kdnuggets, Twitter, 7/26/2020 12:21:07 PM, 231127


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kdnuggets_2020-07-25_21-21-09.xlsx
kdnuggets_2020-07-25_21-21-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 26, 2020
Short Description:
kdnuggets via NodeXL https://bit.ly/3f23yMD
@kdnuggets
@ronald_vanloon
@datasciencebot_
@kirkdborne
@harryhsolo
@ml_tweet_bot
@thejupaul
@schmarzo
@asokan_telecom
@spirosmargaris

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

Description:
Description
The graph represents a network of 1,834 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, 26 July 2020 at 04:29 UTC.

The requested start date was Sunday, 26 July 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 9-day, 21-hour, 22-minute period from Thursday, 16 July 2020 at 02:30 UTC to Saturday, 25 July 2020 at 23:53 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 : 1834
Unique Edges : 1747
Edges With Duplicates : 8818
Total Edges : 10565
Number of Edge Types : 5
Retweet : 3301
MentionsInRetweet : 4615
Tweet : 1468
Mentions : 1103
Replies to : 78
Self-Loops : 1522
Reciprocated Vertex Pair Ratio : 0.0140959609650312
Reciprocated Edge Ratio : 0.0278000534616413
Connected Components : 136
Single-Vertex Connected Components : 121
Maximum Vertices in a Connected Component : 1681
Maximum Edges in a Connected Component : 10320
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.063583
Graph Density : 0.00111282253559337
Modularity : 0.258872
NodeXL Version : 1.0.1.438
Data Import : The graph represents a network of 1,834 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, 26 July 2020 at 04:29 UTC.

The requested start date was Sunday, 26 July 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 9-day, 21-hour, 22-minute period from Thursday, 16 July 2020 at 02:30 UTC to Saturday, 25 July 2020 at 23:53 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:
[171] https://twinybots.ch/
[98] https://www.kdnuggets.com/2020/06/math-data-science.html
[71] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html
[68] https://www.kdnuggets.com/2020/07/bitter-lesson-machine-learning.html
[66] https://www.kdnuggets.com/2018/02/8-neural-network-architectures-machine-learning-researchers-need-learn.html
[60] https://www.kdnuggets.com/2020/06/best-machine-learning-youtube-videos-under-10-minutes.html
[57] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[56] https://www.kdnuggets.com/2020/07/rnn-deep-learning-sequential-data.html
[56] https://github.com/luspr/awesome-ml-courses/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_294
[55] https://www.kdnuggets.com/2020/07/wrapping-machine-learning-techniques-ai-jack-library-r.html

Top URLs in Tweet in G1:
[46] https://github.com/luspr/awesome-ml-courses/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_294
[45] https://www.kdnuggets.com/2020/06/math-data-science.html
[30] https://www.kdnuggets.com/2020/07/data-mining-machine-learning-free-ebook.html
[25] https://databricks.com/p/ebook/learning-spark-from-oreilly?utm_source=kdn&utm_medium=thirdparty&utm_campaign=7014N0000026tqzQAA
[22] https://towardsdatascience.com/5-obscure-python-libraries-every-data-scientist-should-know-3651bf5d3be3
[21] https://medium.com/better-programming/9-skills-that-separate-a-beginner-from-an-intermediate-python-programmer-8bbde735c246
[20] https://www.kdnuggets.com/2020/07/3-advanced-python-features.html
[20] https://www.kdnuggets.com/2020/06/gpt-3-deep-learning-nlp.html
[19] https://www.kdnuggets.com/2020/07/rnn-deep-learning-sequential-data.html
[18] https://www.kdnuggets.com/2019/10/10-free-top-notch-courses-natural-language-processing.html

Top URLs in Tweet in G2:
[42] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[38] https://www.kdnuggets.com/2020/06/best-machine-learning-youtube-videos-under-10-minutes.html
[27] https://www.sas.com/gms/redirect.jsp?detail=GMS131449_181143
[27] https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html?utm_content=buffer19bec&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[23] https://www.kdnuggets.com/2020/06/dont-click-this-how-spot-deepfakes.html
[22] https://www.theverge.com/2019/7/25/8929793/emotion-recognition-analysis-ai-machine-learning-facial-expression-review
[21] https://blog.exxactcorp.com/how-artificial-intelligence-ai-machine-learning-ml-can-fight-future-pandemics/
[20] https://www.2basetechnologies.com/5g-wireless-technology-in-big-data-processing
[19] https://www.kdnuggets.com/2020/06/emotion-ai.html
[17] https://www.kdnuggets.com/2018/11/10-free-must-see-courses-machine-learning-data-science.html

Top URLs in Tweet in G3:
[150] https://twinybots.ch/
[43] https://www.kdnuggets.com/2020/07/wrapping-machine-learning-techniques-ai-jack-library-r.html
[39] https://www.kdnuggets.com/2020/07/bitter-lesson-machine-learning.html
[36] https://www.kdnuggets.com/2015/12/top-10-deep-learning-tips-tricks.html#.XxCmtI1qD5s.twitter
[30] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html
[28] https://www.kdnuggets.com/2020/07/labelling-data-using-snorkel.html
[26] https://www.kdnuggets.com/2020/07/wrapping-machine-learning-techniques-ai-jack-library-r.html?utm_source=dlvr.it&utm_medium=twitter
[25] https://www.kdnuggets.com/2018/02/8-neural-network-architectures-machine-learning-researchers-need-learn.html
[24] https://www.kdnuggets.com/2020/07/wrapping-machine-learning-techniques-ai-jack-library-r.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+kdnuggets-data-mining-analytics+%28KDnuggets%3A+Data+Mining+and+Analytics%29
[23] https://www.kdnuggets.com/2018/11/10-free-must-see-courses-machine-learning-data-science.html

Top URLs in Tweet in G4:
[10] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html
[7] https://www.kdnuggets.com/2020/07/bitter-lesson-machine-learning.html
[5] https://twinybots.ch/
[4] https://www.kdnuggets.com/2020/07/ethical-social-issues-natural-language-processing.html
[4] https://www.kdnuggets.com/2020/06/math-data-science.html
[4] http://wwww.gf-accord.biz
[4] https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html
[4] https://www.kdnuggets.com/2020/07/easy-guide-data-preprocessing-python.html
[3] https://cmun.it/e/mbf6h3i/2019/11/top-tweets-oct30-nov05.html?t=1573460603
[3] https://www.kdnuggets.com/2018/11/10-free-must-see-courses-machine-learning-data-science.html

Top URLs in Tweet in G5:
[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
[3] https://www.zdnet.com/article/53-of-enterprises-spending-more-than-20-million-a-year-on-ai-technology-talent/?utm_content=134808774&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[3] https://itbrief.co.nz/story/how-technology-is-driving-a-better-way-to-work?utm_content=135239753&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[2] https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html?utm_content=buffer19bec&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] 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
[2] https://www.forbes.com/sites/charlestowersclark/2020/07/22/trust-is-a-keystone-of-digital-transformation/?utm_content=135356964&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853#ec3430876e29
[2] 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
[2] https://www.kdnuggets.com/2020/06/upgrading-brand-mobile-app-machine-learning.html?utm_content=133515587&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[2] https://www.kdnuggets.com/2020/06/best-machine-learning-youtube-videos-under-10-minutes.html
[2] https://www.kdnuggets.com/2020/06/dont-click-this-how-spot-deepfakes.html

Top URLs in Tweet in G6:
[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/2020/06/math-data-science.html
[1] https://twitter.com/incvisive/status/1284094848018968578?s=21
[1] https://twitter.com/incvisive/status/1284094848018968578
[1] https://twitter.com/i/web/status/1284125144835928065
[1] https://twitter.com/i/web/status/1280830185839960064
[1] https://twitter.com/i/web/status/1282496702285582336

Top URLs in Tweet in G7:
[1] https://www.kdnuggets.com/2018/02/top-20-python-ai-machine-learning-open-source-projects.html
[1] https://www.kdnuggets.com/2020/06/best-machine-learning-youtube-videos-under-10-minutes.html
[1] https://www.kdnuggets.com/2020/03/covid-19-visualized.html
[1] https://www.kdnuggets.com/2020/07/building-rest-api-tensorflow-serving-part-1.html
[1] https://twitter.com/i/web/status/1284657587510796288
[1] https://twitter.com/i/web/status/1284628922051657729
[1] https://twitter.com/i/web/status/1283900049739612162

Top URLs in Tweet in G8:
[15] https://www.kdnuggets.com/2018/02/8-neural-network-architectures-machine-learning-researchers-need-learn.html
[8] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[2] https://www.kdnuggets.com/2020/07/understanding-time-series-r.html#.XxC_rPrXk-E.twitter
[1] https://www.linkedin.com/slink?code=d2bayFJ
[1] https://www.linkedin.com/slink?code=d9unHut
[1] https://www.kdnuggets.com/2020/03/20-machine-learning-datasets-project-ideas.html
[1] https://www.kdnuggets.com/2020/07/pytorch-lstm-text-generation-tutorial.html#.XxX_3rbMaug.twitter
[1] https://www.kdnuggets.com/2020/07/5-things-pycaret.html#.XxC-1E7tShk.twitter
[1] https://www.kdnuggets.com/2019/11/create-vocabulary-nlp-tasks-python.html
[1] https://www.kdnuggets.com/2018/09/visualising-geospatial-data-python-folium.html

Top URLs in Tweet in G9:
[19] https://www.kdnuggets.com/2020/06/math-data-science.html
[9] https://www.kdnuggets.com/2020/07/free-mit-courses-calculus-key-deep-learning.html
[4] https://www.kdnuggets.com/2020/04/best-sites-datasets-data-science.html
[2] https://www.kdnuggets.com/2020/07/data-science-moocs-superficial.html
[2] https://medium.com/analytics-vidhya/how-to-detect-and-remove-outliers-for-a-machine-learning-model-ebfcc4d3d1f
[2] https://www.techspot.com/article/2048-machine-learning-explained/?utm_content=buffer50294&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.kdnuggets.com/2020/01/book-start-machine-learning.html
[1] https://twitter.com/i/web/status/1285009498583818240
[1] https://www.kdnuggets.com/2020/07/200-machine-learning-tools.html
[1] https://towardsdatascience.com/5-obscure-python-libraries-every-data-scientist-should-know-3651bf5d3be3

Top URLs in Tweet in G10:
[1] https://bdtechtalks.com/2020/07/20/black-box-adversarial-reprogramming/
[1] https://www.forbes.com/sites/davidteich/2020/07/16/deep-learning-ai-needs-tools-to-adapt-to-changes-in-the-data-environment/
[1] https://www.cpajournal.com/2020/07/16/icymi-machine-learning-in-auditing/
[1] https://searchenterpriseai.techtarget.com/In-depth-guide-to-machine-learning-in-the-enterprise
[1] https://www.kdnuggets.com/2020/07/rnn-deep-learning-sequential-data.html?utm_source=dlvr.it&utm_medium=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[3183] kdnuggets.com
[201] twitter.com
[171] twinybots.ch
[102] towardsdatascience.com
[102] medium.com
[73] bah.com
[67] github.com
[34] exxactcorp.com
[29] analyticsindiamag.com
[27] sas.com

Top Domains in Tweet in G1:
[817] kdnuggets.com
[71] towardsdatascience.com
[62] medium.com
[49] github.com
[25] databricks.com
[21] twitter.com
[13] indiumsoftware.com
[8] venturebeat.com
[7] paper.li
[7] womeninanalytics.com

Top Domains in Tweet in G2:
[605] kdnuggets.com
[54] bah.com
[34] twitter.com
[27] sas.com
[22] theverge.com
[21] medium.com
[21] exxactcorp.com
[20] 2basetechnologies.com
[17] innotechtoday.com
[14] twinybots.ch

Top Domains in Tweet in G3:
[1386] kdnuggets.com
[150] twinybots.ch
[94] twitter.com
[17] analyticsindiamag.com
[16] paper.li
[16] towardsdatascience.com
[13] engage.social
[12] medium.com
[12] dlvr.it
[10] github.com

Top Domains in Tweet in G4:
[155] kdnuggets.com
[17] twitter.com
[5] twinybots.ch
[5] tweetedtimes.com
[4] gf-accord.biz
[3] linkedin.com
[3] google.com
[3] cmun.it
[1] scikit-learn.org
[1] stackoverflow.com

Top Domains in Tweet in G5:
[15] kdnuggets.com
[6] weforum.org
[3] zdnet.com
[3] twitter.com
[3] co.nz
[2] forbes.com
[2] techtarget.com
[2] intelligenthq.com
[1] hbr.org

Top Domains in Tweet in G6:
[8] twitter.com
[2] cronycle.com
[1] kdnuggets.com

Top Domains in Tweet in G7:
[4] kdnuggets.com
[3] twitter.com

Top Domains in Tweet in G8:
[25] kdnuggets.com
[8] bah.com
[2] linkedin.com
[1] medium.com
[1] analyticsindiamag.com
[1] github.com

Top Domains in Tweet in G9:
[40] kdnuggets.com
[2] medium.com
[2] techspot.com
[1] twitter.com
[1] towardsdatascience.com
[1] github.com

Top Domains in Tweet in G10:
[1] bdtechtalks.com
[1] forbes.com
[1] cpajournal.com
[1] techtarget.com
[1] kdnuggets.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1489] machinelearning
[1057] datascience
[918] ai
[795] kdn
[597] python
[542] bigdata
[424] deeplearning
[401] data
[389] artificialintelligence
[330] learning



Top Hashtags in Tweet in G1:
[457] kdn
[262] machinelearning
[130] python
[125] datascience
[96] ai
[85] deeplearning
[49] free
[45] nlproc
[27] books
[21] datascientist

Top Hashtags in Tweet in G2:
[596] machinelearning
[479] datascience
[453] ai
[290] bigdata
[157] artificialintelligence
[126] kdn
[123] analytics
[108] deeplearning
[106] python
[90] iot

Top Hashtags in Tweet in G3:
[403] machinelearning
[298] data
[260] datascience
[254] learning
[241] kdnuggets
[227] python
[205] ai
[191] deeplearning
[155] kdn
[151] artificialintelligence

Top Hashtags in Tweet in G4:
[26] machinelearning
[13] ai
[9] learning
[8] deeplearning
[6] datascience
[5] data
[5] artificialintelligence
[4] bigdata
[3] ml
[3] analytics

Top Hashtags in Tweet in G5:
[43] artificialintelligence
[19] blockchain
[15] ai
[8] machinelearning
[6] ml
[6] digitalization
[6] business
[4] datascience
[3] bigdata
[3] data

Top Hashtags in Tweet in G6:
[2] artificialintelligence
[2] datascience
[1] bigdata
[1] machinelearning
[1] fridaymorning
[1] research
[1] development
[1] data
[1] blockchain
[1] kdnuggets

Top Hashtags in Tweet in G7:
[37] innovation
[36] sustainability
[36] engineering
[3] kdn
[2] machinelearning
[1] python
[1] opensource
[1] deeplearning
[1] ff
[1] analytics

Top Hashtags in Tweet in G8:
[119] datascience
[119] bigdata
[114] python
[109] machinelearning
[102] rstats
[92] ai
[92] webdev
[84] iot
[73] neuralnetworks
[73] devops

Top Hashtags in Tweet in G9:
[25] datascience
[13] deeplearning
[10] machinelearning
[5] ai
[4] kdn
[2] coronavirus
[2] outliers
[2] fintech
[2] artificialintelligence
[1] python

Top Hashtags in Tweet in G10:
[7] machinelearning
[6] deeplearning
[6] ai
[5] artificialintelligence
[5] ml
[4] dl
[4] data
[4] tech
[4] technology
[4] algorithm

Top Words
Top Words in Tweet in Entire Graph:
[2554] kdnuggets
[1489] #machinelearning
[1284] data
[1213] learning
[1057] #datascience
[935] #ai
[795] #kdn
[717] machine
[597] #python
[542] #bigdata

Top Words in Tweet in G1:
[1278] kdnuggets
[457] #kdn
[325] data
[262] #machinelearning
[175] learning
[130] #python
[125] #datascience
[119] science
[96] free
[96] #ai

Top Words in Tweet in G2:
[596] #machinelearning
[501] kdnuggets
[479] #datascience
[470] #ai
[290] #bigdata
[262] ronald_vanloon
[196] learning
[182] data
[173] learn
[170] more

Top Words in Tweet in G3:
[734] learning
[581] data
[525] kdnuggets
[447] machine
[403] #machinelearning
[311] #data
[284] deep
[260] #datascience
[254] #learning
[244] science

Top Words in Tweet in G4:
[66] data
[54] kdnuggets
[39] learning
[26] #machinelearning
[25] machine
[24] science
[18] free
[16] python
[15] neural
[14] networks

Top Words in Tweet in G5:
[43] #artificialintelligence
[22] kdnuggets
[22] dinisguarda
[21] #
[20] ronald_vanloon
[20] intelligenthq
[19] #blockchain
[19] convergence
[19] citiesabc_
[15] #ai

Top Words in Tweet in G6:
[30] kirkdborne
[26] data
[18] kdnuggets
[17] andrewyng
[17] mrogati
[15] follow
[15] hmason
[15] wesmckinn
[15] deanabb
[15] cutting

Top Words in Tweet in G7:
[47] ronald_vanloon
[41] mashable
[37] road
[37] france
[37] paved
[37] solar
[37] panels
[37] #innovation
[36] #sustainability
[36] #engineering

Top Words in Tweet in G8:
[119] #datascience
[119] #bigdata
[114] #python
[109] #machinelearning
[102] #rstats
[92] #ai
[92] #webdev
[84] #iot
[73] #neuralnetworks
[73] think

Top Words in Tweet in G9:
[26] data
[25] science
[25] #datascience
[23] machinelearnflx
[21] need
[19] much
[19] math
[18] kdnuggets
[13] learning
[13] #deeplearning

Top Words in Tweet in G10:
[7] #machinelearning
[6] #deeplearning
[6] #ai
[6] kdnuggets
[5] #artificialintelligence
[5] #ml
[4] #dl
[4] #data
[4] #tech
[4] #technology

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[707] machine,learning
[502] data,science
[429] deep,learning
[268] #datascience,#machinelearning
[184] neural,networks
[172] learning,techniques
[167] wrapping,machine
[167] techniques,within
[167] within,ai
[167] ai,jack

Top Word Pairs in Tweet in G1:
[116] data,science
[83] machine,learning
[57] #machinelearning,#ai
[56] big,list
[56] list,awesome
[56] awesome,#machinelearning
[55] #ai,courses
[46] science,kdnuggets
[45] much,math
[45] math,need

Top Word Pairs in Tweet in G2:
[115] machine,learning
[104] #datascience,#machinelearning
[100] learn,more
[81] #bigdata,#datascience
[77] deep,learning
[67] data,science
[67] more,#ai
[64] read,more
[55] #analytics,#datascience
[52] gt,gt

Top Word Pairs in Tweet in G3:
[445] machine,learning
[277] deep,learning
[244] data,science
[134] learning,techniques
[133] wrapping,machine
[133] techniques,within
[133] within,ai
[133] ai,jack
[133] jack,library
[88] bitter,lesson

Top Word Pairs in Tweet in G4:
[25] machine,learning
[23] data,science
[13] neural,networks
[12] deep,learning
[8] kdnuggets,#machinelearning
[7] bitter,lesson
[7] lesson,machine
[7] recurrent,neural
[7] networks,rnn
[7] rnn,deep

Top Word Pairs in Tweet in G5:
[19] ronald_vanloon,#artificialintelligence
[19] #artificialintelligence,#blockchain
[19] #blockchain,convergence
[19] convergence,dinisguarda
[19] dinisguarda,intelligenthq
[19] intelligenthq,citiesabc_
[19] citiesabc_,#artificialintelligence
[19] #artificialintelligence,#
[6] ways,digital
[6] digital,businesses

Top Word Pairs in Tweet in G6:
[15] kirkdborne,wesmckinn
[15] wesmckinn,andrewyng
[15] andrewyng,deanabb
[15] deanabb,cutting
[15] cutting,mrogati
[14] 18,data
[14] data,scientist
[14] scientist,follow
[14] follow,twitter
[14] twitter,kirkdborne

Top Word Pairs in Tweet in G7:
[37] road,france
[37] france,paved
[37] paved,solar
[37] solar,panels
[37] panels,mashable
[37] mashable,#innovation
[36] ronald_vanloon,road
[36] #innovation,#sustainability
[36] #sustainability,#engineering
[36] #engineering,#cleanenerg

Top Word Pairs in Tweet in G8:
[98] #python,#rstats
[74] #machinelearning,#bigdata
[74] #ai,#iot
[73] #neuralnetworks,think
[73] think,#datascience
[73] #datascience,#machinelearning
[73] #bigdata,#ai
[73] #iot,#python
[73] #rstats,#webdev
[73] #webdev,#devops

Top Word Pairs in Tweet in G9:
[25] data,science
[19] much,math
[19] math,need
[19] need,data
[18] science,#datascience
[15] machinelearnflx,much
[9] free,courses
[9] courses,calculus
[9] calculus,key
[9] key,understanding

Top Word Pairs in Tweet in G10:
[4] #data,#tech
[4] #tech,#technology
[4] #artificialintelligence,#algorithm
[4] #algorithm,#ml
[3] #ai,#artificialintelligence
[3] #neuralnetworks,#data
[2] #ml,#machinelearning
[2] bojanavukov,kdnuggets
[2] #deeplearning,#ai
[2] #ai,needs

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@ronald_vanloon
@datascientists
@dokiom
@yenaglass
@dshadravan
@ipfconline1
@lexfridman
@xamat
@ftgfop1

Top Replied-To in G1:
@kdnuggets
@dokiom
@yenaglass
@dshadravan
@lexfridman
@tdatascience
@ftgfop1
@xamat
@romsuae
@arnoe_peezy

Top Replied-To in G2:
@ronald_vanloon
@ipfconline1
@kidskyz
@ca_22562_an
@kirkdborne

Top Replied-To in G3:
@kdnuggets

Top Replied-To in G5:
@swisscognitive

Top Replied-To in G6:
@datascientists
@atscale
@marcusborba
@theinsaneapp
@cindyyyip

Top Replied-To in G7:
@ronald_vanloon
@pcribbett

Top Replied-To in G9:
@belzagar
@kdnuggets

Top Replied-To in G10:
@vanrijmenam

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@ronald_vanloon
@kirkdborne
@ipfconline1
@thejupaul
@dayus4heaven
@spirosmargaris
@curated_data
@ambalinalimarc
@rasbt

Top Mentioned in G1:
@kdnuggets
@databricks
@marcusborba
@chipro
@charleehanna
@exxactcorp
@appenglobal
@deep_in_depth
@rzembo
@ronald_vanloon

Top Mentioned in G2:
@kdnuggets
@ronald_vanloon
@ipfconline1
@kirkdborne
@spirosmargaris
@ambalinalimarc
@antgrasso
@schmarzo
@rasbt
@mattmayo13

Top Mentioned in G3:
@kdnuggets
@curated_data
@hear_our_roar
@dayus4heaven
@deep_in_depth
@_asifbhat_
@dataclaudius
@datasciencedojo
@dataaugmented
@experiandatalab

Top Mentioned in G4:
@1davidclarke
@mulingatikofia

Top Mentioned in G5:
@dinisguarda
@kdnuggets
@ronald_vanloon
@intelligenthq
@citiesabc_
@asokan_telecom
@wef
@roblemvr
@fhioxford
@treasad

Top Mentioned in G6:
@kirkdborne
@kdnuggets
@andrewyng
@mrogati
@hmason
@wesmckinn
@deanabb
@cutting
@bernardmarr
@nandodf

Top Mentioned in G7:
@ronald_vanloon
@mashable
@kdnuggets
@pawlowskimario
@analyticbridge
@tableau
@bernardmarr
@thespaceacad
@randal_olson
@this_vid

Top Mentioned in G8:
@thejupaul
@dayus4heaven
@ref_sys
@kirkdborne
@rasbt
@kdnuggets
@datascibae
@fintechpros
@theomitsa
@rzembo

Top Mentioned in G9:
@machinelearnflx
@kdnuggets
@datascience__
@techspot
@chipro
@ylecun
@chrisalbon
@lexfridman
@deliprao
@the_adster_

Top Mentioned in G10:
@kdnuggets
@bojanavukov
@geoffreyhinton
@ianrowan29
@chipro
@mblondel_ml
@wearelogikk
@sedielem
@kaliouby
@fchollet

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@this_vid
@edinburghwatch
@chidambara09
@cybersec_feeds
@evankirstel
@aaroncuddeback
@iam__network
@rosenchild
@femtech_

Top Tweeters in G1:
@itknowingness
@breizh2008
@nytimes
@trippbraden
@jborrego
@vievararosel
@twilli2861
@wordfinga
@dcarsoncpa_ma
@ayirpelle

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@evankirstel
@iam__network
@tess_blue815
@calcaware
@andrewmorrisuk
@nicochan33
@pizzahutxbox

Top Tweeters in G3:
@edinburghwatch
@aaroncuddeback
@femtech_
@rvp
@flavio58
@chandanrtcs
@jfjabbo
@dataaugmented
@serverlessfan
@ricardo_ik_ahau

Top Tweeters in G4:
@drpatfarrell
@rkeyserling
@domingonarvaez1
@k4kats
@gfradelos
@jenstirrup
@sureshone
@nagabhushanb
@rubenroa
@anitayorker

Top Tweeters in G5:
@lollydaskal
@2601manish
@grattonboy
@zdnet
@openmarketingtv
@lovegoldenheart
@adamsconsulting
@wef
@conpsweeney
@dinisguarda

Top Tweeters in G6:
@simonlporter
@gigaom
@ibmdata
@strategy_gal
@jeremywaite
@hadleywickham
@gilpress
@steffanoferrari
@tamaradull
@maribellopez

Top Tweeters in G7:
@this_vid
@mashable
@oparlar
@btptechsearch
@pcribbett
@analyticbridge
@engaviats
@_rip_lrem
@risto_matti
@cloudrocio

Top Tweeters in G8:
@taieb_bot
@xaelbot
@codedailybot
@learn__together
@websecurityit
@redianbot
@rstatstweet
@_reactdev
@nlognbot
@linuxdreams

Top Tweeters in G9:
@machinelearnflx
@datascience__
@tarundsnaol
@cristobalvega
@edrc30
@techspot
@bungobot1
@deliprao
@brainbuilder_
@shreasthavyas

Top Tweeters in G10:
@vanrijmenam
@andresvilarino
@jeremyphoward
@ajitjaokar
@fchollet
@ogrisel
@kaliouby
@utsengage
@egrefen
@catherinebuk


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