#AIethics, Twitter, 11/8/2019 12:26:03 PM, 215728


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#AIethics Twitter NodeXL SNA Map and Report for perjantai, 08 marraskuuta 2019 at 11.36 UTC
#AIethics Twitter NodeXL SNA Map and Report for perjantai, 08 marraskuuta 2019 at 11.36 UTC
From:
mihkal
Uploaded on:
November 08, 2019
Short Description:
#AIethics via NodeXL http://bit.ly/2qCSzFP
@beccanalia
@ipfconline1
@miad
@j2bryson
@alexjohnlondon
@grandparobot
@nordicinst
@nancyrubin
@drnlwilliams
@dorotheabaur

Top hashtags:
#aiethics
#ai
#artificialintelligence
#machinelearning
#ethics
#responsibleai
#robots

Description:
Description
The graph represents a network of 1 525 Twitter users whose recent tweets contained "#AIethics", 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 Friday, 08 November 2019 at 11:43 UTC.

The tweets in the network were tweeted over the 8-day, 23-hour, 35-minute period from Wednesday, 30 October 2019 at 11:55 UTC to Friday, 08 November 2019 at 11:30 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


Overall Graph Metrics
Vertices : 1534
Unique Edges : 5284
Edges With Duplicates : 3790
Total Edges : 9074
Number of Edge Types : 4
Mentions : 7397
Retweet : 1280
Tweet : 287
Replies to : 110
Self-Loops : 313
Reciprocated Vertex Pair Ratio : 0,0330011436039863
Reciprocated Edge Ratio : 0,0638937213348094
Connected Components : 120
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 1213
Maximum Edges in a Connected Component : 8574
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4,164674
Graph Density : 0,0026887824658895
Modularity : 0,496031
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1 525 Twitter users whose recent tweets contained "#AIethics", 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 Friday, 08 November 2019 at 11:43 UTC.

The tweets in the network were tweeted over the 8-day, 23-hour, 35-minute period from Wednesday, 30 October 2019 at 11:55 UTC to Friday, 08 November 2019 at 11:30 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #AIethics
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:
[24] https://www.dashbouquet.com/blog/artificial-intelligence/ai-for-recruiting-everything-you-need-to-know
[22] https://www.datasciencecentral.com/profiles/blogs/deep-learning-explainability-hints-from-physics-1
[21] https://impakter.com/big-data-global-gender-equality/
[21] https://www.big-data-value.eu/the-big-data-challenge-shaping-ai-recommendations-by-virginia-dignum/
[19] https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/leading-your-organization-to-responsible-ai?cid=soc-web
[15] https://www.verdict.co.uk/facial-recognition-service-vr-office-place/
[11] https://www.theverge.com/2019/7/3/20681254/data-health-apps-clue-period-tracking-sleep-fitness-research?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[11] https://www.nytimes.com/2019/10/31/opinion/superintelligent-artificial-intelligence.html
[10] https://video.cube365.net/c/922268
[8] https://www.forbes.com/sites/danielnewman/2019/08/21/4-growing-enterprise-ai-trends-where-are-we-now-and-where-are-we-going/#902c7b06280a

Top URLs in Tweet in G1:
[19] https://www.big-data-value.eu/the-big-data-challenge-shaping-ai-recommendations-by-virginia-dignum/
[5] https://venturebeat.com/2019/10/31/defense-innovation-board-unveils-ai-ethics-principles-for-the-pentagon/
[4] https://diginomica.com/ai-and-ethics-unbiased-data-oxymoron
[4] https://www.defenseone.com/technology/2019/10/pentagons-ai-ethics-draft-actually-pretty-good/161005/
[4] http://sdg.iisd.org/news/unga-second-committee-discusses-ai-digitization-risks-and-benefits/
[3] https://biztechmagazine.com/article/2019/11/microsoft-ignite-2019-how-curb-ethics-concerns-around-ai-and-machine-learning
[3] https://www.investors.com/news/technology/artificial-intelligence-stocks/
[3] https://www.linkedin.com/slink?code=ePzUwwr
[3] https://www.kdrrecruitment.com/ethics-in-artificial-intelligence/?utm_source=twitter.com&utm_medium=social&utm_campaign=uk_social
[3] https://www.diagnosticimaging.com/article/artificial-intelligence-ethics-and-abilities

Top URLs in Tweet in G2:
[18] https://impakter.com/big-data-global-gender-equality/
[15] https://www.dashbouquet.com/blog/artificial-intelligence/ai-for-recruiting-everything-you-need-to-know
[14] https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/leading-your-organization-to-responsible-ai?cid=soc-web
[13] https://www.datasciencecentral.com/profiles/blogs/deep-learning-explainability-hints-from-physics-1
[11] https://www.verdict.co.uk/facial-recognition-service-vr-office-place/
[8] https://www.theverge.com/2019/7/3/20681254/data-health-apps-clue-period-tracking-sleep-fitness-research?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[5] https://www.forbes.com/sites/danielnewman/2019/08/21/4-growing-enterprise-ai-trends-where-are-we-now-and-where-are-we-going/#902c7b06280a
[4] https://ec.europa.eu/futurium/en/ai-alliance-consultation/guidelines#Top
[4] https://techcrunch.com/2018/08/20/keeping-artificial-intelligence-accountable-to-humans/
[4] https://www.techrepublic.com/article/top-5-things-to-know-about-alternative-data/

Top URLs in Tweet in G3:
[7] https://www.dashbouquet.com/blog/artificial-intelligence/ai-for-recruiting-everything-you-need-to-know
[7] https://www.datasciencecentral.com/profiles/blogs/deep-learning-explainability-hints-from-physics-1
[6] https://www.aisoma.de/useful-slides-on-ai-ethics/
[5] https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/leading-your-organization-to-responsible-ai?cid=soc-web
[4] https://www.verdict.co.uk/facial-recognition-service-vr-office-place/
[3] https://www.theverge.com/2019/7/3/20681254/data-health-apps-clue-period-tracking-sleep-fitness-research?utm_campaign=theverge&utm_content=entry&utm_medium=social&utm_source=twitter
[3] https://impakter.com/big-data-global-gender-equality/
[2] https://searchenterpriseai.techtarget.com/feature/Causal-deep-learning-teaches-AI-to-ask-why
[2] https://www.forbes.com/sites/danielnewman/2019/08/21/4-growing-enterprise-ai-trends-where-are-we-now-and-where-are-we-going/#902c7b06280a
[2] https://www.aisoma.de/5-methods-for-explainable-ai-xai/

Top URLs in Tweet in G4:
[3] https://www.forbes.com/sites/adrianbridgwater/2019/11/04/ibm-europe-chief-points-to-key-it-growth-zones/
[3] https://fortune.com/2019/10/26/fixing-artificial-intelligence-bias-problem/
[2] https://hbr.org/2019/10/what-do-we-do-about-the-biases-in-ai?utm_content=buffer8cbf2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.nytimes.com/2019/10/31/opinion/superintelligent-artificial-intelligence.html
[1] https://www.technologyreview.com/f/614694/hirevue-ai-automated-hiring-discrimination-ftc-epic-bias/?utm_medium=tr_social&utm_campaign=site_visitor.unpaid.engagement&utm_source=Twitter#Echobox=1573149492
[1] https://www.independent.co.uk/life-style/gadgets-and-tech/news/ai-artificial-intelligence-dangerous-text-gpt2-elon-musk-a9192121.html
[1] https://twitter.com/phossli/status/1189480702976372736
[1] https://interestingengineering.com/training-ai-is-shockingly-costly-to-the-environment
[1] https://qz.com/work/1517594/the-five-most-important-new-ai-jobs-according-to-kpmg/
[1] https://www.forbes.com/sites/quora/2019/08/20/how-can-we-use-artificial-intelligence-to-improve-society/#7a97915195e8

Top URLs in Tweet in G5:
[1] https://www.wired.com/story/ubers-self-driving-car-didnt-know-pedestrians-could-jaywalk/

Top URLs in Tweet in G6:
[3] https://www.zdnet.com/article/can-the-pentagons-new-draft-rules-actually-keep-killer-robots-under-control/
[1] https://twitter.com/thefuturesoc/status/1192057951961391104
[1] https://twitter.com/RANDCorporation/status/1190440641718890497
[1] https://twitter.com/IEEEPELS/status/1191393410357301253
[1] https://twitter.com/HMRoff/status/1189931504245202944
[1] https://media.defense.gov/2019/Oct/31/2002204191/-1/-1/0/CAMPAIGN_FOR_AN_AI_READY_FORCE.PDF
[1] https://twitter.com/InnovationBoard/status/1189901711823032320
[1] https://innovation.defense.gov/AI
[1] https://www.linkedin.com/slink?code=ePaSGPz
[1] https://www.linkedin.com/slink?code=e8jzRp7

Top URLs in Tweet in G7:
[8] https://www.nytimes.com/2019/10/31/opinion/superintelligent-artificial-intelligence.html
[6] http://out.faveeo.com/?url=https://www.lefigaro.fr/secteur/high-tech/la-france-plaide-pour-une-ia-responsable-20191029&vertical=intelligence-artificielle&lang=fr&family=fr
[6] http://out.faveeo.com/?url=https://www.lefigaro.fr/secteur/high-tech/le-casse-tete-de-l-ethique-dans-l-intelligence-artificielle-20191029&vertical=intelligence-artificielle&lang=fr&family=fr
[5] https://blogs.scientificamerican.com/observations/whats-still-lacking-in-artificial-intelligence/
[4] https://www.ft.com/content/801b246a-ff68-11e9-b7bc-f3fa4e77dd47
[4] https://www.ethicsdialogues.eu/2019/10/31/how-does-ethics-support-in-the-human-brain-project-work/
[2] https://www.ft.com/content/ca504078-016c-11ea-b7bc-f3fa4e77dd47
[2] https://news.bloomberglaw.com/tech-and-telecom-law/pentagon-urged-to-create-off-switch-for-artificial-intelligence
[2] https://www.newtimes.co.rw/news/rwandan-firm-debuts-global-artificial-intelligence-scene
[2] https://sanfrancisco.cbslocal.com/2019/11/03/milpitas-high-school-teacher-wears-blackface-on-halloween-to-resemble-rapper-common/

Top URLs in Tweet in G8:
[2] http://www.bradegeland.com/
[2] http://www.bradegeland.com/blog/robot-with-gun-machine-learning-and-artificial-intelligence?utm_source=twitter.com&utm_medium=social&utm_campaign=robot-with-gun---machine-learning-and-ar
[2] https://www.bbc.com/news/uk-scotland-50262650#share-tools
[2] https://twinybots.ch/
[2] https://riotimesonline.com/brazil-news/technology/minister-announces-development-of-eight-artificial-intelligence-labs-in-brazil/
[2] https://twitter.com/j2blather/status/1191780575226413056
[2] https://www.fastcompany.com/90356295/the-rush-toward-ethical-ai-is-leaving-many-of-us-behind
[1] https://www.linkedin.com/slink?code=eadAHYZ
[1] https://twitter.com/mgeist/status/1189479045018333185
[1] https://medium.com/berkman-klein-center/why-do-companies-and-cities-invest-in-ai-ethics-and-governance-8778365fee55

Top URLs in Tweet in G9:
[5] https://www.igi-global.com/publish/call-for-papers/call-details/4395
[3] https://twitter.com/SJThompsonPhD/status/1187820663366488064
[1] https://www.foxnews.com/tech/army-eyes-groups-of-autonomous-morphing-robots-for-2040
[1] http://www.rollcall.com/news/opinion/america-cant-afford-sit-artificial-intelligence-race
[1] https://www.forbes.com/sites/cognitiveworld/2019/10/31/should-we-be-afraid-of-ai/#2b4e4cc24331
[1] https://twitter.com/frontlinepbs/status/1191516296845889537
[1] https://www.abc.net.au/news/2019-11-07/ethics-framework-to-oversee-artificial-intelligence/11678468
[1] https://hbr.org/2019/11/is-ai-bias-a-corporate-social-responsibility-issue
[1] https://wonderfulengineering.com/this-russian-company-is-selling-robotic-clones-of-people/
[1] http://techcrunch.com/2019/11/05/the-first-u-s-clinical-trial-of-using-an-in-brain-chip-to-fight-opioid-addiction-is-now-underway/

Top URLs in Tweet in G10:
[1] https://twitter.com/biancawylie/status/1189171769720090624
[1] https://www.eventbrite.ca/e/artificial-intelligence-and-the-arts-yellowknife-nwt-registration-76572704019
[1] https://twitter.com/banffcentre/status/1191437217362788353
[1] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3471974

Top Domains
Top Domains in Tweet in Entire Graph:
[121] twitter.com
[25] dashbouquet.com
[22] datasciencecentral.com
[21] impakter.com
[21] linkedin.com
[21] big-data-value.eu
[20] mckinsey.com
[19] co.uk
[16] forbes.com
[13] cube365.net

Top Domains in Tweet in G1:
[48] twitter.com
[19] big-data-value.eu
[5] diginomica.com
[5] venturebeat.com
[4] defenseone.com
[4] iisd.org
[4] linkedin.com
[3] biztechmagazine.com
[3] com.au
[3] springer.com

Top Domains in Tweet in G2:
[18] impakter.com
[16] dashbouquet.com
[14] mckinsey.com
[13] datasciencecentral.com
[11] co.uk
[8] theverge.com
[7] twitter.com
[6] bah.com
[5] forbes.com
[4] europa.eu

Top Domains in Tweet in G3:
[10] aisoma.de
[7] dashbouquet.com
[7] datasciencecentral.com
[6] mckinsey.com
[4] co.uk
[3] forbes.com
[3] theverge.com
[3] impakter.com
[2] techtarget.com
[2] bah.com

Top Domains in Tweet in G4:
[5] forbes.com
[3] hbr.org
[3] fortune.com
[2] twitter.com
[1] nytimes.com
[1] technologyreview.com
[1] co.uk
[1] interestingengineering.com
[1] qz.com
[1] unite.ai

Top Domains in Tweet in G5:
[1] wired.com

Top Domains in Tweet in G6:
[5] twitter.com
[3] zdnet.com
[2] defense.gov
[2] linkedin.com
[1] wired.com

Top Domains in Tweet in G7:
[12] faveeo.com
[11] ft.com
[8] nytimes.com
[5] scientificamerican.com
[4] ethicsdialogues.eu
[2] yahoo.com
[2] analyticsinsight.net
[2] bloomberglaw.com
[2] co.rw
[2] cbslocal.com

Top Domains in Tweet in G8:
[17] twitter.com
[7] linkedin.com
[4] bradegeland.com
[2] youtube.com
[2] bbc.com
[2] twinybots.ch
[2] riotimesonline.com
[2] fastcompany.com
[1] medium.com
[1] datascience.movie

Top Domains in Tweet in G9:
[7] twitter.com
[5] igi-global.com
[2] forbes.com
[2] techcrunch.com
[1] foxnews.com
[1] rollcall.com
[1] net.au
[1] hbr.org
[1] wonderfulengineering.com
[1] gizmodo.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] eventbrite.ca
[1] ssrn.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1106] aiethics
[813] ai
[143] artificialintelligence
[142] machinelearning
[127] ethics
[98] responsibleai
[80] robots
[79] datascience
[68] robotics
[67] ml



Top Hashtags in Tweet in G1:
[256] aiethics
[193] ai
[46] aimorning
[45] ethics
[45] aiaamu
[35] artificialintelligence
[35] responsibleai
[17] robot
[16] robotics
[14] machinelearning

Top Hashtags in Tweet in G2:
[139] ai
[125] aiethics
[34] websummit
[34] bookchat
[32] deeplearning
[32] machinelearning
[30] bigdata
[14] xai
[14] artificialintelligence
[9] digitaltransformation

Top Hashtags in Tweet in G3:
[253] aiethics
[220] ai
[61] artificialintelligence
[59] humanity
[59] robots
[47] datascience
[46] ml
[43] ethics
[40] bias
[39] book

Top Hashtags in Tweet in G4:
[43] ai
[34] aiethics
[16] iot
[14] machinelearning
[13] robotics
[9] gpt2
[7] robot
[5] 4ir
[4] futureofwork
[4] dx

Top Hashtags in Tweet in G5:
[1] selfdrivingcar
[1] ai
[1] aiethics

Top Hashtags in Tweet in G6:
[20] aiethics
[8] nscai
[7] defense
[7] dod
[6] ethics
[5] aicivicforum
[4] autonomousvehicles
[2] ai
[1] aigovernance
[1] ieee

Top Hashtags in Tweet in G7:
[82] aiethics
[27] aiforgood
[23] dataresponsible
[22] robotics
[21] machinelearning
[18] aistrategy
[18] ia
[14] ai
[13] industry40
[13] datascience

Top Hashtags in Tweet in G8:
[52] aiethics
[21] ai
[7] artificialintelligence
[3] bias
[3] ethics
[3] iot
[2] dataethics
[2] ppm
[2] blockchain
[2] agile

Top Hashtags in Tweet in G9:
[32] aiethics
[24] ai
[14] roboethics
[13] machinelearning
[10] machineethics
[9] robotics
[9] berlinsciweek19
[8] robotethics
[7] robots
[6] artificialintelligence

Top Hashtags in Tweet in G10:
[8] ai
[8] aiethics
[4] art
[3] law
[3] yellowknife
[3] saskatoon
[3] winnipeg
[2] transparency
[2] consumer
[1] explainability

Top Words
Top Words in Tweet in Entire Graph:
[2062] Words in Sentiment List#1: Positive
[988] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[53061] Non-categorized Words
[56111] Total Words
[1878] #aiethics
[1164] #ai
[481] ai
[290] #machinelearning
[262] amp

Top Words in Tweet in G1:
[442] #aiethics
[274] #ai
[125] ai
[75] amp
[68] #ethics
[63] ethics
[62] j2bryson
[54] #artificialintelligence
[52] #responsibleai
[49] data

Top Words in Tweet in G2:
[244] #aiethics
[186] #ai
[174] miad
[114] cc
[90] #machinelearning
[84] alaricaloor
[79] akwyz
[74] antgrasso
[72] spirosmargaris
[70] ai

Top Words in Tweet in G3:
[294] #aiethics
[242] #ai
[201] mvollmer1
[198] heinzvhoenen
[198] fabriziobustama
[193] enricomolinari
[174] terence_mills
[167] ipfconline1
[164] drjdrooghaag
[145] mikequindazzi

Top Words in Tweet in G4:
[104] #aiethics
[72] europe
[51] #ai
[41] ai
[34] work
[31] intelligence
[29] forbes
[28] amp
[28] #iot
[27] ethics

Top Words in Tweet in G5:
[140] uber
[70] software
[70] inside
[70] self
[70] driving
[70] suv
[70] killed
[70] arizona
[70] woman
[70] last

Top Words in Tweet in G6:
[57] #aiethics
[28] #nscai
[26] right
[24] principles
[23] dodjaic
[22] ai
[22] deptofdefense
[17] innovationboard
[14] google
[14] #ai

Top Words in Tweet in G7:
[117] #aiethics
[71] intelligence
[58] artificial
[42] #machinelearning
[33] #aiforgood
[33] #ai
[24] #robotics
[23] financial
[23] times
[23] ft

Top Words in Tweet in G8:
[53] #aiethics
[21] #ai
[10] ai
[8] more
[7] intelligence
[7] #artificialintelligence
[6] ethical
[6] artificial
[5] ethics
[5] need

Top Words in Tweet in G9:
[63] #aiethics
[28] ai
[27] #machinelearning
[26] #ai
[23] #artificialintelligence
[20] #roboethics
[19] ethics
[18] cyber
[18] valley
[14] emmanuelmacron

Top Words in Tweet in G10:
[18] #aiethics
[15] #ai
[8] #art
[7] #law
[6] artimpactai1
[6] nov
[5] aiiaorg
[5] tué
[5] inventeurs
[5] structurer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[351] #ai,#aiethics
[173] artificial,intelligence
[135] #aiethics,#ai
[134] #ai,#machinelearning
[124] fabriziobustama,enricomolinari
[84] #ai,#ethics
[82] #aiethics,cc
[81] self,driving
[74] software,inside
[74] inside,uber

Top Word Pairs in Tweet in G1:
[45] #ai,#ethics
[41] #aimorning,#aiaamu
[41] kampusklubi,tampereuni
[40] tampereuni,ai_hub_tampere
[39] #aiethics,#aimorning
[38] ai_hub_tampere,pirkanmaan_liit
[36] #aiaamu,kampusklubi
[36] tem_uutiset,#ai
[31] aiethicslab,aiethics
[30] #aiethics,#ai

Top Word Pairs in Tweet in G2:
[66] #ai,#machinelearning
[61] #aiethics,cc
[45] #ai,#aiethics
[44] antgrasso,akwyz
[40] #machinelearning,#digitaltransformation
[37] alaricaloor,hessiejones
[35] ulliwaltinger,siemens
[35] hessiejones,roxanasoi
[35] roxanasoi,allakos_dev
[35] allakos_dev,owenchurches

Top Word Pairs in Tweet in G3:
[124] fabriziobustama,enricomolinari
[92] #ai,#aiethics
[65] ipfconline1,kirkdborne
[65] kirkdborne,mikequindazzi
[65] terence_mills,fabriziobustama
[59] #humanity,#robots
[59] mvollmer1,grattongirl
[59] grattongirl,terence_mills
[59] terence_mills,drjdrooghaag
[59] enricomolinari,aiethicslab

Top Word Pairs in Tweet in G4:
[25] amp,ai
[24] ibm,europe
[24] europe,chairman
[24] chairman,martin
[24] forbes,europe
[24] europe,digital
[24] digital,growth
[24] growth,europe
[24] europe,leading
[24] leading,improving

Top Word Pairs in Tweet in G5:
[70] software,inside
[70] inside,uber
[70] uber,self
[70] self,driving
[70] driving,suv
[70] suv,killed
[70] killed,arizona
[70] arizona,woman
[70] woman,last
[70] last,year

Top Word Pairs in Tweet in G6:
[18] #aiethics,principles
[13] historic,conversation
[13] conversation,unfolding
[13] unfolding,right
[13] right,between
[13] between,jack
[13] jack,shanahan
[13] shanahan,dodjaic
[13] dodjaic,kent_walker
[13] kent_walker,google

Top Word Pairs in Tweet in G7:
[58] artificial,intelligence
[23] financial,times
[23] times,ft
[23] #ai,#aiethics
[18] #robotique,#machinelearning
[18] #machinelearning,#ai
[18] #aiethics,bdgeorges
[13] #aiethics,#datascience
[13] #dataresponsible,#aiethics
[12] casse,tête

Top Word Pairs in Tweet in G8:
[7] #ai,#aiethics
[6] artificial,intelligence
[3] #artificialintelligence,#aiethics
[2] more,more
[2] #aiethics,governance
[2] take,responsibility
[2] robot,gun
[2] gun,machine
[2] machine,learning
[2] learning,artificial

Top Word Pairs in Tweet in G9:
[18] cyber,valley
[13] #ai,#aiethics
[12] machine,ethics
[10] #artificialintelligence,#aiethics
[9] #roboethics,#robotethics
[9] valley,ready
[9] ready,big
[9] big,debut
[9] debut,#berlinsciweek19
[9] #berlinsciweek19,join

Top Word Pairs in Tweet in G10:
[5] tué,inventeurs
[5] inventeurs,structurer
[5] structurer,institutionnaliser
[5] institutionnaliser,tirer
[5] tirer,profit
[5] profit,innovation
[5] innovation,gauthier
[5] gauthier,etienne
[5] etienne,st
[5] st,amant

Top Replied-To
Top Replied-To in Entire Graph:
@valeriewow
@j2bryson
@andreeahossmann
@princetoncitp
@syndicom_fr
@huhtelin
@akwyz
@m_altarriba
@j2blather

Top Replied-To in G1:
@j2bryson
@huhtelin
@m_altarriba
@adamsconsulting
@anb_law
@pupolitics
@tweeterstewart
@proffeynman
@maria_axente
@esg_project

Top Replied-To in G2:
@akwyz
@krtkulturtv
@julez_norton
@roxanasoi
@marisatpp
@miad
@chluetge
@mikequindazzi
@nedenttoldu

Top Replied-To in G3:
@julez_norton
@ceo_aisoma

Top Replied-To in G4:
@princetoncitp
@j2blather
@dorotheabaur
@hessiejones
@faust_iii
@nassaraf

Top Mentioned
Top Mentioned in Entire Graph:
@miad
@mvollmer1
@fabriziobustama
@heinzvhoenen
@enricomolinari
@drjdrooghaag
@terence_mills
@ipfconline1
@ronald_vanloon
@akwyz

Top Mentioned in G1:
@j2bryson
@kampusklubi
@ai_hub_tampere
@tampereuni
@pirkanmaan_liit
@tem_uutiset
@johnchavens
@vttfinland
@aiethicslab
@aiethics

Top Mentioned in G2:
@miad
@alaricaloor
@akwyz
@antgrasso
@spirosmargaris
@roxanasoi
@deeplearn007
@psb_dc
@hessiejones
@allakos_dev

Top Mentioned in G3:
@mvollmer1
@heinzvhoenen
@fabriziobustama
@enricomolinari
@terence_mills
@ipfconline1
@drjdrooghaag
@ronald_vanloon
@mikequindazzi
@ianljones98

Top Mentioned in G4:
@forbes
@boring_ai
@billgates
@faust_iii
@marisatpp
@harvardbiz
@ict4peace
@eth_en
@princetoncitp
@quora

Top Mentioned in G6:
@innovationboard
@dodjaic
@deptofdefense
@kent_walker
@google
@ericschmidt
@aicommission
@jhuapl
@hmroff
@gregory_c_allen

Top Mentioned in G7:
@ft
@bdgeorges
@humanbrainproj

Top Mentioned in G8:
@anthropunk

Top Mentioned in G9:
@emmanuelmacron
@mfnberlin
@_houseofbb
@ieeesa
@johnchavens
@ieeeorg
@computersociety
@bschoelkopf
@sasharubel
@asbar_wf

Top Mentioned in G10:
@artimpactai1
@aiiaorg
@quebec_fr
@franceqc
@milamontreal
@conseilartscan
@conseilartsmtl
@lecalq
@ciranomtl
@observatoireia

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@javascriptd
@gamergeeknews
@evankirstel
@chidambara09
@asher_wolf
@aaroncuddeback
@le_figaro
@fintechna

Top Tweeters in G1:
@asher_wolf
@le_figaro
@beccanalia
@adamsconsulting
@docjanicel
@asnodeburidan
@amcell
@venturebeat
@briansj3
@justbementalist

Top Tweeters in G2:
@arkangelscrap
@chidambara09
@fintechna
@richsimmondsza
@glynmoody
@marshacollier
@akwyz
@nancyrubin
@gezgintrk
@andrewmorrisuk

Top Tweeters in G3:
@gamergeeknews
@evankirstel
@swissbusiness
@calcaware
@tess_blue815
@craybo23
@machinelearnflx
@nomoreslaves
@vivmilano
@grattongirl

Top Tweeters in G4:
@sectest9
@javascriptd
@aaroncuddeback
@codernotesbot
@forbes
@fortunemagazine
@rocza
@evasotoa
@maperez324
@maelorin

Top Tweeters in G5:
@macandcheeks
@danielocl
@rabidbadger
@mrc_slc
@un_ouragan
@dn_charles
@ricardo_ik_ahau
@jkbockstael
@jlbarrow
@inklake

Top Tweeters in G6:
@releaseteam
@zdnet
@google
@henrycobb
@wynandbooysen
@jschmeling
@mjfly1
@stevenbeeckman
@deptofdefense
@thewrightwonk

Top Tweeters in G7:
@santchiweb
@nicochan33
@ft
@rldi_lamy
@bdgeorges
@enerphyschem
@qualityisarul3
@netclubj1
@technojeder
@wandabarquin

Top Tweeters in G8:
@jamesinparis
@haroldlgardner
@anthropunk
@axschat
@httpstatus402
@ieeeypctx
@galipeau
@zettascaledata
@nipalm
@tanusreejain

Top Tweeters in G9:
@apiwenuwen
@thecuriousluke
@brainroaring
@norwaymiss
@spiritfirespark
@sjthompsonphd
@solomonatlee
@seanbohan
@emtumilty
@ieeeorg

Top Tweeters in G10:
@socialwxhryzf
@biancawylie
@yale
@canadacouncil
@teamrework
@quebec_fr
@franceqc
@conseilartscan
@lecalq
@ykchamber