data visualization, Twitter, 8/13/2020 10:41:12 PM, 232597
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data visualization_2020-08-12_23-28-30.xlsx
data visualization_2020-08-12_23-28-30.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2020
Short Description:
data visualization via NodeXL https://bit.ly/2Y0GAzR
@datasciencebot_
@tundetash
@humdata
@datavizsociety
@plotlygraphs
@johnny_israeli
@epuujee
@fmfrancoise
@powerbi_pros
@rstatstweet

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

Description:
Description
The graph represents a network of 6,300 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 August 2020 at 06:41 UTC.

The requested start date was Thursday, 13 August 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 11-day, 2-hour, 1-minute period from Saturday, 01 August 2020 at 15:27 UTC to Wednesday, 12 August 2020 at 17:29 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 : 6300
Unique Edges : 3950
Edges With Duplicates : 10817
Total Edges : 14767
Number of Edge Types : 5
Retweet : 4793
MentionsInRetweet : 6304
Tweet : 1852
Mentions : 1351
Replies to : 467
Self-Loops : 1901
Reciprocated Vertex Pair Ratio : 0.0173825599770148
Reciprocated Edge Ratio : 0.0341711380965829
Connected Components : 1511
Single-Vertex Connected Components : 756
Maximum Vertices in a Connected Component : 2053
Maximum Edges in a Connected Component : 8236
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.471499
Graph Density : 0.000178461181795044
Modularity : 0.484584
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 6,300 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 August 2020 at 06:41 UTC.

The requested start date was Thursday, 13 August 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 11-day, 2-hour, 1-minute period from Saturday, 01 August 2020 at 15:27 UTC to Wednesday, 12 August 2020 at 17:29 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 : data visualization
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:
[193] https://91-divoc.com/pages/covid-visualization/
[96] https://twitter.com/reina_sabah/status/1291509085855260672
[75] https://data.humdata.org/visualization/covid19-humanitarian-operations/
[57] https://twinybots.ch/
[54] https://www.codewall.co.uk/the-best-javascript-data-visualization-charting-libraries/?utm_source=CWTwitter&utm_medium=social
[54] https://www.youtube.com/watch?v=5TZLghdCVLs

[51] https://www.marktechpost.com/2019/12/01/data-visualization-tips-and-techniques/
[51] https://vizzuhq.com/
[48] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[46] https://bintadiaz.me/augmented-data-visualization-with-machine-learning-data-visualization-is-new-analytics-and-augmented-analytics-is-new-data-visualization-in-this-course-you-will-work-on-machine-learning-models-for-p/

Top URLs in Tweet in G1:
[65] https://twitter.com/reina_sabah/status/1291509085855260672
[10] https://mrdashboard.com/index.php/why-using-data-visualization-for-tracking-kpis/
[8] https://arxiv.org/abs/2007.15828
[8] https://machinelearningmastery.com/seaborn-data-visualization-for-machine-learning/
[8] https://twitter.com/i/web/status/1291132498660020224
[8] https://coruzant.com/analytics/prioritizing-data-analytics-amidst-the-covid-19-fallout/
[7] http://haifengl.github.io/vegalite.html
[7] https://twinybots.ch/
[6] https://news.ycombinator.com/item?id=24063324
[4] https://www.datasciencecentral.com/group/announcements/forum/topics/join-the-world-s-largest-data-visualization-contest

Top URLs in Tweet in G2:
[54] https://www.codewall.co.uk/the-best-javascript-data-visualization-charting-libraries/?utm_source=CWTwitter&utm_medium=social
[49] https://twinybots.ch/
[46] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[41] https://bintadiaz.me/augmented-data-visualization-with-machine-learning-data-visualization-is-new-analytics-and-augmented-analytics-is-new-data-visualization-in-this-course-you-will-work-on-machine-learning-models-for-p/
[40] https://bintadiaz.me/data-visualization-storytelling-learn-the-difference-between-storytelling-with-data-and-data-visualization-with-our-simple-guide-contact-us-today-for-more-info-about-training-your-team/
[32] http://www.freecoursesitenet.com/2020/08/data-visualization-in-python.html
[25] https://www.forbes.com/sites/petersuciu/2020/08/03/artificial-intelligence-will-help-brands-align-with-influencers/
[23] https://www.zdnet.com/article/3d-printed-houses-for-45-less/
[21] https://www.forbes.com/sites/bernardmarr/2020/08/03/3-important-ways-artificial-intelligence-will-transform-your-business-and-turbocharge-success/
[21] https://codepen.io/pansheddder/full/wvMLoVx

Top URLs in Tweet in G3:
[1] https://tiny.cc/knwdmz
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fmeal-planning-the-data-visualization-way-83dc8cf91d96%3Fsource%3Drss----7f60cf5620c9---4
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fdata-visualization-audiences-and-scenarios-ffe64adcd364%3Fsource%3Drss----7f60cf5620c9---4

Top URLs in Tweet in G4:
[186] https://91-divoc.com/pages/covid-visualization/
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries&highlight=European%20Union&show=25&y=highlight&scale=linear&data=testPositivity-daily-7&data-source=merged&xaxis=right-12wk&extra=United%20States#countries
[1] https://www.youtube.com/watch?v=FSY12kiK1_o&feature=youtu.be

[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=United%20States&show=25&y=highlight&scale=linear&data=deaths-daily-7&data-source=jhu&xaxis=right-all&extra=Canada%2CUnited%20Kingdom#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=states&highlight=Arizona&show=highlight-only&y=both&scale=linear&data=cases-daily-7&data-source=jhu&xaxis=right#states
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=(None)&show=10&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=left&extra=New%20York%2CNew%20Jersey#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=states-normalized&highlight=(None)&show=25&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right&extra=#states-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=(None)&show=25&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right-all&extra=New%20York%2CNew%20Jersey%2CMassachusetts%2CConnecticut%2CRhode%20Island#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=Philippines&show=25&y=both&scale=linear&data=cases-daily-7&data-source=jhu&xaxis=right-all#countries-normalized
[1] https://twitter.com/kylamb8/status/1291062442362109952

Top URLs in Tweet in G5:
[36] https://www.marktechpost.com/2019/12/01/data-visualization-tips-and-techniques/
[22] https://towardsdatascience.com/data-visualization-audiences-and-scenarios-ffe64adcd364?source=social.tw
[3] https://zpy.io/ca/c28462c4
[3] https://www.analyticsvidhya.com/blog/2020/03/6-data-visualization-python-libraries/
[3] https://www.techrepublic.com/article/how-to-install-the-open-source-data-visualization-server-metabase/?ftag=COS-05-10aaa0g&taid=5f2c3cedd7d51b000183460b&utm_campaign=trueAnthem:+Twitter+Card&utm_medium=trueAnthemCard&utm_source=twitterCard
[2] https://www.datacareer.de/files/pictures/unnamed_%288%29.png
[2] https://www.google.com/imgres?imgurl=https%3A%2F%2Fwww.datacareer.de%2Ffiles%2Fpictures%2Funnamed_%25288%2529.png&imgrefurl=https%3A%2F%2Fwww.datacareer.de%2Fblog%2Ftop-python-data-visualization-libraries-for-data-science%2F&tbnid=fOpIP6BvI1O26M&vet=12ahUKEwjP-Y7KpY_rAhUFm0sFHY51AFEQMygJegUIARC2AQ..i&docid=iRSeyWVyaRMavM&w=291&h=281&q=plotly%20wheel%20scatter&safe=active&ved=2ahUKEwjP-Y7KpY_rAhUFm0sFHY51AFEQMygJegUIARC2AQ
[2] https://coursera.org/share/7b87a3605ac2c883f5a4083cc3409647
[2] https://morioh.com/p/f49952087633
[2] https://towardsdatascience.com/data-visualization-animate-bar-graphs-df9ca03a09f2?source=social.tw

Top URLs in Tweet in G6:
[6] https://www.kdnuggets.com/2019/01/five-best-data-visualization-libraries.html
[5] https://www.ncbi.nlm.nih.gov/pubmed/32766548?dopt=Abstract&utm_source=dlvr.it&utm_medium=twitter
[5] https://www.kdnuggets.com/2019/03/r-vs-python-data-visualization.html
[5] https://twitter.com/plotlygraphs/status/1291766167112241157?s=20
[4] https://github.com/clara-parabricks/rapids-single-cell-examples/blob/master/notebooks/hlca_lung_gpu_analysis-visualization.ipynb
[4] https://www.udemy.com/course/data-visualization-storytelling/?couponCode=DATAVIZ101
[3] https://www.kdnuggets.com/2018/02/comparative-analysis-top-6-bi-data-visualization-tools-2018.html
[2] https://www.octoparse.com/blog/top-visualization-tool-both-free-and-paid
[2] https://interworks.com/blog/2020/08/05/navigating-bias-in-the-data-visualization-process/
[2] https://www.ncbi.nlm.nih.gov/pubmed/32766548?dopt=Abstract

Top URLs in Tweet in G7:
[71] https://data.humdata.org/visualization/covid19-humanitarian-operations/
[1] https://ocha-dap.github.io/quick-tips-for-visualising-data/#/frontcover
[1] https://www.youtube.com/watch?v=zywhtEovSPI&feature=youtu.be

[1] http://protectingeducation.org/wp-content/uploads/eua_2020_full.pdf
[1] https://data.humdata.org/visualization/mapping-education-insecurity/
[1] https://covid19.who.int/
[1] https://www.ilabliberia.org/data-visualization
[1] https://twitter.com/UNOCHA/status/1292764266119004160
[1] https://www.who.int/news-room/feature-stories/detail/who-updates-covid-19-dashboard-with-better-data-visualization

Top URLs in Tweet in G8:
[54] https://www.youtube.com/watch?v=5TZLghdCVLs

[18] https://www.youtube.com/watch?v=JYYLt9w2jUU&feature=youtu.be

[12] https://www.youtube.com/watch?v=JYYLt9w2jUU

[7] https://www.youtube.com/watch?v=5wjZOt6KScc

[4] https://www.youtube.com/watch?v=QgMwO2MiF48

[3] https://www.youtube.com/watch?v=afcg6wEDfPI

[2] https://www.youtube.com/watch?v=vgM7fgMqe4E&feature=youtu.be

[2] https://www.youtube.com/watch?v=oNsBGVEKUbE&feature=youtu.be

[2] https://www.youtube.com/watch?v=PrEs-ncOUf8&feature=youtu.be

[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dbl_oPld_k2M&q=EgS4SO-bGNHA0_kFIhkA8aeDS0FlvqOlzgk1iWI9krXDjoD5HKIOMgFy

Top URLs in Tweet in G9:
[13] https://github.com/rstudio/cheatsheets/raw/master/data-visualization-2.1.pdf
[13] https://www.rstudio.com/resources/cheatsheets/
[4] https://www.apdu.org/2020/06/11/data-visualization-training-2/
[2] https://www.andrewheiss.com/teaching/
[1] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[1] https://www.paulamoraga.com/book-geospatial/
[1] https://karaman.is/blog/2020/07/making-of/
[1] https://twitter.com/aspaspae/status/1292453573758943234
[1] https://paula-moraga.github.io/book-geospatial
[1] https://github.com/spren9er/tidytuesday

Top URLs in Tweet in G10:
[1] https://twitter.com/reina_sabah/status/1291509085855260672

Top Domains
Top Domains in Tweet in Entire Graph:
[328] twitter.com
[262] 91-divoc.com
[169] forbes.com
[166] youtube.com
[121] medium.com
[95] co.uk
[91] bintadiaz.me
[76] humdata.org
[63] bit.ly
[60] github.com

Top Domains in Tweet in G1:
[152] twitter.com
[28] upflow.co
[26] linkedin.com
[21] medium.com
[12] youtube.com
[11] tableau.com
[10] 91-divoc.com
[10] github.io
[10] mrdashboard.com
[9] google.com

Top Domains in Tweet in G2:
[162] forbes.com
[93] co.uk
[84] bintadiaz.me
[54] datasciencecentral.com
[49] twinybots.ch
[48] freecoursesitenet.com
[46] techtarget.com
[42] blogspot.com
[39] zpy.io
[39] medium.com

Top Domains in Tweet in G3:
[2] medium.com
[1] tiny.cc

Top Domains in Tweet in G4:
[197] 91-divoc.com
[2] twitter.com
[1] youtube.com
[1] cdc.gov

Top Domains in Tweet in G5:
[36] marktechpost.com
[24] towardsdatascience.com
[14] medium.com
[11] techrepublic.com
[7] datacamp.com
[7] analyticsvidhya.com
[6] youtube.com
[4] google.com
[4] morioh.com
[4] amazon.com

Top Domains in Tweet in G6:
[15] kdnuggets.com
[7] nih.gov
[7] twitter.com
[5] udemy.com
[4] github.com
[3] neebo.ai
[2] octoparse.com
[2] interworks.com
[2] coursera.org
[2] blogspot.com

Top Domains in Tweet in G7:
[72] humdata.org
[2] who.int
[1] github.io
[1] youtube.com
[1] protectingeducation.org
[1] ilabliberia.org
[1] twitter.com

Top Domains in Tweet in G8:
[106] youtube.com
[6] google.com

Top Domains in Tweet in G9:
[15] github.com
[13] rstudio.com
[4] apdu.org
[2] andrewheiss.com
[1] techtarget.com
[1] paulamoraga.com
[1] karaman.is
[1] twitter.com
[1] github.io
[1] omnisci.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[627] datascience
[507] ai
[459] bigdata
[441] machinelearning
[439] data
[414] analytics
[368] visualization
[345] datavisualization
[339] ml
[321] dl



Top Hashtags in Tweet in G1:
[53] data
[42] visualization
[23] covid19
[23] dataviz
[22] analytics
[17] datavisualization
[15] bigdata
[14] makeovermonday
[10] datascience
[10] learning

Top Hashtags in Tweet in G2:
[493] datascience
[477] ai
[421] machinelearning
[369] bigdata
[344] analytics
[327] ml
[318] dl
[270] artificialintelligence
[258] datavisualization
[247] 100daysofcode

Top Hashtags in Tweet in G3:
[1] excel
[1] python
[1] dataanalytics
[1] icodegh
[1] mestafrica
[1] ifc
[1] takoradi

Top Hashtags in Tweet in G4:
[1] factsnotfear
[1] flattenthefear

Top Hashtags in Tweet in G5:
[65] datascience
[54] bigdata
[38] data
[30] datavisualization
[27] python
[26] visualization
[22] tableau
[22] powerbi
[19] dataviz
[18] analytics

Top Hashtags in Tweet in G6:
[22] dataviz
[15] kdn
[6] datavisualization
[5] python
[4] visualization
[4] datafam
[3] businessintelligence
[3] analytics
[3] data
[3] nodesofdesign

Top Hashtags in Tweet in G7:
[114] covid19
[16] vaccination
[15] per
[15] col
[15] pan
[15] bra
[13] yemen
[11] colombia
[10] undataforum
[7] irq

Top Hashtags in Tweet in G8:
[18] cnblue
[16] 씨엔블루
[7] twice
[4] nct
[4] nct127
[4] nctdream
[4] nct2018
[2] got7
[2] exo
[2] 씨엔블루

Top Hashtags in Tweet in G9:
[22] rstats
[6] tidytuesday
[1] geospatial
[1] iot
[1] 5g
[1] iiot
[1] iotpl
[1] diseasemapping
[1] rshiny
[1] rinla

Top Words
Top Words in Tweet in Entire Graph:
[6713] data
[5053] visualization
[658] skills
[602] #datascience
[572] using
[482] ø
[469] #data
[450] top
[443] python
[436] #bigdata

Top Words in Tweet in G1:
[949] data
[783] visualization
[141] ø
[93] ù
[78] use
[62] learning
[55] machine
[53] analysis
[53] #data
[53] more

Top Words in Tweet in G2:
[1811] data
[1494] visualization
[468] #datascience
[391] #machinelearning
[347] #ai
[346] #bigdata
[319] #analytics
[295] using
[279] python
[264] #data

Top Words in Tweet in G3:
[513] skills
[262] 10
[260] top
[260] tech
[260] demand
[259] tundetash
[254] cloud
[254] aws
[253] still
[253] game

Top Words in Tweet in G4:
[216] data
[193] profwade_
[190] steventdennis
[187] website
[186] johns
[186] make
[186] charts
[184] hopkins'
[15] visualization
[8] past

Top Words in Tweet in G5:
[250] data
[212] visualization
[65] #datascience
[54] #bigdata
[52] python
[45] using
[42] techniques
[41] tips
[38] #data
[36] tdatascience

Top Words in Tweet in G6:
[129] cell
[120] data
[117] re
[73] single
[67] interactive
[65] visualization
[62] gpu
[59] releasing
[59] powered
[59] browser

Top Words in Tweet in G7:
[114] #covid19
[113] jteran2000
[108] humanitarian
[105] humdata
[74] countries
[71] map
[70] data
[69] explorer
[61] explore
[60] cases

Top Words in Tweet in G8:
[112] data
[112] visualization
[112] 2020
[90] top
[90] best
[90] selling
[90] albums
[88] 20
[88] entertainment
[83] koreansales_twt

Top Words in Tweet in G9:
[104] data
[96] visualization
[40] icymi_r
[36] geospatial
[35] health
[35] modeling
[35] inla
[35] shiny
[34] paula_moraga_
[32] paula

Top Words in Tweet in G10:
[73] data
[73] visualization
[72] reina_sabah
[50] passion
[49] connorblades
[9] mis
[9] leading
[9] axis
[9] start
[9] possible

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4031] data,visualization
[295] 10,tech
[295] tech,skills
[295] skills,demand
[287] top,10
[267] amazon,web
[267] web,services
[266] cloud,amazon
[266] services,aws
[265] aws,cybersecurity

Top Word Pairs in Tweet in G1:
[634] data,visualization
[59] ø,ø
[55] machine,learning
[45] ù,ø
[43] ø,ù
[43] visualization,machine
[39] use,seaborn
[39] seaborn,data
[32] covid,19
[27] ù,ù

Top Word Pairs in Tweet in G2:
[1267] data,visualization
[228] #bigdata,#analytics
[185] #analytics,#datascience
[177] #ml,#dl
[164] #datascience,#ai
[153] #ai,#machinelearning
[147] #ai,#ml
[146] #dl,#artificialintelligence
[137] #mlâ,#dlâ
[130] #aiâ,#mlâ

Top Word Pairs in Tweet in G3:
[260] top,10
[260] 10,tech
[260] tech,skills
[260] skills,demand
[253] skills,still
[253] still,top
[253] demand,game
[253] game,changers
[253] changers,cloud
[253] cloud,amazon

Top Word Pairs in Tweet in G4:
[186] make,charts
[184] johns,hopkins'
[184] hopkins',data
[184] data,profwade_
[184] profwade_,website
[184] website,make
[183] steventdennis,johns
[9] data,visualization
[7] posted,thread
[7] thread,re

Top Word Pairs in Tweet in G5:
[167] data,visualization
[40] visualization,tips
[36] tips,techniques
[34] techniques,gilad_maayan
[34] gilad_maayan,marktechpost
[26] #datascience,#bigdata
[24] marktechpost,#datascience
[23] visualization,audiences
[23] audiences,scenarios
[22] ipfconline1,data

Top Word Pairs in Tweet in G6:
[70] single,cell
[61] cell,data
[59] releasing,gpu
[59] gpu,powered
[59] powered,interactive
[59] interactive,cell
[59] cell,browser
[59] browser,enabling
[59] enabling,exploration
[59] exploration,re

Top Word Pairs in Tweet in G7:
[69] map,explorer
[50] #covid19,map
[38] humdata,#covid19
[38] covid,19
[37] 19,cases
[37] 63,countries
[37] countries,refugee
[37] refugee,humanitarian
[37] humanitarian,operation
[32] visual,allows

Top Word Pairs in Tweet in G8:
[112] data,visualization
[90] visualization,top
[90] best,selling
[90] selling,albums
[88] top,20
[88] 20,best
[83] koreansales_twt,data
[55] albums,pledis
[55] pledis,entertainment
[55] entertainment,2009

Top Word Pairs in Tweet in G9:
[61] data,visualization
[35] geospatial,health
[35] health,data
[35] data,modeling
[35] modeling,visualization
[35] visualization,inla
[35] inla,shiny
[32] shiny,paula
[32] paula,moraga
[32] moraga,paula_moraga_

Top Word Pairs in Tweet in G10:
[71] data,visualization
[52] reina_sabah,data
[50] visualization,passion
[49] connorblades,reina_sabah
[9] reina_sabah,mis
[9] mis,leading
[9] leading,data
[9] visualization,axis
[9] axis,start
[9] start,possible

Top Replied-To
Top Replied-To in Entire Graph:
@reina_sabah
@kbultra0
@anonbecauseof
@hmason
@alioilhan
@dan_abramov
@volonabeach
@sincitytech1
@the1codemonkey
@vitalvegas

Top Replied-To in G1:
@maoofalabama

Top Replied-To in G2:
@stasklymenko

Top Replied-To in G4:
@prider1980
@reagal
@garrett_archer
@steventdennis
@charles_gaba
@hw_beat_that
@jeff__ellington

Top Replied-To in G5:
@dominikilnicki
@icedoutomnitrix
@avishsood
@dbuzzapp
@mvollmer1
@xtycmpl

Top Replied-To in G6:
@tableau
@glnswamy

Top Replied-To in G9:
@aspaspae

Top Replied-To in G10:
@reina_sabah
@devincow

Top Mentioned
Top Mentioned in Entire Graph:
@tundetash
@cuongcz
@profwade_
@steventdennis
@humdata
@forbes
@jteran2000
@freecodecamp
@patri_vaquero_
@koreansales_twt

Top Mentioned in G1:
@strategy_gal
@anychart
@apievangelist
@digitaldevnet
@it4innovations
@bandarms11
@soaissolutions
@flexmonster

Top Mentioned in G2:
@cuongcz
@forbes
@freecodecamp
@patri_vaquero_
@charlyrere
@arikpouka
@codewallblog
@moldy_peach
@datasciencectrl
@cousesites

Top Mentioned in G3:
@tundetash
@datascience_ea
@thecuriousluke
@icodeteam

Top Mentioned in G4:
@profwade_
@steventdennis
@co_hurricane
@charles_gaba
@wlimestall
@ourworldindata
@garrett_archer
@patrick86181096
@hotzone_chiller
@cnbc

Top Mentioned in G5:
@tdatascience
@marktechpost
@gilad_maayan
@ipfconline1
@bmnanalytics
@globaliqx
@hubbucket
@globalaihub
@salahkhawaja
@finabove_

Top Mentioned in G6:
@johnny_israeli
@mslima
@kdnuggets
@ahmetfcoskun
@tableau
@plotlygraphs
@rapidsai
@rna_seq
@lookerdata
@datametrician

Top Mentioned in G7:
@humdata
@jteran2000
@unocha
@hhi_signal
@undataforum
@who
@ilabliberia
@gcpeatweets
@pcbspalestine
@wfpvam

Top Mentioned in G8:
@koreansales_twt
@tookjyh

Top Mentioned in G9:
@icymi_r
@paula_moraga_
@andrewheiss
@daily_r_sheets
@spren9er
@apduorg
@datageekb
@omnisci

Top Mentioned in G10:
@reina_sabah
@connorblades
@bnjasim
@ktinvasion
@mmasnick
@hollykirk
@vinayaravind
@mglerner

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@sportsbookbtc
@marcodacostafx
@rk70534
@chidambara09
@rjber15
@cybersec_feeds
@aaroncuddeback
@bkindngood
@myplace4u

Top Tweeters in G1:
@sportsbookbtc
@bootleggirl
@into_ai
@flashalert_me
@visualstockrsrc
@hntweets
@kimyoogyeom
@techjunkiejh
@angsuman
@suriyasubraman

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@aaroncuddeback
@iam__network
@thomasclone
@femtech_
@taieb_bot
@xaelbot
@codedailybot

Top Tweeters in G3:
@itknowingness
@gokula15sai
@djamilmubaraq
@aajibolah
@tobymac_
@smallfops
@sethakande
@thardeola
@amosgold
@fiifirogue

Top Tweeters in G4:
@marcodacostafx
@rk70534
@bkindngood
@debilu2
@yarosisnancy
@jamestoupin
@frecklesxx20
@ken_crichlow
@docrocktex26
@tigerbeat

Top Tweeters in G5:
@rosenchild
@ottlegalrebels
@fintechna
@ambeautifulshow
@rwang0
@hubbucket
@dataaugmented
@bernardo_pirola
@parvez1
@digitaldecoded1

Top Tweeters in G6:
@themainstand
@rnomics
@ceobillionaire
@montreal_ai
@google
@shinyaa31
@tadokoro
@marewho
@bobehayes
@kdnuggets

Top Tweeters in G7:
@rjber15
@berard_mike
@viralvideovlogs
@djriveraros
@jamesinparis
@mojamesapted
@emweeklyrpt
@nordicgeo
@anaiduza
@laurenrajczak

Top Tweeters in G8:
@fon_numfon
@miori_chocomint
@well2535
@ta_yooong
@slinenoonhwa
@eternalazizah
@life_happyk
@sereniji
@shinecarrot30
@wonihoonie

Top Tweeters in G9:
@isabellaghement
@demografia_csic
@andrewheiss
@caredunton
@pacoramon
@vbhoyo
@janineoflynn
@daniel_laurison
@profbrandle
@jonthegeek

Top Tweeters in G10:
@serendipitysays
@wally_wests
@ragedroidnet
@rhube
@the_war_tardis
@petersherman01
@dancingkelsey
@connorblades
@madameziggy
@kakashifan727


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