The graph represents a network of 4,537 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, 10 April 2022 at 06:32 UTC.
The requested start date was Sunday, 10 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, 9-hour, 14-minute period from Monday, 04 April 2022 at 17:24 UTC to Thursday, 07 April 2022 at 02:39 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 : 4537
Unique Edges : 4147
Edges With Duplicates : 11817
Total Edges : 15964
Number of Edge Types : 5
Retweet : 4777
MentionsInRetweet : 6430
Tweet : 2333
Mentions : 2330
Replies to : 94
Self-Loops : 2603
Reciprocated Vertex Pair Ratio : 0.02084601339014
Reciprocated Edge Ratio : 0.0408406617975853
Connected Components : 952
Single-Vertex Connected Components : 617
Maximum Vertices in a Connected Component : 2912
Maximum Edges in a Connected Component : 13746
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.232901
Graph Density : 0.000325998773945288
Modularity : 0.379772
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,537 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, 10 April 2022 at 06:32 UTC.
The requested start date was Sunday, 10 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, 9-hour, 14-minute period from Monday, 04 April 2022 at 17:24 UTC to Thursday, 07 April 2022 at 02:39 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:
[3079] ø,ù [2741] ù,ø [2091] ø,ø [2038] ù,ù [1012] ø,ùˆø [672] ù,øµø [365] #machinelearning,#ai [352] #ai,#python [340] ø,ùšø [338] ù,ùš Top Word Pairs in Tweet in G1:
[322] #machinelearning,#ai [312] #ai,#python [219] #datasecurity,#privacy [181] #iot,#iiot [172] #privacy,#100daysofcode [166] #python,#datascience [166] #machinelearningâ,#aiâ [152] artificial,intelligence [147] #datascience,#bigdata [140] #rstats,#reactjs Top Word Pairs in Tweet in G2:
[89] î,î [42] ãƒ,ム[39] learn,more [26] #sky,#cloud [23] #cloud,based [19] #azure,#cloud [18] #ã,ム[17] ø,ø [17] sign,digitalocean [17] digitalocean,referral Top Word Pairs in Tweet in G3:
[65] #saas,#cloud [59] #cloud,#logiciel [46] united,states [35] learn,more [28] ªðÿ,ªðÿ [26] #bigdata,#deeplearning [26] top,#cloud [25] #cloud,services [23] #machinelearning,#ai [22] #deal,day Top Word Pairs in Tweet in G4:
[3057] ø,ù [2723] ù,ø [2067] ø,ø [2027] ù,ù [1009] ø,ùˆø [670] ù,øµø [336] ø,ùšø [336] ùˆø,ø [335] ùˆø,fluxlabs [335] fluxlabs,ø Top Word Pairs in Tweet in G5:
[57] #cybersecurity,#hacker [45] #hacker,#infosec [28] #infosec,reach2ratan [27] #cloud,#cloudsecurity [26] reach2ratan,#security [26] #security,#cyber [26] #cyber,#tech [26] #tech,#opensource [26] #opensource,#cybercrime [26] #cybercrime,#crime Top Word Pairs in Tweet in G6:
[273] #healthtech,#datascientist [272] #women,#ehealth [272] #ehealth,#ces2023 [271] #digitalhealth,#cloud [270] #cx,#women [269] #cloud,#cx [242] #iot,#ai [235] #datascientist,#iot [235] #ai,#digitalhealth [146] chidambara09,#healthtech Top Word Pairs in Tweet in G7:
[19] #cybersecurity,#hacker [11] #hacker,#infosec [10] strong,opinions [10] opinions,brentmitchell25 [10] brentmitchell25,problems [10] problems,#serverless [10] #serverless,distributed [10] distributed,systems [10] systems,hard [10] hard,build Top Word Pairs in Tweet in G8:
[18] learn,more [9] #wewantdata,#data [9] #data,#insights [9] #cloud,infrastructure [8] oraclecloud,infrastructure [8] services,learn [8] step,toward [8] toward,creating [8] creating,more [8] more,flexible Top Word Pairs in Tweet in G9:
[59] #cloti,#cloudstrife [59] #cloudstrife,#cloud [59] #cloud,#tifalockhart [59] #tifalockhart,#tifa [59] #tifa,#ff7remake [59] #ff7remake,#ffvii [59] #ffvii,#ff7 [59] #ff7,#ff7re [59] #ff7re,#ffviir [59] #ffviir,#ff7r Top Word Pairs in Tweet in G10:
[15] thebloorgroup,eric_kavanagh [15] 7wdata,#7wdataevent [12] open,source [10] career,roadmap [10] roadmap,shows [10] shows,starting [10] starting,#lfca [10] #lfca,certification [10] certification,open [10] open,doors 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 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: