The graph represents a network of 17,808 Twitter users whose recent tweets contained "(Digital OR 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 12/4/2023 12:00:00 AM and 12/11/2023 7:54:14 AM. The network was obtained from Twitter on Monday, 11 December 2023 at 20:45 UTC.
The tweets in the network were tweeted over the 2304-day, 1-hour, 31-minute period from Sunday, 20 August 2017 at 14:22 UTC to Monday, 11 December 2023 at 15:54 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 : 17808
Unique Edges : 16787
Edges With Duplicates : 8087
Total Edges : 24874
Number of Edge Types : 9
Tweet : 8279
Retweet : 9066
Replies to : 2986
MentionsInRetweet : 951
MentionsInReplyTo : 1202
Mentions : 1700
Quote : 537
MentionsInQuote : 146
MentionsInQuoteReply : 7
Self-Loops : 9638
Reciprocated Vertex Pair Ratio : 0.0121857755977928
Reciprocated Edge Ratio : 0.0240781403801015
Connected Components : 5966
Single-Vertex Connected Components : 4054
Maximum Vertices in a Connected Component : 3457
Maximum Edges in a Connected Component : 6023
Maximum Geodesic Distance (Diameter) : 29
Average Geodesic Distance : 8.084416
Graph Density : 4.16483952346995E-05
Modularity : 0.628399
NodeXL Version : 1.0.1.526
Data Import : The graph represents a network of 17,808 Twitter users whose recent tweets contained "(Digital OR 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 12/4/2023 12:00:00 AM and 12/11/2023 7:54:14 AM. The network was obtained from Twitter on Monday, 11 December 2023 at 20:45 UTC.
The tweets in the network were tweeted over the 2304-day, 1-hour, 31-minute period from Sunday, 20 August 2017 at 14:22 UTC to Monday, 11 December 2023 at 15:54 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 : (Digital OR 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:
[4632] social,media [4629] digital,marketing [2022] media,marketing [1885] marketing,digital [1234] director,marketing [1221] mercados,crecimiento [1221] ibm,vive [1221] crecimiento,firma [1221] difunde,gastón [1221] ex,director Top Word Pairs in Tweet in G1:
[2265] digital,marketing [1855] social,media [661] media,marketing [325] marketing,digital [189] online,presence [173] marketing,strategies [158] marketing,agency [138] content,marketing [133] marketing,strategy [132] email,marketing Top Word Pairs in Tweet in G2:
[1221] sandoval,ex [1221] digital,mercados [1221] mercados,crecimiento [1221] director,marketing [1221] gastón,sandoval [1221] ex,director [1221] difunde,gastón [1221] firma,ibm [1221] marketing,digital [1221] ibm,vive Top Word Pairs in Tweet in G3:
[613] anti,rohingya [611] actually,workings [611] genuinely,believe [611] rohingya,hate [611] conspiracy,theory [611] hate,indonesia [611] sudden,anti [611] indonesia,actually [611] recent,sudden [611] believe,recent Top Word Pairs in Tweet in G4:
[493] social,media [489] free,courses [489] media,marketing [487] 100gb,free [487] development,affiliate [487] marketing,wordpress [487] courses,goldmine [487] marketing,facebook [487] wordpress,development [487] goldmine,social Top Word Pairs in Tweet in G5:
[201] web,development [185] gt,app [185] analysis,gt [185] gt,web [185] dart,gt [185] development,flutter [185] science,analysis [185] data,science [185] app,development [185] gt,software Top Word Pairs in Tweet in G6:
[258] negli,anni [258] sostenuto,attività [258] firenze,sulla [258] sulla,fondazione [258] open,negli [258] l'inchiesta,procura [258] 2019,l'inchiesta [258] anni,sostenuto [258] attività,renzi [258] fondazione,open Top Word Pairs in Tweet in G7:
[176] essential,millennial [176] months,ago [176] millennial,months [176] started,working [176] launched,saw [176] ago,literally [176] literally,launched [176] working,essential [92] saw,pot [92] dramadelinquent,started Top Word Pairs in Tweet in G8:
[158] digital,marketing [77] social,media [65] free,courses [63] marketing,free [61] free,online [60] here're,free [60] learned,digital [60] online,here're [60] need,know [60] courses,teach Top Word Pairs in Tweet in G9:
[7] ils,ont [6] 'pink,friday [6] bromance,fitness [6] funny,gym [6] fitness,friend [6] gym,bro [6] friday,2' [6] bro,bromance [5] very,upset [5] getting,very Top Word Pairs in Tweet in G10:
[143] free,courses [142] amazon,microsoft [142] link,contains [142] tech,giants [142] certificates,tech [142] 9000,free [142] giants,including [142] microsoft,google [142] courses,certificates [142] including,amazon Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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:
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Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G10: