The graph represents a network of 941 Twitter users whose tweets in the requested range contained "ibmresearch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 20 December 2022 at 06:15 UTC.
The requested start date was Tuesday, 20 December 2022 at 01:01 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 13-day, 17-hour, 51-minute period from Tuesday, 06 December 2022 at 01:06 UTC to Monday, 19 December 2022 at 18:57 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 : 941
Unique Edges : 1185
Edges With Duplicates : 1476
Total Edges : 2661
Number of Edge Types : 5
Retweet : 364
MentionsInRetweet : 625
Mentions : 1320
Replies to : 292
Tweet : 60
Self-Loops : 76
Reciprocated Vertex Pair Ratio : 0.0205686630369026
Reciprocated Edge Ratio : 0.040308239478364
Connected Components : 57
Single-Vertex Connected Components : 46
Maximum Vertices in a Connected Component : 869
Maximum Edges in a Connected Component : 2578
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.859511
Graph Density : 0.00190720600538133
Modularity : 0.459247
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 941 Twitter users whose tweets in the requested range contained "ibmresearch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 20 December 2022 at 06:15 UTC.
The requested start date was Tuesday, 20 December 2022 at 01:01 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 13-day, 17-hour, 51-minute period from Tuesday, 06 December 2022 at 01:06 UTC to Monday, 19 December 2022 at 18:57 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 : ibmresearch
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:
[105] ibmresearch,ibm [95] nationalgrid,bostondynamics [94] ibm,nationalgrid [61] ibmresearch,zdnet [54] designed,built [54] semiconductor,research [54] advanced,chips [54] chips,planet [54] built,advanced [54] development,ibm Top Word Pairs in Tweet in G1:
[48] research,development [48] chips,planet [48] advanced,chips [48] designed,built [48] built,advanced [48] development,ibm [48] ibm,designed [48] leader,semiconductor [48] semiconductor,research [47] ibmresearch,leader Top Word Pairs in Tweet in G2:
[97] ibmresearch,ibm [94] nationalgrid,bostondynamics [94] ibm,nationalgrid [19] world,remains [19] clients,world [19] remains,one [19] #innovation,matters [19] business,delivering [19] years,business [19] matters,clients Top Word Pairs in Tweet in G3:
[7] ibmresearch,ibmdata [6] ibmwatson,ibmresearch [5] ibmdata,ibmcloud [4] software,libraries [4] partners,embed [4] addition,software [4] same,watson [4] embed,same [4] ibmresearch,existing [4] existing,partners Top Word Pairs in Tweet in G4:
[12] ibm,ibmresearch [9] ibmresearch,google [5] nsacyber,cia [5] cia,jpn_pmo [5] senatorwong,marisepayne [5] nsagov,nsacyber [5] marisepayne,asiogovau [5] asiogovau,asdgovau [5] peterdutton_mp,senatorwong [5] albomp,peterdutton_mp Top Word Pairs in Tweet in G5:
[2] tornadoes,2013 [2] ef5,tornadoes [2] climate,change [2] many,ef5 [2] extreme,weather Top Word Pairs in Tweet in G6:
[53] ibmresearch,zdnet [5] norvixmachinae,ibmresearch [4] brunthebear,ibmresearch [3] brunthebear,norvixmachinae [2] rights,ai [2] oooh,skynet [2] hence,evolve [2] msbmoran,ibmresearch [2] citizenship,rights [2] robot,vs Top Word Pairs in Tweet in G7:
[3] learned,20 [3] first,learned [3] ve,fascinated [3] iâ,ve [3] networks,associative [3] mitibmlab,ibmresearch [3] fascinated,hopfield [3] area,network [3] memory,first [3] associative,memory Top Word Pairs in Tweet in G8:
[18] 16,30 [18] #machinelearning,needs [18] cet,prof [18] 30,cet [16] needs,#mathematicaloptimization [16] seminar,series [16] #mathematicaloptimization,online [16] online,seminar [15] 12,16 [11] prof,francisco Top Word Pairs in Tweet in G9:
[12] team,published [5] #quantum,#quantumcomputing [4] ibmresearch,team [3] quantum,computing [3] threshold,quantum [3] wellsfargo,ibmresearch [3] dimensional,cluster [3] ucph_research,team [3] fusing,one [3] computing,fusing Top Word Pairs in Tweet in G10:
[11] ucsf,ibmresearch [10] using,ml [7] techniques,researchers [7] library,thousands [7] developed,virtual [7] ml,techniques [7] virtual,molecular [7] researchers,ucsf [7] molecular,library [7] ibmresearch,developed Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: