The graph represents a network of 1,316 Twitter users whose recent tweets contained "social graph", 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 03:50 UTC.
The tweets in the network were tweeted over the 2914-day, 7-hour, 40-minute period from Sunday, 22 March 2015 at 16:19 UTC to Tuesday, 14 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 : 1316
Unique Edges : 2647
Edges With Duplicates : 10726
Total Edges : 13373
Number of Edge Types : 9
Retweet : 4737
MentionsInRetweet : 7819
Quote : 180
MentionsInQuote : 295
Mentions : 69
MentionsInReplyTo : 150
Replies to : 84
Tweet : 36
MentionsInQuoteReply : 3
Self-Loops : 81
Reciprocated Vertex Pair Ratio : 0.00225377507324769
Reciprocated Edge Ratio : 0.0044974139869575
Connected Components : 55
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 1005
Maximum Edges in a Connected Component : 12255
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.4055
Graph Density : 0.00256971812266691
Modularity : 0.18433
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,316 Twitter users whose recent tweets contained "social graph", 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 03:50 UTC.
The tweets in the network were tweeted over the 2914-day, 7-hour, 40-minute period from Sunday, 22 March 2015 at 16:19 UTC to Tuesday, 14 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 : social graph
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:
[2978] social,graph [2602] graph,protocol [2095] web3,social [1530] decentralized,social [1431] cyberconnect,decentralized [1401] #connected2023,web3 [953] social,hackathon [920] social,global [626] graph',panel [626] panel,realmasknetwork Top Word Pairs in Tweet in G1:
[1456] social,graph [1453] graph,protocol [949] web3,social [808] decentralized,social [807] cyberconnect,decentralized [677] #connected2023,web3 [524] social,global [425] social,hackathon [423] hear,abhihereandnow [423] social,reputation Top Word Pairs in Tweet in G2:
[411] social,graph [311] web3,social [311] graph,protocol [266] #connected2023,web3 [231] social,hackathon [214] decentralized,social [132] cyberconnect,decentralized [108] favorite,project [108] voted,favorite [108] hackathon,cyberconnecthq Top Word Pairs in Tweet in G3:
[836] social,graph [829] graph,protocol [619] web3,social [495] decentralized,social [490] cyberconnect,decentralized [458] #connected2023,web3 [321] social,global [297] social,hackathon [172] cyberconnect,social [167] cyberconnecthq,welcome Top Word Pairs in Tweet in G4:
[432] relation,protocol [223] encode,social [221] relationlabs,relation [208] social,graph [206] web3,social [206] privacy,preserving [204] building,privacy [204] protocol,building [204] preserving,web3 [203] next,billion Top Word Pairs in Tweet in G5:
[24] social,graph [23] identity,system [23] system,similar [23] something,auth0 [23] doing,lensprotocol [23] something,cool [23] devs,doing [23] cool,devs [23] using,identity [23] similar,something Top Word Pairs in Tweet in G6:
[13] social,graph [3] aroused,wide [3] more,qitian [3] qitian,wu's [3] handling,graph [3] social,media [3] wide,interests [3] transformer,models [3] interests,machine [3] machine,learning Top Word Pairs in Tweet in G7:
[2] perspective,view Top Word Pairs in Tweet in G8:
[2] fields71jamie,lnluck13 [2] lnluck13,rex_woodbury Top Word Pairs in Tweet in G9:
[7] social,graph [4] strongest,influence [4] theory,metaverse [4] controls,social [4] metaverse,company [4] graph,strongest [4] one,theory [4] company,controls [3] kylesamani,one [3] facebook,twitter Top Word Pairs in Tweet in G10:
[3] 20,years [3] linkedin,date [3] captive,social [3] lots,spam [3] uses,captive [3] old,lots [3] date,product [3] years,old [3] spam,older [3] product,20 Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G8:
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: