data visualization, Twitter, 9/27/2019 2:59:58 AM, 211144
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data visualization_2019-09-26_19-38-06.xlsx
data visualization_2019-09-26_19-38-06.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
September 27, 2019
Short Description:
data visualization via NodeXL http://bit.ly/2nGQWWo
@albertocairo
@theeconomist
@grjenkin
@akdm_bot
@justbementalist
@datadude14
@utknightcenter
@chidambara09
@rosental
@gp_pulipaka

Top hashtags:
#data
#dataviz
#visualization
#datascience
#bigdata
#datavisualization

Description:
Description
The graph represents a network of 5,040 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 Friday, 27 September 2019 at 02:39 UTC.

The requested start date was Friday, 27 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 7-day, 10-hour, 10-minute period from Thursday, 19 September 2019 at 07:12 UTC to Thursday, 26 September 2019 at 17:22 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 : 5040
Unique Edges : 6669
Edges With Duplicates : 884
Total Edges : 7553
Number of Edge Types : 3
Tweet : 1281
Mentions : 6060
Replies to : 212
Self-Loops : 1281
Reciprocated Vertex Pair Ratio : 0.0231085244779185
Reciprocated Edge Ratio : 0.0451731637945458
Connected Components : 1104
Single-Vertex Connected Components : 593
Maximum Vertices in a Connected Component : 1787
Maximum Edges in a Connected Component : 3289
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.515834
Graph Density : 0.000235346834374419
Modularity : 0.7911
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[46] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[35] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[33] https://school.geekwall.in/p/S1vDAFLfS/the-next-level-of-data-visualization-in-python
[30] https://venturebeat.com/2019/09/19/magic-leap-shows-off-free-concept-apps-with-ar-data-visualization/
[27] https://www.kdnuggets.com/2019/08/simpliv-data-visualization-data-analyst.html
[24] https://journalismcourses.org/DATA0819.html
[24] https://heremaps.github.io/harp.gl
[22] https://www.kdnuggets.com/2018/12/machine-learning-data-visualization-deep-learning-tools.html
[20] https://www.r-bloggers.com/how-to-build-analytics-platforms-part-5-data-visualization-and-reliable-results/
[20] http://www.datasciencecentral.com/profiles/blogs/data-science-summarized-in-one-picture?utm_content=buffer6da62&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[15] https://venturebeat.com/2019/09/19/magic-leap-shows-off-free-concept-apps-with-ar-data-visualization/
[10] https://www.healthcareitnews.com/news/how-hhs-innovating-data-aggregation-and-visualization-boost-pop-health
[10] https://school.geekwall.in/p/S1vDAFLfS/the-next-level-of-data-visualization-in-python
[8] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[6] https://zpy.io/ca/f0e6f0ec
[6] https://zpy.io/ca/3afdeac2
[5] http://Kumo.io
[4] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[4] https://www.fastcompany.com/90405797/the-story-behind-the-viral-graphic-that-electrified-the-climate-movement
[4] http://go.codetrick.net/bb55655f09

Top URLs in Tweet in G3:
[26] https://www.kdnuggets.com/2019/08/simpliv-data-visualization-data-analyst.html
[20] https://www.kdnuggets.com/2018/12/machine-learning-data-visualization-deep-learning-tools.html
[20] http://www.datasciencecentral.com/profiles/blogs/data-science-summarized-in-one-picture?utm_content=buffer6da62&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] https://school.geekwall.in/p/S1vDAFLfS/the-next-level-of-data-visualization-in-python
[17] https://www.r-bloggers.com/how-to-build-analytics-platforms-part-5-data-visualization-and-reliable-results/
[16] https://www.datasciencecentral.com/profiles/blogs/why-every-data-science-aspirant-should-learn-data-visualization
[14] http://tweetedtimes.com/topic/BrianBBrian/data-visualization?s=tnp
[13] https://www.r-bloggers.com/?p=186845
[10] https://medium.com/better-programming/handy-data-visualization-functions-in-matplotlib-seaborn-to-speed-up-your-eda-241ba0a9c47d
[10] -

Top URLs in Tweet in G4:
[38] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[21] https://journalismcourses.org/DATA0819.html
[14] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[5] https://twitter.com/i/web/status/1176200060989837313
[2] https://twitter.com/Antzee_/status/1176036157462929409
[2] https://dataanddragons.wordpress.com/2019/09/24/glass-benches-genre-and-minimalism-in-data-visualization/
[2] http://www.sthda.com/english/wiki/ggplot2-pie-chart-quick-start-guide-r-software-and-data-visualization
[2] https://www.meetup.com/Atlanta-Data-Viz/events/263674526/
[2] https://www.washingtonpost.com/graphics/2019/politics/impeachment-support-house-democrats/?tid=ss_tw
[2] https://www.crazyegg.com/blog/introducing-the-free-google-analytics-powered-heatmap-a-crazy-egg-experiment-in-data-visualization/

Top URLs in Tweet in G5:
[3] https://theconversation.com/showyourstripes-how-climate-data-became-a-cultural-icon-123457
[2] https://www.economist.com/leaders/2019/09/19/the-climate-issue
[1] https://twitter.com/callanbentley/status/1175534604863717377
[1] https://twitter.com/huprice/status/1143904615538106369?s=12
[1] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html

Top URLs in Tweet in G6:
[8] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[3] https://medium.com/nightingale/the-day-i-thought-i-misled-the-president-of-the-united-states-a-comedic-visualization-tale-5614eeed6d5c
[2] https://www.eventbrite.com/e/data-visualization-society-nyc-meet-up-september-tickets-67919871163
[2] https://biztechmagazine.com/article/2019/08/why-it-business-leaders-need-know-how-present-data-visualization?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://towardsdatascience.com/ultimate-beginners-guide-to-scraping-and-cleaning-twitter-data-a64e4aaa9343?source=ifttt--------------1
[2] https://migration.iom.int/
[2] https://gijn.org/2019/09/19/gijns-data-journalism-top-10-plastic-mountains-sharpiegate-stopwatch-analysis-collaborative-software/
[1] https://www.datavisualizationsociety.com/join
[1] https://twitter.com/NevianaZhgaba/status/1176684820849725440
[1] https://medium.com/nightingale/michelle-rials-new-book-dreams-of-being-on-your-coffee-table-8d4cde6bf99

Top URLs in Tweet in G7:
[1] https://public.tableau.com/profile/igor2610#!/vizhome/UCIWCYorkshire2019TimeTrialvisualization/Dashboard1?publish=yes
[1] https://public.tableau.com/en-us/s/viz-of-the-day/subscribe?utm_medium=Social&utm_source=Twitter
[1] https://www.tableau.com/about/blog/2019/9/3-storytelling-color-tips-improve-your-data-visualization?utm_campaign=Nurture-CORE-ALL-ALL-ALL-ALL&utm_medium=Social&utm_source=Twitter
[1] https://vizjockey.com/2019/09/20/visualizing-pl-statements-in-tableau/
[1] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[1] https://usergroups.tableau.com/fallpiedmonttriadareatug
[1] https://neo4j.com/sandbox-v2/
[1] https://twitter.com/JacopoOttaviani/status/1174648239716470785
[1] https://www.tableau.com/about/blog/2019/9/3-storytelling-color-tips-improve-your-data-visualization

Top URLs in Tweet in G8:
[8] https://training.talkpython.fm/courses/explore_100days_in_python/100-days-of-code-in-python?s=pybites
[7] https://www.codewall.co.uk/the-best-javascript-data-visualization-charting-libraries/?utm_source=CWTwitter&utm_medium=social
[6] https://onlinecoursereviewsbest.blogspot.com/2019/09/the-complete-tableau-bootcamp-for-data.html
[3] https://school.geekwall.in/p/S1vDAFLfS/the-next-level-of-data-visualization-in-python
[3] https://twitter.com/JJackson_RN/status/1176805039874162688
[3] https://cousesites.blogspot.com/2019/09/python-3-data-visualization-recipes.html
[2] https://training.galaxyproject.org/topics/transcriptomics/tutorials/ref-based/tutorial.html
[1] https://okt.to/vCazWh
[1] https://wellpaid.io/job/egrove-systems-corporation-data-visualization-engineer-indeedus-08210b71fa175a03
[1] https://teespring.com/stores/data-visualization-society

Top URLs in Tweet in G10:
[1] http://flagstories.co/post/132213961773/how-old-are-national-flags#132213961773
[1] https://twitter.com/jadiehm/status/1174823019698708481

Top Domains
Top Domains in Tweet in Entire Graph:
[158] twitter.com
[80] medium.com
[77] kdnuggets.com
[69] datasciencecentral.com
[51] thefunctionalart.com
[50] venturebeat.com
[44] geekwall.in
[38] utexas.edu
[36] zpy.io
[34] r-bloggers.com

Top Domains in Tweet in G1:
[43] twitter.com
[26] medium.com
[20] venturebeat.com
[18] linkedin.com
[13] geekwall.in
[12] zpy.io
[11] healthcareitnews.com
[10] utexas.edu
[10] learnstartup.net
[9] youtube.com

Top Domains in Tweet in G3:
[68] kdnuggets.com
[62] datasciencecentral.com
[31] r-bloggers.com
[22] geekwall.in
[19] medium.com
[17] twitter.com
[14] tweetedtimes.com
[10] zpy.io
[8] nzzl.us
[8] nuzzel.com

Top Domains in Tweet in G4:
[39] thefunctionalart.com
[22] journalismcourses.org
[15] utexas.edu
[14] twitter.com
[3] wordpress.com
[3] meetup.com
[2] sthda.com
[2] washingtonpost.com
[2] crazyegg.com
[2] tweetedtimes.com

Top Domains in Tweet in G5:
[3] theconversation.com
[2] economist.com
[2] twitter.com
[1] thefunctionalart.com

Top Domains in Tweet in G6:
[9] medium.com
[8] utexas.edu
[4] twitter.com
[3] iom.int
[3] gijn.org
[2] eventbrite.com
[2] datavisualizationsociety.com
[2] biztechmagazine.com
[2] towardsdatascience.com
[1] journalismcourses.org

Top Domains in Tweet in G7:
[5] tableau.com
[1] vizjockey.com
[1] thefunctionalart.com
[1] neo4j.com
[1] twitter.com

Top Domains in Tweet in G8:
[9] blogspot.com
[8] talkpython.fm
[7] co.uk
[3] geekwall.in
[3] twitter.com
[2] galaxyproject.org
[1] okt.to
[1] wellpaid.io
[1] teespring.com
[1] healthdata.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[354] data
[275] dataviz
[230] visualization
[207] datascience
[182] bigdata
[132] datavisualization
[128] analytics
[119] python
[96] machinelearning
[92] ai



Top Hashtags in Tweet in G1:
[74] data
[46] visualization
[39] dataviz
[27] datavisualization
[27] python
[17] bigdata
[15] datascience
[14] javascript
[13] analytics
[12] ad

Top Hashtags in Tweet in G2:
[3] temperature
[1] datavisualization
[1] climatechange

Top Hashtags in Tweet in G3:
[142] bigdata
[118] datascience
[74] machinelearning
[73] dataviz
[61] ai
[54] rstats
[52] iot
[51] analytics
[49] programming
[41] python

Top Hashtags in Tweet in G4:
[59] dataviz
[40] datajournalism
[39] ddj
[38] infographics
[38] data
[19] journalism
[12] albertocairodatavizclass
[5] visualization
[3] datavisualization
[3] measure

Top Hashtags in Tweet in G5:
[3] climateaction
[2] climatestrike
[1] gsa19
[1] datavisualization
[1] dataviz
[1] infographics
[1] ddj
[1] datajournalism
[1] bbl
[1] bronx

Top Hashtags in Tweet in G6:
[11] data
[10] visualization
[9] journalism
[8] dataviz
[5] climateweek
[5] climateviz
[4] datavisualization
[4] ddj
[2] europe
[2] migration

Top Hashtags in Tweet in G7:
[20] votd
[13] encode19
[3] uciworldchampionships
[3] yorkshire2019
[3] dataviz
[2] datavisualization
[1] cycling
[1] tableau
[1] infographics
[1] ddj

Top Hashtags in Tweet in G8:
[31] 100daysofcode
[28] rnaseq
[28] usegalaxy
[10] php
[9] nodejs
[8] developer
[7] node
[7] webdevelopment
[6] business
[6] frontend

Top Words
Top Words in Tweet in Entire Graph:
[4657] Words in Sentiment List#1: Positive
[1476] Words in Sentiment List#2: Negative
[29] Words in Sentiment List#3: Angry/Violent
[100724] Non-categorized Words
[106857] Total Words
[4947] data
[3851] visualization
[761] temperature
[644] amazing
[554] free

Top Words in Tweet in G1:
[748] data
[594] visualization
[74] #data
[68] new
[61] tools
[55] free
[53] s
[47] more
[46] #visualization
[44] python

Top Words in Tweet in G2:
[532] data
[532] visualization
[531] anomalies
[531] country
[531] 1880
[531] amazing
[531] scary
[530] anttilip
[528] temperature
[527] robertoglezcano

Top Words in Tweet in G3:
[529] data
[405] visualization
[142] #bigdata
[118] #datascience
[86] tools
[74] #machinelearning
[73] python
[73] #dataviz
[73] more
[61] #ai

Top Words in Tweet in G4:
[413] data
[385] free
[328] journalism
[250] visualization
[206] new
[198] online
[175] course
[171] tools
[157] announce
[152] utknightcenter

Top Words in Tweet in G5:
[280] data
[279] visualization
[271] cover
[267] world
[264] representing
[224] s
[224] average
[224] issue
[218] temperature
[179] climate

Top Words in Tweet in G6:
[122] data
[67] visualization
[20] journalism
[18] datavizsociety
[17] free
[16] online
[15] 2019
[15] beritagarid
[14] gijn
[13] really

Top Words in Tweet in G7:
[83] data
[48] visualization
[41] tableau
[31] new
[31] p
[29] blog
[29] visualizing
[29] l
[29] statements
[29] accountants

Top Words in Tweet in G8:
[136] data
[60] visualization
[38] day
[34] analysis
[33] learn
[31] #100daysofcode
[30] tutorial
[30] today
[28] want
[28] process

Top Words in Tweet in G9:
[78] security
[77] please
[77] dm
[77] re
[77] skilled
[77] web
[77] developer
[77] ux
[77] data
[77] visualization

Top Words in Tweet in G10:
[68] data
[68] visualization
[68] flags
[67] national
[66] brilliant
[66] shows
[66] age
[66] around
[66] world
[66] immediate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2929] data,visualization
[532] anomalies,country
[532] country,1880
[532] 1880,amazing
[532] amazing,scary
[532] scary,data
[530] visualization,anttilip
[529] temperature,anomalies
[527] robertoglezcano,temperature
[336] data,journalism

Top Word Pairs in Tweet in G1:
[446] data,visualization
[32] magic,leap
[30] ar,data
[28] visualization,tools
[26] leap,shows
[26] shows,free
[26] free,concept
[26] concept,apps
[26] visualization,python
[25] apps,ar

Top Word Pairs in Tweet in G2:
[532] data,visualization
[531] anomalies,country
[531] country,1880
[531] 1880,amazing
[531] amazing,scary
[531] scary,data
[529] visualization,anttilip
[528] temperature,anomalies
[526] robertoglezcano,temperature
[3] #temperature,anomalies

Top Word Pairs in Tweet in G3:
[304] data,visualization
[44] python,data
[44] data,science
[44] datasciencectrl,read
[44] read,more
[36] #analytics,#datascience
[36] #bigdata,#analytics
[35] #ai,#machinelearning
[35] #datascience,#ai
[35] visualization,bokeh

Top Word Pairs in Tweet in G4:
[288] data,journalism
[186] journalism,visualization
[169] free,online
[168] free,tools
[140] visualization,free
[117] new,free
[113] course,data
[106] online,course
[95] knight,center
[82] tools,powered

Top Word Pairs in Tweet in G5:
[278] data,visualization
[264] visualization,representing
[264] representing,world
[219] world,s
[219] s,average
[218] average,temperature
[174] climate,issue
[170] theeconomist's,climate
[168] cover,theeconomist's
[168] issue,data

Top Word Pairs in Tweet in G6:
[46] data,visualization
[14] free,online
[13] data,journalism
[12] online,course
[11] really,powerful
[11] powerful,data
[11] visualization,weeks
[11] weeks,economist
[11] economist,each
[11] each,color

Top Word Pairs in Tweet in G7:
[43] data,visualization
[29] new,blog
[29] blog,visualizing
[29] visualizing,p
[29] p,l
[29] l,statements
[29] statements,tableau
[29] tableau,accountants
[29] accountants,hard
[29] hard,win

Top Word Pairs in Tweet in G8:
[53] data,visualization
[32] data,analysis
[28] want,learn
[28] learn,process
[28] process,#rnaseq
[28] #rnaseq,data
[28] data,expanded
[28] expanded,reference
[28] reference,based
[28] based,rna

Top Word Pairs in Tweet in G9:
[77] please,dm
[77] dm,re
[77] re,skilled
[77] skilled,web
[77] web,developer
[77] developer,ux
[77] ux,data
[77] data,visualization
[77] visualization,chops
[77] chops,find

Top Word Pairs in Tweet in G10:
[67] data,visualization
[67] national,flags
[66] brilliant,data
[66] visualization,shows
[66] shows,age
[66] age,national
[66] flags,around
[66] around,world
[66] world,immediate
[66] immediate,notice

Top Replied-To
Top Replied-To in Entire Graph:
@mickwest
@gerrycan1
@visualisingdata
@cultus
@showusyourwork
@utknightcenter
@google
@iancoldwater
@wannacyber
@mrxshame

Top Replied-To in G1:

Top Replied-To in G2:
@robertoglezcano

Top Replied-To in G3:
@jj_berens
@gretathunberg
@markcheathem

Top Replied-To in G4:
@utknightcenter
@albertcairo
@washingtonpost
@bea_wal
@googleanalytics

Top Replied-To in G5:
@jerry_jtaylor

Top Replied-To in G6:
@visualisingdata
@sonjakuijpers
@mollzmp
@sarahookr
@allitorban

Top Replied-To in G7:
@ladataviz

Top Replied-To in G8:
@lainecaruzca

Top Mentioned
Top Mentioned in Entire Graph:
@anttilip
@robertoglezcano
@theeconomist
@michaelbierut
@utknightcenter
@rosental
@albertocairo
@chmod007
@rainmaker1973
@researchbts

Top Mentioned in G1:
@cyberanimax
@tecnoholic
@steem_curator
@ale6aly
@purduelibraries

Top Mentioned in G2:
@anttilip
@robertoglezcano
@johancohen
@samheughan

Top Mentioned in G3:
@datasciencectrl
@ronald_vanloon
@gp_pulipaka
@kdnuggets
@richardeudes
@rbloggers
@granvilledsc
@xfxie
@python_devv
@n2phdnet

Top Mentioned in G4:
@utknightcenter
@rosental
@albertocairo
@_mkazi_
@googleanalytics
@smfrogers
@alyssafowers
@googlenewsinit
@albertoc

Top Mentioned in G5:
@theeconomist
@michaelbierut
@jerry_jtaylor
@carlquintanilla
@ed_hawkins
@axios
@michae1frank
@joshuacaulkins
@dombeveridge
@commarts

Top Mentioned in G6:
@datavizsociety
@gijn
@datadoghq
@jasonforrestftw
@jessicahullman
@mollzmp
@journocoders_id
@sarahookr
@dan_gastineau
@beritagarid

Top Mentioned in G7:
@tableau
@profdrkschulte
@tableaupublic
@neo4j
@lyonwj
@encode_info
@clarita_wba
@ryanvizzes
@teo_moretti
@rebeccaconroyuk

Top Mentioned in G8:
@bebatut
@gxytraining
@freecodecamp
@antzee_
@nandadagostin
@feoh
@coursenar
@codewallblog
@guilhermebap
@iamtekson

Top Mentioned in G9:
@chmod007

Top Mentioned in G10:
@rainmaker1973
@robertoglezcano
@anttilip

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@alllibertynews
@cyberdomain
@nosqldigest
@gamergeeknews
@startupsbot
@evankirstel
@bcci
@john1966olsen
@life_sciences_

Top Tweeters in G1:
@cyberdomain
@newsfromspi
@crweworld
@evanderburg
@iam__network
@pekkapuhakka
@into_ai
@myloc_tracker
@nicochan33
@rpubsrecent

Top Tweeters in G2:
@scheerenberger
@tinamorphis
@djzjcz
@ken_crichlow
@sufiy
@cathleenkucz
@gezgintrk
@mareknapoli
@astartiel
@mary_markssngr

Top Tweeters in G3:
@arkangelscrap
@startupsbot
@chidambara09
@ramiro1504p
@aaroncuddeback
@rosenchild
@pvalsfr
@santchiweb
@calcaware
@torillo59

Top Tweeters in G4:
@dwatchnews
@washingtonpost
@connorofkane
@maelorin
@dmedialab
@sejorg
@jotatx
@lizamavel
@steltenpower
@briantrice

Top Tweeters in G5:
@alllibertynews
@jeannie_hartley
@anthropic
@hudsonette
@vox_democracy
@theeconomist
@thekarachikid
@instinctnaturel
@dazarbeygui
@iamaniku

Top Tweeters in G6:
@beritagarid
@beritagarinfo
@robcflores
@hailey_zoesdad
@jeremybowers
@brizzyc
@drricky
@paulbradshaw
@gladis_co
@akurommy

Top Tweeters in G7:
@bbbcccnnn
@tiagoooliveira
@angrymatilda
@trappedalien
@neo4j
@tableau
@johnrodat
@vizwizbi
@sarahlovesdata
@flerlagekr

Top Tweeters in G8:
@nosqldigest
@codernotesbot
@100xcode
@xaelbot
@_100daysofcode
@femtech_
@gekobraa
@dccc_phd
@womencodersbot
@theketan2

Top Tweeters in G9:
@dascritch
@thegrugq
@marypcbuk
@rosyna
@adambanksdotcom
@rjacksix
@finalcutproes
@lhirlimann
@lunaforeverr
@richfelker

Top Tweeters in G10:
@stupidosaur
@annaanthro
@justafandavid
@davestewart4444
@rainmaker1973
@sher_e_babbar
@snakeoilbaron
@nightcat2609
@miembrodenumero
@pakay20


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