kdnuggets, Twitter, 8/20/2019 12:59:52 AM, 207353


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kdnuggets_2019-08-19_07-03-21.xlsx
kdnuggets_2019-08-19_07-03-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 20, 2019
Short Description:
kdnuggets via NodeXL http://bit.ly/2NjnK2g
@kdnuggets
@ronald_vanloon
@spirosmargaris
@swisscognitive
@justbementalist
@thecuriousluke
@chidambara09
@ipfconline1
@machine_ml
@jose_garde

Top hashtags:
#machinelearning
#datascience
#ai
#data
#bigdata
#kdnuggets
#ml

Description:
Description
The graph represents a network of 2,237 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 Monday, 19 August 2019 at 14:04 UTC.

The requested start date was Sunday, 18 August 2019 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 10-day, 17-hour, 27-minute period from Wednesday, 07 August 2019 at 06:33 UTC to Sunday, 18 August 2019 at 00:01 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 : 2237
Unique Edges : 3702
Edges With Duplicates : 4345
Total Edges : 8047
Number of Edge Types : 3
Mentions : 6267
Tweet : 1662
Replies to : 118
Self-Loops : 1662
Reciprocated Vertex Pair Ratio : 0.0115746322642874
Reciprocated Edge Ratio : 0.0228843861740167
Connected Components : 233
Single-Vertex Connected Components : 200
Maximum Vertices in a Connected Component : 1937
Maximum Edges in a Connected Component : 7677
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.8895
Graph Density : 0.000838675935618477
Modularity : 0.349552
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[158] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[146] https://www.kdnuggets.com/2018/11/deep-learning-cheat-sheets.html
[77] https://www.kdnuggets.com/2019/08/deep-learning-nlp-explained.html
[75] https://www.kdnuggets.com/2019/08/nlp-researchers-practitioners-innovators-should-follow.html
[64] https://www.datasciencecentral.com/profiles/blogs/6448529:BlogPost:707763
[63] http://www.kdnuggets.com/2017/07/4-types-data-analytics.html?utm_content=buffer3b436&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[62] https://twinybots.ch/
[62] http://www.kdnuggets.com/2016/09/poll-algorithms-used-data-scientists.html?utm_content=buffer5febc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[57] https://www.kdnuggets.com/2019/07/best-podcasts-ai-analytics-data-science-machine-learning.html
[55] https://www.kdnuggets.com/2019/08/understanding-cancer-machine-learning.html

Top URLs in Tweet in G1:
[104] https://www.kdnuggets.com/2018/11/deep-learning-cheat-sheets.html
[55] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[45] https://www.kdnuggets.com/2019/08/nlp-researchers-practitioners-innovators-should-follow.html
[41] https://www.kdnuggets.com/2019/08/understanding-cancer-machine-learning.html
[40] https://www.kdnuggets.com/2019/08/lagrange-multipliers-visualizations-code.html
[30] https://www.kdnuggets.com/2019/08/advanced-data-visualisation-data-scientists.html
[26] https://towardsdatascience.com/publishing-your-own-python-package-3762f0d268ec
[23] https://www.kdnuggets.com/2019/08/deep-learning-nlp-explained.html
[23] https://www.kdnuggets.com/2019/08/data-science-scientific-discipline-business-process.html
[21] https://www.kdnuggets.com/2019/08/poisson-distribution.html

Top URLs in Tweet in G2:
[41] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[40] http://www.kdnuggets.com/2017/07/4-types-data-analytics.html?utm_content=buffer3b436&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[35] https://dy.si/sU7ji
[32] https://twinybots.ch/
[26] https://www.datasciencecentral.com/profiles/blogs/6448529:BlogPost:707763
[26] https://www.kdnuggets.com/2019/08/getting-started-data-science.html
[26] https://dy.si/mT9Kg
[21] https://www.kdnuggets.com/2019/07/best-podcasts-ai-analytics-data-science-machine-learning.html
[20] http://disq.us/t/3egeixg
[17] https://corpnce.com/2019/08/04/top-10-ai-ml-ds-books-roles-algorithms-libraries/

Top URLs in Tweet in G3:
[42] http://www.kdnuggets.com/2016/09/poll-algorithms-used-data-scientists.html?utm_content=buffer5febc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[32] https://www.datasciencecentral.com/profiles/blogs/6448529:BlogPost:707763
[27] https://twitter.com/Ronald_vanLoon/status/1161850400301027330
[25] https://whatsthebigdata.com/2016/12/13/statistics-and-machine-learning/?utm_content=buffer6ea6c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] http://www.kdnuggets.com/2017/06/7-steps-mastering-data-preparation-python.html?utm_content=buffer02252&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://www.ssidecisions.com/blog/top-five-digital-transformation-trends-for-2019-infographic
[16] http://www.kdnuggets.com/2016/03/data-science-puzzle-explained.html
[16] https://www.kdnuggets.com/2017/07/4-types-data-analytics.html?utm_content=buffer3b436
[15] http://www.kdnuggets.com/2017/05/machine-learning-overtaking-big-data.html
[13] http://www.kdnuggets.com/2017/07/4-types-data-analytics.html?utm_content=buffer3b436&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[14] https://www.kdnuggets.com/2019/08/nlp-researchers-practitioners-innovators-should-follow.html
[10] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[9] https://twinybots.ch/
[5] https://www.kdnuggets.com/2019/08/marketable-data-scientist.html
[4] http://www.kdnuggets.com/
[4] https://www.kdnuggets.com/2019/08/deep-learning-nlp-explained.html
[4] https://www.kdnuggets.com/2019/08/advanced-data-visualisation-data-scientists.html
[3] https://www.kdnuggets.com/2019/08/benfords-law-data-science.html
[3] https://twitter.com/kdnuggets/status/1159453462150688768
[3] https://www.kdnuggets.com/2019/08/statistical-modelling-vs-machine-learning.html

Top URLs in Tweet in G5:
[14] https://twitter.com/Ronald_vanLoon/status/1161850400301027330
[3] https://www.kdnuggets.com/2019/07/convolutional-neural-networks-python-tutorial-tensorflow-keras.html
[2] http://www.kdnuggets.com/2016/09/poll-algorithms-used-data-scientists.html?utm_content=buffer5febc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.techiexpert.com/how-artificial-intelligence-revolutionizing-data-center/
[2] https://www.kdnuggets.com/2018/11/deep-learning-cheat-sheets.html
[2] https://dy.si/mT9Kg
[2] https://www.kdnuggets.com/2019/07/top-13-skills-become-rockstar-data-scientist.html
[2] https://www.kdnuggets.com/2019/07/understanding-tensor-processing-units.html
[1] https://aibusiness.com/ai-based-visual-tracking-could-help-combat-mass-shootings/
[1] http://eepurl.com/dwIaVH

Top URLs in Tweet in G6:
[32] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[22] https://www.kdnuggets.com/2019/07/best-podcasts-ai-analytics-data-science-machine-learning.html
[22] https://www.kdnuggets.com/2019/08/deep-learning-nlp-explained.html
[14] https://www.kdnuggets.com/2018/11/deep-learning-cheat-sheets.html
[9] https://www.kdnuggets.com/2019/08/getting-started-data-science.html
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=206406
[5] https://www.kdnuggets.com/2019/08/data-science-scientific-discipline-business-process.html
[5] https://www.kdnuggets.com/2019/08/key-concepts-andrew-ng-machine-learning-yearning.html
[4] https://www.kdnuggets.com/2019/08/2019-guide-object-detection.html
[4] https://www.kdnuggets.com/2019/08/marketable-data-scientist.html

Top URLs in Tweet in G7:
[25] https://www.kdnuggets.com/2019/08/key-concepts-andrew-ng-machine-learning-yearning.html#.XVHc_R1xCb0.twitter
[22] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html#.XVJZGih7aO0.twitter
[14] https://twinybots.ch/
[12] https://www.zdnet.com/article/the-industrial-internet-of-things-a-guide-to-deployments-vendors-and-platforms/?utm_content=98440967&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[8] https://www.kdnuggets.com/2019/08/activestate-exploratory-data-analysis-python.html#.XUtz6CsxpUw.twitter
[3] https://hubs.ly/H0kdtcC0
[2] https://www.kdnuggets.com/2019/08/getting-started-data-science.html
[2] https://www.kdnuggets.com/2019/04/math-programmers.html
[2] https://hbr.org/2019/07/digital-doesnt-have-to-be-disruptive?utm_content=98372481&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[1] https://www.kdnuggets.com/2019/08/top-news-week-0805-0811.html#.XVO757bfo9s.twitter

Top URLs in Tweet in G8:
[4] https://www.kdnuggets.com/2019/08/activestate-exploratory-data-analysis-python.html
[4] https://www.kdnuggets.com/2019/08/nlp-researchers-practitioners-innovators-should-follow.html
[3] https://www.kdnuggets.com/2019/08/top-tweets-jul31-aug06.html
[3] https://twitter.com/kdnuggets/status/1160924404953600001
[2] https://www.kdnuggets.com/2018/11/deep-learning-cheat-sheets.html
[2] https://www.kdnuggets.com/2019/08/learn-pyspark-installation-tutorial.html
[1] https://www.2basetechnologies.com/5g-wireless-technology-in-big-data-processing
[1] https://www.kdnuggets.com/2019/08/deep-learning-nlp-explained.html
[1] https://www.kdnuggets.com/2019/08/coding-random-forests.html
[1] https://www.kdnuggets.com/2019/08/data-science-scientific-discipline-business-process.html

Top URLs in Tweet in G9:
[5] https://twitter.com/kdnuggets
[4] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[3] https://www.kdnuggets.com/2019/08/9-tips-training-lightning-fast-neural-networks-pytorch.html
[3] https://www.linkedin.com/slink?code=decWG3b
[2] https://www.kdnuggets.com/2019/08/9-tips-training-lightning-fast-neural-networks-pytorch.html#.XVFewSPL7u4.twitter
[2] https://www.kdnuggets.com/2019/08/pytorch-cheat-sheet-beginners.html#.XUs0ZBbN27V.twitter
[2] http://snip.ly/5dx93t
[2] https://www.linkedin.com/slink?code=ePRpVTH
[2] https://www.linkedin.com/slink?code=dyNphfe
[2] https://twitter.com/techreview

Top URLs in Tweet in G10:
[3] https://www.kdnuggets.com/2019/08/key-concepts-andrew-ng-machine-learning-yearning.html#.XVHc_R1xCb0.twitter
[2] https://www.kdnuggets.com/2019/08/key-concepts-andrew-ng-machine-learning-yearning.html
[2] http://businessoverbroadway.com/2018/03/07/favorite-data-science-and-machine-learning-blogs-podcasts-and-newsletters/
[2] https://twinybots.ch/
[1] https://www.kdnuggets.com/2019/08/learn-pyspark-installation-tutorial.html#.XVL2ERnb7QQ.twitter
[1] https://www.kdnuggets.com/2019/08/deep-learning-nlp-explained.html#.XUuR4AnnSZg.twitter
[1] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html#.XUywI15AMrs.twitter
[1] https://www.kdnuggets.com/2019/08/advanced-data-visualisation-data-scientists.html
[1] https://www.kdnuggets.com/2019/06/understanding-cloud-data-services.html
[1] https://dataconomy.com/2019/05/why-we-need-to-open-up-ai-black-boxes-right-now/?ct=t(RSS_EMAIL_CAMPAIGN)&mc_cid=e0837fb302&mc_eid=01ec36fb8e

Top Domains
Top Domains in Tweet in Entire Graph:
[2942] kdnuggets.com
[583] twitter.com
[89] dy.si
[76] paper.li
[73] datasciencecentral.com
[65] linkedin.com
[62] twinybots.ch
[35] medium.com
[34] towardsdatascience.com
[31] whatsthebigdata.com

Top Domains in Tweet in G1:
[727] kdnuggets.com
[43] twitter.com
[30] towardsdatascience.com
[21] paper.li
[9] medium.com
[7] odsc.com
[6] infogroup.com
[5] fast.ai
[5] linkedin.com
[4] oreilly.com

Top Domains in Tweet in G2:
[1208] kdnuggets.com
[279] twitter.com
[78] dy.si
[35] datasciencecentral.com
[32] twinybots.ch
[20] disq.us
[17] corpnce.com
[14] linkedin.com
[9] medium.com
[7] ssidecisions.com

Top Domains in Tweet in G3:
[212] kdnuggets.com
[54] twitter.com
[32] datasciencecentral.com
[25] whatsthebigdata.com
[16] ssidecisions.com
[11] 2basetechnologies.com
[9] gcn.com
[6] r-bloggers.com
[3] eepurl.com
[2] linkedin.com

Top Domains in Tweet in G4:
[164] kdnuggets.com
[37] paper.li
[25] twitter.com
[22] linkedin.com
[10] engage.social
[9] twinybots.ch
[6] google.com
[2] constantcontact.com
[1] bit.ly
[1] po.st

Top Domains in Tweet in G5:
[26] twitter.com
[17] kdnuggets.com
[3] dy.si
[2] techiexpert.com
[1] aibusiness.com
[1] eepurl.com
[1] forbes.com
[1] mit.edu
[1] co.uk
[1] analyticsindiamag.com

Top Domains in Tweet in G6:
[131] kdnuggets.com
[7] nodexlgraphgallery.org
[4] twitter.com
[2] datasciencecentral.com
[1] towardsdatascience.com
[1] dy.si
[1] corpnce.com

Top Domains in Tweet in G7:
[75] kdnuggets.com
[14] twinybots.ch
[12] zdnet.com
[4] twitter.com
[3] hubs.ly
[2] hbr.org
[1] datasciencecentral.com
[1] medium.com
[1] ssidecisions.com
[1] fstoppers.com

Top Domains in Tweet in G8:
[24] kdnuggets.com
[5] twitter.com
[1] 2basetechnologies.com
[1] awspls.com
[1] oreilly.com
[1] towardsdatascience.com
[1] dy.si

Top Domains in Tweet in G9:
[66] kdnuggets.com
[13] twitter.com
[12] linkedin.com
[3] snip.ly
[1] fast.ai
[1] chalearn.org
[1] twimg.com
[1] medium.com

Top Domains in Tweet in G10:
[15] kdnuggets.com
[2] businessoverbroadway.com
[2] twinybots.ch
[1] dataconomy.com
[1] dy.si
[1] gigabitmagazine.com
[1] forbes.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1297] machinelearning
[1096] datascience
[829] ai
[616] data
[511] bigdata
[368] kdnuggets
[322] ml
[311] analytics
[263] artificialintelligence
[263] python



Top Hashtags in Tweet in G1:
[68] machinelearning
[61] ai
[42] datascience
[39] python
[26] deeplearning
[22] ml
[19] data
[19] analytics
[17] bigdata
[12] nlp

Top Hashtags in Tweet in G2:
[692] machinelearning
[505] datascience
[464] data
[365] ai
[285] kdnuggets
[239] bigdata
[178] ml
[138] analytics
[132] python
[113] machine

Top Hashtags in Tweet in G3:
[210] machinelearning
[171] datascience
[97] bigdata
[83] ai
[68] algorithms
[66] datascientists
[62] python
[48] ml
[46] digitaltransformation
[43] data

Top Hashtags in Tweet in G4:
[30] machinelearning
[19] datascience
[17] bigdata
[15] ai
[11] data
[9] nlp
[7] deeplearning
[5] ml
[5] dthstr
[4] cloud

Top Hashtags in Tweet in G5:
[54] ai
[42] datascience
[40] machinelearning
[34] bigdata
[33] deeplearning
[32] artificialintelligence
[28] milkyway
[21] futurecities
[14] aibest
[14] algorithms

Top Hashtags in Tweet in G6:
[126] ai
[123] fintech
[74] machinelearning
[62] artificialintelligence
[42] datascience
[38] insurtech
[30] graphs
[26] analytics
[25] deeplearning
[22] podcasts

Top Hashtags in Tweet in G7:
[45] ai
[40] bigdata
[38] machinelearning
[34] datascience
[33] ml
[25] andrewng
[25] artificialinteligence
[22] graphs
[14] iiot
[13] iot

Top Hashtags in Tweet in G8:
[3] nlp
[2] bigdata
[2] ml
[2] dl
[2] stratadata
[2] ai
[2] odscwest
[2] deeplearning
[1] 5g
[1] technology

Top Hashtags in Tweet in G9:
[32] datascience
[31] machinelearning
[22] artificialintelligence
[15] ai
[9] pytorch
[8] deeplearning
[7] python
[5] pandas
[4] infographie
[3] nlp

Top Hashtags in Tweet in G10:
[17] machinelearning
[7] datascience
[6] ai
[3] deeplearning
[3] data
[3] ml
[2] python
[2] nlp
[2] bigdata
[2] artificialintelligence

Top Words
Top Words in Tweet in Entire Graph:
[1930] Words in Sentiment List#1: Positive
[1151] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[70148] Non-categorized Words
[73229] Total Words
[2238] kdnuggets
[1321] data
[1297] #machinelearning
[1096] learning
[1096] #datascience

Top Words in Tweet in G1:
[999] kdnuggets
[369] learning
[335] data
[224] machine
[148] deep
[129] cheat
[114] science
[113] sheets
[104] nlp
[91] top

Top Words in Tweet in G2:
[692] #machinelearning
[597] data
[505] #datascience
[492] kdnuggets
[465] #data
[398] science
[371] learning
[365] #ai
[285] #kdnuggets
[277] machine

Top Words in Tweet in G3:
[427] ronald_vanloon
[372] kdnuggets
[288] read
[233] more
[210] #machinelearning
[174] here
[171] #datascience
[123] learn
[114] mattmayo13
[97] #bigdata

Top Words in Tweet in G4:
[85] data
[66] learning
[47] machine
[40] nlp
[36] science
[30] #machinelearning
[26] practitioners
[25] researchers
[24] 12
[23] graphs

Top Words in Tweet in G5:
[93] swisscognitive
[68] kdnuggets
[63] gp_pulipaka
[54] #ai
[47] ai
[42] designed
[42] cities
[42] #datascience
[40] #machinelearning
[34] #bigdata

Top Words in Tweet in G6:
[126] #ai
[123] #fintech
[120] spirosmargaris
[74] #machinelearning
[62] #artificialintelligence
[46] kdnuggets
[42] #datascience
[38] #insurtech
[36] learning
[32] knowing

Top Words in Tweet in G7:
[51] learning
[50] machine
[45] #ai
[43] jose_garde
[40] #bigdata
[38] #machinelearning
[34] #datascience
[33] #ml
[26] s
[26] 6

Top Words in Tweet in G8:
[95] kdnuggets
[34] nlp
[30] practitioners
[29] 12
[29] researchers
[27] innovators
[27] following
[25] yoavgo
[19] emilymbender
[19] _inesmontani

Top Words in Tweet in G9:
[34] data
[33] learning
[32] #datascience
[31] #machinelearning
[24] machine
[22] #artificialintelligence
[16] kdnuggets
[16] science
[15] #ai
[14] pytorch

Top Words in Tweet in G10:
[22] kdnuggets
[20] andrewyng
[17] #machinelearning
[16] kirkdborne
[15] iterate
[14] bineoconsulting
[14] googleai
[14] openai
[14] jhamrick
[14] teachthemachine

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[748] machine,learning
[611] data,science
[303] deep,learning
[227] read,more
[225] knowing,neighbours
[186] #datascience,#machinelearning
[184] kdnuggets,read
[172] neighbours,machine
[170] researchers,practitioners
[167] learning,graphs

Top Word Pairs in Tweet in G1:
[223] machine,learning
[145] deep,learning
[122] kdnuggets,deep
[113] data,science
[113] cheat,sheets
[104] learning,cheat
[60] knowing,neighbours
[59] neighbours,machine
[59] learning,graphs
[56] researchers,practitioners

Top Word Pairs in Tweet in G2:
[342] data,science
[276] machine,learning
[109] #machinelearning,#kdnuggets
[101] â,â
[97] #datascience,#machinelearning
[82] read,more
[82] thanks,richardeudes
[68] deep,learning
[66] #data,#machine
[61] data,scientist

Top Word Pairs in Tweet in G3:
[127] read,more
[117] kdnuggets,read
[92] mattmayo13,kdnuggets
[89] read,full
[89] full,article
[89] article,here
[86] learn,more
[83] more,here
[77] ronald_vanloon,top
[70] 10,free

Top Word Pairs in Tweet in G4:
[47] machine,learning
[34] data,science
[24] researchers,practitioners
[23] 12,nlp
[23] nlp,researchers
[21] practitioners,innovators
[21] innovators,following
[19] learning,graphs
[17] knowing,neighbours
[17] neighbours,machine

Top Word Pairs in Tweet in G5:
[44] swisscognitive,#ai
[32] #deeplearning,#datascience
[31] #machinelearning,#deeplearning
[31] #datascience,developments
[31] developments,2017
[31] 2017,kdnuggets
[31] kdnuggets,featuring
[30] gp_pulipaka,#machinelearning
[29] featuring,gp_pulipaka
[29] gp_pulipaka,#bigdata

Top Word Pairs in Tweet in G6:
[63] #fintech,#ai
[55] #ai,#artificialintelligence
[38] #fintech,#insurtech
[32] knowing,neighbours
[30] neighbours,#machinelearning
[30] #machinelearning,#graphs
[30] #graphs,#fintech
[29] spirosmargaris,knowing
[24] 10,best
[23] #machinelearning,#fintech

Top Word Pairs in Tweet in G7:
[50] machine,learning
[25] 6,key
[25] key,concepts
[25] concepts,#andrewng
[25] #andrewng,s
[25] s,machine
[25] learning,yearning
[25] yearning,#artificialinteligence
[25] #artificialinteligence,#ai
[24] jose_garde,6

Top Word Pairs in Tweet in G8:
[29] 12,nlp
[29] nlp,researchers
[29] researchers,practitioners
[27] practitioners,innovators
[27] innovators,following
[18] kdnuggets,12
[17] yoavartzi,emilymbender
[17] emilymbender,yoavgo
[17] yoavgo,honnibal
[14] following,yoavartzi

Top Word Pairs in Tweet in G9:
[24] machine,learning
[20] #artificialintelligence,#machinelearning
[20] #machinelearning,#datascience
[15] data,science
[13] knowing,neighbours
[13] neighbours,machine
[13] learning,graphs
[9] deep,learning
[9] pytorch,cheat
[9] cheat,sheet

Top Word Pairs in Tweet in G10:
[14] bineoconsulting,googleai
[14] googleai,andrewyng
[14] andrewyng,openai
[14] openai,jhamrick
[14] jhamrick,teachthemachine
[14] teachthemachine,lishali88
[14] lishali88,amuellerml
[14] amuellerml,rasbt
[14] rasbt,_inesmontani
[14] _inesmontani,datajunkie

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@bineoconsulting
@vanrijmenam
@tatanmorenon
@ronald_vanloon
@swisscognitive
@_inesmontani
@kaggle
@wesmckinn
@ipfconline1

Top Replied-To in G1:
@kdnuggets
@tatanmorenon
@kaggle
@emilymbender
@wesmckinn
@encriptedu
@bigdatabatman
@logixin
@laughlinpaul
@maartenvsmeden

Top Replied-To in G2:
@ipfconline1
@kaggle

Top Replied-To in G3:
@vanrijmenam
@ronald_vanloon
@godaraar
@craigmullins
@ladyrocketspace
@machine_ml

Top Replied-To in G5:
@swisscognitive
@ibm
@gp_pulipaka

Top Replied-To in G6:
@spirosmargaris

Top Replied-To in G8:
@_inesmontani
@allen_ai

Top Replied-To in G10:
@bineoconsulting
@mattturck

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@ronald_vanloon
@spirosmargaris
@curated_data
@mattmayo13
@richardeudes
@swisscognitive
@kirkdborne
@datasciencectrl
@ipfconline1

Top Mentioned in G1:
@kdnuggets
@georgeseif94
@shaypal5
@pmddomingos
@ronald_vanloon
@justmarkham
@techjunkiejh
@datiobd
@enigmadata
@tatanmorenon

Top Mentioned in G2:
@kdnuggets
@ronald_vanloon
@richardeudes
@curated_data
@spirosmargaris
@kirkdborne
@ipfconline1
@datasciencectrl
@claudiomkd
@pierrepinna

Top Mentioned in G3:
@ronald_vanloon
@kdnuggets
@mattmayo13
@datasciencectrl
@gilpress
@edvancer
@principad
@kirkdborne
@ssidecisions
@_brendan_martin

Top Mentioned in G4:
@1davidclarke

Top Mentioned in G5:
@swisscognitive
@kdnuggets
@gp_pulipaka
@ronald_vanloon
@mminevich
@andi_staub
@deeplearn007
@nigewillson
@curated_data
@ibm

Top Mentioned in G6:
@spirosmargaris
@kdnuggets
@ronald_vanloon
@ipfconline1
@paula_piccard
@yuhelenyu
@thomas_harrer
@justbementalist
@swisscognitive
@antgrasso

Top Mentioned in G7:
@jose_garde
@adelynzhou
@kdnuggets
@zdnet
@asokan_telecom
@curated_data
@liveassets
@donne_martin
@postintel
@conpsweeney

Top Mentioned in G8:
@kdnuggets
@yoavgo
@emilymbender
@yoavartzi
@honnibal
@_inesmontani
@allen_ai
@veredsh
@jeremyphoward

Top Mentioned in G9:
@rudyagovic
@kdnuggets
@deep_in_depth
@samlightstone
@schmarzo
@ai_scientist
@medium
@obussmann
@tommytrc
@vitalikbuterin

Top Mentioned in G10:
@kdnuggets
@andrewyng
@kirkdborne
@googleai
@openai
@jhamrick
@teachthemachine
@lishali88
@amuellerml
@rasbt

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@nosqldigest
@deejayiwan
@alevergara78
@gamergeeknews
@evankirstel
@chidambara09
@singulith
@itknowingness

Top Tweeters in G1:
@tess_blue815
@socialnewscorp
@trippbraden
@datachick
@vievararosel
@martingaedt
@bigdatabatman
@techjunkiejh
@janlgordon
@msmigot

Top Tweeters in G2:
@sectest9
@nosqldigest
@deejayiwan
@alevergara78
@gamergeeknews
@evankirstel
@chidambara09
@singulith
@aaroncuddeback
@rvp

Top Tweeters in G3:
@arkangelscrap
@itknowingness
@billnigh
@fintechna
@biconnections
@nicochan33
@nancyrubin
@andrewmorrisuk
@openmarketingtv
@ene3112

Top Tweeters in G4:
@juandoming
@yvesmulkers
@olajvde
@suriyasubraman
@fallysombonkhwa
@lisanke
@dez_blanchfield
@whymandesign
@retiredteacherd
@paulportesi

Top Tweeters in G5:
@andysugs
@parvez1
@2601manish
@zftwarning
@hannaraptor
@js_bot_code
@silentseawolf
@serverlessfan
@shauncoffey
@gdorn1

Top Tweeters in G6:
@ham_gretsky
@ernieschell
@spirosmargaris
@dcarsoncpa_mfc
@alternative200
@topstartupsusa
@psb_dc
@angelicabedoy16
@haroldsinnott
@2ndleprechaun

Top Tweeters in G7:
@thomasclone
@lollydaskal
@lambdamedia
@zdnet
@adr
@jjlakosta
@jgarcedi
@jose_garde
@ajmuguia
@joaniratxeta

Top Tweeters in G8:
@rosenchild
@bernardo_pirola
@fmfrancoise
@yoavgo
@jeremyphoward
@psalvitti
@uw
@usmanahmed189
@kevin_granger
@emilymbender

Top Tweeters in G9:
@iam__network
@tommytrc
@pythonbot_
@johnnosta
@mallys_
@jowyang
@merv
@avg
@ahier
@sebbourguignon

Top Tweeters in G10:
@2morrowknight
@kevin_jackson
@bobehayes
@drjdrooghaag
@becomingdatasci
@peteskomoroch
@oreillymedia
@alexjc
@v_vashishta
@xbond49