The graph represents a network of 3,620 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 Monday, 27 September 2021 at 23:19 UTC.
The requested start date was Monday, 27 September 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 3-day, 3-hour, 10-minute period from Thursday, 23 September 2021 at 14:43 UTC to Sunday, 26 September 2021 at 17:53 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 : 3620
Unique Edges : 2495
Edges With Duplicates : 11190
Total Edges : 13685
Number of Edge Types : 5
Tweet : 3361
Retweet : 4422
MentionsInRetweet : 4842
Replies to : 75
Mentions : 985
Self-Loops : 3636
Reciprocated Vertex Pair Ratio : 0.0110741971207087
Reciprocated Edge Ratio : 0.0219058050383352
Connected Components : 1284
Single-Vertex Connected Components : 995
Maximum Vertices in a Connected Component : 1873
Maximum Edges in a Connected Component : 11163
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.28614
Graph Density : 0.000278762027909789
Modularity : 0.295107
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,620 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 Monday, 27 September 2021 at 23:19 UTC.
The requested start date was Monday, 27 September 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 3-day, 3-hour, 10-minute period from Thursday, 23 September 2021 at 14:43 UTC to Sunday, 26 September 2021 at 17:53 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:
[1398] #artificialintelligence,#digitalmarketing [1268] #digitalmarketing,#cybersecurity [1242] #cybersecurity,#ai [974] #ai,#datascience [456] #vacancy,#lebanon [433] #lebanon,#artificialintelligence [417] #datascience,#machinelearning [397] digital,marketing [373] social,media [287] #digitalmarketing,#marketing Top Word Pairs in Tweet in G1:
[130] digital,marketing [94] social,media [88] #marketing,#digitalmarketing [74] #digitalmarketing,#marketing [58] #socialmediamarketing,#digitalmarketing [48] gt,gt [44] #digitalmarketing,#socialmediamarketing [44] #marketing,#socialmediamarketing [39] #seo,#digitalmarketing [35] #digitalmarketing,#business Top Word Pairs in Tweet in G2:
[96] #seo,#digitalmarketing [61] digital,marketing [55] #blogging,#wordpress [55] #wordpress,#seo [49] #artificialintelligence,#digitalmarketing [41] #digitalmarketing,#cybersecurity [41] #cybersecurity,#ai [41] #marketing,#digitalmarketing [38] #marketing,#seo [36] social,media Top Word Pairs in Tweet in G3:
[1325] #artificialintelligence,#digitalmarketing [1202] #digitalmarketing,#cybersecurity [1176] #cybersecurity,#ai [928] #ai,#datascience [434] #vacancy,#lebanon [413] #lebanon,#artificialintelligence [404] #datascience,#machinelearning [235] #vacancy,#artificialintelligence [219] #100daysofcode,#python [218] #machinelearning,#bigdata Top Word Pairs in Tweet in G4:
[86] #digitalmarketing,#marketing [73] #resort,#airfare [73] #airfare,#deals [73] #deals,compare [73] compare,best [73] best,prices [71] price,drop [68] prices,#shoppingonline [66] #digital,#marketing [64] #digitalmarketing,#digital Top Word Pairs in Tweet in G5:
[23] #digitalmarketing,#marketing [21] #digitalmarketing,#bitcoin [21] #bitcoin,#tumblr [21] #tumblr,#twitter [21] #twitter,#facebook [21] #facebook,#instagram [21] #instagram,#dogecoin [21] #dogecoin,#socialmedia [21] #socialmedia,#tiktok [21] #tiktok,#doge Top Word Pairs in Tweet in G6:
[14] #socialmedia,#socialmediamarketing [13] #socialmediamarketing,#marketing [10] marketingdive,enricomolinari [8] enricomolinari,#marketing [8] #marketing,#fintech [8] #fintech,#digitalmarketing [8] #digitalmarketing,#finserv [8] #finserv,#ai [8] #marketing,#emailmarketing [7] #smallbusiness,#smallbiz Top Word Pairs in Tweet in G7:
[93] world,social [93] social,media [93] media,forum [93] forum,#wsmforum [93] #wsmforum,returns [93] returns,amman [93] amman,24 [93] 24,nov [93] nov,2021 [93] 2021,incredible Top Word Pairs in Tweet in G8:
[84] #deals,#discounts [77] #affiliatemarketing,#gift [74] #gift,#shopping [73] #shopping,#gifts [73] #gifts,#onlineshopping [73] free,shipping [73] shipping,purchases [73] purchases,over [73] over,25 [73] 25,#amazon Top Word Pairs in Tweet in G9:
[32] skodineya,#digitalagriculturemission [21] #gem,wins [21] wins,#cips [21] #cips,#excellence [21] #excellence,#procurement [21] #procurement,#awards [21] #awards,2021 [21] 2021,#best [21] #best,#use [21] #use,#digital Top Word Pairs in Tweet in G10:
[16] social,media [15] #digitalmarketing,#marketing [12] digital,marketing [8] #digitalmarketing,#socialmedia [8] 2021,#digitalmarketing [8] business,suite [7] facebook,creator [7] creator,studio [7] studio,business [7] suite,lequel Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Replied-To in G4:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: