kdnuggets, Twitter, 5/22/2022 4:06:16 AM, 276797


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kdnuggets_2022-05-21_19-35-55.xlsx
kdnuggets_2022-05-21_19-35-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 22, 2022
Short Description:
kdnuggets via NodeXL https://bit.ly/38FOjfj
@kdnuggets
@datasciencedojo
@braincures
@digitalhealthxx
@dansar39
@kirkdborne
@swisscognitive
@braincuresltd
@machinelearnflx
@securemekiosk

Top hashtags:
#datascience
#machinelearning
#ai
#kdnuggets
#bigdata
#analytics

Description:
Description
The graph represents a network of 1,719 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, 22 May 2022 at 02:42 UTC.

The requested start date was Sunday, 22 May 2022 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, 23-hour, 15-minute period from Sunday, 08 May 2022 at 00:35 UTC to Saturday, 21 May 2022 at 23:50 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1719
Unique Edges : 1323
Edges With Duplicates : 7623
Total Edges : 8946
Number of Edge Types : 5
Retweet : 2394
MentionsInRetweet : 3716
Tweet : 959
Mentions : 1764
Replies to : 113
Self-Loops : 996
Reciprocated Vertex Pair Ratio : 0.0151715039577836
Reciprocated Edge Ratio : 0.0298895386614685
Connected Components : 91
Single-Vertex Connected Components : 73
Maximum Vertices in a Connected Component : 1568
Maximum Edges in a Connected Component : 8667
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.952358
Graph Density : 0.00104224442155435
Modularity : 0.254544
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,719 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, 22 May 2022 at 02:42 UTC.

The requested start date was Sunday, 22 May 2022 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, 23-hour, 15-minute period from Sunday, 08 May 2022 at 00:35 UTC to Saturday, 21 May 2022 at 23:50 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : 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:
[120] https://twinybots.ch/
[102] https://www.kdnuggets.com/2022/05/complete-collection-data-science-books-part-1.html
[82] https://www.kdnuggets.com/2022/05/popular-machine-learning-algorithms.html
[70] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpython.plainenglish.io%2F85-data-science-projects-c03c8750599e
[59] https://www.datacamp.com/tutorial/github-and-git-tutorial-for-beginners
[57] https://www.kdnuggets.com/2022/05/deep-learning-compliance-checks-new.html
[47] https://www.kdnuggets.com/2021/10/real-time-image-segmentation-5-lines-code.html
[46] https://www.kdnuggets.com/2022/05/5-free-hosting-platform-machine-learning-applications.html
[45] https://www.kdnuggets.com/2021/05/top-programming-languages.html
[42] https://www.kdnuggets.com/2022/05/machine-learning-sweet-spot-pure-approaches-nlp-document-analysis.html

Top URLs in Tweet in G1:
[84] https://www.kdnuggets.com/2022/05/complete-collection-data-science-books-part-1.html
[59] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpython.plainenglish.io%2F85-data-science-projects-c03c8750599e
[58] https://www.datacamp.com/tutorial/github-and-git-tutorial-for-beginners
[23] https://www.kdnuggets.com/2022/05/5-free-hosting-platform-machine-learning-applications.html
[22] https://www.kdnuggets.com/2022/05/popular-machine-learning-algorithms.html
[19] https://www.freecodecamp.org/news/python-code-examples-simple-python-program-example/amp/
[16] https://www.kdnuggets.com/2022/05/free-university-data-science-resources.html
[15] https://www.jcchouinard.com/machine-learning/
[12] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-easily-build-your-first-machine-learning-web-app-in-python-c3d6c0f0a01c
[11] https://www.kdnuggets.com/2022/03/nvidia-fourday-conference-offers-hundreds-learning-development-opportunities.html

Top URLs in Tweet in G2:
[49] https://twinybots.ch/
[38] https://www.kdnuggets.com/2022/05/popular-machine-learning-algorithms.html
[36] https://www.kdnuggets.com/2022/05/deep-learning-compliance-checks-new.html
[26] https://www.kdnuggets.com/2021/10/real-time-image-segmentation-5-lines-code.html
[23] https://www.kdnuggets.com/2022/05/machine-learning-sweet-spot-pure-approaches-nlp-document-analysis.html
[18] https://www.kdnuggets.com/2022/05/operationalizing-machine-learning-poc-production.html?utm_source=rss&utm_medium=rss&utm_campaign=operationalizing-machine-learning-from-poc-to-production
[18] https://www.kdnuggets.com/2022/05/learning-data-science-broke.html
[15] https://www.kdnuggets.com/2022/05/5-free-hosting-platform-machine-learning-applications.html
[13] https://www.kdnuggets.com/2022/05/top-posts-week-0509-0515.html?utm_source=rss&utm_medium=rss&utm_campaign=top-posts-may-9-15-decision-tree-algorithm-explained
[12] https://www.kdnuggets.com/2021/05/top-programming-languages.html

Top URLs in Tweet in G3:
[6] https://www.kdnuggets.com/2017/02/natural-language-processing-key-terms-explained.html
[5] https://www.kdnuggets.com/2022/05/complete-collection-data-science-books-part-1.html
[4] https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-2.html?utm_content=208153344&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[4] https://www.kdnuggets.com/2022/05/popular-machine-learning-algorithms.html
[3] https://www.kdnuggets.com/2022/05/hello-world-tensorflow.html?utm_content=207975571&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[3] https://www.kdnuggets.com/2022/05/hello-world-tensorflow.html?utm_source=rss&utm_medium=rss&utm_campaign=the-hello-world-of-tensorflow
[3] https://www.freecodecamp.org/news/python-code-examples-simple-python-program-example/amp/
[2] https://kdnuggets.com/2021/08/stack-overflow-survey-data-science-highlights.html?utm_content=207486470&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[2] https://www.kdnuggets.com/2020/06/naive-bayes-algorithm-everything.html?utm_content=207791649&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[2] https://www.kdnuggets.com/2022/04/15-python-coding-interview-questions-must-know-data-science.html?utm_content=208485816&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240

Top URLs in Tweet in G4:
[36] https://twinybots.ch/
[31] https://www.kdnuggets.com/2021/05/top-programming-languages.html
[25] https://www.kdnuggets.com/2021/08/stack-overflow-survey-data-science-highlights.html
[19] https://www.kdnuggets.com/2021/07/learning-data-science-through-social-media.html
[18] https://bitly.com/a/blocked?hash=3MbhOnO&url=https%3A%2F%2Fwww.kdnuggets.com%2F2022%2F05%2Fdeep-learning-compliance-checks-new.html
[14] https://www.kdnuggets.com/2021/10/real-time-image-segmentation-5-lines-code.html
[14] https://www.kdnuggets.com/2022/05/manage-complex-landscape-aiops.html#.YoXedOgW9us.twitter
[14] https://www.kdnuggets.com/2022/05/popular-machine-learning-algorithms.html
[9] https://bitly.com/a/blocked?hash=3No0wUL&url=https%3A%2F%2Fwww.kdnuggets.com%2F2022%2F05%2F6-soft-skills-data-scientists-working-remotely.html
[9] https://www.kdnuggets.com/2022/05/machine-learning-sweet-spot-pure-approaches-nlp-document-analysis.html

Top URLs in Tweet in G6:
[8] https://twinybots.ch/
[3] https://www.kdnuggets.com/2021/07/learning-data-science-through-social-media.html
[1] https://www.kdnuggets.com/2022/05/top-posts-week-0509-0515.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=top-posts-may-9-15-decision-tree-algorithm-explained
[1] https://www.kdnuggets.com/2022/05/machine-learning-sweet-spot-pure-approaches-nlp-document-analysis.html
[1] https://www.kdnuggets.com/2022/05/deep-learning-compliance-checks-new.html
[1] https://www.kdnuggets.com/2022/05/hello-world-tensorflow.html
[1] https://www.kdnuggets.com/2022/05/nannyml-curse-delayed-performance.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=the-curse-of-delayed-performance
[1] https://www.kdnuggets.com/2022/02/7-steps-mastering-machine-learning-python.html
[1] https://twitter.com/marinkazitnik/status/1363873405032923140?s=20
[1] https://docs.google.com/forms/d/e/1FAIpQLSfEJYAkz0vv2_kxn_346l9dPvRAZfljud6hyTUTPoZxcFoAGg/viewform

Top URLs in Tweet in G7:
[6] https://www.kdnuggets.com/2019/03/neural-networks-numpy-absolute-beginners-introduction.html
[2] https://www.visualcapitalist.com/mapped-solar-and-wind-power-by-country/
[1] https://www.twice.com/retailing/retail/the-top-10-consumer-technology-trends-that-will-dominate-in-2022
[1] https://techbullion.com/how-innovation-in-technology-helping-in-every-field-of-life/
[1] https://twitter.com/dansar39/status/1320363038352998401
[1] https://twitter.com/dansar39/status/1525133385500397570
[1] https://www.kdnuggets.com/2018/09/introducing-path-analysis-using-r.html

Top URLs in Tweet in G8:
[7] https://twinybots.ch/
[6] https://www.kdnuggets.com/2022/05/machine-learning-sweet-spot-pure-approaches-nlp-document-analysis.html
[4] https://www.kdnuggets.com/2022/05/9-free-harvard-courses-learn-data-science-2022.html
[4] https://www.kdnuggets.com/2022/05/popular-machine-learning-algorithms.html
[3] https://www.kdnuggets.com/2020/06/naive-bayes-algorithm-everything.html
[3] https://www.kdnuggets.com/2022/02/top-5-free-machine-learning-courses.html
[3] https://www.kdnuggets.com/2022/05/deep-learning-compliance-checks-new.html
[2] https://www.kdnuggets.com/2022/05/ai-get-batman.html
[2] https://www.kdnuggets.com/2022/05/structure-data-science-project-stepbystep-guide.html
[2] https://www.kdnuggets.com/2022/04/data-management-stay-top-customer-mind.html

Top URLs in Tweet in G9:
[2] https://www.kdnuggets.com/2014/05/target-predict-teen-pregnancy-inside-story.html
[1] https://www.kdnuggets.com/2018/12/machine-learning-project-checklist.html
[1] https://www.kdnuggets.com/2021/08/introduction-statistical-learning-v2.html
[1] https://www.kdnuggets.com/2022/05/query-table-t5.html
[1] https://twitter.com/future_of_AI/status/1525461429721210880
[1] https://www.kdnuggets.com/2022/05/nannyml-curse-delayed-performance.html?utm_source=feedly&utm_medium=rss&utm_campaign=the-curse-of-delayed-performance
[1] https://www.kdnuggets.com/2022/05/deep-learning-compliance-checks-new.html?utm_source=feedly&utm_medium=rss&utm_campaign=deep-learning-for-compliance-checks-whats-new
[1] https://www.kdnuggets.com/2022/05/hello-world-tensorflow.html?utm_source=feedly&utm_medium=rss&utm_campaign=the-hello-world-of-tensorflow
[1] https://twitter.com/i/web/status/1526419072476397568
[1] https://twitter.com/i/web/status/1526212313509945346

Top URLs in Tweet in G10:
[4] https://bitly.com/a/blocked?hash=3FpKvL2&url=https%3A%2F%2Fwww.kdnuggets.com%2F2022%2F05%2F5-key-components-data-sharing-platform.html
[2] https://www.kdnuggets.com/2022/02/7-steps-mastering-machine-learning-python.html
[2] https://www.kdnuggets.com/2021/10/real-time-image-segmentation-5-lines-code.html
[2] https://www.kdnuggets.com/2022/05/hello-world-tensorflow.html
[2] https://www.kdnuggets.com/2021/07/learning-data-science-through-social-media.html
[2] https://bitly.com/a/blocked?hash=3MbhOnO&url=https%3A%2F%2Fwww.kdnuggets.com%2F2022%2F05%2Fdeep-learning-compliance-checks-new.html
[1] https://enterprisetalk.com/news/alcatel-lucent-enterprise-enhances-its-asset-tracking-solution-with-artificial-intelligence-capabilities-and-push-button-alerts/
[1] https://www.mobihealthnews.com/news/study-face-face-screening-combined-machine-learning-model-performs-best-suicide-risk-prediction
[1] https://www.aiforbusiness.net/post/businessday-how-to-harvest-data-smartly-and-responsibly
[1] https://www.kdnuggets.com/2022/05/machine-learning-sweet-spot-pure-approaches-nlp-document-analysis.html

Top Domains
Top Domains in Tweet in Entire Graph:
[2104] kdnuggets.com
[247] bitly.com
[144] medium.com
[120] twinybots.ch
[69] twitter.com
[64] datacamp.com
[28] freecodecamp.org
[16] jcchouinard.com
[15] analyticsvidhya.com
[15] paper.li

Top Domains in Tweet in G1:
[643] kdnuggets.com
[118] medium.com
[63] datacamp.com
[24] freecodecamp.org
[15] jcchouinard.com
[13] analyticsvidhya.com
[13] paper.li
[13] twitter.com
[11] twinybots.ch
[10] datasciencecentral.com

Top Domains in Tweet in G2:
[873] kdnuggets.com
[189] bitly.com
[49] twinybots.ch
[32] twitter.com
[15] medium.com
[12] bah.com
[4] jadbio.com
[3] faveeo.com
[2] kaggle.com
[2] machinelearningmastery.com

Top Domains in Tweet in G3:
[72] kdnuggets.com
[7] bitly.com
[4] medium.com
[3] freecodecamp.org
[1] jcchouinard.com

Top Domains in Tweet in G4:
[233] kdnuggets.com
[39] bitly.com
[36] twinybots.ch
[7] twitter.com
[7] forbes.com
[4] medium.com
[3] hiredb.io
[1] jadbio.com
[1] paper.li
[1] towardsdatascience.com

Top Domains in Tweet in G6:
[10] kdnuggets.com
[8] twinybots.ch
[1] twitter.com
[1] google.com
[1] thenextweb.com
[1] substack.com
[1] ft.com
[1] mit.edu
[1] broadbandcommission.org

Top Domains in Tweet in G7:
[7] kdnuggets.com
[2] twitter.com
[2] visualcapitalist.com
[1] twice.com
[1] techbullion.com

Top Domains in Tweet in G8:
[111] kdnuggets.com
[7] twinybots.ch
[7] linkedin.com
[6] twitter.com
[4] bitly.com
[4] tweetedtimes.com
[2] neurons.ai
[2] medium.com
[1] lakebed.io
[1] shavik.ai

Top Domains in Tweet in G9:
[9] kdnuggets.com
[4] twitter.com
[1] marketingaiinstitute.com

Top Domains in Tweet in G10:
[10] kdnuggets.com
[6] bitly.com
[1] enterprisetalk.com
[1] mobihealthnews.com
[1] aiforbusiness.net
[1] tweetedtimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1193] datascience
[936] machinelearning
[797] ai
[795] kdnuggets
[654] bigdata
[491] analytics
[421] python
[269] iot
[247] deeplearning
[235] iiot



Top Hashtags in Tweet in G1:
[614] kdnuggets
[235] datascience
[215] machinelearning
[129] python
[38] deeplearning
[33] ai
[21] free
[20] nlproc
[18] bigdata
[18] analytics

Top Hashtags in Tweet in G2:
[665] datascience
[521] ai
[488] machinelearning
[486] bigdata
[403] analytics
[209] python
[209] iot
[189] iiot
[144] deeplearning
[139] ml

Top Hashtags in Tweet in G3:
[39] datascience
[22] kdnuggets
[20] machinelearning
[10] python
[10] ai
[8] bigdata
[6] tensorflow
[6] analytics
[6] tweet
[4] cheatsheet

Top Hashtags in Tweet in G4:
[209] datascience
[192] ai
[162] machinelearning
[118] bigdata
[64] python
[49] data
[47] analytics
[42] kdnuggets
[39] iot
[38] deeplearning

Top Hashtags in Tweet in G6:
[12] machinelearning
[9] learning
[8] ai
[4] artificialintelligence
[3] deeplearning
[3] datascience
[2] ml
[1] bigdata
[1] ui
[1] python

Top Hashtags in Tweet in G7:
[6] numpy
[2] technology
[2] energía
[2] solar
[2] eólica
[2] país
[2] musica
[1] customer
[1] trends
[1] innovations

Top Hashtags in Tweet in G8:
[9] datascience
[8] deeplearning
[8] learning
[8] wanderlust
[8] bikini
[6] machinelearning
[6] ai
[3] datamanagement
[3] analytics
[2] intoainews

Top Hashtags in Tweet in G9:
[4] kdnuggets
[3] ai
[2] machinelearning
[2] ml
[2] ff
[2] analytics
[1] obert
[1] models
[1] artificialintelligence
[1] nlproc

Top Hashtags in Tweet in G10:
[15] ai
[15] machinelearning
[10] learning
[8] ainews
[6] data
[6] datascience
[4] bigdata
[4] deeplearning
[4] dataprotection
[4] dataprivacy

Top Words
Top Words in Tweet in Entire Graph:
[2243] kdnuggets
[1257] data
[1193] #datascience
[936] #machinelearning
[805] learning
[797] #ai
[795] #kdnuggets
[688] science
[654] #bigdata
[527] machine

Top Words in Tweet in G1:
[863] kdnuggets
[614] #kdnuggets
[371] data
[235] #datascience
[215] #machinelearning
[208] science
[147] learning
[129] #python
[116] complete
[105] part

Top Words in Tweet in G2:
[828] kdnuggets
[665] #datascience
[550] data
[520] #ai
[488] #machinelearning
[486] #bigdata
[410] learning
[403] #analytics
[298] science
[253] machine

Top Words in Tweet in G3:
[162] datasciencedojo
[151] understand
[151] naïve
[151] bayes
[151] algorithm
[151] essential
[151] concepts
[151] room
[151] doubts
[149] understandin

Top Words in Tweet in G4:
[339] kdnuggets
[209] #datascience
[195] #ai
[162] #machinelearning
[118] #bigdata
[76] ipfconline1
[76] learning
[64] #python
[58] data
[50] hakomtimeseries

Top Words in Tweet in G5:
[24] kdnuggets
[7] greatgoatsnft
[7] trippinapenft
[4] jikanstudios
[3] trippykidznft
[3] oakparadisenft
[3] vandalcitycorp
[3] project
[3] trippyworldlabs
[2] jesslyn_limm

Top Words in Tweet in G6:
[18] nicochan33
[17] women_in_ai
[17] si_org_pl
[16] labiotech_eu
[16] mlearning_ai
[16] globalgoalsai
[16] technation
[16] sallyeaves
[14] proftimnoakes
[12] #machinelearning

Top Words in Tweet in G7:
[10] kdnuggets
[6] digitalcloudgal
[6] neiraosci
[6] salz_er
[6] jeremywaite
[6] neural
[6] networks
[6] numpy
[6] absolute
[6] beginners

Top Words in Tweet in G8:
[47] data
[37] learning
[33] kdnuggets
[32] science
[29] machine
[18] free
[15] top
[13] nlp
[11] learn
[11] more

Top Words in Tweet in G9:
[28] kdnuggets
[10] bernardmarr
[9] garymarcus
[8] kirkdborne
[8] infacloud
[8] tdatascience
[7] tonybaer
[7] redmonk
[7] analyticbridge
[6] marcusborba

Top Words in Tweet in G10:
[19] swisscognitive
[17] kdnuggets
[15] #machinelearning
[13] #ai
[12] cc
[10] laser
[10] robot
[10] distinguishing
[10] destroying
[10] unnecessary

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[688] data,science
[506] machine,learning
[368] #datascience,#ai
[361] #analytics,#datascience
[344] #bigdata,#analytics
[306] kdnuggets,#bigdata
[262] complete,collection
[252] #ai,#machinelearning
[217] collection,data
[203] #iot,#iiot

Top Word Pairs in Tweet in G1:
[208] data,science
[140] #datascience,#kdnuggets
[96] machine,learning
[95] complete,collection
[91] kdnuggets,complete
[86] collection,data
[85] books,part
[83] science,books
[83] part,#datascience
[80] #machinelearning,#kdnuggets

Top Word Pairs in Tweet in G2:
[298] data,science
[290] #analytics,#datascience
[276] #datascience,#ai
[268] #bigdata,#analytics
[243] machine,learning
[241] kdnuggets,#bigdata
[172] #ai,#machinelearning
[166] #iot,#iiot
[131] complete,collection
[114] #iiot,#python

Top Word Pairs in Tweet in G3:
[151] understand,naïve
[151] naïve,bayes
[151] bayes,algorithm
[151] algorithm,essential
[151] essential,concepts
[151] concepts,room
[151] room,doubts
[149] datasciencedojo,understand
[149] doubts,understandin
[23] data,science

Top Word Pairs in Tweet in G4:
[72] #datascience,#ai
[69] #ai,#machinelearning
[44] #bigdata,#analytics
[43] #analytics,#datascience
[43] kdnuggets,#ai
[37] kdnuggets,#bigdata
[37] machine,learning
[35] kdnuggets,#datascience
[33] data,science
[31] top,#programming

Top Word Pairs in Tweet in G5:
[3] trippinapenft,kdnuggets
[2] jesslyn_limm,greatgoatsnft

Top Word Pairs in Tweet in G6:
[16] women_in_ai,labiotech_eu
[16] labiotech_eu,nicochan33
[16] nicochan33,si_org_pl
[16] si_org_pl,mlearning_ai
[16] mlearning_ai,globalgoalsai
[16] globalgoalsai,technation
[16] technation,sallyeaves
[10] sallyeaves,nhsx
[9] braincures,women_in_ai
[8] nhsx,proftimnoakes

Top Word Pairs in Tweet in G7:
[6] neiraosci,salz_er
[6] kdnuggets,jeremywaite
[6] neural,networks
[6] networks,numpy
[6] numpy,absolute
[6] absolute,beginners
[6] beginners,introduction
[6] introduction,#numpy
[5] salz_er,floriansemle
[5] kiraradinsky,kdnuggets

Top Word Pairs in Tweet in G8:
[32] data,science
[26] machine,learning
[9] sweet,spot
[9] spot,pure
[9] pure,approaches
[9] approaches,nlp
[9] nlp,document
[9] document,analysis
[8] #wanderlust,#bikini
[7] learning,sweet

Top Word Pairs in Tweet in G9:
[9] kdnuggets,garymarcus
[8] bernardmarr,infacloud
[8] infacloud,kdnuggets
[7] tonybaer,redmonk
[7] redmonk,bernardmarr
[6] garymarcus,marcusborba
[6] data_nerd,tonybaer
[5] marcusborba,lookerdata
[5] kirkdborne,data_nerd
[5] tdatascience,datasciencectrl

Top Word Pairs in Tweet in G10:
[10] laser,robot
[10] robot,distinguishing
[10] distinguishing,destroying
[10] destroying,unnecessary
[10] unnecessary,weeds
[10] weeds,without
[9] without,pesticides
[9] pesticides,mashable
[9] mashable,cc
[9] cc,whiteheartvic

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@hakomtimeseries
@ronald_vanloon
@women_in_ai
@gp_pulipaka
@danfiehn
@jesslyn_limm
@hadi7i
@ykdojo
@kirkdborne

Top Replied-To in G1:
@kdnuggets
@data_nerd

Top Replied-To in G2:
@ronald_vanloon
@gp_pulipaka
@ajt_shinde

Top Replied-To in G4:
@hakomtimeseries
@danfiehn
@chidambara09
@khulood_almani
@sharleneisenia
@pierrepinna
@ipfconline1

Top Replied-To in G5:
@jesslyn_limm
@hadi7i
@vandalcitycorp
@trippyworldlabs
@trippykidznft
@crypsaf
@koolk123456
@noryoznft
@oakparadisenft
@ocalebsol

Top Replied-To in G6:
@women_in_ai
@braincuresltd
@braincures

Top Replied-To in G9:
@kdnuggets
@kirkdborne
@ykdojo
@machinelearnflx
@tonybaer
@data_nerd
@bernardmarr
@arxiv_daily
@tdatascience
@arturocm

Top Replied-To in G10:
@swisscognitive

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@gp_pulipaka
@datasciencedojo
@ipfconline1
@1abidaliawan
@kirkdborne
@clubsignage
@hakomtimeseries
@_datasciencehub
@richardeudes

Top Mentioned in G1:
@kdnuggets
@1abidaliawan
@dremio
@therealnannyml
@datasciencedojo
@huggingface
@packtpub
@incorta
@mattmayo13
@gp_pulipaka

Top Mentioned in G2:
@kdnuggets
@gp_pulipaka
@richardeudes
@clubsignage
@_datasciencehub
@kirkdborne
@ronald_vanloon
@marcusborba
@rasbt
@sheraj99

Top Mentioned in G3:
@datasciencedojo
@kdnuggets
@gp_pulipaka
@hakomtimeseries
@databloggerinfo
@sheraj99
@spirosmargaris
@arifalam4u
@bobehayes
@marcusborba

Top Mentioned in G4:
@kdnuggets
@ipfconline1
@hakomtimeseries
@gp_pulipaka
@clairedcosta2
@pierrepinna
@mattmayo13
@akwyz
@sallyeaves
@nicochan33

Top Mentioned in G5:
@kdnuggets
@greatgoatsnft
@trippinapenft
@jikanstudios
@mysticmen_
@oakparadisenft
@officialrmt
@b7joy
@3k99papi
@lzjtxgreen

Top Mentioned in G6:
@nicochan33
@si_org_pl
@labiotech_eu
@mlearning_ai
@globalgoalsai
@technation
@sallyeaves
@proftimnoakes
@women_in_ai
@braincures

Top Mentioned in G7:
@kdnuggets
@digitalcloudgal
@neiraosci
@salz_er
@jeremywaite
@ursbolt
@pythonbot_
@floriansemle
@kiraradinsky
@hadleywickham

Top Mentioned in G8:
@7gtech
@bigdatanova
@1davidclarke
@c_coolidge
@rmtzdlc

Top Mentioned in G9:
@kdnuggets
@garymarcus
@bernardmarr
@infacloud
@redmonk
@tdatascience
@analyticbridge
@marcusborba
@tonybaer
@kirkdborne

Top Mentioned in G10:
@swisscognitive
@kdnuggets
@mashable
@whiteheartvic
@masterofiot
@cybersecboardrm
@jtoy
@dinisguarda
@aurelie_jean
@gp_pulipaka

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@cybersecurityn8
@jfsebastian146
@aaroncuddeback
@dancas2
@codernotesbot

Top Tweeters in G1:
@opensource_orgs
@advanceml
@vievararosel
@openmarketingtv
@cchukudebelu
@waltika
@data_nerd
@petewriting
@jingbay
@makeupafrica_

Top Tweeters in G2:
@xaelbot
@javascriptd
@aaroncuddeback
@dancas2
@fabriciosx
@dataaugmented
@hubofml
@jimmyroybloom
@ml_tweet_bot
@education_24x7

Top Tweeters in G3:
@sshin6591
@foscraft
@chieftops
@alternative200
@shybot7
@jvantill
@ricovmader
@bobehayes
@pencys
@databloggerinfo

Top Tweeters in G4:
@chidambara09
@codedailybot
@jfsebastian146
@codernotesbot
@robotproud
@ssxman2
@gezgintrk
@aprogrammerbot
@nicochan33
@botfemale

Top Tweeters in G5:
@wameyokw
@drummagazine
@reprezentradio
@todateen
@invictusassasin
@shomadjozi
@qradioofficial
@talltree0flife
@pn99__
@eunique_nx

Top Tweeters in G6:
@debraruh
@jayeshmthakur
@aiww
@wef
@braincures
@jakubkrupa
@proftimnoakes
@nevillegaunt
@eli_krumova
@industryai

Top Tweeters in G7:
@lollydaskal
@lovegoldenheart
@pythonbot_
@adamsconsulting
@drjdrooghaag
@conpsweeney
@mclynd
@archonsec
@andi_staub
@chuckdbrooks

Top Tweeters in G8:
@c_coolidge
@biconnections
@brave0nft
@stanleyepstein
@yvesmulkers
@domingonarvaez1
@cichuck
@dd_fafa_
@luisferfranco
@lecairn

Top Tweeters in G9:
@arxiv_cscl
@analyticbridge
@samoraali
@sarbjeetjohal
@cspenn
@100daysofmlcode
@jeremyfarrar
@datasciencectrl
@sapanalytics
@jeremyphoward

Top Tweeters in G10:
@sectest9
@cybersecurityn8
@mashable
@jacobussystems
@gdprai
@m_r_tempel
@frankie61406891
@hernangraffe
@cybercodetwins
@cybersecboardrm