kdnuggets, Twitter, 3/21/2021 6:11:58 AM, 250926


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kdnuggets_2021-03-20_19-16-00.xlsx
kdnuggets_2021-03-20_19-16-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 21, 2021
Short Description:
kdnuggets via NodeXL https://bit.ly/3vNAbqY
@kdnuggets
@strat_ai
@ronald_vanloon
@braincures
@kirkdborne
@godfrey_g_
@ml_tweet_bot
@spirosmargaris
@omarsar0
@ai_miami

Top hashtags:
#ai
#machinelearning
#datascience
#analytics
#100daysofcode
#python
#bigdata
#kdn

Description:
Description
The graph represents a network of 2,075 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, 21 March 2021 at 02:24 UTC.

The requested start date was Sunday, 21 March 2021 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, 6-hour, 3-minute period from Sunday, 07 March 2021 at 16:01 UTC to Saturday, 20 March 2021 at 22:04 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 : 2075
Unique Edges : 2261
Edges With Duplicates : 15074
Total Edges : 17335
Number of Edge Types : 5
Retweet : 5637
MentionsInRetweet : 8595
Tweet : 1316
Mentions : 1651
Replies to : 136
Self-Loops : 1382
Reciprocated Vertex Pair Ratio : 0.0205040580948313
Reciprocated Edge Ratio : 0.0401841774801172
Connected Components : 170
Single-Vertex Connected Components : 136
Maximum Vertices in a Connected Component : 1862
Maximum Edges in a Connected Component : 17048
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.904564
Graph Density : 0.00111024619209722
Modularity : 0.197098
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 2,075 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, 21 March 2021 at 02:24 UTC.

The requested start date was Sunday, 21 March 2021 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, 6-hour, 3-minute period from Sunday, 07 March 2021 at 16:01 UTC to Saturday, 20 March 2021 at 22:04 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:
[341] https://www.kdnuggets.com/2021/01/learn-data-science-free-2021.html
[240] https://www.kdnuggets.com/2021/03/pandas-big-data-better-options.html
[216] https://www.kdnuggets.com/2021/03/overcome-fear-learn-math-data-science.html
[213] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
[141] https://www.kdnuggets.com/2021/03/more-data-science-cheatsheets.html
[124] https://www.kdnuggets.com/2021/02/gilbert-people-skills-analytical-thinkers.html
[121] https://www.kdnuggets.com/2021/03/10-amazing-machine-learning-projects-2020.html
[99] https://www.kdnuggets.com/2021/02/6-nlp-techniques.html
[93] https://www.kdnuggets.com/2021/02/getting-started-5-essential-nlp-libraries.html
[92] https://www.kdnuggets.com/2021/03/automating-machine-learning-model-optimization.html

Top URLs in Tweet in G1:
[61] https://towardsdatascience.com/10-must-know-statistical-concepts-for-data-scientists-645619783c08
[47] https://www.kdnuggets.com/2021/03/more-data-science-cheatsheets.html
[43] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
[34] https://neptune.ai/
[32] https://towardsdatascience.com/working-with-python-dictionaries-a-cheat-sheet-706c14d29da5
[32] https://theaisummer.com/transformer/
[24] https://www.kdnuggets.com/2020/04/10-best-machine-learning-textbooks-data-scientists.html
[23] https://www.kdnuggets.com/2021/01/machine-learning-algorithms-2021.html
[23] https://www.kdnuggets.com/2020/05/guide-choose-right-machine-learning-algorithm.html
[20] https://techxplore.com/news/2021-02-deep-technique-rubik-cube-problems.amp

Top URLs in Tweet in G2:
[69] https://www.kdnuggets.com/2021/01/learn-data-science-free-2021.html
[42] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
[37] https://www.kdnuggets.com/2021/03/10-amazing-machine-learning-projects-2020.html?utm_content=bufferc38bd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[37] https://www.kdnuggets.com/2021/03/overcome-fear-learn-math-data-science.html
[37] https://www.kdnuggets.com/2021/03/pandas-big-data-better-options.html
[36] https://engage.bah.com/Article/Redirect/2b093bd6-1de6-4b3d-a66f-4ed37e9136a3?uc=30185&g=a4bdd2a8-cc89-4e52-afcd-7db447c6c13a&f=218128
[34] https://www.kdnuggets.com/2020/08/how-neural-networks-learn.html
[33] https://www.kdnuggets.com/2021/03/10-amazing-machine-learning-projects-2020.html
[27] https://www.kdnuggets.com/2021/03/automating-machine-learning-model-optimization.html
[25] https://www.kdnuggets.com/2021/03/more-data-science-cheatsheets.html

Top URLs in Tweet in G3:
[261] https://www.kdnuggets.com/2021/01/learn-data-science-free-2021.html
[191] https://www.kdnuggets.com/2021/03/pandas-big-data-better-options.html
[139] https://www.kdnuggets.com/2021/03/overcome-fear-learn-math-data-science.html
[115] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
[98] https://www.kdnuggets.com/2021/02/gilbert-people-skills-analytical-thinkers.html
[79] https://www.kdnuggets.com/2021/03/10-amazing-machine-learning-projects-2020.html
[67] https://www.kdnuggets.com/2020/12/15-free-data-science-machine-learning-statistics-ebooks-2021.html
[64] https://www.kdnuggets.com/2021/02/6-nlp-techniques.html
[62] https://www.kdnuggets.com/2021/02/getting-started-5-essential-nlp-libraries.html
[61] https://www.kdnuggets.com/2021/03/more-data-science-cheatsheets.html

Top URLs in Tweet in G4:
[10] https://courses.dataschool.io/introduction-to-machine-learning-with-scikit-learn
[5] https://www.2basetechnologies.com/5g-wireless-technology-in-big-data-processing
[5] https://www.ssidecisions.com/blog/top-five-digital-transformation-trends-for-2019-infographic
[5] https://www.kdnuggets.com/2019/08/statistical-modelling-vs-machine-learning.html
[4] https://newsroom.intel.com/news/hot-chips-2019/
[4] https://www.kdnuggets.com/2021/02/data-science-vs-business-intelligence-explained.html
[4] https://www.kdnuggets.com/2019/07/fantastic-four-data-science-project-preparation.html
[4] https://www.kdnuggets.com/2019/08/neighbours-machine-learning-graphs.html
[4] https://dy.si/76X2jt
[4] https://www.kdnuggets.com/2021/03/overcome-fear-learn-math-data-science.html

Top URLs in Tweet in G5:
[19] https://www.kdnuggets.com/2021/03/overcome-fear-learn-math-data-science.html
[7] https://www.kdnuggets.com/2021/03/know-your-data-much-faster-sweetviz-python-library.html
[6] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
[5] https://www.kdnuggets.com/2021/03/8-women-ai-striving-humanize-world.html
[4] https://www.kdnuggets.com/2021/03/pandas-big-data-better-options.html
[3] https://www.kdnuggets.com/2021/03/google-model-search-open-source-framework.html
[3] https://www.kdnuggets.com/2021/03/statistics-data-scientists-should-know.html
[3] https://www.kdnuggets.com/2021/03/causal-design-patterns.html
[3] https://www.kdnuggets.com/2021/03/beautiful-decision-tree-visualizations-dtreeviz.html
[3] https://www.kdnuggets.com/2021/03/more-data-science-cheatsheets.html

Top URLs in Tweet in G6:
[5] https://www.kdnuggets.com/2021/03/4-machine-learning-concepts.html
[4] https://www.kdnuggets.com/2021/03/imerit-data-annotation-workflows-trends.html
[4] https://www.kdnuggets.com/2021/03/automating-machine-learning-model-optimization.html
[3] https://www.kdnuggets.com/2021/03/top-news-week-0301-0307.html
[3] https://www.kdnuggets.com/2021/03/women-ai-data-science-machine-learning.html
[3] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
[3] https://www.kdnuggets.com/2021/03/more-data-science-cheatsheets.html?utm_content=buffer096b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.kdnuggets.com/2021/03/10-amazing-machine-learning-projects-2020.html
[2] https://www.kdnuggets.com/2021/03/data-validation-data-verification-dictionary-machine-learning.html
[2] https://www.enterpriseirregulars.com/172990/10-ways-ai-and-machine-learning-are-improving-marketing-in-2021/

Top URLs in Tweet in G7:
[1] https://www.kdnuggets.com/2020/06/free-data-analytics-courses.html
[1] https://www.kdnuggets.com/2021/01/deep-learning-pioneer-geoff-hinton-research-future-ai.html
[1] https://www.kdnuggets.com/2021/03/deepmind-alphafold-protein-folding-problem.html
[1] https://www.kdnuggets.com/2019/05/churn-prediction-machine-learning.html
[1] https://www.kdnuggets.com/2020/12/sql-vs-nosql-7-key-takeaways.html
[1] https://rylewww.medium.com/plotting-maps-with-geopandas-428c97295a73
[1] https://towardsdatascience.com/10-must-know-statistical-concepts-for-data-scientists-645619783c08
[1] https://techxplore.com/news/2021-02-deep-technique-rubik-cube-problems.amp
[1] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
[1] https://towardsdatascience.com/working-with-python-dictionaries-a-cheat-sheet-706c14d29da5

Top URLs in Tweet in G8:
[6] https://www.livemint.com/technology/tech-news/over-75-funding-decisions-to-be-driven-by-ai-and-data-analytics-by-2025-report-11615373790827.html
[3] https://www.pandct.com/news/the-key-to-a-smart-city-lies-within-intelligent-transport-systems/
[2] https://www.securitymagazine.com/articles/94725-what-modern-cybersecurity-can-learn-from-ancient-adversaries
[1] https://twitter.com/i/web/status/1371748070346563595
[1] https://www.kdnuggets.com/2021/03/more-data-science-cheatsheets.html?utm_content=buffer096b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pinecone.io/learn/movie-recommender-system/
[1] https://neptune.ai/
[1] https://neptune.ai/blog/streamlit-guide-machine-learning
[1] https://www.kdnuggets.com/2020/08/how-neural-networks-learn.html
[1] https://www.kdnuggets.com/2021/03/too-late-learn-ai.html

Top URLs in Tweet in G9:
[15] https://www.kdnuggets.com/2021/02/6-nlp-techniques.html
[9] https://www.kdnuggets.com/2021/02/data-science-vs-business-intelligence-explained.html
[5] https://www.kdnuggets.com/2019/02/4-reasons-machine-learning-code-probably-bad.html
[4] https://www.kdnuggets.com/2021/02/essential-math-data-science-scalars-vectors.html
[3] https://www.kdnuggets.com/2021/01/data-scientist-dont-start-machine-learning.html
[3] https://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html#
[3] https://www.kdnuggets.com/2021/02/machine-learning-assumptions.html
[3] https://www.kdnuggets.com/2021/03/data-validation-data-verification-dictionary-machine-learning.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+kdnuggets-data-mining-analytics+(KDnuggets:+Data+Mining+and+Analytics)
[3] https://www.kdnuggets.com/2021/03/top-news-week-0301-0307.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G10:
[2] https://www.kdnuggets.com/2021/03/women-ai-data-science-machine-learning.html
[1] https://www.kdnuggets.com/2021/03/overcome-fear-learn-math-data-science.html
[1] https://twitter.com/i/web/status/1370594620179103744
[1] https://twitter.com/i/web/status/1370715339449847816
[1] https://twitter.com/i/web/status/1370524955692130305
[1] https://twitter.com/i/web/status/1370524766948446213

Top Domains
Top Domains in Tweet in Entire Graph:
[4670] kdnuggets.com
[279] twitter.com
[218] towardsdatascience.com
[134] bah.com
[97] medium.com
[60] neptune.ai
[58] google.com
[36] theaisummer.com
[36] pinecone.io
[32] tensorflow.org

Top Domains in Tweet in G1:
[1204] kdnuggets.com
[181] towardsdatascience.com
[125] twitter.com
[74] medium.com
[46] neptune.ai
[32] theaisummer.com
[30] pinecone.io
[27] paper.li
[20] techxplore.com
[15] realpython.com

Top Domains in Tweet in G2:
[1264] kdnuggets.com
[81] bah.com
[60] twitter.com
[18] bayesianquest.com
[14] faveeo.com
[12] medium.com
[12] towardsdatascience.com
[10] r-bloggers.com
[9] tensorflow.org
[9] neptune.ai

Top Domains in Tweet in G3:
[1542] kdnuggets.com
[43] bah.com
[42] google.com
[23] twitter.com
[22] tensorflow.org
[11] towardsdatascience.com
[8] linkedin.com
[7] medium.com
[2] bayesianquest.com
[2] rfr.bz

Top Domains in Tweet in G4:
[139] kdnuggets.com
[11] twitter.com
[10] dataschool.io
[6] towardsdatascience.com
[5] 2basetechnologies.com
[5] ssidecisions.com
[4] intel.com
[4] dy.si
[3] r-bloggers.com
[2] towardsai.net

Top Domains in Tweet in G5:
[163] kdnuggets.com
[26] twitter.com
[10] linkedin.com
[1] advithri.com
[1] mathsisfun.com
[1] sas.com
[1] co.id
[1] content-app.com
[1] gf-accord.biz

Top Domains in Tweet in G6:
[32] kdnuggets.com
[2] enterpriseirregulars.com
[1] newatlas.com
[1] analyticsinsight.net
[1] analyticsindiamag.com
[1] twitter.com
[1] towardsai.net
[1] towardsdatascience.com
[1] realpython.com
[1] theaisummer.com

Top Domains in Tweet in G7:
[8] kdnuggets.com
[2] medium.com
[2] towardsdatascience.com
[1] techxplore.com
[1] twitter.com

Top Domains in Tweet in G8:
[6] livemint.com
[5] kdnuggets.com
[3] pandct.com
[2] securitymagazine.com
[2] neptune.ai
[1] twitter.com
[1] pinecone.io

Top Domains in Tweet in G9:
[148] kdnuggets.com
[8] twitter.com
[5] towardsdatascience.com
[1] techxplore.com
[1] mit.edu
[1] bah.com
[1] datascienceguide.org
[1] faveeo.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2977] ai
[2468] machinelearning
[2347] datascience
[2042] analytics
[1743] 100daysofcode
[1169] python
[1025] bigdata
[1019] kdn
[625] artificialintelligence
[456] ml



Top Hashtags in Tweet in G1:
[812] kdn
[475] machinelearning
[311] datascience
[162] ai
[151] python
[142] deeplearning
[116] datascientists
[86] nlproc
[61] statistical
[56] analytics

Top Hashtags in Tweet in G2:
[881] ai
[836] machinelearning
[763] datascience
[471] analytics
[319] bigdata
[319] 100daysofcode
[229] python
[180] artificialintelligence
[140] kdn
[136] ml

Top Hashtags in Tweet in G3:
[1792] ai
[1459] analytics
[1388] 100daysofcode
[1133] datascience
[1022] machinelearning
[747] python
[622] bigdata
[394] artificialintelligence
[342] nlp
[314] iot

Top Hashtags in Tweet in G4:
[88] ai
[74] machinelearning
[66] datascience
[49] bigdata
[34] analytics
[29] iot
[29] artificialintelligence
[29] python
[21] ml
[17] 100daysofcode

Top Hashtags in Tweet in G5:
[8] machinelearning
[8] datascience
[5] data
[3] ai
[3] kdnuggets
[3] inteligenciaartificial
[3] cienciadedatos
[2] deeplearning
[2] training
[2] sweetviz

Top Hashtags in Tweet in G6:
[14] ai
[11] deeplearning
[10] dl
[7] diabetic
[7] machinelearning
[6] datascience
[5] artificialintelligence
[4] ml
[3] cheatsheets
[3] fintech

Top Hashtags in Tweet in G7:
[5] machinelearning
[4] kdn
[3] analytics
[3] deeplearning
[3] ai
[2] datascience
[2] python
[1] free
[1] dataanalysis
[1] statistical

Top Hashtags in Tweet in G8:
[12] ai
[10] analytics
[3] fintech
[3] iot
[3] artificialintelligence
[3] bigdata
[3] ff
[2] insurance
[2] realestate
[2] ml

Top Hashtags in Tweet in G9:
[41] datascience
[26] machinelearning
[18] datascientist
[13] ai
[12] deeplearning
[6] analytics
[6] python
[6] kdn
[3] artificialintelligence
[2] infographic

Top Hashtags in Tweet in G10:
[4] ff
[1] ai
[1] datascience
[1] machinelearning
[1] technology

Top Words
Top Words in Tweet in Entire Graph:
[4262] kdnuggets
[2977] #ai
[2468] #machinelearning
[2347] #datascience
[2042] #analytics
[1743] #100daysofcode
[1506] data
[1445] ai_miami
[1299] strat_ai
[1169] #python

Top Words in Tweet in G1:
[2461] kdnuggets
[812] #kdn
[475] #machinelearning
[412] data
[311] #datascience
[278] 2021
[213] march
[176] model
[162] #ai
[154] 10

Top Words in Tweet in G2:
[881] #ai
[869] kdnuggets
[836] #machinelearning
[763] #datascience
[471] #analytics
[456] data
[320] learning
[319] #bigdata
[319] #100daysofcode
[313] learn

Top Words in Tweet in G3:
[1792] #ai
[1459] #analytics
[1388] #100daysofcode
[1135] ai_miami
[1133] #datascience
[1022] #machinelearning
[1013] strat_ai
[747] #python
[622] #bigdata
[449] kdnuggets

Top Words in Tweet in G4:
[214] kdnuggets
[174] ronald_vanloon
[107] #iot
[96] more
[95] cc
[91] learn
[88] #ai
[88] pawlowskimario
[86] #5g
[86] #tech

Top Words in Tweet in G5:
[81] data
[65] kdnuggets
[37] science
[30] learning
[29] math
[21] machine
[16] scientists
[16] learn
[15] fear
[14] ai

Top Words in Tweet in G6:
[24] learning
[21] machine
[20] model
[19] data
[18] artificialnow
[17] kdnuggets
[14] swisscognitive
[14] #ai
[11] science
[11] #deeplearning

Top Words in Tweet in G7:
[42] learning
[41] used
[40] companion
[40] websites
[40] teach
[40] myself
[40] machine
[40] grad
[40] school
[40] kaggle

Top Words in Tweet in G8:
[21] kdnuggets
[12] #ai
[11] kirkdborne
[10] #analytics
[8] data
[7] decisions
[7] driven
[7] stratorob
[6] over
[6] 75

Top Words in Tweet in G9:
[95] data
[46] kdnuggets
[44] hear_our_roar
[41] learning
[41] #datascience
[40] science
[34] machine
[34] machinelearnflx
[26] #machinelearning
[22] know

Top Words in Tweet in G10:
[18] kdnuggets
[13] jgxdot
[13] claudia_imhoff
[13] jadp
[13] hackathorn
[13] lauriemccabe
[13] brucedaley
[13] data_nerd
[12] evankirstel
[12] davemichels

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1188] #100daysofcode,#ai
[1137] #ai,#analytics
[631] machine,learning
[589] data,science
[454] #datascience,#machinelearning
[426] #analytics,#artificialintelligence
[422] kdnuggets,#kdn
[388] #analytics,#bigdata
[380] ai_miami,#100daysofcode
[374] #ai,#machinelearning

Top Word Pairs in Tweet in G1:
[334] kdnuggets,#kdn
[236] kdnuggets,kdnuggets
[195] kdnuggets,march
[124] #kdn,kdnuggets
[123] data,science
[95] kdnuggets,10
[88] machine,learning
[61] 10,know
[61] know,#statistical
[61] #statistical,concepts

Top Word Pairs in Tweet in G2:
[263] machine,learning
[210] #100daysofcode,#ai
[197] #ai,#analytics
[164] data,science
[163] #ai,#machinelearning
[158] #datascience,#machinelearning
[101] learn,more
[92] #bigdata,#datascience
[88] #analytics,#bigdata
[75] #ai,#datascience

Top Word Pairs in Tweet in G3:
[952] #100daysofcode,#ai
[915] #ai,#analytics
[351] #analytics,#artificialintelligence
[305] ai_miami,#100daysofcode
[290] #analytics,#bigdata
[263] strat_ai,ai_miami
[250] #iot,#iiot
[244] #rstats,#reactjs
[240] learn,#datascience
[240] #datascience,free

Top Word Pairs in Tweet in G4:
[88] pawlowskimario,kdnuggets
[79] satellites,orbit
[79] orbit,earth
[79] earth,thespaceacad
[79] thespaceacad,#tech
[79] #tech,#space
[79] #space,#sattelite
[79] #sattelite,#5g
[79] #5g,#iot
[79] #iot,cc

Top Word Pairs in Tweet in G5:
[37] data,science
[21] machine,learning
[16] data,scientists
[15] fear,math
[14] overcome,fear
[14] math,learn
[13] learn,math
[13] math,data
[12] science,kdnuggets
[10] need,data

Top Word Pairs in Tweet in G6:
[21] machine,learning
[11] data,science
[7] learning,model
[7] #deeplearning,#ai
[7] #ai,system
[7] system,save
[7] save,many
[7] many,lives
[7] lives,#dl
[7] #dl,model

Top Word Pairs in Tweet in G7:
[40] companion,websites
[40] websites,used
[40] used,teach
[40] teach,myself
[40] myself,machine
[40] machine,learning
[40] learning,grad
[40] grad,school
[40] school,kaggle
[40] kaggle,neural

Top Word Pairs in Tweet in G8:
[9] kirkdborne,kdnuggets
[6] over,75
[6] 75,funding
[6] funding,decisions
[6] decisions,driven
[6] driven,#ai
[6] #ai,data
[6] data,#analytics
[6] #analytics,2025
[6] 2025,kirkdborne

Top Word Pairs in Tweet in G9:
[40] data,science
[34] machine,learning
[21] data,scientist
[15] nlp,techniques
[15] techniques,data
[15] scientist,know
[15] know,#datascientist
[12] machinelearnflx,nlp
[10] math,data
[9] science,vs

Top Word Pairs in Tweet in G10:
[13] claudia_imhoff,jadp
[13] hackathorn,kdnuggets
[13] kdnuggets,lauriemccabe
[12] davemichels,brucedaley
[12] lauriemccabe,data_nerd
[11] data_nerd,davemichels
[10] jadp,evankirstel
[10] evankirstel,hackathorn
[8] jgxdot,claudia_imhoff
[6] brucedaley,ronald_vanloon

Top Replied-To
Top Replied-To in Entire Graph:
@kdnuggets
@ai_miami
@strat_ai
@ronald_vanloon
@jgxdot
@braincuresltd
@jusevar25
@moni14908
@bobehayes
@evankirstel

Top Replied-To in G1:
@kdnuggets
@bobehayes
@ronald_vanloon
@stephansturges
@dr_tempest
@gerardcoen
@newhorizonsclc
@neiltyson
@riskdatascience
@un_women

Top Replied-To in G2:
@braincuresltd
@zeeshanhasan15
@spirosmargaris
@cyberdigitaltec
@frronconi
@kirkdborne

Top Replied-To in G3:
@ai_miami
@strat_ai
@newfxfs
@kdnuggets

Top Replied-To in G4:
@ronald_vanloon
@darpankul
@patientobservr

Top Replied-To in G7:
@onogantsog

Top Replied-To in G8:
@ei2ltd

Top Replied-To in G10:
@jgxdot
@evankirstel

Top Mentioned
Top Mentioned in Entire Graph:
@kdnuggets
@strat_ai
@ai_miami
@sheraj99
@ronald_vanloon
@analytics_699
@kirkdborne
@catherineadenle
@spirosmargaris
@pawlowskimario

Top Mentioned in G1:
@kdnuggets
@pinecone_io
@emilyriederer
@kirkdborne
@jabde6
@tableau
@ai_miami
@databricks
@strat_ai
@spirosmargaris

Top Mentioned in G2:
@kdnuggets
@strat_ai
@ai_miami
@ronald_vanloon
@kirkdborne
@spirosmargaris
@ipfconline1
@sheraj99
@analytics_699
@dataprix

Top Mentioned in G3:
@strat_ai
@ai_miami
@kdnuggets
@sheraj99
@analytics_699
@catherineadenle
@kirkdborne
@gaiapluto
@ingliguori
@newfxfs

Top Mentioned in G4:
@kdnuggets
@ronald_vanloon
@pawlowskimario
@thespaceacad
@mattmayo13
@tableau
@randal_olson
@ai_miami
@strat_ai
@bernardmarr

Top Mentioned in G5:
@bigdatanova
@mujidat16854202
@idrumahcoding
@erdemerkul

Top Mentioned in G6:
@artificialnow
@kdnuggets
@swisscognitive
@spirosmargaris
@whiteheartvic
@irregulars
@heinzvhoenen
@ctricot
@nwtls
@twimlai

Top Mentioned in G7:
@omarsar0
@kdnuggets
@ronald_vanloon
@sheraj99
@ipfconline1
@chbo

Top Mentioned in G8:
@kdnuggets
@kirkdborne
@stratorob
@ronald_vanloon
@andrewyng
@bobehayes
@hackingdata
@analyticbridge
@googleanalytics
@sapanalytics

Top Mentioned in G9:
@hear_our_roar
@machinelearnflx
@kdnuggets
@danijel49195594
@rzembo
@ai_miami
@deepvaluestrat
@ronald_vanloon
@catherineadenle
@senderopress

Top Mentioned in G10:
@kdnuggets
@claudia_imhoff
@jadp
@hackathorn
@lauriemccabe
@brucedaley
@data_nerd
@davemichels
@evankirstel
@ronald_vanloon

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@threadreaderapp
@tokoroten510
@bella623
@cybersec_feeds
@chidambara09
@femtech_
@aaroncuddeback
@evankirstel

Top Tweeters in G1:
@threadreaderapp
@rosenchild
@aldoceccarelli
@benishii_
@ricardo_ik_ahau
@twilli2861
@hubbucket
@quarryco
@ayirpelle
@parvez1

Top Tweeters in G2:
@bella623
@chidambara09
@bexxmodd
@calcaware
@andrewmorrisuk
@ssxman2
@dataaugmented
@rkeyserling
@gezgintrk
@ml_tweet_bot

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@femtech_
@aaroncuddeback
@xaelbot
@chuddles11
@codedailybot
@cybersecurityn8
@rvp
@thedeveloperbot

Top Tweeters in G4:
@jornalistavitor
@tokoroten510
@nancyrubin
@conjja
@preciso_com
@fullnam35087976
@akil115
@jose_garde
@a_abdulaziz_a
@techrepublic

Top Tweeters in G5:
@zillman
@gfaccord
@shoekat
@domingonarvaez1
@joseperezjr01
@erdemerkul
@trewaldo
@rifcoru
@ksahnoune
@nikkijjcameron

Top Tweeters in G6:
@jacobussystems
@thomaspower
@horiguchikesazo
@yvesmulkers
@sminaev2015
@techpearce2
@fabriziobustama
@norbertpiske
@ancarrillo964
@andi_staub

Top Tweeters in G7:
@santchiweb
@renato_umeton
@princetogram
@dharmikrebel
@leonardog27
@suhnyllakler
@anaraa_sh
@onogantsog
@attarkun
@nasereliver

Top Tweeters in G8:
@trippbraden
@marshacollier
@ernieschell
@analyticbridge
@pmprouk
@ingeniouschi
@dhinchcliffe
@teo
@peteskomoroch
@brettking

Top Tweeters in G9:
@dhinakaranrajan
@marting8177
@machinelearnflx
@uncjay1
@nvsdata
@bungobot1
@dolhani
@cosasdemanana
@samadovaabditch
@news24x75

Top Tweeters in G10:
@evankirstel
@data_nerd
@doctorow
@monkchips
@dahowlett
@tomraftery
@manielse
@jadp
@davemichels
@lauriemccabe


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