The graph represents a network of 5,158 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, 04 July 2021 at 13:12 UTC.
The requested start date was Sunday, 04 July 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 2-day, 2-hour, 7-minute period from Thursday, 01 July 2021 at 17:45 UTC to Saturday, 03 July 2021 at 19:52 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 : 5158
Unique Edges : 3923
Edges With Duplicates : 9308
Total Edges : 13231
Number of Edge Types : 5
Tweet : 4209
Retweet : 3156
MentionsInRetweet : 3888
Mentions : 1871
Replies to : 107
Self-Loops : 4462
Reciprocated Vertex Pair Ratio : 0.0265544041450777
Reciprocated Edge Ratio : 0.0517350157728707
Connected Components : 1958
Single-Vertex Connected Components : 1378
Maximum Vertices in a Connected Component : 1970
Maximum Edges in a Connected Component : 8377
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.289858
Graph Density : 0.000178760702239708
Modularity : 0.398949
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,158 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, 04 July 2021 at 13:12 UTC.
The requested start date was Sunday, 04 July 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 2-day, 2-hour, 7-minute period from Thursday, 01 July 2021 at 17:45 UTC to Saturday, 03 July 2021 at 19:52 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 : #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:
[357] social,media [208] #marketing,#digitalmarketing [195] #digitalmarketing,#marketing [166] #marketing,#business [165] digital,marketing [161] #socialmedia,#marketing [153] #digital,#marketing [125] #business,#marketing [115] #marketing,#socialmedia [111] #marketing,#seo Top Word Pairs in Tweet in G1:
[116] social,media [67] #digitalmarketing,#marketing [66] #marketing,#business [62] #socialmedia,#marketing [49] digital,marketing [49] #business,#marketing [48] #marketing,#branding [46] #marketing,#digitalmarketing [46] #marketing,#seo [42] #marketing,#socialmedia Top Word Pairs in Tweet in G2:
[45] #fintech,#finserv [39] visualcap,enricomolinari [32] statistacharts,enricomolinari [32] enricomolinari,#fintech [32] enricomolinari,#5g [31] #finserv,#insurtech [30] #ai,#iot [28] #fintech,#marketing [26] mashable,enricomolinari [25] enricomolinari,#ehealth Top Word Pairs in Tweet in G3:
[112] #digital,#marketing [81] #marketing,#digitalmarketing [79] #digitalmarketing,#marketing [74] #digitalmarketing,#digital [67] social,media [64] digital,marketing [41] #socialmedia,#marketing [40] #bolsadetrabajo,#trabajoenlimaahora [40] #trabajoenlimaahora,#lima [40] #lima,#peru Top Word Pairs in Tweet in G4:
[53] need,high [52] high,quality [52] quality,#remove [52] #remove,background [52] background,work [52] work,please [52] please,contact [52] contact,fiverr [52] fiverr,#removebackground [47] #removebackground,#work Top Word Pairs in Tweet in G5:
[67] link,bio [52] click,link [26] #marketing,job [24] bio,apply [23] thermo,fisher [21] fisher,scientific [18] bio,see [17] great,fit [16] job,more [14] fit,click Top Word Pairs in Tweet in G6:
[95] domain,sale [87] domainfq,domain [79] #nocode,#lowcode [79] #lowcode,#javascript [79] #javascript,#github [79] #github,#nodejs [76] #100daysofcode,#datascience [73] #nodejs,#cybersecurity [73] #cybersecurity,#devops [73] #devops,#100daysofcode Top Word Pairs in Tweet in G7:
[7] wwwhatsnew,#tecnologia [7] #tecnologia,#marketing [6] #marketing,#internet [5] análisis,dafo [5] esh_sevilla,fmktsevilla [5] fmktsevilla,cierran [5] cierran,acuerdo [5] acuerdo,colaboración [5] colaboración,objetivo [5] objetivo,implantar Top Word Pairs in Tweet in G8:
[8] gave,kred [8] kred,#influence [5] #influence,#digitaltransformation [5] #ai,#marketing [5] artificial,intelligence [5] social,media [5] leading,#marketing [4] #podcast,#avocetcommunications [4] #avocetcommunications,#integrateandignitepodcast [4] #marketing,campaigns Top Word Pairs in Tweet in G9:
[16] #getmoreinsights,#coolerdata [11] #coolerdata,#data [11] perform,gdpr [11] gdpr,compliance [11] compliance,audit [11] amazon,#riskmanagement [11] #riskmanagement,#iapp [9] #iapp,#dataprotection [8] buy,perform [8] audit,amazon Top Word Pairs in Tweet in G10:
[21] miles,education [21] education,believe [21] believe,making [21] making,impact [21] impact,create [21] create,champions [21] champions,ready [21] ready,become [21] become,champion [20] mileseducation,miles 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 G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: