The graph represents a network of 1,511 Twitter users whose recent tweets contained "IBM IOT", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 24 April 2019 at 16:39 UTC.
The tweets in the network were tweeted over the 9-day, 14-hour, 22-minute period from Monday, 15 April 2019 at 02:07 UTC to Wednesday, 24 April 2019 at 16:30 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 : 1511
Unique Edges : 2182
Edges With Duplicates : 1496
Total Edges : 3678
Self-Loops : 769
Reciprocated Vertex Pair Ratio : 0.0292314945780292
Reciprocated Edge Ratio : 0.0568025652771415
Connected Components : 342
Single-Vertex Connected Components : 277
Maximum Vertices in a Connected Component : 1007
Maximum Edges in a Connected Component : 3030
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.05635
Graph Density : 0.000956780519019464
Modularity : 0.506246
NodeXL Version : 1.0.1.411
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[208] #ai,#iot [153] key,players [152] internet,things [141] supply,chain [117] ai,iot [113] ibmcommerce,#iot [103] #watsoncommerce,ibmcommerce [91] growth,2025 [91] leading,key [91] aricent,wipro Top Word Pairs in Tweet in G1:
[144] key,players [90] leading,key [89] iot,engineering [89] engineering,services [89] services,market [89] market,set [89] set,remarkable [89] remarkable,growth [89] growth,2025 [89] 2025,leading Top Word Pairs in Tweet in G2:
[60] #ai,#iot [44] internet,things [38] node,red [27] using,#ai [27] one,easiest [27] easiest,ways [27] ways,work [27] work,iot [27] iot,devices [27] devices,node Top Word Pairs in Tweet in G3:
[55] تقدم,ibm [55] ibm,عدد [55] عدد,من [55] من,الدورات [55] الدورات,المجانية [55] المجانية,في [55] في,عدة [55] عدة,مجالات [55] مجالات,تقنية [55] تقنية,منها Top Word Pairs in Tweet in G4:
[66] #ai,#iot [43] #datascience,#machinelearning [40] market,2019 [38] analytics,market [36] read,more [35] #bigdata,#analytics [34] #iot,#bigdata [33] insurance,analytics [33] #nlp,#robots [30] #machinelearning,#deeplearning Top Word Pairs in Tweet in G5:
[36] ibm,ibmcloud [30] ibmcloud,ibmblockchain [27] ibm,blockchain [27] #ai,#iot [24] cloudexpo,silicon [24] silicon,valley [22] valley,ibm [19] here's,#data [19] #data,#technology [19] #technology,such Top Word Pairs in Tweet in G6:
[9] l,outil [9] watson,iot [8] ibm,client [8] client,center [8] center,paris [8] paris,#ibmccparis [8] #ibmccparis,highlight [8] highlight,ibm [8] ibm,watson [8] iot,platform Top Word Pairs in Tweet in G7:
[5] marché,mondial [5] mondial,2019 [5] manticore,news [4] 2019,#iot [4] cisco,systems [2] #cloud,#iot [2] vendors,discuss [2] discuss,gartner_inc [2] gartner_inc,mq [2] mq,#analytics Top Word Pairs in Tweet in G8:
[8] #ai,#iot [8] #watsonassistant,#ibm [6] sugar,creek [5] watch,sugar [5] creek,brewery [5] brewery,ibm [5] ibm,watson [5] watson,iot [5] iot,platform [5] platform,youtube Top Word Pairs in Tweet in G9:
[13] iot,technology [13] everything,drive [13] mufg,ibmservices [13] ibmservices,delivering [13] delivering,digital [13] digital,reinvention [13] reinvention,scale [13] power,#blockchain [13] #blockchain,#iot [12] scale,power Top Word Pairs in Tweet in G10:
[10] #ai,#iot [6] using,#iiot [6] #iiot,connected [6] connected,devices [6] devices,worker [6] worker,#health [6] #health,#safety [6] #safety,#manufacturing [6] #manufacturing,#ai [6] supply,chain Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Replied-To in G6:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G9:
Top Tweeters in G10: