kdnuggets, Twitter, 10/25/2020 1:41:09 AM, 238690


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kdnuggets_2020-10-24_17-45-00.xlsx
kdnuggets_2020-10-24_17-45-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2020
Short Description:
kdnuggets via NodeXL https://bit.ly/3mx3okP
@kdnuggets
@spirosmargaris
@ronald_vanloon
@ml_tweet_bot
@ml_india_
@kirkdborne
@braincuresltd
@py_data_sci
@techtrendingnow
@fabriciosx

Top hashtags:
#machinelearning
#datascience
#ai
#bigdata
#analytics
#kdn
#python
#data

Description:
Description
The graph represents a network of 2,105 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, 25 October 2020 at 00:55 UTC.

The requested start date was Sunday, 25 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 21-hour, 51-minute period from Sunday, 11 October 2020 at 00:31 UTC to Saturday, 24 October 2020 at 22:22 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 : 2105
Unique Edges : 1866
Edges With Duplicates : 11771
Total Edges : 13637
Number of Edge Types : 5
Retweet : 4517
MentionsInRetweet : 5643
Tweet : 2093
Mentions : 1291
Replies to : 93
Self-Loops : 2163
Reciprocated Vertex Pair Ratio : 0.0173570932654478
Reciprocated Edge Ratio : 0.0341219290263876
Connected Components : 195
Single-Vertex Connected Components : 169
Maximum Vertices in a Connected Component : 1879
Maximum Edges in a Connected Component : 13364
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.062917
Graph Density : 0.00099256703665905
Modularity : 0.231417
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 2,105 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, 25 October 2020 at 00:55 UTC.

The requested start date was Sunday, 25 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 21-hour, 51-minute period from Sunday, 11 October 2020 at 00:31 UTC to Saturday, 24 October 2020 at 22:22 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:
[183] https://twinybots.ch/
[159] https://www.kdnuggets.com/2020/10/software-engineering-best-practices-data-science.html
[143] https://www.kdnuggets.com/2020/10/free-mit-intro-computational-thinking-data-science-python.html
[136] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[114] https://www.kdnuggets.com/2020/10/fastcore-underrated-python-library.html
[106] https://www.kdnuggets.com/2020/10/5-best-practices-machine-learning-models-production.html
[103] https://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html
[73] https://www.kdnuggets.com/2020/10/machine-learning-free-course-amazon.html
[66] https://www.kdnuggets.com/2020/10/text-mining-r-free-ebook.html
[63] https://www.kdnuggets.com/2020/10/explain-machine-learning-algorithms-interview.html

Top URLs in Tweet in G1:
[52] https://www.kdnuggets.com/2020/10/machine-learning-free-course-amazon.html
[41] https://www.kdnuggets.com/2020/10/text-mining-r-free-ebook.html
[20] https://www.kdnuggets.com/2020/10/free-mit-intro-computational-thinking-data-science-python.html
[20] https://towardsdatascience.com/introduction-to-math-behind-neural-networks-e8b60dbbdeba
[20] https://medium.com/voxel51/computer-vision-tells-us-how-the-presidential-candidates-really-feel-5db463167689
[18] https://medium.com/analytics-vidhya/every-dataframe-manipulation-explained-visualized-intuitively-dbeea7a5529e
[18] https://levelup.gitconnected.com/jupyter-notebook-best-practices-fc326eb5cd22
[17] https://www.kdnuggets.com/2020/10/10-underrated-python-skills.html
[17] https://www.kdnuggets.com/2020/10/behavior-analysis-machine-learning-r-free-ebook.html
[16] https://www.kdnuggets.com/2020/08/accelerated-computer-vision-free-course-amazon.html

Top URLs in Tweet in G2:
[136] https://twinybots.ch/
[73] https://www.kdnuggets.com/2020/10/free-mit-intro-computational-thinking-data-science-python.html
[72] https://www.kdnuggets.com/2020/10/software-engineering-best-practices-data-science.html
[61] https://www.kdnuggets.com/2020/10/5-best-practices-machine-learning-models-production.html
[39] https://www.kdnuggets.com/2020/10/manning-deep-learning-design-patterns.html
[37] https://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html
[32] https://www.kdnuggets.com/2020/10/explain-machine-learning-algorithms-interview.html
[31] https://www.kdnuggets.com/2020/08/accelerated-nlp-free-amazon-machine-learning-university.html
[29] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[28] https://www.kdnuggets.com/2020/10/deep-learning-virtual-try-clothes.html

Top URLs in Tweet in G3:
[36] https://www.kdnuggets.com/2020/10/deep-learning-virtual-try-clothes.html?utm_content=bufferb5778&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[29] https://www.kdnuggets.com/2020/09/online-courses-better-data-scientist.html?utm_content=bufferb2f6e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[27] https://www.kdnuggets.com/2020/10/5-must-read-data-science-papers.html?utm_content=bufferd0ded&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[26] https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html#.XqxLu1ERZ4c.twitter
[25] https://www.kdnuggets.com/2020/08/how-neural-networks-learn.html
[25] https://www.kdnuggets.com/2020/10/future-fake-news.html?utm_content=buffer8e059&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[24] https://www.reuters.com/article/us-usa-regulations-white-house/u-s-government-agencies-to-use-ai-to-cull-and-cut-outdated-regulations-idUSKBN27130L
[23] https://www.kdnuggets.com/2020/10/5-best-practices-machine-learning-models-production.html?utm_content=buffer0c5f8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] https://lionbridge.ai/articles/using-natural-language-processing-for-spam-detection-in-emails/
[15] https://www.kdnuggets.com/2020/10/algorithms-social-manipulation.html?utm_content=bufferf168b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[94] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[56] https://www.kdnuggets.com/2020/10/fastcore-underrated-python-library.html
[48] https://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html
[47] https://www.kdnuggets.com/2020/10/software-engineering-best-practices-data-science.html
[33] https://www.kdnuggets.com/2020/10/free-mit-intro-computational-thinking-data-science-python.html
[22] https://www.kdnuggets.com/2020/10/linkedin-machine-learning-recruiter-recommendation-systems.html?utm_content=buffer96072&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[21] https://www.kdnuggets.com/2020/10/guide-authentic-data-science-portfolio-project.html
[20] https://www.kdnuggets.com/2020/10/5-best-practices-machine-learning-models-production.html?utm_content=buffer0c5f8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://www.kdnuggets.com/2020/10/5-best-practices-machine-learning-models-production.html
[16] https://www.kdnuggets.com/2020/09/implementing-deep-learning-library-scratch-python.html?utm_content=buffered640&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[9] https://www.kdnuggets.com/2020/10/software-engineering-best-practices-data-science.html
[8] https://www.kdnuggets.com/2020/10/fastcore-underrated-python-library.html
[7] https://twinybots.ch/
[7] https://twitter.com/kdnuggets/status/1319650296201699330
[5] https://www.kdnuggets.com/2020/10/10-best-machine-learning-courses-2020.html
[5] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html
[5] https://www.kdnuggets.com/2020/10/text-mining-r-free-ebook.html
[5] https://www.kdnuggets.com/2020/10/goodharts-law-data-science-measure-target.html
[4] https://www.kdnuggets.com/2020/10/5-best-practices-machine-learning-models-production.html
[4] https://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html

Top URLs in Tweet in G6:
[11] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[7] https://app.cronycle.com/discovery/topics/business%20analytics
[4] https://app.cronycle.com/discovery/topics/data%20science
[4] https://www.kdnuggets.com/2020/10/fastcore-underrated-python-library.html
[4] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html
[3] https://www.kdnuggets.com/2019/02/running-r-and-python-in-jupyter.html
[3] https://www.kdnuggets.com/2020/10/text-mining-r-free-ebook.html
[3] https://www.kdnuggets.com/2018/11/intro-data-science-managers.html
[3] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.kdnuggets.com/2020/10/software-engineering-best-practices-data-science.html

Top URLs in Tweet in G7:
[16] https://www.kdnuggets.com/2019/08/statistical-modelling-vs-machine-learning.html
[13] https://www.kdnuggets.com/2020/08/how-neural-networks-learn.html
[1] https://twitter.com/i/web/status/1318780310285332481
[1] https://www.unite.ai/how-ai-can-help-us-prepare-for-the-second-wave-thought-leaders/
[1] https://www.kdnuggets.com/2020/09/modern-data-science-skills.html
[1] https://www.kdnuggets.com/2020/08/introduction-federated-learning.html
[1] https://www.kdnuggets.com/2020/05/text-mining-python-steps-examples.html
[1] https://www.kdnuggets.com/2020/10/machine-learning-free-course-amazon.html
[1] https://www.kdnuggets.com/2020/05/machine-learning-career-quarantine.html
[1] https://towardsdatascience.com/introduction-to-math-behind-neural-networks-e8b60dbbdeba

Top URLs in Tweet in G8:
[11] https://twinybots.ch/
[5] https://futurism.com/the-byte/hackers-billboards-self-driving-cars-slamming-brakes
[4] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html
[4] https://www.kdnuggets.com/2020/10/roadmap-natural-language-processing-nlp.html
[4] https://www.kdnuggets.com/2020/10/deep-learning-virtual-try-clothes.html
[3] https://www.kdnuggets.com/2020/10/explain-machine-learning-algorithms-interview.html#.X4-Bs9Jtdoc.twitter
[3] https://www.kdnuggets.com/2020/10/software-engineering-best-practices-data-science.html
[3] https://www.kdnuggets.com/2020/10/fast-gradient-boosting-catboost.html
[3] https://www.kdnuggets.com/2020/10/text-mining-r-free-ebook.html
[3] https://www.kdnuggets.com/2020/10/goodharts-law-data-science-measure-target.html

Top URLs in Tweet in G9:
[14] https://www.kdnuggets.com/2020/10/algorithms-social-manipulation.html
[11] https://www.kdnuggets.com/2020/10/software-engineering-best-practices-data-science.html
[10] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html
[10] https://www.kdnuggets.com/2020/10/5-best-practices-machine-learning-models-production.html
[10] https://www.kdnuggets.com/2020/10/5-must-read-data-science-papers.html
[8] https://www.kdnuggets.com/2020/10/5-challenges-scaling-machine-learning-models.html
[8] https://www.kdnuggets.com/2020/09/best-free-data-science-ebooks-2020-update.html
[8] https://www.kdnuggets.com/2020/10/10x-data-scientist.html
[8] https://www.kdnuggets.com/2020/10/manning-deep-learning-design-patterns.html
[7] https://twinybots.ch/

Top URLs in Tweet in G10:
[2] https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html?utm_content=buffer45159&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://hbr.org/2020/10/tech-should-enable-change-not-drive-it
[1] https://phys.org/news/2020-10-deep-artificial-intelligence-eye-volcano.html
[1] https://bdtechtalks.com/2020/10/12/deep-learning-neural-network-pruning/
[1] https://analyticsindiamag.com/how-to-use-deepcognition-to-build-drag-and-drop-deep-learning-models-without-coding/
[1] https://medium.com/towards-artificial-intelligence/data-is-always-imperfect-8611d667dd10
[1] https://www.forbes.com/sites/calumchace/2020/08/31/the-impact-of-artificial-intelligence-on-workspaces/#60083c13b516

Top Domains
Top Domains in Tweet in Entire Graph:
[4705] kdnuggets.com
[228] twitter.com
[183] twinybots.ch
[127] towardsdatascience.com
[116] medium.com
[29] engage.social
[28] linkedin.com
[26] reuters.com
[25] bah.com
[25] paper.li

Top Domains in Tweet in G1:
[895] kdnuggets.com
[104] towardsdatascience.com
[87] medium.com
[56] twitter.com
[22] paper.li
[18] gitconnected.com
[15] climacell.co
[15] bdtechtalks.com
[8] fritz.ai
[8] hackernoon.com

Top Domains in Tweet in G2:
[1792] kdnuggets.com
[136] twinybots.ch
[51] twitter.com
[29] engage.social
[14] learntableau.technology
[13] medium.com
[11] google.com
[9] bah.com
[9] towardsdatascience.com
[6] gf-accord.biz

Top Domains in Tweet in G3:
[444] kdnuggets.com
[24] reuters.com
[20] lionbridge.ai
[7] forbes.com
[6] towardsdatascience.com
[6] twitter.com
[5] scienceblog.com
[4] technologyreview.com
[4] r-bloggers.com
[4] com.au

Top Domains in Tweet in G4:
[611] kdnuggets.com
[18] twitter.com
[13] twinybots.ch
[8] google.com
[8] medium.com
[5] towardsdatascience.com
[1] bah.com
[1] lnkd.in
[1] linkedin.com
[1] gitconnected.com

Top Domains in Tweet in G5:
[150] kdnuggets.com
[39] twitter.com
[11] linkedin.com
[7] twinybots.ch
[5] tweetedtimes.com
[2] upflow.co
[1] wordpress.com
[1] zephyrnet.com
[1] content-app.com
[1] medium.com

Top Domains in Tweet in G6:
[95] kdnuggets.com
[11] cronycle.com
[11] bah.com
[9] twitter.com
[2] amazon.com
[2] medium.com
[1] gitconnected.com
[1] towardsdatascience.com
[1] climacell.co
[1] futurism.com

Top Domains in Tweet in G7:
[36] kdnuggets.com
[1] twitter.com
[1] unite.ai
[1] towardsdatascience.com
[1] climacell.co
[1] bdtechtalks.com

Top Domains in Tweet in G8:
[61] kdnuggets.com
[11] twinybots.ch
[6] twitter.com
[5] futurism.com
[3] co.nz
[1] medium.com
[1] towardsdatascience.com
[1] bigthink.com
[1] technologyreview.com
[1] reuters.com

Top Domains in Tweet in G9:
[467] kdnuggets.com
[28] twitter.com
[7] twinybots.ch
[2] linkedin.com

Top Domains in Tweet in G10:
[2] kdnuggets.com
[2] hbr.org
[1] phys.org
[1] bdtechtalks.com
[1] analyticsindiamag.com
[1] medium.com
[1] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1999] machinelearning
[1847] datascience
[1454] ai
[927] bigdata
[835] analytics
[722] kdn
[587] python
[503] data
[477] artificialintelligence
[446] deeplearning



Top Hashtags in Tweet in G1:
[509] kdn
[217] machinelearning
[200] datascience
[155] python
[90] deeplearning
[53] ai
[36] free
[32] nlproc
[29] analytics
[28] neuralnetworks

Top Hashtags in Tweet in G2:
[958] machinelearning
[865] datascience
[445] ai
[277] bigdata
[274] analytics
[219] learning
[187] artificialintelligence
[187] deeplearning
[159] ml
[127] kdn

Top Hashtags in Tweet in G3:
[369] ai
[291] machinelearning
[226] fintech
[175] artificialintelligence
[159] datascience
[128] bigdata
[59] deeplearning
[47] ml
[44] analytics
[37] clothes

Top Hashtags in Tweet in G4:
[447] datascience
[443] analytics
[442] bigdata
[428] ai
[271] machinelearning
[230] python
[180] iot
[168] rstats
[154] java
[134] iiot

Top Hashtags in Tweet in G5:
[19] datascience
[15] machinelearning
[7] learning
[6] python
[5] artificialintelligence
[5] deeplearning
[4] analytics
[4] ai
[3] kdnuggets
[3] coding

Top Hashtags in Tweet in G6:
[73] datascience
[42] machinelearning
[39] bigdata
[36] ai
[30] analytics
[27] python
[12] rstats
[11] kdn
[10] java
[8] kdnuggets

Top Hashtags in Tweet in G7:
[19] ai
[19] artificialintelligence
[18] machinelearning
[13] neuralnetwork
[11] google
[8] covid
[8] second
[8] wave
[6] kdn
[2] datascience

Top Hashtags in Tweet in G8:
[43] machinelearning
[26] learning
[19] ai
[19] deeplearning
[13] ml
[11] dl
[10] kdn
[8] datascience
[8] neuralnetworks
[5] fintech

Top Hashtags in Tweet in G9:
[386] data
[305] kdnuggets
[106] machinelearning
[61] oct
[47] learning
[45] ai
[44] python
[40] underratedpython
[33] datascience
[30] machine

Top Hashtags in Tweet in G10:
[7] ai
[6] deeplearning
[6] artificialintelligence
[6] machinelearning
[6] technology
[5] dl
[5] ml
[5] data
[5] tech
[3] volcano

Top Words
Top Words in Tweet in Entire Graph:
[3017] kdnuggets
[1999] #machinelearning
[1937] data
[1847] #datascience
[1627] learning
[1454] #ai
[1380] science
[1195] machine
[927] #bigdata
[835] #analytics

Top Words in Tweet in G1:
[1481] kdnuggets
[509] #kdn
[303] data
[217] #machinelearning
[214] learning
[200] #datascience
[174] free
[155] #python
[145] machine
[111] using

Top Words in Tweet in G2:
[958] #machinelearning
[865] #datascience
[852] learning
[795] data
[743] kdnuggets
[640] machine
[621] science
[445] #ai
[389] free
[324] best

Top Words in Tweet in G3:
[369] #ai
[291] #machinelearning
[230] spirosmargaris
[226] #fintech
[217] kdnuggets
[175] #artificialintelligence
[159] #datascience
[128] #bigdata
[112] learning
[90] ipfconline1

Top Words in Tweet in G4:
[447] #datascience
[443] #analytics
[442] #bigdata
[428] #ai
[319] data
[307] science
[271] #machinelearning
[230] #python
[220] ml_india_
[192] kdnuggets

Top Words in Tweet in G5:
[74] kdnuggets
[68] data
[48] science
[31] learning
[26] machine
[23] best
[19] #datascience
[16] 10
[16] skills
[15] python

Top Words in Tweet in G6:
[90] kdnuggets
[73] #datascience
[42] #machinelearning
[39] #bigdata
[36] #ai
[35] science
[35] data
[33] kirkdborne
[30] #analytics
[27] top

Top Words in Tweet in G7:
[32] kdnuggets
[20] machinelearnflx
[19] learning
[19] #ai
[19] #artificialintelligence
[19] cc
[18] machine
[18] #machinelearning
[17] swisscognitive
[16] statistical

Top Words in Tweet in G8:
[43] #machinelearning
[42] kdnuggets
[26] learning
[26] #learning
[19] data
[19] #ai
[19] #deeplearning
[18] machine
[13] #ml
[11] science

Top Words in Tweet in G9:
[386] #data
[305] #kdnuggets
[233] data
[163] science
[135] learning
[117] machine
[106] #machinelearning
[90] kdnuggets
[64] best
[61] #oct

Top Words in Tweet in G10:
[7] #ai
[6] #deeplearning
[6] #artificialintelligence
[6] #machinelearning
[6] #technology
[5] #dl
[5] #ml
[5] #data
[5] #tech
[5] bojanavukov

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1301] data,science
[1184] machine,learning
[458] #bigdata,#analytics
[453] best,practices
[300] #datascience,#machinelearning
[295] deep,learning
[291] underrated,python
[275] learning,models
[267] #datascience,#ai
[254] need,know

Top Word Pairs in Tweet in G1:
[142] machine,learning
[97] data,science
[74] kdnuggets,free
[69] course,amazon
[68] amazon,kdnuggets
[63] free,ebook
[61] kdnuggets,top
[59] natural,language
[57] language,processing
[53] free,introductory

Top Word Pairs in Tweet in G2:
[638] machine,learning
[569] data,science
[234] #datascience,#machinelearning
[193] best,practices
[184] free,intro
[169] learning,models
[155] intro,computational
[155] computational,thinking
[151] thinking,data
[144] deep,learning

Top Word Pairs in Tweet in G3:
[174] #fintech,#ai
[96] #ai,#artificialintelligence
[63] machine,learning
[59] kdnuggets,#ai
[46] data,science
[44] #artificialintelligence,#machinelearning
[43] best,practices
[43] deep,learning
[38] learning,virtual
[38] virtual,try

Top Word Pairs in Tweet in G4:
[295] data,science
[295] #bigdata,#analytics
[147] #analytics,#datascience
[145] #datascience,#ai
[134] #iot,#iiot
[116] machine,learning
[95] best,practices
[95] 10,essential
[95] need,know
[95] know,start

Top Word Pairs in Tweet in G5:
[46] data,science
[26] machine,learning
[13] best,practices
[11] science,kdnuggets
[9] kdnuggets,#datascience
[9] 10,essential
[9] know,start
[9] start,doing
[9] doing,data
[9] kdnuggets,#machinelearning

Top Word Pairs in Tweet in G6:
[31] data,science
[18] #bigdata,#analytics
[13] #bigdata,#datascience
[12] discover,top
[12] top,voices
[12] #analytics,#datascience
[11] tips,tutorials
[11] tutorials,learn
[11] learn,#machinelearning
[11] #machinelearning,10

Top Word Pairs in Tweet in G7:
[18] machine,learning
[16] statistical,modelling
[16] modelling,vs
[16] vs,machine
[16] learning,#machinelearning
[14] neural,networks
[13] networks,learn
[13] learn,#neuralnetwork
[13] machinelearnflx,statistical
[11] #artificialintelligence,role

Top Word Pairs in Tweet in G8:
[19] #machinelearning,#learning
[18] machine,learning
[13] #ai,#ml
[11] data,science
[11] kdnuggets,#dl
[11] #dl,#ai
[9] #ml,#deeplearning
[8] best,practices
[7] deep,learning
[5] enricomolinari,hackers

Top Word Pairs in Tweet in G9:
[162] data,science
[115] machine,learning
[80] #data,#kdnuggets
[69] #kdnuggets,#data
[35] best,practices
[28] learning,models
[28] 10,essential
[28] essential,skills
[28] skills,need
[28] need,know

Top Word Pairs in Tweet in G10:
[5] #data,#tech
[4] #ml,#machinelearning
[4] bojanavukov,kdnuggets
[4] kdnuggets,ogrisel
[4] ogrisel,geoffreyhinton
[4] data,science
[3] #deeplearning,#artificialintelligence
[3] #artificialintelligence,keeps
[3] keeps,eye
[3] eye,#volcano

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@ronald_vanloon
@spirosmargaris
@svpino
@andrewincontact
@sidharth_ht
@vanrijmenam
@asknbid
@xbond49
@hpodavidhanna

Top Replied-To in G1:
@kdnuggets
@natesilver538
@mrflaneur
@yudapearl
@hpodavidhanna
@mikaelkoutero
@jrhunt
@neeliyer11
@matnup

Top Replied-To in G2:
@ronald_vanloon
@kdnuggets
@martin_smith53
@msmigot
@rzembo
@andrewincontact

Top Replied-To in G3:
@spirosmargaris
@sidharth_ht
@asknbid
@xbond49
@braincures
@andrewincontact
@ashwinmegha
@ipfconline1
@glengilmore
@calsoft_data

Top Replied-To in G4:
@kdnuggets

Top Replied-To in G6:
@svpino
@vanrijmenam
@stratorob
@kirkdborne
@rstatstweet
@datarelish
@chipro

Top Replied-To in G8:
@lucidworks

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@ml_india_
@spirosmargaris
@ronald_vanloon
@analytics_699
@techopcode
@willman20
@ipfconline1
@curated_data
@kirkdborne

Top Mentioned in G1:
@kdnuggets
@ronald_vanloon
@spirosmargaris
@coiledhq
@hugobowne
@daarkecloud
@rzembo
@hackernoon
@predictanalytic
@informatica

Top Mentioned in G2:
@kdnuggets
@willman20
@ronald_vanloon
@ml_india_
@spirosmargaris
@curated_data
@hear_our_roar
@laforge_ai
@antgrasso
@andrewincontact

Top Mentioned in G3:
@spirosmargaris
@kdnuggets
@ipfconline1
@ronald_vanloon
@paula_piccard
@xbond49
@kirkdborne
@dorian_lazar
@jblefevre60
@terence_mills

Top Mentioned in G4:
@ml_india_
@analytics_699
@kdnuggets
@techopcode
@thisisgulshan
@doxyaxone
@nancytr83158469
@marcusborba
@spirosmargaris
@trainandtest

Top Mentioned in G5:
@supplychainm
@bigdatanova
@brainmentorspvt

Top Mentioned in G6:
@kdnuggets
@kirkdborne
@rasbt
@hmason
@eelrekab
@ml_india_
@andrewyng
@doug_laney
@merv
@tdwi

Top Mentioned in G7:
@kdnuggets
@machinelearnflx
@swisscognitive
@gigaom
@stanfordhai
@thomaspower
@tamaramccleary
@mrogati
@jackclarksf
@andyjankowski

Top Mentioned in G8:
@kdnuggets
@cybersecboardrm
@deep_in_depth
@spirosmargaris
@enricomolinari
@futurism
@en
@itbrief
@jedrecord
@alcgroup

Top Mentioned in G9:
@kdnuggets
@curated_data
@datascience__
@machinelearnflx
@algorithmia
@sureshrukman
@foss_linux
@thetechlearner
@jonahkai
@laloumo

Top Mentioned in G10:
@bojanavukov
@kdnuggets
@ogrisel
@geoffreyhinton
@andresvilarino
@andrewyng
@gerald_bader
@deeplearninghub
@oriolvinyalsml
@earslan_tamu

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@quibellpaul
@chidambara09
@cybersec_feeds
@aaroncuddeback
@deejayiwan
@iam__network
@femtech_
@aldoceccarelli
@ndtv

Top Tweeters in G1:
@rosenchild
@itknowingness
@lelkan
@bot_innovation
@viralvideovlogs
@vievararosel
@data_nerd
@dariosailor86
@hubbucket
@cristobalvega

Top Tweeters in G2:
@sectest9
@ndtv
@calcaware
@cybersecurityn8
@amazingchevvolt
@marshacollier
@entwistletx
@dataaugmented
@chandanrtcs
@ricardo_ik_ahau

Top Tweeters in G3:
@cybersec_feeds
@aldoceccarelli
@gordontredgold
@andrewmorrisuk
@valaafshar
@ssxman2
@trippbraden
@nicochan33
@gezgintrk
@lollydaskal

Top Tweeters in G4:
@chidambara09
@aaroncuddeback
@iam__network
@femtech_
@codernotesbot
@xaelbot
@codedailybot
@rvp
@santchiweb
@fintechna

Top Tweeters in G5:
@rkeyserling
@webnowcompany
@vlak_off
@soncabral
@adamoprogresso
@fortivus
@naashonomics
@sureshone
@idl3
@arivero

Top Tweeters in G6:
@jeffbullas
@rstatstweet
@dez_blanchfield
@analyticbridge
@kirkdborne
@botnowa
@johnnosta
@jowyang
@merv
@jameskobielus

Top Tweeters in G7:
@deejayiwan
@machinelearnflx
@thomaspower
@hannaraptor
@adilg
@edrc30
@tamaramccleary
@rain2and
@samadovaabditch
@gigaom

Top Tweeters in G8:
@lkafle
@nblmusicsalerno
@en
@archonsec
@cybersecboardrm
@1nterestingtech
@jedrecord
@algorithmsb
@fogle_shane
@underline_api

Top Tweeters in G9:
@quibellpaul
@bexxmodd
@datascience__
@abidmarzouq
@lucasoft_co_uk
@curated_data
@bungobot1
@charleehanna
@maisabusalah
@milesboard

Top Tweeters in G10:
@automeme
@allcell9
@andresvilarino
@gerald_bader
@bigdataclub
@blockchain_exp
@artificialbra1n
@ogrisel
@bojanavukov
@deeplearninghub


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