%22machine learning%22, Twitter, 12/7/2019 10:59:51 PM, 218356


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%22machine learning%22_2019-12-07_12-26-13.xlsx
"machine learning"_2019-12-07_12-26-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2019
Short Description:
"machine learning" via NodeXL http://bit.ly/36g2EYO
@leggendario12
@kirkdborne
@thecuriousluke
@gp_pulipaka
@dynamicwebpaige
@ronald_vanloon
@machinelearnflx
@datasciencectrl
@getremotify
@theophite

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

Description:
Description
The graph represents a network of 4,519 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, 07 December 2019 at 20:29 UTC.

The requested start date was Saturday, 07 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 9-hour, 24-minute period from Thursday, 28 November 2019 at 23:26 UTC to Saturday, 30 November 2019 at 08:50 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 : 4519
Unique Edges : 5599
Edges With Duplicates : 1593
Total Edges : 7192
Number of Edge Types : 3
Mentions : 5147
Tweet : 1878
Replies to : 167
Self-Loops : 1878
Reciprocated Vertex Pair Ratio : 0.0151196976060479
Reciprocated Edge Ratio : 0.0297889946214315
Connected Components : 1181
Single-Vertex Connected Components : 661
Maximum Vertices in a Connected Component : 2089
Maximum Edges in a Connected Component : 4560
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.345692
Graph Density : 0.000236765313656245
Modularity : 0.658767
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,519 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, 07 December 2019 at 20:29 UTC.

The requested start date was Saturday, 07 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 9-hour, 24-minute period from Thursday, 28 November 2019 at 23:26 UTC to Saturday, 30 November 2019 at 08:50 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:
[70] https://www.forbes.com/sites/forbestechcouncil/2019/11/06/the-next-generation-applications-of-artificial-intelligence-and-machine-learning/
[49] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[38] https://techcrunch.com/2019/11/26/new-amazon-capabilities-put-machine-learning-in-reach-of-more-developers/
[37] https://www.zdnet.com/article/alibaba-cloud-publishes-machine-learning-algorithm-on-github/
[31] https://www.datasciencecentral.com/profiles/blogs/how-spotify-know-a-lot-about-you-using-machine-learning-and-ai
[31] https://school.geekwall.in/p/Bk7E2CJEH/python-libraries-for-interpretable-machine-learning
[31] https://www.cpomagazine.com/cyber-security/the-promise-and-challenges-of-ai-and-machine-learning-for-cybersecurity/
[27] https://www.datasciencecentral.com/profiles/blogs/critical-tools-used-in-the-data-science-domain
[26] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fthe-differences-between-ai-deep-learning-machine-learning-nlp-caac2dfafbd
[24] https://www.datasciencecentral.com/profiles/blogs/chaos-attractors-in-machine-learning-systems

Top URLs in Tweet in G1:
[13] https://www.zdnet.com/article/alibaba-cloud-publishes-machine-learning-algorithm-on-github/
[11] https://www.technologyreview.com/s/614742/machine-learning-has-revealed-exactly-how-much-of-a-shakespeare-play-was-written-by-someone/
[10] https://twinybots.ch/
[9] https://www.cpomagazine.com/cyber-security/the-promise-and-challenges-of-ai-and-machine-learning-for-cybersecurity/
[7] http://h2o.ai/
[7] https://marketingland.com/aws-makes-it-easier-to-add-machine-learning-prediction-models-to-your-martech-tools-dashboards-271967?utm_source=dlvr.it&utm_medium=twitter
[5] https://towardsdatascience.com/machine-learning-in-javascript-b8b0f9f149aa
[5] https://hub.packtpub.com/machine-learning-ethics-what-you-need-to-know-and-what-you-can-do/
[4] https://twitter.com/mykola/status/1198719315589160960
[4] https://www.forbes.com/sites/forbestechcouncil/2019/11/06/the-next-generation-applications-of-artificial-intelligence-and-machine-learning/

Top URLs in Tweet in G2:
[43] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[29] https://www.datasciencecentral.com/profiles/blogs/how-spotify-know-a-lot-about-you-using-machine-learning-and-ai
[21] https://www.datasciencecentral.com/profiles/blogs/critical-tools-used-in-the-data-science-domain
[19] https://www.datasciencecentral.com/profiles/blogs/chaos-attractors-in-machine-learning-systems
[14] https://medium.com/p/10-machine-learning-methods-that-every-data-scientist-should-know-3cc96e0eeee9
[13] https://www.spell.run:443/
[12] https://dy.si/KWvkL
[12] https://www.forbes.com/sites/forbestechcouncil/2019/11/06/the-next-generation-applications-of-artificial-intelligence-and-machine-learning/
[10] https://www.datasciencecentral.com/profiles/blogs/40-tutorials-covering-all-aspects-of-machine-learning
[9] https://hub.packtpub.com/machine-learning-ethics-what-you-need-to-know-and-what-you-can-do/

Top URLs in Tweet in G3:
[15] https://www.forbes.com/sites/forbestechcouncil/2019/11/06/the-next-generation-applications-of-artificial-intelligence-and-machine-learning/
[7] https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-ai-explanations-to-increase-fairness-responsibility-and-trust
[6] https://www.cpomagazine.com/cyber-security/the-promise-and-challenges-of-ai-and-machine-learning-for-cybersecurity
[6] https://github.com/alibaba/Alink/blob/master/README.en-US.md
[6] https://www.cpomagazine.com/cyber-security/the-promise-and-challenges-of-ai-and-machine-learning-for-cybersecurity/
[5] https://www.forbes.com/sites/forbestechcouncil/2019/05/24/machine-learning-for-the-rest-of-us-how-to-cultivate-the-citizen-data-scientist/
[5] https://www.crn.com/slide-shows/internet-of-things/the-10-hottest-ai-and-machine-learning-startups-of-2019
[4] https://www.zdnet.com/article/alibaba-cloud-publishes-machine-learning-algorithm-on-github/
[4] https://www.elastic.co/es/blog/machine-learning-for-cybersecurity-only-as-effective-as-your-implementation?utm_content=buffer05c1e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] http://link.la-forge.tech/?url=https://www.cpomagazine.com/cyber-security/the-promise-and-challenges-of-ai-and-machine-learning-for-cybersecurity/&title=The+Promise+and+Challenges+of+AI+and+Machine+Learning+for+Cybersecurity+-+CPO+Magazine

Top URLs in Tweet in G4:
[22] https://school.geekwall.in/p/Bk7E2CJEH/python-libraries-for-interpretable-machine-learning
[13] https://medium.com/m/global-identity?redirectUrl=https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463
[13] https://morioh.com/p/6e560ad84676/how-to-prepare-your-dataset-for-machine-learning-in-python
[12] https://couponos.me/coupon/complete-data-science-machine-learning-bootcamp/
[7] https://morioh.com/p/110779acf439/deep-learning-tutorial-with-python-machine-learning-with-neural-networks
[6] https://www.giftcourse.me/2019/11/demystifying-ai-machine-learning-and-deep-learning-course.html
[5] https://www.udacity.com/
[5] https://www.datasciencecentral.com/profiles/blogs/difference-between-machine-learning-data-science-ai-deep-learning
[4] https://morioh.com/p/854910656eeb?f=5c21fb01c16e2556b555ab32
[4] https://www.analyticsinsight.net/leading-edge-applications-of-machine-learning-and-artificial-intelligence/

Top URLs in Tweet in G5:
[3] https://medium.com/@dhormale/integrate-machine-learning-tensorflow-model-with-angular-d72ec9287520
[3] https://twitter.com/africanpsycho1/status/1199749398651166720
[1] https://boingboing.net/2019/11/29/chicago-game-cafe.html
[1] https://youtu.be/iVKa8SZQdPI
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-019-12928-6
[1] https://cmu.taleo.net/careersection/2/jobsearch.ftl?lang=en&KEYWORD=computer%20science,%20math,%20or%20physics%20machine%20learning%20department
[1] https://www.zdnet.com/article/alibaba-cloud-publishes-machine-learning-algorithm-on-github/?ftag=COS-05-10aaa0g&taid=5de08d7a86d8c600013cf633&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://www.rand.org/blog/2019/11/did-no-one-audit-the-apple-card-algorithm.html?utm_campaign=&utm_content=1574448103&utm_medium=rand_social&utm_source=twitter
[1] https://medium.com/m/global-identity?redirectUrl=https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463
[1] https://armsummit.bemyapp.com/sessions#arduino

Top URLs in Tweet in G6:
[9] https://techcrunch.com/2019/11/26/new-amazon-capabilities-put-machine-learning-in-reach-of-more-developers/
[6] https://okt.to/TCwiek
[3] https://interestingengineering.com/7-great-free-online-courses-to-help-you-learn-about-ai-and-machine-learning
[2] https://sdtimes.com/data/new-amazon-aurora-integrations-make-machine-learning-more-accessible-to-developers/
[2] https://siliconangle.com/2019/11/27/ai-cloud-aws-makes-machine-learning-accessible-developers/
[2] https://aws.amazon.com/campaigns/free-machine-learning-on-AWS/?sc_channel=sm&sc_campaign=AI,AI+Community,Machine_Learning,Developer_Tools&sc_publisher=TWITTER&sc_country=Global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=emea19_gc400&trk=sm_emea19_gc400_39_TWITTER&sc_content=AI_Community&linkId=77944443
[2] https://thenextweb.com/hardfork/2019/11/27/microsoft-machine-learning-monero-mutating-miner-dexphot-malware/
[2] https://thefinancialbrand.com/71350/ai-machine-learning-analytics-marketing-banking-trends/
[2] https://arxiv.org/abs/1911.10500
[2] https://bitprime.co/new-amazon-capabilities-put-machine-learning-in-reach-of-more-developers-techcrunch/

Top URLs in Tweet in G7:
[3] https://socialmediahq.com/how-instagram-is-using-machine-learning-to-detect-bullying-on-the-platform/
[3] https://inc42.com/features/how-is-machine-learning-used-in-finance/
[2] https://techbies.tech.blog/2019/11/28/tensor-processing-unit-tpu-technical-paper/
[2] https://omarjamil.com/posts/google_colab/
[2] https://www.apollo.io/companies/Alpha-Machine-Learning/54a127ed69702db64888aa00
[2] https://engineering.wustl.edu/news/Pages/Machine-learning-imaging-technique-may-boost-colon-cancer-diagnosis.aspx
[2] https://insights.dice.com/2019/11/29/data-scientists-machine-learning-skills-key-future-jobs/
[1] https://indianexpress.com/article/education/why-data-science-and-machine-learning-are-important-for-management-students-6115974/
[1] https://thenextweb.com/podium/2019/11/11/machine-learning-algorithms-and-the-art-of-hyperparameter-selection/
[1] https://www.zdnet.com/article/google-releases-source-code-of-new-on-device-machine-learning-solutions/

Top URLs in Tweet in G8:
[1] https://twitter.com/mykola/status/1198719315589160960
[1] https://machinelearningtokyo.com/2019/11/28/ml-math-reading-sessions/

Top URLs in Tweet in G9:
[2] https://www.forbes.com/sites/forbestechcouncil/2019/11/06/the-next-generation-applications-of-artificial-intelligence-and-machine-learning/
[1] https://www.zdnet.com/article/alibaba-cloud-publishes-machine-learning-algorithm-on-github/?ftag=COS-05-10aaa0g&taid=5de08d7a86d8c600013cf633&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://www.wired.com/wiredinsider/2019/10/from-diagnosis-to-holistic-patient-care-machine-learning-is-transforming-healthcare/?mbid=social_twitter_onsiteshare

Top URLs in Tweet in G10:
[4] https://www.analyticsvidhya.com/blog/2017/02/top-28-cheat-sheets-for-machine-learning-data-science-probability-sql-big-data/?utm_source=twitter.com&utm_medium=social
[3] https://www.forbes.com/sites/cognitiveworld/2019/11/29/is-machine-learning-really-ai-part-2/
[3] https://www.zdnet.com/article/alibaba-cloud-publishes-machine-learning-algorithm-on-github/
[2] https://www.linkedin.com/slink?code=fCciJPn
[2] https://insights.som.yale.edu/insights/how-machine-learning-can-find-extremists-on-social-media
[2] https://medicalxpress.com/news/2019-11-machine-tools-reveal-memories-coded.html
[2] http://www.opusip.co.uk/2019/11/28/new-european-patent-office-guidelines-protect-ai-and-machine-learning-inventions-www-computing-co-uk/
[2] https://e-learning-teleformacion.blogspot.com/2019/10/tech-e-training-artificial-intelligence.html
[2] https://phys.org/news/2019-11-battery-machine.html
[1] https://towardsdatascience.com/the-differences-between-ai-deep-learning-machine-learning-nlp-caac2dfafbd

Top Domains
Top Domains in Tweet in Entire Graph:
[197] datasciencecentral.com
[165] medium.com
[155] forbes.com
[128] twitter.com
[122] zpy.io
[77] towardsdatascience.com
[66] zdnet.com
[66] deepai.org
[64] linkedin.com
[59] techcrunch.com

Top Domains in Tweet in G1:
[33] linkedin.com
[29] twitter.com
[20] medium.com
[20] forbes.com
[18] technologyreview.com
[14] zdnet.com
[12] towardsdatascience.com
[12] reddit.com
[11] techcrunch.com
[11] datasciencecentral.com

Top Domains in Tweet in G2:
[159] datasciencecentral.com
[76] zpy.io
[55] medium.com
[45] deepai.org
[40] forbes.com
[34] kdnuggets.com
[31] twitter.com
[22] into.ai
[19] towardsdatascience.com
[17] packtpub.com

Top Domains in Tweet in G3:
[30] forbes.com
[12] cpomagazine.com
[9] google.com
[8] tobem.com
[7] iot.ng
[7] medium.com
[7] datasciencecentral.com
[7] la-forge.tech
[6] github.com
[5] crn.com

Top Domains in Tweet in G4:
[30] zpy.io
[26] morioh.com
[22] geekwall.in
[20] medium.com
[12] couponos.me
[7] stackoverflow.com
[6] amazon.com
[6] giftcourse.me
[6] programmer-books.com
[6] datasciencecentral.com

Top Domains in Tweet in G5:
[4] medium.com
[3] twitter.com
[3] bemyapp.com
[1] boingboing.net
[1] youtu.be
[1] nature.com
[1] taleo.net
[1] zdnet.com
[1] rand.org
[1] udemy.com

Top Domains in Tweet in G6:
[9] techcrunch.com
[7] okt.to
[7] bitprime.co
[5] amazon.com
[3] interestingengineering.com
[3] martechadvisor.com
[2] sdtimes.com
[2] siliconangle.com
[2] medium.com
[2] thenextweb.com

Top Domains in Tweet in G7:
[3] socialmediahq.com
[3] inc42.com
[2] tech.blog
[2] omarjamil.com
[2] apollo.io
[2] wustl.edu
[2] packtpub.com
[2] dice.com
[1] indianexpress.com
[1] thenextweb.com

Top Domains in Tweet in G8:
[1] twitter.com
[1] machinelearningtokyo.com

Top Domains in Tweet in G9:
[2] forbes.com
[1] zdnet.com
[1] wired.com

Top Domains in Tweet in G10:
[5] analyticsvidhya.com
[4] forbes.com
[3] linkedin.com
[3] co.uk
[3] zdnet.com
[2] towardsdatascience.com
[2] yale.edu
[2] medicalxpress.com
[2] blogspot.com
[2] amazon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1447] machinelearning
[906] ai
[440] datascience
[309] bigdata
[246] ml
[246] deeplearning
[237] artificialintelligence
[230] python
[160] iot
[148] analytics



Top Hashtags in Tweet in G1:
[74] machinelearning
[72] ai
[29] deeplearning
[24] ml
[18] datascience
[16] artificialintelligence
[10] data
[10] technology
[9] digitaltransformation
[8] bigdata

Top Hashtags in Tweet in G2:
[707] machinelearning
[355] ai
[221] datascience
[153] bigdata
[136] deeplearning
[112] artificialintelligence
[94] ml
[89] python
[73] ad
[52] mathematics

Top Hashtags in Tweet in G3:
[98] ai
[89] machinelearning
[29] cybersecurity
[27] bigdata
[27] ml
[26] datascience
[22] deeplearning
[21] artificialintelligence
[21] analytics
[19] iot

Top Hashtags in Tweet in G4:
[175] machinelearning
[93] datascience
[93] ai
[91] python
[83] bigdata
[80] analytics
[68] iot
[54] programming
[45] iiot
[41] javascript

Top Hashtags in Tweet in G5:
[9] machinelearning
[9] armaiotdevsummit
[6] artificialintelligence
[6] tensorflow
[6] angular
[6] javascript
[6] developerstudentclubs
[6] dscssa
[6] exploreml
[2] aiotdevsummit

Top Hashtags in Tweet in G6:
[28] machinelearning
[9] artificialintelligence
[7] ai
[5] tech
[5] androiddevchallenge
[4] bigdata
[4] risk
[3] cloud
[3] aws
[3] thanksgiving

Top Hashtags in Tweet in G7:
[37] ai
[31] ml
[23] machinelearning
[23] dl
[13] tech
[11] technology
[8] datascience
[6] neuralnetworks
[6] agi
[4] trending

Top Hashtags in Tweet in G9:
[2] machinelearning
[1] azure
[1] bigdata
[1] analytics
[1] datascience
[1] ai
[1] iot
[1] iiot
[1] pytorch

Top Hashtags in Tweet in G10:
[23] machinelearning
[9] ai
[6] python
[6] deeplearning
[6] artificialintelligence
[5] datascience
[5] nlp
[3] developers
[3] cloud
[3] beginners

Top Words
Top Words in Tweet in Entire Graph:
[2974] Words in Sentiment List#1: Positive
[1443] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[101702] Non-categorized Words
[106120] Total Words
[4100] learning
[4041] machine
[1447] #machinelearning
[968] data
[895] #ai

Top Words in Tweet in G1:
[704] learning
[670] machine
[113] ai
[108] data
[74] #machinelearning
[72] #ai
[50] more
[44] using
[43] artificial
[43] cloud

Top Words in Tweet in G2:
[782] learning
[748] machine
[707] #machinelearning
[355] #ai
[240] data
[221] #datascience
[163] kirkdborne
[153] #bigdata
[136] #deeplearning
[121] science

Top Words in Tweet in G3:
[211] learning
[200] machine
[98] #ai
[89] #machinelearning
[62] intelligence
[58] data
[57] artificial
[48] ai
[33] need
[31] scientists

Top Words in Tweet in G4:
[347] learning
[316] machine
[175] #machinelearning
[93] #datascience
[93] #ai
[88] #python
[83] #bigdata
[80] #analytics
[68] #iot
[60] gp_pulipaka

Top Words in Tweet in G5:
[101] learning
[100] machine
[50] tensorflow
[32] world
[31] driver
[31] executor
[31] publisher
[31] next
[31] production
[31] robert_crowe

Top Words in Tweet in G6:
[78] machine
[74] learning
[46] awscloud
[39] amazon
[32] data
[30] build
[28] #machinelearning
[27] looking
[26] deploy
[21] aws

Top Words in Tweet in G7:
[79] learning
[77] machine
[56] 3blue1brown
[37] #ai
[31] #ml
[29] understand
[28] emails
[28] funny
[28] dear
[28] lt

Top Words in Tweet in G8:
[69] machine
[69] learning
[62] models
[53] data
[50] permit
[50] surprisingly
[50] detailed
[50] inferences
[50] used
[50] train

Top Words in Tweet in G9:
[68] machine
[63] wired
[63] healthcare
[62] discover
[62] industry
[62] taking
[62] advantage
[62] aws
[62] high
[62] volume

Top Words in Tweet in G10:
[66] machine
[66] learning
[34] data
[23] #machinelearning
[15] models
[14] order
[13] kalman
[13] filters
[13] compared
[13] take

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3855] machine,learning
[304] artificial,intelligence
[246] data,science
[211] ai,machine
[194] #ai,#machinelearning
[162] #datascience,#ai
[146] learning,models
[137] deep,learning
[135] #machinelearning,#ai
[134] learning,algorithm

Top Word Pairs in Tweet in G1:
[659] machine,learning
[32] artificial,intelligence
[30] ai,machine
[28] learning,algorithm
[28] deep,learning
[27] alibaba,cloud
[25] using,machine
[22] data,science
[18] learning,ai
[18] algorithm,github

Top Word Pairs in Tweet in G2:
[737] machine,learning
[118] data,science
[82] artificial,intelligence
[72] read,more
[70] #machinelearning,#ai
[66] #datascience,#ai
[53] #ai,#machinelearning
[50] granvilledsc,datasciencectrl
[50] science,machine
[45] download,free

Top Word Pairs in Tweet in G3:
[198] machine,learning
[57] artificial,intelligence
[30] intelligence,machine
[29] data,scientists
[27] before,machine
[27] learning,strategies
[27] strategies,implemented
[27] implemented,data
[27] scientists,quantitative
[27] quantitative,researchers

Top Word Pairs in Tweet in G4:
[308] machine,learning
[80] #bigdata,#analytics
[79] #datascience,#ai
[73] #analytics,#datascience
[73] #ai,#machinelearning
[50] #machinelearning,#iot
[45] #iot,#iiot
[40] #python,#programming
[35] deep,learning
[27] #machinelearning,#ad

Top Word Pairs in Tweet in G5:
[100] machine,learning
[31] driver,executor
[31] executor,publisher
[31] publisher,next
[31] next,world
[31] world,machine
[31] learning,production
[31] production,robert_crowe
[31] robert_crowe,gives
[31] gives,breakdown

Top Word Pairs in Tweet in G6:
[74] machine,learning
[25] awscloud,looking
[17] looking,inspired
[17] inspired,empowered
[17] empowered,books
[17] books,whitepapers
[17] whitepapers,designed
[17] designed,visit
[17] visit,aws
[17] aws,data

Top Word Pairs in Tweet in G7:
[77] machine,learning
[29] #ai,#ml
[28] emails,funny
[28] funny,dear
[28] dear,3blue1brown
[28] 3blue1brown,lt
[28] lt,intro
[28] intro,gt
[28] gt,understand
[28] understand,sponsored

Top Word Pairs in Tweet in G8:
[69] machine,learning
[61] learning,models
[50] models,permit
[50] permit,surprisingly
[50] surprisingly,detailed
[50] detailed,inferences
[50] inferences,data
[50] data,used
[50] used,train
[50] train,creates

Top Word Pairs in Tweet in G9:
[62] discover,healthcare
[62] healthcare,industry
[62] industry,taking
[62] taking,advantage
[62] advantage,aws
[62] aws,high
[62] high,volume
[62] volume,data
[62] data,storage
[62] storage,processing

Top Word Pairs in Tweet in G10:
[66] machine,learning
[15] learning,models
[13] kalman,filters
[13] filters,compared
[13] compared,machine
[13] models,take
[13] take,input
[13] input,data
[13] data,perform
[13] perform,calculations

Top Replied-To
Top Replied-To in Entire Graph:
@laney_lam
@mrmarkdandy
@web_goddess
@gdgsemarang
@mykola
@chainofthings
@danigranatta
@sledillac
@techjrpodcast
@petershor1

Top Replied-To in G2:
@alibaba_cloud

Top Replied-To in G3:
@arungiri
@enricomolinari

Top Replied-To in G4:
@jfngozo
@infinite_frank

Top Replied-To in G5:
@saadgh
@pimoroni
@markcannon5

Top Replied-To in G6:
@chainofthings
@factual
@amazon

Top Replied-To in G7:
@dii_lua

Top Replied-To in G8:
@mykola

Top Replied-To in G10:
@piyu_nair

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@machinelearnflx
@gp_pulipaka
@ronald_vanloon
@datasciencectrl
@tamaramccleary
@wired
@awscloud
@theophite
@granvilledsc

Top Mentioned in G1:
@theomitsa
@codegram
@aperezymadrid
@blocksquare_io
@specghost
@biancarutjes
@kahootz
@amelm

Top Mentioned in G2:
@kirkdborne
@datasciencectrl
@ronald_vanloon
@granvilledsc
@analyticbridge
@datascience__
@kdnuggets
@spotify
@deep__ai
@tdatascience

Top Mentioned in G3:
@lindagrass0
@evankirstel
@kirkdborne
@ansys
@antgrasso
@mikequindazzi
@harbrimah
@fabriziobustama
@ianljones98
@ceo_aisoma

Top Mentioned in G4:
@gp_pulipaka
@machinelearnflx
@coursegift
@motherofnodejs
@ossia
@programmerbooks
@sheenav123
@learn_tocode
@buzztechy
@the_academy_bot

Top Mentioned in G5:
@tensorflow
@robert_crowe
@boingboing
@google
@arm
@erowidrecruiter
@adafruit
@arduino
@aws
@armmbed

Top Mentioned in G6:
@awscloud
@amazon
@atulbutte
@techsnapsystems
@jupitersignal
@tundetash
@wbg_climate
@androiddev
@wiwer77
@adamsconsulting

Top Mentioned in G7:
@3blue1brown
@dynamicwebpaige
@iamchuckrussell
@techbiesblog
@1iversodiscreto
@ainewsfeed
@googleai
@chriszilles
@_angelgamboa
@machinelearnflx

Top Mentioned in G8:
@theophite
@fattailedstat
@mykola
@__mlt__
@suzatweet
@giovan_h

Top Mentioned in G9:
@wired
@ainewsletter
@gp_pulipaka
@zdnet

Top Mentioned in G10:
@paulportesi
@jimurshad
@googlenews
@veribit
@marshacollier
@_pankaj
@datainsightgrp
@ramhemmige
@course_club
@brainsparkz

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@cyberdomain
@cybertoolsbooks
@indiegametrends
@deejayiwan
@evankirstel
@el_universal_mx
@chidambara09
@rxbun

Top Tweeters in G1:
@denniskoch10
@csa_dvillamizar
@alfredovela
@rpubsrecent
@rinshankouhai
@chandanrtcs
@carlesdijous
@jobs_france_
@jobsdomain
@imjajere

Top Tweeters in G2:
@arkangelscrap
@indiegametrends
@chidambara09
@pvalsfr
@santchiweb
@zimei_no_ri
@iam__network
@calcaware
@tess_blue815
@dublencoigor

Top Tweeters in G3:
@sectest9
@cyberdomain
@cybertoolsbooks
@evankirstel
@richsimmondsza
@cybersec_feeds
@akwyz
@nancyrubin
@vivmilano
@gvalan

Top Tweeters in G4:
@aaroncuddeback
@codernotesbot
@machinelearnflx
@100xcode
@phoenixgyaan
@taieb_bot
@jacybrean
@abdoul_official
@serverlessfan
@xaelbot

Top Tweeters in G5:
@penndragonart
@morgfair
@boingboing
@zombiesarebad
@jacobussystems
@rocobasilisk
@adafruit
@ritmonegro
@google
@codinghorror

Top Tweeters in G6:
@agquarx
@adamsconsulting
@alejosangel
@mike_kunkle
@sdtimes
@0112rem
@softmodeling
@mcp111
@bmccodeovets125
@rfrsarmiento

Top Tweeters in G7:
@acertijo
@silentseawolf
@derektionary
@ainewsfeed
@reinh
@babylouie75
@tableteer
@wiomax_pa
@iamchuckrussell
@sbarnes

Top Tweeters in G8:
@rxbun
@austintobak
@amoirsp
@pkmonaghan
@igorcarron
@legs_for_days
@maelorin
@saintsluggo
@eric_young_1
@s_palm

Top Tweeters in G9:
@18akgoyal
@parvez1
@nikhilkanoje6
@wired
@0786sartaj
@s97nishu
@sikendrkumar12
@ronnyschouten
@varunjha089
@dutchdrb

Top Tweeters in G10:
@eraser
@marshacollier
@flaminganvil
@cheriedamour_
@xilleilahi
@physorg_com
@piyu_nair
@paulportesi
@ronchatterjee7
@ing_martin_v