The graph represents a network of 4,160 Twitter users whose tweets in the requested range contained "#cloud", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 April 2022 at 06:31 UTC.
The requested start date was Sunday, 24 April 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, 6-hour, 25-minute period from Thursday, 21 April 2022 at 17:35 UTC to Sunday, 24 April 2022 at 00:00 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 : 4160
Unique Edges : 4194
Edges With Duplicates : 12747
Total Edges : 16941
Number of Edge Types : 5
Retweet : 4914
MentionsInRetweet : 6969
Tweet : 2073
Mentions : 2764
Replies to : 221
Self-Loops : 2301
Reciprocated Vertex Pair Ratio : 0.0230093854072056
Reciprocated Edge Ratio : 0.0449837229949689
Connected Components : 887
Single-Vertex Connected Components : 531
Maximum Vertices in a Connected Component : 2342
Maximum Edges in a Connected Component : 14033
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.741841
Graph Density : 0.000390603325503542
Modularity : 0.336995
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,160 Twitter users whose tweets in the requested range contained "#cloud", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 April 2022 at 06:31 UTC.
The requested start date was Sunday, 24 April 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, 6-hour, 25-minute period from Thursday, 21 April 2022 at 17:35 UTC to Sunday, 24 April 2022 at 00:00 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 : #cloud
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:
[677] #machinelearning,#ai [617] #ai,#python [527] know,more [491] #python,#datascience [462] #datascience,#bigdata [341] #bigdata,#deeplearning [333] #iot,#ai [315] #datascientist,#iot [315] #ai,#digitalhealth [315] #digitalhealth,#startups Top Word Pairs in Tweet in G1:
[492] #machinelearning,#ai [451] #ai,#python [356] #python,#datascience [327] #datascience,#bigdata [300] #iot,#ai [298] #datascientist,#iot [298] #ai,#digitalhealth [298] #digitalhealth,#startups [298] #startups,#cx [298] #cx,#women Top Word Pairs in Tweet in G2:
[67] #saas,#cloud [66] #cloud,#logiciel [36] #sky,#cloud [28] learn,more [21] #technology,#cloud [18] #clouderp,solution [17] read,more [16] over,60 [16] #cloud,#sky [15] sign,digitalocean Top Word Pairs in Tweet in G3:
[221] know,more [161] #machinelearning,#ai [153] #datasecurity,#privacy [151] #ai,#python [127] #datascience,#bigdata [124] #python,#datascience [120] #privacy,#100daysofcode [112] #bigdata,#deeplearning [109] #deeplearning,#iot [106] #100daysofcode,#cloud Top Word Pairs in Tweet in G4:
[32] #ai,#machinelearning [31] #machinelearning,#cloud [30] #cloud,#python [28] spend,hour [28] hour,day [28] day,#metaverse [28] #metaverse,2026 [28] 2026,#ai [22] #python,#coding [21] #coding,#100daysofcode Top Word Pairs in Tweet in G5:
[100] #cloud,#cloudcomputing [91] #blockchain,#crypto [90] #crypto,#bitcoin [89] #flux,#blockchain [88] #bitcoin,#tech [87] #tech,#technology [87] #technology,#cloud [86] #fluxnodes,#mining [86] runonflux,#web3 [85] #web3,#flux Top Word Pairs in Tweet in G6:
[170] welcome,#iot [170] #iot,coffee [170] coffee,talk [170] chat,#digital [170] #digital,#iiot [170] #iiot,#automation [158] #automation,#digitaltwins [148] #digitaltwins,#edge [126] #edge,#iotpl [118] #iotpl,#iotcl Top Word Pairs in Tweet in G7:
[57] send,container [57] container,logs [57] logs,aws [57] aws,eks [57] eks,cluster [57] cluster,aws [57] aws,cloudwatch [57] cloudwatch,log [57] log,groups [57] groups,using Top Word Pairs in Tweet in G8:
[28] software,engineer [23] remote,job [22] canonical,hiring [16] welcome,#iot [16] #iot,coffee [16] coffee,talk [16] chat,#digital [16] #digital,#iiot [16] #iiot,#automation [14] #automation,#digitaltwins Top Word Pairs in Tweet in G9:
[47] low,cost [47] cost,#sensor [47] #sensor,tech [47] tech,availability [47] availability,high [47] high,speed [47] speed,connectivity [47] connectivity,increase [47] increase,#cloud [47] #cloud,adoption Top Word Pairs in Tweet in G10:
[12] interested,career [12] career,#cloud [12] #cloud,technology [12] technology,we've [12] we've,created [12] created,cloud [12] cloud,career [12] career,roadmap [12] roadmap,show [12] show,path Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: