The graph represents a network of 4,482 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, 11 September 2022 at 13:23 UTC.
The requested start date was Sunday, 11 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, 2-hour, 27-minute period from Thursday, 08 September 2022 at 17:19 UTC to Saturday, 10 September 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 : 4482
Unique Edges : 3249
Edges With Duplicates : 10563
Total Edges : 13812
Number of Edge Types : 5
Retweet : 3753
MentionsInRetweet : 4501
Tweet : 3740
Mentions : 1686
Replies to : 132
Self-Loops : 4068
Reciprocated Vertex Pair Ratio : 0.0283671036948748
Reciprocated Edge Ratio : 0.0551692165044043
Connected Components : 1791
Single-Vertex Connected Components : 1256
Maximum Vertices in a Connected Component : 1486
Maximum Edges in a Connected Component : 8836
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.763505
Graph Density : 0.000214799538853174
Modularity : 0.350967
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 4,482 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, 11 September 2022 at 13:23 UTC.
The requested start date was Sunday, 11 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, 2-hour, 27-minute period from Thursday, 08 September 2022 at 17:19 UTC to Saturday, 10 September 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:
[479] #iot,#iiot [404] #javascript,#reactjs [374] ø,ø [346] #reactjs,#wordpress [326] #iiot,#pytorch [321] #wordpress,#security [300] #python,#iot [290] #security,#defi [286] learn,more [270] #python,#ai Top Word Pairs in Tweet in G1:
[144] ø,ø [93] ø,ù [83] ù,ø [80] social,media [59] #marketing,#sales [58] #digitalmarketing,#marketing [52] #marketing,#digitalmarketing [49] #business,#marketing [47] ù,ù [47] #marketing,#seo Top Word Pairs in Tweet in G2:
[475] #iot,#iiot [402] #javascript,#reactjs [346] #reactjs,#wordpress [322] #iiot,#pytorch [321] #wordpress,#security [295] #python,#iot [290] #security,#defi [267] #python,#ai [227] #pytorch,#javascript [183] #ai,#iot Top Word Pairs in Tweet in G3:
[119] #digitalmarketing,#marketing [65] #marketing,#seo [61] #marketing,#digitalmarketing [55] #twitter,#facebook [55] #marketing,#affiliatemarketing [54] #linkedin,#twitter [54] #deal,#gift [51] #facebook,#instagram [50] #socialmedia,#pinterest [50] #business,#deal Top Word Pairs in Tweet in G4:
[111] #help,#canvatemplate [111] #canvatemplate,#thankyoucard [111] #thankyoucard,#design [111] #design,#designthinking [111] #designthinking,#helpinghand [111] #helpinghand,#sales [74] thaithanhhieu,sale [72] #sales,#sale [68] #visualcontenting,#contentmarketing [68] #contentmarketing,#socialmedia Top Word Pairs in Tweet in G5:
[9] rose,tunis [9] tunis,recrute [8] link,nota [8] nota,completa [8] completa,#hazmarketing [7] modesty,know [7] know,re [7] re,smarter [7] smarter,mouth [7] mouth,breathers Top Word Pairs in Tweet in G6:
[226] learn,more [137] #rbxs,#rbx [124] ø,ø [97] #rbx,#rbxsamurai [93] #rbxsamurai,#crypto [77] business,agency [76] #crypto,#cryptocurrency [74] co,psqewvknn5 [70] psqewvknn5,#rbxs [70] #cryptocurrency,#nft Top Word Pairs in Tweet in G7:
[23] #martech,#marketing [23] #marketing,#technology [4] cmswire,#marketing [3] email,marketing [3] customer,service [3] #marketing,#cx [3] martechseries,#marketing [3] brands,earn [3] earn,nearly [3] nearly,40 Top Word Pairs in Tweet in G8:
[8] 17,septiembre [5] 10º,aniversario [5] #congreso,internacional [5] internacional,#marketing [5] #marketing,#cartagenaesmkt [4] sabes,cómo [4] cómo,celebrarán [4] celebrarán,#marketerosnocturnos [4] #marketerosnocturnos,10º [4] aniversario,conmemorar Top Word Pairs in Tweet in G9:
[91] #pratapkingcharan,#instagram [91] #instagram,#youtube [91] #youtube,#twitter [91] #twitter,#tiktok [91] #tiktok,#love [91] #love,#instagood [91] #instagood,#follow [91] #follow,#like [89] #like,#socialmedia [62] pratapkingchara,#pratapkingcharan Top Word Pairs in Tweet in G10:
[19] each,plan [19] plan,comes [19] comes,personally [19] personally,tailored [19] tailored,twitter [19] twitter,tips [19] tips,help [19] help,grow [19] grow,following [19] following,make Top Replied-To in Entire Graph:
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Top Replied-To in G5:
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Top Replied-To in G7:
Top Replied-To in G8:
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 G5:
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Top Tweeters in G10: