#dataviz, Twitter, 8/17/2022 1:22:51 PM, 280218


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#dataviz Twitter NodeXL SNA Map and Report for Wednesday, 17 August 2022 at 12:13 UTC
#dataviz Twitter NodeXL SNA Map and Report for Wednesday, 17 August 2022 at 12:13 UTC
From:
SMRFoundation
Uploaded on:
August 17, 2022
Short Description:
#dataviz via NodeXL https://bit.ly/3K0dAip
@dr_xeo
@rosanaferrero
@rubenbmathisen
@dashboarddr
@rstatstweet
@codewithtwitchi
@clauswilke
@blackstembot
@mbarber83
@ray_ux

Top hashtags:
#dataviz
#rstats
#datascience
#drought
#data
#python
#analytics
#machinelearning

Description:
Description
The graph represents a network of 9,176 Twitter users whose recent tweets contained "#dataviz", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 17 August 2022 at 13:05 UTC.

The tweets in the network were tweeted over the 9-day, 15-hour, 37-minute period from Sunday, 07 August 2022 at 20:28 UTC to Wednesday, 17 August 2022 at 12:06 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 : 9176
Unique Edges : 15004
Edges With Duplicates : 6149
Total Edges : 21153
Number of Edge Types : 5
Retweet : 11641
Tweet : 1127
MentionsInRetweet : 6870
Mentions : 1418
Replies to : 97
Self-Loops : 1214
Reciprocated Vertex Pair Ratio : 0.0147770860843866
Reciprocated Edge Ratio : 0.0291238071632173
Connected Components : 343
Single-Vertex Connected Components : 157
Maximum Vertices in a Connected Component : 8277
Maximum Edges in a Connected Component : 19580
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.933116
Graph Density : 0.000191685928699201
Modularity : 0.650056
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 9,176 Twitter users whose recent tweets contained "#dataviz", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 17 August 2022 at 13:05 UTC.

The tweets in the network were tweeted over the 9-day, 15-hour, 37-minute period from Sunday, 07 August 2022 at 20:28 UTC to Wednesday, 17 August 2022 at 12:06 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 : TwitterSearch
Graph Term : #dataviz
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[682] https://clauswilke.com/dataviz/
[247] https://mlu-explain.github.io/logistic-regression/
[165] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[148] https://bookdown.org/alapo/learnr/data-visualisation.html
[102] https://www.theinsaneapp.com/2020/12/free-data-science-books-pdf.html
[94] https://fbxasia.com/cgi-sys/suspendedpage.cgi
[85] https://tweetedtimes.com/almacardi
[82] https://www.maximaformacion.es/blog-ciencia-datos/9-sitios-web-en-los-que-aprender-mas-sobre-estadistica-y-r-software/
[74] https://www.behance.net/gallery/149385617/A-year-of-Data-Visualization
[72] https://github.com/MI2-Education/2021Z-DataVisualizationTechniques

Top URLs in Tweet in G1:
[5] https://nellomaps.com/2022/08/06/small-multiple-map/
[3] https://time.com/6205684/major-drought-hits-europe/
[2] https://twitter.com/dr_xeo/status/1508703043768004609?s=20&t=H2AeWhQZCEUR5_VxMtF6DA
[2] https://twitter.com/dr_xeo/status/1558789225327345664
[2] https://twitter.com/EmilDimanchev/status/1559535318029799425
[2] https://twitter.com/physorg_com/status/1557442353333510144
[1] https://twitter.com/dr_xeo/status/1559549923703537664
[1] https://nightingaledvs.com/the-declutter-and-focus-concepts-popular-academic-opinions-or-effective-design-principles/
[1] https://www.techtarget.com/searchbusinessanalytics/tip/steps-to-improve-data-visualization-literacy
[1] https://domoorewithdata.com/2022/08/11/data-viz-lessons-i-learned-in-art-school/

Top URLs in Tweet in G2:
[628] https://clauswilke.com/dataviz/
[119] https://bookdown.org/alapo/learnr/data-visualisation.html
[62] https://www.maximaformacion.es/blog-ciencia-datos/9-sitios-web-en-los-que-aprender-mas-sobre-estadistica-y-r-software/
[61] https://es.r4ds.hadley.nz/an%C3%A1lisis-exploratorio-de-datos-eda.html
[51] https://exts.ggplot2.tidyverse.org/
[45] https://ggplot2.tidyverse.org/reference/ggtheme.html
[40] https://cran.r-project.org/web/packages/esquisse/vignettes/get-started.html
[40] https://github.com/calligross/ggthemeassist
[40] https://github.com/yonicd/ggedit
[34] https://www.programmingwithr.com/how-to-create-animated-bar-race-charts-in-r/

Top URLs in Tweet in G3:
[228] https://mlu-explain.github.io/logistic-regression/
[101] https://www.theinsaneapp.com/2020/12/free-data-science-books-pdf.html
[94] https://fbxasia.com/cgi-sys/suspendedpage.cgi
[85] https://tweetedtimes.com/almacardi
[65] https://www.behance.net/gallery/149385617/A-year-of-Data-Visualization
[42] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[41] https://www.datasciencecentral.com/profiles/blogs/free-2-900-page-book-about-pandas
[37] https://github.com/fahad-mirza/distribution_sideplot_group_overlay_stata
[35] https://www.amazon.com/Better-Data-Visualizations-Scholars-Researchers/dp/0231193114?&linkCode=sl1&tag=kirkdborne-20&linkId=1f36be207a3eccd9edda0e0d0e90cd45&language=en_US&ref_=as_li_ss_tl
[32] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6876635/

Top URLs in Tweet in G4:
[1] https://www.tumblr.com/blog/view/datarep/692754109569302528?source=share
[1] https://www.tumblr.com/blog/view/datarep/692366166841245696?source=share
[1] https://twitter.com/rubenbmathisen/status/1556387724793466893

Top URLs in Tweet in G5:
[39] https://github.com/MI2-Education/2021Z-DataVisualizationTechniques
[31] https://cmdlinetips.com/2021/05/tips-to-customize-text-color-font-size-in-ggplot2-with-element_text/
[24] https://github.com/EmilHvitfeldt/ferriswheels
[23] https://github.com/rfordatascience/tidytuesday/blob/master/README.md
[23] https://clauswilke.com/dataviz/
[22] https://github.com/Jazzalchemist/TidyTuesday/blob/master/Week%2031%202022/Oregon%20Spotted%20Frog.r
[17] https://labs.ala.org.au/posts/2022-07-22_sample-bias/
[17] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcustomize-your-ggplot2-bar-graph-5-ways-to-instantly-improve-your-r-data-visualizations-f9c11dfe0163
[17] https://link.medium.com/vzIcO6KRosb
[17] https://www.youtube.com/watch?v=r3uKkmU4VQE&feature=youtu.be


Top URLs in Tweet in G6:
[122] https://griddb.net/en/blog/tracking-air-quality-in-los-angeles-with-griddb-tableau/
[26] https://public.tableau.com/app/profile/abdulsamad.abdulsalam/viz/shared/8M7FK85GQ
[25] https://public.tableau.com/app/profile/abdulsamad.abdulsalam/viz/covid_16272054285610/MM2021W9
[23] https://github.com/mitchellkrogza/Phishing.Database
[21] https://public.tableau.com/app/profile/abdulsamad.abdulsalam/viz/TheStartupQuadrant_16370785866540/TheStartupQuadrant
[18] https://public.tableau.com/app/profile/jeff.plattner4532/viz/TableauDashboardLayoutTemplates/a_1
[12] https://griddb.net/en/blog/create-interactive-dashboard-with-streamlit-python-and-griddb/
[11] https://griddb.net/en/blog/geospatial-querying-using-geohashes-and-griddb/
[10] https://griddb.net/en/blog/predictive-maintenance-with-python-and-griddb/
[9] https://blog.streamlit.io/built-in-charts-get-a-new-look-and-parameters/

Top URLs in Tweet in G8:
[40] https://bryanwhiting.github.io/dsnews/
[10] https://www.economist.com/graphic-detail/2021/03/15/young-people-stand-to-make-dismal-returns-on-their-investments
[10] https://www.economist.com/graphic-detail/2021/04/06/the-imf-boosts-global-growth-forecasts-for-the-second-time-this-year
[10] https://www.economist.com/graphic-detail/tracking-coronavirus-across-the-world
[10] https://www.economist.com/graphic-detail/2021/01/29/why-penalties-are-becoming-more-common-in-elite-football
[7] https://www.upwork.com/services/product/google-data-studio-reports-for-your-website-search-console-google-ads-1350113375819354112
[6] https://systemsdigest.com/organisations/databox
[5] https://www.youtube.com/watch?v=FlIlX88hV7c&feature=youtu.be

[4] https://www.chi2innovations.com/blog/discover-visualisation-blog-series/the-one-sure-fire-path-to-the-best-data-visualisation/
[4] https://www.amazon.com/Computer-Graphics-Tutorial-Walkthrough-Education-ebook/dp/B08X3S68PK?dchild=1&keywords=cuda+education+buffer&qid=1615430168&s=digital-text&sr=1-2&linkCode=sl1&tag=nickdancriddr-20&linkId=34aff0cbfb4cda07f0e04c11c2db26d9&language=en_US&ref_=as_li_ss_tl

Top URLs in Tweet in G9:
[17] https://nightingaledvs.com/starting-out-in-data-visualization-today/
[11] https://nightingaledvs.com/the-declutter-and-focus-concepts-popular-academic-opinions-or-effective-design-principles/
[9] https://www.storytellingwithdata.com/blog/how-do-i-give-an-unbiased-recommendation-to-my-analysis
[7] https://www.routledge.com/Making-With-Data-Physical-Design-and-Craft-in-a-Data-Driven-World/Huron-Nagel-Oehlberg-Willett/p/book/9781032182223
[6] https://www.eventbrite.com/e/careers-in-data-visualization-amanda-makulec-tickets-398939818737
[6] https://lockton.referrals.selectminds.com/jobs/data-visualization-analyst-5219
[4] https://twitter.com/dr_xeo/status/1558789225327345664
[4] https://www.eventbrite.com/e/choosing-a-dataviz-type-tickets-389972657717
[4] https://twitter.com/makingwithdata/status/1559552429447909376
[4] https://nightingaledvs.com/embracing-mobile-to-make-your-data-visualizations-more-equitable/

Top URLs in Tweet in G10:
[14] https://www.joshuastevens.net/portfolio/
[9] https://www.ft.com/content/16eda8d8-47a7-4dcf-ae64-f85c8721a900
[6] https://www.anychart.com/blog/2022/08/12/history-indicators-patterns-effects/
[6] https://www.anychart.com/blog/2022/08/15/mosaic-plot/
[5] https://attilabatorfy.com
[4] https://www.anychart.com/blog/2022/08/05/bringing-data-to-life/
[4] https://www.visualcapitalist.com/cp/comparing-gun-laws-and-gun-related-deaths-across-america/
[4] http://nodegoat.net/blog.p/82.m/14/a-wikidatadbpedia-geography-of-violence
[3] https://earthobservatory.nasa.gov/images/150025/measuring-wars-effect-on-a-global-breadbasket
[3] https://www.ft.com/content/1a63e79f-4ec5-43c0-aca0-723624fd5294

Top Domains
Top Domains in Tweet in Entire Graph:
[708] github.com
[682] clauswilke.com
[474] twitter.com
[422] github.io
[239] griddb.net
[159] youtube.com
[156] tableau.com
[152] bookdown.org
[139] medium.com
[133] maximaformacion.es

Top Domains in Tweet in G1:
[10] twitter.com
[5] nellomaps.com
[3] time.com
[1] nightingaledvs.com
[1] techtarget.com
[1] domoorewithdata.com
[1] jobbnorge.no
[1] nytimes.com

Top Domains in Tweet in G2:
[628] clauswilke.com
[119] bookdown.org
[96] tidyverse.org
[94] github.com
[92] maximaformacion.es
[61] hadley.nz
[40] r-project.org
[34] twitter.com
[34] programmingwithr.com
[33] arxiv.org

Top Domains in Tweet in G3:
[267] github.io
[206] twitter.com
[141] github.com
[102] tweetedtimes.com
[101] theinsaneapp.com
[94] fbxasia.com
[76] griddb.net
[65] youtube.com
[65] behance.net
[58] datasciencecentral.com

Top Domains in Tweet in G4:
[2] tumblr.com
[1] twitter.com

Top Domains in Tweet in G5:
[307] github.com
[72] medium.com
[59] youtube.com
[49] twitter.com
[42] github.io
[31] cmdlinetips.com
[23] clauswilke.com
[21] netlify.app
[20] tidyverse.org
[19] org.au

Top Domains in Tweet in G6:
[161] griddb.net
[123] tableau.com
[25] github.com
[18] streamlit.io
[16] zebrabi.com
[9] twitter.com
[6] youtube.com
[4] edwardtufte.com
[3] github.io
[3] moz.com

Top Domains in Tweet in G8:
[41] github.io
[40] economist.com
[36] cityofnewyork.us
[25] twitter.com
[18] chi2innovations.com
[11] coviz.org
[10] youtube.com
[7] medium.com
[7] upwork.com
[7] systemsdigest.com

Top Domains in Tweet in G9:
[34] nightingaledvs.com
[21] twitter.com
[14] storytellingwithdata.com
[10] eventbrite.com
[7] routledge.com
[6] selectminds.com
[6] sbee.link
[3] github.com
[2] payhip.com
[2] linkedin.com

Top Domains in Tweet in G10:
[18] anychart.com
[16] ft.com
[14] joshuastevens.net
[6] attilabatorfy.com
[4] visualcapitalist.com
[4] nodegoat.net
[4] twitter.com
[3] nasa.gov
[2] fiverr.com
[1] bookdown.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[12939] dataviz
[6154] rstats
[4565] datascience
[2970] drought
[2426] data
[2369] python
[2280] analytics
[2190] machinelearning
[1994] ai
[1863] bigdata



Top Hashtags in Tweet in G1:
[2963] dataviz
[2933] rstats
[2852] drought
[34] rspatial
[27] oladecalor
[15] maps
[10] germany
[7] portfolioday
[5] geografia
[5] arcgispro

Top Hashtags in Tweet in G2:
[1323] dataviz
[1276] datascience
[1243] data
[1097] rstats
[454] stats
[433] analytics
[212] statistics
[178] datavisualization
[94] machinelearning
[87] bigdata

Top Hashtags in Tweet in G3:
[3370] dataviz
[2749] datascience
[1993] python
[1938] machinelearning
[1871] ai
[1737] bigdata
[1719] analytics
[1608] 100daysofcode
[1559] iot
[1108] codenewbie

Top Hashtags in Tweet in G4:
[838] dataviz
[12] drought
[12] rstats
[1] socialjusticemath
[1] inequality
[1] economics

Top Hashtags in Tweet in G5:
[1151] dataviz
[1034] rstats
[379] ggplot2
[347] tidytuesday
[252] datascience
[194] tidyverse
[106] data
[103] datavisualization
[99] python
[77] r4ds

Top Hashtags in Tweet in G6:
[459] dataviz
[161] griddb
[161] python
[122] la
[122] iot
[122] losangeles
[116] tableau
[75] powerbi
[67] dataanalytics
[60] datafam

Top Hashtags in Tweet in G7:
[199] dataviz
[2] drought
[2] rstats

Top Hashtags in Tweet in G8:
[319] dataviz
[37] nyc
[32] data
[24] datavisualization
[23] datascience
[17] analytics
[13] dataanalytics
[11] python
[11] covid19
[11] coronavirus

Top Hashtags in Tweet in G9:
[193] dataviz
[22] rstats
[9] drought
[8] geografia
[7] sequia
[7] escasez
[7] agua
[7] physicalization
[6] vizcareers
[6] tableau

Top Hashtags in Tweet in G10:
[212] dataviz
[87] datascience
[71] datavisualization
[66] maps
[59] rstats
[52] python
[49] gis
[41] map
[35] data
[31] matplotlib

Top Words
Top Words in Tweet in Entire Graph:
[13511] #dataviz
[6553] #rstats
[5913] anomaly
[5531] data
[4910] #datascience
[3558] less
[3508] 2022
[3294] map
[3290] negative
[3235] average

Top Words in Tweet in G1:
[5690] anomaly
[2963] #dataviz
[2933] #rstats
[2915] 2022
[2864] 12
[2852] #drought
[2851] years
[2851] river
[2851] discharge
[2850] map

Top Words in Tweet in G2:
[1576] datos
[1485] #dataviz
[1430] #datascience
[1357] #data
[1273] #rstats
[713] web
[688] libro
[661] visualización
[649] historia
[631] clauswilke

Top Words in Tweet in G3:
[3586] #dataviz
[2908] #datascience
[2153] #python
[2029] #machinelearning
[1923] #ai
[1854] #bigdata
[1822] #analytics
[1760] #100daysofcode
[1636] #iot
[1147] #codenewbie

Top Words in Tweet in G4:
[1254] people
[1214] wealth
[1056] 10
[1017] person
[838] #dataviz
[678] each
[611] less
[580] hours
[394] big
[359] between

Top Words in Tweet in G5:
[1220] #dataviz
[1087] #rstats
[456] data
[408] #ggplot2
[343] #tidytuesday
[277] #datascience
[213] code
[202] #tidyverse
[191] week
[191] ferris

Top Words in Tweet in G6:
[481] #dataviz
[304] data
[162] #python
[161] tableau
[161] #griddb
[142] read
[140] visualize
[131] see
[124] used
[123] help

Top Words in Tweet in G7:
[394] whatever
[394] wanted
[199] #dataviz
[199] data
[197] asked
[197] students
[197] make
[197] viz
[197] favorite
[4] anomaly

Top Words in Tweet in G8:
[319] #dataviz
[74] more
[54] data
[46] see
[42] detail
[41] graphic
[38] source
[37] #nyc
[32] #data
[29] map

Top Words in Tweet in G9:
[194] #dataviz
[77] data
[63] gallery
[49] one
[45] show
[41] first
[37] come
[36] happening
[36] screen
[33] tech

Top Words in Tweet in G10:
[218] #dataviz
[136] map
[87] #datascience
[71] #datavisualization
[66] #maps
[60] #rstats
[53] #python
[52] data
[49] #gis
[47] using

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3606] #rstats,#dataviz
[2969] august,12
[2969] 12,2022
[2964] river,discharge
[2963] discharge,anomaly
[2955] #drought,500
[2954] 500,years
[2949] worst,#drought
[2949] years,europe
[2949] europe,river

Top Word Pairs in Tweet in G1:
[2880] #rstats,#dataviz
[2851] river,discharge
[2850] discharge,anomaly
[2842] #drought,500
[2841] worst,#drought
[2841] 500,years
[2841] years,europe
[2841] europe,river
[2840] single,map
[2840] map,worst

Top Word Pairs in Tweet in G2:
[752] #datascience,#rstats
[719] #data,#datascience
[718] #dataviz,#data
[659] visualización,datos
[627] libro,sitio
[627] sitio,web
[627] web,gratuito
[627] gratuito,fundamentos
[627] fundamentos,visualización
[627] datos,guía

Top Word Pairs in Tweet in G3:
[1020] #machinelearning,#iot
[903] #bigdata,#analytics
[889] #iot,#dataviz
[884] #codenewbie,#reactjs
[880] #datascience,#python
[863] #python,#digitaltransformation
[863] #digitaltransformation,#machinelearning
[855] #100daysofcode,#codenewbie
[823] #dataviz,#100daysofcode
[778] #reactjs,#bigdata

Top Word Pairs in Tweet in G4:
[536] 10,people
[339] simple,illustration
[339] illustration,wealth
[339] wealth,inequality
[339] inequality,2021
[339] 2021,10
[339] people,earth
[339] earth,wealth
[339] wealth,split
[339] split,person

Top Word Pairs in Tweet in G5:
[441] #rstats,#dataviz
[202] #rstats,#ggplot2
[156] ferris,wheels
[132] #rstats,#datascience
[132] data,visualization
[115] #dataviz,#rstats
[110] #dataviz,#ggplot2
[102] #tidyverse,#dataviz
[86] code,#rstats
[85] #datascience,#python

Top Word Pairs in Tweet in G6:
[140] visualize,data
[122] analyzed,air
[122] air,quality
[122] quality,data
[122] data,gathered
[122] gathered,epa
[122] epa,#la
[122] #la,county
[122] county,see
[122] see,effects

Top Word Pairs in Tweet in G7:
[197] asked,#dataviz
[197] #dataviz,students
[197] students,make
[197] make,whatever
[197] whatever,viz
[197] viz,wanted
[197] wanted,whatever
[197] whatever,data
[197] data,wanted
[197] wanted,favorite

Top Word Pairs in Tweet in G8:
[40] graphic,detail
[40] detail,#dataviz
[40] #dataviz,see
[40] see,more
[36] source,#nyc
[36] #nyc,#dataviz
[19] map,source
[14] #dataviz,#datavisualization
[13] covid,19
[11] #coronavirus,#stayhome

Top Word Pairs in Tweet in G9:
[32] omg,happening
[32] happening,having
[32] having,first
[32] first,one
[32] one,night
[32] night,show
[32] show,imagine
[32] imagine,#dataviz
[32] #dataviz,story
[32] story,instead

Top Word Pairs in Tweet in G10:
[40] power,cables
[31] #maps,#rstats
[31] #rstats,#datascience
[31] #python,using
[31] using,#matplotlib
[31] #matplotlib,#numpy
[30] #dataviz,#data
[29] #dataviz,#maps
[29] made,#python
[29] #numpy,#datascience

Top Replied-To
Top Replied-To in Entire Graph:
@coschris4
@minsa_peru
@seqanalysisassn
@rvp
@sandboxsport
@justintrudeau
@matplotlib
@bonnconvention
@ecnice
@rosanaferrero

Top Replied-To in G2:
@rosanaferrero

Top Replied-To in G3:
@coschris4
@rvp
@matplotlib
@redhat
@__mharrison__
@jburnmurdoch
@medical_vet_art

Top Replied-To in G5:
@seqanalysisassn
@ecnice
@bonnconvention
@mdancho84
@silvinapugliese
@pdrmnvd
@foodpolicy_jhu
@khuyentran16
@quinnanya
@t_weissgerber

Top Replied-To in G9:
@calebtru
@sallycol
@sxywu

Top Replied-To in G10:
@minsa_peru

Top Mentioned
Top Mentioned in Entire Graph:
@clauswilke
@ingliguori
@erinbugbee
@tableau
@epa
@emil_hvitfeldt
@mlb
@mlbstats
@shi4tech
@kalydeoo

Top Mentioned in G1:
@dr_xeo
@ignspain
@universidadeusc
@copernicuseu
@aemet_esp
@age_oficial
@colegeografos
@copernicusems
@magalireghezza
@hazizaemma

Top Mentioned in G2:
@clauswilke
@1littlecoder
@lucystats
@rdpeng
@stephaniehicks
@d4tagirl
@laliga
@cl_rothschild
@rosanaferrero
@savetonotion

Top Mentioned in G3:
@ingliguori
@erinbugbee
@theinsaneapp
@cloudpreacher
@mais_abusalah
@lnbcore
@epa
@tableau
@wesmckinn
@tut_ml

Top Mentioned in G4:
@rubenbmathisen

Top Mentioned in G5:
@emil_hvitfeldt
@patilindrajeets
@cedscherer
@alicjagosiewska
@hbaniecki
@tanya_shapiro
@r4dscommunity
@tdatascience
@clauswilke
@unisaacarroyov

Top Mentioned in G6:
@tableau
@epa
@tableaupublic
@streamlit
@kaggle
@itselisadavis
@coursera
@readysetdata
@epleysamuel
@vizbymoon

Top Mentioned in G8:
@hamza_zaman_

Top Mentioned in G9:
@datavizsociety
@storywithdata
@copernicuseu
@stevefranconeri
@ehricks
@dr_xeo
@aemet_esp
@age_oficial
@colegeografos
@aeaweb

Top Mentioned in G10:
@emikoterazono
@creativerrr
@avoiland
@columbiaclimate
@nasaearthdata
@ciesin
@jscarto
@elonmusk
@digitalcampbell
@theboysmithy

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@hrblock_21
@codedailybot
@cybersecurityn8
@serendipitysays
@javascriptd
@_redfrog
@lizditz

Top Tweeters in G1:
@_redfrog
@lizditz
@derekjohnbryant
@ansisegle
@scheerenberger
@ken_crichlow
@avonan
@milatrud11
@hackneywick
@tamborras

Top Tweeters in G2:
@gonzalobarria
@urbanosoax
@designthinkbot
@prometeonews
@moisomedrano
@mgonzov
@germinans
@alexandermalaga
@ajem_mx
@taucetinet

Top Tweeters in G3:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@fabriciosx
@rvp
@bcci
@rahul05ranjan
@codewithtwitchi

Top Tweeters in G4:
@southerngemgal
@hommeebene1998
@danielocl
@yusei59159
@bvdsteel
@playmogeek
@dkpolparrot
@maelysdervenn
@chidalgo
@alezetab

Top Tweeters in G5:
@conjja
@rstatstweet
@savetonotion
@academicchatter
@publichealthmap
@djobling
@bbbcccnnn
@olivermathenge
@thjr19
@xdiegoramirezx

Top Tweeters in G6:
@raumunz
@dataaugmented
@pandorikax7_al
@nomanakbar18
@obuasi_sarkodie
@greentechdon
@harden_ken
@fastcompany
@zzsheyn
@belkasmimohamm2

Top Tweeters in G7:
@squizzradical
@polit_europines
@broyletim
@thatreddevil
@lastpositivist
@unfortunatalie
@saralang
@cbokhove
@ifonlyella
@cd_fuller

Top Tweeters in G8:
@biconnections
@mougendi
@femalemsktr
@cudaeducation
@rimwellc
@sixandlaura
@strategy_gal
@twitto_be
@statsepi
@nh_shapiro

Top Tweeters in G9:
@kelene_k
@axios
@albertocairo
@aemet_esp
@puntofisso
@copernicuseu
@hyounpark
@hugo_lz
@reconbot
@sailorhg

Top Tweeters in G10:
@javascriptd
@marypcbuk
@hephaistos_ai
@ft
@geographerdc
@alex_jyyy
@tkarasik
@tamihalcomb
@drtrkulja
@vparrillaaixela


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