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kdnuggets_2017-12-11_12-43-13.xlsx
kdnuggets_2017-12-11_12-43-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2017
Short Description:
kdnuggets via NodeXL http://bit.ly/2C969Cv
@kdnuggets
@ronald_vanloon
@alevergara78
@deeplearn007
@marshacollier
@bigdatagal
@manjeetrege

Description:
Description
The graph represents a network of 1,370 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, 11 December 2017 at 20:44 UTC.

The requested start date was Sunday, 10 December 2017 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 12-day, 2-hour, 30-minute period from Sunday, 26 November 2017 at 11:56 UTC to Friday, 08 December 2017 at 14:27 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 : 1370
Unique Edges : 2316
Edges With Duplicates : 1629
Total Edges : 3945
Self-Loops : 692
Reciprocated Vertex Pair Ratio : 0.00701320132013201
Reciprocated Edge Ratio : 0.0139287177386317
Connected Components : 164
Single-Vertex Connected Components : 135
Maximum Vertices in a Connected Component : 1156
Maximum Edges in a Connected Component : 3630
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.177864
Graph Density : 0.00130149877634589
Modularity : 0.458599
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[101] https://www.churchillfrank.com/blog/future-of-big-data-2018
[75] 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
[68] https://www.mobidea.com/academy/affiliate-marketing-trends/
[53] https://www.kdnuggets.com/2017/05/teaching-data-science-process.html?utm_content=buffer76502&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[36] https://www.kdnuggets.com/2017/11/framework-approaching-textual-data-tasks.html
[27] http://www.kdnuggets.com/2017/07/6-reasons-python-suddenly-super-popular.html?utm_content=buffer21429&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#.WZgC0tJtxeA.twitter
[27] https://buff.ly/2AasMHV
[26] https://www.kdnuggets.com/2017/08/python-overtakes-r-leader-analytics-data-science.html?utm_content=buffer8a32b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[25] https://www.churchillfrank.com/blog/future-of-big-data-2018?utm_content=buffer10716&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[22] http://www.kdnuggets.com/2017/04/must-know-evaluate-binary-classifier.html

Top URLs in Tweet in G1:
[19] http://www.kdnuggets.com/2017/07/6-reasons-python-suddenly-super-popular.html?utm_content=buffer21429&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#.WZgC0tJtxeA.twitter
[16] https://www.kdnuggets.com/2017/05/teaching-data-science-process.html?utm_content=buffer76502&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://buff.ly/2hUgVDz
[9] https://buff.ly/2n1vKtr
[8] https://buff.ly/2zBP06x
[8] https://github.com/natanielruiz/deep-head-pose?utm_content=buffer6c592&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] http://ow.ly/Ffb030gaEgK
[7] https://www.kdnuggets.com/2017/08/rise-gpu-databases.html?utm_content=buffer37576&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://buff.ly/2AasMHV
[6] https://www.kdnuggets.com/2017/05/teaching-data-science-process.html?utm_content=bufferb45f6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[53] 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
[15] http://www.kdnuggets.com/2017/04/must-know-evaluate-binary-classifier.html
[12] http://www.kdnuggets.com/2017/03/every-intro-data-science-course-ranked.html
[6] 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
[5] http://www.kdnuggets.com/2017/09/cartoon-machine-learning-class.html?utm_content=buffer537e5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=102952
[3] http://www.kdnuggets.com/2017/05/machine-learning-overtaking-big-data.html
[3] https://www.kdnuggets.com/2017/11/day-life-data-scientist.html
[2] http://www.kdnuggets.com/2017/08/ibm-top-10-machine-learning-use-cases-part1.html?utm_content=buffer55b67&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.kdnuggets.com/2017/03/data-science-project-playbook.html?utm_content=buffer3cef0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[81] https://www.churchillfrank.com/blog/future-of-big-data-2018
[15] https://www.kdnuggets.com/2017/11/10-statistical-techniques-data-scientists-need-master.html
[14] https://buff.ly/2AasMHV
[13] https://www.kdnuggets.com/2017/05/teaching-data-science-process.html?utm_content=buffer76502&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.kdnuggets.com/2017/11/machine-learning-with-optimus.html
[7] https://www.kdnuggets.com/2017/11/tensorflow-predictive-analytics-linear-regression.html
[7] https://www.kdnuggets.com/2017/11/deep-learning-works-quick-guide-everyone.html
[7] 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
[7] https://www.churchillfrank.com/blog/future-of-big-data-2018?utm_content=buffer10716&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] http://bit.ly/2zsqt3S

Top URLs in Tweet in G4:
[5] https://www.kdnuggets.com/2017/12/using-deep-learning-solve-real-world-problems.html?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.kdnuggets.com/2017/12/general-approach-preprocessing-text-data.html?utm_source=dlvr.it&utm_medium=twitter
[5] http://eepurl.com/cwzqS5
[5] https://www.kdnuggets.com/2017/12/using-deep-learning-solve-real-world-problems.html
[3] https://www.kdnuggets.com/2017/11/framework-approaching-textual-data-tasks.html
[3] http://www.kdnuggets.com/2016/10/mind-data-scientist-part-1.html?platform=hootsuite
[3] https://www.kdnuggets.com/2017/12/top-news-week-1127-1203.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.kdnuggets.com/2017/12/big-data-main-developments-2017-key-trends-2018.html
[3] https://www.kdnuggets.com/2017/12/capsule-networks-dlpaper2code.html
[3] http://ift.tt/2zMOHpP

Top URLs in Tweet in G5:
[13] https://www.churchillfrank.com/blog/future-of-big-data-2018?utm_content=buffer10716&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] http://bit.ly/2mXdvFD
[8] https://buff.ly/2iMaMtN
[7] http://bit.ly/2A2SAGg
[7] https://www.kdnuggets.com/2017/12/graph-analytics-using-big-data.html#.WiXhS0-yYU0.twitter
[6] http://ow.ly/gLVo30gaEg3
[6] https://www.kdnuggets.com/2017/11/ng-deep-learning-specialization-21-lessons.html#.Whi3sXxfbWc.twitter
[5] http://bit.ly/2Bb9y2d
[4] https://www.datasciencecentral.com/profiles/blogs/50-important-things-you-need-to-know-about-data-science-1?utm_content=buffer375ed&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://buff.ly/2y6DD44

Top URLs in Tweet in G6:
[17] https://www.kdnuggets.com/2017/08/python-overtakes-r-leader-analytics-data-science.html?utm_content=buffer8a32b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[14] https://www.kdnuggets.com/2017/05/teaching-data-science-process.html?utm_content=buffer76502&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.kdnuggets.com/2017/07/machine-learning-big-data-explained.html
[4] https://www.kdnuggets.com/2017/11/top-10-videos-deep-learning-python.html?utm_content=bufferc70e4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://bit.ly/2BffN5g
[3] https://www.kdnuggets.com/2017/11/10-statistical-techniques-data-scientists-need-master.html?utm_content=buffer4ae87&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] 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
[3] https://www.churchillfrank.com/blog/future-of-big-data-2018
[2] https://www.kdnuggets.com/2017/12/general-approach-preprocessing-text-data.html?utm_content=buffer074ab&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.kdnuggets.com/2016/09/9-key-deep-learning-papers-explained.html?utm_content=buffer2d1da&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[65] https://www.mobidea.com/academy/affiliate-marketing-trends/
[14] https://www.churchillfrank.com/blog/future-of-big-data-2018
[6] https://www.kdnuggets.com/2017/12/big-data-main-developments-2017-key-trends-2018.html?utm_content=buffer77683&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/938724522232107008
[1] https://twitter.com/i/web/status/938415572634742784
[1] https://twitter.com/i/web/status/938653826701299712
[1] https://twitter.com/i/web/status/938310689315328001
[1] https://twitter.com/i/web/status/938702914226237440
[1] https://twitter.com/i/web/status/938697149390319616
[1] https://twitter.com/i/web/status/938697659065417728

Top URLs in Tweet in G8:
[11] https://www.kdnuggets.com/2017/10/tensorflow-building-feed-forward-neural-networks-step-by-step.html?utm_content=bufferaa4ee&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.kdnuggets.com/2017/11/natural-language-processing-library-apache-spark.html?preview_id=75049&preview_nonce=1a645777e4&_thumbnail_id=-1&preview=true&utm_content=buffer7d39b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.kdnuggets.com/2017/05/teaching-data-science-process.html?utm_content=buffer76502&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.kdnuggets.com/2017/10/applied-data-science-solving-predictive-maintenance-business-problem.html?utm_content=buffera53d0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] http://upflow.co/l/fCgk/2017/06/which-machine-learning-algorithm.html?utm_content=buffer40a8d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.kdnuggets.com/2017/12/using-deep-learning-solve-real-world-problems.html?utm_content=buffer13edb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.kdnuggets.com/2017/11/unit-test-machine-learning-code.html?utm_content=buffer4abdf&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.kdnuggets.com/2017/11/unit-test-machine-learning-code.html?utm_content=bufferd73d8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://buff.ly/2n8VVhK
[2] https://buff.ly/2B9gIE6

Top URLs in Tweet in G9:
[30] https://www.kdnuggets.com/2017/11/framework-approaching-textual-data-tasks.html
[3] https://www.churchillfrank.com/blog/future-of-big-data-2018
[1] 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
[1] https://www.kdnuggets.com/2017/12/using-deep-learning-solve-real-world-problems.html?utm_content=buffer13edb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/937879303609602049
[1] https://twitter.com/i/web/status/937003671765880832

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/939135780336947205
[1] https://twitter.com/i/web/status/938797122606043141
[1] https://twitter.com/i/web/status/937913316051169281

Top Domains
Top Domains in Tweet in Entire Graph:
[1018] kdnuggets.com
[357] twitter.com
[239] buff.ly
[126] churchillfrank.com
[98] ow.ly
[85] bit.ly
[68] mobidea.com
[23] github.com
[16] paper.li
[14] convey.pro

Top Domains in Tweet in G1:
[222] kdnuggets.com
[100] buff.ly
[67] twitter.com
[42] ow.ly
[16] bit.ly
[14] github.com
[8] google.com
[6] medium.com
[6] northconcepts.com
[6] okt.to

Top Domains in Tweet in G2:
[105] kdnuggets.com
[13] twitter.com
[8] buff.ly
[5] nodexlgraphgallery.org
[2] ow.ly
[1] churchillfrank.com

Top Domains in Tweet in G3:
[229] kdnuggets.com
[88] churchillfrank.com
[60] buff.ly
[48] twitter.com
[25] ow.ly
[23] bit.ly
[6] convey.pro
[5] amazon.com
[4] github.io
[3] lnkd.in

Top Domains in Tweet in G4:
[123] kdnuggets.com
[36] twitter.com
[10] dlvr.it
[9] paper.li
[7] klou.tt
[7] ow.ly
[6] ift.tt
[5] buff.ly
[5] bit.ly
[5] eepurl.com

Top Domains in Tweet in G5:
[84] twitter.com
[51] kdnuggets.com
[34] buff.ly
[32] bit.ly
[21] ow.ly
[13] churchillfrank.com
[6] convey.pro
[4] datasciencecentral.com
[3] linkis.com
[3] github.com

Top Domains in Tweet in G6:
[61] kdnuggets.com
[20] twitter.com
[4] bit.ly
[4] churchillfrank.com
[3] buff.ly
[2] klou.tt
[1] github.com
[1] aaai.org

Top Domains in Tweet in G7:
[65] mobidea.com
[16] twitter.com
[14] churchillfrank.com
[9] kdnuggets.com
[1] convey.pro

Top Domains in Tweet in G8:
[81] kdnuggets.com
[23] twitter.com
[10] buff.ly
[6] upflow.co
[2] bit.ly

Top Domains in Tweet in G9:
[32] kdnuggets.com
[3] churchillfrank.com
[2] twitter.com

Top Domains in Tweet in G10:
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[909] datascience
[700] machinelearning
[540] bigdata
[407] ai
[339] deeplearning
[270] rt
[165] ml
[149] kdn
[138] python
[136] fintech



Top Hashtags in Tweet in G1:
[183] datascience
[119] machinelearning
[106] ai
[103] deeplearning
[87] bigdata
[80] kdn
[55] python
[54] icymi
[36] ml
[35] neuralnetworks

Top Hashtags in Tweet in G2:
[213] datascience
[183] rt
[129] machinelearning
[66] datascientist
[10] bigdata
[10] ai
[8] python
[7] artificialintelligence
[5] iot
[5] influencers

Top Hashtags in Tweet in G3:
[227] datascience
[217] bigdata
[159] machinelearning
[72] ai
[68] deeplearning
[47] rt
[38] kdn
[31] analytics
[31] python
[29] icymi

Top Hashtags in Tweet in G4:
[18] datascience
[14] machinelearning
[12] bigdata
[12] ai
[9] deeplearning
[6] analytics
[6] ml
[3] spark
[3] kdn
[3] python

Top Hashtags in Tweet in G5:
[129] datascience
[83] deeplearning
[65] machinelearning
[54] ai
[50] bigdata
[30] analytics
[24] ml
[23] kdn
[19] neuralnetworks
[13] python

Top Hashtags in Tweet in G6:
[104] machinelearning
[103] ai
[64] ml
[63] fintech
[51] datascience
[48] bigdata
[43] deeplearning
[35] healthtech
[30] dl
[28] insurtech

Top Hashtags in Tweet in G7:
[68] influencers
[16] bigdata
[2] digital
[1] python
[1] machinelearning
[1] spark
[1] datascience
[1] featureengineering
[1] deeplearning
[1] icymi

Top Hashtags in Tweet in G8:
[55] datascience
[54] machinelearning
[46] bigdata
[22] ai
[18] deeplearning
[17] artificialintelligence
[15] neuralnetworks
[13] tensorflow
[11] apachespark
[11] moderndatascientist

Top Hashtags in Tweet in G9:
[3] bigdata
[2] ai
[1] machinelearning
[1] fintech
[1] healthtech
[1] ml
[1] robotics
[1] datascience
[1] datascientist
[1] rt

Top Words
Top Words in Tweet in Entire Graph:
[1218] Words in Sentiment List#1: Positive
[247] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[33613] Non-categorized Words
[35078] Total Words
[1081] kdnuggets
[992] data
[909] datascience
[703] machinelearning
[542] bigdata

Top Words in Tweet in G1:
[419] kdnuggets
[183] datascience
[119] machinelearning
[110] ai
[103] deeplearning
[90] data
[87] bigdata
[81] kdn
[68] python
[60] learning

Top Words in Tweet in G2:
[248] data
[214] ronald_vanloon
[213] datascience
[136] science
[129] machinelearning
[98] machine
[98] learning
[66] datascientist
[63] top
[54] algorithms

Top Words in Tweet in G3:
[371] kdnuggets
[297] data
[227] datascience
[218] bigdata
[191] big
[161] machinelearning
[140] future
[134] experts
[112] predictions
[103] ten

Top Words in Tweet in G4:
[96] data
[68] learning
[53] science
[43] deep
[34] machine
[32] top
[23] code
[22] nov
[20] vectorization
[19] using

Top Words in Tweet in G5:
[148] kdnuggets
[129] datascience
[87] deeplearning
[65] machinelearning
[60] data
[55] ai
[50] bigdata
[47] bobehayes
[46] analytics
[38] 21

Top Words in Tweet in G6:
[105] machinelearning
[103] ai
[81] learning
[71] machine
[66] kdnuggets
[64] ml
[63] fintech
[62] deeplearn007
[51] robotics
[51] datascience

Top Words in Tweet in G7:
[88] iotrecruiting
[78] mikequindazzi
[75] marshacollier
[74] 2017
[69] socialfave
[68] top
[68] digital
[68] influencers
[68] follow
[61] dez_blanc

Top Words in Tweet in G8:
[55] datascience
[54] machinelearning
[46] bigdata
[25] jlmico
[22] step
[22] ai
[18] deeplearning
[17] artificialintelligence
[17] tensorflow
[15] neuralnetworks

Top Words in Tweet in G9:
[37] data
[30] manjeetrege
[30] framework
[30] approaching
[30] textual
[30] science
[30] tasks
[6] big
[3] future
[3] 2018

Top Words in Tweet in G10:
[8] wsj
[8] carlquintanilla
[8] raydalio
[8] lloydblankfein
[8] cliffordasness
[8] davidfaber
[7] jimcramer
[6] johnspall247
[6] cryptohustle
[6] paulvigna

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[379] big,data
[365] machine,learning
[360] data,science
[229] datascience,machinelearning
[156] data,experts
[153] predictions,ten
[153] ten,big
[141] ai,machinelearning
[136] science,datascience
[124] 2018,predictions

Top Word Pairs in Tweet in G1:
[41] kdnuggets,icymi
[37] machine,learning
[33] data,science
[32] tensorflow,keras
[25] understanding,deep
[25] deep,convolutional
[25] practical,use
[25] use,case
[25] case,tensorflow
[24] teaching,datascience

Top Word Pairs in Tweet in G2:
[136] data,science
[100] datascience,machinelearning
[98] machine,learning
[94] science,datascience
[66] learning,data
[65] datascience,datascientist
[53] top,algorithms
[53] algorithms,methods
[53] methods,used
[53] used,data

Top Word Pairs in Tweet in G3:
[188] big,data
[103] data,experts
[102] predictions,ten
[102] ten,big
[73] future,bigdata
[73] 2018,predictions
[58] future,big
[58] data,2018
[58] experts,bigdata
[57] machine,learning

Top Word Pairs in Tweet in G4:
[52] data,science
[33] machine,learning
[32] deep,learning
[16] top,stories
[16] stories,nov
[14] big,data
[13] forget,loop
[13] real,world
[13] world,problems
[12] loop,data

Top Word Pairs in Tweet in G5:
[37] 21,lessons
[37] lessons,learned
[36] deeplearning,specialization
[35] big,data
[26] andrewyng,21
[24] datascience,machinelearning
[24] specialization,andrewyng
[23] framework,approaching
[23] approaching,textual
[23] top,stories

Top Word Pairs in Tweet in G6:
[74] ai,machinelearning
[71] machine,learning
[35] 4,industries
[35] industries,being
[35] being,transformed
[35] transformed,machine
[35] learning,robotics
[35] robotics,ai
[35] fintech,healthtech
[35] big,data

Top Word Pairs in Tweet in G7:
[75] mikequindazzi,iotrecruiting
[74] marshacollier,mikequindazzi
[68] digital,influencers
[68] influencers,follow
[68] 2017,marshacollier
[66] top,digital
[66] follow,2017
[61] socialfave,top
[61] iotrecruiting,dez_blanc
[34] big,data

Top Word Pairs in Tweet in G8:
[17] datascience,bigdata
[12] natural,language
[12] language,processing
[11] tensorflow,building
[11] building,feed
[11] feed,forward
[11] forward,neuralnetworks
[11] neuralnetworks,step
[11] step,step
[11] step,machinelearning

Top Word Pairs in Tweet in G9:
[30] framework,approaching
[30] approaching,textual
[30] textual,data
[30] data,science
[30] science,tasks
[29] manjeetrege,framework
[6] big,data
[3] future,big
[3] data,2018
[3] 2018,predictions

Top Word Pairs in Tweet in G10:
[8] wsj,carlquintanilla
[8] carlquintanilla,raydalio
[8] raydalio,lloydblankfein
[8] lloydblankfein,cliffordasness
[8] cliffordasness,davidfaber
[7] davidfaber,jimcramer
[6] jimcramer,cryptohustle
[6] cryptohustle,paulvigna
[4] johnspall247,wsj
[4] paulvigna,linkedin

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@marshacollier
@bobehayes
@wsj
@johnspall247
@realspxctator
@themisterfavor
@davidlaing_92
@glengilmore
@laurenceneid

Top Replied-To in G1:
@kdnuggets
@davidlaing_92
@mjcavaretta
@ipfconline1
@thecyberdump
@ehmee

Top Replied-To in G3:
@kdnuggets
@realspxctator
@bobehayes
@mattmayo13
@churchillfrank_

Top Replied-To in G4:
@govcloud

Top Replied-To in G5:
@bobehayes

Top Replied-To in G6:
@xbond49

Top Replied-To in G7:
@marshacollier
@themisterfavor
@glengilmore
@laurenceneid
@sam___hurley
@gaildavvis
@listengive
@corynenicq

Top Replied-To in G10:
@wsj
@johnspall247

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@ronald_vanloon
@bigdatagal
@iotrecruiting
@mikequindazzi
@deeplearn007
@marshacollier
@socialfave
@bobehayes
@churchillfrank_

Top Mentioned in G1:
@kdnuggets
@ahier
@ronald_vanloon
@ipfconline1
@chboursin
@gp_pulipaka
@mckinsey
@deeplearn007
@eelrekab

Top Mentioned in G2:
@ronald_vanloon
@kdnuggets
@google
@briandcolwell
@merv
@data_nerd
@tonybaer
@kirkdborne
@rbukralia
@dbi_srl

Top Mentioned in G3:
@kdnuggets
@bigdatagal
@ronald_vanloon
@churchillfrank_
@churchillfrank
@kirkdborne
@marcusborba
@mattmayo13
@yarmolukdan
@kdnu

Top Mentioned in G4:
@thisisgulshan
@nigewillson

Top Mentioned in G5:
@kdnuggets
@bobehayes
@andrewyng
@churchillfrank_
@mattmayo13
@v_vashishta
@hubbucket
@mrogati
@jennjshin
@dtunkelang

Top Mentioned in G6:
@deeplearn007
@spirosmargaris
@kdnuggets
@ronald_vanloon
@tfkohler
@drbhaskarghosh
@kd
@rudyagovic
@kirkdborne
@bobehayes

Top Mentioned in G7:
@iotrecruiting
@mikequindazzi
@marshacollier
@socialfave
@bigdatagal
@k
@dez_blanchfield
@evankirstel
@simonlporter

Top Mentioned in G8:
@jlmico
@kdnuggets
@rudyagovic
@nixsolutionsltd
@ronald_v
@ronald_vanloon
@s2ds
@swapnildesh
@spirosmargaris
@t_nmurthy

Top Mentioned in G9:
@manjeetrege
@deeplearn007
@ronald_vanloon
@bigdatagal
@kdnu
@rudyagovic

Top Mentioned in G10:
@carlquintanilla
@raydalio
@lloydblankfein
@cliffordasness
@davidfaber
@jimcramer
@wsj
@cryptohustle
@paulvigna
@johnspall247

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@startuprealtime
@sectest9
@alevergara78
@yahyaalireal
@evankirstel
@itknowingness
@andysugs
@smartcityfeed

Top Tweeters in G1:
@nosqldigest
@shriparv
@nomoreslaves
@mariuskarma
@nocomp
@motolin5
@laurapedirose
@ipfconline1
@alienobserver1
@hitpol

Top Tweeters in G2:
@sectest9
@securitynews6
@evanderburg
@dolarhoycol
@gezgintrk
@glaciarblue
@hunthertornado
@briandcolwell
@heatherpeno
@zzsheyn

Top Tweeters in G3:
@arkangelscrap
@startuprealtime
@alevergara78
@itknowingness
@zippylab
@biconnections
@howardstrauber
@dj_shaily
@utarsystems
@homeaiinfo

Top Tweeters in G4:
@yahyaalireal
@fmarin_es
@programmingncr
@chandanrtcs
@akwyz
@nitzrulzx412
@nm99791307
@sandmaxprime
@successpros
@bigdatablogs

Top Tweeters in G5:
@andysugs
@data_nerd
@trippbraden
@shakamunyi
@yvesmulkers
@forbes
@techjunkiejh
@codingflux_
@hubbucket
@josefreedomve

Top Tweeters in G6:
@pvalsfr
@comleonie
@achwaqkhalid
@gvalan
@darcyoyewoleweb
@itcrowdsource
@vanalich
@bdsharmas
@spirosmargaris
@tamaramccleary

Top Tweeters in G7:
@evankirstel
@sam___hurley
@heavengianna
@marshacollier
@alice44567
@rosydecosta
@simonlporter
@oceane_rodrigue
@boywonderelroy
@youbrandinc

Top Tweeters in G8:
@arichduvet
@technowornever
@ham_gretsky
@adamsfantasy
@jlmico
@ysabelparra
@ashot_
@wiomax_pa
@_aloknath
@_seraph1

Top Tweeters in G9:
@oliwiagorska
@wanderermegan
@alexia_lavoie
@chloe33williams
@henryroy5
@purvisrobinson
@bennatureaddict
@petersburton
@rogerweasley
@geekjimilee

Top Tweeters in G10:
@wsj
@jimcramer
@voix_of_reason
@paulvigna
@mariabartiromo
@bodymankra
@linkedin
@carlquintanilla
@pianoman817
@cryptohustle