The graph represents a network of 702 Twitter users whose recent tweets contained "#TwitterSmarter", 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 17:54 UTC.
The tweets in the network were tweeted over the 2045-day, 16-hour, 22-minute period from Monday, 10 July 2017 at 08:06 UTC to Wednesday, 15 February 2023 at 00:28 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 : 702
Unique Edges : 869
Edges With Duplicates : 13310
Total Edges : 14179
Number of Edge Types : 9
Retweet : 2477
MentionsInRetweet : 4694
Replies to : 1622
MentionsInReplyTo : 3544
Mentions : 1040
MentionsInQuote : 95
Quote : 201
Tweet : 489
MentionsInQuoteReply : 17
Self-Loops : 1168
Reciprocated Vertex Pair Ratio : 0.156438026474128
Reciprocated Edge Ratio : 0.270551508844953
Connected Components : 89
Single-Vertex Connected Components : 63
Maximum Vertices in a Connected Component : 540
Maximum Edges in a Connected Component : 13883
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.903453
Graph Density : 0.00390569434791974
Modularity : 0.088715
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 702 Twitter users whose recent tweets contained "#TwitterSmarter", 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 17:54 UTC.
The tweets in the network were tweeted over the 2045-day, 16-hour, 22-minute period from Monday, 10 July 2017 at 08:06 UTC to Wednesday, 15 February 2023 at 00:28 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 : #TwitterSmarter
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:
[865] #twittersmarter,chat [375] madalynsklar,#twittersmarter [210] albermoire,darcydeleon [208] join,madalynsklar [191] fuhsionmktg,s_narmadhaa [190] social,media [189] sabrinacadini,albermoire [172] pst,pm [166] chat,thursday [156] thursday,26 Top Word Pairs in Tweet in G1:
[281] #twittersmarter,chat [50] social,media [40] twitter,spaces [38] sabrinacadini,albermoire [38] live,selling [35] today's,#twittersmarter [33] madalynsklar,#twittersmarter [33] albermoire,darcydeleon [32] virtudeskcom,madalynsklar [31] using,twitter Top Word Pairs in Tweet in G2:
[541] #twittersmarter,chat [337] madalynsklar,#twittersmarter [197] join,madalynsklar [177] albermoire,darcydeleon [166] pst,pm [161] fuhsionmktg,s_narmadhaa [151] sabrinacadini,albermoire [151] thursday,26 [147] chat,thursday [142] 26,2023 Top Word Pairs in Tweet in G3:
[106] #twittersmarter,featuring [101] madalynsklar,tealfeed [74] #marketing,#twittersmarter [20] #mondayblogs,#twittersmarter [15] featuring,zedscience [15] zedscience,bunsenbernerbmd [13] sciencepawdcast,madalynsklar [13] bunsenbernerbmd,sciencepawdcast [12] stacysherman,madalynsklar [11] featuring,stacysherman Top Word Pairs in Tweet in G4:
[8] report,ready [8] ready,#twittersmarter [8] conversation,report [8] daily,conversation [6] #overlay,#graphic [6] #twittersmarter,#twitch [6] #twitch,#twittersmarter [6] #art,#overlay [6] #twitchemotes,#twitchemoteartist [6] #animate,#twitchstreamers Top Word Pairs in Tweet in G5:
[7] thoughts,#twittertips [6] started,edit [6] twitter,started [6] edit,tweet [6] 30,minutes [6] elonmusk,twittersupport [6] option,edit [6] tweet,within [6] edit,option [6] thanks,elonmusk Top Word Pairs in Tweet in G6:
[28] #twittersmarter,chat [24] dharilo,georgesilverman [24] georgesilverman,thestoicpadawan [23] madalynsklar,saturday [23] saturday,share [23] share,twitter [23] along,dharilo [23] profile,tips [23] tips,along [23] twitter,profile Top Word Pairs in Tweet in G7:
[24] #therapy,angelina [24] bollgare,petraau [24] angelina,jolie [24] #twitter,same [24] natgeophotos,natgeotv [24] see,natgeo [24] petraau,bee [24] natgeo,natgeophotos [24] bee,#therapy [24] jolie,#twitter Top Word Pairs in Tweet in G8:
[4] social,media [3] media,marketing [2] marketing,guide [2] top,hashtags [2] madalynsklar,atnickmartin Top Word Pairs in Tweet in G9:
[5] agorapulse,canva [5] tools,content [5] content,streamlining [5] descriptapp,#tw [5] template,show [5] great,tools [5] streamlining,agorapulse [5] adobeexpress,camtasia [5] setup,show [5] fuhsionmktg,sabrinacadini Top Word Pairs in Tweet in G10:
[2] blacktzedek,modestyqueen19 [2] bgsibmor,lordhasan [2] lordhasan,breenewsome [2] torrainewalker,black_mixed [2] modestyqueen19,hannahdrake628 [2] drhoodscholar,torrainewalker [2] breenewsome,blacktzedek [2] hannahdrake628,crimsoncure 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 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: