The graph represents a network of 9,646 Twitter users whose recent tweets contained "#GNN", 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 3/15/2023 4:09:06 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 23:36 UTC.
The tweets in the network were tweeted over the 432-day, 5-hour, 34-minute period from Friday, 07 January 2022 at 17:29 UTC to Wednesday, 15 March 2023 at 23:03 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 : 9646
Unique Edges : 1481
Edges With Duplicates : 39859
Total Edges : 41340
Number of Edge Types : 8
Retweet : 19065
MentionsInRetweet : 21173
Mentions : 199
Tweet : 864
Replies to : 19
MentionsInReplyTo : 15
MentionsInQuote : 3
Quote : 2
Self-Loops : 927
Reciprocated Vertex Pair Ratio : 0.0006157093851702
Reciprocated Edge Ratio : 0.00123066104078762
Connected Components : 33
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 9578
Maximum Edges in a Connected Component : 41180
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.039147
Graph Density : 0.000122275682004547
Modularity : 0.19861
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 9,646 Twitter users whose recent tweets contained "#GNN", 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 3/15/2023 4:09:06 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 23:36 UTC.
The tweets in the network were tweeted over the 432-day, 5-hour, 34-minute period from Friday, 07 January 2022 at 17:29 UTC to Wednesday, 15 March 2023 at 23:03 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 : #GNN
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:
[7406] #gnn,#breaking_news [6663] عمران,خان [4239] #gnn,#breakingnews [3879] #breakingnews,#newsupdates [3860] #breaking_news,#news_update [3357] #news_update,#gnn_updates [2888] gnnhdofficial,عمران [2743] خان,کی [2583] #gnn,#gnn_updates [2542] کون,#gnn Top Word Pairs in Tweet in G1:
[6429] #gnn,#breaking_news [4244] عمران,خان [3492] #breaking_news,#news_update [3168] #news_update,#gnn_updates [2950] #gnn,#breakingnews [2721] #breakingnews,#newsupdates [2527] کون,#gnn [2515] #gnn_updates,#imrankhan [2514] gnnhdofficial,آپ [2502] لیڈر,کون Top Word Pairs in Tweet in G2:
[2382] عمران,خان [1202] #gnn,#breakingnews [1089] #breakingnews,#newsupdates [1084] عارف,حمید [1048] حمید,بھٹی [1006] gnnhdofficial,عمران [961] #gnn,#breaking_news [722] #gnn,#gnn_updates [684] بھٹی,نے [679] خان,کی Top Word Pairs in Tweet in G3:
[17] ظلے,شاہ [16] #zilleshah,#arifhameedbhatti [16] شاہ,کہاں [16] کہاں,رہا [16] #arifhameedbhatti,youtube [16] #zamanpark,#zilleshah [16] #imrankhan,#zamanpark [16] #gnn,#imrankhan [16] رہا,#gnn [9] عمران,خان Top Word Pairs in Tweet in G4:
[12] #gnn,#gnn_updates [9] #arynews,#arynewsurdu [9] #dunyanews,#dunyaupdates [8] #arynewsurdu,#gnn [5] #arynews,#gnn [5] #gnn_updates,#dunyanews [4] martial,law [4] stricter,worst [4] being,stricter [4] worst,martial Top Word Pairs in Tweet in G5:
[9] masood,program [9] against,#sindh [9] program,#gnn [9] two,weeks [9] remarks,against [9] #gnn,two [9] suspended,dr [9] weeks,remarks [9] dr,shahid [9] #sindh,govt Top Word Pairs in Tweet in G6:
[2] च,क [2] क,ह [2] न,क [2] न,गम Top Word Pairs in Tweet in G7:
[4] #ary,#bol [4] #bol,#gnn [3] election,commission [3] innocent,man [3] peaceful,protestors [3] killing,innocent [3] punjab,interim [2] #lhc,#resign [2] sacked,#lhc [2] commission,pakistan Top Word Pairs in Tweet in G8:
[4] machine,learning [4] deal,day [3] using,customizable [3] dynamically,generate [3] hierarchical,topic [3] generate,high [3] #graphneuralnetwork,#gnn [3] tree,representations [3] 12,machine [3] today,mar Top Word Pairs in Tweet in G9:
[56] #gnn,#breakingnews [42] #breakingnews,#newsupdates [21] عمران,خان [8] خان,کی [7] اسلام,آباد [7] وارنٹ,گرفتاری [6] کے,لئے [6] #gnn,#gnn_updates [6] #gnn,#breaking_news [6] کے,وارنٹ Top Word Pairs in Tweet in G10:
[2] cui,liang [2] announce,gnn [2] thrilled,announce [2] graph,neural [2] zhao,thrilled [2] foundations,frontiers [2] book,graph [2] peng,cui [2] gnn,book [2] neural,networks Top Replied-To in Entire Graph:
Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G7:
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: