The graph represents a network of 826 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, 12 October 2021 at 05:09 UTC.
The requested start date was Tuesday, 12 October 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 13-day, 11-hour, 25-minute period from Tuesday, 28 September 2021 at 09:35 UTC to Monday, 11 October 2021 at 21:01 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 : 826
Unique Edges : 1094
Edges With Duplicates : 1629
Total Edges : 2723
Number of Edge Types : 5
Retweet : 373
MentionsInRetweet : 988
Mentions : 1231
Replies to : 100
Tweet : 31
Self-Loops : 36
Reciprocated Vertex Pair Ratio : 0.031980319803198
Reciprocated Edge Ratio : 0.0619785458879619
Connected Components : 13
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 804
Maximum Edges in a Connected Component : 2694
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.20571
Graph Density : 0.00246239636070145
Modularity : 0.447271
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 826 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, 12 October 2021 at 05:09 UTC.
The requested start date was Tuesday, 12 October 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 13-day, 11-hour, 25-minute period from Tuesday, 28 September 2021 at 09:35 UTC to Monday, 11 October 2021 at 21:01 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:
[38] ibm,research [37] causal,inference [36] director,ibmresearch [33] causallib,python [33] python,package [33] package,modular [33] modular,causal [33] inference,analysis [33] analysis,model [33] model,evaluations Top Word Pairs in Tweet in G1:
[31] ibm,research [29] causal,inference [28] causallib,python [28] python,package [28] package,modular [28] modular,causal [28] inference,analysis [28] analysis,model [28] model,evaluations [28] evaluations,ibm Top Word Pairs in Tweet in G2:
[32] director,ibmresearch [21] ibmresearch,dariogila [19] ibm,ibmresearch [18] #ibm,svp [18] svp,director [18] dariogila,today [18] today,joined [18] joined,whostp's [18] whostp's,ericlander46 [18] ericlander46,discuss Top Word Pairs in Tweet in G3:
[12] scientists,ibmresearch [12] ibmresearch,share [12] share,approach [12] approach,detecting [12] detecting,defending [12] defending,mitigating [12] mitigating,effects [12] effects,adversarial [11] ibmwatson,scientists [11] adversarial,attac Top Word Pairs in Tweet in G4:
[7] arvindkrishna,ibmresearch [6] ginnirometty,arvindkrishna [5] kavericamire,burncard53 [3] voguemagazine,kavericamire [3] burncard53,voguemagazine [3] voguemagazine,ginnirometty [3] ibmresearch,robertirwin [3] robertirwin,omagazinesa [3] ralph,gomory [2] fake,intelligence Top Word Pairs in Tweet in G5:
[20] hire,#chief [20] #chief,#ai [20] #ai,#ethics [20] #ethics,officer [20] officer,#fintech [20] #fintech,#bigdata [20] #bigdata,#artificialintelligence [19] spirosmargaris,hire [4] frossi_t,ibm [3] mminevich,wef Top Word Pairs in Tweet in G6:
[5] canonmedicaledi,nvidia [5] nvidia,huawei [5] siemenshealth,tencentglobal [5] tencentglobal,baidu_inc [5] baidu_inc,ibmresearch [3] scalibbdp,samsung [3] samsung,amd [3] amd,arm [3] arm,qualcomm [3] qualcomm,dell Top Word Pairs in Tweet in G7:
[3] rntata2000,mukeshambanima [3] mukeshambanima,gautam_adani [3] gautam_adani,arcelormittal [3] arcelormittal,shivnadarfdn [3] shivnadarfdn,adityabirlagrp [3] adityabirlagrp,#azimpremji [3] #azimpremji,ibmresearch [2] #quantum,roadmap [2] roadmap,join [2] join,#ibminnovates Top Word Pairs in Tweet in G8:
[4] ucd_research,ibmresearch [4] great,see [4] ucd_research,chemistryrcsi [4] chemistryrcsi,ibmresearch [3] see,#dtif [3] #dtif,partners [3] partners,matersurgery [3] matersurgery,ucd_research [3] lovely,work [3] work,referenced Top Word Pairs in Tweet in G9:
[7] twitter,shared [7] shared,#quantum [7] #quantum,diebo37 [7] diebo37,patrickmoorhead [7] patrickmoorhead,aivd [7] aivd,ibmresearch [7] ibmresearch,theadityapatro [7] theadityapatro,ornlcomputing [7] ornlcomputing,nsf [7] nsf,thl Top Word Pairs in Tweet in G10:
[11] ibmresearch,caltech [11] caltech,ieeeorg [11] ieeeorg,snarky_android [10] snarky_android,gartner_inc [9] whurley,ibmresearch [6] gartner_inc,ibm [6] clevelandclinic,antheminc [5] future,hold [5] hold,quantum [5] quantum,computing 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 Replied-To in G9:
Top Replied-To in G10:
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: