The graph represents a network of 6,504 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 07 October 2022 at 10:00 UTC.
The requested start date was Friday, 07 October 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 8-day, 10-hour, 31-minute period from Wednesday, 28 September 2022 at 08:05 UTC to Thursday, 06 October 2022 at 18:37 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 : 6504
Unique Edges : 3172
Edges With Duplicates : 8912
Total Edges : 12084
Number of Edge Types : 5
Retweet : 3577
MentionsInRetweet : 3542
Mentions : 1290
Tweet : 3225
Replies to : 450
Self-Loops : 3643
Reciprocated Vertex Pair Ratio : 0.0168343256004927
Reciprocated Edge Ratio : 0.0331112457096709
Connected Components : 2117
Single-Vertex Connected Components : 1287
Maximum Vertices in a Connected Component : 1715
Maximum Edges in a Connected Component : 3468
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 2.785108
Graph Density : 0.000117104623299039
Modularity : 0.453859
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 6,504 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 07 October 2022 at 10:00 UTC.
The requested start date was Friday, 07 October 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 8-day, 10-hour, 31-minute period from Wednesday, 28 September 2022 at 08:05 UTC to Thursday, 06 October 2022 at 18:37 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 research
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:
[1753] market,research [1605] digital,marketing [1515] email,marketing [1480] research,setup [1479] marketing,course [1479] setup,website [1479] website,email [1478] complete,digital [1478] lntroduction,market [1477] course,free Top Word Pairs in Tweet in G1:
[1454] email,marketing [1453] complete,digital [1453] digital,marketing [1453] marketing,course [1453] course,free [1453] free,lntroduction [1453] lntroduction,market [1453] market,research [1453] research,setup [1453] setup,website Top Word Pairs in Tweet in G2:
[355] research,paper [241] online,class [217] #essay,due [206] #online,class [197] essay,due [188] pay,paper [180] class,pay [179] test,help [179] paper,math [177] professionals,help Top Word Pairs in Tweet in G3:
[188] affiliate,marketing [179] 15,essential [179] essential,affiliate [179] marketing,tools [179] tools,flippa [179] flippa,buy [179] buy,sell [179] sell,websites [179] websites,shareasale [179] shareasale,affiliate Top Word Pairs in Tweet in G4:
[278] online,class [246] class,homework [168] exam,help [165] homework,assignment [165] assignment,exam [143] exam,expert [143] expert,help [120] #algebra,#calculus [120] #calculus,#statistics [103] homework,exam Top Word Pairs in Tweet in G5:
[56] online,class [37] class,homework [37] homework,exam [37] exam,help [37] help,business [37] business,law [37] law,math [37] math,algebra [37] algebra,calculus [37] calculus,statistics Top Word Pairs in Tweet in G6:
[59] klayguildgames,announced [59] announced,collaboration [59] collaboration,#mamaventures [59] #mamaventures,both [59] both,parties [59] parties,plan [59] plan,establish [59] establish,active [58] digital_diary1,klayguildgames [58] active,collab Top Word Pairs in Tweet in G7:
[17] #martech,#marketing [16] #marketing,#technology [10] best,digital [10] digital,marketing [10] marketing,practices [10] practices,boost [10] boost,startup [10] startup,growth [10] growth,#business [10] #business,#startups Top Word Pairs in Tweet in G8:
[16] keyword,research [8] #digital,#marketing [7] content,marketers [7] marketers,share [7] share,salaries [7] salaries,career [7] career,paths [7] paths,more [7] more,2023 [7] 2023,research Top Word Pairs in Tweet in G9:
[4] sibella29,of_flocks [4] of_flocks,rtti19311602 [4] rtti19311602,geoffbarton9 [4] geoffbarton9,phillwatson1970 [4] phillwatson1970,shanghai_rose [4] shanghai_rose,martin020455 [4] martin020455,cathyby [4] cathyby,roblev0 [3] setcondiment,sibella29 [3] roblev0,shegor Top Word Pairs in Tweet in G10:
[15] looking,great [15] great,senior [15] senior,colleagues [15] colleagues,join [15] join,great [15] great,department [15] department,marketing [15] marketing,provide [15] provide,research [15] research,leadership Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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Top Mentioned in G5:
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:
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Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G10: