The graph represents a network of 5,322 Twitter users whose recent tweets contained "melinda gates", 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 04:17 UTC.
The tweets in the network were tweeted over the 1302-day, 4-hour, 10-minute period from Sunday, 18 August 2019 at 19:48 UTC to Sunday, 12 March 2023 at 23:59 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 : 5322
Unique Edges : 1550
Edges With Duplicates : 10188
Total Edges : 11738
Number of Edge Types : 9
Retweet : 4424
MentionsInRetweet : 5110
MentionsInReplyTo : 945
Replies to : 597
Tweet : 313
Mentions : 236
Quote : 45
MentionsInQuote : 44
MentionsInQuoteReply : 24
Self-Loops : 489
Reciprocated Vertex Pair Ratio : 0.0120300751879699
Reciprocated Edge Ratio : 0.0237741456166419
Connected Components : 354
Single-Vertex Connected Components : 92
Maximum Vertices in a Connected Component : 3974
Maximum Edges in a Connected Component : 9169
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.297038
Graph Density : 0.000213889489794643
Modularity : 0.484822
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,322 Twitter users whose recent tweets contained "melinda gates", 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 04:17 UTC.
The tweets in the network were tweeted over the 1302-day, 4-hour, 10-minute period from Sunday, 18 August 2019 at 19:48 UTC to Sunday, 12 March 2023 at 23:59 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 : melinda gates
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:
[3603] melinda,gates [3478] bill,melinda [2153] gates,foundation [1113] 2019,bill [1108] september,2019 [1107] 55,000 [1107] foundation,invested [1107] 000,000 [1106] 000,biontech [1106] mrna,vax Top Word Pairs in Tweet in G1:
[1920] bill,melinda [1919] melinda,gates [1109] gates,foundation [1101] biontech,mrna [1101] 55,000 [1101] 000,000 [1101] 000,biontech [1101] vax,research [1101] mrna,vax [1101] invested,55 Top Word Pairs in Tweet in G2:
[258] amal,clooney [140] clooney,melindagates [114] michelleobama,melindagates [114] child,marriage [113] help,end [111] read,michelleobama [110] melindagates,amal [109] working,together [109] together,help [107] day,read Top Word Pairs in Tweet in G3:
[296] bill,melinda [296] melinda,gates [260] gates,foundation [256] over,rol [256] absolute,'must [256] foundation,gavi [256] read',over [256] rol,bill [256] 'must,read' [255] john_bumblebee,absolute Top Word Pairs in Tweet in G4:
[101] bill,melinda [94] melinda,gates [42] vaccination,genocidal [42] lockstep,vaccination [42] 2009,2023 [42] 2023,lockstep [41] genocidal,pandemic [41] pandemic,criminal [39] gates,foundation [38] elonmusk,2009 Top Word Pairs in Tweet in G5:
[262] mhra,regulates [262] pharma,skinny [262] agency,mhra [262] products,regulatory [262] medicines,healthcare [262] regulatory,agency [262] healthcare,products [262] uk,medicines [262] propaganda,uk [261] regulates,uk Top Word Pairs in Tweet in G6:
[255] sdg,vaccines [255] change,empower [255] climate,change [255] vaccines,canada [255] mitigation,climate [255] website,vaccines [255] empower,women [255] canada,website [255] vaccines,mitigation [254] women,gi Top Word Pairs in Tweet in G7:
[266] melinda,gates [265] bill,melinda [263] gates,foundation [212] face,masks [211] announced,million [211] company,sells [211] million,grant [211] sells,face [211] grant,company [211] masks,cows Top Word Pairs in Tweet in G8:
[192] google,ومؤسسة [192] الذكاء,الاصطناعي [192] apollo,ومركز [192] الأمراض,المعدية [192] ومؤسسة,bill [192] gates,مع [192] لاختبار,الذكاء [192] ومركز,أبحاث [192] تتعاون,google [192] المعدية,لاختبار Top Word Pairs in Tweet in G9:
[134] event,201 [106] bill,melinda [98] melinda,gates [91] gates,foundation [65] vaccine,research [65] funded,bill [63] foundation,defense [63] actions,fictional [63] 201,included [63] advanced,research Top Word Pairs in Tweet in G10:
[101] melinda,gates [101] bill,melinda [97] gates,foundation [96] macarthur,foundation [96] haupt,finanzierer [96] foundation,macarthur [96] stiftungen,bill [96] die,haupt [96] anderem,die [96] finanzierer,stiftungen 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 G7:
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:
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Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: