The graph represents a network of 6,086 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 23:34 UTC.
The tweets in the network were tweeted over the 1719-day, 5-hour, 32-minute period from Wednesday, 25 April 2018 at 19:26 UTC to Monday, 09 January 2023 at 00:59 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 : 6086
Unique Edges : 4178
Edges With Duplicates : 8994
Total Edges : 13172
Number of Edge Types : 9
Retweet : 3321
MentionsInRetweet : 4986
Tweet : 1105
MentionsInReplyTo : 2025
Replies to : 869
Quote : 143
Mentions : 587
MentionsInQuote : 87
MentionsInQuoteReply : 49
Self-Loops : 1649
Reciprocated Vertex Pair Ratio : 0.0267745084367592
Reciprocated Edge Ratio : 0.0521526551677305
Connected Components : 1189
Single-Vertex Connected Components : 424
Maximum Vertices in a Connected Component : 1120
Maximum Edges in a Connected Component : 3214
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.750431
Graph Density : 0.00019882100735797
Modularity : 0.561467
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,086 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 23:34 UTC.
The tweets in the network were tweeted over the 1719-day, 5-hour, 32-minute period from Wednesday, 25 April 2018 at 19:26 UTC to Monday, 09 January 2023 at 00:59 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:
[846] students,reach [846] total,467 [846] 467,991 [846] 255,676 [846] 2022,saylordotorg [846] date,pursuit [846] 676,students [846] during,2022 [846] students,date [846] reach,total Top Word Pairs in Tweet in G1:
[845] during,2022 [845] 676,students [845] 255,676 [845] 467,991 [845] 2022,saylordotorg [845] total,467 [845] students,date [845] 991,students [845] students,reach [845] enrolled,255 Top Word Pairs in Tweet in G2:
[245] non,rush [122] rush,non [113] acad,commission [109] lf,client [95] open,rush [93] math,science [87] still,open [87] lf,clients [86] rush,comms [76] essay,reflection Top Word Pairs in Tweet in G3:
[176] open,respectful [176] science,complex [176] misinformation,nutritional [176] respectful,discussion [176] response,claims [176] nutritional,science [176] claims,misinformation [176] complex,open [175] carnivoremd,response [2] carnivoremd,csmithsci Top Word Pairs in Tweet in G4:
[75] weight,loss [68] low,fat [67] vs,low [67] fat,#diet [67] low,carb [67] dietfits,major [67] differ,low [67] trial,2018 [67] 2018,weight [67] loss,differ Top Word Pairs in Tweet in G5:
[105] foundations,modern [105] weekend,christianity [105] modern,science [103] dineshdsouza,weekend [55] provided,foundations [55] science,qaeda [55] qaeda,exploitation [55] exploitation,open [55] christianity,provided [54] open,bord Top Word Pairs in Tweet in G6:
[89] open,science [24] transform,open [23] #ams2023,#amsstudent2023 [22] going,#ams2023 [22] one,first [22] first,nasa [22] #amsstudent2023,one [22] #openscience,certification [22] nasa,#openscience [22] certification,signing Top Word Pairs in Tweet in G7:
[109] data,science [99] open,thread [73] books,open [73] ml,books [73] science,ml [73] free,data [73] 100,free [72] python_spaces,100 [25] remote,jobs [25] science,open Top Word Pairs in Tweet in G8:
[2] tom575935021,johnstretch [2] single,claim [2] johndublin10,ricklazzarini [2] jafsupo,ingersolrobert [2] lubotalks,blasphemousban1 [2] cjtjgeol,jurasskick [2] thekingstrigger,b_bolshevik100 [2] jurasskick,rb_citizen [2] mikedel21893959,mattsissons25 [2] kootenaybob0,johnson_wrjohn1 Top Word Pairs in Tweet in G9:
[71] hostage,making [71] union,pres [71] rweingarten,held [71] completely,unrealistic [71] held,children [71] children,hostage [71] unrealistic,ignored [71] making,demands [71] teachers,union [71] pres,rweingarten Top Word Pairs in Tweet in G10:
[79] faith,science [79] science,religion [79] religion,followed [79] believe,science [79] followed,blind [79] science,oxymoron [79] evolving,public [79] blind,faith [79] oxymoron,science [79] science,evolving Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G6:
Top Replied-To in G7:
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 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: