kdnuggets, Twitter, 11/13/2019 8:39:46 AM, 216269


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kdnuggets_2019-11-12_14-04-49.xlsx
kdnuggets_2019-11-12_14-04-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 13, 2019
Short Description:
kdnuggets via NodeXL http://bit.ly/2Qehc6M
@kdnuggets
@qunaieer
@dr_moh_alsarem
@dr_hmood
@spirosmargaris
@ronald_vanloon
@ipfconline1
@justbementalist
@chidambara09
@swisscognitive

Top hashtags:
#machinelearning
#datascience
#ai
#artificialintelligence
#data

Description:
Description
The graph represents a network of 2,299 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 Tuesday, 12 November 2019 at 22:05 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 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, 7-hour, 29-minute period from Thursday, 31 October 2019 at 17:02 UTC to Monday, 11 November 2019 at 00:32 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 : 2299
Unique Edges : 3492
Edges With Duplicates : 3716
Total Edges : 7208
Number of Edge Types : 3
Mentions : 5596
Tweet : 1563
Replies to : 49
Self-Loops : 1563
Reciprocated Vertex Pair Ratio : 0.014797507788162
Reciprocated Edge Ratio : 0.0291634689178818
Connected Components : 200
Single-Vertex Connected Components : 177
Maximum Vertices in a Connected Component : 2067
Maximum Edges in a Connected Component : 6877
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.914939
Graph Density : 0.000739906214190072
Modularity : 0.385865
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 2,299 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 Tuesday, 12 November 2019 at 22:05 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 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, 7-hour, 29-minute period from Thursday, 31 October 2019 at 17:02 UTC to Monday, 11 November 2019 at 00:32 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[185] https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html
[180] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[96] https://twinybots.ch/
[66] https://www.kdnuggets.com/2019/09/core-hot-data-science-skills.html
[61] https://www.kdnuggets.com/2019/11/build-artificial-neural-network-scratch-part-1.html
[61] https://www.kdnuggets.com/2019/05/poll-top-data-science-machine-learning-platforms.html
[53] https://www.kdnuggets.com/2019/11/customer-segmentation-using-k-means-clustering.html
[51] https://www.kdnuggets.com/2019/10/youtube-recommending-next-video.html
[51] https://www.kdnuggets.com/2019/06/data-science-jobs-report.html
[50] https://www.kdnuggets.com/2017/07/4-types-data-analytics.html?utm_content=buffer3b436

Top URLs in Tweet in G1:
[99] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[53] https://www.kdnuggets.com/2019/09/core-hot-data-science-skills.html
[44] https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html
[39] https://cloudblogs.microsoft.com/opensource/2019/10/10/microsoft-open-sources-sanddance-visual-data-exploration-tool/
[37] https://www.kdnuggets.com/2019/11/build-artificial-neural-network-scratch-part-1.html
[27] https://www.kdnuggets.com/2019/10/youtube-recommending-next-video.html
[26] https://www.kdnuggets.com/2019/10/good-data-scientist-beginner-guide.html
[24] https://www.kdnuggets.com/2019/11/understanding-boxplots.html
[22] https://www.kdnuggets.com/2019/09/ai-transform-healthcare.html
[20] https://medium.com/@ODSC/15-open-datasets-for-healthcare-830b19980d9

Top URLs in Tweet in G2:
[78] https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html
[40] https://www.kdnuggets.com/2019/05/poll-top-data-science-machine-learning-platforms.html
[39] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[30] https://www.kdnuggets.com/2019/04/data-science-ultimate-questions-answers-aspiring-data-scientists.html#.XYno1FZmZgE.twitter
[26] https://www.kdnuggets.com/2019/10/googles-self-proclaimed-quantum-supremacy-impact-artificial-intelligence.html
[17] https://www.kdnuggets.com/2019/11/last-defense-another-ai-winter.html
[14] https://www.kdnuggets.com/2019/10/youtube-recommending-next-video.html
[13] https://dzone.com/articles/types-of-artificial-intelligence-you-should-know
[13] https://www.datasciencelearner.com/probability-distribution-determine-types-data
[12] https://www.kdnuggets.com/2019/08/open-black-boxes-explainable-machine-learning.html#.XXIocdAErOs.twitter

Top URLs in Tweet in G3:
[37] https://www.kdnuggets.com/2017/07/4-types-data-analytics.html?utm_content=buffer3b436
[28] http://www.kdnuggets.com/2012/11/best-python-modules-for-data-mining.html
[25] https://www.kdnuggets.com/2019/05/data-fabric-machine-learning-part-1.html
[21] http://www.kdnuggets.com/2017/07/4-types-data-analytics.html?utm_content=buffer3b436&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[21] https://twinybots.ch/
[20] http://www.kdnuggets.com/2016/03/data-science-puzzle-explained.html
[17] https://www.kdnuggets.com/2019/03/typical-data-scientist-2019.html
[17] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[16] https://www.kdnuggets.com/2019/05/which-deep-learning-framework-growing-fastest.html
[16] 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

Top URLs in Tweet in G4:
[1] https://www.kdnuggets.com/2018/01/top-10-ted-talks-data-scientists-machine-learning.html
[1] https://www.kdnuggets.com/2019/10/10-free-top-notch-courses-natural-language-processing.html
[1] https://www.kdnuggets.com/2019/06/python-data-science-right-way.html

Top URLs in Tweet in G5:
[11] https://www.kdnuggets.com/2019/11/customer-segmentation-using-k-means-clustering.html
[8] https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html
[7] https://twinybots.ch/
[7] https://www.kdnuggets.com/2019/11/facebook-quietly-open-sourcing-amazing-deep-learning-capabilities-pytorch.html
[5] https://www.kdnuggets.com/2019/11/top-machine-learning-software-developers.html
[5] https://www.kdnuggets.com/2019/11/machine-learning-code-mloncode.html
[5] https://www.kdnuggets.com/2019/11/create-vocabulary-nlp-tasks-python.html
[4] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[4] https://www.kdnuggets.com/2019/11/designing-neural-networks.html
[4] https://twitter.com/kdnuggets/status/1191781746511093765

Top URLs in Tweet in G6:
[46] https://www.kdnuggets.com/2019/06/data-science-jobs-report.html
[23] https://twinybots.ch/
[20] https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html
[17] https://www.kdnuggets.com/2019/10/core-hot-data-science-skills-continued.html
[16] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[15] https://www.kdnuggets.com/2019/05/data-science-vs-decision-science.html
[15] https://www.kdnuggets.com/2019/11/what-is-data-science.html
[15] https://www.kdnuggets.com/2019/11/customer-segmentation-using-k-means-clustering.html
[13] http://www.kdnuggets.com/2016/03/data-science-puzzle-explained.html
[11] https://www.kdnuggets.com/2019/11/machine-learning-code-mloncode.html

Top URLs in Tweet in G7:
[2] https://www.kdnuggets.com/2018/05/10-more-free-must-read-books-for-machine-learning-and-data-science.html
[1] https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html
[1] https://www.kdnuggets.com/2019/10/build-logistic-regression-model-python.html
[1] https://medium.com/better-programming/getting-started-as-a-data-scientist-270bd212c6a5
[1] https://www.kdnuggets.com/2019/11/designing-neural-networks.html
[1] https://www.kdnuggets.com/2019/11/build-artificial-neural-network-scratch-part-1.html#.XcaUqvuQTHI.twitter

Top URLs in Tweet in G8:
[26] https://twinybots.ch/
[11] https://www.kdnuggets.com/10-free-must-read-books-on-ai.html/
[10] https://www.kdnuggets.com/designing-your-neural-networks.html/
[8] https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html
[6] https://www.kdnuggets.com/2017/07/4-types-data-analytics.html
[6] https://www.kdnuggets.com/2019/10/googles-self-proclaimed-quantum-supremacy-impact-artificial-intelligence.html
[6] https://www.kdnuggets.com/2019/07/bias-machine-learning-bad.html
[5] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[4] https://www.kdnuggets.com/2019/11/build-artificial-neural-network-scratch-part-1.html
[4] https://www.kdnuggets.com/2019/06/7-steps-mastering-intermediate-machine-learning-python.html

Top URLs in Tweet in G9:
[1] https://www.amazon.com/gp/product/B07S1PNQ67/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=B07S1PNQ67&linkCode=as2&tag=20190807-20&linkId=dc02a9d3dc67266387bf9927bfbe1b18
[1] https://www.kdnuggets.com/2018/05/data-science-machine-learning-business-analytics.html
[1] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[1] https://twitter.com/i/web/status/1190237471793205248
[1] http://out.faveeo.com/?url=https://www.kdnuggets.com/2019/10/data-scientist-data-management.html&vertical=it-trends&lang=en&family=en

Top URLs in Tweet in G10:
[20] https://twitter.com/kdnuggets/status/1191781746511093765
[1] https://blog.usejournal.com/sentiment-classification-with-natural-language-processing-on-lstm-4dc0497c1f19
[1] https://www.kdnuggets.com/2019/10/data-scientist-data-management.html
[1] https://cloudblogs.microsoft.com/opensource/2019/10/10/microsoft-open-sources-sanddance-visual-data-exploration-tool/
[1] https://www.kdnuggets.com/2019/09/10-great-python-resources-aspiring-data-scientists.html
[1] https://medium.com/better-programming/introduction-to-gensim-calculating-text-similarity-9e8b55de342d
[1] https://www.kdnuggets.com/2019/10/introduction-natural-language-processing.html

Top Domains
Top Domains in Tweet in Entire Graph:
[3036] kdnuggets.com
[357] twitter.com
[98] medium.com
[96] twinybots.ch
[59] microsoft.com
[30] bit.ly
[30] paper.li
[21] cnvrg.io
[20] dlvr.it
[19] linkedin.com

Top Domains in Tweet in G1:
[645] kdnuggets.com
[82] medium.com
[39] microsoft.com
[24] twitter.com
[18] cnvrg.io
[12] towardsdatascience.com
[10] usejournal.com
[8] elderresearch.com
[8] dataleadersbrief.com
[7] paper.li

Top Domains in Tweet in G2:
[380] kdnuggets.com
[14] twitter.com
[13] dzone.com
[13] datasciencelearner.com
[10] twinybots.ch
[9] cloudera.com
[7] dataconomy.com
[6] j.mp
[5] raconteur.net
[5] dqindia.com

Top Domains in Tweet in G3:
[442] kdnuggets.com
[75] twitter.com
[21] twinybots.ch
[14] msft.social
[11] linkedin.com
[10] bit.ly
[7] gcn.com
[7] datasciencecentral.com
[6] medium.com
[5] dzone.com

Top Domains in Tweet in G4:
[3] kdnuggets.com

Top Domains in Tweet in G5:
[216] kdnuggets.com
[23] twitter.com
[11] engage.social
[11] paper.li
[7] twinybots.ch
[6] linkedin.com
[4] google.com
[2] lnkd.in
[1] bit.ly
[1] greenbird.com

Top Domains in Tweet in G6:
[1055] kdnuggets.com
[176] twitter.com
[23] twinybots.ch
[17] dlvr.it
[16] bit.ly
[8] paper.li
[7] explorium.ai
[4] datanami.com
[3] erdatadoc.com
[3] medium.com

Top Domains in Tweet in G7:
[6] kdnuggets.com
[1] medium.com

Top Domains in Tweet in G8:
[131] kdnuggets.com
[26] twinybots.ch
[3] cstu.io
[2] hubs.ly
[1] datanami.com
[1] datasciencelearner.com

Top Domains in Tweet in G9:
[2] kdnuggets.com
[1] amazon.com
[1] twitter.com
[1] faveeo.com

Top Domains in Tweet in G10:
[20] twitter.com
[3] kdnuggets.com
[1] usejournal.com
[1] microsoft.com
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[997] machinelearning
[941] datascience
[876] ai
[435] artificialintelligence
[422] data
[411] bigdata
[324] kdnuggets
[303] ml
[298] datascientist
[283] ø¹ù„ù…_ø§ù„ø¨ùšø§ù†ø§øª



Top Hashtags in Tweet in G1:
[61] ai
[53] machinelearning
[42] datascience
[40] sanddance
[40] dataviz
[21] artificialintelligence
[17] datamanagement
[15] analytics
[14] datascientist
[10] datascientists

Top Hashtags in Tweet in G2:
[338] ai
[222] machinelearning
[170] artificialintelligence
[165] fintech
[129] datascience
[87] bigdata
[69] books
[68] insurtech
[65] ml
[64] deeplearning

Top Hashtags in Tweet in G3:
[333] machinelearning
[223] datascience
[207] ai
[203] bigdata
[126] artificialintelligence
[102] ml
[91] python
[86] data
[83] dataanalytics
[76] datamining

Top Hashtags in Tweet in G4:
[271] ø¹ù„ù…_ø§ù„ø¨ùšø§ù†ø§øª
[19] علم_البيانات
[2] øªø¹ù„ù…_ø§ù„ø¢ù„ø©

Top Hashtags in Tweet in G5:
[28] machinelearning
[26] datascience
[22] ai
[8] bigdata
[8] artificialintelligence
[6] data
[6] python
[5] youtube
[5] dataanalytics
[5] ml

Top Hashtags in Tweet in G6:
[426] datascience
[310] kdnuggets
[269] data
[251] datascientist
[234] machinelearning
[188] analytics
[179] ai
[106] deeplearning
[98] scientist
[93] ml

Top Hashtags in Tweet in G7:
[144] thkaa
[144] ذكاء_اصطناعي
[12] ø¹ù„ù…_ø§ù„ø¨ùšø§ù†ø§øª
[2] machinelearning
[1] علم_البيانات
[1] datascientist

Top Hashtags in Tweet in G8:
[97] machinelearning
[71] datascience
[59] artificialintelligence
[39] ai
[24] bigdata
[23] ml
[10] python
[8] dataanalytics
[7] deeplearning
[7] data

Top Hashtags in Tweet in G9:
[4] analytics
[3] data
[3] ff
[3] datascience
[1] share
[1] kdnuggets
[1] python
[1] ml
[1] cio
[1] itnews

Top Hashtags in Tweet in G10:
[1] sanddance
[1] dataviz
[1] datamanagement
[1] datascience
[1] climateemergency

Top Words
Top Words in Tweet in Entire Graph:
[2186] Words in Sentiment List#1: Positive
[628] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[90927] Non-categorized Words
[93741] Total Words
[9852] ø
[7857] ù
[2796] kdnuggets
[1760] data
[993] #machinelearning

Top Words in Tweet in G1:
[1432] kdnuggets
[551] data
[152] scientist
[151] 10
[138] free
[135] read
[127] more
[127] ai
[126] know
[124] learning

Top Words in Tweet in G2:
[336] #ai
[299] kdnuggets
[221] #machinelearning
[199] spirosmargaris
[179] â
[164] #fintech
[160] #artificialintelligence
[144] data
[129] #datascience
[106] read

Top Words in Tweet in G3:
[553] kdnuggets
[364] ronald_vanloon
[360] read
[332] #machinelearning
[293] more
[223] #datascience
[207] #ai
[193] #bigdata
[168] here
[167] data

Top Words in Tweet in G4:
[9344] ø
[7423] ù
[820] øª
[817] ùˆø
[811] ùˆù
[556] ùšø
[552] øªø
[546] ùš
[544] ùƒø
[294] dr_hmood

Top Words in Tweet in G5:
[102] data
[100] kdnuggets
[88] ã
[58] learning
[42] machine
[33] ai
[29] top
[28] #machinelearning
[27] ãƒ
[26] #datascience

Top Words in Tweet in G6:
[673] data
[426] #datascience
[323] science
[310] #kdnuggets
[303] learning
[292] kdnuggets
[271] #data
[250] #datascientist
[232] #machinelearning
[215] machine

Top Words in Tweet in G7:
[420] ø
[338] ù
[146] 10
[144] في
[144] هذه
[144] الصفحة
[144] كتب
[144] ممتازة
[144] للذكاء
[144] الاصطناعي

Top Words in Tweet in G8:
[97] #machinelearning
[70] #datascience
[59] #artificialintelligence
[47] learning
[46] data
[40] machine
[39] #ai
[32] rudyagovic
[27] kdnuggets
[24] neural

Top Words in Tweet in G9:
[9] ronald_vanloon
[9] kirkdborne
[9] kdnuggets
[7] bernardmarr
[7] data
[6] utsengage
[6] drjochens
[6] swizzlefish
[6] utsalumni
[6] thedataagent

Top Words in Tweet in G10:
[23] data
[20] know
[18] scientist
[16] seems
[16] 45
[16] consider
[16] scikit
[16] learn
[16] cool
[15] gaelvaroquaux

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4036] ø,ø
[2933] ø,ù
[2652] ù,ø
[2052] ù,ù
[845] ø,ùˆø
[575] ø,ùšø
[572] ù,ùš
[570] ùˆø,ø
[569] øª,ø
[568] ùš,ø

Top Word Pairs in Tweet in G1:
[152] data,scientist
[134] 10,free
[121] free,read
[120] kdnuggets,10
[111] everything,data
[111] scientist,know
[107] data,science
[106] machine,learning
[105] know,data
[101] data,management

Top Word Pairs in Tweet in G2:
[135] â,â
[96] #fintech,#ai
[86] 10,free
[85] free,read
[68] #fintech,#insurtech
[67] read,#books
[65] spirosmargaris,10
[44] #ai,#machinelearning
[44] data,scientists
[40] python,leads

Top Word Pairs in Tweet in G3:
[234] kdnuggets,read
[200] read,more
[81] more,here
[81] 4,types
[80] 10,free
[78] types,#dataanalytics
[75] free,read
[74] mattmayo13,kdnuggets
[73] read,full
[73] full,article

Top Word Pairs in Tweet in G4:
[3838] ø,ø
[2759] ø,ù
[2496] ù,ø
[1927] ù,ù
[809] ø,ùˆø
[548] ø,ùšø
[546] ùˆø,ø
[545] øª,ø
[544] ù,ùš
[542] ùš,ø

Top Word Pairs in Tweet in G5:
[43] ã,ã
[41] machine,learning
[22] data,scientist
[20] 10,free
[20] free,read
[18] read,books
[16] software,tools
[16] data,management
[15] top,machine
[15] learning,software

Top Word Pairs in Tweet in G6:
[303] data,science
[210] machine,learning
[100] #datascience,#analytics
[76] data,scientist
[57] data,scientists
[56] #datascience,#ai
[55] read,more
[55] deep,learning
[54] 10,free
[54] #data,#kdnuggets

Top Word Pairs in Tweet in G7:
[170] ø,ø
[144] في,هذه
[144] هذه,الصفحة
[144] الصفحة,10
[144] 10,كتب
[144] كتب,ممتازة
[144] ممتازة,للذكاء
[144] للذكاء,الاصطناعي
[144] الاصطناعي,وتعلم
[144] وتعلم,الآلة

Top Word Pairs in Tweet in G8:
[40] machine,learning
[32] #machinelearning,#datascience
[25] #datascience,#artificialintelligence
[21] #artificialintelligence,#ai
[20] 10,free
[20] free,read
[19] #ai,#machinelearning
[18] read,books
[17] books,ai
[16] #artificialintelligence,#machinelearning

Top Word Pairs in Tweet in G9:
[6] ronald_vanloon,utsengage
[6] utsengage,drjochens
[6] drjochens,kirkdborne
[6] kirkdborne,swizzlefish
[6] swizzlefish,utsalumni
[6] utsalumni,kdnuggets
[6] kdnuggets,thedataagent
[6] thedataagent,bernardmarr
[6] bernardmarr,granvilledsc
[5] vanrijmenam,ronald_vanloon

Top Word Pairs in Tweet in G10:
[18] data,scientist
[16] seems,45
[16] 45,data
[16] scientist,consider
[16] consider,know
[16] know,scikit
[16] scikit,learn
[16] learn,cool
[15] gaelvaroquaux,seems
[3] kdnuggets,10

Top Replied-To
Top Replied-To in Entire Graph:
@ronald_vanloon
@kdnuggets
@spirosmargaris
@vanrijmenam
@tim_fargo
@madalynsklar
@ipfconline1
@mckinsey
@dailymailuk
@2peterharris

Top Replied-To in G1:
@kdnuggets
@canerdian
@eschudy
@rotzettep
@ronald_vanloon
@deepcodeai
@okyadav
@bobehayes
@dehhhbs

Top Replied-To in G2:
@spirosmargaris
@tim_fargo
@madalynsklar
@ipfconline1
@kdnuggets
@dailymailuk
@mckinsey

Top Replied-To in G3:
@ronald_vanloon
@diegokuonen

Top Replied-To in G6:
@2peterharris

Top Replied-To in G9:
@vanrijmenam
@improve247

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@ronald_vanloon
@dr_hmood
@spirosmargaris
@qunaieer
@ipfconline1
@curated_data
@mattmayo13
@richardeudes
@kirkdborne

Top Mentioned in G1:
@kdnuggets
@jthandy
@odsc
@chi2innovations
@elderresearch
@rightrelevance
@gianlucamalato
@marcusborba
@mattmayo13

Top Mentioned in G2:
@kdnuggets
@spirosmargaris
@ipfconline1
@kirkdborne
@jblefevre60
@ronald_vanloon
@evankirstel
@gp_pulipaka
@schmarzo

Top Mentioned in G3:
@kdnuggets
@ronald_vanloon
@mattmayo13
@ingomierswa
@maydont
@ipfconline1
@spirosmargaris
@principad
@_brendan_martin
@claudiomkd

Top Mentioned in G4:
@dr_hmood

Top Mentioned in G5:
@wordfinga
@datamettle

Top Mentioned in G6:
@kdnuggets
@curated_data
@richardeudes
@hear_our_roar
@pythonbot_
@rzembo
@ronald_vanloon
@michaelmallari
@deep_in_depth
@claudiomkd

Top Mentioned in G7:
@qunaieer
@dr_hmood
@kdnuggets
@albarakati45

Top Mentioned in G8:
@rudyagovic
@kdnuggets
@machinelearnflx
@spirosmargaris
@proverbs142
@decisionssmart
@ipfconline1
@ronald_vanloon
@andnlp
@rzembo

Top Mentioned in G9:
@ronald_vanloon
@kirkdborne
@kdnuggets
@bernardmarr
@utsengage
@drjochens
@swizzlefish
@utsalumni
@thedataagent
@granvilledsc

Top Mentioned in G10:
@gaelvaroquaux
@kdnuggets
@neuromusic
@jthandy

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@resilient_ent
@nosqldigest
@gamergeeknews
@startupsbot
@evankirstel
@tim_fargo
@chidambara09
@aldoceccarelli
@startupnws

Top Tweeters in G1:
@rosenchild
@data_nerd
@datachick
@bar_zie
@_steve3_
@tunguzreview
@msmigot
@natsutan
@joseph_santoro
@mtatsu10ta

Top Tweeters in G2:
@evankirstel
@tim_fargo
@fintechna
@richsimmondsza
@swissbusiness
@lelkan
@craybo23
@lollydaskal
@nicochan33
@simonlporter

Top Tweeters in G3:
@arkangelscrap
@nosqldigest
@startupsbot
@chidambara09
@andysugs
@santchiweb
@glaciarblue
@nancyrubin
@gezgintrk
@bernardo_pirola

Top Tweeters in G4:
@khaled_2053
@khojaliy
@m3sm4r
@7alawanyeissa
@najimrko
@theeb_99
@moohab34
@munmunammar
@amo69ory
@winter_lady1983

Top Tweeters in G5:
@flavio58
@iam__network
@rpstranslations
@chandanrtcs
@7wdata
@angsuman
@bigdatabatman
@zillman
@wordfinga
@shashib

Top Tweeters in G6:
@resilient_ent
@gamergeeknews
@aldoceccarelli
@startupnws
@aaroncuddeback
@calcaware
@cybersec_feeds
@openmarketingtv
@techjunkiejh
@juliomayol

Top Tweeters in G7:
@abdullahalzakry
@dr_hoss2020
@marwazah47
@m_7777_y
@amegren
@aimn_darji
@ha43tim
@m_f_aljowerah
@salam_37_
@waelkabli

Top Tweeters in G8:
@machinelearnflx
@markmichdomnic
@higginsgggg
@sofwath
@enjoygoodlife
@joanmanueluc
@t2yes
@jobinindia
@livetonighttv
@osowoiam

Top Tweeters in G9:
@analyticbridge
@ibmanalytics
@vanrijmenam
@bernardmarr
@analyticsclub
@craigmullins
@jkevinparker
@tableau
@an
@it_cio_trends

Top Tweeters in G10:
@igorcarron
@ayirpelle
@neuromusic
@eric_kavanagh
@drtao
@carloshotta
@herrdoktorfunk
@hamilcar
@gaelvaroquaux
@vnfrombucharest