The graph represents a network of 1,591 Twitter users whose recent tweets contained "social marketing", 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 11/1/2023 12:00:00 AM and 11/26/2023 3:07:53 PM. The network was obtained from Twitter on Sunday, 26 November 2023 at 23:38 UTC.
The tweets in the network were tweeted over the 3464-day, 2-hour, 41-minute period from Monday, 02 June 2014 at 17:11 UTC to Sunday, 26 November 2023 at 19:52 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 : 1591
Unique Edges : 1378
Edges With Duplicates : 729
Total Edges : 2107
Number of Edge Types : 8
Replies to : 122
MentionsInReplyTo : 40
Retweet : 765
Tweet : 894
Quote : 35
Mentions : 181
MentionsInQuote : 16
MentionsInRetweet : 54
Self-Loops : 944
Reciprocated Vertex Pair Ratio : 0.0072463768115942
Reciprocated Edge Ratio : 0.0143884892086331
Connected Components : 536
Single-Vertex Connected Components : 356
Maximum Vertices in a Connected Component : 401
Maximum Edges in a Connected Component : 401
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 1.9813
Graph Density : 0.000439579553225889
Modularity : 0.571699
NodeXL Version : 1.0.1.526
Data Import : The graph represents a network of 1,591 Twitter users whose recent tweets contained "social marketing", 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 11/1/2023 12:00:00 AM and 11/26/2023 3:07:53 PM. The network was obtained from Twitter on Sunday, 26 November 2023 at 23:38 UTC.
The tweets in the network were tweeted over the 3464-day, 2-hour, 41-minute period from Monday, 02 June 2014 at 17:11 UTC to Sunday, 26 November 2023 at 19:52 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 : TwitterSearch3
Graph Term : social marketing
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[742] social,marketing [400] hack,time [400] job,hunting [400] hunting,hack [400] best,job [400] yup,informational [400] immigrant's,best [400] informational,interviews [400] interviews,immigrant's [400] time,stepped Top Word Pairs in Tweet in G1:
[400] interviews,immigrant's [400] job,hunting [400] best,job [400] hack,time [400] hunting,hack [400] informational,interviews [400] immigrant's,best [400] time,stepped [400] yup,informational [399] stepped,pl Top Word Pairs in Tweet in G2:
[266] social,media [220] social,marketing [137] #socialmedia,#socialcontent [90] media,marketing [83] #socialmarketing,#socialmedia [83] media,content [70] 11,social [70] examples,#socialmarketing [70] content,types [70] types,examples Top Word Pairs in Tweet in G3:
[163] changed,trajectory [163] marketing,guy [163] single,handedly [163] life,yes [163] social,marketing [163] lionsgate,know [163] handedly,changed [163] hope,social [163] trajectory,life [163] guy,lionsgate Top Word Pairs in Tweet in G4:
[83] social,marketing [83] used,social [83] sleep,data [83] data,used [82] marketing,campaigns [81] bed,sleep [81] news,pay [81] good,news [81] fee,bed [81] monthly,fee Top Word Pairs in Tweet in G5:
[19] social,marketing [5] marketing,conference [3] practitioner,gap [3] academic,practitioner [3] ago,footesea [3] year,ago [3] critical,social [3] footesea,started [3] gap,social [3] discussing,closing Top Word Pairs in Tweet in G6:
[5] award,#wsmc2023 [5] congrats,teams [5] teams,wcs_congo [5] best,case [5] study,award [5] case,study [5] wcsrdcongo,won [5] #wsmc2023,honored [5] won,best [5] honored,three Top Word Pairs in Tweet in G7:
[18] interesting,instagram [18] twitter,interesting [18] facebook,terrific [18] terrific,twitter [18] pertinent,pinterest [18] pinterest,legend [18] fab,facebook [18] instagram,pertinent [17] legend,lin [17] the_last_hurdle,fab Top Word Pairs in Tweet in G8:
[17] think,know [17] launching,soon [17] vendor,think [17] know,theowletonline [17] app,launching [17] theowletonline,app [17] app,social [17] soon,vendor [16] social,mar [16] yhettyqueen1_,app Top Word Pairs in Tweet in G9:
[12] delicate,localization [12] marketing,delicate [12] effective,social [12] social,marketing [12] localization,strategies [12] word,mouth [12] explosive,word [12] mouth,effective [11] fighting_dreams,explosive [11] strategies,reve Top Word Pairs in Tweet in G10:
[8] social,marketing [5] let's,engage [5] plain,concrete [5] issues,plain [5] done,legislation [5] engage,people [5] elections,using [5] concrete,important [5] people,done [5] people,tell Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
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: