The graph represents a network of 4,474 Twitter users whose recent tweets contained "jama_current", 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 12:13 UTC.
The tweets in the network were tweeted over the 2750-day, 8-hour, 53-minute period from Saturday, 22 August 2015 at 16:00 UTC to Saturday, 04 March 2023 at 00:53 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 : 4474
Unique Edges : 4668
Edges With Duplicates : 15983
Total Edges : 20651
Number of Edge Types : 9
Retweet : 2972
MentionsInRetweet : 5137
MentionsInReplyTo : 8399
Replies to : 1461
Mentions : 1636
MentionsInQuote : 167
Tweet : 127
Quote : 109
MentionsInQuoteReply : 643
Self-Loops : 544
Reciprocated Vertex Pair Ratio : 0.0258648914111099
Reciprocated Edge Ratio : 0.0504255319148936
Connected Components : 3
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 4469
Maximum Edges in a Connected Component : 20634
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.822374
Graph Density : 0.000469713427837676
Modularity : 0.32565
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,474 Twitter users whose recent tweets contained "jama_current", 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 12:13 UTC.
The tweets in the network were tweeted over the 2750-day, 8-hour, 53-minute period from Saturday, 22 August 2015 at 16:00 UTC to Saturday, 04 March 2023 at 00:53 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 : jama_current
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:
[834] controlled,trial [833] show,benefit [832] high,doses [831] placebo,controlled [831] fails,show [830] trial,high [830] randomized,placebo [829] long,duration [829] ivermectin,randomized [829] doses,long Top Word Pairs in Tweet in G1:
[774] show,benefit [773] high,doses [772] fails,show [772] placebo,controlled [771] randomized,placebo [770] duration,fails [770] controlled,trial [770] doses,long [770] long,duration [770] trial,high Top Word Pairs in Tweet in G2:
[188] vibrio,vulnificus [154] eat,raw [153] patients,eat [153] advise,immunosuppressed [153] immunosuppressed,patients [153] raw,oysters [153] reason,advise [153] oysters,jama_current [153] vulnificus,reason [152] jama_current,ht Top Word Pairs in Tweet in G3:
[361] jama_current,part [342] part,jamanetwork [198] jama_current,jamanetwork [109] reloadfluid,jama_current [76] covid,19 [53] higher,dose [44] health,care [37] type,diabetes [36] greed,health [36] existential,threat Top Word Pairs in Tweet in G4:
[102] thiamine,steroids [101] vit,thiamine [101] long,term [100] anti,inflammatory [99] outcomes,antioxidants [99] effect,vit [99] studied,effect [99] antioxidants,anti [99] steroids,long [99] inflammatory,studied Top Word Pairs in Tweet in G5:
[29] jama_current,thelancet [26] selected,#itemization [26] world,sciences' [26] #disseminate,#unbelievable [26] 'modern,world [26] #dig,#disseminate [26] sciences',daily [26] #study,#dig [26] #itemization,'modern [26] #unbelievable,selected Top Word Pairs in Tweet in G6:
[89] patients,risk [89] doing,#covid19 [89] soft,primary [89] hospitalization,death [89] #covid19,rcts [89] primary,endpoints [89] death,soft [89] risk,hospitalization [89] rcts,patients [88] p_mcculloughmd,doing Top Word Pairs in Tweet in G7:
[23] abimfoundation,abimcert [23] richardbaron17,carlhcoleman [23] nejm,abimfoundation [23] carlhcoleman,nejm [22] jwatch,nejmcatalyst [22] jama_current,kbibbinsdomingo [22] kbibbinsdomingo,jwatch [22] nejmevidence,nejmres360 [22] nejmcatalyst,nejmevidence [22] amermedicalassn,nature Top Word Pairs in Tweet in G8:
[14] screening,tool [14] nih_nhlbi,jama_current [8] devastating,ben_breyer [8] ben_breyer,ucsfur [8] somebody,hurt [8] hurt,entire [8] deliver,bankrupt [8] idea,care [8] family,devastating [8] kbibbinsdomingo,idea Top Word Pairs in Tweet in G9:
[22] medical,news [22] jama_current,medical [22] news,brief [9] covid,19 [7] response,little [7] role,pandemic [7] despite,essential [7] physician,mortality [7] effect,physician [7] pandemic,response Top Word Pairs in Tweet in G10:
[21] unosnews,optn [20] trust,sacred [20] engagement,care [20] improving,patient [20] sacred,foundational [20] community,engagement [20] foundational,improving [20] patient,community [20] unprecedented,unosnews [20] care,unprecedented 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:
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Top Tweeters in G10: