The graph represents a network of 19,384 Twitter users whose recent tweets contained "PPE", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 22 March 2020 at 18:24 UTC.
The tweets in the network were tweeted over the 1-hour, 20-minute period from Sunday, 22 March 2020 at 15:53 UTC to Sunday, 22 March 2020 at 17:14 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 19384
Unique Edges : 23701
Edges With Duplicates : 1485
Total Edges : 25186
Number of Edge Types : 5
Retweet : 10451
MentionsInRetweet : 6777
Replies to : 2875
Mentions : 3593
Tweet : 1490
Self-Loops : 1513
Reciprocated Vertex Pair Ratio : 0.00244221543829045
Reciprocated Edge Ratio : 0.00487253110589054
Connected Components : 1649
Single-Vertex Connected Components : 530
Maximum Vertices in a Connected Component : 14030
Maximum Edges in a Connected Component : 19219
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 5.881358
Graph Density : 6.11785254847923E-05
Modularity : 0.8431
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 19,384 Twitter users whose recent tweets contained "PPE", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 22 March 2020 at 18:24 UTC.
The tweets in the network were tweeted over the 1-hour, 20-minute period from Sunday, 22 March 2020 at 15:53 UTC to Sunday, 22 March 2020 at 17:14 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : PPE
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:
[3426] against,each [1972] needed,ppe [1960] defense,production [1959] production,act [1950] taken,action [1947] instead,throwing [1942] ppe,ventilators [1938] national,response [1938] back,seat [1937] wasted,precious Top Word Pairs in Tweet in G1:
[2221] against,each [1423] defense,production [1423] production,act [1386] ppe,ventilators [1379] trump,administration [1377] crazy,states [1377] states,federal [1377] federal,agencies [1377] agencies,bidding [1377] bidding,against Top Word Pairs in Tweet in G2:
[1820] wasted,precious [1820] precious,months [1820] months,taken [1820] taken,action [1820] action,protect [1820] protect,americans [1820] americans,illinoisans [1820] illinoisans,leading [1820] leading,national [1820] national,response Top Word Pairs in Tweet in G3:
[1461] buat,ppe [1461] ppe,sendiri [1459] kena,buat [1458] sedihnye,nengok [1458] nengok,dahlah [1458] dahlah,letih [1458] letih,nk [1458] nk,tgk [1458] tgk,patient [1458] patient,kena Top Word Pairs in Tweet in G4:
[282] ppe,supplies [172] wtf,waiting [171] fema,declares [171] declares,york [171] york,state [171] state,major [171] major,disaster [171] disaster,1596 [171] 1596,cases [171] cases,one Top Word Pairs in Tweet in G5:
[700] nhs,staff [476] protective,equipment [382] cannon,fodder [363] personal,protective [354] covid,19 [271] equipment,ppe [270] staff,adequate [266] please,don [266] don,treat [266] treat,cannon Top Word Pairs in Tweet in G6:
[850] against,each [753] federal,government [752] states,compete [751] gov,jb [751] jb,pritzker [751] pritzker,tells [751] tells,jaketapper [751] jaketapper,fed [751] fed,inaction [751] inaction,forced Top Word Pairs in Tweet in G7:
[290] need,cuomo [290] cuomo,governors [290] governors,name [290] name,names [290] names,companies [290] companies,individuals [290] individuals,price [290] price,gouging [290] gouging,ppe [290] ppe,publicly Top Word Pairs in Tweet in G8:
[29] healthcare,workers [24] covid,19 [19] health,care [18] personal,protective [18] protective,equipment [15] ppe,shortage [15] care,workers [14] masks,ppe [13] ppe,ventilators [12] proper,ppe Top Word Pairs in Tweet in G9:
[228] well,enough [227] frontline,staff [226] please,stop [226] stop,shouting [226] shouting,really [226] really,constructive [226] constructive,enough [226] enough,ppe [226] ppe,protect [226] protect,nhs Top Word Pairs in Tweet in G10:
[155] gov,pritzker [155] pritzker,cnn [155] cnn,morning [155] morning,federal [155] federal,coronavirus [155] coronavirus,response [155] response,effort [155] effort,getting [155] getting,very [155] very,little 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: