The graph represents a network of 3,943 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, 19 September 2022 at 00:33 UTC.
The requested start date was Monday, 19 September 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, 4-hour, 13-minute period from Thursday, 15 September 2022 at 13:39 UTC to Saturday, 17 September 2022 at 17:52 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 : 3943
Unique Edges : 2330
Edges With Duplicates : 9696
Total Edges : 12026
Number of Edge Types : 5
Retweet : 3402
MentionsInRetweet : 3545
Tweet : 3985
Mentions : 1057
Replies to : 37
Self-Loops : 4328
Reciprocated Vertex Pair Ratio : 0.0103963612735543
Reciprocated Edge Ratio : 0.0205787781350482
Connected Components : 1650
Single-Vertex Connected Components : 1318
Maximum Vertices in a Connected Component : 1601
Maximum Edges in a Connected Component : 8350
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.958726
Graph Density : 0.000200086133541989
Modularity : 0.3151
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 3,943 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, 19 September 2022 at 00:33 UTC.
The requested start date was Monday, 19 September 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, 4-hour, 13-minute period from Thursday, 15 September 2022 at 13:39 UTC to Saturday, 17 September 2022 at 17:52 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:
[536] digital,marketing [406] #digitalmarketing,#artificialintelligence [403] #artificialintelligence,#robots [403] #robots,#nlp [403] #nlp,#industry40 [403] #industry40,#tech [403] #tech,#influence [403] #influence,#stemed [400] #marketing,#digitalmarketing [385] #digitalmarketing,#marketing Top Word Pairs in Tweet in G1:
[197] digital,marketing [148] social,media [125] #marketing,#digitalmarketing [124] #digitalmarketing,#marketing [85] #socialmediamarketing,#digitalmarketing [67] #digitalmarketing,#seo [58] #marketing,#socialmediamarketing [58] #socialmediamarketing,#socialmedia [56] #seo,#digitalmarketing [54] #digitalmarketing,#socialmediamarketing Top Word Pairs in Tweet in G2:
[385] #digitalmarketing,#artificialintelligence [384] #artificialintelligence,#robots [384] #robots,#nlp [384] #nlp,#industry40 [384] #industry40,#tech [384] #tech,#influence [384] #influence,#stemed [278] waris027,#digitalmarketing [278] #stemed,#girlswh [208] #digitalmarketing,#appstore Top Word Pairs in Tweet in G3:
[105] #digitalmarketing,#onlinemarketing [105] #onlinemarketing,#vacation [105] #vacation,#travel [40] #travel,#ema [36] #affiliatemarketing,#digitalmarketing [28] #marketing,#digitalmarketing [27] social,media [27] digital,marketing [21] #digitalmarketing,#marketing [18] #travel,#emailmarketing Top Word Pairs in Tweet in G4:
[103] #marketing,#digitalmarketing [94] #digitalmarketing,#graphicdesign [94] #graphicdesign,#marketresearch [94] #marketresearch,#seo [94] #seo,#webdesign [94] #webdesign,#followback [94] #followback,#teamfollowback [94] #teamfollowback,#500aday [94] #500aday,#f4f [94] #f4f,#sem Top Word Pairs in Tweet in G5:
[105] #digitalmarketing,#marketing [83] #marketing,#seo [59] #seo,#digitalmarketing [49] seroundtable,#seo [49] #creativeacademy,#yourcreativezone [49] #yourcreativezone,#digitalmarketing [36] hubspot,#inboundmarketing [33] #inboundmarketing,#digitalmarketing [30] marcflood,google [25] sejournal,#digitalmarketing Top Word Pairs in Tweet in G6:
[158] يجمع,المنتدى [158] المنتدى,العالمي [158] العالمي,للتواصل [158] للتواصل,الاجتماعي [158] الاجتماعي,أكثر [158] أكثر,من [158] من,500 [158] 500,شخص [158] شخص,والشركات [158] والشركات,التي Top Word Pairs in Tweet in G7:
[192] #ह,द [96] #cowin,क [96] क,स [96] स,थ [96] थ,ख [96] ख,ज [96] ज,नजद [96] नजद,क [96] क,ट [96] ट,क Top Word Pairs in Tweet in G8:
[55] best,practices [54] marketing,2022 [54] 2022,linkedin [51] practices,pinterest [51] pinterest,marketing [51] linkedin,#digitalmarketing [51] pinelites,best [50] #digitalmarketing,#pinterestmarketin [27] #digitalmarketing,#socialmediamarketing [6] #socialmediamanager,#digitalmarketing Top Word Pairs in Tweet in G9:
[18] digital,marketing [17] #marketing,#inspiration [17] #inspiration,#instagram [17] #instagram,#socialmedia [17] #socialmedia,#socialmediamarketing [17] #socialmediamarketing,#contentmarketing [17] #contentmarketing,#socialmediatips [11] #socialmediatips,#marketingtips [10] social,media [10] #digitalmarketing,#marketingtips Top Word Pairs in Tweet in G10:
[51] #mohammadkhan,#bigdata [51] #bigdata,#blog [50] #blog,#emailmarketing [48] #branding,#digitalmarketing [47] #emailmarketing,#inboundmarketing [45] #inboundmarketing,#smm [45] #smm,#sme [45] #sme,#analytics [45] #analytics,#seo [45] #seo,#entrepreneur Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G4:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: