The graph represents a network of 3,472 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 17:49 UTC.
The tweets in the network were tweeted over the 1464-day, 15-hour, 32-minute period from Sunday, 06 January 2019 at 09:28 UTC to Tuesday, 10 January 2023 at 01:00 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 : 3472
Unique Edges : 1441
Edges With Duplicates : 7531
Total Edges : 8972
Number of Edge Types : 9
Retweet : 2189
MentionsInRetweet : 2510
Tweet : 2300
Replies to : 579
MentionsInReplyTo : 832
Mentions : 492
Quote : 40
MentionsInQuote : 18
MentionsInQuoteReply : 12
Self-Loops : 2656
Reciprocated Vertex Pair Ratio : 0.0461914958702967
Reciprocated Edge Ratio : 0.0883040935672515
Connected Components : 708
Single-Vertex Connected Components : 421
Maximum Vertices in a Connected Component : 1141
Maximum Edges in a Connected Component : 4041
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 4.121204
Graph Density : 0.000283786528802839
Modularity : 0.381635
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,472 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 17:49 UTC.
The tweets in the network were tweeted over the 1464-day, 15-hour, 32-minute period from Sunday, 06 January 2019 at 09:28 UTC to Tuesday, 10 January 2023 at 01:00 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:
[1373] graph,database [992] sudden,deaths [991] searched,co [991] database,sudden [991] authors,searched [991] anonymous,authors [991] deaths,made [990] made,graph [988] interesting,anonymous [988] snfujy2k72,database Top Word Pairs in Tweet in G1:
[990] sudden,deaths [989] authors,searched [989] anonymous,authors [989] database,sudden [989] searched,co [989] deaths,made [988] made,graph [987] interesting,anonymous [987] snfujy2k72,database [987] co,snfujy2k72 Top Word Pairs in Tweet in G2:
[376] graph,database [59] database,service [54] amazon,neptune [53] neptune,graph [44] service,serverless [44] makes,neptune [43] aws,makes [37] database,market [37] neptune,serverless [32] relational,database Top Word Pairs in Tweet in G3:
[261] graph,database [54] amazon,neptune [46] neo4j,graph [32] open,source [30] next,generation [29] fully,managed [29] managed,graph [28] hubbucket,inc [27] neptune,serverless [25] database,types Top Word Pairs in Tweet in G4:
[138] visualization,#datascience [138] top,packages [138] discusses,use [138] packages,data [138] use,top [138] article,discusses [138] data,visualization [137] #datascience,#rst [137] parajulisaroj16,article Top Word Pairs in Tweet in G5:
[100] unarmed,black [100] men,killed [99] cops,2019 [99] many,liberals [99] killed,cops [99] black,men [98] 2019,many [98] think,value [98] graph,perceived [98] liberals,think Top Word Pairs in Tweet in G6:
[69] graph,database [36] neptune,serverless [32] amazon,neptune [23] neptune,first [21] built,graph [21] purpose,built [20] serverless,purpose [20] way,neptune [20] scales,instantly [20] database,scales Top Word Pairs in Tweet in G7:
[42] graph,database [41] document,graph [40] realtime,web [40] database,realtime [40] collaborative,document [40] surrealdb,scalable [40] distributed,collaborative [40] scalable,distributed [35] rusttrending,surrealdb [23] web,16529 Top Word Pairs in Tweet in G8:
[47] graph,database [30] kùzu,embeddable [30] use,graph [30] database,system [29] embeddable,easy [29] release,kùzu [29] easy,use [29] publicly,release [29] very,excited [29] system,great Top Word Pairs in Tweet in G9:
[56] share,open [56] excited,share [56] available,database [56] announcing,grafana [56] database,along [56] source,horizontally [56] highly,available [56] #phlare,excited [56] grafana,#phlare [56] open,source Top Word Pairs in Tweet in G10:
[837] #memgraphdb,#database [657] #memgraph,#graphdatabase [568] #graphdatabase,#memgraphdb [565] #memgraph,graphdatabases [425] read,more [409] graphdatabases,read [409] interested,#memgraph [370] #memgraph,#database [330] #database,#graphdatabase [298] #memgraphdb,#graphdatabase Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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: