%22machine learning%22, Twitter, 8/15/2020 12:29:52 AM, 232656


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%22machine learning%22_2020-08-14_16-57-37.xlsx
"machine learning"_2020-08-14_16-57-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2020
Short Description:
"machine learning" via NodeXL https://bit.ly/3kKYH6H
@ml_tweet_bot
@techtrendingnow
@hubofml
@blkhwk0ps
@itknowingness
@powerbi_pros
@jeremyphoward
@arkosiorek
@datasciencebot_
@spirosmargaris

Top hashtags:
#machinelearning
#ai
#datascience
#python
#bigdata
#ml

Description:
Description
The graph represents a network of 6,288 Twitter users whose tweets in the requested range contained ""machine learning"", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 15 August 2020 at 00:09 UTC.

The requested start date was Friday, 14 August 2020 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 2-day, 3-hour, 15-minute period from Tuesday, 11 August 2020 at 15:24 UTC to Thursday, 13 August 2020 at 18:40 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 : 6288
Unique Edges : 4637
Edges With Duplicates : 11172
Total Edges : 15809
Number of Edge Types : 5
Mentions : 2103
Retweet : 4860
MentionsInRetweet : 6276
Tweet : 2265
Replies to : 305
Self-Loops : 2334
Reciprocated Vertex Pair Ratio : 0.0241140420996536
Reciprocated Edge Ratio : 0.0470924938207363
Connected Components : 1464
Single-Vertex Connected Components : 782
Maximum Vertices in a Connected Component : 3283
Maximum Edges in a Connected Component : 11842
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.906917
Graph Density : 0.000194446839089182
Modularity : 0.456413
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 6,288 Twitter users whose tweets in the requested range contained "%22machine learning%22", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 15 August 2020 at 00:09 UTC.

The requested start date was Friday, 14 August 2020 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 2-day, 3-hour, 15-minute period from Tuesday, 11 August 2020 at 15:24 UTC to Thursday, 13 August 2020 at 18:40 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 : %22machine learning%22
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:
[20] https://techcrunch.com/2020/08/11/atomwises-machine-learning-based-drug-discovery-service-raises-123-million/
[8] https://www.amazon.com/Introduction-Machine-Learning-Python-Scientists/dp/1449369413/ref=as_li_ss_tl?crid=2UGM70T0A6VKL&dchild=1&keywords=machine+learning&qid=1597255854&sprefix=machine+,aps,402&sr=8-9&linkCode=sl1&tag=shehan0c-20&linkId=36c72154d0a968325ce3a4f6e24d36f3&language=en_US
[7] https://hashnode.com/identity?next=https://blog.gishub.org/earth-engine-tutorial-32-machine-learning-with-earth-engine-supervised-classification-ckdpvtjc2025al9s191v743b3
[7] https://www.dataschool.io/15-hours-of-expert-machine-learning-videos/
[4] https://techcrunch.com/2020/08/11/atomwises-machine-learning-based-drug-discovery-service-raises-123-million/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.datacenterknowledge.com/machine-learning/how-rbc-built-its-own-gpu-farm-artificial-intelligence-powered-banking-platform
[4] https://twinybots.ch/
[4] https://unc.peopleadmin.com/postings/181844
[4] https://www.youtube.com/playlist?list=PLiiljHvN6z1_o1ztXTKWPrShrMrBLo5P3

[4] https://searchstorage.techtarget.com/feature/Use-cases-for-object-storage-ramp-up-to-meet-emerging-demands

Top URLs in Tweet in G1:
[8] https://www.amazon.com/Introduction-Machine-Learning-Python-Scientists/dp/1449369413/ref=as_li_ss_tl?crid=2UGM70T0A6VKL&dchild=1&keywords=machine+learning&qid=1597255854&sprefix=machine+,aps,402&sr=8-9&linkCode=sl1&tag=shehan0c-20&linkId=36c72154d0a968325ce3a4f6e24d36f3&language=en_US
[4] https://physicsworld.com/a/autonomous-discovery-of-battery-electrolytes-with-robotic-experimentation-and-machine-learning/?utm_source=contentstudio.io&utm_medium=referral
[3] https://www.youtube.com/playlist?list=PLiiljHvN6z1_o1ztXTKWPrShrMrBLo5P3

[2] https://www.linkedin.com/pulse/combining-machine-learning-mathematical-optimization-3-vazacopoulos
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fmachine-learning-and-signal-processing-103281d27c4b
[2] https://techcrunch.com/2020/08/11/atomwises-machine-learning-based-drug-discovery-service-raises-123-million/?utm_source=dlvr.it&utm_medium=twitter
[2] https://medium.com/analytics-vidhya/dimensionality-reduction-in-machine-learning-179ba0c83066
[2] https://www2.deloitte.com/us/en/pages/consulting/articles/tax-audit-work-smarter-collaborate-and-innovate-with-cloud-and-ai-for-cloud-professionals-podcast-devops-machine-learning.html
[1] https://aws.amazon.com/blogs/machine-learning/detecting-and-analyzing-incorrect-model-predictions-with-amazon-sagemaker-model-monitor-and-debugger/?sc_channel=sm&sc_campaign=AI&sc_publisher=TWITTER&sc_country=Global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=sagemaker&trk=sagemaker_TWITTER&sc_content=blog&sc_category=Amazon+SageMaker&linkId=95898307
[1] https://aws.amazon.com/blogs/machine-learning/processing-pdf-documents-with-a-human-loop-using-amazon-textract-and-amazon-augmented-ai/?sc_channel=sm&sc_campaign=AI&sc_publisher=TWITTER&sc_country=Global&sc_geo=GLOBAL&sc_outcome=awareness&trk=n/a_TWITTER&sc_category=Amazon+Machine+Learning&linkId=96310375

Top URLs in Tweet in G2:
[13] https://techcrunch.com/2020/08/11/atomwises-machine-learning-based-drug-discovery-service-raises-123-million/
[4] https://searchstorage.techtarget.com/feature/Use-cases-for-object-storage-ramp-up-to-meet-emerging-demands
[3] https://twinybots.ch/
[3] https://www.datacenterknowledge.com/machine-learning/how-rbc-built-its-own-gpu-farm-artificial-intelligence-powered-banking-platform
[3] https://www.zdnet.com/article/python-powered-machine-learning-tool-drives-robot-farming-project/
[3] http://feedproxy.google.com/~r/techcrunch/startups/~3/LvPWprAmqEs/
[3] https://www.cio.com/article/3225445/machine-learning-success-stories.html
[2] https://weworkremotely.com/remote-jobs/data-revenue-machine-learning-engineer-python-medical-research
[1] https://www.linkedin.com/slink?code=d7Jpjty
[1] https://aminciradio.tumblr.com/post/626167279833513984/give-your-app-machine-learning-powered#_=_

Top URLs in Tweet in G3:
[2] https://www.forbes.com/sites/forbestechcouncil/2020/08/07/how-to-get-started-with-machine-learning/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[2] https://sloanreview.mit.edu/article/introducing-the-ai-machine-learning-imperative/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[1] https://www.cpomagazine.com/cyber-security/the-promise-and-challenges-of-ai-and-machine-learning-for-cybersecurity/?utm_campaign=coschedule&utm_source=twitter&utm_medium=cpomagazine&utm_content=The%20Promise%20and%20Challenges%20of%20AI%20and%20Machine%20Learning%20for%20Cybersecurity
[1] https://www.zdnet.fr/actualites/cybersecurite-pourquoi-l-ia-va-tout-changer-pour-le-meilleur-et-pour-le-pire-39900051.htm
[1] https://www.nortonlifelock.com/blogs/research-group/machine-learning-security
[1] https://analyticsindiamag.com/the-8-terms-every-machine-learning-beginner-should-know/
[1] https://thenextweb.com/neural/2020/08/13/image-scaling-attacks-highlight-dangers-of-adversarial-machine-learning-syndication/?utm_source=facebook.com&utm_medium=referral&utm_content=How%20to%20protect%20AI%20systems%20against%20image-scaling%20attacks&utm_campaign=share%2Bbutton
[1] https://spectrum.ieee.org/tech-talk/artificial-intelligence/machine-learning/new-records-for-ai-training?utm_source=circuitsandsensors&utm_medium=email&utm_campaign=circuitsandsensors-08-11-20&mkt_tok=eyJpIjoiTkdVNE1EZ3dNR0k1TVRZMCIsInQiOiI1OVVKaHJURHBlNCswdDRBMUhDazdodkhWektBK2JIN0hCSE1ucU84TVwvakdHbzZZak5CeEFJc3RCYUM3OTZqMElBaWRvNGpGRVM0UlRvWE9URTVNbmlVS0ZQcWVKOTZGWTJYOE5FZytrd1dZSCt5XC90ODVcL05udFNaTHVkZTl5diJ9
[1] https://aws.amazon.com/blogs/machine-learning/deriving-conversational-insights-from-invoices-with-amazon-textract-amazon-comprehend-and-amazon-lex/?sc_channel=sm&sc_campaign=AI&sc_publisher=TWITTER&sc_country=Global&sc_geo=GLOBAL&sc_outcome=awareness&trk=AI_TWITTER&sc_category=Amazon+Comprehend&linkId=96784465
[1] https://mobidev.biz/blog/future-ai-machine-learning-trends-to-impact-business

Top URLs in Tweet in G4:
[3] https://www.biotechniques.com/lab-design-machinery/machine-learning-algorithm-allows-for-multi-institution-collaboration-without-sharing-data/?utm_campaign=BioTechniques&utm_medium=email&_hsmi=93007813&_hsenc=p2ANqtz-8cWWZ8bVhNW5d2xm2hn8DYy59hynnzafqwOpJudw_GbgTq_r3j3WuFt8sGsjqU-nC3rA2PsmtMqPk69YSnBmfpMp1P2g&utm_content=93007813&utm_source=hs_email
[2] https://www.datasciencecentral.com/profiles/blogs/bayesian-machine-learning-part-1
[2] https://www.datasciencecentral.com/profiles/blogs/bayesian-machine-learning
[2] https://www.datasciencecentral.com/profiles/blogs/bayesian-machine-learning-1
[1] https://www.wfmz.com/news/pr_newswire/pr_newswire_technology/blacklight-solutions-unveils-software-to-simplify-business-analytics-with-ai-and-machine-learning/article_9711026e-c7c0-5dd1-a3f9-618253335d89.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] https://aws.amazon.com/blogs/machine-learning/deriving-conversational-insights-from-invoices-with-amazon-textract-amazon-comprehend-and-amazon-lex/?sc_channel=sm&sc_campaign=AI&sc_publisher=TWITTER&sc_country=Global&sc_geo=GLOBAL&sc_outcome=awareness&trk=AI_TWITTER&sc_category=Amazon+Comprehend&linkId=96784465
[1] https://www.amazon.jobs/en/teams/aws-machine-learning?cmpid=SMTWAW4861B&sc_channel=sm&sc_campaign=Recruiting_Hiring&sc_publisher=TWITTER&sc_country=Global&sc_geo=GLOBAL&sc_outcome=lead_gen&trk=recruiting_landingpage_ml_TWITTER&sc_content=recruiting_landingpage_ml&linkId=96657814
[1] https://news.artnet.com/art-world/designer-used-machine-learning-make-photorealistic-portraits-54-roman-emperors-see-uncanny-results-1901315?utm_content=from_www.artnet.com&utm_source=Sailthru&utm_medium=email&utm_campaign=EUR%20Aug%2012%20PM&utm_term=EUR%20Daily%20Newsletter%20%5BAFTERNOON%5D
[1] https://app.work4labs.com/list/9445547199/standalone?app_data=job%2F116579603&from_job_alert=0&data=slashref___post_id%2Fdea0e2c7ce2ee4e420bdf142dec26b39d6b87be3%2Fjob_distributor_id%2F62398%2Fuid%2F10154076856723037%2Flanguage%2Fen%2Fnetwork%2Ftwitter&ref=distributor_share
[1] https://sforce.co/31tojMD

Top URLs in Tweet in G5:
[1] https://medium.com/people-ai-research/machine-learnings-triangle-of-error-2c05267cb2bd?source=rss-------8-----------------artificial_intelligence&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[1] https://twitter.com/math_rachel/status/1293695536604700672?s=20

Top URLs in Tweet in G8:
[2] https://www.cio.com/article/3570613/ai-and-machine-learning-powering-the-next-gen-enterprise.html
[1] https://www.cio.com/article/3570613/ai-and-machine-learning-powering-the-next-gen-enterprise.html?utm_campaign=organic&utm_medium=social&utm_content=content&utm_source=linkedin

Top URLs in Tweet in G10:
[4] https://unc.peopleadmin.com/postings/181844
[2] https://techcrunch.com/2020/08/11/atomwises-machine-learning-based-drug-discovery-service-raises-123-million/
[2] https://trib.al/4GPZE1B
[1] https://techcrunch.com/2020/08/11/atomwises-machine-learning-based-drug-discovery-service-raises-123-million/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.atomwise.com/2020/08/11/atomwise-raises-123-million-in-series-b-financing-co-led-by-b-capital-group-and-sanabil/

Top Domains
Top Domains in Tweet in Entire Graph:
[137] medium.com
[133] linkedin.com
[130] twitter.com
[126] forbes.com
[101] cio.com
[100] amazon.com
[95] github.io
[90] twinybots.ch
[76] zdnet.com
[64] deepai.org

Top Domains in Tweet in G1:
[57] amazon.com
[45] twinybots.ch
[45] zpy.io
[41] medium.com
[38] forbes.com
[33] run.ai
[30] machinelearningmastery.com
[28] media4you.social
[28] iammarketingmedia.com
[26] kdnuggets.com

Top Domains in Tweet in G2:
[57] linkedin.com
[33] twitter.com
[25] techcrunch.com
[24] medium.com
[21] cio.com
[19] google.com
[18] amazon.com
[16] artnet.com
[16] upflow.co
[14] forbes.com

Top Domains in Tweet in G3:
[62] forbes.com
[29] zdnet.com
[17] cio.com
[14] towardsdatascience.com
[14] analyticsindiamag.com
[13] cornell.edu
[13] confetti.ai
[11] amazon.com
[10] mit.edu
[8] upenn.edu

Top Domains in Tweet in G4:
[21] twinybots.ch
[14] zdnet.com
[13] datasciencecentral.com
[13] techtarget.com
[13] linkedin.com
[11] venturebeat.com
[10] aithority.com
[10] animenewsnetwork.com
[9] cio.com
[9] twitter.com

Top Domains in Tweet in G5:
[21] medium.com
[4] towardsdatascience.com
[2] challenge.gov
[2] siecledigital.fr
[2] newsbloggedtoday.com
[1] twitter.com
[1] org.uk
[1] futurism.com
[1] run.ai
[1] globalbigdataconference.com

Top Domains in Tweet in G6:
[68] github.io
[3] twitter.com
[2] youtube.com
[2] tandfonline.com
[2] physionet.org
[2] github.com
[1] arxiv.org
[1] blogspot.com
[1] kdnuggets.com
[1] morioh.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] arxiv.org
[1] github.io
[1] zdnet.com
[1] zoom.us

Top Domains in Tweet in G8:
[21] cio.com
[4] 7wdata.be
[3] infoworld.com
[2] csoonline.com
[2] twitter.com
[1] bit.ly
[1] lbl.gov
[1] oreilly.com
[1] d2iq.com
[1] mlinproduction.com

Top Domains in Tweet in G10:
[12] peopleadmin.com
[10] techcrunch.com
[4] trib.al
[1] co.uk
[1] github.io
[1] googleblog.com
[1] analyticsindiamag.com
[1] unc.edu
[1] zoom.us
[1] atomwise.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2036] machinelearning
[1187] ai
[813] datascience
[597] python
[496] bigdata
[473] ml
[360] artificialintelligence
[322] deeplearning
[307] analytics
[280] iot



Top Hashtags in Tweet in G1:
[1273] machinelearning
[669] datascience
[571] ai
[552] python
[357] bigdata
[246] deeplearning
[238] analytics
[234] rstats
[226] iot
[211] ml

Top Hashtags in Tweet in G2:
[94] machinelearning
[83] ai
[27] ml
[23] artificialintelligence
[18] learning
[11] machine
[10] python
[8] iot
[8] deeplearning
[8] covid_19

Top Hashtags in Tweet in G3:
[280] machinelearning
[274] ai
[126] ml
[73] bigdata
[70] dl
[66] datascience
[64] cybersecurity
[54] artificialintelligence
[48] fintech
[35] covid_19

Top Hashtags in Tweet in G4:
[132] machinelearning
[89] ai
[51] bigdata
[41] ml
[39] artificialintelligence
[30] analytics
[28] datascience
[27] learning
[22] analyticship
[22] bi

Top Hashtags in Tweet in G5:
[23] machinelearning
[13] datascience
[8] data
[8] learning
[4] artificialintelligence
[3] ai
[2] aioutsidein
[2] google
[2] humancentereddesign
[2] sleep

Top Hashtags in Tweet in G6:
[4] machinelearning
[2] datascience
[2] ai
[1] data
[1] kdn
[1] cybersecurity
[1] mlsa
[1] ml

Top Hashtags in Tweet in G7:
[2] datascience
[1] python
[1] pytorch
[1] farming

Top Hashtags in Tweet in G8:
[27] machinelearning
[25] ai
[14] ml
[9] artificialintelligence
[9] cloud
[9] techspotlight
[3] datascience
[2] virtualassistant
[2] networkautomation
[2] chatbots

Top Hashtags in Tweet in G10:
[5] machinelearning
[3] cdlalumni
[2] ai
[1] theinsaneapp
[1] ml
[1] bigdata
[1] datascience
[1] rstats
[1] university
[1] public

Top Words
Top Words in Tweet in Entire Graph:
[6027] learning
[5792] machine
[2036] #machinelearning
[1187] #ai
[1119] data
[878] ai
[815] #datascience
[598] more
[597] #python
[496] #bigdata

Top Words in Tweet in G1:
[1871] learning
[1764] machine
[1273] #machinelearning
[671] #datascience
[572] #ai
[552] #python
[357] #bigdata
[339] data
[303] 2020
[263] python

Top Words in Tweet in G2:
[818] learning
[790] machine
[193] data
[151] ai
[94] #machinelearning
[83] #ai
[56] more
[55] artificial
[52] intelligence
[51] using

Top Words in Tweet in G3:
[400] learning
[392] machine
[280] #machinelearning
[272] #ai
[126] #ml
[84] ai
[76] intelligence
[73] #bigdata
[70] #dl
[69] more

Top Words in Tweet in G4:
[564] learning
[549] machine
[132] #machinelearning
[101] ai
[99] data
[90] #ai
[51] #bigdata
[47] research
[45] use
[43] more

Top Words in Tweet in G5:
[108] eugenegu
[100] more
[99] important
[99] discuss
[98] andrewyang
[98] andrew
[98] yang
[98] idea
[98] universal
[98] basic

Top Words in Tweet in G6:
[164] learning
[162] machine
[68] wondered
[68] sets
[68] here's
[68] fresh
[68] blog
[68] topic
[68] enjoy
[67] arkosiorek

Top Words in Tweet in G7:
[156] learning
[132] course
[90] machine
[66] fastai2
[66] released
[66] aug
[66] 21st
[66] includes
[66] both
[66] deep

Top Words in Tweet in G8:
[62] cioonline
[55] ml
[54] ai
[46] csoonline
[44] infoworld
[42] computerworld
[37] machine
[33] networkworld
[33] learning
[30] time

Top Words in Tweet in G9:
[136] discussing
[68] really
[68] state
[68] religion
[68] sponsored
[68] death
[68] penalty
[68] 21st
[68] century
[68] seriously

Top Words in Tweet in G10:
[52] machine
[51] learning
[16] atomwiseinc
[14] drug
[14] discovery
[12] yes
[12] doc
[12] opening
[12] lab
[12] posted

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5630] machine,learning
[329] artificial,intelligence
[321] #ai,#machinelearning
[301] data,science
[268] ai,machine
[240] #bigdata,#analytics
[234] deep,learning
[213] #analytics,#datascience
[204] #iot,#iiot
[167] #datascience,#ai

Top Word Pairs in Tweet in G1:
[1742] machine,learning
[209] #ai,#machinelearning
[196] #bigdata,#analytics
[194] #analytics,#datascience
[184] #iot,#iiot
[147] #datascience,#ai
[142] zero,mastery
[137] complete,#python
[137] #python,#developer
[137] #developer,2020

Top Word Pairs in Tweet in G2:
[779] machine,learning
[58] ai,machine
[46] artificial,intelligence
[31] learning,based
[31] big,data
[25] based,drug
[25] drug,discovery
[25] data,science
[24] discovery,service
[24] raises,123

Top Word Pairs in Tweet in G3:
[389] machine,learning
[67] artificial,intelligence
[66] #ml,#dl
[66] #ai,#ml
[55] intelligence,machine
[53] #ai,#machinelearning
[51] learning,increasingly
[51] increasingly,take
[51] take,more
[51] more,decisions

Top Word Pairs in Tweet in G4:
[531] machine,learning
[28] #bigdata,#analytics
[28] ai,machine
[28] artificial,intelligence
[23] #ml,#ai
[22] #analyticship,#bi
[22] #bi,#ml
[22] #ai,#bigdata
[22] #analytics,#hied
[17] deep,learning

Top Word Pairs in Tweet in G5:
[98] andrewyang,andrew
[98] andrew,yang
[98] yang,idea
[98] idea,universal
[98] universal,basic
[98] basic,income
[98] income,more
[98] more,important
[98] important,discuss
[98] discuss,during

Top Word Pairs in Tweet in G6:
[162] machine,learning
[68] wondered,machine
[68] learning,sets
[68] sets,here's
[68] here's,fresh
[68] fresh,blog
[68] blog,topic
[68] topic,enjoy
[67] arkosiorek,wondered
[67] enjoy,htt

Top Word Pairs in Tweet in G7:
[90] machine,learning
[66] fastai2,course
[66] course,released
[66] released,aug
[66] aug,21st
[66] 21st,course
[66] course,includes
[66] includes,both
[66] both,machine
[66] learning,deep

Top Word Pairs in Tweet in G8:
[36] ai,ml
[33] machine,learning
[30] time,ai
[30] ml,strategy
[30] strategy,shape
[30] cioonline,computerworld
[30] computerworld,csoonline
[30] infoworld,networkworld
[26] csoonline,infoworld
[26] networkworld,dissect

Top Word Pairs in Tweet in G9:
[68] really,discussing
[68] discussing,state
[68] state,religion
[68] religion,sponsored
[68] sponsored,death
[68] death,penalty
[68] penalty,21st
[68] 21st,century
[68] century,seriously
[68] seriously,concurrently

Top Word Pairs in Tweet in G10:
[50] machine,learning
[14] drug,discovery
[12] yes,doc
[12] doc,opening
[12] opening,lab
[12] lab,posted
[12] posted,focus
[12] focus,immunology
[12] immunology,machine
[11] iskander,yes

Top Replied-To
Top Replied-To in Entire Graph:
@haysstanford
@jamiewithorne
@paulwebsec
@pacmannai
@francis_arturo_
@kamradlegasov
@helenleigh
@seemasaharan5
@devinthedumb
@dabit3

Top Replied-To in G1:
@wimlds
@machinelearnflx
@ml_nlp
@icmlconf
@jmlrorg
@wimlworkshop
@haleykrag
@elly3y
@silithewolf
@affanarchist

Top Replied-To in G3:
@ibmresearch
@ignasand
@forbes

Top Replied-To in G4:
@jamiewithorne
@unitedimaginghc
@cadence
@oracle
@eliaswalyba
@ti_enjoli
@square
@aiadamuk
@servicenow
@bobehayes

Top Replied-To in G5:
@andrewyang
@gshotwell
@an0nymite
@samsungbioepis
@greenbackd

Top Replied-To in G6:
@danielskatz

Top Replied-To in G8:
@pbnews

Top Replied-To in G10:
@atomwiseinc
@amirsani
@balazskegl
@7innovator
@ryan_p_adams

Top Mentioned
Top Mentioned in Entire Graph:
@bylilyv
@gp_pulipaka
@eugenegu
@andrewyang
@arkosiorek
@jeremyphoward
@primeclasses_
@cioonline
@tayooye
@antgrasso

Top Mentioned in G1:
@bylilyv
@gp_pulipaka
@primeclasses_
@theinsaneapp
@datascience__
@amazonscience
@hubbucket
@courseverse
@pythonbot_
@kilarithejasree

Top Mentioned in G2:
@juchtervbergen
@semanticbeeng
@schoolofdatas
@sammeer_krayem
@nealkhosla
@csatrpi
@mt_mags
@sasespana

Top Mentioned in G3:
@antgrasso
@spirosmargaris
@ipfconline1
@andi_staub
@deeplearn007
@fabriziobustama
@forbes
@xbond49
@paula_piccard

Top Mentioned in G4:
@awscloud
@microsoft
@kirkdborne
@ttbusinesstech
@venturebeat
@cifar_news
@edburnstt
@dr_ghill
@gpassosgomes
@a_aspuru_guzik

Top Mentioned in G5:
@eugenegu
@andrewyang
@mcqubit
@iconews
@greenbackd
@accessnow
@usgsa
@kareem_carr
@amazonscience
@microsoft

Top Mentioned in G6:
@arkosiorek
@omarsar0
@kylecranmer
@danielskatz
@marksneubauer
@jmgduarte
@jeremyphoward
@hepfeickert
@miketamir
@kdnuggets

Top Mentioned in G7:
@jeremyphoward
@math_rachel
@trishgreenhalgh
@risingodegua
@pytorch
@coderbunnyz
@datasciencenig
@snapchat
@snaplensstudio
@phloptik

Top Mentioned in G8:
@cioonline
@csoonline
@computerworld
@infoworld
@networkworld
@berkeleylab
@ethicalml
@honeywell
@officedepot
@dartmouth

Top Mentioned in G9:
@tayooye

Top Mentioned in G10:
@atomwiseinc
@iskander
@dcvc
@creativereview
@mattocko
@techcrunch
@alexandradaisy
@fact_liverpool
@jshieber
@abeheifets

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@engineersday
@quibellpaul
@sonuise
@indiegametrends
@chidambara09
@leratomannya
@cybersec_feeds
@evankirstel
@baarahk

Top Tweeters in G1:
@sectest9
@chidambara09
@aaroncuddeback
@sudeepkhatri
@iam__network
@femtech_
@taieb_bot
@xaelbot
@codedailybot
@calcaware

Top Tweeters in G2:
@sonuise
@avinash_mailme
@breizh2008
@evanderburg
@tjobseng
@jasonhartsoe
@flashalert_me
@v_shakthi
@visualstockrsrc
@hntweets

Top Tweeters in G3:
@cybersec_feeds
@evankirstel
@baarahk
@zimei_no_ri
@fintechna
@tess_blue815
@biconnections
@nicochan33
@gezgintrk
@ssxman2

Top Tweeters in G4:
@shoutgracegrace
@ti_enjoli
@innerfury4k
@silentseawolf
@b2community
@artstrada
@12bravogran
@bradbennett
@tirukuralkaram
@venturebeat

Top Tweeters in G5:
@reagancbrown
@santchiweb
@wechoosewisdom
@lawgirl318
@nycknp
@heatherj750
@urocklive1
@eegarim
@chipnnolna
@newsblogged

Top Tweeters in G6:
@eighttons
@twttimes
@strangeqargo
@renato_umeton
@sythonuk
@jmsl
@muktabh
@israrawan
@timpatalpostma
@astro_erik

Top Tweeters in G7:
@pentar0o
@trishgreenhalgh
@ykro
@jeremyphoward
@aszapla
@therockstardba
@gilaniali
@rodoume
@bocahsoto
@samcharrington

Top Tweeters in G8:
@rosenchild
@debraruh
@7wdata
@ivaanmc
@eric_kavanagh
@hakangunery_
@mastercard
@computerworld
@dhinchcliffe
@cioonline

Top Tweeters in G9:
@lewisince88
@uncle_zubby
@neneeugene_
@oluwole_dada
@yean__cah
@efosa_md
@paulchigozie
@samdhare
@mista_ope
@fash360degree

Top Tweeters in G10:
@itknowingness
@ansisegle
@ayirpelle
@techcrunch
@techmemechatter
@marsdd
@bbwritercrd
@andreweeckert
@marcosluis2186
@creativereview