The graph represents a network of 5,141 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 04 April 2021 at 13:23 UTC.
The requested start date was Sunday, 04 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 15-minute period from Thursday, 01 April 2021 at 18:50 UTC to Saturday, 03 April 2021 at 21:06 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 5141
Unique Edges : 4138
Edges With Duplicates : 9931
Total Edges : 14069
Number of Edge Types : 5
Tweet : 4357
MentionsInRetweet : 4271
Mentions : 2169
Retweet : 3197
Replies to : 75
Self-Loops : 4594
Reciprocated Vertex Pair Ratio : 0.03240058910162
Reciprocated Edge Ratio : 0.0627674750356633
Connected Components : 2039
Single-Vertex Connected Components : 1451
Maximum Vertices in a Connected Component : 1874
Maximum Edges in a Connected Component : 8977
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.153179
Graph Density : 0.000185697191344172
Modularity : 0.385454
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 5,141 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 04 April 2021 at 13:23 UTC.
The requested start date was Sunday, 04 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 15-minute period from Thursday, 01 April 2021 at 18:50 UTC to Saturday, 03 April 2021 at 21:06 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[257] social,media [226] #essay,due [217] #marketing,#digitalmarketing [192] #digitalmarketing,#marketing [192] #frizemedia,charlesfrize [191] charlesfrize,reading [185] #digitalmarketingservices,#marketing [180] charlesfrize,#socialmediamarketing [180] #socialmediamarketing,#onlineadvertising [180] #onlineadvertising,#seo Top Word Pairs in Tweet in G1:
[90] #essay,due [83] #online,class [82] social,media [66] #research,paper [66] #algebra,#calculus [66] #socialmedia,#seo [66] #contentmarketing,#socialmedia [64] #marketing,#physics [64] #visualcontenting,#contentmarketing [62] #calculus,#statistics Top Word Pairs in Tweet in G2:
[116] mashable,enricomolinari [47] wef,enricomolinari [38] #insurtech,#proptech [35] enricomolinari,#renewables [32] #ai,#marketing [31] #iot,#iiot [31] #iiot,#bigdata [31] #renewables,#fintech [30] #proptech,#regtech [29] #ai,#iot Top Word Pairs in Tweet in G3:
[101] #essay,due [89] domain,sale [83] due,#paper [81] #paper,write [81] #paper,pay [76] domainfq,domain [76] #do,homework [75] #english,#paper [66] #3d,#model [63] #model,#unity Top Word Pairs in Tweet in G4:
[120] #marketing,#digitalmarketing [100] #digitalmarketing,#marketing [77] lt,co [74] co,msyibbytd5 [74] msyibbytd5,gt [70] gt,#affiliate [62] #business,#marketingdigital [59] #affiliate,#affiliatemarketing [57] #digitalmarketing,#business [54] #affiliatemarketing,#marketing Top Word Pairs in Tweet in G5:
[98] #zirigozagroup,#e [98] #e,commerce [98] commerce,#marketing [98] #marketing,#enkil [98] #enkil,#8020 [45] #marketing,#seo [27] #zirigozagroup,#marketing [24] #digitalmarketing,#bigdata [16] template,#digitalmarketing [15] #startups,#startup Top Word Pairs in Tweet in G6:
[10] comment,mettre [8] hubspot,#marketing [6] social,media [6] mettre,entreprise [6] entreprise,capacité [6] capacité,accueillir [6] accueillir,innovations [6] innovations,mydigitalweek [6] #rse,quasi [6] quasi,unanimité Top Word Pairs in Tweet in G7:
[10] startupbonsai,#marketing [7] marketing,strategy [6] #marketing,#twittersmarter [6] #twittersmarter,featuring [6] #socialmedia,#marketing [6] content,strategy [6] social,media [5] #marketing,#emailmarketing [4] #marketing,#digitalmarketing [4] #marketing,#strategy Top Word Pairs in Tweet in G8:
[20] tienes,asistir [19] 15,16 [19] 16,abril [16] #marketing,contenidos [16] asistir,siguiente [16] siguiente,evento [15] enfocado,100 [14] #cmm21,evento [14] copymanager,quieres [12] marketing,contenidos Top Word Pairs in Tweet in G9:
[4] banking,service [4] treasuredata,industry [4] industry,brief [4] brief,explores [4] explores,#cpg [4] #cpg,brands [4] brands,leveraging [4] leveraging,#cdp [4] #cdp,create [4] create,success Top Word Pairs in Tweet in G10:
[40] #businessgrowth,#marketing [32] #entrepreneur,#smallbiz [31] #marketing,#startup [25] #growthhacking,#marketing [25] #marketing,#smallbusiness [22] #smallbiz,#growthhacking [21] #smallbusiness,#growthhacking [20] #growthhacking,#entrepreneur [19] #startup,#smallbusiness [18] #startup,#growthhacking Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G8:
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: