The graph represents a network of 2,880 Twitter users whose recent tweets contained "graph database", 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1527-day, 13-hour, 57-minute period from Sunday, 06 January 2019 at 09:28 UTC to Monday, 13 March 2023 at 23:25 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 : 2880
Unique Edges : 1973
Edges With Duplicates : 7137
Total Edges : 9110
Number of Edge Types : 9
Retweet : 1556
MentionsInRetweet : 2188
Tweet : 2821
MentionsInReplyTo : 1083
Replies to : 718
Quote : 98
Mentions : 568
MentionsInQuoteReply : 19
MentionsInQuote : 59
Self-Loops : 3265
Reciprocated Vertex Pair Ratio : 0.0644853875476493
Reciprocated Edge Ratio : 0.121157863324381
Connected Components : 742
Single-Vertex Connected Components : 399
Maximum Vertices in a Connected Component : 825
Maximum Edges in a Connected Component : 5083
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.500606
Graph Density : 0.000404147852263517
Modularity : 0.377324
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,880 Twitter users whose recent tweets contained "graph database", 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 1527-day, 13-hour, 57-minute period from Sunday, 06 January 2019 at 09:28 UTC to Monday, 13 March 2023 at 23:25 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 : graph database
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:
[1850] graph,database [876] #memgraph,#database [713] #memgraphdb,#database [660] #database,#graphdatabase [617] #database,#memgraphdb [616] #memgraphdb,#graphdatabase [558] #memgraph,graphdatabases [470] read,more [445] graphdatabases,read [445] interested,#memgraph Top Word Pairs in Tweet in G1:
[349] graph,database [42] neo4j,graph [35] high,fidelity [35] fidelity,graph [35] software,security [35] aggregates,software [34] metadata,high [34] security,metadata [30] bullshit,graph [30] database,performance Top Word Pairs in Tweet in G2:
[404] graph,database [262] #graphdatabase,#memgraphdb [245] #memgraph,#graphdatabase [203] #memgraphdb,#database [134] graph,databases [109] #memgraph,#database [72] #database,#graphdatabase [49] relational,databases [44] open,source [42] neo4j,graph Top Word Pairs in Tweet in G3:
[98] men,killed [96] cops,2019 [96] many,liberals [96] unarmed,black [96] killed,cops [96] black,men [95] liberals,think [95] think,value [95] 2019,many [95] perceived,unarmed Top Word Pairs in Tweet in G4:
[91] graph,database [83] first,decentralized [79] decentralized,graph [74] live,ceramic [74] composedb,beta [74] ceramic,mainnet [74] mainnet,composedb [74] world,first [74] beta,live [73] composedb,world Top Word Pairs in Tweet in G5:
[43] graph,database [14] machine,learning [9] introduction,graph [9] #sqlserver,#sql [9] #sql,#sqlserver [9] database,#sqlserver [8] join,learn [8] #rdfox,#neptune [8] #neptune,streams [8] #semanticreasoning,#rdfox Top Word Pairs in Tweet in G6:
[66] graph,database [55] document,graph [55] collaborative,document [55] database,realtime [55] surrealdb,scalable [55] distributed,collaborative [55] scalable,distributed [55] realtime,web [49] rusttrending,surrealdb [20] web,16529 Top Word Pairs in Tweet in G7:
[206] graph,database [186] apache,age [65] age,graph [54] database,functionality [48] open,source [46] check,latest [45] database,extension [41] using,apache [36] database,plugin [36] provides,graph Top Word Pairs in Tweet in G8:
[54] graph,database [13] amazon,neptune [8] open,source [8] retention,graph [8] graph,databases [8] danilop,amazon [7] neptune,announces [7] use,graph [7] neural,network [7] explorer,open Top Word Pairs in Tweet in G9:
[45] blacks,commit [45] whites,poorer [45] commit,order [45] more,murders [45] magnitude,more [45] order,magnitude [45] poorer,adolescents [45] murders,whites [44] steve_sailer,blacks [14] motor,vehicle Top Word Pairs in Tweet in G10:
[47] knowledge,graph [40] graph,dkg [37] decentralized,knowledge [25] status,update [24] update,database [23] origintrail,decentralized [23] twitter's,status [23] compare,twitter's [23] dkg,compare [22] origin_trail,origintrail Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
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Top Replied-To in G5:
Top Replied-To in G6:
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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:
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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:
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Top Tweeters in G7:
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Top Tweeters in G10: