The graph represents a network of 3,486 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 21 December 2021 at 00:21 UTC.
The requested start date was Monday, 20 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, 3-hour, 28-minute period from Wednesday, 15 December 2021 at 14:23 UTC to Friday, 17 December 2021 at 17:51 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 : 3486
Unique Edges : 2552
Edges With Duplicates : 10458
Total Edges : 13010
Number of Edge Types : 5
MentionsInRetweet : 4445
Mentions : 1014
Retweet : 3989
Tweet : 3413
Replies to : 149
Self-Loops : 3635
Reciprocated Vertex Pair Ratio : 0.0193434935521688
Reciprocated Edge Ratio : 0.0379528464634848
Connected Components : 1282
Single-Vertex Connected Components : 999
Maximum Vertices in a Connected Component : 1730
Maximum Edges in a Connected Component : 10471
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.100199
Graph Density : 0.00028628553978159
Modularity : 0.290247
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,486 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 21 December 2021 at 00:21 UTC.
The requested start date was Monday, 20 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, 3-hour, 28-minute period from Wednesday, 15 December 2021 at 14:23 UTC to Friday, 17 December 2021 at 17:51 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 : digitalmarketing
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:
[1298] need,job [1298] job,sign [1095] jobpreference,need [1011] sign,free [833] free,middlemen [739] #artificialintelligence,#machinelearning [668] #ar,#digitalmarketing [663] #vr,#ar [657] #innoavtion,#vr [656] middlemen,#innoavtion Top Word Pairs in Tweet in G1:
[148] digital,marketing [108] social,media [76] #digitalmarketing,#marketing [76] #marketing,#digitalmarketing [45] #digitalmarketing,#socialmediamarketing [44] #seo,#digitalmarketing [37] #socialmediamarketing,#digitalmarketing [33] #digitalmarketing,#seo [28] #digitalmarketing,#business [25] #socialmediamarketing,#socialmedia Top Word Pairs in Tweet in G2:
[118] digital,marketing [74] social,media [65] need,job [65] job,sign [64] #marketing,#digitalmarketing [64] jobpreference,need [58] #digitalhealth,#socialmedia [51] sign,free [44] free,middlemen [43] #digitalmarketing,#marketing Top Word Pairs in Tweet in G3:
[1193] need,job [1193] job,sign [992] jobpreference,need [926] sign,free [762] free,middlemen [695] #artificialintelligence,#machinelearning [600] #vr,#ar [599] #ar,#digitalmarketing [595] #innoavtion,#vr [594] middlemen,#innoavtion Top Word Pairs in Tweet in G4:
[42] #fintech,#esg [42] #esg,#sdgs [42] #sdgs,#insurtech [30] jobpreference,need [30] need,job [30] job,sign [27] #centralbanks,think [27] think,#digitalcurrency [27] #digitalcurrency,visualcap [27] visualcap,#blockchain Top Word Pairs in Tweet in G5:
[76] #digitalmarketing,#marketing [67] #affiliatemarketing,#gift [64] #gift,#shopping [64] #shopping,#gifts [64] #gifts,#onlineshopping [64] free,shipping [64] shipping,purchases [64] purchases,over [64] over,25 [64] 25,#amazon Top Word Pairs in Tweet in G6:
[104] #facebook,#instagram [102] #twitter,#facebook [98] #tumblr,#twitter [90] #gift,#gifts [84] #gifts,#giftideas [84] #giftideas,#shop [84] #shop,#shopping [84] #shopping,#affiliatemarketing [83] #deal,#gift [69] #marketing,#digitalmarketing Top Word Pairs in Tweet in G7:
[32] #startup,#startups [30] digital,marketing [30] domain,name [27] #domainname,#domainnames [25] sale,#domainsforsale [25] #domainsforsale,#domainname [25] #domainnames,#domain [25] #domain,#domainforsale [24] #marketing,#digitalmarketing [21] social,media Top Word Pairs in Tweet in G8:
[65] skodineya,#upskillforindia [56] #pmgdisha,#step [56] #step,towards [56] towards,bridging [56] bridging,#rural [56] #rural,#urban [56] #urban,#gap [56] #gap,encouraging [56] encouraging,participation [56] participation,rural Top Word Pairs in Tweet in G9:
[24] #advertising,#socialmediamarketing [24] #socialmediamarketing,#smm [24] #smm,#digitalmarketing [22] #designthinking,#digitalmarketing [20] digital,marketing [20] #digitalmarketing,#userexperience [19] #digital,#digitalmarketing [17] #digitalmarketing,#digital [15] #userexperience,#graphicdesign [15] #graphicdesign,#branding Top Word Pairs in Tweet in G10:
[103] #seo,#smm [103] #smm,#links [103] #links,#backlinks [102] #backlinks,#linkbuilding [94] #linkbuilding,#blogcomments [89] #onlinemarketing,#seotips [89] #analytics,#marketing [85] #blogcomments,#webtraffic [79] boost,website [77] #webtraffic,#digitalmarketing Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: