dataviz OR datavis, Twitter, 3/27/2020 12:51:16 AM, 223798


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dataviz OR datavis_2020-03-26_17-10-51.xlsx
dataviz OR datavis_2020-03-26_17-10-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 27, 2020
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/39qzeZb
@_twitwork
@jburnmurdoch
@simongerman600
@randal_olson
@tjukanov
@nytimes
@dashboarddr
@googletrends
@albertocairo
@nicholasstrayer

Top hashtags:
#dataviz
#covid19
#coronavirus
#bigdata
#datascience
#ai
#iot

Description:
Description
The graph represents a network of 4,236 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 Friday, 27 March 2020 at 00:12 UTC.

The requested start date was Friday, 27 March 2020 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 2-day, 17-hour, 0-minute period from Monday, 23 March 2020 at 12:00 UTC to Thursday, 26 March 2020 at 05:01 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 : 4236
Unique Edges : 5851
Edges With Duplicates : 1180
Total Edges : 7031
Number of Edge Types : 4
MentionsInRetweet : 5071
Tweet : 938
Mentions : 906
Replies to : 116
Self-Loops : 938
Reciprocated Vertex Pair Ratio : 0.0147614761476148
Reciprocated Edge Ratio : 0.0290934894447401
Connected Components : 439
Single-Vertex Connected Components : 215
Maximum Vertices in a Connected Component : 3196
Maximum Edges in a Connected Component : 5780
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.062912
Graph Density : 0.000314223505055336
Modularity : 0.736812
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 4,236 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 Friday, 27 March 2020 at 00:12 UTC.

The requested start date was Friday, 27 March 2020 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 2-day, 17-hour, 0-minute period from Monday, 23 March 2020 at 12:00 UTC to Thursday, 26 March 2020 at 05:01 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:
[85] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[50] https://public.flourish.studio/visualisation/1528983/
[46] https://www.ft.com/coronavirus-latest
[42] https://www.datasciencecentral.com/profiles/blogs/weekly-digest-march-23-1
[41] https://www.ft.com/content/6b299c42-6c66-11ea-89df-41bea055720b?shareType=nongift
[28] http://www.datasciencecentral.com/profiles/blogs/predictive-maintenance-for-the-oxford-data-science-for-iot-course
[23] https://eagereyes.org/blog/2020/in-praise-of-the-diagonal-reference-line
[22] https://serialmentor.com/dataviz/
[20] https://twinybots.ch/
[16] https://www.datasciencecentral.com/profiles/blogs/dataviz-with-python

Top URLs in Tweet in G1:
[42] https://www.datasciencecentral.com/profiles/blogs/weekly-digest-march-23-1
[28] http://www.datasciencecentral.com/profiles/blogs/predictive-maintenance-for-the-oxford-data-science-for-iot-course
[14] https://www.datasciencecentral.com/profiles/blogs/dark-data-the-billion-dollar-opportunity
[12] http://global.chinadaily.com.cn/a/202003/24/WS5e795b26a3101282172816bc.html
[12] https://www.datasciencecentral.com/profiles/blogs/dataviz-with-python
[12] https://twinybots.ch/
[11] https://www.datasciencecentral.com/profiles/blogs/different-probability-distributions-in-one-picture
[11] https://www.datasciencecentral.com/profiles/blogs/machine-learning-s-limits-part-1-why-machine-learning-works-in
[11] https://www.cnetfrance.fr/news/comment-l-ia-peut-aider-a-lutter-contre-le-coronavirus-39901115.htm
[11] https://www.octave.io/

Top URLs in Tweet in G2:
[7] https://www.ft.com/coronavirus-latest
[3] https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441
[2] https://threadreaderapp.com/thread/1237748598051409921.html
[2] https://twitter.com/jburnmurdoch/status/1237748598051409921
[1] https://twitter.com/jburnmurdoch/status/1237737352879112194
[1] https://www.ft.com/content/c8ed3692-6db3-11ea-9bca-bf503995cd6f
[1] https://www.ft.com/content/bd548b0c-6762-11ea-800d-da70cff6e4d3
[1] https://twitter.com/jburnmurdoch/status/1242561078833426434?s=21
[1] https://twitter.com/jburnmurdoch/status/1242226190112473089
[1] https://twitter.com/jburnmurdoch/status/1242048518908502016

Top URLs in Tweet in G3:
[11] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[7] https://twinybots.ch/
[4] https://www.ft.com/coronavirus-latest
[4] https://www.unacast.com/covid19/social-distancing-scoreboard
[4] https://public.tableau.com/profile/binarities.dvj
[3] https://www.poynter.org/reporting-editing/2020/how-a-blockbuster-washington-post-story-made-social-distancing-easy-to-understand/
[3] http://91-divoc.com/pages/covid-visualization/
[2] https://park.io/auctions/view/dataviz.io
[2] http://www.paulamoraga.com/presentation-geospatial-dataviz/
[2] https://eagereyes.org/blog/2020/in-praise-of-the-diagonal-reference-line

Top URLs in Tweet in G4:
[2] https://www.reddit.com/r/visualization/comments/fms4bu/the_power_of_staying_home/?utm_source=share&utm_medium=ios_app&utm_name=iossmf
[2] https://www.sciencemag.org/news/2017/04/here-s-visual-proof-why-vaccines-do-more-good-harm
[1] https://glowy-earthquakes.glitch.me/?adumkts=social&aduc=social&adum=external&aduca=social_technical&adusf=linkedin&adut=3d76a431-1519-4725-b169-939f5120340f
[1] https://informationisbeautiful.net/workshops/
[1] https://www.swissinfo.ch/eng/crunching-the-numbers_why-switzerland-struggles-to-keep-track-of-coronavirus-cases/45628604

Top URLs in Tweet in G5:
[22] https://www.ft.com/coronavirus-latest
[9] https://www.reddit.com/r/dataisbeautiful/comments/8hys9k/the_city_is_alive_the_population_of_manhattan/
[2] http://overflowdata.com
[2] https://www.lefigaro.fr/conjoncture/6-graphiques-pour-mesurer-l-impact-du-covid-19-sur-l-economie-mondiale-20200323
[2] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[1] https://xkcd.com/radiation/
[1] https://www.reddit.com/r/dataisbeautiful/comments/fk8n4y/coronavirus_risk_of_death_compared_to_other/
[1] https://covid19.nguy.dev/
[1] https://www.reddit.com/r/dataisbeautiful/comments/flvoev/oc_covid19_us_vs_italy_11_day_lag_updated/
[1] https://www.reddit.com/r/dataisbeautiful/comments/fo8m30/oc_grocery_store_crowd_visualization_sample_size/

Top URLs in Tweet in G6:
[19] https://eagereyes.org/blog/2020/in-praise-of-the-diagonal-reference-line
[3] https://www.datavisualizationsociety.com/covid-19
[2] https://medium.com/nightingale/ten-considerations-before-you-create-another-chart-about-covid-19-27d3bd691be8
[2] https://kaggle.com/ardisragen/indonesia-coronavirus-cases
[2] https://www.thefringefestival.rocks/blog/join-the-datafamcommunityjam
[1] https://link.medium.com/BqsVsFP7Y4
[1] https://medium.com/nightingale/i-learned-data-viz-in-a-year-and-you-can-too-2b610d25946e
[1] https://medium.com/nightingale/raiders-of-the-lost-tombs-the-search-for-some-heroes-of-the-history-of-data-visualization-c4a4b4690d24
[1] https://medium.com/nightingale/maths-for-drawing-circles-e41444781073
[1] https://www.forbes.com/sites/marshallshepherd/2020/03/23/is-the-math-too-hard-for-people-to-understand-covid-19-coronavirus/#55d2c3096a9c

Top URLs in Tweet in G7:
[7] https://symbolixau.github.io/mapdeck/articles/layers.html#arcs
[7] http://shiny.njit.edu/app/07_covid19/
[4] https://www.youtube.com/watch?v=h29g21z0a68

[4] https://covidactnow.org/
[4] https://twitter.com/thomasp85/status/1242019629574295554
[4] https://rdwinkelman.shinyapps.io/US_COVID_Explorer/
[2] https://twitter.com/thomasp85/status/1242579175430635520
[2] https://rpubs.com:443/krassowski/minimal-demo-complex-upset
[2] http://hasselfallas.com/2020/03/23/cuatro-graficos-para-seguir-el-impacto-del-covid-19-en-costa-rica/
[2] http://hasselfallas.com/2020/03/14/el-numero-%cf%80-pi-en-seis-visualizaciones/

Top URLs in Tweet in G8:
[32] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[4] https://www.youtube.com/watch?v=oGXGtwUOzD4&t

[3] https://twitter.com/nytimes/status/1241696162106806273
[2] https://twitter.com/marketcafemag/status/1242006474206912512
[2] https://www.nytimes.com/interactive/2020/03/21/upshot/coronavirus-deaths-by-country.html
[1] https://pudding.cool/2020/02/rain/?utm_content=122938855&utm_medium=social&utm_source=twitter&hss_channel=tw-10018572
[1] https://www.vox.com/future-perfect/2020/3/12/21172040/coronavirus-covid-19-virus-charts?utm_content=122758183&utm_medium=social&utm_source=twitter&hss_channel=tw-10018572
[1] https://www.forbes.com/sites/heathermcgowan/2020/03/23/the-coronavirus-pandemic-accelerates-the-future-of-work-and-provides-opportunity/?utm_content=122759156&utm_medium=social&utm_source=twitter&hss_channel=tw-10018572#3ca26bf5317f
[1] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html?utm_content=122863200&utm_medium=social&utm_source=twitter&hss_channel=tw-10018572
[1] https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html

Top URLs in Tweet in G9:
[45] https://public.flourish.studio/visualisation/1528983/
[11] https://policyviz.com/2020/03/17/covideo-chats/
[11] http://the-shape-of-dreams.com
[3] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[2] https://www.urban.org/events/dataurban-digital-discussions
[2] https://trends.google.com/trends/story/US_cu_4Rjdh3ABAABMHM_en
[2] https://medium.com/@frcfr/visualizing-the-shape-of-dreams-for-google-trends-5164c3c4e382
[2] https://depictdatastudio.com/advice-for-early-career-data-visualization-freelancers-anns-interview-with-jane-zhang/
[1] http://academy.stephanieevergreen.com/
[1] https://twitter.com/evergreendata/status/1242795405995368448

Top URLs in Tweet in G10:
[4] https://chschoenenberger.shinyapps.io/covid19_dashboard_ch/
[2] https://medium.com/nightingale/ten-considerations-before-you-create-another-chart-about-covid-19-27d3bd691be8
[1] https://jebusdoodles.github.io/mx-covid19/
[1] https://twitter.com/knowage_suite/status/1242421071069970433
[1] https://twitter.com/Elijah_Meeks/status/1242604359742943234
[1] https://attendee.gotowebinar.com/register/2672942857408874252

Top Domains
Top Domains in Tweet in Entire Graph:
[254] twitter.com
[142] datasciencecentral.com
[109] nytimes.com
[93] ft.com
[54] flourish.studio
[51] medium.com
[50] reddit.com
[34] youtube.com
[27] tableau.com
[26] linkedin.com

Top Domains in Tweet in G1:
[138] datasciencecentral.com
[51] twitter.com
[25] medium.com
[16] scmp.com
[15] poynter.org
[14] jadirectives.com
[13] co.uk
[12] com.cn
[12] kdnuggets.com
[12] twinybots.ch

Top Domains in Tweet in G2:
[12] ft.com
[6] twitter.com
[2] threadreaderapp.com
[1] datawrapper.de

Top Domains in Tweet in G3:
[52] twitter.com
[15] nytimes.com
[12] tableau.com
[7] twinybots.ch
[7] reddit.com
[5] youtube.com
[5] ft.com
[4] medium.com
[4] unacast.com
[3] linformaticien.com

Top Domains in Tweet in G4:
[2] reddit.com
[2] sciencemag.org
[1] glitch.me
[1] informationisbeautiful.net
[1] swissinfo.ch

Top Domains in Tweet in G5:
[22] ft.com
[12] reddit.com
[5] overflow.solutions
[2] overflowdata.com
[2] lefigaro.fr
[2] nytimes.com
[1] xkcd.com
[1] nguy.dev
[1] jhu.edu
[1] census.gov

Top Domains in Tweet in G6:
[19] eagereyes.org
[11] twitter.com
[7] medium.com
[4] tableau.com
[3] datavisualizationsociety.com
[3] kaggle.com
[2] nuzzel.com
[2] thefringefestival.rocks
[2] linkedin.com
[1] forbes.com

Top Domains in Tweet in G7:
[12] twitter.com
[8] github.io
[8] youtube.com
[7] njit.edu
[6] github.com
[6] shinyapps.io
[4] hasselfallas.com
[4] covidactnow.org
[4] johaniefournier.com
[2] rpubs.com

Top Domains in Tweet in G8:
[40] nytimes.com
[6] twitter.com
[5] youtube.com
[2] arcgis.com
[1] pudding.cool
[1] vox.com
[1] forbes.com
[1] instagram.com
[1] carto.com
[1] visualcapitalist.com

Top Domains in Tweet in G9:
[45] flourish.studio
[12] policyviz.com
[11] the-shape-of-dreams.com
[6] twitter.com
[3] washingtonpost.com
[2] urban.org
[2] google.com
[2] medium.com
[2] depictdatastudio.com
[1] stephanieevergreen.com

Top Domains in Tweet in G10:
[4] shinyapps.io
[2] twitter.com
[2] medium.com
[1] github.io
[1] gotowebinar.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2561] dataviz
[638] covid19
[595] coronavirus
[301] bigdata
[285] datascience
[195] ai
[141] iot
[133] covidー19
[132] datavisualization
[125] data



Top Hashtags in Tweet in G1:
[588] dataviz
[278] bigdata
[227] datascience
[165] ai
[160] covid19
[127] iot
[97] coronavirus
[82] blockchain
[78] analytics
[72] cybersecurity

Top Hashtags in Tweet in G2:
[154] dataviz
[31] ireland
[10] wereinthistogether
[10] irelandvscovid
[8] covidー19
[6] covidireland
[5] coronavirusireland
[5] datavisualization
[4] ddj
[3] coronavirus

Top Hashtags in Tweet in G3:
[197] dataviz
[38] covid19
[30] coronavirus
[18] datavisualization
[13] data
[9] datavis
[8] tableau
[8] datascience
[8] visualization
[7] covidー19

Top Hashtags in Tweet in G4:
[167] dataviz
[149] coronavirus
[2] hygge
[2] epibookclub
[2] datavizbook
[1] earthquake
[1] infographics
[1] covid19
[1] switzerland
[1] statistics

Top Hashtags in Tweet in G5:
[83] dataviz
[65] coronavirus
[49] covid19
[9] manhattan
[9] nyc
[2] usa
[2] italy
[2] losttrackoftimewhen
[2] covidー19
[1] coronaviruspandemic

Top Hashtags in Tweet in G6:
[99] dataviz
[19] infographics
[19] datajournalism
[7] covid19
[6] makeovermonday
[6] covidー19
[4] datavis
[4] datafam
[3] datavisualization
[3] data

Top Hashtags in Tweet in G7:
[105] dataviz
[79] rstats
[66] tidytuesday
[38] ggplot2
[37] covid19
[11] rspatial
[11] covidー19
[9] datavis
[7] r
[6] datascience

Top Hashtags in Tweet in G8:
[60] dataviz
[20] covid19
[19] coronavirus
[11] covidー19
[6] twitter
[6] covid
[5] datascience
[4] facebook
[4] longform
[4] analytics

Top Hashtags in Tweet in G9:
[96] dataviz
[18] covideo
[6] coronavirus
[6] covid19
[3] canada
[2] datascience
[2] infographics
[1] covidー19
[1] covidcanada
[1] philippines

Top Hashtags in Tweet in G10:
[92] dataviz
[4] covid19
[3] datascience
[2] advancedvisualizations
[2] knowage
[2] r
[2] vizresponsably
[1] neo4j
[1] rstats
[1] ggplot2

Top Words
Top Words in Tweet in Entire Graph:
[3052] Words in Sentiment List#1: Positive
[1650] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[103412] Non-categorized Words
[108114] Total Words
[2560] #dataviz
[890] data
[681] gt
[638] #covid19
[595] #coronavirus

Top Words in Tweet in G1:
[587] #dataviz
[338] gt
[294] data
[278] #bigdata
[227] #datascience
[165] #ai
[160] #covid19
[127] #iot
[104] #data
[97] #coronavirus

Top Words in Tweet in G2:
[161] jburnmurdoch
[154] #dataviz
[141] coronavirus
[131] log
[122] epidemiologist
[122] specialist
[116] thoughts
[116] scales
[113] th
[71] sdbernard

Top Words in Tweet in G3:
[197] #dataviz
[49] data
[39] dataviz
[38] #covid19
[30] #coronavirus
[21] more
[18] #datavisualization
[17] 19
[17] covid
[15] time

Top Words in Tweet in G4:
[167] #dataviz
[154] simongerman600
[150] take
[150] source
[149] please
[149] one
[149] second
[149] read
[149] exactly
[149] need

Top Words in Tweet in G5:
[156] store
[141] randal_olson
[83] #dataviz
[78] grocery
[78] owners
[78] managers
[78] allow
[78] customers
[78] wander
[78] freely

Top Words in Tweet in G6:
[99] #dataviz
[56] albertocairo
[40] read
[36] dataviz
[36] charts
[31] datavizsociety
[26] data
[25] visualization
[21] online
[20] simple

Top Words in Tweet in G7:
[105] #dataviz
[79] #rstats
[66] #tidytuesday
[51] tbi
[48] week
[38] #ggplot2
[37] #covid19
[35] injury
[32] brain
[30] traumatic

Top Words in Tweet in G8:
[74] nytimes
[60] #dataviz
[45] virus
[21] 19
[20] #covid19
[19] #coronavirus
[19] covid
[19] propagation
[16] data
[14] ranked

Top Words in Tweet in G9:
[96] #dataviz
[55] googletrends
[48] questions
[45] top
[45] searched
[45] coronavirus
[45] cities
[45] around
[45] world
[43] shows

Top Words in Tweet in G10:
[92] #dataviz
[82] noticed
[82] trend
[81] tjukanov
[12] taiwan
[11] cases
[11] quadrupled
[11] past
[11] week
[11] 215

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[417] gt,gt
[201] covid,19
[161] stay,home
[156] read,#dataviz
[154] please,take
[154] take,one
[154] one,second
[154] second,read
[154] #dataviz,exactly
[154] exactly,need

Top Word Pairs in Tweet in G1:
[219] gt,gt
[69] covid,19
[64] #bi,#bigdata
[55] #bigdata,#blockchain
[48] #bigdata,#datalake
[47] #ai,#ia
[46] #ai,#iot
[44] #ia,#bigdata
[42] last,week's
[42] week's,top

Top Word Pairs in Tweet in G2:
[122] epidemiologist,#dataviz
[122] #dataviz,specialist
[121] jburnmurdoch,epidemiologist
[116] specialist,thoughts
[116] log,scales
[114] thoughts,coronavirus
[114] coronavirus,log
[113] scales,th
[36] free,read
[29] trajectory,tracker

Top Word Pairs in Tweet in G3:
[14] covid,19
[8] data,visualization
[8] #dataviz,#covid19
[7] #dataviz,#datavisualization
[7] social,distancing
[5] #coronavirus,#dataviz
[5] 03,2019
[5] sp,morte
[5] morte,morte#1
[5] morte#1,masculino

Top Word Pairs in Tweet in G4:
[149] please,take
[149] take,one
[149] one,second
[149] second,read
[149] read,#dataviz
[149] #dataviz,exactly
[149] exactly,need
[149] need,stay
[149] stay,home
[149] home,defeat

Top Word Pairs in Tweet in G5:
[78] grocery,store
[78] store,owners
[78] owners,managers
[78] managers,allow
[78] allow,customers
[78] customers,wander
[78] wander,store
[78] store,freely
[78] freely,being
[78] being,irresponsible

Top Word Pairs in Tweet in G6:
[20] read,story
[20] story,published
[20] published,washington
[20] washington,online
[20] online,visualization
[20] visualization,reasons
[19] #dataviz,#infographics
[19] #infographics,#datajournalism
[19] albertocairo,read
[18] praise,diagonal

Top Word Pairs in Tweet in G7:
[30] traumatic,brain
[30] brain,injury
[28] injury,tbi
[23] r4dscommunity,welcomes
[23] welcomes,week
[23] week,13
[23] 13,#tidytuesday
[23] #tidytuesday,exploring
[23] exploring,traumatic
[23] tbi,tbi

Top Word Pairs in Tweet in G8:
[18] covid,19
[14] virus,impressive
[10] virus,nytimes
[8] #dataviz,nytimes
[8] impressive,work
[8] work,jwf825
[8] jwf825,dawncai624
[8] dawncai624,dwtkns
[8] dwtkns,jamesglanz
[8] jamesglanz,nytimes

Top Word Pairs in Tweet in G9:
[45] cities,around
[45] around,world
[43] #dataviz,shows
[43] shows,top
[43] top,searched
[43] searched,coronavirus
[43] coronavirus,questions
[43] questions,cities
[42] googletrends,#dataviz
[14] chat,visualisingdata

Top Word Pairs in Tweet in G10:
[82] noticed,trend
[82] trend,#dataviz
[81] tjukanov,noticed
[11] cases,quadrupled
[11] quadrupled,past
[11] past,week
[11] week,215
[11] 215,taiwan
[11] taiwan,far
[11] far,track

Top Replied-To
Top Replied-To in Entire Graph:
@dataviz_
@jburnmurdoch
@yoshi_dataviz
@desigarcia96
@dataviz_de
@elijah_meeks
@ourworldindata
@mollyjongfast
@lpgdatos
@vizgenie

Top Replied-To in G1:
@mollyjongfast
@lpgdatos
@vizgenie
@comscicomca
@souadsor
@clemd33
@mccarthyedwork
@peston
@serdaformation
@kevin2kelly

Top Replied-To in G2:
@jburnmurdoch
@roslynbraun31
@pgt_kt
@eugenewei
@ezraklein
@taslanous
@trengarajan
@dublin_kshankar
@hippopedoid

Top Replied-To in G4:
@struancurtis

Top Replied-To in G6:
@yoshi_dataviz
@elijah_meeks
@albertocairo
@datavizsociety
@merltech
@pakitochus
@lunarmodule7

Top Replied-To in G7:
@hlgatell
@thomasp85
@statsjam

Top Replied-To in G8:
@signegrozalv
@nytimes
@statisticsbyjim

Top Replied-To in G10:
@lucaslago
@luescher_sandro

Top Mentioned
Top Mentioned in Entire Graph:
@jburnmurdoch
@simongerman600
@randal_olson
@tjukanov
@nytimes
@sdbernard
@globalfishwatch
@richardeudes
@sfgucsb
@fisher85m

Top Mentioned in G1:
@richardeudes
@fisher85m
@datasciencectrl
@kirkdborne
@wiwer77
@coronabloom
@jacburns_comext
@mikequindazzi
@cybersecurity32
@storywithdata

Top Mentioned in G2:
@jburnmurdoch
@sdbernard
@irishdataviz
@financialtimes
@clivecookson
@threadreaderapp
@pgt_kt
@_colinfay
@ncbrooker
@nicholasstrayer

Top Mentioned in G3:
@ixtract

Top Mentioned in G4:
@simongerman600
@infobeautiful
@age_oficial
@mipazos
@openstreetmap
@craigtaylorviz
@evilmammoth
@andywightman
@caitlinmoran
@twiliri

Top Mentioned in G5:
@randal_olson
@seunonigbinde
@simongerman600
@chasesaw
@larrykim
@overflow_data
@ericwilliamlin
@covidataviz
@notedeufre

Top Mentioned in G6:
@albertocairo
@datavizsociety
@eagereyes
@evelina_jud
@elijah_meeks
@tableau
@abmakulec
@datavisfriendly
@vanessamohli
@trimydata

Top Mentioned in G7:
@r4dscommunity
@thomas_mock
@thomasp85
@cedscherer
@imdb
@_davecooley
@sjmgarnier
@janani137
@geokaramanis
@cannonbray

Top Mentioned in G8:
@nytimes
@marcusborba
@jwf825
@dawncai624
@dwtkns
@jamesglanz
@elaragon
@socioviznet
@evaalloza
@svaxelaire

Top Mentioned in G9:
@googletrends
@jschwabish
@visualisingdata
@fedfragapane
@infowetrust
@paolocorti
@stamen
@curran
@evergreendata
@harry_stevens

Top Mentioned in G10:
@tjukanov
@drlynnchiu
@knowage_suite
@chschonenberger
@diraol
@pessoagabi
@sergiospagnuolo
@philmassicotte
@rusosnith
@nicholasstrayer

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@chidambara09
@threadreaderapp
@honeymoongondol
@rxbun
@ericdemarylebon
@aaroncuddeback
@cybersec_feeds
@joannecangal
@alizardx

Top Tweeters in G1:
@chidambara09
@aaroncuddeback
@cybersec_feeds
@alizardx
@thomasclone
@codernotesbot
@fintechna
@tess_blue815
@calcaware
@biconnections

Top Tweeters in G2:
@threadreaderapp
@joannecangal
@net2ayurveda
@ppiixx
@financialtimes
@ooooooooo3
@dannywijnhoud
@charlesarthur
@chickapea60
@chunianello

Top Tweeters in G3:
@sunjayjk
@hexaflexagon
@nano_particula
@unionardennais
@creativedynamix
@gastonpereyra
@eudyzerpa
@themapaddict
@rimwellc
@hubermantamir

Top Tweeters in G4:
@ronaldclarke
@zebrafinch
@ansisegle
@caboludwig
@musichistorylaw
@meredeth
@barbar_aber
@lokalfuerst
@flintyrich
@keecha13

Top Tweeters in G5:
@mgzallp
@connorofkane
@lscain3834
@wiese_r
@pakay20
@neuromusic
@jayman471
@seunonigbinde
@fredzannarbor
@larrykim

Top Tweeters in G6:
@hellooelaine
@digiphile
@steltenpower
@deborahditkows1
@albertocairo
@bt4bbs
@drshepherd2013
@lunarmodule7
@dsmeu
@anncoulter

Top Tweeters in G7:
@sumanebot
@rstatstweet
@epidatageek
@mdsumner
@njit
@georginaflesia
@fer_jurado
@imdb
@rstats4ds
@wfp

Top Tweeters in G8:
@nytimes
@benishii_
@remiforall
@mazzy0108
@antojodemar
@nickkristof
@mathemagie
@porteneuve
@marcusborba
@asselin

Top Tweeters in G9:
@paulmick
@whimchic
@bbbcccnnn
@sanneweber
@ursonate
@sargentogarcia
@patrickp_viking
@suementors
@hampshire67
@josephtravers

Top Tweeters in G10:
@raulpacheco
@lymanstoneky
@potch_rune
@boredtovictro
@rusosnith
@palamago
@ismailsunni
@splendidrin
@neo4j
@surlyurbanist