ibmresearch, Twitter, 5/5/2020 6:42:26 AM, 226158


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ibmresearch_2020-05-04_22-04-00.xlsx
ibmresearch_2020-05-04_22-04-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 05, 2020
Short Description:
ibmresearch via NodeXL https://bit.ly/2Ws9583
@ibmresearch
@1600council
@ibm
@al_cidi
@thomas_harrer
@sergkostrov
@tonyhorrocks
@gppcarleo
@amitvkhera
@digitalmatrix2

Top hashtags:
#ibm
#ibmquantum
#ibmq
#quantum
#stem
#math
#mathematics
#science
#physics

Description:
Description
The graph represents a network of 1,356 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, 05 May 2020 at 05:04 UTC.

The requested start date was Tuesday, 05 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 16-hour, 58-minute period from Tuesday, 21 April 2020 at 02:57 UTC to Friday, 01 May 2020 at 19:56 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


Overall Graph Metrics
Vertices : 1356
Unique Edges : 2031
Edges With Duplicates : 2939
Total Edges : 4970
Number of Edge Types : 5
Retweet : 934
MentionsInRetweet : 2011
Mentions : 1803
Tweet : 65
Replies to : 157
Self-Loops : 87
Reciprocated Vertex Pair Ratio : 0.021304490331039
Reciprocated Edge Ratio : 0.0417201540436457
Connected Components : 36
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 1303
Maximum Edges in a Connected Component : 4906
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.039912
Graph Density : 0.00169589306512534
Modularity : 0.448018
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 1,356 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, 05 May 2020 at 05:04 UTC.

The requested start date was Tuesday, 05 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 16-hour, 58-minute period from Tuesday, 21 April 2020 at 02:57 UTC to Friday, 01 May 2020 at 19:56 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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[49] https://link.medium.com/Euj45by705
[30] https://medium.com/@IBMResearch/ibm-open-sources-300-fully-functional-lego-microscope-design-248a6cdc81bf
[24] https://twitter.com/IBMResearch/status/1254767967918649345
[11] https://www.hackster.io/news/ibm-researchers-make-a-microscope-using-lego-arduino-and-raspberry-pi-cbc58cb69a20
[7] http://www.research.ibm.com/haifa/ponderthis/challenges/April2020.html
[7] http://nlc2cmd.us-east.mybluemix.net/#/
[7] https://twitter.com/ibmresearch/status/1254767967918649345
[6] https://spectrum.ieee.org/geek-life/hands-on/build-a-sophisticated-microscope-using-lego-3d-printing-arduinos-and-a-raspberry-pi
[6] https://www.ibm.com/blogs/research/2020/04/ibm-quantum-challenge/
[6] https://www.linkedin.com/slink?code=egrdF2Z

Top URLs in Tweet in G1:
[8] https://link.medium.com/Euj45by705
[5] http://www.research.ibm.com/haifa/ponderthis/challenges/April2020.html
[4] https://spectrum.ieee.org/geek-life/hands-on/build-a-sophisticated-microscope-using-lego-3d-printing-arduinos-and-a-raspberry-pi
[4] https://link.medium.com/TpcNFZq6U5
[4] http://www.research.ibm.com/haifa/ponderthis/challenges/May2020.html
[3] https://medium.com/@IBMResearch/ibm-open-sources-300-fully-functional-lego-microscope-design-248a6cdc81bf
[3] https://vote.webbyawards.com/PublicVoting#/2020/websites/general-websites/netart
[2] https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.124.173601
[2] https://futurism.com/engineer-published-scientific-papers-lego-microscope
[2] https://quantum-computing.ibm.com/challenges

Top URLs in Tweet in G2:
[5] https://youtu.be/mLPiG3_o5hM?linkId=84245101
[5] https://link.medium.com/Euj45by705
[4] https://www.ibm.com/blogs/research/2020/03/enterprise-ai-pipeline/
[3] https://www.ibm.com/blogs/research/2020/04/ibm-quantum-challenge/?social_post=3302837147&linkId=87410246
[2] https://medium.com/@IBMResearch/ibm-open-sources-300-fully-functional-lego-microscope-design-248a6cdc81bf
[2] https://www.research.ibm.com/debater-film?social_post=3192429029&linkId=84120872
[2] https://www.ibm.com/blogs/research/2020/04/ibm-quantum-challenge/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=225307
[1] https://twitter.com/IBMResearch/status/1256202074230063105
[1] https://www.ibm.com/thought-leadership/imogen-heap/?utm_medium=OSocial&utm_source=Twitter&utm_content=000021SW&utm_term=10001376&utm_id=Think+2020+Innovation+Imogen+Heap&cm_mmc=OSocial_Twitter-_-xIBM+Events_Global+Conferences-_-WW_WW-_-Think+2020+Innovation+Imogen+Heap&cm_mmca1=000021SW&cm_mmca2=10001376

Top URLs in Tweet in G4:
[27] https://link.medium.com/Euj45by705
[3] https://betanews.com/2020/04/24/ibm-cloud-redgat-open-shift/
[2] https://www.ibm.com/blogs/research/2020/04/confidentiality-governance-cloud-services/
[2] https://www.tfir.io/ibm-research-launches-container-based-open-source-projects/
[1] https://www.ibm.com/blogs/research/2020/04/ibm-quantum-challenge/
[1] https://www.forbes.com/sites/moorinsights/2020/04/29/ibm-issues-a-public-challenge-to-program-its-quantum-computers/#77655d2a1e18
[1] https://www.forbes.com/sites/tiriasresearch/2020/04/20/the-future-of-computing-includes-quantum--get-started-now/#3de2662d5f0f
[1] https://www.computerweekly.com/news/252482251/IBM-celebrates-quantum-cloud-fourth-anniversary-with-coding-challenge
[1] https://www.techrepublic.com/article/ibm-launching-quantum-computing-challenge/
[1] http://newsroom.ibm.com/2020-03-11-IBM-Advances-Watsons-Ability-to-Understand-the-Language-of-Business,1?social_post=3191886987&linkId=84087400

Top URLs in Tweet in G5:
[6] https://link.medium.com/Euj45by705
[5] https://bdtechtalks.com/2020/04/27/deep-learning-mode-connectivity-adversarial-attacks/
[3] https://www.cnnmoney.ch/shows/big-picture/videos/big-tech-bestows-superpowers-coronavirus-researchers
[3] https://iclr.cc/accounts/login/?next=/virtual/speaker_1.html
[2] https://www.youtube.com/watch?v=PBSYnk9T4o4&feature=youtu.be

[2] https://openreview.net/forum?id=SJgwzCEKwH
[2] https://twitter.com/IEEESpectrum/status/1254759210992185345
[2] https://twitter.com/bdtechtalks/status/1254762638090940416
[2] https://twitter.com/hen_str/status/1255277700790521856
[1] https://2020.ieeeicassp.org/program/tutorials/adversarial-robustness-of-deep-learning-models-attack-defense-and-verification/

Top URLs in Tweet in G6:
[6] https://www.linkedin.com/slink?code=egrdF2Z
[5] http://nlc2cmd.us-east.mybluemix.net/#/
[1] https://www.annualreviews.org/doi/abs/10.1146/annurev-matsci-082019-105100?cookieSet=1
[1] http://www.research.ibm.com/haifa/ponderthis/challenges/April2020.html
[1] https://venturebeat.com/2020/04/29/researchers-propose-ways-to-apply-ai-to-agriculture-and-conservation/
[1] https://www.annualreviews.org/doi/abs/10.1146/annurev-matsci-082019-105100

Top URLs in Tweet in G7:
[7] https://twitter.com/IBMResearch/status/1254767967918649345
[2] https://www.youtube.com/watch?v=usaCwKi8KkI

[2] https://twitter.com/ibmresearch/status/1254767967918649345
[1] https://www.ibm.com/blogs/research/2020/05/new-qiskit-quantum-algorithms-applications/
[1] https://twitter.com/IBMResearch/status/1255908454495064065
[1] https://www.cnbc.com/2020/04/27/us-laying-groundwork-for-a-quantum-internet.html
[1] http://event.com
[1] https://link.medium.com/Euj45by705
[1] https://www.sginnovate.com/events/let%E2%80%99s-play-quantum-games-online-event
[1] https://twitter.com/cronycle/status/1252945474820214784

Top URLs in Tweet in G8:
[2] https://twitter.com/IBMResearch/status/1254767967918649345
[1] https://5vp.us/
[1] https://www.ibm.com/blogs/research/2020/04/ibm-quantum-challenge/
[1] https://www.climatechange.ai/ICLR2020_workshop#clisciadapt-day

Top URLs in Tweet in G9:
[17] https://medium.com/@IBMResearch/ibm-open-sources-300-fully-functional-lego-microscope-design-248a6cdc81bf
[1] https://www.ibm.com/blogs/research/2020/04/human-computer-interaction-hci/
[1] https://twitter.com/IBMResearch/status/1255908454495064065
[1] https://link.medium.com/Euj45by705

Top URLs in Tweet in G10:
[5] https://arxiv.org/abs/1906.11286
[5] https://github.com/doerlbh/mentalRL
[2] https://www.chemistryworld.com/news/quantum-chemistry-simulations-offers-beguiling-possibility-of-solving-chemistry/4011541.article

Top Domains
Top Domains in Tweet in Entire Graph:
[96] medium.com
[88] twitter.com
[48] ibm.com
[16] linkedin.com
[14] youtube.com
[13] arxiv.org
[11] hackster.io
[8] mybluemix.net
[8] ieee.org
[7] github.com

Top Domains in Tweet in G1:
[24] medium.com
[23] ibm.com
[19] twitter.com
[6] ieee.org
[4] youtube.com
[3] aps.org
[3] webbyawards.com
[3] stwb.co
[2] futurism.com
[2] forbes.com

Top Domains in Tweet in G2:
[12] twitter.com
[12] ibm.com
[7] medium.com
[5] youtu.be
[2] genomeweb.com
[2] nodexlgraphgallery.org
[1] cnet.com
[1] dqindia.com
[1] youtube.com
[1] arxiv.org

Top Domains in Tweet in G4:
[28] medium.com
[4] ibm.com
[3] betanews.com
[2] tfir.io
[2] forbes.com
[1] computerweekly.com
[1] techrepublic.com
[1] ow.ly
[1] scientificamerican.com
[1] twitter.com

Top Domains in Tweet in G5:
[18] twitter.com
[8] medium.com
[5] bdtechtalks.com
[3] youtube.com
[3] cnnmoney.ch
[3] iclr.cc
[2] openreview.net
[2] mybluemix.net
[2] scientificamerican.com
[1] ieeeicassp.org

Top Domains in Tweet in G6:
[6] linkedin.com
[5] mybluemix.net
[2] annualreviews.org
[1] ibm.com
[1] venturebeat.com

Top Domains in Tweet in G7:
[12] twitter.com
[2] youtube.com
[1] ibm.com
[1] cnbc.com
[1] event.com
[1] medium.com
[1] sginnovate.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] 5vp.us
[1] ibm.com
[1] climatechange.ai

Top Domains in Tweet in G9:
[18] medium.com
[1] ibm.com
[1] twitter.com

Top Domains in Tweet in G10:
[5] arxiv.org
[5] github.com
[2] chemistryworld.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[164] ibm
[107] ibmquantum
[104] ibmq
[99] quantum
[97] stem
[97] math
[96] mathematics
[96] science
[96] physics
[96] cybersecurity



Top Hashtags in Tweet in G1:
[20] quantum
[11] challenge
[10] think2020
[9] covid19
[9] ai
[9] qidis2020
[9] technologies
[8] orms
[8] quantumcomputing
[7] chi2020

Top Hashtags in Tweet in G2:
[144] ibm
[98] ibmquantum
[97] ibmq
[94] mathematics
[94] science
[94] stem
[94] physics
[94] cybersecurity
[94] math
[93] infosec

Top Hashtags in Tweet in G3:
[2] invisibleenemy
[2] 3dradar
[1] finfet
[1] byethen
[1] algebra
[1] richardnixon
[1] peacetimebible
[1] ww
[1] breathalyzer
[1] 1cor3

Top Hashtags in Tweet in G4:
[24] jts
[10] jtsglobal
[8] quantumcomputing
[7] ibmresearch
[6] terc
[5] quantum
[5] jtsfam
[4] ibmcloud
[4] cloud
[4] opensource

Top Hashtags in Tweet in G5:
[19] iclr2020
[18] ai
[16] covid19
[11] think2020
[6] ibmresearch
[6] deeplearning
[6] ml
[5] adversarialrobustness
[5] icassp2020
[5] fairaichi20

Top Hashtags in Tweet in G6:
[4] machinelearning
[3] materials
[2] covid19
[2] ai
[1] april
[1] challenge
[1] home
[1] orms
[1] think2020
[1] nlc2cmd

Top Hashtags in Tweet in G7:
[10] quantumcomputing
[6] quantum
[4] ibmquantum
[2] innovation
[1] ibmthink
[1] software
[1] hardware
[1] cio
[1] cto
[1] quantuminternet

Top Hashtags in Tweet in G8:
[3] quantum
[2] ibm
[1] parsing
[1] think2020

Top Hashtags in Tweet in G9:
[14] chi2020
[14] ibmresearch
[2] think2020
[1] covid19

Top Hashtags in Tweet in G10:
[4] quantumcomputing
[1] quantum
[1] computing

Top Words
Top Words in Tweet in Entire Graph:
[800] Words in Sentiment List#1: Positive
[209] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[27592] Non-categorized Words
[28601] Total Words
[872] ibmresearch
[565] ibm
[488] quantum
[430] challenge
[384] four

Top Words in Tweet in G1:
[323] ibmresearch
[258] quantum
[239] challenge
[231] four
[167] ibm
[129] more
[127] join
[124] one
[123] learn
[116] circuits

Top Words in Tweet in G2:
[144] #ibm
[120] thomas_harrer
[112] ibm
[101] challenge
[98] four
[98] #ibmquantum
[97] #ibmq
[96] scientists
[94] #mathematics
[94] #science

Top Words in Tweet in G3:
[10] ibmresearch
[6] mittromney
[6] ibmwatson
[5] fbi
[5] cdcobesity
[4] cdcdirector
[4] nihdirector
[4] goop
[3] peterjhasson
[3] chuckrossdc

Top Words in Tweet in G4:
[132] ibmresearch
[127] ibm
[83] ibmnews
[61] doletweets
[60] ibmcloud
[60] jts_global
[56] ibmiot
[56] teamfnv
[56] foodandwine
[56] wholefoods

Top Words in Tweet in G5:
[161] ibmresearch
[64] ibm
[37] ai
[35] iclr_conf
[31] researchers
[31] aisha
[31] walcott
[29] quantum
[27] work
[25] more

Top Words in Tweet in G6:
[15] ibmresearch
[10] genome
[10] ibm
[9] ai
[9] discovery
[9] paper
[9] materials
[7] interested
[7] fuel
[7] future

Top Words in Tweet in G7:
[40] quantum
[30] challenge
[21] ibmresearch
[18] ibm
[16] qiskit
[12] four
[11] join
[10] #quantumcomputing
[10] circuits
[10] days

Top Words in Tweet in G8:
[16] ibmresearch
[11] shit
[10] build
[9] apple
[8] care
[7] ibmdeveloper
[5] emergency
[5] nhsx
[5] lot
[4] fb_engineering

Top Words in Tweet in G9:
[24] ibm
[19] design
[18] open
[18] sources
[18] fully
[18] functional
[18] lego
[18] microscope
[17] ai
[17] very

Top Words in Tweet in G10:
[32] quantum
[20] article
[19] neural
[19] network
[16] gppcarleo
[16] chemistryworld
[16] andyextance
[16] works
[15] nice
[15] featuring

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[204] learn,more
[197] more,quantum
[192] challenge,learn
[191] four,days
[191] days,four
[191] four,exercises
[191] exercises,one
[191] one,challenge
[191] challenge,join
[172] ibm,quantum

Top Word Pairs in Tweet in G1:
[120] ibm,quantum
[116] quantum,challenge
[116] challenge,learn
[116] learn,more
[115] four,days
[115] days,four
[115] four,exercises
[115] exercises,one
[115] one,challenge
[115] challenge,join

Top Word Pairs in Tweet in G2:
[96] #ibmq,#ibmquantum
[93] #mathematics,#science
[93] #science,#stem
[93] #stem,#physics
[93] #physics,#ibmq
[93] #ibmquantum,#cybersecurity
[93] #cybersecurity,#infosec
[93] #infosec,#math
[93] #math,scientists
[93] scientists,driving

Top Word Pairs in Tweet in G3:
[3] peterjhasson,chuckrossdc
[3] camanalytica,ibmresearch
[3] ibmresearch,joebiden
[3] tvguide,mittromney
[3] allthingscensus,ahdictionary
[3] ahdictionary,collinsdict
[3] collinsdict,merriamwebster
[3] mehdirhasan,mittromney
[3] mittromney,honorsociety
[3] honorsociety,americanmensa

Top Word Pairs in Tweet in G4:
[57] doletweets,ibm
[56] jts_global,doletweets
[56] ibm,ibmresearch
[56] ibmresearch,ibmnews
[56] ibmnews,ibmiot
[56] ibmiot,ibmcloud
[56] ibmcloud,teamfnv
[56] teamfnv,foodandwine
[56] foodandwine,wholefoods
[56] wholefoods,foodnetwork

Top Word Pairs in Tweet in G5:
[31] aisha,walcott
[20] dr,aisha
[18] learn,more
[16] walcott,bryant
[15] ibmresearch,ibm
[15] ibm,researchers
[15] researchers,ashleygritzman
[15] ashleygritzman,tobykurien
[15] tobykurien,working
[15] working,zeropointsa

Top Word Pairs in Tweet in G6:
[7] interested,ai
[7] ai,fuel
[7] fuel,future
[7] future,discovery
[7] discovery,read
[7] read,paper
[7] paper,annualreviews
[7] annualreviews,evolving
[7] evolving,materials
[7] materials,genome

Top Word Pairs in Tweet in G7:
[16] ibm,quantum
[13] quantum,challenge
[8] students,faculty
[8] faculty,professionals
[8] professionals,quantum
[8] quantum,enthusiasts
[8] enthusiasts,challenge
[7] maggieoshea_,students
[7] quantum,circuits
[6] ranaprathapsimh,ibm

Top Word Pairs in Tweet in G8:
[5] emergency,care
[4] hee_tel,nhsx
[4] nhsx,hbshealth
[4] hbshealth,apple
[4] build,ibmdeveloper
[4] health_it,ibmresearch
[4] shit,lot
[3] apple,ibmresearch
[3] ibmresearch,googleuk
[3] googleuk,google

Top Word Pairs in Tweet in G9:
[18] ibm,open
[18] open,sources
[18] fully,functional
[18] functional,lego
[18] lego,microscope
[18] microscope,design
[17] very,cool
[17] cool,ibm
[17] sources,300
[17] 300,fully

Top Word Pairs in Tweet in G10:
[19] neural,network
[16] chemistryworld,andyextance
[15] nice,article
[15] article,chemistryworld
[15] andyextance,featuring
[15] featuring,recent
[15] recent,works
[15] works,using
[15] using,neural
[15] network,quantum

Top Replied-To
Top Replied-To in Entire Graph:
@jts_global
@ibmresearch
@datasciencenig
@aniruddhpatelmd
@imogenheap
@ibmnews
@peterjhasson
@prince___salman
@e_delamarche
@ibm

Top Replied-To in G1:
@ibmresearch
@e_delamarche
@aviaviavi__
@ibmpolicy
@ameliajimsan
@pvanhentenryck
@kalpeshk2011
@mikko
@jmgarcia82
@mikebravodude

Top Replied-To in G2:
@imogenheap
@ibmresearch
@ibm
@johnrdallasjr
@me_the_machine
@thomas_harrer
@sudiptac7
@scalibbdp

Top Replied-To in G3:
@peterjhasson
@prince___salman
@mehdirhasan
@zlj517
@1600council

Top Replied-To in G4:
@jts_global
@ibmnews
@godovcrypto
@akbcrypto2
@ibmresearch
@superesciak

Top Replied-To in G5:
@hen_str
@khan_server
@pinyuchentw
@bendee983
@gneubig
@ibmresearch
@siminyu_kat
@charity_wayua
@black_in_ai

Top Replied-To in G6:
@kyle_l_wiggers
@tchakra2

Top Replied-To in G7:
@robertloredo
@snarky_android
@ibmresearch
@ibmorg
@agent_anakin
@explore_quantum

Top Replied-To in G8:
@chuckcallesto
@ibmdeveloper

Top Replied-To in G10:
@gppcarleo

Top Mentioned
Top Mentioned in Entire Graph:
@ibmresearch
@ibm
@thomas_harrer
@ibmnews
@ibmcloud
@ibmiot
@doletweets
@teamfnv
@foodandwine
@wholefoods

Top Mentioned in G1:
@ibmresearch
@ibmpolicy
@whitehouse
@europhysicsnews
@aaltoatoms
@datapriestess
@ibm
@dariogila
@ibmdata
@kalpeshk2011

Top Mentioned in G2:
@thomas_harrer
@ibm
@ibmresearch
@topcybernews
@field_io
@imogenheap
@googleai
@ibmwatsonhealth
@rigetti
@kikesolanophys

Top Mentioned in G3:
@ibmresearch
@mittromney
@fbi
@ibmwatson
@cdcobesity
@chuckrossdc
@camanalytica
@joebiden
@tvguide
@noradcommand

Top Mentioned in G4:
@ibmresearch
@ibmnews
@ibm
@ibmcloud
@doletweets
@ibmiot
@teamfnv
@foodandwine
@wholefoods
@foodnetwork

Top Mentioned in G5:
@ibmresearch
@iclr_conf
@datapriestess
@ale_curioni
@pinyuchentw
@zeropointsa
@ashleygritzman
@tobykurien
@ammonterocnn
@cnnmoneych

Top Mentioned in G6:
@ibmresearch
@annualreviews
@neuripsconf
@ed_pyzerknapp
@samlightstone
@tchakra2
@mayank
@nist
@datapriestess
@mayankagarwal__

Top Mentioned in G7:
@ibmresearch
@qiskit
@maggieoshea_
@ranaprathapsimh
@ibm
@huangjunye
@lizdurst
@hanheepaik
@jaygambetta
@jmchow

Top Mentioned in G8:
@ibmresearch
@apple
@ibmdeveloper
@nhsx
@fb_engineering
@google
@hee_tel
@hbshealth
@health_it
@googleuk

Top Mentioned in G9:
@tonyhorrocks
@qveraliao
@ibmresearch
@datapriestess
@ptechnetwork
@ibmnews
@ibmpolicy
@ibm

Top Mentioned in G10:
@chemistryworld
@andyextance
@gppcarleo
@ibmresearch
@a_mezzacapo
@doerlbh
@flatironccq
@deepmind
@pfau
@franknoeberlin

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@thomasclone
@rosenchild
@iam__network
@rvp
@femtech_
@calcaware
@nytimes
@nomoreslaves

Top Tweeters in G1:
@thomasclone
@femtech_
@nytimes
@nomoreslaves
@sherrilyn59
@forbes
@kirkdborne
@chloems
@_steve2_
@youmakerobots

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@rosenchild
@wsj
@cnet
@websecurityit
@cybersecurityn8
@fmfrancoise
@sachatb
@wef

Top Tweeters in G3:
@ft
@snipeyhead
@mehdirhasan
@president
@tvguide
@arstechnica
@popsugarmoms
@slashdot
@heritage
@techreview

Top Tweeters in G4:
@wholefoods
@iconversations
@techrepublic
@foodandwine
@scitechmachine
@enerphyschem
@blackhairsalons
@foodnetwork
@patcong0303
@computerweekly

Top Tweeters in G5:
@vivmilano
@ajblackston
@lesguer_lionel
@tmmmarshall
@supplychainsn
@qualityisarul3
@therab
@graemeknows
@astro_erik
@kamama_ai

Top Tweeters in G6:
@calcaware
@hubofml
@standupkid
@flipper83
@max_lyashko
@mky110987
@sherm8n
@mosesrandle
@tinymwriter
@cultcoders

Top Tweeters in G7:
@javafxpert
@jimspohrer
@aamiyazaki
@khwaja_shaik
@ibmservices
@iamkelgreen
@cronycle
@bridgetking12
@snarky_android
@alanmeckler

Top Tweeters in G8:
@simonlporter
@dailycaller
@google
@fairwitness1
@harvardbiz
@ibmdeveloper
@realdonaldtrump
@indpndtliv
@digitalmatrix2
@chuckcallesto

Top Tweeters in G9:
@hammertoe
@shionguha
@chrisescobar
@kknightmb
@davistruk
@palombo
@fieheath
@hermannsw
@chrispoole
@carolinabigblue

Top Tweeters in G10:
@ceobillionaire
@greene_thoughts
@hazem_awad
@chemistryworld
@kylecranmer
@andyextance
@mtyka
@dagushh
@barneyp
@pfau


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