The graph represents a network of 5,965 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 04:20 UTC.
The tweets in the network were tweeted over the 4321-day, 2-hour, 2-minute period from Friday, 18 March 2011 at 22:57 UTC to Monday, 16 January 2023 at 00:59 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 : 5965
Unique Edges : 2920
Edges With Duplicates : 10553
Total Edges : 13473
Number of Edge Types : 9
Retweet : 3716
MentionsInRetweet : 4704
Tweet : 648
MentionsInReplyTo : 2627
Mentions : 277
Replies to : 1302
Quote : 125
MentionsInQuoteReply : 23
MentionsInQuote : 51
Self-Loops : 983
Reciprocated Vertex Pair Ratio : 0.0189560050926581
Reciprocated Edge Ratio : 0.0372067194224629
Connected Components : 646
Single-Vertex Connected Components : 167
Maximum Vertices in a Connected Component : 3084
Maximum Edges in a Connected Component : 7629
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.697871
Graph Density : 0.000202472167455698
Modularity : 0.534385
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,965 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 04:20 UTC.
The tweets in the network were tweeted over the 4321-day, 2-hour, 2-minute period from Friday, 18 March 2011 at 22:57 UTC to Monday, 16 January 2023 at 00:59 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:
[2617] bill,melinda [1997] melinda,gates [1069] gates,foundation [1015] bill,gates [685] donations,bill [674] manipulated,donations [673] paper,ivermectin [673] ivermectin,manipulated [670] admit,paper [670] shocking,watch Top Word Pairs in Tweet in G1:
[646] bill,melinda [642] manipulated,donations [642] donations,bill [641] paper,ivermectin [641] ivermectin,manipulated [638] thomas,hill [638] dr,thomas [638] admit,paper [638] hill,admit [638] shocking,watch Top Word Pairs in Tweet in G2:
[281] bill,melinda [251] bill,gates [249] gavi,bill [246] flow,transcends [246] transcends,nation [246] nation,states [246] back,bill [246] states,gavi [246] money,flow [246] leads,back Top Word Pairs in Tweet in G3:
[172] melinda,gates [169] bill,melinda [157] gates,foundation [26] funded,bill [21] bill,gates [18] funded,pharmaceutical [18] pharmaceutical,industries [18] industries,gates [16] conflict,interest [15] advisers,independent Top Word Pairs in Tweet in G4:
[222] derya,unutmaz [221] yine,kibrit [221] duymayanlar,için [221] kutusundan,çıkmış [221] çıkmış,derya [221] bu,yine [221] jackson,laboratory [221] kimdir,henüz [221] için,jackson [221] kibrit,kutusundan Top Word Pairs in Tweet in G5:
[251] bill,gates [249] gates,bill [249] melinda,french [249] french,gates [249] gates,frequent [249] visit,epstein [249] frequent,visit [249] vicguani,melinda [249] epstein,island [6] melinda,gates Top Word Pairs in Tweet in G6:
[126] bill,melinda [112] melinda,gates [83] gates,foundation [26] johns,hopkins [26] catastrophic,contagion [25] 23,2022 [24] million,grant [24] 200,million [24] 2003,bill [21] event,201 Top Word Pairs in Tweet in G7:
[96] really,invested [95] questions,gatesfoundation [95] gatesfoundation,really [95] banned,asking [95] 2021,banned [95] invested,much [95] june,2021 [95] asking,questions [95] 21,june [94] goddeketal,21 Top Word Pairs in Tweet in G8:
[150] melinda,gates [110] bill,melinda [75] gates,foundation [26] bill,gates [14] melinda,french [12] french,gates [9] event,201 [7] johns,hopkins [6] health,security [6] center,health Top Word Pairs in Tweet in G9:
[116] women,2022 [116] mary,barra [116] world,powerful [116] powerful,women [116] 2022,ursula [116] lagarde,kamala [116] harris,mary [116] leyen,christine [116] kamala,harris [116] ursula,leyen Top Word Pairs in Tweet in G10:
[106] spontaan,maar [106] maar,worden [106] handelen,niet [106] nlrebellion,handelen [106] niet,spontaan [106] worden,gefinancierd [106] juststop_oil,nlrebellion [106] door,zeer [106] actiegroepen,juststop_oil [106] gefinancierd,door 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 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:
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: