The graph represents a network of 3,451 Twitter users whose recent tweets contained "#digitalmarketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 10/20/2023 12:00:00 AM and 10/27/2023 5:51:52 AM. The network was obtained from Twitter on Friday, 27 October 2023 at 14:08 UTC.
The tweets in the network were tweeted over the 1252-day, 20-hour, 46-minute period from Friday, 22 May 2020 at 16:01 UTC to Friday, 27 October 2023 at 12:48 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 3451
Unique Edges : 2874
Edges With Duplicates : 2863
Total Edges : 5737
Number of Edge Types : 9
Tweet : 3634
Retweet : 1035
Replies to : 192
Mentions : 505
MentionsInRetweet : 236
Quote : 35
MentionsInQuote : 22
MentionsInReplyTo : 67
MentionsInQuoteReply : 11
Self-Loops : 3968
Reciprocated Vertex Pair Ratio : 0.0488888888888889
Reciprocated Edge Ratio : 0.0932203389830508
Connected Components : 2556
Single-Vertex Connected Components : 2229
Maximum Vertices in a Connected Component : 59
Maximum Edges in a Connected Component : 426
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.021618
Graph Density : 9.91101088111406E-05
Modularity : 0.380732
NodeXL Version : 1.0.1.523
Data Import : The graph represents a network of 3,451 Twitter users whose recent tweets contained "#digitalmarketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 10/20/2023 12:00:00 AM and 10/27/2023 5:51:52 AM. The network was obtained from Twitter on Friday, 27 October 2023 at 14:08 UTC.
The tweets in the network were tweeted over the 1252-day, 20-hour, 46-minute period from Friday, 22 May 2020 at 16:01 UTC to Friday, 27 October 2023 at 12:48 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[772] digital,marketing [413] social,media [201] online,presence [180] #marketing,#digitalmarketing [174] #digitalmarketing,#marketing [167] #seo,#digitalmarketing [129] #digitalmarketing,#onlinemarketing [123] #digitalmarketing,#socialmedia [120] #socialmediamarketing,#digitalmarketing [107] #digitalmarketing,#socialmediamarketing Top Word Pairs in Tweet in G1:
[537] digital,marketing [279] social,media [168] online,presence [129] #seo,#digitalmarketing [121] #marketing,#digitalmarketing [113] #digitalmarketing,#marketing [94] #digitalmarketing,#socialmedia [89] #digitalmarketing,#socialmediamarketing [85] #digitalmarketing,#seo [83] #socialmediamarketing,#digitalmarketing Top Word Pairs in Tweet in G2:
[6] multi,cloud [5] stratégie,marque [5] statistiques,#marketing [5] marque,2023 [5] #marketing,d'#influence [5] orienter,stratégie [5] d'#influence,orienter [5] 22,statistiques [4] onalytica,#ff [4] #marketing,#digitalmarketing Top Word Pairs in Tweet in G3:
[14] digital,marketing [8] social,media [7] startgrowthhack,topgrowthagency [6] marketing,agencies [5] #socialmediamarketing,#digitalmarketing [5] topgrowthagency,#growthhacking [5] #b2bmarketing,#contentmarketing [5] #contentmarketing,#digitalmarketing [5] content,marketing [5] #growthhacking,#innsight Top Word Pairs in Tweet in G4:
[3] wutsupfins,_isabel_vi [3] neutralznsports,45ginger24 [3] 10k__gold,neutralznsports [3] ripleyismamiii,wutsupfins [3] procm2,ripleyismamiii [3] 45ginger24,quackity4k [2] _isabel_vi,fireeyebooks [2] keshaerwin1,planogal73 [2] jimmyw81776907,marykaydeb2001 [2] shortyred1983,clsportsnation Top Word Pairs in Tweet in G5:
[9] #onlinebusiness,#digitalmarketing [8] marketing,hacks [8] hacks,improve [8] #bestbook,#businessbook [8] passive,income [8] search,engine [8] traffic,leads [8] grow,business [8] content,marketing [8] engine,marketing Top Word Pairs in Tweet in G6:
[11] #gaza,#ธ [11] #stockmarketcrash,#gaza_genocide [11] #كتائب_القسام,#stockmarketcrash [11] #กราดย,ง [11] #ธ,หยด [11] man,city [11] #gaza_genocide,#gaza [11] ง,#كتائب_القسام [10] #digitalmarketing,#กราดย [9] city,ahly Top Word Pairs in Tweet in G7:
[18] #personalbranding,#networking [18] #networking,#community [17] #digitalmarketing,#digitalselling [17] #digitalselling,#socialselling [17] tborreson11,#personalbranding [17] #digitaltransformation,#digitalmarketing [13] #belonging,#culture [13] #socialselling,#belonging [13] #community,#digitaltransformation [9] #culture,#customerexperience Top Word Pairs in Tweet in G8:
[5] #brandidentity,strategies [5] #startups,establish [5] presence,zendesk [5] strategies,#startups [5] crafting,unique [5] distinctive,presence [5] unique,#brandidentity [5] establish,distinctive [5] #marketing,#digitalmarketing [4] #digitalmarketing,#startuptips Top Word Pairs in Tweet in G9:
[29] koyeba,mosala [23] aboupatriote,koyeba [22] mosala,elengi [22] #graphiccontent,#digitalmarketing [22] #graphicdesign,#graphiccontent [19] elengi,#graphicdesign [7] elwngi,#graphicdesign [7] mosala,elwngi [4] #digitalmarketing,curtishaggai [4] #graphicdesign,#digitalmarketing Top Word Pairs in Tweet in G10:
[3] social,media [2] panel,discussion [2] gamifying,sources [2] businessstaffs,staffsunijss [2] research,areas [2] digital,marketing [2] expo,answering [2] holdcroft_craig,joe_hazzam [2] sources,information [2] information,research Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: