kdnuggets, Twitter, 4/19/2020 5:15:05 PM, 225212
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kdnuggets_2020-04-18_21-19-12.xlsx
kdnuggets_2020-04-18_21-19-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
April 19, 2020
Short Description:
kdnuggets via NodeXL https://bit.ly/2z8iE3W
@kdnuggets
@ronald_vanloon
@spirosmargaris
@drahmadbazzi
@justbementalist
@hubofml
@kirkdborne
@blkhwk0ps
@unfoldlabs
@balaji_sandiego

Top hashtags:
#machinelearning
#datascience
#kdn
#ai
#deeplearning
#bigdata
#analytics

Description:
Description
The graph represents a network of 1,823 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 19 April 2020 at 04:20 UTC.

The requested start date was Sunday, 19 April 2020 at 00:01 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 13-day, 7-hour, 56-minute period from Sunday, 05 April 2020 at 03:30 UTC to Saturday, 18 April 2020 at 11:26 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 : 1823
Unique Edges : 1786
Edges With Duplicates : 8053
Total Edges : 9839
Number of Edge Types : 5
Tweet : 1567
Retweet : 2852
MentionsInRetweet : 4208
Mentions : 1092
Replies to : 120
Self-Loops : 1622
Reciprocated Vertex Pair Ratio : 0.0161812297734628
Reciprocated Edge Ratio : 0.0318471337579618
Connected Components : 231
Single-Vertex Connected Components : 198
Maximum Vertices in a Connected Component : 1539
Maximum Edges in a Connected Component : 9462
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.892408
Graph Density : 0.00103988973676399
Modularity : 0.257369
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 1,823 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 19 April 2020 at 04:20 UTC.

The requested start date was Sunday, 19 April 2020 at 00:01 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 13-day, 7-hour, 56-minute period from Sunday, 05 April 2020 at 03:30 UTC to Saturday, 18 April 2020 at 11:26 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 : kdnuggets
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:
[146] https://twinybots.ch/
[137] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html
[106] https://www.kdnuggets.com/2020/04/10-must-read-machine-learning-articles-march-2020.html
[92] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[64] https://www.kdnuggets.com/2020/04/best-sites-datasets-data-science.html
[54] https://www.kdnuggets.com/2020/04/epidemiology-data-scientists.html
[48] https://www.kdnuggets.com/2020/04/dive-deep-learning-book.html
[47] https://www.kdnuggets.com/2020/04/data-science-understand-covid-19.html
[47] https://www.kdnuggets.com/2020/04/5-ways-data-scientists-can-help-covid-19.html
[46] https://medium.com/@jperla/how-to-change-global-policy-when-you-are-not-a-billionaire-4ef05aa357c5

Top URLs in Tweet in G1:
[46] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html
[42] https://medium.com/@jperla/how-to-change-global-policy-when-you-are-not-a-billionaire-4ef05aa357c5
[25] https://www.kdnuggets.com/2020/04/5-ways-data-scientists-can-help-covid-19.html
[22] https://www.kdnuggets.com/2020/04/epidemiology-data-scientists.html
[19] https://www.kdnuggets.com/2020/04/10-must-read-machine-learning-articles-march-2020.html
[18] https://pyshark.com/market-basket-analysis-using-association-rule-mining-in-python/
[17] https://www.kdnuggets.com/2018/04/top-free-books-deep-learning.html
[17] https://www.kdnuggets.com/2020/04/best-sites-datasets-data-science.html
[15] https://www.aimlmarketplace.com/read-ai-ml-blogs/top-data-science-programming-languages
[15] https://www.visualcapitalist.com/media-consumption-covid-19/

Top URLs in Tweet in G2:
[46] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[43] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html
[42] https://www.kdnuggets.com/2020/04/10-must-read-machine-learning-articles-march-2020.html
[41] https://twinybots.ch/
[35] https://www.kdnuggets.com/2020/03/most-useful-machine-learning-tools-2020.html#.XmynT5B9ceY.twitter
[32] https://www.kdnuggets.com/2020/02/computer-vision-sandbox.html#.XmyyWs-Ub64.twitter
[27] https://www.kdnuggets.com/2020/02/probability-distributions-data-science.html#.XmyaIKOGpSM.twitter
[18] https://www.kdnuggets.com/2020/04/deep-learning-accelerating-drug-discovery-pharmaceuticals.html
[16] https://www.kdnuggets.com/2020/04/pytorch-models-torchlayers.html
[15] https://www.kdnuggets.com/2020/04/epidemiology-data-scientists.html

Top URLs in Tweet in G3:
[21] https://twinybots.ch/
[14] https://www.kdnuggets.com/2020/04/10-must-read-machine-learning-articles-march-2020.html
[8] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[8] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html
[5] https://www.kdnuggets.com/2020/04/epidemiology-data-scientists.html
[5] https://www.kdnuggets.com/2020/03/1001-data-scientist-linkedin-profiles-latest.html
[4] https://twitter.com/kdnuggets/status/1247544679601786882
[4] https://www.kdnuggets.com/2020/04/pytorch-models-torchlayers.html
[4] https://www.kdnuggets.com/2020/03/most-useful-machine-learning-tools-2020.html
[3] https://www.kdnuggets.com/2020/02/top-5-data-science-trends.html

Top URLs in Tweet in G4:
[26] https://twinybots.ch/
[20] https://sloanreview.mit.edu/article/leadership-mindsets-for-the-new-economy/
[18] https://www.kdnuggets.com/2019/05/data-fabric-machine-learning-part-1.html
[16] https://medium.com/fintechexplained/end-to-end-guide-for-machine-learning-project-146c288186dc
[14] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html
[13] https://www.kdnuggets.com/2019/06/python-data-science-right-way.html
[13] https://www.kdnuggets.com/2019/05/which-deep-learning-framework-growing-fastest.html
[13] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[11] https://www.kdnuggets.com/2018/06/30-free-resources-machine-learning-deep-learning-nlp-ai.html
[11] https://www.linkedin.com/pulse/my-journey-from-physics-datascience-admond-lee-kin-lim-?articleId=6570643394614386688#comments-6570643394614386688&trk=public_profile_article_view

Top URLs in Tweet in G5:
[31] https://twinybots.ch/
[24] https://www.kdnuggets.com/2020/04/dive-deep-learning-book.html
[14] https://www.kdnuggets.com/2020/04/10-must-read-machine-learning-articles-march-2020.html
[12] https://www.kdnuggets.com/2020/04/deep-learning-accelerating-drug-discovery-pharmaceuticals.html
[12] https://www.kdnuggets.com/2020/04/best-sites-datasets-data-science.html
[10] https://www.kdnuggets.com/2018/09/6-steps-write-machine-learning-algorithm.html
[10] https://www.kdnuggets.com/2015/09/free-data-science-books.html
[9] https://www.kdnuggets.com/2019/05/churn-prediction-machine-learning.html
[9] https://www.kdnuggets.com/2020/04/pytorch-models-torchlayers.html
[8] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html

Top URLs in Tweet in G6:
[14] https://neptune.ai/blog/top-machine-learning-influencers
[13] https://twinybots.ch/
[13] https://www.kdnuggets.com/2020/04/data-science-understand-covid-19.html
[10] https://www.kdnuggets.com/2020/04/best-sites-datasets-data-science.html
[10] https://www.kdnuggets.com/2015/09/free-data-science-books.html
[9] http://www.kdnuggets.com/2016/08/simplilearn-5-free-ebooks-data-science-big-data.html
[9] https://blog.paralleldots.com/data-science/deep-learning/free-resources-deep-learning/
[8] https://www.kdnuggets.com/2020/04/midas-new-baseline-anomaly-detection-graphs.html
[7] https://www.kdnuggets.com/2020/04/upcoming-webinars-online-events.html
[6] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html

Top URLs in Tweet in G7:
[3] https://towardsdatascience.com/machine-learning-free-online-courses-from-beginner-to-advanced-f50982dce950?utm_content=125740729&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[3] https://www.dqindia.com/artificial-intelligence-bias-removal-herculean-task/?utm_content=126143040&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[3] https://searchcloudcomputing.techtarget.com/tip/Explore-the-pros-and-cons-of-cloud-computing?utm_content=124142939&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[2] https://www.kdnuggets.com/2020/04/deep-learning-accelerating-drug-discovery-pharmaceuticals.html
[1] https://www.kdnuggets.com/2020/04/deep-learning-accelerating-drug-discovery-pharmaceuticals.html?utm_content=126600458&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[1] https://www.cnbc.com/2020/04/03/how-tech-is-helping-to-change-the-way-we-think-about-food.html?utm_content=124748614&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[1] https://www.forbes.com/sites/louiscolumbus/2020/04/12/the-state-of-cloud-business-intelligence-2020/?utm_content=126256704&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853#52b804815efd
[1] https://www.salesforce.com/blog/2018/12/what-is-the-fourth-industrial-revolution-4IR.html?utm_content=124888758&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[1] https://twitter.com/i/web/status/1247311373190795264
[1] https://www.mckinsey.com/industries/financial-services/our-insights/remaking-banking-customer-experience-in-response-to-coronavirus?utm_content=125384008&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853

Top URLs in Tweet in G8:
[3] https://www.stoodnt.com/blog/data-science-ai-ml-iot-analytics-trends-covid-19-recession/
[2] https://twinybots.ch/
[2] https://www.kdnuggets.com/2020/04/best-sites-datasets-data-science.html
[2] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html
[2] https://www.kdnuggets.com/2018/11/10-free-must-see-courses-machine-learning-data-science.html
[2] https://www.kdnuggets.com/2018/11/top-python-deep-learning-libraries.html
[1] http://dlvr.it/RTzTJT
[1] http://dlvr.it/RTCSx2
[1] http://dlvr.it/RTDkV5
[1] http://dlvr.it/RTMGxC

Top URLs in Tweet in G9:
[8] http://www.kdnuggets.com/
[1] https://twitter.com/i/web/status/1250822551619731457
[1] https://twitter.com/i/web/status/1249680118290608128
[1] https://twitter.com/i/web/status/1251435573866160130
[1] https://fortune.com/2020/04/14/artificial-intelligence-coronavirus-health-medicine/
[1] https://www.linkedin.com/pulse/my-journey-from-physics-datascience-admond-lee-kin-lim-?articleId=6570643394614386688#comments-6570643394614386688&trk=public_profile_article_view
[1] https://appinventiv.com/blog/how-to-solve-ai-development-challenges/
[1] https://hbr.org/2020/04/fighting-coronavirus-with-big-data
[1] https://marketingland.com/what-should-you-expect-from-a-b2b-marketing-automation-platform-278642
[1] https://www.kdnuggets.com/2019/03/why-automl-wont-replace-data-scientists.html

Top URLs in Tweet in G10:
[9] https://www.kdnuggets.com/2020/04/mathematics-machine-learning-book.html
[4] https://www.kdnuggets.com/2020/04/peer-reviewing-data-science-projects.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+kdnuggets-data-mining-analytics+(KDnuggets:+Data+Mining+and+Analytics)
[4] https://twinybots.ch/
[1] https://www.businessinsider.com/harvard-free-online-courses#statistics-and-r-7
[1] https://www.kdnuggets.com/2020/04/metis-corporate-training-series-intro-python2.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+kdnuggets-data-mining-analytics+(KDnuggets:+Data+Mining+and+Analytics)
[1] https://twitter.com/i/web/status/1250144306486218753
[1] https://github.com/bhatiasiddharth/MIDAS
[1] https://comp.nus.edu.sg/~sbhatia/assets/pdf/midas.pdf
[1] https://kdnuggets.com/2020/04/midas-new-baseline-anomaly-detection-graphs.html
[1] https://www.kdnuggets.com/2020/04/midas-new-baseline-anomaly-detection-graphs.html

Top Domains
Top Domains in Tweet in Entire Graph:
[3171] kdnuggets.com
[361] twitter.com
[146] twinybots.ch
[121] medium.com
[59] paper.li
[59] dlvr.it
[42] paralleldots.com
[42] linkedin.com
[36] neptune.ai
[28] pyshark.com

Top Domains in Tweet in G1:
[885] kdnuggets.com
[79] medium.com
[77] twitter.com
[46] paper.li
[23] pyshark.com
[20] paralleldots.com
[15] aimlmarketplace.com
[15] visualcapitalist.com
[13] jmp.com
[12] github.com

Top Domains in Tweet in G2:
[728] kdnuggets.com
[63] twitter.com
[44] dlvr.it
[41] twinybots.ch
[17] engage.social
[10] medium.com
[6] linkedin.com
[6] paralleldots.com
[5] neptune.ai
[5] paper.li

Top Domains in Tweet in G3:
[196] kdnuggets.com
[39] twitter.com
[21] twinybots.ch
[10] google.com
[8] linkedin.com
[2] paper.li
[2] tweetedtimes.com
[2] engage.social
[2] content-app.com
[2] gf-accord.biz

Top Domains in Tweet in G4:
[401] kdnuggets.com
[38] twitter.com
[26] twinybots.ch
[24] medium.com
[20] mit.edu
[13] snip.ly
[11] linkedin.com
[8] neptune.ai
[5] mckinsey.com
[4] dynam.ai

Top Domains in Tweet in G5:
[518] kdnuggets.com
[78] twitter.com
[31] twinybots.ch
[12] linkedin.com
[5] medium.com
[3] dlvr.it
[2] paralleldots.com
[2] aihub.org
[2] google.com
[2] pyshark.com

Top Domains in Tweet in G6:
[297] kdnuggets.com
[33] twitter.com
[20] neptune.ai
[13] twinybots.ch
[11] paralleldots.com
[5] tweetedtimes.com
[4] dy.si
[3] dfrieds.com
[3] cloudfactory.com
[2] aimlmarketplace.com

Top Domains in Tweet in G7:
[3] kdnuggets.com
[3] towardsdatascience.com
[3] dqindia.com
[3] techtarget.com
[1] cnbc.com
[1] forbes.com
[1] salesforce.com
[1] twitter.com
[1] mckinsey.com

Top Domains in Tweet in G8:
[14] kdnuggets.com
[10] dlvr.it
[10] twitter.com
[3] stoodnt.com
[2] twinybots.ch

Top Domains in Tweet in G9:
[10] kdnuggets.com
[4] twitter.com
[1] fortune.com
[1] linkedin.com
[1] appinventiv.com
[1] hbr.org
[1] marketingland.com

Top Domains in Tweet in G10:
[18] kdnuggets.com
[4] twinybots.ch
[1] businessinsider.com
[1] twitter.com
[1] github.com
[1] edu.sg

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1303] machinelearning
[1019] datascience
[776] kdn
[711] ai
[344] deeplearning
[317] bigdata
[213] analytics
[196] learning
[181] coronavirus
[176] python



Top Hashtags in Tweet in G1:
[487] kdn
[208] machinelearning
[144] datascience
[136] coronavirus
[94] python
[75] deeplearning
[59] covid19
[52] masks4all
[33] free
[31] ai

Top Hashtags in Tweet in G2:
[579] machinelearning
[328] ai
[315] datascience
[106] deeplearning
[105] analytics
[100] learning
[98] kdn
[89] bigdata
[79] fintech
[70] kdnuggets

Top Hashtags in Tweet in G3:
[33] machinelearning
[19] datascience
[11] learning
[10] neuralnetworks
[10] dthstr
[8] ai
[7] ui
[6] deeplearning
[5] analytics
[5] datascientists

Top Hashtags in Tweet in G4:
[242] machinelearning
[207] ai
[173] datascience
[83] bigdata
[47] kdn
[45] deeplearning
[42] iot
[33] fintech
[31] exasolpartner
[29] data

Top Hashtags in Tweet in G5:
[260] datascience
[153] machinelearning
[103] bigdata
[99] deeplearning
[97] ai
[76] kdn
[72] ds
[55] analytics
[44] ml
[38] artificialintelligence

Top Hashtags in Tweet in G6:
[66] datascience
[59] kdn
[50] machinelearning
[23] bigdata
[19] ai
[10] analytics
[9] coronavirus
[9] python
[9] datascientist
[8] learning

Top Hashtags in Tweet in G7:
[5] ai
[3] deeplearning
[3] quaratinelife
[3] quarantinedairies
[3] automation
[3] robotics
[3] cloud
[2] drugdiscovery
[2] pharmaceuticals
[2] fintech

Top Hashtags in Tweet in G8:
[11] datascience
[10] machinelearning
[5] kdn
[4] ai
[4] iot
[4] analytics
[2] learning
[2] covid_19
[2] jobseekers
[2] ml

Top Hashtags in Tweet in G9:
[6] ai
[4] aiio
[4] bigdata
[4] ml
[4] nlu
[4] iot
[3] datascience
[2] coronavirus
[1] dezphotochallenge
[1] artificialintelligence

Top Hashtags in Tweet in G10:
[11] machinelearning
[8] mathematics
[6] datascience
[4] learning
[2] python
[1] statistics
[1] probability
[1] rstats
[1] climatechange
[1] justice

Top Words
Top Words in Tweet in Entire Graph:
[2639] Words in Sentiment List#1: Positive
[558] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[63371] Non-categorized Words
[66568] Total Words
[2997] kdnuggets
[1303] #machinelearning
[1291] learning
[1185] data
[1019] #datascience

Top Words in Tweet in G1:
[1482] kdnuggets
[487] #kdn
[298] data
[249] learning
[208] #machinelearning
[173] free
[155] machine
[144] #datascience
[136] #coronavirus
[118] top

Top Words in Tweet in G2:
[579] #machinelearning
[541] kdnuggets
[402] learning
[328] #ai
[315] #datascience
[307] machine
[197] data
[192] free
[118] science
[115] 2020

Top Words in Tweet in G3:
[97] learning
[92] kdnuggets
[82] data
[71] machine
[42] science
[40] free
[33] #machinelearning
[30] 2020
[24] 10
[21] read

Top Words in Tweet in G4:
[335] kdnuggets
[242] #machinelearning
[207] #ai
[191] ronald_vanloon
[173] #datascience
[152] data
[104] learning
[83] #bigdata
[74] science
[73] machine

Top Words in Tweet in G5:
[260] #datascience
[259] learning
[203] kdnuggets
[196] data
[153] #machinelearning
[150] machine
[111] science
[110] free
[103] #bigdata
[99] #deeplearning

Top Words in Tweet in G6:
[243] kdnuggets
[185] data
[111] science
[108] learning
[72] machine
[66] #datascience
[66] free
[59] #kdn
[50] #machinelearning
[48] top

Top Words in Tweet in G7:
[8] kdnuggets
[5] #ai
[4] intelligence
[4] dinisguarda
[4] ursbolt
[4] salz_er
[4] adelynzhou
[4] donne_martin
[4] postintel
[4] unfoldlabs

Top Words in Tweet in G8:
[22] kdnuggets
[21] data
[15] kirkdborne
[14] vanrijmenam
[14] ronald_vanloon
[12] utsengage
[12] drjochens
[12] swizzlefish
[12] utsalumni
[11] learning

Top Words in Tweet in G9:
[17] kdnuggets
[11] kevin_jackson
[7] data
[6] #ai
[5] science
[5] being
[5] used
[5] understand
[5] covid
[5] 19

Top Words in Tweet in G10:
[13] free
[11] #machinelearning
[11] ebook
[9] bobehayes
[8] #mathematics
[7] kdnuggets
[6] #datascience
[5] machine
[5] learning
[4] peer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[893] machine,learning
[552] data,science
[274] deep,learning
[270] free,ebook
[231] covid,19
[203] learning,free
[190] mathematics,machine
[188] best,free
[183] #datascience,#machinelearning
[176] data,scientists

Top Word Pairs in Tweet in G1:
[155] machine,learning
[83] covid,19
[79] data,scientists
[71] data,science
[66] free,ebook
[64] kdnuggets,top
[58] deep,learning
[57] natural,language
[57] ebook,kdnuggets
[56] change,global

Top Word Pairs in Tweet in G2:
[305] machine,learning
[115] data,science
[92] kdnuggets,#ai
[88] #ai,#machinelearning
[84] free,ebook
[81] mathematics,machine
[73] 10,read
[73] time,series
[69] read,machine
[69] #datascience,#machinelearning

Top Word Pairs in Tweet in G3:
[71] machine,learning
[41] data,science
[16] free,ebook
[15] 2020,kdnuggets
[15] best,free
[15] learning,articles
[15] articles,march
[15] march,2020
[14] deep,learning
[14] learning,free

Top Word Pairs in Tweet in G4:
[74] data,science
[73] machine,learning
[56] more,#ai
[42] kdnuggets,#ai
[41] learn,more
[38] data,driven
[37] #ai,#iot
[36] go,#ai
[35] #datascience,#machinelearning
[32] ronald_vanloon,sztanko

Top Word Pairs in Tweet in G5:
[150] machine,learning
[111] data,science
[83] deep,learning
[68] #datascience,#ds
[49] #datascience,#datascience
[44] free,ebook
[44] #datascience,#machinelearning
[43] #bigdata,#datascience
[42] learning,free
[36] #ai,#ml

Top Word Pairs in Tweet in G6:
[110] data,science
[72] machine,learning
[31] covid,19
[29] deep,learning
[23] science,machine
[20] science,being
[20] being,used
[20] used,understand
[20] best,free
[19] free,books

Top Word Pairs in Tweet in G7:
[4] dinisguarda,ursbolt
[4] salz_er,adelynzhou
[4] adelynzhou,donne_martin
[4] donne_martin,kdnuggets
[4] kdnuggets,postintel
[3] #deeplearning,accelerating
[3] machine,learning
[3] learning,free
[3] free,online
[3] online,courses

Top Word Pairs in Tweet in G8:
[12] ronald_vanloon,utsengage
[12] utsengage,drjochens
[12] drjochens,kirkdborne
[12] kirkdborne,swizzlefish
[12] swizzlefish,utsalumni
[12] utsalumni,kdnuggets
[11] vanrijmenam,ronald_vanloon
[9] data,science
[9] machine,learning
[7] kdnuggets,thedataagent

Top Word Pairs in Tweet in G9:
[5] data,science
[5] science,being
[5] being,used
[5] used,understand
[5] understand,covid
[5] covid,19
[5] 19,kdnuggets
[5] kdnuggets,rapid
[5] rapid,spread
[4] kevin_jackson,data

Top Word Pairs in Tweet in G10:
[11] free,ebook
[8] #mathematics,#machinelearning
[8] #machinelearning,free
[6] bobehayes,#mathematics
[5] machine,learning
[4] peer,reviewing
[4] reviewing,#datascience
[4] #datascience,projects
[4] projects,kdnuggets
[3] bobehayes,peer

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@vanrijmenam
@kirkdborne
@jburnmurdoch
@ralphcstem
@spirosmargaris
@fabiomoioli
@ksbioteacher
@gp_pulipaka
@ipfconline1

Top Replied-To in G1:
@kdnuggets
@jburnmurdoch
@ralphcstem
@ksbioteacher
@jperla
@tdatascience
@nicholasdewaal
@emmasmanning
@mikewolfgram
@nifl_heim

Top Replied-To in G2:
@gp_pulipaka
@abhayalok
@spirosmargaris
@ipfconline1
@rzembo

Top Replied-To in G4:
@ronald_vanloon

Top Replied-To in G6:
@kirkdborne
@fabiomoioli
@kdnuggets
@neptune_ai
@chaphya
@stevejenkinsyo
@kevinclarity
@theinsaneapp
@ipfconline1
@spirosmargaris

Top Replied-To in G8:
@vanrijmenam
@kdnuggets
@lucyemiddleton
@channaseeb

Top Replied-To in G9:
@dez_blanchfield
@spirosmargaris

Top Replied-To in G10:
@gp_pulipaka

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@ronald_vanloon
@ipfconline1
@spirosmargaris
@richardeudes
@kirkdborne
@gp_pulipaka
@rzembo
@jperla
@neptune_ai

Top Mentioned in G1:
@kdnuggets
@jperla
@wwrob
@knime
@lionbridgeai
@dataiku
@thisismetis
@jeremyphoward
@sciencemag
@futureai3

Top Mentioned in G2:
@kdnuggets
@ipfconline1
@spirosmargaris
@gp_pulipaka
@rzembo
@ronald_vanloon
@ian_xxiao
@broderickwaun
@deeplearn007
@dataclaudius

Top Mentioned in G3:
@datamettle

Top Mentioned in G4:
@kdnuggets
@ronald_vanloon
@spirosmargaris
@ipfconline1
@sztanko
@exasolag
@revolutapp
@iqpc_uk
@mattmayo13
@chi2innovations

Top Mentioned in G5:
@kdnuggets
@richardeudes
@switchboardsoft
@datascience__
@rvp
@ceceliashao
@ronald_vanloon
@cometml
@b8con
@wileyed

Top Mentioned in G6:
@kdnuggets
@hear_our_roar
@neptune_ai
@marcusborba
@karpathy
@kirkdborne
@drfeifei
@alliekmiller
@ylecun
@schmidhuberai

Top Mentioned in G7:
@kdnuggets
@dinisguarda
@ursbolt
@salz_er
@adelynzhou
@donne_martin
@postintel
@unfoldlabs
@conpsweeney
@lollydaskal

Top Mentioned in G8:
@kdnuggets
@kirkdborne
@ronald_vanloon
@utsengage
@drjochens
@swizzlefish
@utsalumni
@thedataagent
@vanrijmenam
@craigbrownphd

Top Mentioned in G9:
@kevin_jackson
@kdnuggets
@sallyeaves
@ylecun
@schmarzo
@goodfellow_ian
@cloudexpo
@tagging
@jeffbullas
@jhagel

Top Mentioned in G10:
@bobehayes
@kdnuggets
@doctorkevin
@harvard
@edxonline
@thisismetis
@siddharthb_
@dataclaudius

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@clairebotai
@chidambara09
@aaroncuddeback
@cybersec_feeds
@startupnws
@ndtv
@thomasclone
@itknowingness
@iam__network

Top Tweeters in G1:
@sectest9
@nytimes
@patrickmarierom
@vievararosel
@jingbay
@hubbucket
@mariuskarma
@ayirpelle
@cybersecurityn8
@justjoeaz1

Top Tweeters in G2:
@clairebotai
@cybersec_feeds
@santchiweb
@calcaware
@taieb_bot
@andrewmorrisuk
@xaelbot
@codedailybot
@bernardo_pirola
@markmichdomnic

Top Tweeters in G3:
@gladeolie
@soncabral
@lisanke
@tacj
@gfradelos
@financeandkm
@billmorill
@onelmedianow
@tomordonez
@scottturneruon

Top Tweeters in G4:
@chidambara09
@ndtv
@itknowingness
@iam__network
@zimei_no_ri
@fintechna
@trippbraden
@entwistletx
@nomoreslaves
@simonlporter

Top Tweeters in G5:
@thomasclone
@rvp
@datascience__
@michael_kunz
@joseph_santoro
@thesiliconhill
@meladalklimat
@fullnam35087976
@greentechdon
@patosins

Top Tweeters in G6:
@aaroncuddeback
@chandanrtcs
@justbementalist
@yvesmulkers
@websecurityit
@fmfrancoise
@polit2k
@kirkdborne
@charles_consult
@vishalgreat

Top Tweeters in G7:
@lollydaskal
@cnbc
@dinisguarda
@conpsweeney
@mclynd
@nevillegaunt
@haroldsinnott
@drjdrooghaag
@digitalcloudgal
@salesforce

Top Tweeters in G8:
@data_nerd
@techcrunch
@forbestech
@al_kady2020
@craigbrownphd
@e_nterdiscipl
@astridbijou
@ibmdata
@kdelano001
@vanrijmenam

Top Tweeters in G9:
@jeffbullas
@cloudexpo
@dez_blanchfield
@johnnosta
@kevin_jackson
@govcloud
@jowyang
@jimmarous
@sallyeaves
@terence_mills

Top Tweeters in G10:
@bobehayes
@harvard
@shunfu21
@gerartus
@doctorkevin
@nono08_gogoi
@edxonline
@wroselyne_
@adrianzidaritz
@deepak_patel_89


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