kdnuggets, Twitter, 8/2/2020 3:26:51 AM, 231601


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kdnuggets_2020-08-01_17-31-12.xlsx
kdnuggets_2020-08-01_17-31-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 02, 2020
Short Description:
kdnuggets via NodeXL https://bit.ly/31dNwKZ
@kdnuggets
@ronald_vanloon
@datasciencebot_
@kirkdborne
@harryhsolo
@spirosmargaris
@techtrendingnow
@epuujee
@schmarzo
@unfoldlabs

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

Description:
Description
The graph represents a network of 2,466 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, 02 August 2020 at 00:42 UTC.

The requested start date was Sunday, 02 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 13-day, 7-hour, 19-minute period from Sunday, 19 July 2020 at 00:03 UTC to Saturday, 01 August 2020 at 07:22 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 : 2466
Unique Edges : 2500
Edges With Duplicates : 12675
Total Edges : 15175
Number of Edge Types : 5
Retweet : 4779
MentionsInRetweet : 6839
Tweet : 2027
Mentions : 1411
Replies to : 119
Self-Loops : 2110
Reciprocated Vertex Pair Ratio : 0.0152788388082506
Reciprocated Edge Ratio : 0.0300978179082017
Connected Components : 193
Single-Vertex Connected Components : 168
Maximum Vertices in a Connected Component : 2242
Maximum Edges in a Connected Component : 14781
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.885024
Graph Density : 0.000874530532071877
Modularity : 0.242566
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,466 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, 02 August 2020 at 00:42 UTC.

The requested start date was Sunday, 02 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 13-day, 7-hour, 19-minute period from Sunday, 19 July 2020 at 00:03 UTC to Saturday, 01 August 2020 at 07:22 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:
[245] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html
[226] https://twinybots.ch/
[120] https://www.kdnuggets.com/2020/07/data-mining-machine-learning-free-ebook.html
[104] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[81] https://www.kdnuggets.com/2020/04/machine-learning-ai-industry.html
[79] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html
[73] https://www.kdnuggets.com/2020/06/math-data-science.html
[67] https://www.kdnuggets.com/2020/07/computational-linear-algebra-free-course.html
[65] https://www.kdnuggets.com/2020/07/deep-learning-signal-processing.html
[63] https://www.kdnuggets.com/2020/07/labelling-data-using-snorkel.html

Top URLs in Tweet in G1:
[98] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html
[68] https://www.kdnuggets.com/2020/07/data-mining-machine-learning-free-ebook.html
[51] https://www.kdnuggets.com/2020/06/math-data-science.html
[48] https://github.com/luspr/awesome-ml-courses/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_294
[48] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[26] https://towardsdatascience.com/feature-engineering-for-numerical-data-e20167ec18
[26] https://databricks.com/p/ebook/learning-spark-from-oreilly?utm_source=kdn&utm_medium=thirdparty&utm_campaign=7014N0000026tqzQAA
[25] https://towardsdatascience.com/5-obscure-python-libraries-every-data-scientist-should-know-3651bf5d3be3
[25] https://towardsdatascience.com/if-you-think-gpt-3-makes-coders-obsolete-you-probably-do-not-write-code-25fbc6461362
[22] https://www.kdnuggets.com/2020/01/top-10-ai-ml-articles-to-know.html

Top URLs in Tweet in G2:
[56] https://twinybots.ch/
[56] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html
[43] https://www.kdnuggets.com/2020/04/machine-learning-ai-industry.html
[34] https://www.kdnuggets.com/2020/07/data-mining-machine-learning-free-ebook.html
[24] https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html?utm_content=buffer19bec&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[24] https://www.kdnuggets.com/2020/07/labelling-data-using-snorkel.html
[23] https://www.2basetechnologies.com/5g-wireless-technology-in-big-data-processing
[22] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[20] https://www.kdnuggets.com/2019/08/statistical-modelling-vs-machine-learning.html
[19] https://www.kdnuggets.com/2020/07/googles-new-machine-learning-certificate.html

Top URLs in Tweet in G3:
[105] https://twinybots.ch/
[40] https://www.kdnuggets.com/2020/07/computational-linear-algebra-free-course.html
[34] https://www.kdnuggets.com/2020/07/deep-learning-signal-processing.html
[34] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html
[30] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html
[26] https://www.kdnuggets.com/2020/07/labelling-data-using-snorkel.html
[25] https://www.kdnuggets.com/2020/04/machine-learning-ai-industry.html
[23] https://www.kdnuggets.com/2018/11/10-free-must-see-courses-machine-learning-data-science.html
[22] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[20] https://www.kdnuggets.com/2020/07/rnn-deep-learning-sequential-data.html?utm_content=135060061&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240

Top URLs in Tweet in G4:
[31] https://twinybots.ch/
[26] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[15] https://kdnuggets.com/
[13] https://searchcloudcomputing.techtarget.com/answer/When-should-you-use-cloud-vs-on-premises-storage?utm_content=134996100&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[11] https://www.kdnuggets.com/2020/06/math-data-science.html#disqus_thread
[9] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html
[7] https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html?utm_content=buffer19bec&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.kdnuggets.com/2020/06/best-machine-learning-youtube-videos-under-10-minutes.html
[6] https://www.kdnuggets.com/2020/06/dont-click-this-how-spot-deepfakes.html
[6] https://www.weforum.org/agenda/2020/07/3-ways-digital-business-can-enable-the-great-reset/?utm_content=135036892&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332

Top URLs in Tweet in G5:
[11] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html
[10] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html
[9] https://twinybots.ch/
[7] https://www.kdnuggets.com/2020/07/easy-guide-data-preprocessing-python.html
[6] https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html
[6] http://wwww.gf-accord.biz
[4] https://www.kdnuggets.com/2020/07/bitter-lesson-machine-learning.html
[4] https://www.kdnuggets.com/2020/07/rnn-deep-learning-sequential-data.html
[4] https://twitter.com/kdnuggets/status/1288161806918320136
[4] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html

Top URLs in Tweet in G6:
[3] https://www.kdnuggets.com/2020/07/demystifying-statistical-significance.html#.XxLSrqkV-2g.twitter
[2] https://www.kdnuggets.com/2020/05/automated-machine-learning-free-ebook.html
[2] https://www.kdnuggets.com/2020/06/math-data-science.html
[1] http://out.faveeo.com/?url=https://www.kdnuggets.com/2020/07/5-big-trends-data-analytics.html&vertical=it-trends&lang=en&family=en
[1] https://www.kdnuggets.com/2020/07/5-big-trends-data-analytics.html
[1] https://app.cronycle.com/discovery/topics/Big
[1] Data?activeTab=influencers&utm_source=Twitter&utm_medium=tweet&utm_topic=BigData
[1] https://app.cronycle.com/discovery/topics/Machine
[1] Learning?activeTab=influencers&utm_source=Twitter&utm_medium=tweet&utm_topic=MachineLearning
[1] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html

Top URLs in Tweet in G7:
[26] https://www.kdnuggets.com/2020/06/math-data-science.html?utm_content=buffer00900&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[25] https://www.kdnuggets.com/2020/06/data-science-tools-popularity-animated.html?utm_content=buffer99ac2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://www.kdnuggets.com/2020/06/emotion-ai.html
[3] https://www.kdnuggets.com/2017/12/top-data-science-machine-learning-methods.html?utm_content=buffercce25&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#.Wjzwg3HxJWU.twitter
[2] https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html
[1] https://twitter.com/i/web/status/1288748179090034689
[1] https://www.kdnuggets.com/2018/09/machine-learning-cheat-sheets.html
[1] https://www.kdnuggets.com/2020/06/math-data-science.html#disqus_thread
[1] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html?utm_content=buffer7838a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.kdnuggets.com/2020/07/first-steps-data-science-project.html?utm_content=bufferd11f3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[30] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html
[15] https://www.kdnuggets.com/2018/02/8-neural-network-architectures-machine-learning-researchers-need-learn.html
[7] https://www.kdnuggets.com/2020/07/deep-learning-signal-processing.html#.Xx-8trhd02g.twitter
[3] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[2] https://github.com/luspr/awesome-ml-courses/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_294
[2] https://www.kdnuggets.com/2020/06/crop-disease-detection-computer-vision.html
[2] https://www.kdnuggets.com/2020/06/math-data-science.html#.Xxn-MiiESlY.twitter
[1] https://www.linkedin.com/slink?code=d2bayFJ
[1] https://www.linkedin.com/slink?code=d9unHut
[1] https://www.kdnuggets.com/2020/01/data-validation-machine-learning.html

Top URLs in Tweet in G9:
[3] https://www.kdnuggets.com/2020/06/math-data-science.html
[2] https://www.kdnuggets.com/2018/12/machine-learning-project-checklist.html
[1] https://www.kdnuggets.com/2020/02/big-bad-nlp-database.html
[1] https://www.kdnuggets.com/2019/04/advanced-keras-constructing-complex-custom-losses-metrics.html
[1] https://www.kdnuggets.com/2018/11/top-python-deep-learning-libraries.html
[1] https://www.kdnuggets.com/2019/08/statistical-modelling-vs-machine-learning.html
[1] https://www.kdnuggets.com/2020/04/data-transformation-standardization-normalization.html
[1] https://www.kdnuggets.com/2020/06/tensorflow-modeling-pipeline-tensorflow-datasets-tensorboard.html
[1] https://twitter.com/i/web/status/1278036180240605191
[1] https://www.kdnuggets.com/2020/07/awesome-machine-learning-ai-courses.html

Top URLs in Tweet in G10:
[4] https://www.kdnuggets.com/2020/07/bitter-lesson-machine-learning.html
[3] https://www.kdnuggets.com/2018/11/intro-data-science-managers.html
[3] https://www.kdnuggets.com/2018/05/poll-tools-analytics-data-science-machine-learning-results.html
[3] https://www.kdnuggets.com/2018/06/30-free-resources-machine-learning-deep-learning-nlp-ai.html
[3] https://www.kdnuggets.com/2016/10/deep-learning-key-terms-explained.html
[3] https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html
[2] https://www.kdnuggets.com/2019/04/most-desired-skill-data-science.html
[2] https://www.kdnuggets.com/2018/06/detecting-sarcasm-deep-convolutional-neural-networks.html
[2] https://www.kdnuggets.com/2018/06/deep-learning-best-practices-weight-initialization.html
[2] https://www.kdnuggets.com/2018/11/top-5-domains-big-data-analytics.html

Top Domains
Top Domains in Tweet in Entire Graph:
[4558] kdnuggets.com
[251] twitter.com
[226] towardsdatascience.com
[226] twinybots.ch
[150] medium.com
[91] github.com
[59] bah.com
[40] analyticsindiamag.com
[27] paper.li
[26] databricks.com

Top Domains in Tweet in G1:
[1263] kdnuggets.com
[167] towardsdatascience.com
[91] medium.com
[57] github.com
[34] twitter.com
[26] databricks.com
[14] exxactcorp.com
[14] oreilly.com
[11] indiumsoftware.com
[8] venturebeat.com

Top Domains in Tweet in G2:
[998] kdnuggets.com
[61] twitter.com
[56] twinybots.ch
[28] towardsdatascience.com
[23] 2basetechnologies.com
[22] medium.com
[19] bah.com
[17] intel.com
[17] innotechtoday.com
[16] analyticsindiamag.com

Top Domains in Tweet in G3:
[1516] kdnuggets.com
[105] twinybots.ch
[80] twitter.com
[20] towardsdatascience.com
[20] medium.com
[19] engage.social
[17] paper.li
[15] github.com
[13] tweetedtimes.com
[13] dlvr.it

Top Domains in Tweet in G4:
[180] kdnuggets.com
[31] twinybots.ch
[29] bah.com
[17] analyticsindiamag.com
[13] techtarget.com
[13] medium.com
[7] twitter.com
[6] towardsdatascience.com
[6] weforum.org
[6] github.com

Top Domains in Tweet in G5:
[264] kdnuggets.com
[37] twitter.com
[10] google.com
[9] twinybots.ch
[7] tweetedtimes.com
[6] gf-accord.biz
[5] linkedin.com
[4] cmun.it
[3] content-app.com
[2] ne.jp

Top Domains in Tweet in G6:
[19] kdnuggets.com
[4] twitter.com
[3] cronycle.com
[1] faveeo.com
[1] datasciencecentral.com
[1] algoworks.com

Top Domains in Tweet in G7:
[77] kdnuggets.com
[4] twitter.com
[1] exxactcorp.com
[1] 2basetechnologies.com
[1] bah.com
[1] medium.com
[1] towardsdatascience.com

Top Domains in Tweet in G8:
[69] kdnuggets.com
[3] bah.com
[2] linkedin.com
[2] github.com
[1] towardsdatascience.com
[1] sas.com
[1] analyticsindiamag.com

Top Domains in Tweet in G9:
[12] kdnuggets.com
[1] twitter.com

Top Domains in Tweet in G10:
[40] kdnuggets.com
[3] twitter.com
[2] chi2innovations.com
[1] medium.com
[1] towardsdatascience.com
[1] twinybots.ch
[1] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2126] machinelearning
[1515] datascience
[1133] ai
[1064] kdn
[734] bigdata
[674] python
[669] deeplearning
[578] artificialintelligence
[558] data
[452] learning



Top Hashtags in Tweet in G1:
[682] kdn
[415] machinelearning
[269] datascience
[160] python
[132] ai
[129] deeplearning
[45] ml
[43] bigdata
[40] artificialintelligence
[39] nlproc

Top Hashtags in Tweet in G2:
[900] machinelearning
[658] datascience
[504] ai
[340] bigdata
[266] artificialintelligence
[211] deeplearning
[160] analytics
[158] kdn
[143] ml
[134] learning

Top Hashtags in Tweet in G3:
[399] machinelearning
[378] data
[300] kdnuggets
[251] deeplearning
[249] learning
[202] datascience
[188] python
[165] ai
[160] kdn
[91] artificialintelligence

Top Hashtags in Tweet in G4:
[127] artificialintelligence
[116] machinelearning
[116] ai
[100] datascience
[75] bigdata
[47] blockchain
[40] deeplearning
[40] ml
[35] python
[35] data

Top Hashtags in Tweet in G5:
[30] machinelearning
[21] ai
[16] datascience
[12] learning
[10] deeplearning
[9] data
[8] ml
[8] bigdata
[6] analytics
[5] artificialintelligence

Top Hashtags in Tweet in G6:
[36] machinelearning
[9] bigdata
[7] datascience
[6] analytics
[6] ai
[6] artificialintelligence
[4] data
[3] ml
[2] ff
[2] dataanalytics

Top Hashtags in Tweet in G7:
[73] machinelearning
[67] ai
[61] datascience
[56] bigdata
[26] math
[23] emergingtech
[3] data
[3] ml
[3] kdn
[2] dataanalytics

Top Hashtags in Tweet in G8:
[127] python
[118] datascience
[113] bigdata
[87] rstats
[75] machinelearning
[71] webdev
[66] analytics
[63] iot
[62] ai
[59] iiot

Top Hashtags in Tweet in G9:
[20] artificialintelligence
[19] datascience
[17] ai
[14] machinelearning
[13] cognitivecomputing
[9] deeplearning
[8] models
[6] datasets
[5] algorithms
[4] data

Top Hashtags in Tweet in G10:
[13] machinelearning
[11] datascience
[7] ai
[5] deeplearning
[4] analytics
[4] bigdata
[4] kdn
[4] ml
[3] python
[2] convolutionalneuralnetworks

Top Words
Top Words in Tweet in Entire Graph:
[4120] kdnuggets
[2126] #machinelearning
[1940] learning
[1740] data
[1515] #datascience
[1319] machine
[1154] #ai
[1064] #kdn
[734] #bigdata
[674] #python

Top Words in Tweet in G1:
[2203] kdnuggets
[682] #kdn
[514] learning
[498] data
[415] #machinelearning
[400] machine
[269] #datascience
[207] ai
[174] courses
[173] free

Top Words in Tweet in G2:
[900] #machinelearning
[735] kdnuggets
[658] #datascience
[524] #ai
[403] ronald_vanloon
[402] learning
[340] #bigdata
[318] data
[279] machine
[266] #artificialintelligence

Top Words in Tweet in G3:
[722] learning
[691] kdnuggets
[626] data
[412] machine
[399] #machinelearning
[378] #data
[305] deep
[300] #kdnuggets
[269] science
[251] #deeplearning

Top Words in Tweet in G4:
[163] kdnuggets
[126] #artificialintelligence
[116] #machinelearning
[116] #ai
[100] #datascience
[75] #bigdata
[75] learning
[68] ronald_vanloon
[66] data
[50] machine

Top Words in Tweet in G5:
[98] data
[78] kdnuggets
[76] learning
[58] machine
[35] science
[30] #machinelearning
[25] top
[23] python
[21] ai
[21] #ai

Top Words in Tweet in G6:
[42] ronald_vanloon
[36] #machinelearning
[36] datasciencectrl
[34] go
[33] granvilledsc
[33] kdnuggets
[31] statistics
[30] common
[30] errors
[30] due

Top Words in Tweet in G7:
[85] kdnuggets
[73] #machinelearning
[67] #ai
[61] #datascience
[56] #bigdata
[53] frronconi
[34] need
[27] tools
[27] popularity
[27] much

Top Words in Tweet in G8:
[127] #python
[118] #datascience
[113] #bigdata
[87] #rstats
[75] #machinelearning
[71] #webdev
[66] #analytics
[63] #iot
[62] #ai
[59] #iiot

Top Words in Tweet in G9:
[24] prosumersoft
[20] #artificialintelligence
[19] #datascience
[17] #ai
[14] #machinelearning
[13] #cognitivecomputing
[11] co
[11] hubbucket
[9] #deeplearning
[8] #models

Top Words in Tweet in G10:
[37] kdnuggets
[13] #machinelearning
[12] chi2innovations
[11] #datascience
[11] learning
[10] eelrekab
[9] data
[8] top
[8] machine
[7] #ai

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1304] machine,learning
[591] data,science
[518] deep,learning
[293] learning,ai
[265] #datascience,#machinelearning
[255] awesome,machine
[255] ai,courses
[236] need,know
[211] free,ebook
[193] signal,processing

Top Word Pairs in Tweet in G1:
[390] machine,learning
[138] data,science
[118] kdnuggets,top
[110] increase,expertise
[110] foundational,understanding
[104] courses,kdnuggets
[99] learning,ai
[98] awesome,machine
[98] ai,courses
[97] free,ebook

Top Word Pairs in Tweet in G2:
[277] machine,learning
[141] #datascience,#machinelearning
[115] read,more
[109] deep,learning
[106] gt,gt
[93] learn,more
[91] data,science
[84] #machinelearning,#ai
[76] more,#ai
[69] learning,ai

Top Word Pairs in Tweet in G3:
[411] machine,learning
[297] deep,learning
[267] data,science
[124] need,know
[119] learning,signal
[119] signal,processing
[119] processing,need
[93] #deeplearning,#learning
[88] #machinelearning,#learning
[85] neural,networks

Top Word Pairs in Tweet in G4:
[48] machine,learning
[45] ronald_vanloon,#artificialintelligence
[44] #artificialintelligence,#blockchain
[44] #blockchain,convergence
[44] convergence,dinisguarda
[44] dinisguarda,intelligenthq
[44] intelligenthq,citiesabc_
[44] citiesabc_,#artificialintelligence
[44] #artificialintelligence,#
[34] #bigdata,#datascience

Top Word Pairs in Tweet in G5:
[58] machine,learning
[35] data,science
[17] deep,learning
[14] learning,ai
[13] awesome,machine
[13] ai,courses
[12] bitter,lesson
[12] lesson,machine
[11] science,moocs
[11] moocs,superficial

Top Word Pairs in Tweet in G6:
[31] granvilledsc,datasciencectrl
[30] common,errors
[30] errors,#machinelearning
[30] #machinelearning,due
[30] due,poor
[30] poor,statistics
[30] statistics,knowledge
[30] knowledge,granvilledsc
[30] datasciencectrl,go
[29] ronald_vanloon,common

Top Word Pairs in Tweet in G7:
[51] #ai,#machinelearning
[50] kdnuggets,#ai
[49] #machinelearning,#bigdata
[27] #datascience,tools
[27] tools,popularity
[26] much,#math
[26] #math,need
[26] need,#datascience
[26] #datascience,kdnuggets
[25] frronconi,much

Top Word Pairs in Tweet in G8:
[86] #python,#rstats
[65] #bigdata,#analytics
[65] #analytics,#datascience
[58] #datascience,#cybersecurity
[58] #iiot,#pytorch
[58] #pytorch,#python
[47] machine,learning
[44] #cybersecurity,#iiot
[43] #machinelearning,#bigdata
[41] #neuralnetworks,think

Top Word Pairs in Tweet in G9:
[17] #artificialintelligence,#ai
[16] #datascience,#artificialintelligence
[13] #ai,#cognitivecomputing
[9] hubbucket,prosumersoft
[6] #cognitivecomputing,#machinelearning
[6] kdnuggets,hubbucket
[6] prosumersoft,hubmedx
[5] #deeplearning,#algorithms
[5] #algorithms,#models
[5] #models,co

Top Word Pairs in Tweet in G10:
[8] machine,learning
[6] skyetetra,minebocek
[5] __mharrison__,skyetetra
[5] kdnuggets,kirkdborne
[5] mdancho84,tietoevry
[5] tietoevry,nordicinst
[4] python,eats
[4] eats,away
[4] away,top
[4] top,software

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@ronald_vanloon
@frronconi
@dokiom
@yenaglass
@marcusborba
@dshadravan
@ipfconline1
@jenstirrup
@lexfridman

Top Replied-To in G1:
@kdnuggets
@dokiom
@yenaglass
@dshadravan
@lexfridman
@irh86753o9
@ylecun
@emilymbender
@tdatascience
@ftgfop1

Top Replied-To in G2:
@ronald_vanloon

Top Replied-To in G3:
@kdnuggets
@markovchurch

Top Replied-To in G4:
@ipfconline1
@ca_22562_an
@kidskyz
@spirosmargaris
@kirkdborne
@terence_mills

Top Replied-To in G6:
@ronald_vanloon
@marciaas_
@clenioafonso
@atscale
@marcusborba

Top Replied-To in G7:
@frronconi
@ronald_vanloon
@laughlinpaul

Top Replied-To in G10:
@jenstirrup

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@ronald_vanloon
@kirkdborne
@marcusborba
@spirosmargaris
@rzembo
@dayus4heaven
@frronconi
@ipfconline1
@dinisguarda

Top Mentioned in G1:
@kdnuggets
@marcusborba
@ronald_vanloon
@openai
@databricks
@exxactcorp
@rzembo
@oreillymedia
@chipro

Top Mentioned in G2:
@kdnuggets
@ronald_vanloon
@spirosmargaris
@rzembo
@richardeudes
@antgrasso
@kirkdborne
@fisher85m
@mikequindazzi
@ipfconline1

Top Mentioned in G3:
@kdnuggets
@hear_our_roar
@curated_data
@math_rachel
@datasciencedojo
@deep_in_depth
@dataclaudius
@cybersecboardrm
@dataaugmented
@experiandatalab

Top Mentioned in G4:
@kdnuggets
@ronald_vanloon
@kirkdborne
@dinisguarda
@intelligenthq
@citiesabc_
@schmarzo
@rasbt
@spirosmargaris
@kevin_jackson

Top Mentioned in G5:
@bigdatanova
@1davidclarke
@mulingatikofia

Top Mentioned in G6:
@ronald_vanloon
@datasciencectrl
@granvilledsc
@kdnuggets
@kirkdborne
@tableau
@hmason
@andrewyng
@mrogati
@analyticbridge

Top Mentioned in G7:
@kdnuggets
@frronconi
@alvinfoo
@ipfconline1
@nataliamodjeska
@ronald_vanloon
@mvollmer1
@nevillegaunt
@victoryabro
@joannmoretti

Top Mentioned in G8:
@dayus4heaven
@thejupaul
@sourabhskatoch
@kdnuggets
@ref_sys
@davidecamera
@ronald_vanloon
@kirkdborne
@rasbt

Top Mentioned in G9:
@prosumersoft
@hubbucket
@kdnuggets
@hubmedx
@hubdevops
@hubdataops
@tensorflow
@hubstat
@hu
@hubautomate

Top Mentioned in G10:
@kdnuggets
@chi2innovations
@eelrekab
@__mharrison__
@skyetetra
@minebocek
@kirkdborne
@mdancho84
@tietoevry
@nordicinst

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@sevenshepherd
@downloaderbot
@edinburghwatch
@chidambara09
@cybersec_feeds
@evankirstel
@aaroncuddeback
@deejayiwan
@magnifyk

Top Tweeters in G1:
@deejayiwan
@rosenchild
@ottlegalrebels
@itknowingness
@primal_digest
@machinelearnflx
@nytimes
@jborrego
@vievararosel
@twilli2861

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@flavio58
@tess_blue815
@calcaware
@andrewmorrisuk
@mashable
@gezgintrk
@ssxman2

Top Tweeters in G3:
@sevenshepherd
@eddarrell
@rvp
@learn__together
@chandanrtcs
@bharat_builder
@merckxcycling
@rstatstweet
@walkingimpress
@fullnam35087976

Top Tweeters in G4:
@evankirstel
@aaroncuddeback
@trippbraden
@lollydaskal
@akwyz
@gvalan
@2601manish
@lkafle
@grattonboy
@openmarketingtv

Top Tweeters in G5:
@iam__network
@drpatfarrell
@rkeyserling
@ainewsfeed
@k4kats
@gfradelos
@lilmischrysalis
@cicacode
@nagabhushanb
@scottturneruon

Top Tweeters in G6:
@santchiweb
@simonlporter
@data_nerd
@o_antagonista
@analyticbridge
@junjudapi
@domingonarvaez1
@leogomide
@gigaom
@jaychance5

Top Tweeters in G7:
@downloaderbot
@nicochan33
@shicooks
@alphasun89
@pvynckier
@diversity54
@jaguilam2003
@serpil_ozguven
@athigah
@nevillegaunt

Top Tweeters in G8:
@femtech_
@taieb_bot
@xaelbot
@codedailybot
@websecurityit
@serverlessfan
@redianbot
@womencodersbot
@_reactdev
@nlognbot

Top Tweeters in G9:
@hubbucket
@hu
@prosumersoft
@hubclouds
@hubmedx
@prosum
@hubconductor
@fabriciosx
@hubvoyager
@hubdoku

Top Tweeters in G10:
@dez_blanchfield
@jenstirrup
@userexperienceu
@chi2innovations
@eelrekab
@seetalabs
@victoria_holt
@nordicinst
@__mharrison__
@nabeelmahmood