kdnuggets, Twitter, 4/5/2020 9:18:30 AM, 224423


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kdnuggets_2020-04-04_21-18-00.xlsx
kdnuggets_2020-04-04_21-18-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 05, 2020
Short Description:
kdnuggets via NodeXL https://bit.ly/39CVUWs
@kdnuggets
@ronald_vanloon
@spirosmargaris
@ipfconline1
@dr_hmood
@justbementalist
@chidambara09
@hubofml
@blkhwk0ps
@chuck_moeller

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

Description:
Description
The graph represents a network of 1,916 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, 05 April 2020 at 04:19 UTC.

The requested start date was Sunday, 05 April 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 13-day, 13-hour, 24-minute period from Sunday, 22 March 2020 at 01:19 UTC to Saturday, 04 April 2020 at 14:44 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 : 1916
Unique Edges : 2983
Edges With Duplicates : 3531
Total Edges : 6514
Number of Edge Types : 4
Tweet : 1493
MentionsInRetweet : 3790
Mentions : 1145
Replies to : 86
Self-Loops : 1493
Reciprocated Vertex Pair Ratio : 0.0224438902743142
Reciprocated Edge Ratio : 0.0439024390243902
Connected Components : 224
Single-Vertex Connected Components : 194
Maximum Vertices in a Connected Component : 1649
Maximum Edges in a Connected Component : 6107
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.938278
Graph Density : 0.000893942449729364
Modularity : 0.35699
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 1,916 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, 05 April 2020 at 04:19 UTC.

The requested start date was Sunday, 05 April 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 13-day, 13-hour, 24-minute period from Sunday, 22 March 2020 at 01:19 UTC to Saturday, 04 April 2020 at 14:44 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:
[154] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[122] https://twinybots.ch/
[73] https://www.kdnuggets.com/2020/03/covid-19-visualized.html
[57] https://www.kdnuggets.com/2019/11/data-science-linkedin-profile-guide.html
[53] https://www.kdnuggets.com/2020/03/50-must-read-free-books-every-data-scientist-2020.html
[46] https://www.kdnuggets.com/2020/02/probability-distributions-data-science.html#.XmyaIKOGpSM.twitter
[45] https://www.kdnuggets.com/2020/03/1001-data-scientist-linkedin-profiles-latest.html
[42] https://www.kdnuggets.com/2020/03/poll-coronavirus-impact-data-science-community.html
[40] https://www.kdnuggets.com/2020/03/build-ai-model-business-read-this.html
[39] https://www.kdnuggets.com/2020/03/most-useful-machine-learning-tools-2020.html#.XmynT5B9ceY.twitter

Top URLs in Tweet in G1:
[42] https://www.kdnuggets.com/2020/03/covid-19-visualized.html
[40] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[31] https://www.kdnuggets.com/2020/03/50-must-read-free-books-every-data-scientist-2020.html
[23] http://gabgoh.github.io/COVID/index.html
[22] https://mml-book.github.io/
[21] https://medium.com/swlh/a-complete-guide-to-exploratory-data-analysis-and-data-cleaning-dd282925320f
[18] https://www.kdnuggets.com/2020/03/machine-learning-algorithm-svm-explained.html
[17] https://www.kdnuggets.com/2020/03/data-engineering-projects.html
[16] https://www.kdnuggets.com/2020/01/optimize-jupyter-notebook.html
[16] https://www.kdnuggets.com/2020/02/free-mathematics-courses-data-science-machine-learning.html

Top URLs in Tweet in G2:
[46] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[38] https://www.kdnuggets.com/2020/02/probability-distributions-data-science.html#.XmyaIKOGpSM.twitter
[36] https://twinybots.ch/
[32] https://www.kdnuggets.com/2020/03/most-useful-machine-learning-tools-2020.html#.XmynT5B9ceY.twitter
[29] https://www.kdnuggets.com/2020/03/poll-coronavirus-impact-data-science-community.html
[23] https://www.kdnuggets.com/2020/03/data-repository-fake-health-news.html
[22] https://www.kdnuggets.com/2020/03/1001-data-scientist-linkedin-profiles-latest.html
[21] https://www.kdnuggets.com/2020/02/computer-vision-sandbox.html#.XmyyWs-Ub64.twitter
[20] https://www.kdnuggets.com/2020/03/covid-19-visualized.html#.Xn9agiN5QvA.twitter
[14] https://www.kdnuggets.com/2019/10/data-preparation-machine-learning-101.html#.XjgsgkpkoJE.twitter

Top URLs in Tweet in G3:
[16] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[15] https://twinybots.ch/
[13] https://www.kdnuggets.com/2020/03/trends-machine-learning-2020.html
[12] https://www.kdnuggets.com/2020/03/1001-data-scientist-linkedin-profiles-latest.html
[9] https://www.kdnuggets.com/2019/11/data-science-linkedin-profile-guide.html
[6] https://www.kdnuggets.com/2020/03/covid-19-visualized.html
[5] https://www.kdnuggets.com/2020/03/nine-lessons-first-year-data-scientist.html
[5] https://www.kdnuggets.com/2020/03/build-ai-model-business-read-this.html
[3] https://www.kdnuggets.com/2020/03/coronavirus-impact-data-scientists.html
[3] https://www.kdnuggets.com/2020/03/deep-learning-breakthrough-sub-linear-algorithm-no-gpu.html

Top URLs in Tweet in G4:
[42] https://twinybots.ch/
[18] https://www.kdnuggets.com/nine-lessons-learned-during-my-first-year-as-a-data-scientist.html/
[17] https://www.kdnuggets.com/2019/06/data-science-jobs-report.html
[15] https://www.kdnuggets.com/2020/03/build-ai-model-business-read-this.html
[14] https://www.kdnuggets.com/2013/11/top-conferences-data-mining-data-science.html
[14] https://www.kdnuggets.com/365-data-science-courses-free-until-15-april.html/
[13] https://www.kdnuggets.com/2020/03/top-ai-resources-remote-learning.html
[12] https://www.kdnuggets.com/2015/09/free-data-science-books.html
[12] https://www.kdnuggets.com/2019/08/understanding-cancer-machine-learning.html
[11] https://www.kdnuggets.com/2020/03/coronavirus-impact-data-scientists.html

Top URLs in Tweet in G5:
[20] https://twinybots.ch/
[17] https://www.kdnuggets.com/2020/03/build-artificial-neural-network-scratch-part-2.html
[15] https://snip.ly/liq411
[15] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[13] https://www.berggruen.org/the-worldpost/articles/how-to-treat-the-data-economy-like-a-utility/
[9] https://www.kdnuggets.com/2020/03/data-repository-fake-health-news.html
[9] https://www.inc.com/lauren-rothman/how-to-maintain-a-professional-appearance-while-working-from-home.html
[8] https://www.kdnuggets.com/2020/03/nine-lessons-first-year-data-scientist.html
[8] https://www.kdnuggets.com/2020/03/build-ai-model-business-read-this.html
[8] https://public.tableau.com/profile/marc.psaila#!/vizhome/Coronavirusfortableaupublic/Coronaviruscasesbycountry

Top URLs in Tweet in G6:
[2] https://www.kdnuggets.com/2020/01/top-9-mobile-apps-learning-practicing-data-science.html
[2] https://www.kdnuggets.com/2017/04/10-free-must-read-books-machine-learning-data-science.html
[1] https://www.kdnuggets.com/2020/04/epidemiology-data-scientists.html
[1] https://www.kdnuggets.com/2019/01/approaches-text-summarization-overview.html
[1] https://www.kdnuggets.com/2019/01/comparison-text-distance-metrics.html
[1] https://www.kdnuggets.com/2015/01/text-analysis-101-document-classification.html
[1] https://www.kdnuggets.com/2018/10/main-approaches-natural-language-processing-tasks.html
[1] https://www.kdnuggets.com/2018/04/why-deep-learning-perfect-nlp-natural-language-processing.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 G7:
[1] https://semiengineering.com/what-machine-learning-can-do-in-fabs/
[1] https://analyticsindiamag.com/deep-learning-model-bank-crisis-prediction-deep-neural-network/
[1] https://www.youtube.com/watch?v=rMAfssgPua0&feature=youtu.be


Top URLs in Tweet in G8:
[4] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html
[3] http://out.faveeo.com/?url=https://www.kdnuggets.com/2019/08/artificial-intelligence-vs-machine-learning-vs-deep-learning-difference.html&vertical=future-of-work&lang=en&family=en
[2] http://out.faveeo.com/?url=https://www.kdnuggets.com/2019/12/most-important-question-data-science.html&vertical=future-of-work&lang=en&family=en
[1] http://out.faveeo.com/?url=https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html&vertical=future-of-work&lang=en&family=en
[1] https://www.kdnuggets.com/2018/12/machine-learning-explainability-interpretability-ai.html
[1] https://twitter.com/i/web/status/1242837294245183488
[1] https://www.kdnuggets.com/2020/04/epidemiology-data-scientists.html
[1] https://muellerzr.github.io/fastblog/2020/03/21/DataBlockAPI.html
[1] https://www.kdnuggets.com/2018/10/simple-neural-network-python.html
[1] https://towardsdatascience.com/ai-papers-to-read-in-2020-ac0e4e91d915

Top URLs in Tweet in G9:
[4] https://www.wired.com/story/coronavirus-interview-larry-brilliant-smallpox-epidemiologist/
[4] https://www.r-bloggers.com/flatten-the-covid-19-curve/
[4] https://paper.li/kdnuggets/1471640633?edition_id=5d1d6970-6acd-11ea-9eb9-0cc47a0d1609
[4] https://www.techrepublic.com/article/10-new-coronavirus-maps-predict-how-fast-hospitals-will-hit-capacity-and-which-places-are-at-highest-risk/?ftag=TRE684d531&bhid=25647280425729415653088607734164
[4] https://www.kdnuggets.com/2020/03/most-effective-policy-response-coronavirus-pandemic.html
[4] https://www.kdnuggets.com/2020/03/top-tweets-mar11-17.html
[3] https://muellerzr.github.io/fastblog/2020/03/21/DataBlockAPI.html
[2] https://www.kdnuggets.com/2019/12/best-free-machine-learning-courses-online.html
[2] https://medium.com/@tomaspueyo/coronavirus-act-today-or-people-will-die-f4d3d9cd99ca
[2] https://www.kdnuggets.com/2020/03/4-best-jupyter-notebook-environments-deep-learning.html

Top URLs in Tweet in G10:
[6] http://wwww.gf-accord.biz
[3] https://cmun.it/e/mbf6h3i/2019/11/top-tweets-oct30-nov05.html?t=1573460603
[2] https://www.kdnuggets.com/2018/11/big-data-game-board.html
[2] https://www.kdnuggets.com/2020/03/50-must-read-free-books-every-data-scientist-2020.html
[2] https://www.kdnuggets.com/2020/03/covid-19-visualized.html#.Xn9agiN5QvA.twitter
[1] https://twitter.com/i/web/status/1242291356594311168
[1] https://twinybots.ch/
[1] https://twitter.com/i/web/status/1241904949132439552
[1] https://twitter.com/i/web/status/1242350052124889088
[1] https://twitter.com/i/web/status/1242432522484670464

Top Domains
Top Domains in Tweet in Entire Graph:
[2917] kdnuggets.com
[263] twitter.com
[149] medium.com
[122] twinybots.ch
[81] github.io
[37] linkedin.com
[33] paper.li
[32] towardsdatascience.com
[27] wired.com
[23] google.com

Top Domains in Tweet in G1:
[832] kdnuggets.com
[94] medium.com
[66] twitter.com
[57] github.io
[26] towardsdatascience.com
[23] paper.li
[19] wired.com
[18] linkedin.com
[17] nytimes.com
[15] ft.com

Top Domains in Tweet in G2:
[497] kdnuggets.com
[36] twinybots.ch
[18] twitter.com
[15] medium.com
[14] github.io
[13] dy.si
[5] ow.ly
[4] techtarget.com
[2] linkedin.com
[2] ft.com

Top Domains in Tweet in G3:
[203] kdnuggets.com
[65] twitter.com
[20] google.com
[15] twinybots.ch
[15] engage.social
[11] linkedin.com
[4] medium.com
[3] wordpress.com
[2] tweetedtimes.com
[1] cloudfactory.com

Top Domains in Tweet in G4:
[796] kdnuggets.com
[49] twitter.com
[42] twinybots.ch
[19] medium.com
[10] dlvr.it
[7] faveeo.com
[7] grjenkin.com
[5] linkedin.com
[3] github.io
[3] dy.si

Top Domains in Tweet in G5:
[225] kdnuggets.com
[20] twinybots.ch
[18] twitter.com
[15] snip.ly
[13] berggruen.org
[9] inc.com
[8] tableau.com
[5] medium.com
[4] dynam.ai
[3] theverge.com

Top Domains in Tweet in G6:
[12] kdnuggets.com
[1] twitter.com

Top Domains in Tweet in G7:
[1] semiengineering.com
[1] analyticsindiamag.com
[1] youtube.com

Top Domains in Tweet in G8:
[25] kdnuggets.com
[6] faveeo.com
[2] twitter.com
[2] towardsdatascience.com
[1] github.io
[1] medium.com
[1] cloudfactory.com
[1] wired.com

Top Domains in Tweet in G9:
[29] kdnuggets.com
[9] medium.com
[4] wired.com
[4] r-bloggers.com
[4] paper.li
[4] techrepublic.com
[4] dynam.ai
[3] github.io
[2] towardsdatascience.com
[2] re-work.co

Top Domains in Tweet in G10:
[8] twitter.com
[6] kdnuggets.com
[6] gf-accord.biz
[3] cmun.it
[1] twinybots.ch
[1] ictbusiness.biz
[1] ssidecisions.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1016] machinelearning
[933] datascience
[759] ai
[743] kdn
[427] coronavirus
[361] bigdata
[337] deeplearning
[196] fintech
[191] covid19
[163] python



Top Hashtags in Tweet in G1:
[496] kdn
[249] coronavirus
[219] machinelearning
[167] datascience
[91] covid19
[89] python
[85] ai
[60] deeplearning
[45] free
[38] books

Top Hashtags in Tweet in G2:
[347] machinelearning
[308] ai
[170] datascience
[145] fintech
[87] bigdata
[63] deeplearning
[62] kdn
[61] free
[55] books
[46] coronavirus

Top Hashtags in Tweet in G3:
[44] machinelearning
[28] datascience
[19] dthstr
[18] ai
[14] deeplearning
[11] learning
[8] analytics
[7] bigdata
[6] data
[5] datascientist

Top Hashtags in Tweet in G4:
[381] datascience
[261] machinelearning
[188] ai
[129] deeplearning
[110] bigdata
[109] kdn
[83] analytics
[80] ml
[45] kdnuggets
[39] learning

Top Hashtags in Tweet in G5:
[100] bigdata
[92] datascience
[88] ai
[65] machinelearning
[45] data
[35] deeplearning
[29] learning
[25] fintech
[21] artificialintelligence
[20] datascientist

Top Hashtags in Tweet in G6:
[24] علم_البيانات
[20] كورونا
[7] الذكاء_الاصطناعي
[5] ø§ù„ø°ùƒø§ø¡_ø§ù„ø§øµø·ù†ø§ø¹ùš
[3] ø¹ù„ù…_ø§ù„ø¨ùšø§ù†ø§øª
[2] ø§ù„ø¥ø­øµø§ø¡
[2] تعلم_الآلة
[1] علم_الأوبئة

Top Hashtags in Tweet in G7:
[2] machinelearning
[2] ai
[2] artificialintelligence
[2] algorithm
[2] ml
[2] deeplearning
[2] dl
[2] data
[2] tech
[2] technology

Top Hashtags in Tweet in G8:
[19] ai
[14] automation
[13] kdn
[11] chatbots
[11] healthcare
[11] privacy
[11] retail
[9] machinelearning
[8] datascience
[5] books

Top Hashtags in Tweet in G9:
[54] coronavirus
[18] kdn
[18] covid19
[13] datascience
[8] machinelearning
[8] technology
[8] data
[8] dataanalytics
[8] analysis
[5] datascientists

Top Hashtags in Tweet in G10:
[17] bigdata
[16] ai
[16] iot
[15] datascience
[13] dataviz
[11] deeplearning
[3] madewithsocioviz
[3] emoji
[3] covid19
[2] fintech

Top Words
Top Words in Tweet in Entire Graph:
[2606] Words in Sentiment List#1: Positive
[867] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[64218] Non-categorized Words
[67691] Total Words
[2772] kdnuggets
[1213] data
[1015] #machinelearning
[933] #datascience
[888] ø

Top Words in Tweet in G1:
[1410] kdnuggets
[496] #kdn
[283] data
[249] #coronavirus
[218] #machinelearning
[167] #datascience
[147] learning
[143] free
[116] top
[110] 19

Top Words in Tweet in G2:
[393] kdnuggets
[347] #machinelearning
[303] #ai
[170] #datascience
[154] spirosmargaris
[145] #fintech
[137] ipfconline1
[128] data
[89] learning
[84] #bigdata

Top Words in Tweet in G3:
[124] kdnuggets
[100] learning
[94] data
[67] machine
[58] ø
[44] #machinelearning
[37] science
[34] ù
[33] free
[28] #datascience

Top Words in Tweet in G4:
[453] data
[381] #datascience
[325] learning
[305] kdnuggets
[261] #machinelearning
[236] science
[211] machine
[185] #ai
[129] #deeplearning
[121] free

Top Words in Tweet in G5:
[208] kdnuggets
[105] data
[99] #bigdata
[96] ronald_vanloon
[92] #datascience
[88] #ai
[69] learning
[65] #machinelearning
[57] machine
[49] read

Top Words in Tweet in G6:
[757] ø
[626] ù
[75] ùšø
[63] øª
[59] øªø
[50] ùˆø
[42] ùšù
[40] dr_hmood
[34] øªù
[29] في

Top Words in Tweet in G7:
[5] kdnuggets
[4] ogrisel
[2] #machinelearning
[2] #ai
[2] #artificialintelligence
[2] #algorithm
[2] #ml
[2] #deeplearning
[2] #dl
[2] #data

Top Words in Tweet in G8:
[46] kdnuggets
[24] ai
[20] ianljones98
[19] #ai
[17] vs
[16] 2020
[14] #automation
[14] top
[13] drjdrooghaag
[13] #kdn

Top Words in Tweet in G9:
[120] kdnuggets
[54] #coronavirus
[18] #kdn
[18] #covid19
[16] sciencemagazine
[16] top
[15] learning
[13] 19
[13] #datascience
[10] maps

Top Words in Tweet in G10:
[96] gt
[29] kdnuggets
[18] mikequindazzi
[16] #iot
[16] #bigdata
[15] #datascience
[15] #ai
[14] skills
[14] core
[14] emerging

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[580] machine,learning
[480] data,science
[343] ø,ù
[301] ø,ø
[299] ù,ø
[219] 24,best
[212] covid,19
[211] ù,ù
[199] free,books
[192] gt,gt

Top Word Pairs in Tweet in G1:
[108] covid,19
[92] machine,learning
[69] data,science
[65] free,books
[60] 24,best
[53] visualized,power
[53] kdnuggets,#coronavirus
[53] kdnuggets,covid
[52] effective,visualizations
[51] 19,visualized

Top Word Pairs in Tweet in G2:
[106] kdnuggets,#ai
[65] machine,learning
[56] 24,best
[55] #free,#books
[50] understand,#machinelearning
[49] best,#free
[47] #books,understand
[46] #fintech,#ai
[45] #ai,#machinelearning
[40] probability,distributions

Top Word Pairs in Tweet in G3:
[66] machine,learning
[35] data,science
[25] ø,ø
[21] free,books
[20] best,free
[20] data,scientist
[19] 24,best
[19] null,#dthstr
[18] books,understand
[18] 2020,kdnuggets

Top Word Pairs in Tweet in G4:
[230] data,science
[211] machine,learning
[81] #datascience,#machinelearning
[58] deep,learning
[56] free,books
[50] covid,19
[50] #ai,#ml
[48] data,scientist
[48] #datascience,#kdn
[48] #datascience,#ai

Top Word Pairs in Tweet in G5:
[57] machine,learning
[39] data,science
[25] ronald_vanloon,kdnuggets
[24] go,#ai
[22] learn,more
[21] kdnuggets,drob
[20] read,more
[20] kdnuggets,#bigdata
[20] gt,gt
[18] #bigdata,#datascience

Top Word Pairs in Tweet in G6:
[297] ø,ù
[253] ø,ø
[252] ù,ø
[180] ù,ù
[42] ùˆø,ø
[40] ø,øª
[33] øª,ø
[32] ù,øªø
[30] ùšù,ø
[27] ù,ùˆø

Top Word Pairs in Tweet in G7:
[2] #ai,#artificialintelligence
[2] #artificialintelligence,#algorithm
[2] #algorithm,#ml
[2] #data,#tech
[2] #tech,#technology
[2] kdnuggets,ogrisel
[2] ogrisel,geoffreyhinton
[2] geoffreyhinton,earslan_tamu
[2] bigdata,jakeporway
[2] hadleywickham,kiraradinsky

Top Word Pairs in Tweet in G8:
[14] kdnuggets,#ai
[12] 2020,kdnuggets
[11] top,ai
[11] ai,trends
[11] trends,2020
[11] #ai,#automation
[11] #automation,#chatbots
[11] #chatbots,#healthcare
[11] #healthcare,#privacy
[11] #privacy,#retail

Top Word Pairs in Tweet in G9:
[16] kdnuggets,#coronavirus
[13] kdnuggets,top
[10] maps,predict
[10] hospitals,hit
[10] hit,capacity
[9] covid,19
[8] kdnuggets,substantial
[8] substantial,undocumented
[8] undocumented,infection
[8] infection,facilitates

Top Word Pairs in Tweet in G10:
[64] gt,gt
[15] #ai,#iot
[14] #datascience,skills
[14] skills,core
[14] core,emerging
[14] gt,#ai
[12] emerging,gt
[12] gt,kdnuggets
[12] kdnuggets,mikequindazzi
[12] mikequindazzi,gt

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@ipfconline1
@liu_zhiyong
@avehtari
@rmdes_
@socioviznet
@spirosmargaris
@kentaro_au
@efernandez
@j__cub

Top Replied-To in G1:
@kdnuggets
@liu_zhiyong
@avehtari
@infantideas
@j__cub
@efernandez
@kentaro_au
@bobehayes
@symusicgroup
@lydia18000129

Top Replied-To in G2:
@ipfconline1
@kdnuggets
@spirosmargaris
@microstrategy
@margo_group

Top Replied-To in G4:
@future_of_ai

Top Replied-To in G5:
@kdnuggets
@techpearce2
@stratorob

Top Replied-To in G7:
@phuenermund

Top Replied-To in G8:
@ianljones98

Top Replied-To in G9:
@kdnuggets

Top Replied-To in G10:
@rmdes_
@socioviznet

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@spirosmargaris
@ronald_vanloon
@ipfconline1
@richardeudes
@rzembo
@kirkdborne
@hear_our_roar
@dr_hmood
@deeplearn007

Top Mentioned in G1:
@kdnuggets
@natesilver538
@financialtimes
@365datascience
@alteryx
@nytimes
@stanford
@jmp_software
@fivethirtyeight
@bobehayes

Top Mentioned in G2:
@kdnuggets
@spirosmargaris
@ipfconline1
@ronald_vanloon
@kirkdborne
@deeplearn007
@ian_xxiao
@broderickwaun
@chi2innovations
@jblefevre60

Top Mentioned in G4:
@kdnuggets
@hear_our_roar
@richardeudes
@rzembo
@switchboardsoft
@craigbrownphd
@datascience__
@wileyed
@ronald_vanloon
@spirosmargaris

Top Mentioned in G5:
@kdnuggets
@ronald_vanloon
@spirosmargaris
@drob
@swisscognitive
@insanetech_
@ronald_v
@stratorob
@buddyyakov
@berggrueninst

Top Mentioned in G6:
@dr_hmood
@talalstat

Top Mentioned in G7:
@kdnuggets
@ogrisel
@jeremyphoward
@geoffreyhinton
@earslan_tamu
@bigdata
@jakeporway
@hadleywickham
@kiraradinsky
@richardsocher

Top Mentioned in G8:
@kdnuggets
@ianljones98
@drjdrooghaag
@enricomo
@k
@spirosmargaris
@ronald_vanloon
@futureof_work
@evankirstel
@billmew

Top Mentioned in G9:
@kdnuggets
@sciencemagazine
@ronald_vanloon
@rosenchild
@dominodatalab
@hubbucket
@datarobot
@teamrework
@tableau
@natesilver538

Top Mentioned in G10:
@kdnuggets
@claudiomkd
@sageoceantweets
@mihkal
@pbuschini
@daniellynds
@gmacscotland
@seinecle
@socioviznet
@alessandrozonin

Top Tweeters
Top Tweeters in Entire Graph:
@clairebotai
@chidambara09
@evankirstel
@aaroncuddeback
@aldoceccarelli
@cybersec_feeds
@ndtv
@amparomeza
@thomasclone
@rosenchild

Top Tweeters in G1:
@aaroncuddeback
@cybersec_feeds
@business
@calcaware
@nytimes
@nancyrubin
@entwistletx
@nvania
@financialtimes
@dabrams2021

Top Tweeters in G2:
@amparomeza
@fintechna
@lelkan
@akwyz
@rwang0
@ssxman2
@thomaspower
@yvesmulkers
@forbes
@kuriharan

Top Tweeters in G3:
@rvp
@iam__network
@rkeyserling
@netbacker
@manupuall
@zillman
@vagrantcow
@tacj
@eudyzerpa
@billmorill

Top Tweeters in G4:
@clairebotai
@aldoceccarelli
@thomasclone
@billnigh
@santchiweb
@nicochan33
@andrewmorrisuk
@hunthertornado
@chandanrtcs
@7wdata

Top Tweeters in G5:
@chidambara09
@ndtv
@zimei_no_ri
@tess_blue815
@nmugai
@trippbraden
@nomoreslaves
@simonlporter
@smoothsale
@grattonboy

Top Tweeters in G6:
@inayef_s
@salah1alhammadi
@csabdulelah
@3ni3l3lmy
@albarqi_1
@j2smiine
@wafi_albalawi
@iweeu883
@dr_hmood
@alaaeldaly

Top Tweeters in G7:
@strategy_gal
@careerbuilder
@hadleywickham
@andresvilarino
@jeremyphoward
@drewconway
@johnmyleswhite
@datajunkie
@revodavid
@ogrisel

Top Tweeters in G8:
@evankirstel
@gezgintrk
@fmfrancoise
@billmew
@nevillegaunt
@domsden1
@sarbjeetjohal
@mminevich
@automeme
@enricomolinari

Top Tweeters in G9:
@rosenchild
@hubbucket
@evaduranramos
@sleimanskaf
@charlyaztec
@playerunknownun
@batuomo
@joseper02102059
@sciencemagazine
@teamrework

Top Tweeters in G10:
@freshsalis
@gfradelos
@thomashilbig2
@claudiomkd
@gmacscotland
@rmdes_
@soumikroy
@kd
@daniellynds
@iotworlds


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