%22machine learning%22, Twitter, 8/8/2020 12:30:19 AM, 232131


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%22machine learning%22_2020-08-07_16-57-37.xlsx
"machine learning"_2020-08-07_16-57-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 08, 2020
Short Description:
"machine learning" via NodeXL https://bit.ly/3gDtIHn
@kaggle
@techtrendingnow
@powerbi_pros
@gp_pulipaka
@hubofml
@blkhwk0ps
@arxiv
@datasciencebot_
@bobehayes
@fullnam35087976

Top hashtags:
#machinelearning
#ai
#datascience
#bigdata
#python
#analytics
#iot
#iiot

Description:
Description
The graph represents a network of 5,854 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, 08 August 2020 at 00:08 UTC.

The requested start date was Friday, 07 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, 5-hour, 30-minute period from Monday, 03 August 2020 at 23:35 UTC to Thursday, 06 August 2020 at 05:05 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 : 5854
Unique Edges : 4176
Edges With Duplicates : 11865
Total Edges : 16041
Number of Edge Types : 5
Retweet : 5307
MentionsInRetweet : 6799
Replies to : 279
Tweet : 2035
Mentions : 1621
Self-Loops : 2094
Reciprocated Vertex Pair Ratio : 0.0149832775919732
Reciprocated Edge Ratio : 0.029524186107816
Connected Components : 1234
Single-Vertex Connected Components : 687
Maximum Vertices in a Connected Component : 3287
Maximum Edges in a Connected Component : 12574
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.101512
Graph Density : 0.000221431214393922
Modularity : 0.447004
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,854 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, 08 August 2020 at 00:08 UTC.

The requested start date was Friday, 07 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, 5-hour, 30-minute period from Monday, 03 August 2020 at 23:35 UTC to Thursday, 06 August 2020 at 05:05 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 : 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:
[82] https://twinybots.ch/
[37] https://medium.com/manomano-tech/a-framework-for-feature-engineering-and-machine-learning-pipelines-ddb53867a420
[36] https://analyticsindiamag.com/top-books-for-machine-learning-practice-hands-on/
[23] https://www.datasciencecentral.com/profiles/blogs/140-machine-learning-formulas
[23] https://morioh.com/p/b6b4f9ef60c8
[23] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fdata-science-with-python-how-to-use-numpy-library-5885aa83be6b
[23] https://towardsdatascience.com/customer-segmentation-with-machine-learning-a0ac8c3d4d84
[22] https://media4you.social/career-development.html/#python
[20] https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-is-releasing-the-covid-19-public-forecasts
[20] https://cousesites.blogspot.com/2020/08/python-for-data-science-and-machine.html

Top URLs in Tweet in G1:
[66] https://twinybots.ch/
[35] https://medium.com/manomano-tech/a-framework-for-feature-engineering-and-machine-learning-pipelines-ddb53867a420
[22] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fdata-science-with-python-how-to-use-numpy-library-5885aa83be6b
[22] https://media4you.social/career-development.html/#python
[21] https://towardsdatascience.com/customer-segmentation-with-machine-learning-a0ac8c3d4d84
[20] https://morioh.com/p/b6b4f9ef60c8
[19] https://cousesites.blogspot.com/2020/08/python-for-data-science-and-machine.html
[18] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[17] https://freehipwee.blogspot.com/2020/01/data-science-supervised-machine.html
[17] https://phys.org/news/2020-08-machine-early-galaxy.html?utm_content=136324825&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332

Top URLs in Tweet in G2:
[11] https://twinybots.ch/
[7] https://blogs.cornell.edu/arxiv/2020/08/05/leveraging-machine-learning-to-fuel-new-discoveries-with-the-arxiv-dataset/
[6] https://arxiv.org/abs/2008.00238
[5] https://dev.classmethod.jp/
[5] https://phys.org/news/2020-08-machine-early-galaxy.html
[5] https://www.technologyreview.com/2020/08/05/1006003/ai-machine-learning-defer-to-human-expert/
[5] https://tweetedtimes.com/v/1406?s=tnp
[4] https://arxiv.org/abs/2004.10703
[4] https://www.theverge.com/2020/8/3/21352360/google-adt-investment-nest-smart-home-security-alarms-machine-learning-alerts
[3] https://dev.classmethod.jp/articles/weekly-devio-machine-learning/

Top URLs in Tweet in G3:
[7] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3657986&download=yes
[3] https://machinelearningmastery.com/data-preparation-for-machine-learning-7-day-mini-course/
[3] http://www.rebeccabarter.com/blog/2020-03-25_machine_learning/
[2] https://www.r-bloggers.com/fairmodels-lets-fight-with-biased-machine-learning-models-part-1%e2%80%8a-%e2%80%8adetection/
[2] https://www.r-bloggers.com/credit-risk-modelling-using-machine-learning-a-gentle-introduction/
[1] https://blogs.cornell.edu/arxiv/2020/08/05/leveraging-machine-learning-to-fuel-new-discoveries-with-the-arxiv-dataset/
[1] https://medium.com/@kaggleteam/leveraging-ml-to-fuel-new-discoveries-with-the-arxiv-dataset-981a95bfe365
[1] https://www.kaggle.com/futurecorporation/epitope-prediction
[1] https://www.youtube.com/watch?v=Db8mj5KFz8E&feature=youtu.be

[1] https://twitter.com/arxiv/status/1291007439953973249

Top URLs in Tweet in G4:
[5] https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-is-releasing-the-covid-19-public-forecasts
[3] https://blog.bigml.com/2020/08/05/perspectives-on-self-serve-machine-learning-for-rapid-insights-in-healthcare/
[2] https://blog.tensorflow.org/2020/08/the-future-of-ml-tiny-and-bright.html
[2] https://grayarea.org/bitrate
[2] https://aimi.stanford.edu/news-events/aimi-symposium/overview
[2] https://www.kdnuggets.com/2020/08/data-science-machine-learning-capability-python.html
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fbecominghuman.ai%2Fmicrosoft-azure-machine-learning-x-udacity-lesson-4-notes-ab5444ed9227%3Fsource%3Drss----5e5bef33608a---4
[2] https://www.embedded-computing.com/guest-blogs/artificial-intelligence-and-machine-learning-path-to-intelligent-automation
[2] https://tfug.in/
[1] https://www.wired.com/story/ai-why-not-more-businesses-use/?sf126301088=1

Top URLs in Tweet in G5:
[20] https://www.datasciencecentral.com/profiles/blogs/140-machine-learning-formulas
[13] https://deepai.org/publication/on-hyperparameter-optimization-of-machine-learning-algorithms-theory-and-practice
[5] https://www.iotworldtoday.com/2020/07/31/iot-automation-trend-rides-next-wave-of-machine-learning-big-data/
[4] https://aws.amazon.com/blogs/machine-learning/building-machine-learning-workflows-with-amazon-sagemaker-processing-jobs-and-aws-step-functions/
[3] https://reviewnprep.com/blog/aws-certified-machine-learning-specialty-preparation-guide/
[3] https://phys.org/news/2020-08-machine-early-galaxy.html
[2] https://www.analyticbridge.datasciencecentral.com/profiles/blogs/common-errors-in-machine-learning-due-to-poor-statistics-knowledg
[2] https://www.datasciencecentral.com/profiles/blogs/data-science-and-machine-learning-without-mathematics
[2] https://sites.jamanetwork.com/machine-learning/
[1] https://www.datasciencecentral.com/profiles/blogs/top-machine-learning-tools-for-easy-development

Top URLs in Tweet in G6:
[3] https://school.geekwall.in/p/XK-OkfwH2/build-a-machine-learning-web-app-using-python
[3] https://www.cumulations.com/blogs/200/machine-learning-in-mobile-apps
[2] https://link.medium.com/zsY89iO4k8
[2] https://analyticsindiamag.com/hands-on-guide-to-machine-learning-model-deployment-using-flask/
[2] https://www.mobiloitte.com/blog/use-of-machine-learning-technology-in-mobile-apps/
[1] https://github.com/chris-chris/ml-engineer-roadmap
[1] https://arxiv.org/abs/1901.01686v1
[1] https://www.youtube.com/playlist?list=PLiiljHvN6z193BBzS0Ln8NnqQmzimTW23

[1] https://github.com/dair-ai/keep-learning-ml
[1] https://medium.com/@stefanovskyi/difficult-stuff-in-simple-words-data-science-vs-machine-learning-vs-artificial-intelligence-103d7783e754?source=rss------artificial_intelligence-5

Top URLs in Tweet in G7:
[9] https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-is-releasing-the-covid-19-public-forecasts
[4] https://medium.com/swlh/the-best-resources-on-artificial-intelligence-and-machine-learning-2231011488bf
[2] https://www.amazon.com/Hands-Machine-Learning-Scikit-Learn-TensorFlow/dp/1492032646/
[2] https://eurekalert.org/pub_releases/2020-08/du-amo080420.php
[2] https://www.osa-opn.org/home/newsroom/2020/august/a_photonic_building_block_for_machine_learning/?utm_content=136331648&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[2] https://twinybots.ch/
[2] https://www.oreilly.com/library/view/machine-learning-design/9781098115777/
[2] https://www.linkedin.com/slink?code=gCGyhyM
[1] https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-is-releasing-the-covid-19-public-forecasts?utm_source=twitter&utm_medium=unpaidsocial&utm_campaign=googlecloud-SAother-healthcare&utm_content=tipseducationdemos
[1] https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-is-releasing-the-covid-19-public-forecasts?utm_content=136309903&utm_medium=social&utm_source=twitter&hss_channel=tw-102541572

Top URLs in Tweet in G8:
[2] https://cassandraboler.com/resource/combatting-bias-in-machine-learning/

Top URLs in Tweet in G9:
[4] https://phys.org/news/2020-08-machine-early-galaxy.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://www-technologyreview-com.cdn.ampproject.org/c/s/www.technologyreview.com/2020/07/20/1005454/openai-machine-learning-language-generator-gpt-3-nlp/amp/
[3] https://mashable.com/uk/shopping/aug-4-machine-learning-online-sale/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.pentesteracademy.com/course?id=30&utm_source=twitter&utm_medium=content&utm_campaign=data-science
[2] http://feeds.mashable.com/~r/Mashable/~3/KlEs5tiHtLQ/?utm_source=rss&utm_medium=sendible&utm_campaign=RSS
[2] https://www.reddit.com/r/MachineLearning/comments/i3s3zo/d_how_can_procedural_content_generation_help/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.amazon.com/Practical-Automated-Machine-Learning-Azure/dp/149205559X/
[2] https://www.malwarepatrol.net/enterprise-threat-data-malicious-ips/
[2] http://upflow.co/l/NCvT/2020/08/data-science-machine-learning-capability-python.html
[2] https://thecoindetective.com/news/details/?id=71854&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G10:
[7] https://towardsdatascience.com/how-to-identify-the-right-independent-variables-for-machine-learning-supervised-algorithms-439986562d32?source=social.tw
[4] https://link.medium.com/9sPPvjjBG8
[3] https://twinybots.ch/
[3] https://zpy.io/ca/7b6303f5
[3] https://towardsdatascience.com/machine-learning-for-building-recommender-system-in-python-9e4922dd7e97
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-identify-the-right-independent-variables-for-machine-learning-supervised-algorithms-439986562d32%3Fsource%3Dsocial.tw
[2] https://www.kdnuggets.com/2020/08/data-science-machine-learning-capability-python.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://zpy.io/ca/0901c0b6
[2] https://towardsdatascience.com/how-i-used-machine-learning-in-optics-photonics-optoelectronics-9452fe332a9f?source=social.tw
[2] https://medium.com/@ayesha.akhtar209/microsoft-azure-machine-learning-x-udacity-lesson-4-notes-ab5444ed9227

Top Domains
Top Domains in Tweet in Entire Graph:
[220] medium.com
[134] upflow.co
[108] twitter.com
[105] forbes.com
[91] amazon.com
[85] deepai.org
[83] datasciencecentral.com
[82] twinybots.ch
[77] blogspot.com
[69] linkedin.com

Top Domains in Tweet in G1:
[130] medium.com
[77] upflow.co
[69] blogspot.com
[66] twinybots.ch
[62] forbes.com
[59] neurons.ai
[50] datasciencecentral.com
[49] kdnuggets.com
[40] technologyreview.com
[38] media4you.social

Top Domains in Tweet in G2:
[45] upflow.co
[42] arxiv.org
[36] twitter.com
[33] linkedin.com
[25] medium.com
[19] amazon.com
[16] forbes.com
[14] tweetedtimes.com
[13] technologyreview.com
[11] twinybots.ch

Top Domains in Tweet in G3:
[7] ssrn.com
[4] r-bloggers.com
[3] machinelearningmastery.com
[3] rebeccabarter.com
[1] cornell.edu
[1] medium.com
[1] kaggle.com
[1] youtube.com
[1] twitter.com
[1] arxiv.org

Top Domains in Tweet in G4:
[6] google.com
[5] medium.com
[4] tensorflow.org
[3] stanford.edu
[3] bigml.com
[3] embedded-computing.com
[3] tfug.in
[2] edx.org
[2] linkedin.com
[2] bit.ly

Top Domains in Tweet in G5:
[26] datasciencecentral.com
[18] amazon.com
[16] deepai.org
[5] iotworldtoday.com
[4] phys.org
[3] reviewnprep.com
[2] jamanetwork.com
[2] linkedin.com
[2] buff.ly
[2] ieee.org

Top Domains in Tweet in G6:
[3] medium.com
[3] geekwall.in
[3] cumulations.com
[2] github.com
[2] analyticsindiamag.com
[2] mobiloitte.com
[2] zpy.io
[1] arxiv.org
[1] youtube.com
[1] datasciencecentral.com

Top Domains in Tweet in G7:
[12] google.com
[5] medium.com
[3] eurekalert.org
[3] osa-opn.org
[2] amazon.com
[2] twinybots.ch
[2] oreilly.com
[2] linkedin.com
[2] lnkd.in
[1] ebooks.com

Top Domains in Tweet in G8:
[2] cassandraboler.com

Top Domains in Tweet in G9:
[5] mashable.com
[4] upflow.co
[4] phys.org
[3] ampproject.org
[3] pentesteracademy.com
[2] dev.to
[2] reddit.com
[2] amazon.com
[2] malwarepatrol.net
[2] thoughtworks.com

Top Domains in Tweet in G10:
[33] medium.com
[17] zpy.io
[16] towardsdatascience.com
[3] kdnuggets.com
[3] twinybots.ch
[3] forbes.com
[3] datacamp.com
[2] rubikscode.net
[2] dev.to
[2] statworx.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1892] machinelearning
[1304] ai
[1151] datascience
[934] bigdata
[913] python
[743] analytics
[666] iot
[621] iiot
[386] rstats
[339] ml



Top Hashtags in Tweet in G1:
[1555] machinelearning
[1089] datascience
[1050] ai
[871] bigdata
[825] python
[715] analytics
[625] iot
[602] iiot
[367] rstats
[217] tensorflow

Top Hashtags in Tweet in G2:
[34] ai
[34] machinelearning
[22] ml
[13] artificialintelligence
[11] learning
[7] it
[7] technology
[6] tech
[6] science
[5] maskotlib

Top Hashtags in Tweet in G3:
[7] rstats
[3] datascience
[1] bhusa
[1] lapps1727
[1] academicchatter
[1] econtwitter

Top Hashtags in Tweet in G4:
[22] ai
[7] aimi20
[6] machinelearning
[6] bigdata
[5] tinyml
[5] datascience
[4] analytics
[4] iot
[4] iiot
[4] python

Top Hashtags in Tweet in G5:
[29] machinelearning
[10] ai
[10] ml
[6] medicalimaging
[6] software
[5] deeplearning
[5] algorithms
[5] models
[5] bigdata
[5] medtech

Top Hashtags in Tweet in G6:
[25] machinelearning
[11] artificialintelligence
[8] ai
[7] deeplearning
[6] learning
[4] ml
[3] bigdata
[3] python
[3] yoedutech
[3] mobileapps

Top Hashtags in Tweet in G7:
[13] ai
[7] covid19
[7] machinelearning
[7] ml
[5] artificialintelligence
[4] neuralnetworks
[4] cio
[3] braina
[2] healthcare
[2] algorithm

Top Hashtags in Tweet in G8:
[91] infosec
[1] ml

Top Hashtags in Tweet in G9:
[11] ai
[3] gpt3
[3] machinelearning
[2] devcommunity
[2] economic
[2] smartcity
[2] ml
[2] bigdata
[2] iot
[2] pydataaustin

Top Hashtags in Tweet in G10:
[53] python
[37] machinelearning
[21] developer
[21] python3
[17] ad
[14] ai
[14] datascience
[10] learning
[9] machine_learning
[8] bigdata

Top Words
Top Words in Tweet in Entire Graph:
[5966] learning
[5855] machine
[1892] #machinelearning
[1304] #ai
[1230] data
[1151] #datascience
[934] #bigdata
[913] #python
[743] #analytics
[707] ai

Top Words in Tweet in G1:
[2173] learning
[2073] machine
[1555] #machinelearning
[1089] #datascience
[1050] #ai
[871] #bigdata
[825] #python
[715] #analytics
[625] #iot
[608] data

Top Words in Tweet in G2:
[772] learning
[756] machine
[115] data
[108] ai
[83] more
[47] using
[45] artificial
[42] model
[40] intelligence
[38] python

Top Words in Tweet in G3:
[579] arxiv
[350] kaggle
[342] learning
[340] machine
[311] dataset
[311] available
[310] entire
[309] wait
[309] see
[270] 7m

Top Words in Tweet in G4:
[181] learning
[180] machine
[111] tensorflow
[107] series
[66] tinyml
[65] harvardonline
[64] future
[64] tiny
[64] bright
[61] short

Top Words in Tweet in G5:
[125] machine
[117] learning
[48] amazon
[37] aws
[30] sagemaker
[29] #machinelearning
[25] processing
[24] awscloud
[22] 140
[22] formulas

Top Words in Tweet in G6:
[127] learning
[112] multivariate
[100] machine
[86] omarsar0
[58] mathematics
[57] calculus
[56] recently
[56] reviewing
[56] concepts
[30] learn

Top Words in Tweet in G7:
[47] googlecloud
[40] covid
[38] public
[36] 19
[32] help
[29] harvardgh
[29] learning
[27] first
[26] partnership
[26] responders

Top Words in Tweet in G8:
[104] machine
[104] learning
[93] security
[92] military
[92] grade
[92] unhackable
[92] take
[92] seriously
[92] rock
[92] browninfosecguy

Top Words in Tweet in G9:
[115] machine
[84] learning
[42] using
[32] naturebiotech
[32] paper
[32] reports
[32] sars
[32] cov
[32] reliably
[32] detected

Top Words in Tweet in G10:
[121] learning
[116] machine
[53] #python
[38] build
[37] #machinelearning
[36] learn
[29] projects
[29] 2020
[26] python
[23] using

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5665] machine,learning
[701] #bigdata,#analytics
[651] #analytics,#datascience
[620] #iot,#iiot
[573] data,science
[546] #datascience,#ai
[391] #iiot,#python
[365] #python,#rstats
[345] #ai,#machinelearning
[328] available,kaggle

Top Word Pairs in Tweet in G1:
[2031] machine,learning
[681] #bigdata,#analytics
[635] #analytics,#datascience
[601] #iot,#iiot
[532] #datascience,#ai
[381] #iiot,#python
[364] data,science
[354] #python,#rstats
[324] #ai,#machinelearning
[181] #ai,#iot

Top Word Pairs in Tweet in G2:
[739] machine,learning
[41] ai,machine
[36] artificial,intelligence
[30] data,science
[25] learning,model
[20] science,machine
[19] intelligence,machine
[15] learning,models
[15] see,more
[15] data,machine

Top Word Pairs in Tweet in G3:
[340] machine,learning
[310] available,kaggle
[309] kaggle,wait
[309] wait,see
[270] entire,dataset
[270] dataset,7m
[270] 7m,arxiv
[270] arxiv,papers
[270] papers,available
[270] learning,community

Top Word Pairs in Tweet in G4:
[179] machine,learning
[64] future,machine
[64] learning,tiny
[64] tiny,bright
[64] bright,harvardonline
[64] harvardonline,tensorflow
[59] tensorflow,launched
[59] launched,series
[59] series,short
[59] short,tinyml

Top Word Pairs in Tweet in G5:
[116] machine,learning
[30] amazon,sagemaker
[23] sagemaker,processing
[19] 140,machine
[19] learning,formulas
[18] analyticbridge,140
[15] aws,machine
[15] aws,step
[15] step,functions
[14] learning,algorithms

Top Word Pairs in Tweet in G6:
[99] machine,learning
[57] multivariate,calculus
[56] mathematics,machine
[56] learning,multivariate
[56] calculus,recently
[56] recently,reviewing
[56] reviewing,concepts
[56] concepts,multivariate
[55] omarsar0,mathematics
[28] keep,learning

Top Word Pairs in Tweet in G7:
[36] covid,19
[26] help,first
[26] first,responders
[23] machine,learning
[19] public,forecasts
[18] 19,public
[17] partnership,harvardgh
[17] harvardgh,googlecloud
[17] googlecloud,releasing
[17] releasing,covid

Top Word Pairs in Tweet in G8:
[104] machine,learning
[92] military,grade
[92] grade,unhackable
[92] take,security
[92] security,seriously
[91] #infosec,red
[91] red,flags
[91] flags,military
[91] unhackable,take
[91] seriously,rock

Top Word Pairs in Tweet in G9:
[83] machine,learning
[32] naturebiotech,paper
[32] paper,reports
[32] reports,sars
[32] sars,cov
[32] cov,reliably
[32] reliably,detected
[32] detected,nasal
[32] nasal,swab
[32] swab,samples

Top Word Pairs in Tweet in G10:
[113] machine,learning
[21] bylilyv,complete
[21] complete,#python
[21] #python,#developer
[21] #developer,2020
[21] 2020,zero
[21] zero,mastery
[21] mastery,become
[21] become,#python3
[21] #python3,developer

Top Replied-To
Top Replied-To in Entire Graph:
@catalinmpit
@kennethbodin
@nerdyandquirky
@mattblaze
@kareem_carr
@dontshutmedown1
@the_crapgamer
@furan
@omarsar0
@matheuxmendex

Top Replied-To in G1:
@mit
@dan_abramov
@patri_vaquero_
@haugendazs
@amhumera
@raven_protocol
@bobehayes
@samthoyre
@shreyas_gawande

Top Replied-To in G4:
@keyhanh
@roozshah
@jeremyphoward

Top Replied-To in G5:
@afdb_rdng
@radiology_ai
@awscloud
@cernereng
@saronyitbarek

Top Replied-To in G6:
@omarsar0

Top Replied-To in G7:
@cybergiscenter
@sh_reya

Top Replied-To in G8:
@browninfosecguy

Top Mentioned
Top Mentioned in Entire Graph:
@kaggle
@gp_pulipaka
@arxiv
@bylilyv
@patri_vaquero_
@tensorflow
@omarsar0
@browninfosecguy
@kdnuggets
@techreview

Top Mentioned in G1:
@gp_pulipaka
@patri_vaquero_
@bylilyv
@kdnuggets
@kirkdborne
@techreview
@ronald_vanloon
@techopcode
@sourabhskatoch
@thisisgulshan

Top Mentioned in G2:
@invictusadco2
@lionbridgeai_jp
@tunde6708
@devlatino
@jmirpub
@husariamktg
@alisterbrenton
@stigmabase
@twickta

Top Mentioned in G3:
@kaggle
@arxiv
@carlcarrie
@rlbarter
@blackhatevents
@teachthemachine
@rbloggers
@rlangtip
@sadeeqakintola
@bankofengland

Top Mentioned in G4:
@tensorflow
@harvardonline
@arduino
@grayareaorg
@googlemagenta
@stanfordhai
@google
@edgeimpulse
@stanfordaimi
@techreview

Top Mentioned in G5:
@awscloud
@analyticbridge
@hubbucket
@wongcyrus
@awswhatsnew
@prosumersoft
@arxiv_daily
@saronyitbarek
@hubmedx
@itsrajdeepdas

Top Mentioned in G6:
@omarsar0
@cybersecboardrm
@kaggle
@arxiv
@aigame_dev
@cumulationstech
@yo_edutech
@machinelearnflx
@chris_loves_ai
@analyticbridge

Top Mentioned in G7:
@googlecloud
@harvardgh
@dtfeinberg
@thomasctsai
@digitalcloudgal
@sarbjeetjohal
@alcgroup
@imoyse
@lak_gcp
@mlstjournal

Top Mentioned in G8:
@browninfosecguy
@datascibae
@arxiv
@kaggle
@debbiebere

Top Mentioned in G9:
@naturebiotech
@nresearchnews
@angebassa
@bhp
@mat_kelcey
@andy_fitze
@ciscosecure
@oreillymedia
@axelgaziano
@amananandrai

Top Mentioned in G10:
@bylilyv
@tdatascience
@pythonbot_
@medium
@cross_ucsc
@ginandtonicole
@getpopper
@ucsc_bsoe
@ucsc
@ourradiantearth

Top Tweeters
Top Tweeters in Entire Graph:
@telkomsel
@sectest9
@paoloigna1
@marciojmsilva
@delta
@chidambara09
@cybersec_feeds
@evankirstel
@aaroncuddeback
@nnortorkor

Top Tweeters in G1:
@sectest9
@paoloigna1
@delta
@chidambara09
@cybersec_feeds
@evankirstel
@aaroncuddeback
@iam__network
@lorimoreno
@eraser

Top Tweeters in G2:
@stigmabase
@lucas_wyrsch
@it_securitynews
@allampatriots
@koreanewswire
@rodulfox
@mmnewzz
@lkafle
@yvesmulkers
@7wdata

Top Tweeters in G3:
@academicchatter
@dbkell
@fbwm8888
@paulportesi
@trickymindful
@montreal_ai
@fugugames
@h_okumura
@pimp_fada
@alandakariza

Top Tweeters in G4:
@obdriftwood
@jborrego
@jacobussystems
@dirac7
@djriveraros
@amritchhetrib
@jeanfrancis
@edgardotempore1
@mbluetyphoon
@steltenpower

Top Tweeters in G5:
@marciojmsilva
@rosenchild
@africaupdates
@xerespm
@hubbucket
@markmichdomnic
@btptechsearch
@mariuskarma
@analyticbridge
@physorg_com

Top Tweeters in G6:
@pvynckier
@ceobillionaire
@jayeshmthakur
@jluisperezg
@demilade__a
@cybersecboardrm
@ansarikashif7
@hctrdz
@suhnyllakler
@rohitkrgupta

Top Tweeters in G7:
@tomvarghesejr
@michaelbathurst
@cristo_monte
@junjudapi
@qhardy
@imoyse
@archonsec
@urbansqr
@rww
@digitalcloudgal

Top Tweeters in G8:
@jhamby
@andrewdwilliams
@marciasgreen
@juhasaarinen
@greg_sideyr
@royalhoeliness
@marquiso
@hacks4pancakes
@wwahammy
@ygalanter

Top Tweeters in G9:
@omgstacks
@lin_nah
@craigthomler
@scitechmachine
@securitytube
@kaplanben_fr
@cundurraga
@seasolicitorcjs
@conversationedu
@iwill4freedom

Top Tweeters in G10:
@femtech_
@pythonbot_
@joyalatta
@ritmonegro
@manifattura40
@gregsweetnam
@patrickkadas
@muktabh
@dd_wen_
@necio_news