [262] coal,mine [262] heating,open [262] stop,dangerous [262] science,shows [262] shows,stopping [262] global,heating [262] dangerous,global Top Word Pairs in Tweet in G1:
[219] #youtubemusic,#deezer [219] #spotify,#applemusic [219] #tiktok,#instagram [219] #tidal,#tiktok [219] #itunes,#youtubemusic [219] #deezer,#tidal [219] #newsingle,#newrelease [219] #applemusic,#itunes [219] #newrelease,#newalbum [219] #instagram,#newsingle Top Word Pairs in Tweet in G2:
[167] open,science [33] day,women [32] girls,science [32] 3rd,open [32] international,day [32] women,girls [31] open,access [29] more,women [29] science,agree [29] gen,antonioguterres Top Word Pairs in Tweet in G3:
[260] dangerous,global [260] mine,enough [260] gas,science [260] stopping,one [260] shows,stopping [260] science,shows [260] one,coal [260] coal,mine [260] global,heating [260] heating,open Top Word Pairs in Tweet in G4:
[193] investment,scientific [193] scientific,infrastructure [193] zar,billion [193] infrastructure,sa [193] years,constructions [193] sa,zar [193] biggest,investment [193] one,biggest [193] billion,finally [193] constructions,one Top Word Pairs in Tweet in G5:
[2] barbarajdurkin,nelsonalmuk [2] climaterealists,friendsoscience [2] climatehope2,asinister [2] nonsequiturmeme,kenneth72712993 [2] youcantbeserio6,joseph_postma [2] jimbowersclimb,asinister [2] mikedel21893959,michael_d_crow [2] randomration,jimbowersclimb [2] tullimonstrumc,climaterealists [2] nelsonalmuk,_ratzz_ Top Word Pairs in Tweet in G6:
[77] hiring,first [77] thought,helping [77] first,generation [77] excited,thought [77] students,love [77] love,science [77] #phd,students [77] generation,#phd [77] science,excited [76] angelasteinauer,hiring Top Word Pairs in Tweet in G7:
[77] isro,officials [77] charms,isro [77] beliefs,lucky [77] lucky,charms [76] open,coconut [75] pursue,each [75] smash,open [75] officials,smash [75] #science,pursue [75] uphold,beliefs Top Word Pairs in Tweet in G8:
[74] mentions,tool [74] class,yest [74] discussing,co2 [74] teacher,discussing [74] science,teacher [74] yest,day [74] co2,plants [74] day,mentions [74] tool,measure [74] tells,science Top Word Pairs in Tweet in G9:
[45] data,science [19] international,day [19] girls,science [19] happy,international [19] day,women [19] women,girls [16] tools,data [16] science,#datascience [13] #we50,2023 [13] announce,nominations Top Word Pairs in Tweet in G10:
[16] investigator,award [16] award,diversity [16] awards,mid [16] ebbs,awards [16] award,young [16] young,investigator [16] career,award [16] award,call [16] diversity,award [16] call,nominations 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 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: