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dataviz OR datavis_2022-12-09_16-49-44.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 10, 2022
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/3UMHIBV
@rosanaferrero
@milos_agathon
@mikaeldewabrata
@parajulisaroj16
@tableau
@erictopol
@rstatstweet
@fmfrancoise
@nauscopio
@20bluecrowns

Top hashtags:
#dataviz
#python
#rstats
#datascience
#iot
#javascript
#pytorch

Description:
Description
The graph represents a network of 5,246 Twitter users whose tweets in the requested range contained "dataviz OR datavis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 December 2022 at 00:58 UTC.

The requested start date was Friday, 09 December 2022 at 01:01 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 6-day, 13-hour, 38-minute period from Friday, 02 December 2022 at 11:21 UTC to Friday, 09 December 2022 at 00:59 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 : 5246
Unique Edges : 2870
Edges With Duplicates : 14056
Total Edges : 16926
Number of Edge Types : 5
Tweet : 998
Retweet : 6253
MentionsInRetweet : 8044
Replies to : 159
Mentions : 1472
Self-Loops : 1210
Reciprocated Vertex Pair Ratio : 0.0145804676753783
Reciprocated Edge Ratio : 0.0287418655097614
Connected Components : 420
Single-Vertex Connected Components : 190
Maximum Vertices in a Connected Component : 3955
Maximum Edges in a Connected Component : 14735
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.032184
Graph Density : 0.000268069330230087
Modularity : 0.396792
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,246 Twitter users whose tweets in the requested range contained "dataviz OR datavis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 10 December 2022 at 00:58 UTC.

The requested start date was Friday, 09 December 2022 at 01:01 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 6-day, 13-hour, 38-minute period from Friday, 02 December 2022 at 11:21 UTC to Friday, 09 December 2022 at 00:59 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 : dataviz OR datavis
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:
[107] https://leanpub.com/artofdatascience
[94] https://socviz.co/
[90] https://lindeloev.github.io/tests-as-linear/
[55] https://clauswilke.com/dataviz/
[51] https://www.citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[47] https://www.cedricscherer.com/2022/08/09/2-day-workshop-on-graphic-design-with-ggplot2-at-rstudioconf-2022/
[44] https://www.datasciencecentral.com/video/dsc-webinar-series-what-is-inclusive-data-storytelling-and-why
[35] https://rempsyc.remi-theriault.com/articles/table
[35] https://geni.us/DSci-Landscape
[34] https://twinybots.ch/

Top URLs in Tweet in G1:
[97] https://leanpub.com/artofdatascience
[86] https://socviz.co/
[74] https://lindeloev.github.io/tests-as-linear/
[44] https://www.cedricscherer.com/2022/08/09/2-day-workshop-on-graphic-design-with-ggplot2-at-rstudioconf-2022/
[43] https://clauswilke.com/dataviz/
[43] https://www.datasciencecentral.com/video/dsc-webinar-series-what-is-inclusive-data-storytelling-and-why
[30] https://rempsyc.remi-theriault.com/articles/table
[28] https://geni.us/DSci-Landscape
[25] https://www.domo.com/data-never-sleeps
[21] https://med.und.edu/daccota/_files/pdfs/berdc_resource_pdfs/sample_size_r_module.pdf

Top URLs in Tweet in G2:
[51] https://www.citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[12] https://interactive.wearepossible.org/noisycities/#/?city=nyc&language=en
[11] https://r4ds.hadley.nz/data-visualize.html
[9] https://github.com/gkaramanis/tidytuesday/tree/master/2022/2022-week_48
[6] https://github.com/npechl/TidyTuesday/tree/master/R/2022-11-29
[6] https://www.kaggle.com/
[6] https://lindeloev.github.io/tests-as-linear/
[5] https://github.com/stangandaho/drc_pop_pyramid
[4] https://leanpub.com/artofdatascience
[3] https://clauswilke.com/dataviz/

Top URLs in Tweet in G3:
[2] https://pudding.cool/
[1] https://www.linkedin.com/posts/mikaeldewabrata_visualisasi-tableau-activity-6991601399679635456-7v9J
[1] https://clauswilke.com/dataviz/
[1] https://twitter.com/MikaelDewabrata/status/1598565598388068353?s=20&t=DkGqrC1VIBKazRiuyBiXUQ

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

[23] https://github.com/mitchellkrogza/Phishing.Database
[22] https://public.tableau.com/views/DynamicZoneVisibilityDashboard_16704488702610/DynamicZoneVisibilityDashboard?:language=en-GB&publish=yes&:display_count=n&:origin=viz_share_link
[22] https://twitter.com/KIIARA/status/1495957210857365504
[20] https://twitter.com/GalaxyKiiara/status/1445113424401342465
[11] https://twinybots.ch/
[10] https://www.data-blogger.com
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=285367
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=285398
[7] https://twitter.com/KIIARA/status/1547317678720704514

Top URLs in Tweet in G5:
[8] https://library.oapen.org/handle/20.500.12657/31843
[5] https://lindeloev.github.io/tests-as-linear/
[3] https://pyoflife.com/using-r-for-introductory-statistics/
[3] https://library.oapen.org/handle/20.500.12657/22273
[2] https://pyoflife.com/statistical-analysis-with-r/
[2] https://series.francoangeli.it/index.php/oa/catalog/book/682
[2] https://rempsyc.remi-theriault.com/articles/table
[1] https://pyoflife.com/the-r-software-fundamentals-of-programming-and-statistical-analysis/
[1] https://pyoflife.com/linear-models-with-r/
[1] https://pyoflife.com/applied-spatial-data-analysis-with-r/

Top URLs in Tweet in G6:
[2] https://www.reddit.com/r/dataisbeautiful/comments/zbgsvs/of_young_adults_with_a_university_degree_oc/
[1] https://milospopovic.net/how-to-make-choropleth-map-in-r/
[1] https://milospopovic.net/blog/
[1] https://milospopovic.net/mapping-raster-files-with-terra-in-r/
[1] https://twitter.com/Julian_H0ffmann/status/1599681811961249794
[1] https://griddb.net/en/blog/sky-rocketing-prices-inflation-an-analysis-using-griddb-and-python/
[1] https://www.reddit.com/gallery/zg1ezn
[1] https://www.reddit.com/r/dataisbeautiful/comments/z4l1pj/rivers_of_south_america_oc/
[1] https://www.reddit.com/gallery/z9tcgf
[1] https://www.reddit.com/r/dataisbeautiful/comments/zah2uf/oc_the_us_and_saudi_arabia_tops_ticket_sales/

Top URLs in Tweet in G7:
[1] https://www.nature.com/articles/s41562-022-01450-3
[1] https://clauswilke.com/dataviz/
[1] https://twitter.com/sciam/status/1594689970341523456

Top URLs in Tweet in G8:
[21] https://twinybots.ch/
[7] https://medium.com/@jameskirk308/why-data-visualization-is-important-for-machine-learning-45593293a300
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=285398
[5] https://www.upwork.com/services/product/google-data-studio-reports-for-your-website-search-console-google-ads-1350113375819354112
[4] https://www.kdnuggets.com/2022/12/complete-machine-learning-study-roadmap.html
[4] https://data.cityofnewyork.us/Environment/Forestry-Planting-Spaces/4jyz-6b7u
[3] https://stackabuse.com/implementing-svm-and-kernel-svm-with-pythons-scikit-learn/
[3] https://vizi.education/features/analyse/seating-charts
[3] https://data.cityofnewyork.us/Social-Services/Women-s-Resource-Map/69bm-3bc2
[2] https://nightingaledvs.com/unfair-comparisons-how-visualizing-social-inequality-can-make-it-worse/

Top URLs in Tweet in G9:
[8] https://griddb.net/en/blog/sky-rocketing-prices-inflation-an-analysis-using-griddb-and-python/
[1] https://griddb.net/en/blog/create-interactive-dashboard-with-streamlit-python-and-griddb/
[1] https://griddb.net/en/blog/geospatial-querying-using-geohashes-and-griddb/
[1] https://griddb.net/en/blog/alien-life-on-earth-analysis-using-griddb-and-python/
[1] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[1] https://griddb.net/en/blog/predictive-maintenance-with-python-and-griddb/
[1] https://dataviz.blogs.bristol.ac.uk/
[1] https://twitter.com/BristolDataViz/status/1599732167285669888
[1] https://www.eventbrite.co.uk/e/streamlit-making-interactive-data-apps-in-python-the-user-friendly-way-tickets-474626950987

Top URLs in Tweet in G10:
[2] https://twitter.com/sxywu/status/1598804535928946688
[2] https://www.linkedin.com/in/albertocairo
[2] https://www.customerinsightleader.com/others/festive-data-visualisation/
[1] https://nightingaledvs.com/building-science-graphics-behind-the-scenes-with-author-jen-christiansen/
[1] https://www.datavisualizationsociety.org/this-week-in-data-viz
[1] https://www.datavisualizationsociety.org/mentorship-program-manager
[1] https://nightingaledvs.com/purchase/
[1] https://www.eventbrite.com/e/fireside-chat-return-of-the-information-is-beautiful-awards-tickets-482664822477
[1] https://nightingaledvs.com/at-the-vanguard-of-interface-design/
[1] https://twitter.com/stamen/status/1600907088464875520

Top Domains
Top Domains in Tweet in Entire Graph:
[342] twitter.com
[150] github.io
[107] leanpub.com
[97] github.com
[95] youtube.com
[94] socviz.co
[70] landgeist.com
[55] clauswilke.com
[54] datasciencecentral.com
[51] citedrive.com

Top Domains in Tweet in G1:
[98] github.io
[97] leanpub.com
[86] socviz.co
[51] datasciencecentral.com
[45] cedricscherer.com
[43] clauswilke.com
[42] maximaformacion.es
[30] remi-theriault.com
[28] geni.us
[25] domo.com

Top Domains in Tweet in G2:
[51] citedrive.com
[43] github.com
[16] highcharts.com
[12] hadley.nz
[12] wearepossible.org
[11] elartedeldato.com
[7] datacamp.com
[6] kaggle.com
[6] statisticsglobe.com
[6] github.io

Top Domains in Tweet in G3:
[2] pudding.cool
[1] linkedin.com
[1] clauswilke.com
[1] twitter.com

Top Domains in Tweet in G4:
[211] twitter.com
[71] youtube.com
[33] tableau.com
[33] github.com
[23] nodexlgraphgallery.org
[14] thenewstatistician.com
[11] medium.com
[11] awin1.com
[11] twinybots.ch
[10] awesome-panel.org

Top Domains in Tweet in G5:
[14] pyoflife.com
[11] oapen.org
[7] github.io
[2] francoangeli.it
[2] remi-theriault.com
[1] datanovia.com
[1] clauswilke.com
[1] sciencedirect.com
[1] pressbooks.pub
[1] visualizationuniverse.com

Top Domains in Tweet in G6:
[20] reddit.com
[3] milospopovic.net
[1] twitter.com
[1] griddb.net

Top Domains in Tweet in G7:
[1] nature.com
[1] clauswilke.com
[1] twitter.com

Top Domains in Tweet in G8:
[35] twitter.com
[25] cityofnewyork.us
[21] twinybots.ch
[10] medium.com
[9] blogspot.com
[8] chi2innovations.com
[7] linkedin.com
[7] kdnuggets.com
[5] nodexlgraphgallery.org
[5] upwork.com

Top Domains in Tweet in G9:
[13] griddb.net
[1] ac.uk
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G10:
[15] twitter.com
[4] nightingaledvs.com
[3] datavisualizationsociety.org
[2] eventbrite.com
[2] linkedin.com
[2] thefunctionalart.com
[2] youtube.com
[2] customerinsightleader.com
[1] hclwizard.org
[1] github.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2640] dataviz
[1343] python
[1288] rstats
[1231] datascience
[1137] iot
[995] javascript
[989] pytorch
[948] iiot
[921] reactjs
[757] wordpress



Top Hashtags in Tweet in G1:
[707] datascience
[644] dataviz
[536] stats
[433] rstats
[258] analytics
[230] machinelearning
[215] ml
[207] ai
[180] bigdata
[159] python

Top Hashtags in Tweet in G2:
[445] rstats
[320] dataviz
[49] ggplot2
[42] datascience
[39] tidytuesday
[26] correlation
[26] causation
[26] colliderbias
[25] 30daymapchallenge
[17] highcharter

Top Hashtags in Tweet in G3:
[8] dataviz

Top Hashtags in Tweet in G4:
[1100] python
[1044] iot
[982] pytorch
[975] javascript
[913] reactjs
[908] iiot
[756] wordpress
[706] ad
[689] security
[676] defi

Top Hashtags in Tweet in G5:
[41] dataviz
[40] rstats
[28] datascience
[16] data
[15] programming
[14] sna
[12] coding
[12] book
[12] dataanalytics
[11] datascientist

Top Hashtags in Tweet in G6:
[208] rstats
[203] datascience
[180] people
[180] age
[51] dataviz
[22] maps
[7] history
[6] europe
[5] africa
[5] forest

Top Hashtags in Tweet in G7:
[232] dataviz
[14] rstats

Top Hashtags in Tweet in G8:
[216] dataviz
[60] data
[45] datavisualization
[38] datascience
[27] datavis
[27] dataanalytics
[25] nyc
[16] learning
[12] dataanalysis
[11] python

Top Hashtags in Tweet in G9:
[97] la
[65] griddb
[37] python
[18] nasa
[12] earth
[6] dataviz
[5] dataanalysis
[5] foss
[4] opensource
[3] nyc

Top Hashtags in Tweet in G10:
[106] dataviz
[7] datavisualization
[6] iibawards
[6] gptchat
[5] color
[4] infovis
[4] colortheory
[4] visualanalytics
[4] ieeecga
[4] datavis

Top Words
Top Words in Tweet in Entire Graph:
[2640] #dataviz
[1631] data
[1346] #python
[1312] rosanaferrero
[1288] #rstats
[1231] #datascience
[1140] #iot
[998] #javascript
[992] #pytorch
[951] #iiot

Top Words in Tweet in G1:
[1100] rosanaferrero
[707] #datascience
[644] #dataviz
[536] #stats
[433] #rstats
[425] datos
[258] #analytics
[234] puedes
[230] #machinelearning
[218] #ml

Top Words in Tweet in G2:
[445] #rstats
[320] #dataviz
[267] data
[165] visualization
[130] wanted
[128] made
[120] image
[120] danoehm
[119] eyedropper
[119] way

Top Words in Tweet in G3:
[742] buku
[383] yang
[381] data
[377] ini
[375] mikaeldewabrata
[374] ada
[374] dan
[373] bisa
[373] visualization
[372] mau

Top Words in Tweet in G4:
[1103] #python
[1047] #iot
[985] #pytorch
[978] #javascript
[916] #reactjs
[911] #iiot
[759] #wordpress
[708] #ad
[690] #security
[676] #defi

Top Words in Tweet in G5:
[321] parajulisaroj16
[283] statistics
[218] mathematics
[194] statistical
[128] software
[122] download
[119] use
[109] encourages
[109] courses
[109] college

Top Words in Tweet in G6:
[258] milos_agathon
[216] mapped
[208] #rstats
[203] #datascience
[188] europe
[181] age
[180] reason
[180] #
[180] old
[180] continent

Top Words in Tweet in G7:
[232] #dataviz
[218] life
[218] expectancy
[216] more
[216] lost
[216] covid
[216] during
[216] country
[216] 19
[216] assessed

Top Words in Tweet in G8:
[216] #dataviz
[76] data
[60] #data
[45] #datavisualization
[38] #datascience
[35] dataviz
[27] #datavis
[27] #dataanalytics
[26] source
[25] visualization

Top Words in Tweet in G9:
[170] griddbcommunity
[132] data
[100] see
[97] #la
[97] county
[97] wildfires
[97] analyzed
[97] effects
[97] california
[97] quality

Top Words in Tweet in G10:
[106] #dataviz
[39] nightingale
[37] abmakulec
[35] exceptional
[35] research
[34] practical
[34] today's
[34] article
[34] piece
[34] translates

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[907] #javascript,#reactjs
[905] #iot,#iiot
[893] #python,#iot
[785] #iiot,#pytorch
[683] data,visualization
[673] #reactjs,#wordpress
[611] #wordpress,#security
[589] #security,#defi
[466] #ad,#javascript
[464] #pytorch,#ad

Top Word Pairs in Tweet in G1:
[293] #dataviz,#stats
[180] #datascience,#dataviz
[166] rosanaferrero,libro
[147] crear,gráficos
[132] #stats,#datascience
[131] #stats,#analyti
[128] libro,gratuito
[128] visualizaciones,datos
[127] rosanaferrero,quieres
[123] #datascience,#rstats

Top Word Pairs in Tweet in G2:
[159] data,visualization
[118] way,pick
[118] convenient,fuss
[118] return,hex
[118] hex,#rstats
[118] fuss,way
[118] pick,colours
[118] colours,image
[118] wanted,convenient
[118] #rstats,made

Top Word Pairs in Tweet in G3:
[373] data,visualization
[371] prinsip,utama
[371] visualization,yang
[371] buku,bagus
[371] buku,ini
[371] yang,bisa
[371] ini,mau
[371] gratis,buku
[371] bisa,dibaca
[371] cover,prinsip

Top Word Pairs in Tweet in G4:
[906] #javascript,#reactjs
[889] #python,#iot
[871] #iot,#iiot
[784] #iiot,#pytorch
[673] #reactjs,#wordpress
[611] #wordpress,#security
[589] #security,#defi
[466] #ad,#javascript
[464] #pytorch,#ad
[298] #fintech,#insurtech

Top Word Pairs in Tweet in G5:
[218] mathematics,statistics
[109] use,mathematics
[109] college,mathematics
[109] statistics,courses
[109] statistics,encourages
[109] encourages,use
[109] courses,download
[107] parajulisaroj16,college
[70] chapter,start
[70] analysis,open

Top Word Pairs in Tweet in G6:
[201] #rstats,#datascience
[189] milos_agathon,mapped
[180] #people,#age
[180] europe,called
[180] median,age
[180] reason,#people
[180] age,europe
[180] called,old
[180] mapped,median
[180] old,continent

Top Word Pairs in Tweet in G7:
[218] life,expectancy
[216] more,life
[216] during,covid
[216] assessed,#dataviz
[216] expectancy,country
[216] covid,19
[216] 19,lost
[216] country,assessed
[216] lost,more
[215] erictopol,during

Top Word Pairs in Tweet in G8:
[30] #data,#dataviz
[25] source,#nyc
[25] #nyc,#data
[20] data,visualization
[16] #dataviz,#datavisualization
[15] machine,learning
[12] map,source
[10] #data,#datavisualization
[9] #dataanalytics,#data
[9] #dataanalysis,#datascience

Top Word Pairs in Tweet in G9:
[97] #la,county
[97] gathered,epa
[97] epa,#la
[97] quality,data
[97] data,gathered
[97] california,wildfires
[97] see,effects
[97] air,quality
[97] analyzed,air
[97] effects,california

Top Word Pairs in Tweet in G10:
[34] practical,#dataviz
[34] article,nightingale
[34] translates,research
[34] #dataviz,recommendations
[34] exceptional,piece
[34] nightingale,exceptional
[34] piece,translates
[34] today's,article
[34] research,practical
[33] abmakulec,today's

Top Replied-To
Top Replied-To in Entire Graph:
@kiiara
@justanewsletter
@dataviz_
@katgreenbrook
@_gringuinho_
@tableau
@pablitopr86
@janwillemtulp
@lqcontactus
@onthemedia

Top Replied-To in G1:
@andrewyng
@rosanaferrero

Top Replied-To in G2:
@factsnepal
@tommillerjr
@footprint2wings
@yangou363
@geokaramanis
@roberttalbert

Top Replied-To in G4:
@kiiara
@justanewsletter
@katgreenbrook
@tableau
@zachbowders
@pawarbi
@strangemusicinc
@shadywordpress
@genius
@esquiizoemo

Top Replied-To in G6:
@julienmouchnino

Top Replied-To in G10:
@_gringuinho_
@soundvisloom
@jeffrey_heer
@matt_francis
@koen_vde
@alenka_gucek
@mrshowell24
@datavizsociety
@robertjanezic
@h_i_g_s_c_h

Top Mentioned
Top Mentioned in Entire Graph:
@rosanaferrero
@parajulisaroj16
@kiiara
@mikaeldewabrata
@milos_agathon
@erictopol
@griddbcommunity
@wearemarahall
@danoehm
@alludingassets

Top Mentioned in G1:
@rosanaferrero
@kirkdborne
@parajulisaroj16
@rdpeng
@eli_krumova
@alicjagosiewska
@hbaniecki
@ingliguori
@kjhealy
@cedscherer

Top Mentioned in G2:
@danoehm
@rmarkdown
@citedrive
@rosanaferrero
@garethbilaney
@lajeunesselab
@parajulisaroj16
@datanautes
@6yardscreamers
@toddrjones

Top Mentioned in G3:
@mikaeldewabrata
@tableau
@jabardigital

Top Mentioned in G4:
@kiiara
@rosanaferrero
@wearemarahall
@alludingassets
@galaxykiiara
@everydaykiiara
@chidambara09
@binary_language
@acronym_acrobat
@tableau

Top Mentioned in G5:
@parajulisaroj16
@verukita1
@rosanaferrero
@innov_inf
@mikaeldewabrata
@rmarkdown
@danoehm
@datanautes
@austintalkstech
@thenewstat1

Top Mentioned in G6:
@milos_agathon
@dr_xeo
@parajulisaroj16
@rosanaferrero
@danellisscience
@dmezapy
@griddbcommunity
@6yardscreamers
@datavisdaily
@hakimabdi

Top Mentioned in G7:
@erictopol
@imetascience
@jschoeley
@ridhikash07
@naturehumbehav
@fortunemagazine
@trans_world
@drjenndowd

Top Mentioned in G8:
@eelrekab
@markeleven3
@husariamktg
@shapelets
@nh_shapiro
@grasshoppergeo
@t_info_v
@chi2innovations
@strategy_gal

Top Mentioned in G9:
@griddbcommunity
@epa
@streamlit
@kaggle
@jamesdoesdata
@alastairtanner
@tableau
@bristoldataviz

Top Mentioned in G10:
@abmakulec
@sxywu
@datavizsociety
@infowetrust
@storywithdata
@albertocairo
@emorsia
@attilabatorfy
@mcx83
@infobeautyaward

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@jurylady5
@cybersecurityn8
@lindaleeking
@javascriptd
@femtech_
@aepishere
@vonrosenchild
@o_fabriciosouza

Top Tweeters in G1:
@toudajew
@ml_tweet_bot
@pvalsfr
@scratchinpro
@machinelearnflx
@frcretweets
@nomoreslaves
@shi4tech
@klimatendnukes
@juliocardenascr

Top Tweeters in G2:
@rstatstweet
@e2dot7182818284
@kurinoshippo
@bbbcccnnn
@garigalanj
@sachatb
@kayodeoshinubi
@dd_fafa_
@simontschannett
@wswiftfoot

Top Tweeters in G3:
@aepishere
@catreonot
@akuntamvan
@ahmad_deza
@hzboy
@subisaja
@henry_ogi
@nunaraesa
@brownsugarbubb1
@friscila

Top Tweeters in G4:
@sectest9
@chidambara09
@cybersecurityn8
@javascriptd
@femtech_
@o_fabriciosouza
@100xcode
@reuters
@dataaugmented
@calcaware

Top Tweeters in G5:
@greentechdon
@projektxpand
@tijanihabeeb
@aisha12895124
@libardopez
@compchembiobot
@markedeschaine
@danielscarvalho
@phani_nath
@avhernandezdiaz

Top Tweeters in G6:
@ssxman2
@kitten0409
@godelitsas
@yarlyomsborg
@pointluck1
@scipiondesalm
@gi581d
@tomdrabowicz
@hbdchick
@disfrutalacienc

Top Tweeters in G7:
@jurylady5
@njdoc
@paulpaul49
@inforenique
@kirkmurphy
@b52malmet
@iridescentashes
@tdpopcorn
@syawal
@leahaller55

Top Tweeters in G8:
@stanleyepstein
@ineffectivemath
@pmprouk
@lucian2drei
@brazilsfe
@cybersecboardrm
@pawansomanchi
@holmesgillerden
@sajidmirza
@shiplives

Top Tweeters in G9:
@drizzyjekky
@evil_ryu_80
@ernestmaas55
@lex89691932
@zabutariq
@sy2526sy
@markred17
@vojnaslo91
@tonnyadamms
@ne_ober

Top Tweeters in G10:
@nytimes
@slackhq
@ilpost
@makeupafrica_
@ashleysepia
@msoares
@seh
@richipinto
@pablolarah
@ghostwhowrites


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