The graph represents a network of 6,277 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 23:33 UTC.
The tweets in the network were tweeted over the 1711-day, 14-hour, 58-minute period from Thursday, 10 May 2018 at 09:59 UTC to Monday, 16 January 2023 at 00:58 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 : 6277
Unique Edges : 3603
Edges With Duplicates : 9500
Total Edges : 13103
Number of Edge Types : 9
Mentions : 609
Retweet : 3580
MentionsInRetweet : 4520
Replies to : 854
Tweet : 944
MentionsInReplyTo : 2382
Quote : 103
MentionsInQuote : 74
MentionsInQuoteReply : 37
Self-Loops : 1306
Reciprocated Vertex Pair Ratio : 0.0283758733780123
Reciprocated Edge Ratio : 0.055185801442041
Connected Components : 1046
Single-Vertex Connected Components : 339
Maximum Vertices in a Connected Component : 1121
Maximum Edges in a Connected Component : 2299
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.024836
Graph Density : 0.000183071463971627
Modularity : 0.557953
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,277 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 23:33 UTC.
The tweets in the network were tweeted over the 1711-day, 14-hour, 58-minute period from Thursday, 10 May 2018 at 09:59 UTC to Monday, 16 January 2023 at 00:58 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:
[536] computer,science [490] harvard,university [490] learn,computer [440] fortune,learn [440] web,development [440] science,web [440] university,learn [440] pay,fortune [440] learn,harvard [439] denicmarko,pay Top Word Pairs in Tweet in G1:
[430] harvard,university [430] pay,fortune [430] university,learn [430] web,development [430] science,web [430] learn,computer [430] computer,science [430] learn,harvard [430] fortune,learn [429] denicmarko,pay Top Word Pairs in Tweet in G2:
[388] chatgptが論文著者に,pubmedの著者検索で [388] openai,連絡先 [388] support,openai [388] 連絡先,support [388] pubmedの著者検索で,chatgpt [388] なんと,chatgptが論文著者に [388] 所属,openai [388] で調べたら1件でてきました,所属 [388] chatgpt,で調べたら1件でてきました [388] openai,タイトル Top Word Pairs in Tweet in G3:
[379] applications,apply [379] internsip,roles [379] analysis,data [379] amazing,data [379] apply,data [379] data,internsip [379] roles,remote [379] currently,open [379] open,applications [379] remote,currently Top Word Pairs in Tweet in G4:
[64] non,rush [53] lf,clients [46] rush,non [43] lf,client [40] open,rush [39] reaction,paper [36] movie,review [34] reflection,paper [34] open,science [32] write,ups Top Word Pairs in Tweet in G5:
[138] federal,agencies [137] 2023,year [134] nasa,federal [130] year,#openscience [126] nasa,2023 [122] #openscience,nasa [121] opportunities,broaden [121] agencies,advancing [121] advancing,opportunities [119] broaden,scientific Top Word Pairs in Tweet in G6:
[68] public,debate [66] open,public [65] happened,historically [65] historically,better [65] scrutiny,biggest [65] debate,transparent [65] transparent,scrutiny [65] biggest,things [65] more,open [65] things,happened Top Word Pairs in Tweet in G7:
[211] machine,learning [211] learning,data [197] data,science [195] few,use [195] wish,machine [195] use,platform [195] platform,correctly [195] science,few [195] platform,wish [195] kaggle,best Top Word Pairs in Tweet in G8:
[132] kn95,n95 [132] go,open [132] ve,covid [132] everywhere,go [132] shot,wear [132] vaccinations,including [132] including,bivalent [132] bivalent,shot [132] n95,everywhere [132] wear,kn95 Top Word Pairs in Tweet in G9:
[35] never,settled [35] science,never [34] censorship,denying [34] fact,science [34] denying,fact [34] calling,censorship [34] realise,calling [34] don,realise [26] sheencr,bbcnews [21] bbcnews,don Top Word Pairs in Tweet in G10:
[15] science,vs [15] ideological,faith [15] battle,science [15] vs,ideological [15] covid,19 [15] faith,covid [13] vaccines,p_mcculloughmd [13] 19,vaccines [8] open,women [8] product,design Top Replied-To in Entire Graph:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G9:
Top Replied-To in G10:
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: