data visualization, Twitter, 5/26/2022 6:48:21 AM, 277076


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data visualization_2022-05-25_23-21-04.xlsx
data visualization_2022-05-25_23-21-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3GiN9Te
@kirkdborne
@koreansales_twt
@cestlavie486
@bce3227
@svpino
@giftojeabulu_
@rmarkdown
@pascal_bornet
@osowoiam
@nainachaturved8

Top hashtags:
#rstats
#datascience
#python
#dataviz
#machinelearning

Description:
Description
The graph represents a network of 6,341 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, 26 May 2022 at 06:28 UTC.

The requested start date was Thursday, 26 May 2022 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 8-day, 1-hour, 55-minute period from Tuesday, 17 May 2022 at 21:49 UTC to Wednesday, 25 May 2022 at 23:45 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 : 6341
Unique Edges : 2733
Edges With Duplicates : 11928
Total Edges : 14661
Number of Edge Types : 5
Retweet : 5510
MentionsInRetweet : 6469
Tweet : 1547
Replies to : 293
Mentions : 842
Self-Loops : 1611
Reciprocated Vertex Pair Ratio : 0.0121933725433941
Reciprocated Edge Ratio : 0.024092970521542
Connected Components : 1069
Single-Vertex Connected Components : 518
Maximum Vertices in a Connected Component : 3409
Maximum Edges in a Connected Component : 9656
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.300357
Graph Density : 0.000175513917985052
Modularity : 0.472666
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,341 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, 26 May 2022 at 06:28 UTC.

The requested start date was Thursday, 26 May 2022 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 8-day, 1-hour, 55-minute period from Tuesday, 17 May 2022 at 21:49 UTC to Wednesday, 25 May 2022 at 23:45 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:
[231] https://www.fplanalytics.com/priceTable.html
[231] https://www.fplanalytics.com/NettTransfers.html
[158] https://www.youtube.com/watch?v=ZkNBeivkapU&feature=youtu.be

[73] https://www.youtube.com/watch?v=YiO8HDRRmtE&feature=youtu.be

[51] https://medium.com/coders-mojo/complete-data-preprocessing-and-data-visualization-with-projects-mega-compilation-part-2-41584ef0920e?sk=842390da51689b8d43148c3980570db0
[51] https://www.youtube.com/watch?v=mFw9yALZ_6I&feature=youtu.be

[50] https://clauswilke.com/dataviz/
[47] https://www.youtube.com/watch?v=OaGcAgOvcKM&feature=youtu.be

[42] https://www.youtube.com/watch?v=bak63yg3Dfg&feature=youtu.be

[37] https://pypi.org/project/sviewgui/

Top URLs in Tweet in G1:
[44] https://medium.com/coders-mojo/complete-data-preprocessing-and-data-visualization-with-projects-mega-compilation-part-2-41584ef0920e?sk=842390da51689b8d43148c3980570db0
[22] https://medium.com/coders-mojo/day-28-60-days-of-data-science-and-machine-learning-series-ee7e4f3b6b46
[19] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Fday-10-60-days-of-data-science-and-machine-learning-d5d789fbda79
[17] https://www.r-bloggers.com/2022/05/hierarchical-data-visualization-with-shiny-and-d3/
[13] https://medium.com/coders-mojo/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129
[12] https://citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[9] https://medium.com/coders-mojo/day-56-60-days-of-data-science-and-machine-learning-series-71774a7fe5a1
[9] https://www.udemy.com/course/javascript-course-for-beginner-to-expert-data-visualization/
[8] https://medium.com/coders-mojo/data-science-and-machine-learning-projects-mega-compilation-part-4-26af90d99e90
[8] https://zpy.io/ca/4580cc42

Top URLs in Tweet in G2:
[2] https://community.storytellingwithdata.com/challenges/may-2022-embracing-constraints
[1] https://leanpub.com/universities/set/jhu/cloud-based-data-science
[1] https://socviz.co/
[1] https://twitter.com/BolingoaIi/status/1528767601165443073
[1] https://comidoc.net/udemy/data-visualization-in-excel-for-business-professionals?utm_source=twitter&utm_medium=coupon
[1] https://comidoc.net/udemy/different-technologies-in-big-data?utm_source=twitter&utm_medium=coupon
[1] https://comidoc.net/udemy/python-data-analysis-visualization-course?utm_source=twitter&utm_medium=coupon
[1] https://comidoc.net/udemy/mastering-python-data-handling-analysis-and-visualization?utm_source=twitter&utm_medium=coupon
[1] https://comidoc.net/udemy/tibco-spotfire-development-beginners-to-advanced-course?utm_source=twitter&utm_medium=coupon
[1] https://comidoc.net/udemy/google-looker-lookml?utm_source=twitter&utm_medium=coupon

Top URLs in Tweet in G3:
[6] https://www.cognizant.com/us/en/about-cognizant/partners/salesforce
[5] https://blogheist.com/best-wordpresss-data-visualization-plugins/
[4] https://medium.com/coders-mojo/complete-data-preprocessing-and-data-visualization-with-projects-mega-compilation-part-2-41584ef0920e?sk=842390da51689b8d43148c3980570db0
[4] https://twinybots.ch/
[3] https://clauswilke.com/dataviz/
[3] https://cobusgreyling.medium.com/using-wolfram-natural-language-processing-for-data-visualization-78c979516074
[3] https://towardsdatascience.com/3-tips-you-need-to-be-successful-in-data-visualization-9b5225ab7afc?source=social.tw
[3] https://transportationops.org/event/talking-tim-webinar-series-may-2022
[3] https://www.freewebcart.com/data-visualization-in-excel-all-excel-charts-and-graphs/
[2] https://twitter.com/jessica_xls/status/1526496939738537986

Top URLs in Tweet in G4:
[158] https://www.youtube.com/watch?v=ZkNBeivkapU&feature=youtu.be

[73] https://www.youtube.com/watch?v=YiO8HDRRmtE&feature=youtu.be

[51] https://www.youtube.com/watch?v=mFw9yALZ_6I&feature=youtu.be

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

[42] https://www.youtube.com/watch?v=bak63yg3Dfg&feature=youtu.be

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

[16] https://www.youtube.com/watch?v=s3XucBFznD0&feature=youtu.be

[12] https://www.youtube.com/watch?v=i3RWTCCrhmQ&feature=youtu.be

[10] https://www.youtube.com/watch?v=xop8Qb-E3ro&feature=youtu.be

[7] https://www.youtube.com/watch?v=xRnHiWOLGq8&feature=youtu.be


Top URLs in Tweet in G5:
[2] https://medium.com/coders-mojo/complete-data-preprocessing-and-data-visualization-with-projects-mega-compilation-part-2-41584ef0920e?sk=842390da51689b8d43148c3980570db0
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Fday-10-60-days-of-data-science-and-machine-learning-d5d789fbda79
[1] https://imp.i384100.net/c/2840738/1242836/14726?prodsku=crse%3AVuRXs3EiEeWrAxJQXw-8PQ&u=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fdata-visualization-tableau&intsrc=CATF_9419&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT

Top URLs in Tweet in G6:
[22] https://citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[11] https://link.medium.com/HAB6IRVqbqb
[1] https://clauswilke.com/dataviz/
[1] https://stephanieevergreen.com/questions-to-ask/
[1] https://stephanieevergreen.com/when-to-viz/
[1] https://www.amazon.com/Storytelling-Data-Visualization-Business-Professionals/dp/1119002257/ref=asc_df_1119002257_nodl/?tag=hyprod-20&linkCode=df0&hvadid=312118059795&hvpos=&hvnetw=g&hvrand=4756019348565631052&hvpone=&hvptwo=&hvqmt=&hvdev=m&hvdvcmdl=&hvlocint=&hvlocphy=9016066&hvtargid=pla-404294414086&psc=1
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fbootcamp.uxdesign.cc%2Fdata-visualization-feedback-its-complicated-54d7ab21983a
[1] https://stephanieevergreen.com/data-visualization-checklist/
[1] https://twitter.com/rmarkdown/status/1527623712241229824

Top URLs in Tweet in G7:
[9] https://careers.ap.org/job/Interactive-News-Editor/885520800/
[8] https://careers.ap.org/job/Newsperson%2C-News-Applications-Developer/796731000/
[3] https://www.lib.washington.edu/about/news/calendar?trumbaEmbed=view%3Devent%26eventid%3D159606043
[3] https://link.medium.com/HAB6IRVqbqb
[3] https://quantellia.ewebinar.com/webinar/how-to-get-started-with-a-new-aibiml-project-to-ensure-it-doesnt-fail-four-steps-to-get-started-with-decision-intelligence-4727
[1] https://twitter.com/myersjustinc/status/1526280908508123139
[1] https://datasf.gitbook.io/public-data-visualization-guide/
[1] https://twitter.com/FrankElavsky/status/1527316452964913152
[1] https://www.frank.computer/chartability/#making-chartability
[1] https://www.linkedin.com/pulse/making-data-visualization-accessible-bill-shander/

Top URLs in Tweet in G8:
[20] https://stat.world/biportal/?lang=en
[1] https://plotly.com/python/
[1] https://www.amazon.ca/Storytelling-Data-Visualization-Business-Professionals/dp/1119002257/
[1] https://www.figma.com/file/lFZkmRMPkzO8hHPq5UANXE/Algorithm-Visualization-App?node-id=0%3A1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41592-022-01482-7
[1] https://healthdataviz.com/training/?utm_content=207623942&utm_medium=social&utm_source=twitter&hss_channel=tw-2829839918
[1] https://medium.com/coders-mojo/day-28-60-days-of-data-science-and-machine-learning-series-ee7e4f3b6b46

Top URLs in Tweet in G9:
[1] https://jkunst.com/klassets/
[1] https://www.r-bloggers.com/2022/05/hierarchical-data-visualization-with-shiny-and-d3/

Top Domains
Top Domains in Tweet in Entire Graph:
[527] youtube.com
[462] fplanalytics.com
[224] medium.com
[110] twitter.com
[51] clauswilke.com
[38] towardsdatascience.com
[37] pypi.org
[35] citedrive.com
[28] linkedin.com
[24] blogspot.com

Top Domains in Tweet in G1:
[165] medium.com
[23] towardsdatascience.com
[22] udemy.com
[20] blogspot.com
[17] r-bloggers.com
[14] datacamp.com
[13] zpy.io
[12] citedrive.com
[10] grjenkin.com
[9] appcast.io

Top Domains in Tweet in G2:
[8] comidoc.net
[2] storytellingwithdata.com
[1] leanpub.com
[1] socviz.co
[1] twitter.com
[1] medium.com
[1] tableau.com
[1] krobothconsulting.com
[1] pypi.org

Top Domains in Tweet in G3:
[39] twitter.com
[18] linkedin.com
[18] medium.com
[13] youtube.com
[12] fiverr.com
[8] midtermessays.com
[8] shopycart.net
[7] towardsdatascience.com
[6] cognizant.com
[6] tableau.com

Top Domains in Tweet in G4:
[468] youtube.com

Top Domains in Tweet in G5:
[3] medium.com
[1] i384100.net

Top Domains in Tweet in G6:
[22] citedrive.com
[12] medium.com
[3] stephanieevergreen.com
[1] clauswilke.com
[1] amazon.com
[1] twitter.com

Top Domains in Tweet in G7:
[17] ap.org
[4] washington.edu
[4] medium.com
[3] twitter.com
[3] ewebinar.com
[1] gitbook.io
[1] frank.computer
[1] linkedin.com
[1] cube.dev
[1] co.jp

Top Domains in Tweet in G8:
[20] stat.world
[1] plotly.com
[1] amazon.ca
[1] figma.com
[1] nature.com
[1] healthdataviz.com
[1] medium.com

Top Domains in Tweet in G9:
[1] jkunst.com
[1] r-bloggers.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[669] rstats
[491] datascience
[472] python
[430] dataviz
[308] machinelearning
[268] datavisualization
[247] bigdata
[240] analytics
[240] 100daysofcode
[235] ai



Top Hashtags in Tweet in G1:
[426] python
[394] datascience
[270] machinelearning
[263] rstats
[238] 100daysofcode
[207] ai
[201] bigdata
[195] analytics
[185] iot
[183] iiot

Top Hashtags in Tweet in G2:
[13] 66daysofdata
[11] python
[8] udemy
[7] data
[7] visualization
[6] datavisualization
[5] rstats
[5] analysis
[3] tableau
[3] analytics

Top Hashtags in Tweet in G3:
[35] datavisualization
[33] data
[25] visualization
[16] dataviz
[12] machinelearning
[12] datascience
[11] analytics
[11] dataanalytics
[10] bigdata
[9] powerbi

Top Hashtags in Tweet in G4:
[158] monsta_x
[73] dreamcatcher
[51] ive
[47] suho
[42] moonbyul
[29] verivery
[17] epex
[12] dkz
[10] ghost9
[7] justb

Top Hashtags in Tweet in G5:
[4] python
[4] rstats
[3] datascience
[3] machinelearning
[2] ggplot2
[1] 66daysofdata
[1] bigdata
[1] analytics
[1] ai
[1] iot

Top Hashtags in Tweet in G6:
[181] dataviz
[173] rstats
[11] pokemon
[2] ggplot2
[1] crunchtime
[1] breathe
[1] bigdata
[1] analytics
[1] datascience
[1] ai

Top Hashtags in Tweet in G7:
[23] ironviz
[7] rstats
[4] dataviz
[3] data22
[3] pokemon
[2] ggplot2
[1] datavisualization
[1] accessibility
[1] datascience
[1] tc22

Top Hashtags in Tweet in G8:
[28] statistics
[24] data
[22] worldbank
[21] visualization
[20] wdi
[17] datascience
[14] usa
[13] gdp
[11] undata
[8] china

Top Hashtags in Tweet in G9:
[144] rstats
[4] dataviz
[2] ggplot2
[1] datascience

Top Hashtags in Tweet in G10:
[1] climate

Top Words
Top Words in Tweet in Entire Graph:
[7942] data
[5418] visualization
[1536] python
[903] 2022
[749] learn
[694] gt
[669] #rstats
[625] learning
[545] libraries
[521] sales

Top Words in Tweet in G1:
[1572] data
[1088] visualization
[426] #python
[394] #datascience
[270] #machinelearning
[263] #rstats
[238] #100daysofcode
[221] python
[216] day
[207] #ai

Top Words in Tweet in G2:
[818] python
[688] data
[509] learn
[355] visualization
[309] learning
[284] skills
[260] machine
[251] looking
[251] used
[251] ai

Top Words in Tweet in G3:
[872] data
[611] visualization
[96] analysis
[76] help
[59] more
[53] online
[47] tools
[38] exam
[36] use
[36] learn

Top Words in Tweet in G4:
[470] data
[469] visualization
[469] total
[469] album
[469] sales
[469] 2022
[467] 04
[453] koreansales_twt
[160] 05
[158] #monsta_x

Top Words in Tweet in G5:
[355] python
[350] data
[316] libraries
[314] developer
[314] pay
[314] attention
[314] numpy
[314] scientific
[314] computing
[311] pandas

Top Words in Tweet in G6:
[182] data
[181] #dataviz
[177] visualization
[173] #rstats
[167] rmarkdown
[139] claus
[137] read
[137] free
[137] ebook
[137] fundamentals

Top Words in Tweet in G7:
[260] data
[152] visualization
[90] public
[59] tableau
[55] help
[55] make
[46] guide
[46] sfcontroller
[45] very
[45] bright

Top Words in Tweet in G8:
[165] data
[154] visualization
[130] learning
[128] jessica_xls
[127] dashboards
[125] previous
[124] start
[124] time
[123] anyone
[123] best

Top Words in Tweet in G9:
[278] data
[144] #rstats
[139] one
[137] teaching
[137] introductory
[137] course
[137] point
[137] felt
[137] need
[137] make

Top Words in Tweet in G10:
[267] data
[267] climate
[134] mesmerizing
[134] visualization
[134] called
[134] spiral
[134] made
[134] scientist
[134] ed
[133] truly

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4271] data,visualization
[469] total,album
[469] album,sales
[467] 04,2022
[467] learning,data
[452] koreansales_twt,data
[431] data,science
[428] scientific,computing
[423] python,developer
[422] developer,pay

Top Word Pairs in Tweet in G1:
[955] data,visualization
[190] #analytics,#datascience
[188] #datascience,#ai
[183] #bigdata,#analytics
[183] #iot,#iiot
[181] #ai,#machinelearning
[181] #machinelearning,#iot
[125] #iiot,#python
[124] visualization,single
[124] single,cell

Top Word Pairs in Tweet in G2:
[339] data,visualization
[266] learning,data
[254] machine,learning
[250] looking,learn
[250] learn,learn
[250] learn,python
[250] python,python
[250] python,used
[250] used,ai
[250] ai,machine

Top Word Pairs in Tweet in G3:
[458] data,visualization
[58] data,analysis
[27] analysis,data
[25] analysis,visualization
[23] offer,online
[23] online,class
[23] class,homework
[23] homework,assignment
[23] assignment,exam
[23] exam,expert

Top Word Pairs in Tweet in G4:
[469] data,visualization
[469] total,album
[469] album,sales
[467] 04,2022
[452] koreansales_twt,data
[160] sales,05
[158] visualization,#monsta_x
[158] #monsta_x,total
[158] 05,2015
[158] 2015,04

Top Word Pairs in Tweet in G5:
[314] python,developer
[314] developer,pay
[314] libraries,numpy
[314] numpy,scientific
[314] scientific,computing
[311] pandas,data
[310] pay,special
[310] special,attention
[310] attention,following
[310] following,libraries

Top Word Pairs in Tweet in G6:
[177] data,visualization
[137] read,free
[137] free,ebook
[137] ebook,fundamentals
[137] fundamentals,data
[137] visualization,claus
[137] claus,wilke
[137] wilke,#dataviz
[137] #dataviz,#rstats
[137] #rstats,following

Top Word Pairs in Tweet in G7:
[145] data,visualization
[50] help,make
[46] visualization,guide
[45] very,bright
[45] bright,minds
[45] minds,developed
[45] developed,public
[45] public,data
[45] guide,templates
[45] templates,help

Top Word Pairs in Tweet in G8:
[148] data,visualization
[128] learning,data
[123] anyone,learning
[123] visualization,best
[123] best,way
[123] way,start
[123] start,taking
[123] taking,time
[123] time,replicate
[123] replicate,previous

Top Word Pairs in Tweet in G9:
[137] teaching,introductory
[137] introductory,course
[137] course,#rstats
[137] #rstats,data
[137] data,one
[137] one,point
[137] point,felt
[137] felt,need
[137] need,make
[137] make,data

Top Word Pairs in Tweet in G10:
[134] mesmerizing,data
[134] data,visualization
[134] visualization,called
[134] called,climate
[134] climate,spiral
[134] spiral,made
[134] scientist,ed
[133] data,truly
[133] truly,amazing
[133] amazing,mesmerizing

Top Replied-To
Top Replied-To in Entire Graph:
@emilykund
@bce3227
@trimydata
@sarahkbingler
@the_numerist
@rosedisillusion
@dgschell
@mathchmphycsc
@hacksultan
@kjreid95

Top Replied-To in G1:
@emilykund
@kjreid95
@dgschell
@machinelearnflx
@kirkdborne
@kennytheanalys
@kyabaathaii
@mathers_mental
@nominalthoughts
@_sadiqabu

Top Replied-To in G2:
@bce3227
@juliusfola
@the_numerist
@giftojeabulu_
@davidabu_
@jessica_xls
@ettahhope
@f_deela
@zionbonzo
@leadiahstores

Top Replied-To in G3:

Top Replied-To in G5:
@svpino
@hktg13

Top Replied-To in G6:
@nshalmane
@agatavizz
@adammico1

Top Replied-To in G7:
@emilykund
@krissydengland
@thevizardofahs
@abmakulec

Top Replied-To in G8:
@hacksultan
@fresh_gb
@_prom_c
@techbaeash

Top Mentioned
Top Mentioned in Entire Graph:
@koreansales_twt
@svpino
@bce3227
@giftojeabulu_
@rmarkdown
@nainachaturved8
@jbkunst
@jessica_xls
@univercurious
@moonlight_bsc

Top Mentioned in G1:
@nainachaturved8
@gp_pulipaka
@kirkdborne
@avikumart_
@annapurani93
@harisystems
@sheraj99
@sharon000
@jipenghong
@tut_ml

Top Mentioned in G2:
@giftojeabulu_
@bce3227
@datastack_dev
@teneikaask_you
@alexa_ighodaro
@davidabu_
@tosign4u
@svpino
@datafestafrica
@oludeewon

Top Mentioned in G3:
@leonaessays
@chicagoessays
@hwexpert
@zeroplagiarism
@amwajmedia
@data4nutrition
@digitaldevnet
@yvesmulkers
@learnbay1
@dammie10121625

Top Mentioned in G4:
@koreansales_twt
@kirkdborne

Top Mentioned in G5:
@svpino
@bce3227
@giftojeabulu_
@datastack_dev
@nainachaturved8
@annapurani93
@tosign4u
@sheraj99
@simplilearn

Top Mentioned in G6:
@rmarkdown
@citedrive
@evergreendata
@bce3227
@annapurani93
@rajvivan
@flerlagekev
@priyankadobhal_
@flerlagekr
@sharon000

Top Mentioned in G7:
@sfcontroller
@tableau
@ap
@poontany
@myersjustinc
@frankelavsky
@beyzatopuzdemir
@mapbox
@digitalottomans
@krissydengland

Top Mentioned in G8:
@jessica_xls
@stat_world
@giftojeabulu_
@svpino
@unoupik
@kirkdborne
@odirionyeo
@kenny_io
@adoranwodo

Top Mentioned in G9:
@jbkunst
@annapurani93
@rmarkdown
@rbloggers

Top Mentioned in G10:
@univercurious
@pascal_bornet
@mvollmer1

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@chidambara09
@jurylady5
@tradermarcocost
@xaelbot
@codedailybot
@piyuanker12
@hirogallery
@wwwanpaus
@sahelhkj

Top Tweeters in G1:
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@cybersecurityn8
@jfsebastian146
@aaroncuddeback
@100xcode
@codernotesbot
@fabriciosx

Top Tweeters in G2:
@piyuanker12
@tusk8rman
@iamnothayato
@luhayeaye
@fullnam35087976
@pear_mhee
@silentseawolf
@aliquqiiz
@tijanihabeeb
@mayor_cobblepot

Top Tweeters in G3:
@tradermarcocost
@flashalert_me
@frontendla
@csa_dvillamizar
@topgaming43
@suriyasubraman
@ashabakah_com
@vcontenting
@eprnetwork
@ourclassifieds

Top Tweeters in G4:
@blueflower1096
@ploynapa007
@suluhers
@dananyb
@lovelyhongjisoo
@springangel0609
@leochillyz79
@ngwowo5ojj
@itzmerome1307
@mifnhrdf97

Top Tweeters in G5:
@getmebayo
@fmfrancoise
@r_itujoshi
@delhimuse
@amirakmalnoor
@dd_nana_
@kavoisimon
@pet_papi
@waledips
@asdesilva

Top Tweeters in G6:
@agussari
@publichealthmap
@zoutaleaux
@garciacarmonaam
@catalyst_11
@florchsandoval
@bmusonza
@slime_girlboss
@angelgiovannie
@mburadouglas

Top Tweeters in G7:
@oohsewan
@ap
@bo_pcyp
@guiforkids
@margymaclibrary
@magleecho
@discardedbacon
@armanddoma
@nongnorn
@charlieisaacs

Top Tweeters in G8:
@vonrosenchild
@angelsscream
@hubbucket
@the_florencee
@dcarsoncpa_nyc
@sunnet4me
@firdaws_yahya
@zayhnie
@ms_lyde
@royos21

Top Tweeters in G9:
@kamromero
@pmaotela
@otrasenda_ac
@cjtdevil
@fusionet24
@uni_taria
@aguil77
@ermarquina
@aliciafrancoxve
@jorge_pacheco

Top Tweeters in G10:
@oregakitaworld
@ernieschell
@domomack5
@gospodyina
@norbertpiske
@nancymurden
@daneorshine
@preshannakaro
@eso_archeus
@wasaibee