The graph represents a network of 4,483 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, 03 July 2022 at 13:19 UTC.
The requested start date was Sunday, 03 July 2022 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, 30 June 2022 at 17:30 UTC to Saturday, 02 July 2022 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 : 4483
Unique Edges : 3047
Edges With Duplicates : 10324
Total Edges : 13371
Number of Edge Types : 5
Tweet : 4229
Retweet : 3554
MentionsInRetweet : 4125
Mentions : 1356
Replies to : 107
Self-Loops : 4477
Reciprocated Vertex Pair Ratio : 0.0249173658784643
Reciprocated Edge Ratio : 0.0486231704291739
Connected Components : 1767
Single-Vertex Connected Components : 1222
Maximum Vertices in a Connected Component : 1431
Maximum Edges in a Connected Component : 8241
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.407747
Graph Density : 0.000200619067341814
Modularity : 0.350492
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,483 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, 03 July 2022 at 13:19 UTC.
The requested start date was Sunday, 03 July 2022 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, 30 June 2022 at 17:30 UTC to Saturday, 02 July 2022 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:
[645] #blogger,#business [644] #affiliate,#affiliatemarketing [638] #discount,#gifts [600] #gifts,#marketing [490] #marketing,#shopping [475] #deals,#discount [435] #shopping,#socialmedia [433] #socialmedia,#travel [431] #travel,#twitter [397] #affiliatemarketing,#deal Top Word Pairs in Tweet in G1:
[106] social,media [60] #socialmedia,#seo [55] #digitalmarketing,#marketing [54] #socialmedia,#marketing [54] #visualcontenting,#contentmarketing [54] #contentmarketing,#socialmedia [53] #marketing,#digitalmarketing [44] #marketing,#business [42] #marketing,#socialmediamarketing [42] #online,class Top Word Pairs in Tweet in G2:
[335] #iot,#iiot [320] #javascript,#reactjs [288] #python,#iot [276] #reactjs,#wordpress [263] #iiot,#pytorch [255] #wordpress,#security [247] #security,#defi [145] #pytorch,#javascript [106] #defi,#ad [103] app,link Top Word Pairs in Tweet in G3:
[280] influencer,marketing [133] brand,awareness [132] #influencer,#marketing [131] marketing,best [123] marketing,join [122] empower,brand [122] awareness,influencer [122] join,number [122] number,one [122] one,#influential Top Word Pairs in Tweet in G4:
[632] #blogger,#business [630] #affiliate,#affiliatemarketing [625] #discount,#gifts [587] #gifts,#marketing [484] #marketing,#shopping [469] #deals,#discount [434] #shopping,#socialmedia [432] #socialmedia,#travel [430] #travel,#twitter [385] #affiliatemarketing,#deal Top Word Pairs in Tweet in G5:
[19] enricomolinari,#fintech [18] #fintech,#finserv [16] skills,high [16] high,demand [16] demand,2022 [16] 2022,#ai [16] #ai,#datasecurity [16] #datasecurity,#datascientist [16] #datascientist,#dataanalytics [16] #dataanalytics,#iiot Top Word Pairs in Tweet in G6:
[186] #rbxs,#rbxsamurai [90] #rbxsamurai,#marketing [65] #rbxsamurai,#defi [59] سامورايي,#rbxs [57] سامورايي,ها [54] در,كريپتو [51] كريپتو,را [51] خدمات,ماركتينگ [49] حرفه,اي [48] #defi,#crypto Top Word Pairs in Tweet in G7:
[22] #marketing,#digitalmarketing [20] #smallbusiness,#growthhacking [18] social,media [14] #growthhacking,#marketing [14] #marketing,#growthhacking [14] #marketing,#startup [13] #smallbusiness,#marketing [12] #businessgrowth,#smallbusiness [11] #digitalmarketing,#businessgrowth [11] #growthhacking,#entrepreneur Top Word Pairs in Tweet in G8:
[16] #marketing,#inspiration [16] #inspiration,#instagram [16] #instagram,#socialmedia [15] #socialmedia,#socialmediamarketing [15] #,#marketing [14] #socialmediamarketing,#contentmarketing [14] #contentmarketing,#socialmediatips [12] #marketing,video [11] #socialmediatips,#marketingtips [9] very,social Top Word Pairs in Tweet in G9:
[3] #marketing,#ai [3] #marketing,#socialmedia [3] #socialmedia,#marketingstrategy [3] social,media [3] down,down [2] drivers,viral [2] viral,brand [2] brand,messaging [2] messaging,brandinginsider [2] brandinginsider,#brands Top Word Pairs in Tweet in G10:
[12] check,video [12] bmurphypointman,#affiliate [12] #affiliate,#affiliatemarketing [12] #affiliatemarketing,#deal [12] #blogger,#business [12] #discount,#gifts [12] #gifts,#marketing [11] #marketing,#business [10] #digitalmarketing,#marketing [9] #instagram,#socialmedia Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G6:
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: