dataviz OR datavis, Twitter, 4/3/2020 1:31:00 AM, 224302


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dataviz OR datavis_2020-04-02_17-10-51.xlsx
dataviz OR datavis_2020-04-02_17-10-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 03, 2020
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/2wd3Ik4
@_twitwork
@simongerman600
@milos_agathon
@bdwissel
@jburnmurdoch
@chrisvcsefalvay
@randal_olson
@vikkitimes
@barbalhofernand
@wiwer77

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

Description:
Description
The graph represents a network of 3,909 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, 03 April 2020 at 00:13 UTC.

The requested start date was Friday, 03 April 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 3-day, 2-hour, 8-minute period from Sunday, 29 March 2020 at 15:28 UTC to Wednesday, 01 April 2020 at 17:37 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 : 3909
Unique Edges : 5325
Edges With Duplicates : 1810
Total Edges : 7135
Number of Edge Types : 4
MentionsInRetweet : 4789
Mentions : 1126
Tweet : 1067
Replies to : 153
Self-Loops : 1067
Reciprocated Vertex Pair Ratio : 0.0167500962649211
Reciprocated Edge Ratio : 0.0329483052452187
Connected Components : 436
Single-Vertex Connected Components : 224
Maximum Vertices in a Connected Component : 2995
Maximum Edges in a Connected Component : 6065
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.991305
Graph Density : 0.000345697263722041
Modularity : 0.670084
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 3,909 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, 03 April 2020 at 00:13 UTC.

The requested start date was Friday, 03 April 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 3-day, 2-hour, 8-minute period from Sunday, 29 March 2020 at 15:28 UTC to Wednesday, 01 April 2020 at 17:37 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:
[83] https://www.stationx.net/
[32] https://www.reddit.com/r/dataisbeautiful/comments/fppc7v/oc_where_the_money_goes_in_the_us_senates_2t/
[30] https://www.statnews.com/2020/03/30/debate-over-artificial-intelligence-to-detect-covid-19-in-lung-scans/
[23] https://twinybots.ch/
[22] https://www.youtube.com/watch?v=h29g21z0a68&feature=youtu.be

[19] https://www.weforum.org/agenda/2020/03/covid-19-crisis-artificial-intelligence-creativity/
[17] https://thehill.com/policy/cybersecurity/490257-as-misinformation-surges-coronavirus-poses-ai-challenge
[16] https://multimedia.scmp.com/infographics/news/hong-kong/article/3050053/hong-kong-coronavirus-infected-cases/index.html?src=social
[16] https://numfocus.salsalabs.org/subscribe
[16] http://business.financialpost.com/wcm/4dccab3a-20c5-4704-9b39-fb215182f579

Top URLs in Tweet in G1:
[8] https://howmuch.net/articles/visualization-we-wish-we-had-published-march-2020
[8] http://covid19visualiser.com
[6] http://fbref.com
[6] https://pudding.cool/2019/10/laugh/
[5] https://www.stationx.net/
[5] https://www.infoworld.com/article/3534510/track-and-analyze-the-covid-19-pandemic-with-knime.html
[5] https://www.amazon.com/gp/product/147391213X?ie=UTF8&camp=213733&creative=393177&creativeASIN=147391213X&linkCode=shr&tag=amz0e61-20&linkId=3WJKWGHSXTCDGU62&me=&qid=
[5] https://www.amazon.com/gp/product/331924275X?ie=UTF8&camp=213733&creative=393185&creativeASIN=331924275X&linkCode=shr&tag=amz0e61-20&linkId=7SMKGAB4OFYOTZME&keywords=ggplot2:&qid=1573212767&s=books&sr=1-1
[5] https://eclairagepublic.net/work/tu-connais-la-difference-entre/
[4] https://bit.ly/2uBClvk

Top URLs in Tweet in G2:
[78] https://www.stationx.net/
[28] https://www.statnews.com/2020/03/30/debate-over-artificial-intelligence-to-detect-covid-19-in-lung-scans/
[19] https://twinybots.ch/
[17] https://thehill.com/policy/cybersecurity/490257-as-misinformation-surges-coronavirus-poses-ai-challenge
[16] https://www.weforum.org/agenda/2020/03/covid-19-crisis-artificial-intelligence-creativity/
[15] https://odsc.com/boston/?utm_campaign=Speaker%20Cards&utm_content=123733020&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[14] http://business.financialpost.com/wcm/4dccab3a-20c5-4704-9b39-fb215182f579
[13] https://numfocus.salsalabs.org/subscribe
[12] https://bit.ly/38xbvqC
[12] https://www.thedrum.com/opinion/2020/03/30/how-artificial-intelligence-can-transform-influencer-marketing

Top URLs in Tweet in G3:
[5] https://public.tableau.com/profile/binarities.dvj
[4] https://twinybots.ch/
[3] https://twitter.com/joshtpm/status/1244119212701990913
[3] https://www.nytimes.com/article/coronavirus-county-data-us.html?utm_source=API+Need+to+Know+newsletter&utm_campaign=19b49292a7-EMAIL_CAMPAIGN_2020_03_30_12_00&utm_medium=email&utm_term=0_e3bf78af04-19b49292a7-45825441
[2] https://www.visualcapitalist.com/the-math-behind-social-distancing/
[2] https://twitter.com/jburnmurdoch/status/1244522229129457665
[2] https://covid19.healthdata.org/projections
[2] https://twitter.com/jburnmurdoch/status/1245106818344538126
[2] https://educhange.com/cancer-today-data-viz/
[2] https://datastudio.google.com/reporting/55a7b359-df96-456f-8b85-9d7d172bd37d

Top URLs in Tweet in G4:
[6] http://www.thefunctionalart.com/2020/01/all-graphics-from-how-charts-lie-freely.html
[6] https://twitter.com/_katiezin/status/1244610476379721730
[6] https://medium.com/nightingale/how-self-employed-data-visualization-designers-make-a-living-23dc00ea5264
[5] https://twitter.com/sdbernard/status/1245017108217544705
[3] https://twitter.com/anthi_dimara/status/1230892889003216898
[2] https://twitter.com/darrenlonghk/status/1244428668400631808
[2] https://medium.com/nightingale/i-learned-data-viz-in-a-year-and-you-can-too-2b610d25946e
[1] https://stephanieevergreen.com/horizontal-dumbbell-dot-plots-easier/
[1] http://www.thefunctionalart.com/2019/10/how-charts-lie-few-corrections.html
[1] http://www.thefunctionalart.com/2020/03/the-most-read-story-ever-published-by.html

Top URLs in Tweet in G5:
[3] https://twitter.com/jburnmurdoch/status/1237749800642252803
[2] https://twitter.com/jburnmurdoch/status/1237749800642252803?s=21
[2] https://www.r-bloggers.com/predicting-1000000-of-covid-19-done-with-r-before-march-18-call-for-help/
[2] https://www.r-bloggers.com/covid-19-in-belgium/
[2] https://www.r-bloggers.com/contagiousness-of-covid-19-part-i-improvements-of-mathematical-fitting-guest-post/
[2] https://twitter.com/GHS/status/1244762328245194756
[2] https://github.com/krassowski/complex-upset
[2] https://johaniefournier.com/adv4/
[1] http://fw.to/M2Il20Z
[1] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6

Top URLs in Tweet in G6:
[6] http://tweetedtimes.com/v/1229
[5] https://www.ft.com/coronavirus-latest
[4] https://twitter.com/eileenguo/status/1244296947705364480
[2] https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441
[2] https://www.ft.com/content/ea1563e8-725f-11ea-ad98-044200cb277f
[2] https://zcu.io/6Wae
[1] https://public.tableau.com/profile/chrisvoncsefalvay#!/vizhome/Book2_15855891386900/U_S_CasesperICUbed
[1] https://www.tableau.com/about/blog/2020/3/ten-considerations-you-create-another-chart-about-covid-19
[1] https://twitter.com/sdbernard/status/1245017108217544705
[1] https://www.ft.com/content/0faf8e7a-d966-44a5-b4ee-8213841da688

Top URLs in Tweet in G7:
[2] https://twitter.com/NadiehBremer/status/1245357348153163777
[2] https://www.amazon.com/gp/product/1633690709?ie=UTF8&camp=213733&creative=393185&creativeASIN=1633690709&linkCode=shr&tag=amz0e61-20&linkId=2PJJOSEKQMKVKD26&qid=&sr=
[1] http://tl.gd/nonsg2
[1] https://physicstoday.scitation.org/do/10.1063/PT.6.4.20200401a/full/
[1] https://www.datacamp.com/courses/introduction-to-seaborn?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[1] https://www.datacamp.com/courses/interactive-data-visualization-with-bokeh?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[1] https://www.datacamp.com/courses/visualizing-geospatial-data-in-python?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[1] https://pudding.cool/2019/10/laugh/
[1] https://twitter.com/Mayacelium/status/1241419111806038018
[1] https://covidgraph.org/

Top URLs in Tweet in G8:
[14] https://www.youtube.com/watch?v=h29g21z0a68&feature=youtu.be

[5] https://levelup.gitconnected.com/dashboards-in-python-for-beginners-using-dash-live-updates-and-streaming-data-into-a-dashboard-37660c1ba661
[4] https://sites.google.com/view/data-science-covid-19
[3] https://bnonews.com/index.php/2020/03/the-latest-coronavirus-cases/
[3] https://www.youtube.com/watch?v=bSkPNMjRRio&feature=youtu.be

[1] https://twitter.com/dats/status/1244897447127613440?s=20
[1] https://twitter.com/james_y_zou/status/1243611735405113344
[1] https://github.com/thomasp85/ggplot2_workshop
[1] http://datascience.getresponse360.com/click.html?x=a62e&lc=5Wl&mc=j&s=Wds&u=F&y=8&z=wvhovyu&
[1] https://link.medium.com/EWoXdDH9a5

Top URLs in Tweet in G9:
[5] https://www.futurehealth.live/blog/2020/2/22/selected-coronavirus-data-visualizations
[4] http://www.cdc.gov/
[4] https://twitter.com/chudiobiagwu/status/1243904752569798659
[1] http://bit.ly/covid-cities
[1] https://buff.ly/3b0kiSX
[1] https://joel-selanikio-w39r.squarespace.com/config/
[1] https://buff.ly/3dk0Yly

Top URLs in Tweet in G10:
[1] https://github.com/zonination/perceptions?utm_content=bufferb33f0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.reddit.com/r/visualization/comments/fms4bu/the_power_of_staying_home/?utm_source=share&utm_medium=ios_app&utm_name=iossmf

Top Domains
Top Domains in Tweet in Entire Graph:
[289] twitter.com
[124] bit.ly
[94] reddit.com
[83] stationx.net
[45] medium.com
[44] youtube.com
[40] tableau.com
[38] github.com
[35] statnews.com
[33] scmp.com

Top Domains in Tweet in G1:
[59] twitter.com
[20] howmuch.net
[20] highcharts.com
[19] bit.ly
[19] tableau.com
[19] datacamp.com
[16] amazon.com
[8] youtube.com
[8] covid19visualiser.com
[7] scmp.com

Top Domains in Tweet in G2:
[78] stationx.net
[40] bit.ly
[31] statnews.com
[19] twinybots.ch
[17] thehill.com
[16] weforum.org
[15] medium.com
[15] odsc.com
[14] financialpost.com
[14] twitter.com

Top Domains in Tweet in G3:
[61] twitter.com
[21] reddit.com
[9] tableau.com
[7] ift.tt
[6] nytimes.com
[6] buff.ly
[6] bit.ly
[5] visualcapitalist.com
[5] medium.com
[5] lnkd.in

Top Domains in Tweet in G4:
[25] twitter.com
[10] medium.com
[9] thefunctionalart.com
[5] datawrapper.de
[3] storytellingwithdata.com
[2] nzzl.us
[2] serialmentor.com
[1] stephanieevergreen.com
[1] fastcompany.com
[1] co.us

Top Domains in Tweet in G5:
[17] twitter.com
[6] github.com
[6] r-bloggers.com
[5] bit.ly
[5] johaniefournier.com
[2] ft.com
[1] fw.to
[1] arcgis.com
[1] canada.ca
[1] ontario.ca

Top Domains in Tweet in G6:
[13] ft.com
[9] twitter.com
[6] tweetedtimes.com
[3] bit.ly
[2] tableau.com
[2] zcu.io
[1] minneanalytics.org
[1] visualcapitalist.com
[1] flourish.studio
[1] github.io

Top Domains in Tweet in G7:
[3] twitter.com
[3] datacamp.com
[2] amazon.com
[2] github.com
[1] tl.gd
[1] scitation.org
[1] pudding.cool
[1] covidgraph.org
[1] ocks.org
[1] medium.com

Top Domains in Tweet in G8:
[17] youtube.com
[5] gitconnected.com
[4] google.com
[3] twitter.com
[3] bnonews.com
[2] github.com
[2] datasciencecentral.com
[1] getresponse360.com
[1] medium.com
[1] 91-divoc.com

Top Domains in Tweet in G9:
[5] futurehealth.live
[4] cdc.gov
[4] twitter.com
[2] buff.ly
[1] bit.ly
[1] squarespace.com

Top Domains in Tweet in G10:
[1] github.com
[1] reddit.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2688] dataviz
[994] covid19
[472] coronavirus
[398] bigdata
[379] ai
[276] datascience
[239] machinelearning
[181] ia
[166] data
[159] blockchain



Top Hashtags in Tweet in G1:
[595] dataviz
[180] covid19
[113] coronavirus
[56] data
[32] datascience
[27] bigdata
[25] dataanalytics
[23] covid_19
[19] ai
[19] mortalityrates

Top Hashtags in Tweet in G2:
[329] dataviz
[293] bigdata
[286] ai
[182] datascience
[175] machinelearning
[164] ia
[144] blockchain
[135] startup
[132] covid19
[126] robots

Top Hashtags in Tweet in G3:
[233] dataviz
[55] covid19
[37] coronavirus
[24] datavisualization
[21] data
[15] covidー19
[13] covid_19
[12] datavis
[12] datascience
[11] tableau

Top Hashtags in Tweet in G4:
[120] dataviz
[28] covid19
[10] coronavirus
[5] infographics
[5] flattenthecurve
[5] swdchallenge
[4] infovis
[4] ieeecga
[3] ddj
[3] rstats

Top Hashtags in Tweet in G5:
[118] dataviz
[44] covid19
[35] rstats
[31] tidytuesday
[19] coronavirus
[11] geographyteachers
[9] datavis
[8] covid
[8] ggplot2
[8] visualisationdedonnees

Top Hashtags in Tweet in G6:
[93] dataviz
[78] covid19
[10] powerbi
[9] coronavirus
[6] ddj
[5] tiptuesday
[5] makeyourdatawork
[3] gistribe
[3] sql
[3] azure

Top Hashtags in Tweet in G7:
[122] dataviz
[7] d3js
[4] knowledgegraph
[4] covid_19
[4] opendata
[4] research
[3] datascience
[2] visualization
[2] flattenthecurve
[1] analytics

Top Hashtags in Tweet in G8:
[49] ai
[48] bigdata
[43] machinelearning
[28] dataviz
[23] oott
[14] ggplot2
[13] covid19
[9] coronavirus
[8] datascience
[6] covidー19

Top Hashtags in Tweet in G9:
[108] covid19
[44] dataviz
[19] coronavirus
[6] epidemiology
[4] publichealth
[1] flattenthecurve
[1] data
[1] rshiny
[1] coronvirus

Top Hashtags in Tweet in G10:
[113] dataviz
[4] coronavirus
[1] data

Top Words
Top Words in Tweet in Entire Graph:
[2547] Words in Sentiment List#1: Positive
[1332] Words in Sentiment List#2: Negative
[15] Words in Sentiment List#3: Angry/Violent
[110216] Non-categorized Words
[114095] Total Words
[2658] #dataviz
[1088] gt
[988] #covid19
[782] data
[470] #coronavirus

Top Words in Tweet in G1:
[587] #dataviz
[220] data
[178] #covid19
[111] #coronavirus
[99] gt
[61] using
[60] interactive
[59] 19
[56] #data
[53] covid

Top Words in Tweet in G2:
[879] gt
[328] #dataviz
[290] #bigdata
[286] #ai
[201] mikequindazzi
[182] #datascience
[175] #machinelearning
[162] #ia
[150] wiwer77
[144] #blockchain

Top Words in Tweet in G3:
[233] #dataviz
[55] #covid19
[50] data
[39] 19
[37] #coronavirus
[24] dataviz
[24] #datavisualization
[22] more
[21] #data
[20] covid

Top Words in Tweet in G4:
[120] #dataviz
[56] data
[50] book
[36] read
[30] dataviz
[29] albertocairo
[28] #covid19
[25] ðÿž
[24] self
[24] employed

Top Words in Tweet in G5:
[114] #dataviz
[74] jburnmurdoch
[48] iâ
[44] #covid19
[42] log
[34] #rstats
[32] coronavirus
[31] #tidytuesday
[30] covid
[30] epidemiologist

Top Words in Tweet in G6:
[93] #dataviz
[78] #covid19
[65] chrisvcsefalvay
[62] icu
[50] shows
[48] map
[46] sdbernard
[45] cases
[44] version
[44] important

Top Words in Tweet in G7:
[122] #dataviz
[98] nadiehbremer
[98] one
[97] ðÿž
[97] proudest
[97] ƒ
[97] birthday
[97] present
[96] nasahubble
[96] made

Top Words in Tweet in G8:
[49] #ai
[48] #bigdata
[43] jblefevre60
[43] #machinelearning
[37] kirkdborne
[32] dataviz
[28] #dataviz
[28] workshop
[25] comparison
[23] during

Top Words in Tweet in G9:
[108] #covid19
[76] cases
[70] gt
[69] metro
[68] introducing
[68] interactive
[68] dashboard
[68] shows
[68] 175
[68] major

Top Words in Tweet in G10:
[113] #dataviz
[111] simongerman600
[109] favourite
[109] shows
[109] people
[109] really
[109] mean
[109] use
[109] vague
[109] terminology

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[700] gt,gt
[179] covid,19
[176] #ai,#ia
[175] #ia,#bigdata
[149] #bigdata,#blockchain
[142] map,shows
[134] #blockchain,#robots
[126] #dataviz,shows
[119] #covid19,#dataviz
[116] mikequindazzi,gt

Top Word Pairs in Tweet in G1:
[61] gt,gt
[43] data,visualization
[40] covid,19
[32] latest,#coronavirus
[32] #coronavirus,confirmed
[32] confirmed,case
[32] case,trajectories
[32] trajectories,europe
[32] europe,flattening
[32] flattening,curve

Top Word Pairs in Tweet in G2:
[565] gt,gt
[160] #ai,#ia
[159] #ia,#bigdata
[136] #bigdata,#blockchain
[124] #blockchain,#robots
[105] mikequindazzi,gt
[97] #datascientist,#machinelearning
[95] become,#datascientist
[95] #machinelearning,expert
[95] expert,2020

Top Word Pairs in Tweet in G3:
[19] covid,19
[15] #covidãƒ,19
[11] #covid19,#dataviz
[11] #data,#dataviz
[10] #dataviz,#covid19
[9] #dataviz,#datavisualization
[9] ˆ,#dataviz
[7] growth,percentage
[7] percentage,biased
[6] data,visualization

Top Word Pairs in Tweet in G4:
[24] self,employed
[24] book,read
[23] ðÿž,happy
[23] happy,announce
[23] announce,data
[23] data,vis
[23] vis,book
[23] book,club
[23] club,book
[23] read,visualisingdata's

Top Word Pairs in Tweet in G5:
[30] iâ,epidemiologist
[30] epidemiologist,#dataviz
[30] #dataviz,specialist
[29] specialist,thoughts
[29] jburnmurdoch,iâ
[28] thoughts,coronavirus
[28] coronavirus,log
[28] log,scales
[27] scales,thâ
[25] beer,production

Top Word Pairs in Tweet in G6:
[36] map,shows
[32] one,important
[32] important,aspect
[32] aspect,#covid19
[32] #covid19,response
[32] response,icu
[32] icu,capacity
[32] capacity,map
[32] shows,counties
[32] counties,average

Top Word Pairs in Tweet in G7:
[97] ðÿž,one
[97] one,proudest
[97] proudest,#dataviz
[97] #dataviz,ƒ
[97] ƒ,birthday
[97] birthday,present
[96] nadiehbremer,ðÿž
[96] present,nasahubble
[96] nasahubble,made
[96] made,physicstoday

Top Word Pairs in Tweet in G8:
[42] #ai,#machinelearning
[42] #machinelearning,#bigdata
[23] during,crisis
[22] comparison,air
[22] air,traffic
[22] traffic,before
[22] before,during
[22] crisis,dataviz
[22] dataviz,#ai
[22] #bigdata,#oott

Top Word Pairs in Tweet in G9:
[71] #covid19,cases
[68] introducing,interactive
[68] interactive,dashboard
[68] dashboard,shows
[68] shows,#covid19
[68] cases,175
[68] 175,major
[68] major,metro
[68] metro,areas
[68] areas,first

Top Word Pairs in Tweet in G10:
[109] favourite,#dataviz
[109] #dataviz,shows
[109] shows,people
[109] people,really
[109] really,mean
[109] mean,use
[109] use,vague
[109] vague,terminology
[109] terminology,describe
[108] simongerman600,favourite

Top Replied-To
Top Replied-To in Entire Graph:
@dataviz_
@jburnmurdoch
@mophqatar
@fedfragapane
@joethebrew
@_jphwang
@janwillemtulp
@elisabarba
@billkillyt
@vizfsg

Top Replied-To in G1:
@joethebrew
@actuarybyday
@mattzeitlin
@fedfragapane
@stanfordstomata
@mackayim
@damianchristie
@paulkrugman
@girlsreallyrule

Top Replied-To in G2:
@__fanf__
@data_design_

Top Replied-To in G3:

Top Replied-To in G4:
@elisabarba
@cedscherer
@frankelavsky
@dataviz_de
@axelkreuter
@korompaiistvan
@ivettalexa
@vukosi
@tarasnovak
@evergreendata

Top Replied-To in G5:
@jburnmurdoch
@dhscgovuk
@maddow
@pgt_kt
@isabellaghement
@deanmuungani
@jonsnowc4

Top Replied-To in G6:
@sibinmohan

Top Replied-To in G7:
@droningmaudland
@nadiehbremer

Top Replied-To in G8:
@helene_wpli

Top Replied-To in G9:
@drjohnwhyte

Top Mentioned
Top Mentioned in Entire Graph:
@wiwer77
@simongerman600
@nadiehbremer
@milos_agathon
@nasahubble
@physicstoday
@jburnmurdoch
@mikequindazzi
@mr_anonwolf
@randal_olson

Top Mentioned in G1:
@infobeautiful
@tableau
@howmuch_net
@jl_mico
@tableaupublic
@wiwer77
@albertocairo
@dd_fafa_
@dd_bun_
@imdb

Top Mentioned in G2:
@wiwer77
@mr_anonwolf
@mikequindazzi
@andreapaci90
@analyticsvidhya
@claudiomkd
@richardeudes
@fisher85m
@numfocus
@buabaj_

Top Mentioned in G3:

Top Mentioned in G4:
@albertocairo
@visualisingdata
@janezhgw
@datavisclub
@evergreendata
@jasonforrestftw
@cedscherer
@allitorban
@kennethfield
@evelina_jud

Top Mentioned in G5:
@jburnmurdoch
@r4dscommunity
@thomas_mock
@brewersstats
@ft
@romsson
@ft4s
@stevebracegeog
@mathangcito
@httweets

Top Mentioned in G6:
@chrisvcsefalvay
@sdbernard
@bobhaslett
@financialtimes
@theboysmithy
@c_brucelockhart
@ian_bott_artist
@caletilford
@datarelish
@patrickruffini

Top Mentioned in G7:
@nadiehbremer
@nasahubble
@physicstoday
@d3bayarea
@connected_data
@observablehq
@romsson
@dd_wen_
@rdelgadocf
@mayacelium

Top Mentioned in G8:
@jblefevre60
@kirkdborne
@nats
@thomasp85
@metaballstudios
@visualcap
@sallyeaves

Top Mentioned in G9:
@bdwissel
@nickmmark
@jselanikio
@junkcharts
@maxcroser
@natesilver538
@margrev

Top Mentioned in G10:
@simongerman600

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@odio_nao
@edinburghwatch
@diraholanda
@chidambara09
@threadreaderapp
@honeymoongondol
@techl0g
@aaroncuddeback
@cybersec_feeds

Top Tweeters in G1:
@edinburghwatch
@planetscape
@washingtonpost
@thestalwart
@usatoday
@giuliog
@jeffgazzard
@southstep
@cobramk_iii
@wikisteff

Top Tweeters in G2:
@sectest9
@chidambara09
@techl0g
@aaroncuddeback
@cybersec_feeds
@thomasclone
@santchiweb
@fintechna
@calcaware
@femtech_

Top Tweeters in G3:
@chandanrtcs
@bonnerblogs
@dutchlight360
@mia
@jbenton
@pa
@pessimism
@perthwaustralia
@abhworthington
@exploravalpo

Top Tweeters in G4:
@time
@blueravefinn
@astrokatie
@albertocairo
@aceflashheart
@visualstudio
@gugachacra
@natgeo
@magicmanchance
@jonnykoh

Top Tweeters in G5:
@threadreaderapp
@httweets
@ft
@davidgaliel
@mayur_shingote
@rstatstweet
@ajlopez
@armymongoose
@astianax_
@fernandezpm

Top Tweeters in G6:
@rbpundit
@ysmist
@latamfr
@kris_kinder
@financialtimes
@thunderb
@comradearthur
@tomdickson
@aghamilton29
@boreguru

Top Tweeters in G7:
@komiska
@ruimtevaart
@steltenpower
@emilyst
@bsletten
@_eleanorina
@alex_dobrinin
@dd_wen_
@micahstubbs
@zmyxzmyhzqodsn1

Top Tweeters in G8:
@nicochan33
@akwyz
@shicooks
@rwang0
@2601manish
@dirac7
@imperatorechico
@xzpwedvhhh37i3c
@spirosmargaris
@jblefevre60

Top Tweeters in G9:
@ericmoo91919605
@aschettino
@mdteresa
@aranom12
@sphaleritemz
@dbrauer
@michaelscally
@minami_siki
@johnnosta
@jorgecornell

Top Tweeters in G10:
@ti_enjoli
@tinstargames
@kumararepublic
@pedrojmendes
@mitchelldarts
@lynxxiv
@tweetzydeetzy
@dduane
@coreopsismajor
@scistarborne


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