ibmresearch, Twitter, 9/14/2021 5:26:47 AM, 261991


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ibmresearch_2021-09-13_22-08-00.xlsx
ibmresearch_2021-09-13_22-08-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 14, 2021
Short Description:
ibmresearch via NodeXL https://bit.ly/3nsv2mr
@ibmresearch
@burncard53
@jbarbosapr
@eon_se_en
@ziaaskari
@ibm
@krvarshney
@reportconsult
@gymklieber
@helmihelmimoze

Top hashtags:
#ai
#artificialintelligence
#datascience
#quantumcomputing
#ibm
#ibmresearch
#quantum

Description:
Description
The graph represents a network of 837 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, 14 September 2021 at 05:09 UTC.

The requested start date was Tuesday, 14 September 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, 22-hour, 37-minute period from Tuesday, 31 August 2021 at 00:26 UTC to Monday, 13 September 2021 at 23:04 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 : 837
Unique Edges : 1173
Edges With Duplicates : 1502
Total Edges : 2675
Number of Edge Types : 5
Retweet : 474
MentionsInRetweet : 1098
Tweet : 42
Mentions : 947
Replies to : 114
Self-Loops : 48
Reciprocated Vertex Pair Ratio : 0.0206855791962175
Reciprocated Edge Ratio : 0.0405327156919514
Connected Components : 13
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 821
Maximum Edges in a Connected Component : 2657
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 3.100969
Graph Density : 0.00246808778217946
Modularity : 0.470634
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 837 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, 14 September 2021 at 05:09 UTC.

The requested start date was Tuesday, 14 September 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, 22-hour, 37-minute period from Tuesday, 31 August 2021 at 00:26 UTC to Monday, 13 September 2021 at 23:04 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:
[23] https://www.weforum.org/agenda/2021/09/everything-you-need-to-know-about-quantum-computing?utm_source=twitter&utm_medium=social_scheduler&utm_term=Emerging+Technologies&utm_content=08/09/2021+20:20
[15] https://brasilsfetech.blogspot.com/2021/03/A-Descoberta-de-Novos-Medicamentos-e-Terapeuticas-Acelerados-pela-AI-e-a-Computacao-Quaantica.html
[8] https://qidis19.b2match.io/
[6] https://adtmag.com/blogs/watersworks/2021/08/new-trusted-ai-dev-tool-from-ibm.aspx
[6] https://www.eon.com/en/about-us/media/press-release/2021/2021-09-02-eon-allies-with-ibm-quantum.html?linkId=130023296
[5] https://www.ypbuzz.com/2021/09/ibm-hiring-graduates-apply-now-check.html
[5] https://www.research.ibm.com/blog/causal-360-toolkit
[5] https://twitter.com/IBMEurope/status/1433374143857168391
[5] https://www.eon.com/de/ueber-uns/presse/pressemitteilungen/2021/eon-kooperiert-mit-ibm-quantum.html
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-find-weaknesses-in-your-machine-learning-models-ae8bd18880a3%3Fsource%3Dsocial.tw

Top URLs in Tweet in G1:
[6] https://adtmag.com/blogs/watersworks/2021/08/new-trusted-ai-dev-tool-from-ibm.aspx
[5] https://www.eon.com/de/ueber-uns/presse/pressemitteilungen/2021/eon-kooperiert-mit-ibm-quantum.html
[3] https://www.weforum.org/agenda/2021/09/everything-you-need-to-know-about-quantum-computing?utm_source=twitter&utm_medium=social_scheduler&utm_term=Emerging+Technologies&utm_content=08/09/2021+20:20
[2] https://www.techrepublic.com/article/ibm-quantum-computing-from-healthcare-to-automotive-to-energy-real-use-cases-are-in-play/?ftag=COS-05-10aaa0g&taid=612f4ba724237c00015f78ea&utm_campaign=trueAnthem:+Twitter+Card&utm_medium=trueAnthemCard&utm_source=twitterCard
[2] https://www.ddw-online.com/how-ibm-research-and-arctoris-accelerate-closed-loop-drug-discovery-13190-202109/
[2] https://research.ibm.com
[2] https://www.youtube.com/watch?v=qpRdvaUB4fM&feature=youtu.be

[2] https://developer.ibm.com/exchanges/data/all/fintabnet/?mhsrc=ibmsearch_a&mhq=FinTabNet
[1] https://www.dailymail.co.uk/femail/article-9982317/The-Emma-effect-Fashion-fans-wild-Emma-Raducanus.html
[1] https://twitter.com/LindaSherman/status/1436931238934159364

Top URLs in Tweet in G2:
[5] https://www.ypbuzz.com/2021/09/ibm-hiring-graduates-apply-now-check.html
[2] https://research.ibm.com/blog/explaining-commonsense-ai?utm_medium=OSocial&utm_source=Twitter&utm_content=000027BD&utm_term=10004432&utm_id=Explaining-Commonsense-AI&social_post=5411077167&linkId=130098242
[2] https://www.research.ibm.com/haifa/ponderthis/challenges/September2021.html
[2] https://channeldrive.in/artificial-intelligence/ibm-watson-launches-new-ai-automation-features/
[1] https://link.medium.com/wKIbL9rTvjb
[1] https://twitter.com/IBMResearch/status/1435993672735236116
[1] https://github.com/IBM/ecqa?linkId=130098243
[1] https://github.com/project-codeflare/codeflare?linkId=123581762
[1] https://twitter.com/VentureBeat/status/1412743506855071749
[1] https://channeldrive.in/applications/ibm-mercedes-develop-stolen-vehicle-help-solution/

Top URLs in Tweet in G3:
[6] https://www.eon.com/en/about-us/media/press-release/2021/2021-09-02-eon-allies-with-ibm-quantum.html?linkId=130023296
[5] https://twitter.com/IBMEurope/status/1433374143857168391
[3] https://qce.quantum.ieee.org/program/keynotes/
[2] https://challenges.quantum-computing.ibm.com/africa21
[2] https://www.research.ibm.com/blog/causal-360-toolkit
[1] https://twitter.com/qiskit/status/1435861781356765188
[1] https://qubitreport.com/quantum-computing-algorithms-and-software/2021/09/10/decentralizing-europes-energy-infrastructure-gets-a-quantum-computing-boost/
[1] https://twitter.com/IEEEQuantumWeek/status/1435659699286777860/video/1
[1] https://www.smart-energy.com/industry-sectors/digitalisation/e-on-to-manage-decentralised-energy-system-using-quantum-computing/
[1] https://www.eon.com/en/about-us/media/press-release/2021/2021-09-02-eon-allies-with-ibm-quantum.html

Top URLs in Tweet in G4:
[2] https://twitter.com/IBMResearch/status/1433110772696199169
[1] https://arxiv.org/abs/2108.12472
[1] https://syncedreview.com/2021/09/08/deepmind-podracer-tpu-based-rl-frameworks-deliver-exceptional-performance-at-low-cost-99/
[1] https://www.ibm.com/training/collection/trustworthyai
[1] https://www.research.ibm.com/blog/causal-360-toolkit
[1] https://ci360.mybluemix.net/
[1] https://arxiv.org/abs/1906.00442
[1] https://github.com/IBM/causallib
[1] https://ibm-research.medium.com/from-interns-to-ibmers-to-phds-a-unique-approach-to-talent-in-africa-abfb071cb90f
[1] https://slremy.github.io/

Top URLs in Tweet in G5:
[20] https://www.weforum.org/agenda/2021/09/everything-you-need-to-know-about-quantum-computing?utm_source=twitter&utm_medium=social_scheduler&utm_term=Emerging+Technologies&utm_content=08/09/2021+20:20
[2] https://www.weforum.org/agenda/2021/09/everything-you-need-to-know-about-quantum-computing
[1] https://www.pscp.tv/w/dAdYsnR3LTUxMjA2OTF8MW1yeG13UFF2V3ZHeVABDxRO9XkNLe82QDovfN4TLv9L1eHC3CgkZ5V9V-6k
[1] https://www.youtube.com/watch?v=_UBhaqPlkuc&feature=youtu.be

[1] https://nccr-marvel.ch/events/marvel-distinguished-lecture-DarioGil
[1] https://twitter.com/BradleyHolt/status/1435326079565287425
[1] https://challenges.quantum-computing.ibm.com/africa21
[1] https://twitter.com/quantumdeltanl/status/1435574356311220233

Top URLs in Tweet in G6:
[2] https://journals.aps.org/prxquantum/abstract/10.1103/PRXQuantum.2.030101
[2] https://www.livesilver.net/
[1] https://www.ibm.com/events/event/pages/ibm/horizonfoc/1581037797007001pjad.html
[1] https://dif.vic.gov.au/event/13892002-a/launch-of-ciairi-the-centre-for-industrial-ai-research-and-innovation
[1] https://www.wgtn.ac.nz/business/about/news/1962642-te-herenga-waka-associate-professor-selected-to-judge-the-oscars-of-education

Top URLs in Tweet in G7:
[1] https://iopscience.iop.org/article/10.1088/2632-2153/abc81d
[1] https://chemrxiv.org/articles/preprint/Molecular_Transformer-aided_Biocatalysed_Synthesis_Planning/14639007/1
[1] https://rxn.res.ibm.com
[1] https://pubs.acs.org/doi/full/10.1021/acscentsci.9b00576?cookieSet=1
[1] https://www.sciencedirect.com/science/article/abs/pii/S0169409X21000600
[1] https://biosolveit.de/webinars

Top URLs in Tweet in G8:
[15] https://brasilsfetech.blogspot.com/2021/03/A-Descoberta-de-Novos-Medicamentos-e-Terapeuticas-Acelerados-pela-AI-e-a-Computacao-Quaantica.html
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-find-weaknesses-in-your-machine-learning-models-ae8bd18880a3%3Fsource%3Dsocial.tw
[2] https://link.medium.com/Sqg58hRIpjb
[2] https://link.medium.com/St78x1mvYib
[1] https://www.research.ibm.com/blog/causal-360-toolkit
[1] https://www.youtube.com/watch?v=fUqOdu2ympk&feature=youtu.be

[1] https://link.medium.com/wKIbL9rTvjb
[1] https://sunshineadc.com
[1] https://www.youtube.com/watch?v=J9yDoYRRBYY&feature=youtu.be


Top URLs in Tweet in G9:
[8] https://qidis19.b2match.io/
[1] https://twitter.com/NobelPrize/status/1433468266463252482

Top URLs in Tweet in G10:
[1] https://manometcurrent.com/cloud-system-management-software-market-is-to-witness-significant-growth-between-2021-2027-with-leading-players-vmware-microsoft-ibm-ciscobmc-software/
[1] https://manometcurrent.com/data-center-server-market-skyrocketing-worth-89-bn-by-2028-cisco-systems-ibm-corporation-dell-technologies-fujitsu-hitachi-ltd-huawei-technologies-lenovo-group-ltd-hp-oracle-corporation/
[1] https://manometcurrent.com/banking-encryption-software-market-hit-stunning-double-digit-cagr-12-by-end-2027-with-renowned-key-players-broadcom-eset-ibm-corporation-intel-corporation-mcafee-llc-microsoft-corporation/

Top Domains
Top Domains in Tweet in Entire Graph:
[44] twitter.com
[34] ibm.com
[25] weforum.org
[15] blogspot.com
[13] eon.com
[12] medium.com
[8] b2match.io
[7] channeldrive.in
[7] youtube.com
[6] adtmag.com

Top Domains in Tweet in G1:
[18] ibm.com
[6] adtmag.com
[5] twitter.com
[5] eon.com
[4] youtube.com
[3] weforum.org
[2] techrepublic.com
[2] mybluemix.net
[2] ddw-online.com
[1] co.uk

Top Domains in Tweet in G2:
[7] channeldrive.in
[5] twitter.com
[5] ypbuzz.com
[4] ibm.com
[2] github.com
[1] medium.com
[1] environmentalleader.com
[1] maison-intelligence-artificielle.com
[1] bbvaopenmind.com

Top Domains in Tweet in G3:
[9] twitter.com
[8] eon.com
[4] ibm.com
[3] ieee.org
[1] qubitreport.com
[1] smart-energy.com

Top Domains in Tweet in G4:
[7] twitter.com
[2] arxiv.org
[2] ibm.com
[1] syncedreview.com
[1] mybluemix.net
[1] github.com
[1] medium.com
[1] github.io

Top Domains in Tweet in G5:
[22] weforum.org
[2] twitter.com
[1] pscp.tv
[1] youtube.com
[1] nccr-marvel.ch
[1] ibm.com

Top Domains in Tweet in G6:
[2] aps.org
[2] livesilver.net
[1] ibm.com
[1] gov.au
[1] ac.nz

Top Domains in Tweet in G7:
[1] iop.org
[1] chemrxiv.org
[1] ibm.com
[1] acs.org
[1] sciencedirect.com
[1] biosolveit.de

Top Domains in Tweet in G8:
[15] blogspot.com
[9] medium.com
[2] youtube.com
[1] ibm.com
[1] sunshineadc.com

Top Domains in Tweet in G9:
[8] b2match.io
[1] twitter.com

Top Domains in Tweet in G10:
[3] manometcurrent.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[139] ai
[64] artificialintelligence
[60] datascience
[54] quantumcomputing
[44] ibm
[28] ibmresearch
[26] quantum
[22] deeplearning
[18] energy
[17] ia



Top Hashtags in Tweet in G1:
[33] ai
[8] quantum
[6] hiring
[6] dyk
[5] automation
[5] machinelearning
[5] kishu_
[4] technology
[4] sustainability
[4] energy

Top Hashtags in Tweet in G2:
[17] ibm
[11] ai
[5] ypbuzz
[5] pjpdigital
[5] ypbuzzjobs
[5] bigdata
[5] cybersecurity
[5] av
[3] opensource
[3] challenge

Top Hashtags in Tweet in G3:
[21] quantumcomputing
[13] energy
[7] energytransition
[7] sustainability
[6] ibmquantumafrica21
[6] utility
[6] quantumweek2021
[6] quantum
[5] iaa2021
[5] ibm

Top Hashtags in Tweet in G4:
[7] ai
[2] ibmresearch
[1] trust
[1] bierollcall
[1] bicrollcall
[1] birrollcall
[1] drbob
[1] hybridcloud
[1] ibmecosystempartners
[1] cogmol

Top Hashtags in Tweet in G5:
[10] quantumcomputing
[6] quantum
[4] technology
[1] quantumcomputers
[1] twittertags
[1] ibmquantumafrica21

Top Hashtags in Tweet in G6:
[1] ciairi
[1] ai
[1] respomsibleai
[1] research
[1] edtech
[1] sdgs

Top Hashtags in Tweet in G7:
[18] deeplearning
[2] compchem
[2] ai
[1] machinelearning
[1] bioinformatics
[1] bigdata
[1] rxn4chemistry
[1] bacterial
[1] bioavailability
[1] antibiotics

Top Hashtags in Tweet in G8:
[29] ai
[15] ibmresearch
[14] cord19
[14] ia
[14] ibm
[14] ibmq
[14] omxware
[14] quantumcomputing
[14] supercomputadores
[10] computaçãoquântica

Top Hashtags in Tweet in G9:
[8] qidis
[7] qidispeaker
[3] iaa2021
[3] quantumcomputer
[2] quic
[2] quantumindustry
[1] ai
[1] quantumcomputing
[1] quantum
[1] nobelprize

Top Hashtags in Tweet in G10:
[16] boycotttx
[2] data
[2] datascience
[1] clouds
[1] cloudcomputing
[1] software
[1] system
[1] systems
[1] database
[1] banking

Top Words
Top Words in Tweet in Entire Graph:
[468] ibmresearch
[230] ibm
[150] quantum
[139] #ai
[72] work
[68] time
[66] processor
[65] chip
[64] #artificialintelligence
[62] artificial

Top Words in Tweet in G1:
[174] ibmresearch
[62] ø
[62] ù
[37] k_lovin_
[33] #ai
[33] ibm
[28] quantum
[23] toolkit
[23] research
[22] using

Top Words in Tweet in G2:
[49] ibm
[47] ibmresearch
[26] ibmwatson
[17] #ibm
[17] ibmcloud
[14] ibmdeveloper
[13] channel
[13] drive
[12] ai
[12] ibmdata

Top Words in Tweet in G3:
[51] eon_se_en
[49] ibm
[49] quantum
[37] europe
[36] ibmresearch
[34] company
[33] utilities
[33] work
[32] 1st
[32] thus

Top Words in Tweet in G4:
[45] ibmresearch
[43] krvarshney
[36] causal
[28] toolkit
[26] inference
[26] 360
[23] shimoniyishai
[22] open
[21] source
[20] extremely

Top Words in Tweet in G5:
[43] ibmresearch
[37] wef
[37] quantum
[34] preskill
[28] freekeheijman
[26] experts
[24] computing
[20] future
[20] hold
[20] explain

Top Words in Tweet in G6:
[15] ibmresearch
[5] apple
[5] ibm
[5] microsoft
[4] google
[4] research
[3] qubit
[3] oliver_mit
[3] ai
[3] quantum

Top Words in Tweet in G7:
[27] chemical
[23] pschwllr
[19] using
[19] acvaucher
[18] mlstjournal
[18] another
[18] milestone
[18] 'prediction
[18] reaction
[18] yields

Top Words in Tweet in G8:
[29] #ai
[15] ibmresearch
[15] #ibmresearch
[15] descoberta
[15] novos
[15] medicamentos
[15] acelerados
[15] pela
[14] brazil
[14] sfe

Top Words in Tweet in G9:
[16] ibmresearch
[11] quantum
[10] cseminfo
[9] 2021
[9] heikeriel
[8] #qidis
[8] omegawatches
[7] qidis8
[7] #qidispeaker
[7] scientific

Top Words in Tweet in G10:
[16] #boycotttx
[5] dell
[4] ibmresearch
[4] fred_guttenberg
[4] texas
[4] change
[4] law
[4] need
[4] cost
[4] big

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[61] artificial,intelligence
[57] jbarbosapr,ibm
[57] ibm,unveils
[57] unveils,chip
[57] chip,accelerated
[57] accelerated,artificial
[57] intelligence,processor
[57] processor,ele
[57] ele,time
[57] time,#artificialintelligence

Top Word Pairs in Tweet in G1:
[37] ibmresearch,k_lovin_
[25] ø,ù
[23] ø,ø
[21] ù,ø
[19] ù,ù
[14] causal,inference
[13] inference,360
[13] 360,toolkit
[13] toolkit,offers
[13] offers,access

Top Word Pairs in Tweet in G2:
[18] ibmwatson,ibmresearch
[13] channel,drive
[13] drive,ibmcloud
[12] ibm,ibmwatson
[11] ibmcloud,ibmdeveloper
[11] ibmdeveloper,ibm
[7] ibmresearch,ibmdata
[6] ibmresearch,releases
[6] releases,explanations
[6] explanations,commonsenseqa

Top Word Pairs in Tweet in G3:
[33] utilities,company
[33] company,europe
[33] europe,work
[33] work,ibm
[33] ibm,quantum
[32] eon_se_en,1st
[32] 1st,utilities
[32] quantum,thus
[32] thus,preparing
[32] preparing,technologically

Top Word Pairs in Tweet in G4:
[26] causal,inference
[26] inference,360
[21] open,source
[20] extremely,pleased
[20] pleased,announce
[20] announce,causal
[20] 360,open
[20] source,python
[20] python,toolkit
[20] toolkit,whose

Top Word Pairs in Tweet in G5:
[24] preskill,freekeheijman
[23] quantum,computing
[22] freekeheijman,ibmresearch
[20] future,hold
[20] hold,quantum
[20] computing,experts
[20] experts,explain
[20] explain,preskill
[15] wef,future
[14] ibmresearch,iq

Top Word Pairs in Tweet in G6:
[5] ibm,ibmresearch
[3] apple,ibm
[2] exciting,week
[2] week,qubit
[2] qubit,engineering
[2] engineering,oliver_mit
[2] oliver_mit,ustc
[2] ustc,chaoyanglu
[2] chaoyanglu,look
[2] look,circuitqed

Top Word Pairs in Tweet in G7:
[19] pschwllr,acvaucher
[18] another,milestone
[18] milestone,'prediction
[18] 'prediction,chemical
[18] chemical,reaction
[18] reaction,yields
[18] yields,using
[18] using,#deeplearning'
[18] #deeplearning',pschwllr
[17] mlstjournal,another

Top Word Pairs in Tweet in G8:
[15] descoberta,novos
[15] novos,medicamentos
[15] acelerados,pela
[15] pela,#ai
[14] brazil,sfe
[14] #cord19,#ia
[14] #ia,#ibm
[14] #ibm,#ibmq
[14] #ibmq,#ibmresearch
[14] #omxware,#quantumcomputing

Top Word Pairs in Tweet in G9:
[6] oct,#qidis
[6] phd,research
[6] cseminfo,zhinst
[6] zhinst,ibmresearch
[6] ibmresearch,idquantique
[6] idquantique,nccr_qsit
[6] nccr_qsit,swisseuresearch
[6] swisseuresearch,een_switzerland
[5] thrilled,clarissaconvert
[5] clarissaconvert,received

Top Word Pairs in Tweet in G10:
[4] fred_guttenberg,texas
[4] texas,change
[4] change,law
[4] law,need
[4] need,cost
[4] cost,big
[4] big,nwsl
[4] nwsl,#boycotttx
[4] #boycotttx,wnba
[4] wnba,#boycotttx

Top Replied-To
Top Replied-To in Entire Graph:
@ibmresearch
@ibm
@sfuermosi
@antoninoatl
@eon_de
@heikeriel
@krvarshney
@payel791
@alexoso42787328
@wrongtimeline

Top Replied-To in G1:
@ibmresearch
@antoninoatl
@sfuermosi
@eon_de
@alexoso42787328
@wrongtimeline
@ibm
@pickover
@scottlegrand
@silent_second

Top Replied-To in G2:
@ibm
@ibmresearch
@ibmwatson
@cryptoboy_89
@ibmdeveloper
@laquandjustice

Top Replied-To in G3:
@vergesseneworte
@eon_se_en
@ibmeurope

Top Replied-To in G4:
@krvarshney
@payel791
@wheeliethewoma

Top Replied-To in G5:
@wef
@eliskagreplova

Top Replied-To in G6:
@ibmresearch
@apple

Top Replied-To in G7:
@mlstjournal

Top Replied-To in G8:
@ibmresearch
@unclebobmartin
@maxlynch
@matersurgery

Top Replied-To in G9:
@heikeriel
@haesler_jacques
@qidis8

Top Replied-To in G10:
@fred_guttenberg

Top Mentioned
Top Mentioned in Entire Graph:
@ibmresearch
@ibm
@jbarbosapr
@krvarshney
@eon_se_en
@preskill
@wef
@k_lovin_
@ibmwatson
@freekeheijman

Top Mentioned in G1:
@ibmresearch
@k_lovin_
@krvarshney
@mcwm
@prasatti
@itu_aiforgood
@arctoris
@merveunuvar
@apsphysics
@freekeheijman

Top Mentioned in G2:
@ibmresearch
@ibm
@ibmwatson
@ibmcloud
@ibmdeveloper
@ibmdata
@ibmnews
@ibmiot
@ibmdesign
@telecomdrive

Top Mentioned in G3:
@eon_se_en
@ibmresearch
@ibmeurope
@ibm
@smartenergytv
@ieeequantumweek
@ibmr
@heikeriel
@witsuniversity
@preskill

Top Mentioned in G4:
@ibmresearch
@krvarshney
@shimoniyishai
@ibmdata
@trustworthy_ml
@sekoulremy
@ehudkar
@ibmwatson
@synced_global
@adtmag

Top Mentioned in G5:
@ibmresearch
@wef
@preskill
@freekeheijman
@dariogila
@iq
@iqim_caltech
@ieeequantum
@freekeh
@quantumdeltanl

Top Mentioned in G6:
@ibmresearch
@ibm
@microsoft
@google
@apple
@oliver_mit
@googleai
@facebook
@twitter
@chaoyanglu

Top Mentioned in G7:
@pschwllr
@acvaucher
@mlstjournal
@teodorola
@forrxn
@ibmresearch
@emnlpmeeting
@pierrecolombo6
@oschilter
@teodorolaino

Top Mentioned in G8:
@ibmresearch
@hardyniall
@ucd_research
@chemistryrcsi
@matersurgery
@michelvdp
@tdatascience
@jbarbosapr

Top Mentioned in G9:
@ibmresearch
@cseminfo
@omegawatches
@zhinst
@qidis8
@clarissaconvert
@idquantique
@nccr_qsit
@swisseuresearch
@een_switzerland

Top Mentioned in G10:
@dell
@ibmresearch
@nwsl
@wnba
@gymklieber
@fred_guttenberg
@vmware
@windows
@bmcsoftware
@dynatrace

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@robre62
@rosenchild
@cybersecurityn8
@artificialbra1n
@dev_discourse
@kumparan
@ipythonistabot
@morolswediu
@blackphysicists

Top Tweeters in G1:
@ricardo_ik_ahau
@klia00
@education_24x7
@the404code
@techrepublic
@maxm_profit
@qualityisarul3
@ucloudify
@developerbot_v1
@mcwm

Top Tweeters in G2:
@cybersecurityn8
@artificialbra1n
@opensource_orgs
@medicalquack
@misterchambo
@technojeder
@mercedesamgf1
@mercedesbenz
@ibmdeveloper
@mohfw_india

Top Tweeters in G3:
@chidambara09
@calcaware
@sustaintrends
@ana_captures
@yvesmulkers
@andreimanea00
@yveszlatan47
@adrianvelascos
@weincludedorg
@sdgscolab

Top Tweeters in G4:
@ml_tweet_bot
@tmmmarshall
@pierre018
@suhnyllakler
@ibmdata
@darkpositron
@kirstengraham
@madhavanpallan
@heghbalz
@vukosi

Top Tweeters in G5:
@dev_discourse
@fabriciosx
@fortunemagazine
@scitechmachine
@enerphyschem
@wef
@cheetah1961
@maurizioi
@quanlegend
@auliakbar

Top Tweeters in G6:
@vodafoneuk
@google
@jeanedidthat
@raventheonee
@funimation
@amazon
@thequantumbot
@columbia
@wharton
@deloitte

Top Tweeters in G7:
@rosenchild
@andrewmorrisuk
@pythonexpertbot
@dnaed_tech
@max_lyashko
@elizabot9
@z4chburris
@skepteis
@telecomparis
@oinil

Top Tweeters in G8:
@godfrey_g_
@slashdot
@blackpeopledata
@brazilsfe
@youtube
@msdev
@unclebobmartin
@tdatascience
@michelvdp
@maxlynch

Top Tweeters in G9:
@dukeu
@sara_jo_blevins
@omarshehab
@eth_en
@andreasateth
@omegawatches
@swisseuresearch
@mog_kar
@vihardabest
@uzh_en

Top Tweeters in G10:
@windows
@thejessicatate
@wholefoods
@nfl
@mlb
@mls
@smj32111
@wnba
@dell
@vmware


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