The graph represents a network of 20,911 Twitter users whose recent tweets contained "(pregnancy loss) OR miscarriage", 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 4/17/2023 6:51:08 PM. The network was obtained from Twitter on Tuesday, 18 April 2023 at 02:38 UTC.
The tweets in the network were tweeted over the 2139-day, 14-hour, 23-minute period from Thursday, 08 June 2017 at 11:27 UTC to Tuesday, 18 April 2023 at 01:50 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 : 20911
Unique Edges : 8267
Edges With Duplicates : 45850
Total Edges : 54117
Number of Edge Types : 9
MentionsInReplyTo : 13301
Replies to : 4671
Retweet : 15796
MentionsInRetweet : 17906
Tweet : 1393
MentionsInQuote : 69
Quote : 330
Mentions : 541
MentionsInQuoteReply : 110
Self-Loops : 2174
Reciprocated Vertex Pair Ratio : 0.0354807186348944
Reciprocated Edge Ratio : 0.068529945553539
Connected Components : 1596
Single-Vertex Connected Components : 557
Maximum Vertices in a Connected Component : 16049
Maximum Edges in a Connected Component : 44798
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.956712
Graph Density : 6.3007575477415E-05
Modularity : 0.474031
NodeXL Version : 1.0.1.511
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=291906
Data Import : The graph represents a network of 20,911 Twitter users whose recent tweets contained "(pregnancy loss) OR miscarriage", 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 4/17/2023 6:51:08 PM. The network was obtained from Twitter on Tuesday, 18 April 2023 at 02:38 UTC.
The tweets in the network were tweeted over the 2139-day, 14-hour, 23-minute period from Thursday, 08 June 2017 at 11:27 UTC to Tuesday, 18 April 2023 at 01:50 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 : (pregnancy loss) OR miscarriage
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:
[2851] safe,take [2851] take,ibuprofen [2851] take,novel [2851] fragile,take [2851] ibuprofen,safe [2851] novel,vaccine [2851] pregnancies,fragile [2851] obvious,pregnancies [2850] murielblaivephd,obvious [1577] donald,trump Top Word Pairs in Tweet in G1:
[2564] take,novel [2564] take,ibuprofen [2564] fragile,take [2564] safe,take [2564] obvious,pregnancies [2564] pregnancies,fragile [2564] novel,vaccine [2564] ibuprofen,safe [2563] murielblaivephd,obvious [115] pregnancy,loss Top Word Pairs in Tweet in G2:
[398] pregnant,women [392] pregnancy,loss [282] pfizer,documents [274] lost,babies [273] babies,pfizer [273] women,lost [272] naomirwolf,pregnant [269] viki,male [266] data,understand [266] male,access Top Word Pairs in Tweet in G3:
[1406] trump,ridiculed [1406] donald,trump [1406] over,arrest [1406] ridiculed,court [1406] 'cried',over [1406] claim,'cried' [1406] staff,claim [1406] arrest,think [1406] court,staff [1404] think,way Top Word Pairs in Tweet in G4:
[663] guarantee,won [663] won,miscarriage [663] red,states [663] states,guarantee [663] miscarriage,complications [663] extremist,red [661] ladies,don [661] don,pregnant [661] pregnant,extremist [660] debbie156,ladies Top Word Pairs in Tweet in G5:
[500] man,take [500] place,period [500] biological,man [500] take,place [498] pregnancy,miscarriage [498] period,pregnancy [498] women,biological [488] birthed,children [488] one,miscarriage [488] many,days Top Word Pairs in Tweet in G6:
[110] spontaneous,abortion [97] pregnancies,end [97] abortion,miscarriage [90] end,miscarriage [87] induced,abortion [80] obvious,truth [80] 20,percent [80] truth,cries [80] recognized,pregnancies [80] miscarriage,obvious Top Word Pairs in Tweet in G7:
[596] pérdida,embarazos [596] duplicó,tasa [596] fetales,concentración [596] elevó,tasa [596] tasa,anomalías [596] concentración,nanopartículas [596] anomalías,fetales [596] embarazos,elevó [596] tasa,pérdida [595] miguela71643080,duplicó Top Word Pairs in Tweet in G8:
[197] abortions,families [197] families,excited [197] kids,healthcare [197] healthcare,denied [197] excited,kids [197] stop,abortions [197] doesn,stop [197] #magawaronwomensrights,doesn [196] jeffroushpoetry,#magawaronwomensrights [196] denied,crit Top Word Pairs in Tweet in G9:
[459] mrna,shots [457] norway,sonia_elijah [457] spreading,over [457] over,body [457] woah,conference [457] spoke,mrna [457] sonia_elijah,spoke [457] conference,norway [457] shots,spreading [456] petersweden7,woah Top Word Pairs in Tweet in G10:
[534] re,months [534] multiple,times [534] months,pregnant [534] cold,blood [534] blood,re [534] pregnant,sell [534] fetus,multiple [534] shoot,fetus [534] walgreens,shoot [534] times,cold 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 G6:
Top Replied-To in G8:
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:
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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:
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Top Tweeters in G9:
Top Tweeters in G10: