AI Ethics, Twitter, 9/26/2021 12:42:30 AM, 262843


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AI Ethics_2021-09-25_15-16-48.xlsx
AI Ethics_2021-09-25_15-16-48.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 26, 2021
Short Description:
AI Ethics via NodeXL https://bit.ly/3kHYDGO
@timnitgebru
@artificialbra1n
@bw
@business
@satyajit1910
@godfrey_g_
@miad
@braincures
@mmitchell_ai
@ppverbeek

Top hashtags:
#ai
#ethics
#artificialintelligence
#machinelearning
#nlp
#datascience
#bigdata
#deeplearning

Description:
Description
The graph represents a network of 3,989 Twitter users whose recent tweets contained "AI Ethics", 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 Saturday, 25 September 2021 at 22:45 UTC.

The tweets in the network were tweeted over the 9-day, 6-hour, 4-minute period from Thursday, 16 September 2021 at 16:01 UTC to Saturday, 25 September 2021 at 22:05 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 : 3989
Unique Edges : 9798
Edges With Duplicates : 3726
Total Edges : 13524
Number of Edge Types : 5
Retweet : 3560
MentionsInRetweet : 6862
Mentions : 1814
Tweet : 1034
Replies to : 254
Self-Loops : 1095
Reciprocated Vertex Pair Ratio : 0.0445891783567134
Reciprocated Edge Ratio : 0.0853717026378897
Connected Components : 591
Single-Vertex Connected Components : 310
Maximum Vertices in a Connected Component : 2606
Maximum Edges in a Connected Component : 11653
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.284825
Graph Density : 0.000655325213544871
Modularity : 0.588053
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,989 Twitter users whose recent tweets contained "AI Ethics", 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 Saturday, 25 September 2021 at 22:45 UTC.

The tweets in the network were tweeted over the 9-day, 6-hour, 4-minute period from Thursday, 16 September 2021 at 16:01 UTC to Saturday, 25 September 2021 at 22:05 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 : AI Ethics
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:
[292] https://thestute.com/2021/09/17/lets-talk-about-tech-regulation-the-ethics-of-artificial-intelligence/
[288] https://macanima.com
[234] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech?cmpid=socialflow-twitter-business&utm_medium=social&utm_content=business&utm_source=twitter&utm_campaign=socialflow-organic
[148] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech?cmpid=socialflow-twitter-businessweek&utm_medium=social&utm_content=businessweek&utm_campaign=socialflow-organic&utm_source=twitter
[86] https://techcrunch.com/2021/09/15/the-responsibilities-of-ai-first-investors/
[58] https://www.healthcareitnews.com/news/ai-development-must-be-guided-ethics-human-well-being-and-responsible-innovation
[51] http://pollicy.org/engenderingai/
[48] https://www.mdpi.com/2071-1050/13/4/1974
[41] https://www.modelop.com/blog/how-to-keep-your-ai-ethical/
[35] https://www.aistar.esa.int/#about-ai-star

Top URLs in Tweet in G1:
[228] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech?cmpid=socialflow-twitter-business&utm_medium=social&utm_content=business&utm_source=twitter&utm_campaign=socialflow-organic
[145] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech?cmpid=socialflow-twitter-businessweek&utm_medium=social&utm_content=businessweek&utm_campaign=socialflow-organic&utm_source=twitter
[24] https://www.raspberrypi.org/blog/ai-ethics-lessons-education-children-research/
[21] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech
[16] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech?utm_campaign=socialflow-organic&utm_source=twitter&utm_medium=social&utm_content=business&cmpid=socialflow-twitter-business
[13] https://my.corehr.com/pls/uoxrecruit/erq_jobspec_version_4.display_form?p_company=10&p_internal_external=E&p_display_in_irish=N&p_process_type=&p_applicant_no=&p_form_profile_detail=&p_display_apply_ind=Y&p_refresh_search=Y&p_recruitment_id=152098
[8] http://www.prometheusjournal.co.uk/product/markus-dubber-frank-pasquale-and-sunit-das-eds-oxford-handbook-of-ethics-of-ai/
[8] Https://www.youtube.com/watch?v=L2Dy6UU4Rvg

[6] https://www.healthcareitnews.com/news/ai-development-must-be-guided-ethics-human-well-being-and-responsible-innovation
[5] https://twitter.com/machine_ethics/status/1439919293605494792

Top URLs in Tweet in G2:
[46] https://www.mdpi.com/2071-1050/13/4/1974
[41] https://thestute.com/2021/09/17/lets-talk-about-tech-regulation-the-ethics-of-artificial-intelligence/
[39] https://www.modelop.com/blog/how-to-keep-your-ai-ethical/
[34] https://techcrunch.com/2021/09/15/the-responsibilities-of-ai-first-investors/
[30] https://www.forbes.com/sites/forbestechcouncil/2021/08/30/why-the-ethics-of-ai-are-complicated/
[26] https://www.forbes.com/sites/markminevich/2021/08/09/15-ai-ethics-leaders-showing-the-world-the-way-of-the-future/
[20] https://whatis.techtarget.com/definition/AI-code-of-ethics
[19] https://hai.stanford.edu/news/renata-avila-reclaiming-ais-superpowers-collective-good
[18] https://www.forbes.com/sites/markminevich/2021/08/09/15-ai-ethics-leaders-showing-the-world-the-way-of-the-future/?sh=62df4e986bdf
[17] https://blogs.lse.ac.uk/businessreview/2021/07/14/the-ethics-and-politics-of-artificial-intelligence

Top URLs in Tweet in G3:
[241] https://thestute.com/2021/09/17/lets-talk-about-tech-regulation-the-ethics-of-artificial-intelligence/
[50] https://techcrunch.com/2021/09/15/the-responsibilities-of-ai-first-investors/
[30] https://www.aistar.esa.int/#about-ai-star
[17] https://www.entrepreneur.com/article/383842
[13] https://www.kcrw.com/culture/shows/life-examined/technology-artificial-intelligence-religion-faith/linda-kinstler-silicon-valley-ai-ethics-religious
[12] https://twinybots.ch/
[12] https://via.socxo.net/Nbw1fB8TQO0hqc0
[11] https://saintpro.co/2021/09/cyber-ethics-of-climate-change-ai/
[10] https://tolgahanbora.medium.com/yapay-zekada-etik-ve-yapay-zekan%C4%B1n-gelece%C4%9Fi-73e76eb8e19a?source=rss------artificial_intelligence-5&utm_source=dlvr.it&utm_medium=twitter
[10] https://www.forbes.com/sites/carolinamilanesi/2021/09/24/taking-the-magic-out-of-ai/?sh=131d30b72c3c

Top URLs in Tweet in G4:
[10] https://www.healthcareitnews.com/news/ai-development-must-be-guided-ethics-human-well-being-and-responsible-innovation
[7] https://twinybots.ch/
[7] https://www.technologyreview.com/2021/04/13/1022568/big-tech-ai-ethics-guide/?utm_source=Twitter&utm_campaign=site_visitor.unpaid.engagement&utm_medium=tr_social
[6] https://alchemycrew.com/exploring-the-ethics-of-ai/?ref=quuu
[6] https://www.aitrends.com/ethics-and-social-issues/un-human-rights-commission-calls-for-moratorium-on-sale-of-ai-tech/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.raspberrypi.org/blog/ai-ethics-lessons-education-children-research/
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fbuild-your-own-modular-audio-course-on-ai-ethics-and-safety-5035a66eef55
[4] https://www.aitrends.com/ethics-and-social-issues/content-moderation-becoming-a-big-business-with-ai-enlisted-to-help/
[4] https://www.dataquest.io/blog/practical-data-ethics-make-your-data-work-more-ethical/
[4] https://www.aitrends.com/ethics-and-social-issues/unethical-use-of-ai-being-mainstreamed-by-some-business-execs-survey-finds/

Top URLs in Tweet in G5:
[10] https://thestute.com/2021/09/17/lets-talk-about-tech-regulation-the-ethics-of-artificial-intelligence/
[9] https://venturebeat.com/2021/09/03/women-in-ai-ethics-research-and-entrepreneurship/
[6] https://aarushi.hashnode.dev/ethics-in-artificial-intelligence
[5] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fbecominghuman.ai%2Fethics-in-artificial-intelligence-436000eb46d5%3Fsource%3Dsocial.tw
[5] https://venturebeat.com/2021/09/03/women-in-ai-ethics-research-and-entrepreneurship/?twitter=@aneeshnair&@aarushinair_
[5] https://techmonitor.ai/policy/ai-mostly-governed-by-soft-law-but-set-to-change
[5] https://www.youtube.com/channel/UCzxJChk3SkYmJWscvI6qNHA
[4] https://www.vice.com/en/article/jgqz9p/botler-ai-launched-in-canada-to-help-tackle-workplace-harassment
[4] https://www.beckershospitalreview.com/digital-transformation/digital-health-monitors-are-booming-but-where-s-the-research-on-privacy-and-ethics.html?utm_source=twitter&utm_medium=social
[4] https://www.linkedin.com/pulse/ethics-artificial-intelligence-aarushi-nair/?twitter=@aneeshnair&@aarushinair_

Top URLs in Tweet in G6:
[19] https://venturebeat.com/2020/08/14/problematic-study-on-indiana-parolees-seeks-to-predict-recidivism-with-ai/
[14] https://www.project-sherpa.eu/the-sherpa-final-event/
[12] https://www.healthcareitnews.com/news/ai-development-must-be-guided-ethics-human-well-being-and-responsible-innovation
[9] https://medium.com/t5es/artificial-intelligence-and-algorithms-pros-and-cons-24d25e7f8394?source=friends_link&sk=f3ac0c0cce4aee99f24dea1740eb2032
[6] https://www.scu.edu/ethics/focus-areas/technology-ethics/resources/embedding-ethics-into-computing-curricula-resources-and-suggestions/teaching-a-course-on-differential-privacy-and-ai-fairness-as-part-of-engineeringcs-curricula/
[6] https://www.softwaretestingnews.co.uk/ai-ethics-and-governance/
[4] https://montrealethics.ai/the-maiei-learning-community-report-september-2021/
[4] https://analyticsindiamag.com/these-leading-activists-are-promoting-ethical-ai/
[4] https://www.datadriveninvestor.com/2021/09/14/google-facebook-and-twitter-are-collecting-your-data-they-dont-want-you-to-know-about/
[4] https://twitter.com/luke_stark/status/1440362002132602890

Top URLs in Tweet in G7:
[49] http://pollicy.org/engenderingai/
[28] https://zoom.us/meeting/register/tJcvceGpqz8oEtQzyaOHeCBfN7lY57R3FPVk
[10] https://www.youtube.com/watch?v=pIWIJ4tOQ-E&feature=youtu.be

[5] https://jobs.lever.co/xero/d20d5773-f4c1-46a6-872b-feaaa67fab3b
[1] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech?cmpid=socialflow-twitter-business&utm_medium=social&utm_content=business&utm_source=twitter&utm_campaign=socialflow-organic
[1] https://blogs.lse.ac.uk/businessreview/2021/07/14/the-ethics-and-politics-of-artificial-intelligence

Top URLs in Tweet in G8:
[11] https://blogs.lse.ac.uk/businessreview/2021/07/14/the-ethics-and-politics-of-artificial-intelligence
[6] https://lighthouse3.com/newsletter/
[4] http://innovation.lab.virginia.edu/
[4] https://news.google.com/articles/CAIiEHjzoQMms_tdO3zKBcVnMLAqGQgEKhAIACoHCAow6sicCzD20rQDMNWu4wY?hl=en-US&gl=US&ceid=US:en
[2] https://www.youtube.com/channel/UCKIDQOa0JcUd3K9C1TS7FLQ?app=desktop
[2] https://www.bloomberg.com/news/articles/2021-09-20/timnit-gebru-former-google-ai-ethics-chief-has-plan-to-rethink-big-tech?srnd=businessweek-v2&sref=iKB6XOvf
[1] https://montrealethics.ai/brave-what-it-means-to-be-an-ai-ethicist/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=38a52311-1e50-11ec-a707-6943664f7377&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0wOS0yMC90aW1uaXQtZ2VicnUtZm9ybWVyLWdvb2dsZS1haS1ldGhpY3MtY2hpZWYtaGFzLXBsYW4tdG8tcmV0aGluay1iaWctdGVjaA==
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=d2c57e38-1e4f-11ec-ae3d-614c634f736e&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0wOS0yMC90aW1uaXQtZ2VicnUtZm9ybWVyLWdvb2dsZS1haS1ldGhpY3MtY2hpZWYtaGFzLXBsYW4tdG8tcmV0aGluay1iaWctdGVjaA==
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=c8f2092b-1e4e-11ec-b11b-47674a56694e&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0wOS0yMC90aW1uaXQtZ2VicnUtZm9ybWVyLWdvb2dsZS1haS1ldGhpY3MtY2hpZWYtaGFzLXBsYW4tdG8tcmV0aGluay1iaWctdGVjaA==

Top URLs in Tweet in G9:
[25] https://www.aitrends.com/ethics-and-social-issues/content-moderation-becoming-a-big-business-with-ai-enlisted-to-help/
[12] https://www.forbes.com/sites/forbestechcouncil/2021/08/30/why-the-ethics-of-ai-are-complicated/?sh=1cdf489443a7
[11] https://www.nationaldefensemagazine.org/articles/2021/9/8/how-ai-could-go-disastrously-wrong
[10] https://www.forbes.com/sites/glenngow/2021/07/11/google-facebook-and-microsoft-are-working-on-ai-ethics-heres-what-your-company-should-be-doing/?sh=1c09536eaa64
[9] https://www.mddionline.com/artificial-intelligence/ethical-artificial-intelligence-potential-standards-medical-device
[7] https://www.forbes.com/sites/deanstoecker/2021/06/10/protecting-the-human-ethics-in-ai/
[6] https://www.brookings.edu/blog/techtank/2021/07/22/how-the-national-science-foundation-is-taking-on-fairness-in-ai/
[6] https://www.forbes.com/sites/forbestechcouncil/2021/07/26/does-your-project-need-artificial-intelligence/?sh=66a4e9e6303b
[6] https://www.computerweekly.com/news/252503741/Developers-have-a-moral-duty-to-create-ethical-AI
[6] https://www.aitrends.com/ethics-and-social-issues/ai-could-solve-partisan-gerrymandering-if-humans-can-agree-on-whats-fair/

Top URLs in Tweet in G10:
[32] https://twitter.com/ppverbeek/status/1435591279417733121
[18] https://www.futurelearn.com/courses/philosophy-of-technology/6
[1] http://link.springer.com/10.1007/s13347-021-00447-6

Top Domains
Top Domains in Tweet in Entire Graph:
[882] bloomberg.com
[298] thestute.com
[288] macanima.com
[258] twitter.com
[201] forbes.com
[127] medium.com
[95] techcrunch.com
[90] youtube.com
[77] technologyreview.com
[74] linkedin.com

Top Domains in Tweet in G1:
[727] bloomberg.com
[27] twitter.com
[24] raspberrypi.org
[23] youtube.com
[15] corehr.com
[14] montrealethics.ai
[9] co.uk
[7] healthcareitnews.com
[7] gov.uk
[5] technologyreview.com

Top Domains in Tweet in G2:
[110] forbes.com
[46] mdpi.com
[43] techcrunch.com
[42] thestute.com
[39] modelop.com
[32] twitter.com
[28] bloomberg.com
[25] cmswire.com
[20] stanford.edu
[20] techtarget.com

Top Domains in Tweet in G3:
[243] thestute.com
[54] faveeo.com
[50] techcrunch.com
[38] medium.com
[30] esa.int
[29] forbes.com
[26] linkedin.com
[21] libsyn.com
[17] entrepreneur.com
[17] dy.si

Top Domains in Tweet in G4:
[45] bloomberg.com
[22] twitter.com
[17] aitrends.com
[16] linkedin.com
[14] healthcareitnews.com
[12] technologyreview.com
[9] raspberrypi.org
[7] twinybots.ch
[6] alchemycrew.com
[6] medium.com

Top Domains in Tweet in G5:
[14] venturebeat.com
[12] thestute.com
[7] butterflypublisher.com
[6] hashnode.dev
[6] medium.com
[6] linkedin.com
[5] techmonitor.ai
[5] bloomberg.com
[5] youtube.com
[4] twitter.com

Top Domains in Tweet in G6:
[22] medium.com
[21] twitter.com
[19] venturebeat.com
[17] montrealethics.ai
[16] project-sherpa.eu
[13] healthcareitnews.com
[9] co.uk
[6] scu.edu
[5] faveeo.com
[5] analyticsindiamag.com

Top Domains in Tweet in G7:
[49] pollicy.org
[28] zoom.us
[10] youtube.com
[5] lever.co
[1] bloomberg.com
[1] ac.uk

Top Domains in Tweet in G8:
[15] bloomberg.com
[11] ac.uk
[6] lighthouse3.com
[4] virginia.edu
[4] google.com
[3] youtube.com
[1] montrealethics.ai
[1] mit.edu

Top Domains in Tweet in G9:
[46] forbes.com
[36] aitrends.com
[11] nationaldefensemagazine.org
[10] mddionline.com
[9] venturebeat.com
[7] computerweekly.com
[6] brookings.edu
[5] techhq.com
[5] nytimes.com
[3] cmswire.com

Top Domains in Tweet in G10:
[32] twitter.com
[18] futurelearn.com
[1] springer.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2547] ai
[1608] ethics
[957] artificialintelligence
[724] machinelearning
[710] nlp
[621] datascience
[596] bigdata
[580] deeplearning
[568] python
[556] 100daysofcode



Top Hashtags in Tweet in G1:
[135] ai
[87] ethics
[67] aiethics
[34] ethicalai
[33] responsibleai
[27] neh
[26] bigtech
[21] aieducation
[21] ethicsinai
[19] cogx2021

Top Hashtags in Tweet in G2:
[574] ai
[408] ethics
[234] artificialintelligence
[145] machinelearning
[125] bigdata
[109] fintech
[102] datascience
[99] deeplearning
[96] aiethics
[66] 100daysofcode

Top Hashtags in Tweet in G3:
[809] ai
[547] artificialintelligence
[497] machinelearning
[478] python
[470] 100daysofcode
[451] datascience
[449] deeplearning
[447] iot
[420] bigdata
[392] nlp

Top Hashtags in Tweet in G4:
[66] ai
[35] ethics
[14] artificialintelligence
[13] ml
[11] technology
[8] aiethics
[7] innovation
[7] machinelearning
[6] ui
[4] moralmachine

Top Hashtags in Tweet in G5:
[126] ai
[92] artificialintelligence
[53] ethics
[38] machinelearning
[27] deeplearning
[21] bigdata
[20] aiethics
[19] iot
[19] nlp
[19] osfair2021

Top Hashtags in Tweet in G6:
[159] ai
[146] ethics
[40] aiethics
[38] data
[32] research
[27] ethicalai
[25] artificialintelligence
[24] responsibleai
[23] ia
[22] tech

Top Hashtags in Tweet in G7:
[10] aoir2021
[1] ai

Top Hashtags in Tweet in G8:
[38] ai
[21] ethics
[8] aiethics
[6] datascience
[4] biomedicine
[4] bdsil2022
[4] dicisionforests
[4] pandas
[3] tensorflow
[3] numpy

Top Hashtags in Tweet in G9:
[119] ai
[98] ethics
[25] aiandbusinessstrategy
[24] ethicsandsocialissues
[12] ml
[10] healthtech
[10] dataprivacyandsecurity
[8] bigdata
[6] forbes
[6] technology

Top Hashtags in Tweet in G10:
[7] philosophytwitter
[7] academicchatter
[1] ai

Top Words
Top Words in Tweet in Entire Graph:
[2983] ai
[2805] ethics
[2766] #ai
[1690] #ethics
[1132] tech
[1093] #artificialintelligence
[866] #machinelearning
[829] artificial
[822] intelligence
[779] #nlp

Top Words in Tweet in G1:
[738] ai
[518] gebru
[507] tech
[496] timnit
[471] over
[444] research
[441] google
[440] accountable
[437] hold
[434] plan

Top Words in Tweet in G2:
[600] #ai
[450] #ethics
[360] ethics
[337] #artificialintelligence
[301] ai
[240] #machinelearning
[182] betamoroney
[170] cc
[162] enilev
[158] #deeplearning

Top Words in Tweet in G3:
[868] #ai
[688] ethics
[566] #artificialintelligence
[536] #machinelearning
[534] #python
[513] #100daysofcode
[486] stute
[483] #datascience
[477] artificial
[475] #deeplearning

Top Words in Tweet in G4:
[308] ai
[247] ethics
[66] #ai
[55] tech
[35] #ethics
[34] big
[33] data
[30] human
[27] more
[26] responsible

Top Words in Tweet in G5:
[131] #ai
[111] ethics
[102] #artificialintelligence
[77] ai
[56] #ethics
[45] #machinelearning
[32] #deeplearning
[31] more
[30] artificial
[30] intelligence

Top Words in Tweet in G6:
[164] #ai
[151] #ethics
[82] ai
[73] ethics
[57] parolees
[41] #aiethics
[38] #data
[34] artificial
[32] #research
[30] intelligence

Top Words in Tweet in G7:
[98] report
[93] ethics
[93] ai
[87] perspective
[77] first
[77] series
[77] gender
[77] africa
[77] favourboroks
[49] upcoming

Top Words in Tweet in G8:
[38] #ai
[32] ethics
[27] tech
[22] ai
[22] miad
[22] knowledge
[22] power
[22] requires
[21] #ethics
[15] women

Top Words in Tweet in G9:
[121] #ai
[99] #ethics
[49] ai
[39] forbes
[36] ethical
[31] business
[29] big
[26] ethics
[25] content
[25] moderation

Top Words in Tweet in G10:
[103] design
[101] philosophy
[101] technology
[100] course
[82] weeks
[62] ethics
[61] ai
[50] fully
[50] revised
[50] free

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[814] artificial,intelligence
[614] ai,ethics
[533] big,tech
[518] timnit,gebru
[488] #100daysofcode,#python
[454] #ai,#ethics
[447] ai,research
[445] research,plan
[445] plan,hold
[443] tech,accountable

Top Word Pairs in Tweet in G1:
[456] timnit,gebru
[430] big,tech
[420] research,plan
[420] plan,hold
[419] tech,accountable
[416] hold,big
[415] ai,research
[414] gebru,ousted
[414] ousted,google
[414] google,over

Top Word Pairs in Tweet in G2:
[176] #ai,#ethics
[99] #artificialintelligence,#ai
[85] artificial,intelligence
[69] nicochan33,betamoroney
[61] #100daysofcode,#python
[59] immbm,jblefevre60
[57] #machinelearning,#deeplearning
[57] ethics,#machinelearning
[55] ai,ethics
[53] tobiaskintzel,frronconi

Top Word Pairs in Tweet in G3:
[469] artificial,intelligence
[408] #100daysofcode,#python
[259] ethics,artificial
[258] #artificialintelligence,#ai
[257] #python,#machinelearning
[248] #datascience,#100daysofcode
[247] talk,tech
[247] tech,regulation
[247] regulation,ethics
[245] #bigdata,#deeplearning

Top Word Pairs in Tweet in G4:
[97] ai,ethics
[29] ethics,ai
[22] big,tech
[16] ethics,chief
[16] plan,rethink
[16] rethink,big
[15] chief,plan
[14] ai,development
[14] development,guided
[14] guided,ethics

Top Word Pairs in Tweet in G5:
[30] artificial,intelligence
[28] ai,ethics
[25] #artificialintelligence,#ai
[23] ethics,artificial
[19] #100daysofcode,#python
[16] #girlswhocode,#womenintech
[16] #womenintech,#womeninstem
[16] #womeninstem,#coding
[16] #coding,#programing
[16] #programing,#language

Top Word Pairs in Tweet in G6:
[30] artificial,intelligence
[27] ai,ethics
[25] #aiethics,#ethicalai
[21] #ai,#ethics
[21] #ethicalai,#responsibleai
[21] #ethics,#aiethics
[19] intervals,parolees
[19] parolees,bracelets
[19] bracelets,collect
[19] collect,time

Top Word Pairs in Tweet in G7:
[77] gender,ethics
[77] ethics,perspective
[49] report,upcoming
[49] upcoming,event
[49] event,releasing
[49] releasing,first
[49] first,part
[49] part,series
[49] series,engendering
[49] engendering,ai

Top Word Pairs in Tweet in G8:
[19] #ai,#ethics
[15] ethical,challenges
[14] ai,ethics
[12] cc,miad
[12] subscribed,bloomberg
[12] bloomberg,read
[12] read,timnit
[12] timnit,gebru
[12] gebru,always
[11] ethics,politics

Top Word Pairs in Tweet in G9:
[37] #ai,#ethics
[27] ethical,#ai
[25] content,moderation
[25] moderation,becoming
[25] becoming,big
[25] big,business
[25] business,ai
[25] ai,enlisted
[25] enlisted,help
[25] help,#aiandbusinessstrategy

Top Word Pairs in Tweet in G10:
[100] philosophy,technology
[100] technology,design
[50] fully,revised
[50] free,online
[50] online,course
[50] course,philosophy
[50] weeks,hours
[50] hours,study
[50] study,load
[50] load,each

Top Replied-To
Top Replied-To in Entire Graph:
@andrewyng
@beckershr
@vardi
@amandaaskell
@do_kinder
@butnotthecity
@jasonrohrer
@indielegion
@rotmanphilo
@rohn_jawls

Top Replied-To in G1:
@odihq
@datascibae
@boring_ai
@indielegion
@emmalbriant
@1n9r1d
@liquiddata
@mmitchell_ai
@ceo_aisoma
@danablankenhorn

Top Replied-To in G2:
@pierrepinna
@tobiaskintzel
@ianljones98
@khulood_almani
@andi_staub
@fdmts
@betamoroney
@beckershr
@vardi
@lyakovet

Top Replied-To in G3:
@butnotthecity
@rohn_jawls
@rotmanphilo
@innov8game
@join_ada
@abebab
@beckershr
@fsklerov
@amandaaskell
@ribarassoc

Top Replied-To in G5:
@andrewyng
@do_kinder
@beckershr
@noorshak
@danialthedrago1
@timnitgebru
@eve_gaumond
@mc_kupo
@existentialand
@spillteori

Top Replied-To in G6:
@eve_gaumond
@project_sherpa
@david_gunkel
@triresearch_
@protectalexa

Top Replied-To in G8:
@geminiimatt
@blackwomeninai
@gideonstrauss
@cfiesler

Top Replied-To in G10:
@johnrayknight
@schoeneggerphil
@mcoeckelbergh

Top Mentioned
Top Mentioned in Entire Graph:
@timnitgebru
@bw
@betamoroney
@enilev
@nicochan33
@psb_dc
@forbes
@curieuxexplorer
@tobiaskintzel
@techcrunch

Top Mentioned in G1:
@timnitgebru
@bw
@dinabass
@mmitchell_ai
@turinginst
@emilymbender
@mhairi_aitken
@david_gunkel
@adalovelaceinst

Top Mentioned in G2:
@betamoroney
@enilev
@nicochan33
@psb_dc
@curieuxexplorer
@sallyeaves
@tobiaskintzel
@frronconi
@forbes
@ragusosergio

Top Mentioned in G3:
@antgrasso
@ashfontana
@techcrunch
@gersonrolim
@intellimetri
@enricomolinari
@entrepreneur
@forbestech
@frankpasquale
@googlecloud

Top Mentioned in G4:
@trinityp3
@reset79392906

Top Mentioned in G5:
@microsoft
@mcoeckelbergh
@google
@ldntechweek
@aarushinair_
@hashnode
@un
@techuk
@nuriaoliver

Top Mentioned in G6:
@eraser
@project_sherpa
@mtlaiethics
@healthitnews
@coe4ai
@unesco
@metus
@dorotheabaur
@yattishr
@amazon

Top Mentioned in G7:
@favourboroks
@nabulegasandra
@garnettachieng
@chenaichair
@belonasonna
@neemaiyer
@shirarivnai
@bw
@lseforbusiness
@miad

Top Mentioned in G8:
@miad
@lseforbusiness
@psb_dc
@cfiesler
@noliewithbtc
@suburbanmom37
@mathbabedotorg
@sammaule
@motherjones
@stanforddaily

Top Mentioned in G9:
@forbes
@venturebeat
@alteryxdean
@nsf
@tamaramccleary
@nytimes
@harvardbiz
@eli_krumova
@project_sherpa
@callminer

Top Mentioned in G10:
@xphichatter
@ax_phi
@_amayamendiko

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@filafresh
@marshawright
@cybersec_feeds
@chidambara09
@sahelhkj
@teamyoutube
@lt38
@xaelbot
@codedailybot

Top Tweeters in G1:
@billm9
@evankirstel
@saragomezaranci
@n7irl
@business
@estarianne
@roripierpont1
@annoula64
@lorettabower3
@adunlea

Top Tweeters in G2:
@chidambara09
@andrewmorrisuk
@ml_tweet_bot
@fabriciosx
@godfrey_g_
@gezgintrk
@bot_innovation
@nicochan33
@sdreyse
@akwyz

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@xaelbot
@codedailybot
@thedeveloperbot
@thehill
@cybersecurityn8
@artificialbra1n
@ipythonistabot
@discovertech3

Top Tweeters in G4:
@derekjohnbryant
@schestowitz
@newsfilterio
@exbulletinuk
@uhiiman
@kervcristo
@shehzadyounis
@jnb2019
@miragenewscom
@pm_girl

Top Tweeters in G5:
@marshawright
@aldoceccarelli
@drumeshprabhu
@jayeshmthakur
@milocamj
@google
@nickystevo
@satyajit1910
@b0tsci
@vicecanada

Top Tweeters in G6:
@viralvideovlogs
@eraser
@beccanalia
@hubbucket
@htheike77
@docfreeride
@pequeninwarrior
@maperez324
@manifattura40
@ei9iw

Top Tweeters in G7:
@rajbhagwandin06
@followlori
@briddggeett_
@p2173
@lucianocantaro
@mikarv
@mayar_dollin
@chenaichair
@apc_news
@kyama_chama

Top Tweeters in G8:
@marypcbuk
@iramey
@ernieschell
@motherjones
@m_older
@py_data_sci
@opolotjohnpaul
@toputaaaa
@rosycoaching
@nicox2n

Top Tweeters in G9:
@filafresh
@dataaugmented
@stefan_laurell
@nytimes
@serverlessfan
@suriyasubraman
@openmarketingtv
@preciso_com
@jeremy13605986
@pdeppisch

Top Tweeters in G10:
@jmkorhonen
@mapc
@marijnprakke
@daraghobrien
@johnrayknight
@asnodeburidan
@privacy_law_eu
@peterhense
@_curly_nettie_
@ckohtala


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