The graph represents a network of 5,202 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, 05 December 2021 at 14:14 UTC.
The requested start date was Sunday, 05 December 2021 at 01:01 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, 2-minute period from Wednesday, 01 December 2021 at 17:43 UTC to Friday, 03 December 2021 at 19:46 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 : 5202
Unique Edges : 3889
Edges With Duplicates : 9555
Total Edges : 13444
Number of Edge Types : 5
Retweet : 3449
MentionsInRetweet : 4229
Mentions : 1833
Tweet : 3827
Replies to : 106
Self-Loops : 3994
Reciprocated Vertex Pair Ratio : 0.027438370846731
Reciprocated Edge Ratio : 0.0534112247026914
Connected Components : 1943
Single-Vertex Connected Components : 1333
Maximum Vertices in a Connected Component : 2059
Maximum Edges in a Connected Component : 9187
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.454441
Graph Density : 0.000177153699998987
Modularity : 0.384462
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,202 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, 05 December 2021 at 14:14 UTC.
The requested start date was Sunday, 05 December 2021 at 01:01 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, 2-minute period from Wednesday, 01 December 2021 at 17:43 UTC to Friday, 03 December 2021 at 19:46 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:
[431] #github,#nodejs [424] #100daysofcode,#datascience [424] #ai,#bot [423] #devops,#100daysofcode [423] #datascience,#ai [422] #javascript,#github [422] #nodejs,#cybersecurity [422] #cybersecurity,#devops [369] #hclswlobp,#nocode [369] #nocode,#lowcode Top Word Pairs in Tweet in G1:
[117] social,media [57] #socialmedia,#marketing [44] #marketing,#digitalmarketing [39] #marketing,#marketingdigital [37] learn,more [37] media,marketing [35] #digitalmarketing,#marketing [34] #business,#marketing [32] #marketing,#branding [32] #marketing,#business Top Word Pairs in Tweet in G2:
[82] social,media [80] #marketing,#seo [78] #zirigozagroup,#e [78] #e,commerce [78] commerce,#marketing [78] #marketing,#enkil [77] #enkil,#8020 [48] #zirigozagroup,#marketing [46] #digitalmarketing,#marketing [37] link,bio Top Word Pairs in Tweet in G3:
[394] #github,#nodejs [387] #100daysofcode,#datascience [386] #devops,#100daysofcode [386] #datascience,#ai [386] #ai,#bot [385] #javascript,#github [385] #nodejs,#cybersecurity [385] #cybersecurity,#devops [336] #hclswlobp,#nocode [336] #nocode,#lowcode Top Word Pairs in Tweet in G4:
[73] #startups,#startup [38] greetings,working [38] working,startup [38] startup,looking [38] looking,co [38] co,founders [37] founders,investors [37] investors,make [35] make,authentic [35] authentic,aloe Top Word Pairs in Tweet in G5:
[32] suddenly,time [27] time,#crypto [26] #socialmedia,#marketing [26] #crypto,#bitcoin [25] #digitalmarketing,#marketing [25] #bitcoin,#ethereum [24] #nft,#marketing [23] #startup,#startups [23] #ethereum,#cardano [23] #cardano,#binance Top Word Pairs in Tweet in G6:
[10] #jdm,#marketing [9] #marketing,#marketingtwitter [8] #marketing,#socialmedia [7] checkout,newsletter [7] #seo,#marketing [7] #marketingtwitter,#marketing [6] biggest,supporters [6] supporters,somone [6] somone,never [6] never,met Top Word Pairs in Tweet in G7:
[38] ensure,pedestrians [38] pedestrians,priority [38] priority,crosswalks [38] crosswalks,myshify [38] myshify,#marketing [38] #marketing,#ai [38] #ai,#iot [38] #iot,#ml [38] #ml,cc [38] cc,enricomolinari Top Word Pairs in Tweet in G8:
[31] hologram,action [31] action,#100daysofcode [31] #100daysofcode,#vr [31] #vr,#ar [31] #ar,#music [31] #music,#education [31] #education,#telecommunications [31] #telecommunications,#spatialdatascience [31] #spatialdatascience,#exhibition [30] yuhelenyu,hologram Top Word Pairs in Tweet in G9:
[7] ama,announcement [7] announcement,#tech [7] #tech,updates [7] updates,rtr [7] rtr,#marketing [7] #marketing,several [7] several,team [7] team,come [7] come,ask [7] ask,questions Top Word Pairs in Tweet in G10:
[26] need,holiday [26] holiday,promotional [26] promotional,material [26] material,highly [26] highly,recommend [26] recommend,catgraphic2 [26] catgraphic2,beautiful [26] beautiful,graphics [26] graphics,ad [26] ad,copy 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 G6:
Top Replied-To in G9:
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: