#dataviz, Twitter, 3/16/2020 3:14:19 PM, 223045


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#dataviz Twitter NodeXL SNA Map and Report for Monday, 16 March 2020 at 11:20 UTC
#dataviz Twitter NodeXL SNA Map and Report for Monday, 16 March 2020 at 11:20 UTC
From:
SMRFoundation
Uploaded on:
March 16, 2020
Short Description:
#dataviz via NodeXL http://bit.ly/2Whjl4z
@dashboarddr
@catchmeupid
@jburnmurdoch
@washingtonpost
@albertocairo
@tableau
@digitalspacelab
@johnshopkins
@rstatstweet
@hubofml

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

Description:
Description
The graph represents a network of 11,422 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 Monday, 16 March 2020 at 12:22 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 14-minute period from Saturday, 07 March 2020 at 15:05 UTC to Monday, 16 March 2020 at 11:20 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 : 11422
Unique Edges : 14917
Edges With Duplicates : 3368
Total Edges : 18285
Number of Edge Types : 5
MentionsInRetweet : 6506
Mentions : 1928
Retweet : 7667
Replies to : 216
Tweet : 1968
Self-Loops : 2034
Reciprocated Vertex Pair Ratio : 0.00489263386789889
Reciprocated Edge Ratio : 0.0097376251014336
Connected Components : 927
Single-Vertex Connected Components : 517
Maximum Vertices in a Connected Component : 9184
Maximum Edges in a Connected Component : 15562
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.690787
Graph Density : 0.000113360865888132
Modularity : 0.750298
NodeXL Version : 1.0.1.427
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223044
Data Import : The graph represents a network of 11,422 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 Monday, 16 March 2020 at 12:22 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 14-minute period from Saturday, 07 March 2020 at 15:05 UTC to Monday, 16 March 2020 at 11:20 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:
[213] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[162] http://www.thefunctionalart.com/2020/03/trump-sent-his-followers-signed-chart.html
[127] https://pixelmoversandmakers.com/
[88] https://medium.com/@bokeh/announcing-bokeh-2-0-647042d0d977
[71] https://www.dropbox.com/s/pwiqaux9dkcgdga/NICAR2020_SHORT.pdf?dl=0
[70] https://the-shape-of-dreams.com
[59] https://conorneill.com/2018/01/11/selecting-the-right-chart-for-your-presentation/
[52] https://www.visualcapitalist.com/visualizing-social-media-use-by-generation/
[49] https://www.analyticsinsight.net/making-artificial-intelligence-smarter-like-human-brain/
[41] https://www.thoughtspot.com/

Top URLs in Tweet in G1:
[1] https://catchmeup.id/2020/03/analisis-penyebaran-virus-corona/

Top URLs in Tweet in G2:
[7] https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441
[4] https://threadreaderapp.com/thread/1237748598051409921.html
[2] https://twitter.com/jburnmurdoch/status/1239276487062233089
[2] https://twitter.com/rebeccaballhaus/status/1237217464217415683
[2] https://visokio.com/covid-19/
[1] https://twitter.com/jburnmurdoch/status/1237737352879112194
[1] https://gist.github.com/RamiKrispin/46016a04eeea3191e254f4ebe161ecf4
[1] https://workshift.us/numbers
[1] https://twitter.com/jburnmurdoch/status/1237743432027832322
[1] https://www.ft.com/content/c068339e-3c55-11ea-b232-000f4477fbca

Top URLs in Tweet in G3:
[52] https://conorneill.com/2018/01/11/selecting-the-right-chart-for-your-presentation/
[50] https://www.visualcapitalist.com/visualizing-social-media-use-by-generation/
[47] https://www.analyticsinsight.net/making-artificial-intelligence-smarter-like-human-brain/
[41] https://www.thoughtspot.com/
[29] https://numfocus.org/membership
[28] https://www.technative.io/artificial-intelligence-in-automotive-market-to-exceed-usd-12-bn-by-2026/
[26] https://goo.gl/7u5Em7
[24] https://www.kdnuggets.com/2019/03/r-vs-python-data-visualization.html
[21] https://numfocus.salsalabs.org/subscribe/
[20] https://www.octave.io/

Top URLs in Tweet in G4:
[31] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[11] https://informationisbeautiful.net/visualizations/covid-19-coronavirus-infographic-datapack/
[8] https://www.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
[8] https://366pi.tech/
[8] https://twitter.com/Harry_Stevens/status/1238939988299001867
[8] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/?tid=ss_tw
[7] https://twitter.com/amdar1ing/status/1237880129575157760
[6] https://howmuch.net/articles/richest-person-every-state-2020
[5] https://nextstrain.org/ncov
[5] https://twitter.com/jburnmurdoch/status/1237748598051409921

Top URLs in Tweet in G5:
[32] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[10] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/?tid=ss_tw
[5] https://twitter.com/thejessegreyson/status/1236747895702818816
[3] https://www.washingtonpost.com/world/2020/03/13/how-countries-around-world-have-tried-contain-coronavirus/
[3] https://www.engadget.com/2020/03/03/nasa-maps-show-the-effect-of-a-quarantine-on-air-pollution/
[3] https://twitter.com/CT_Bergstrom/status/1235865328074153986
[2] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/?itid=hp_hp-banner-low_virus-simulator520pm%3Ahomepage%2Fstory-ans
[2] https://blogs.sas.com/content/graphicallyspeaking/2020/02/03/improving-the-wuhan-coronavirus-dashboard/
[1] https://www.visualcapitalist.com/history-of-pandemics-deadliest/
[1] https://twitter.com/BarackObama/status/1239267360739074048

Top URLs in Tweet in G6:
[9] https://vizification.com/2020/03/top-favorites-week-of-mar-1-2020
[5] https://public.tableau.com/profile/targa#!/vizhome/Codid19Tunisie/SuiviCovidTunisie
[5] https://avatorl.org/covid-19/
[4] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[3] https://public.tableau.com/profile/katelynschaub#!/vizhome/VisualizingGenderEqualityMakeoverMonday2020_10/VisualizingGenderEquality?publish=yes
[2] https://scitilab.shinyapps.io/Covid19/
[2] http://www.thefunctionalart.com/2020/03/before-showing-any-data-explain-how.html
[2] https://github.com/pcm-dpc/COVID-19/
[2] http://data.pescetti.it/2020-03-coronavirus-near-me/
[2] https://public.tableau.com/profile/yuki.kakegawa#!/vizhome/ProfitabilitySuperstore/ProfitabilityOverview

Top URLs in Tweet in G7:
[153] http://www.thefunctionalart.com/2020/03/trump-sent-his-followers-signed-chart.html
[51] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[6] http://www.thefunctionalart.com/2020/03/before-showing-any-data-explain-how.html
[4] https://www.dropbox.com/s/pwiqaux9dkcgdga/NICAR2020_SHORT.pdf?dl=0
[4] https://www.journaliststoolbox.org/2020/03/06/online_journalism/
[3] https://twitter.com/Harry_Stevens/status/1238939988299001867
[3] https://docs.google.com/document/d/1mstvNPItKwGTkcFE0cgZv7HSKgUD85F_fbazK4qxbbs/edit
[2] https://www.nytimes.com/interactive/2020/03/06/opinion/working-class-death-rate.html
[2] https://twitter.com/robdubbin/status/1238313339660402689
[2] https://overflow.solutions/demographic-traits/housing-data-demographic-traits/what-percentage-of-houses-are-mobile-homes/

Top URLs in Tweet in G8:
[69] https://the-shape-of-dreams.com
[59] https://www.dropbox.com/s/pwiqaux9dkcgdga/NICAR2020_SHORT.pdf?dl=0
[24] http://www.thefunctionalart.com/2020/03/before-showing-any-data-explain-how.html
[18] https://cpb-us-w2.wpmucdn.com/express.northeastern.edu/dist/d/53/files/2020/02/CJ_2020_paper_37.pdf
[17] https://trends.google.com/trends/story/US_cu_4Rjdh3ABAABMHM_en
[10] https://the-shape-of-dreams.com/#/chapter1?section=read
[8] https://medium.com/@frcfr/visualizing-the-shape-of-dreams-for-google-trends-5164c3c4e382
[8] https://www.biinsight.com/quick-tips-how-to-sort-matrix-by-column-in-descending-order/
[7] http://www.thefunctionalart.com/2020/03/trump-sent-his-followers-signed-chart.html
[7] https://iu.co1.qualtrics.com/jfe/form/SV_6eQYE6MYqsS3V6R

Top URLs in Tweet in G9:
[30] http://www.thefunctionalart.com/2020/03/explaining-and-simulating-coronavirus.html
[13] http://www.verigazeteciligi.com/tarayici-araciligiyla-gelismis-veri-gazeteciligi/
[12] http://www.verigazeteciligi.com/veri-bulteni-tum-sayilari-e-bookta/
[11] https://flowingdata.com/2020/03/15/simulations-for-virus-spread-with-social-distancing/
[10] https://public.flourish.studio/visualisation/1528983/
[8] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[7] https://junkcharts.typepad.com/junk_charts/2020/03/proportions-and-rates-we-are-no-dupes.html
[7] https://notes.datawrapper.de/p/bookclub-papers
[6] https://twitter.com/ejgenc/status/1238168286094909443?s=19
[6] https://mailchi.mp/tuvalabs/free-access-to-tuva-premium-to-support-teaching-learning-during-the-covid-19-crisis-3852601?e=871ca96bf0

Top URLs in Tweet in G10:
[124] https://pixelmoversandmakers.com/
[9] https://tweetedtimes.com/v/1229?s=rgp
[8] https://tweetedtimes.com/v/1229?s=tnp
[8] https://www.youtube.com/watch?v=bSkPNMjRRio&feature=youtu.be

[3] https://www.youtube.com/watch?v=Nj-hdQMa3uA

[2] https://chartmasters.org/
[2] http://PixelMoversAndMakes.com
[2] https://earthobservatory.nasa.gov/images/146154/2019-was-the-second-warmest-year-on-record
[1] https://www.technologyreview.com/s/615330/best-worst-coronavirus-dashboards/
[1] https://www.sciencedirect.com/science/article/abs/pii/S095825922030016X?via%3Dihub

Top Domains
Top Domains in Tweet in Entire Graph:
[605] twitter.com
[277] washingtonpost.com
[240] thefunctionalart.com
[218] medium.com
[127] pixelmoversandmakers.com
[111] reddit.com
[86] github.com
[81] the-shape-of-dreams.com
[76] youtube.com
[75] tableau.com

Top Domains in Tweet in G1:
[1] catchmeup.id

Top Domains in Tweet in G2:
[10] twitter.com
[9] ft.com
[4] threadreaderapp.com
[2] github.com
[2] visokio.com
[1] workshift.us
[1] rbb24.de
[1] malaysiakini.com
[1] visualcapitalist.com
[1] jhu.edu

Top Domains in Tweet in G3:
[55] datasciencecentral.com
[54] github.com
[53] visualcapitalist.com
[52] twitter.com
[52] conorneill.com
[47] analyticsinsight.net
[41] thoughtspot.com
[31] goo.gl
[30] numfocus.org
[28] technative.io

Top Domains in Tweet in G4:
[162] twitter.com
[49] washingtonpost.com
[32] dy.si
[18] linkedin.com
[17] reddit.com
[14] arcgis.com
[13] tableau.com
[12] howmuch.net
[12] youtube.com
[11] informationisbeautiful.net

Top Domains in Tweet in G5:
[52] washingtonpost.com
[13] twitter.com
[3] engadget.com
[2] sas.com
[1] visualcapitalist.com
[1] tableau.com
[1] flattenthecurve.com
[1] usgs.gov

Top Domains in Tweet in G6:
[43] tableau.com
[19] twitter.com
[9] vizification.com
[7] linkedin.com
[5] washingtonpost.com
[5] avatorl.org
[4] github.com
[4] youtube.com
[3] thefunctionalart.com
[2] shinyapps.io

Top Domains in Tweet in G7:
[159] thefunctionalart.com
[53] washingtonpost.com
[36] twitter.com
[5] overflow.solutions
[4] dropbox.com
[4] medium.com
[4] journaliststoolbox.org
[3] google.com
[2] nytimes.com
[2] morgenpost.de

Top Domains in Tweet in G8:
[80] the-shape-of-dreams.com
[61] dropbox.com
[40] thefunctionalart.com
[39] twitter.com
[18] wpmucdn.com
[17] google.com
[11] medium.com
[9] washingtonpost.com
[8] biinsight.com
[7] qualtrics.com

Top Domains in Tweet in G9:
[42] twitter.com
[33] verigazeteciligi.com
[32] medium.com
[32] thefunctionalart.com
[12] flowingdata.com
[10] typepad.com
[10] flourish.studio
[9] datawrapper.de
[9] washingtonpost.com
[7] xanaduinvesting.com

Top Domains in Tweet in G10:
[124] pixelmoversandmakers.com
[17] tweetedtimes.com
[11] youtube.com
[4] nasa.gov
[2] chartmasters.org
[2] pixelmoversandmakes.com
[1] technologyreview.com
[1] sciencedirect.com
[1] behance.net
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8246] dataviz
[1415] covid19
[1257] datascience
[931] coronavirus
[783] ai
[661] python
[651] analytics
[558] bigdata
[477] machinelearning
[445] coding



Top Hashtags in Tweet in G1:
[1] coronavirus
[1] dataviz

Top Hashtags in Tweet in G2:
[1001] dataviz
[14] coronavirus
[12] covid19
[10] ddj
[5] rstats
[4] coronavirusoutbreak
[3] gistribe
[2] timemanager
[2] covid_19
[1] d3js

Top Hashtags in Tweet in G3:
[1393] dataviz
[956] datascience
[738] ai
[484] bigdata
[452] analytics
[438] machinelearning
[422] python
[368] iot
[332] coding
[324] makeyourownlane

Top Hashtags in Tweet in G4:
[655] dataviz
[97] coronavirus
[79] covid19
[53] datavisualization
[39] data
[34] informationdesign
[31] covidー19
[31] visualdesign
[30] analytics
[29] designcommunity

Top Hashtags in Tweet in G5:
[447] dataviz
[321] covid19
[28] covidー19
[19] coronavirus
[14] scicomm
[13] flattenthecurve
[10] socialdistancing
[8] datavisualization
[7] coronavirusoutbreak
[3] simulation

Top Hashtags in Tweet in G6:
[247] dataviz
[222] covid19
[43] tableau
[41] rstats
[32] coronavirus
[22] covid_19
[18] datafam
[17] covid2019
[15] makeovermonday
[11] covidー19

Top Hashtags in Tweet in G7:
[404] dataviz
[201] infographics
[20] coronavirus
[17] ddj
[10] covid19
[9] opendataday
[9] powerbi
[8] rstats
[8] daylightsavingtime
[7] nicar20

Top Hashtags in Tweet in G8:
[372] dataviz
[59] nicar
[54] infographics
[40] coronavirus
[37] covid19
[35] ddj
[11] covidー19
[8] datavisualization
[7] interaction
[7] bi

Top Hashtags in Tweet in G9:
[392] dataviz
[78] covid19
[63] ddj
[38] coronavirus
[30] vg
[17] datascience
[16] datavisualization
[15] covid_19
[15] verigazeteciliği
[15] covidー19

Top Hashtags in Tweet in G10:
[188] dataviz
[142] climatechange
[135] globalwarming
[13] maps
[12] gis
[12] mapping
[5] coronavirus
[5] china
[5] climatecrisis
[3] video

Top Words
Top Words in Tweet in Entire Graph:
[9628] Words in Sentiment List#1: Positive
[7501] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[381051] Non-categorized Words
[398180] Total Words
[14181] #dataviz
[4616] ada
[4616] ini
[4616] kita
[4616] harus

Top Words in Tweet in G1:
[4604] ada
[4604] ini
[4604] kita
[4604] harus
[2302] pagi
[2302] catchers
[2302] seperti
[2302] biasa
[2302] tiap
[2302] jumat

Top Words in Tweet in G2:
[1892] log
[1046] #dataviz
[958] specialist
[957] epidemiologist
[957] thoughts
[957] virus
[955] coronavirus
[948] track
[947] scales
[947] spreads

Top Words in Tweet in G3:
[2727] #dataviz
[2649] gt
[1738] #datascience
[1081] #ai
[850] #machinelearning
[799] #javascript
[795] #bigdata
[707] #python
[641] #makeyourownlane
[636] #iot

Top Words in Tweet in G4:
[661] #dataviz
[98] #coronavirus
[93] data
[80] #covid19
[54] #datavisualization
[48] more
[45] cases
[41] #data
[39] great
[34] coronavirus

Top Words in Tweet in G5:
[496] #dataviz
[440] washingtonpost
[341] #covid19
[319] spread
[317] social
[311] distancing
[297] quarantine
[288] incredible
[288] disease
[287] vs

Top Words in Tweet in G6:
[487] #dataviz
[249] #covid19
[232] tableau
[194] johnshopkins
[163] public
[163] before
[162] around
[161] available
[161] article
[160] communicate

Top Words in Tweet in G7:
[501] #dataviz
[264] #infographics
[239] #ddj
[208] chart
[207] signed
[155] doing
[153] same
[152] trump
[152] sent
[152] followers

Top Words in Tweet in G8:
[528] #dataviz
[151] dreams
[140] data
[123] #ddj
[99] #infographics
[93] visual
[84] albertocairo
[75] amazing
[75] smfrogers
[74] today

Top Words in Tweet in G9:
[540] #dataviz
[151] data
[120] #ddj
[87] #covid19
[74] visualization
[64] #coronavirus
[57] coronavirus
[56] datavizsociety
[49] one
[41] abmakulec

Top Words in Tweet in G10:
[247] #dataviz
[163] #climatechange
[154] #globalwarming
[133] pixelmnm
[125] 2020
[85] sea
[85] ice
[84] arctic
[81] february
[79] volume

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2451] #coronavirus,#dataviz
[2308] pagi,catchers
[2308] catchers,seperti
[2308] seperti,biasa
[2308] biasa,tiap
[2308] tiap,jumat
[2308] jumat,ada
[2308] ada,dataviz
[2308] dataviz,kali
[2308] kali,ini

Top Word Pairs in Tweet in G1:
[2302] pagi,catchers
[2302] catchers,seperti
[2302] seperti,biasa
[2302] biasa,tiap
[2302] tiap,jumat
[2302] jumat,ada
[2302] ada,dataviz
[2302] dataviz,kali
[2302] kali,ini
[2302] ini,kita

Top Word Pairs in Tweet in G2:
[958] #dataviz,specialist
[957] epidemiologist,#dataviz
[957] specialist,thoughts
[946] log,scales
[945] thoughts,coronavirus
[945] coronavirus,log
[945] scales,initial
[945] initial,outbreak
[945] outbreak,phase
[945] phase,virus

Top Word Pairs in Tweet in G3:
[1752] gt,gt
[372] #datascience,#analytics
[365] #analytics,#dataviz
[341] #iot,#machinelearning
[334] #coding,#datascience
[324] #dataviz,#python
[291] #opensource,#datascience
[277] #makeyourownlane,#iot
[275] mikequindazzi,gt
[273] #datascience,#ai

Top Word Pairs in Tweet in G4:
[25] #dataviz,#coronavirus
[23] more,#dataviz
[22] #informationdesign,#visualdesign
[21] #datavisualization,#dataviz
[20] confirmed,cases
[20] outbreak,#dataviz
[19] covid,19
[19] #coronavirus,dashboard
[19] dashboard,keep
[19] keep,updated

Top Word Pairs in Tweet in G5:
[357] #dataviz,washingtonpost
[311] social,distancing
[301] washingtonpost,#covid19
[287] incredible,#dataviz
[287] #covid19,quarantine
[287] quarantine,vs
[287] vs,social
[287] distancing,policies
[287] policies,impact
[287] impact,disease

Top Word Pairs in Tweet in G6:
[160] tableau,johnshopkins
[160] communicate,#covid19
[159] stakes,high
[159] high,around
[159] around,communicate
[159] #covid19,epidemic
[159] epidemic,wider
[159] wider,public
[159] public,tableau
[159] johnshopkins,others

Top Word Pairs in Tweet in G7:
[257] #dataviz,#infographics
[214] #infographics,#ddj
[207] signed,chart
[152] trump,sent
[152] sent,followers
[152] followers,signed
[152] chart,doing
[152] doing,same
[152] same,mine
[152] mine,#dataviz

Top Word Pairs in Tweet in G8:
[99] #dataviz,#infographics
[81] #infographics,#ddj
[70] albertocairo,smfrogers
[69] glad,share
[69] share,project
[69] project,shape
[69] shape,dreams
[69] dreams,visual
[69] visual,exploration
[69] exploration,google

Top Word Pairs in Tweet in G9:
[62] #ddj,#dataviz
[38] data,visualization
[38] #dataviz,#infographics
[38] #infographics,#ddj
[37] stuartathompson,nickkristof
[33] others,#dataviz
[32] #dataviz,community
[31] explaining,simulating
[31] simulating,coronavirus
[30] coronavirus,mentioning

Top Word Pairs in Tweet in G10:
[144] #globalwarming,#climatechange
[135] #climatechange,#dataviz
[133] pixelmnm,#globalwarming
[121] 2020,pixelmnm
[85] sea,ice
[81] february,2020
[79] arctic,sea
[79] ice,volume
[79] volume,extent
[79] extent,february

Top Replied-To
Top Replied-To in Entire Graph:
@pgt_kt
@readmorescience
@fabikrauer
@nytgraphics
@ibm
@fisler
@jburnmurdoch
@washingtonpost
@pweiss
@russpoldrack

Top Replied-To in G2:
@pgt_kt
@loosewire
@vimalsingh
@ng20191
@leongreen
@jburnmurdoch

Top Replied-To in G3:
@readmorescience
@ibm
@russpoldrack
@ikashnitsky
@fabikrauer
@storybydata
@tdienlin
@boemahon
@apple
@caroisallin

Top Replied-To in G5:
@washingtonpost
@nasa
@polarisdotca
@iamscicomm
@yuliakrolik

Top Replied-To in G6:
@fabikrauer
@data_jackalope
@amarendranathd
@excellaco
@wisevis
@datarevelations
@zendolldata
@tableaupublic
@jschwabish
@avatorl

Top Replied-To in G7:
@qagreenways
@rcunhalima
@harry_stevens
@jburnmurdoch
@aritmeticap
@victorianoi
@zachbowders
@cjmajka
@datadumpchat
@popehat

Top Replied-To in G8:
@harry_stevens
@xdxd_vs_xdxd
@jburnmurdoch
@saudi_aramco
@josepvives
@albertocairo
@pauljholden

Top Replied-To in G9:
@wisevis
@visualisingdata
@sicsa_scotland
@brungio
@wiremonkey
@thomashurtut
@bokeh
@cmastication
@filwd
@abmakulec

Top Mentioned
Top Mentioned in Entire Graph:
@washingtonpost
@mikequindazzi
@tableau
@johnshopkins
@tdawry
@ddale8
@antgrasso
@pixelmnm
@eckersongroup
@albertocairo

Top Mentioned in G2:
@jburnmurdoch
@financialtimes
@neilmunshi
@rami_krispin
@underdarkgis
@qgis
@c_brucelockhart
@valentinaromei
@malaysiakini
@premesh

Top Mentioned in G3:
@mikequindazzi
@eckersongroup
@fisher85m
@globalwebindex
@antgrasso
@gtp_global
@visualcap
@geckoboard
@rstudio
@anychart

Top Mentioned in G4:
@swaniti
@soledis

Top Mentioned in G5:
@washingtonpost
@gorociao
@harry_stevens
@drawnwithdata
@usgs
@impactmedialab
@pixelsandplans
@siouxsiew
@xtotl
@thespinofftv

Top Mentioned in G6:
@tableau
@johnshopkins
@tableaupublic
@ourworldindata
@charliehtableau
@flerlagekev
@wapo
@juditbekker
@samodrole
@datablick

Top Mentioned in G7:
@tdawry
@ddale8
@realdonaldtrump
@445wakeup
@harry_stevens
@utknightcenter
@washingtonpost
@johnshopkins
@elpais_espana
@tableau

Top Mentioned in G8:
@albertocairo
@smfrogers
@googletrends
@paolocorti_
@edjnet
@fedfragapane
@kevinclimate
@seatsixtyone
@jakopdalunde
@transenv

Top Mentioned in G9:
@datavizsociety
@abmakulec
@stuartathompson
@nickkristof
@filwd
@brianstelter
@f_l_o_u_r_i_s_h
@datazins
@datawrapper
@infobeautiful

Top Mentioned in G10:
@pixelmnm
@metaballstudios
@kashapatel
@davethroupea
@datavizsociety
@ogwangongora
@freecodecamp
@florinpop1705
@wwcodebelfast
@iiss_org

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@alllibertynews
@paoloigna1
@ns_online
@javascriptd
@loupo85
@edinburghwatch
@moonbootica
@indiegametrends
@roblwilson

Top Tweeters in G1:
@zwolftenaugust
@hyeoksshi
@kiasleo
@kangsunbae
@dipii
@qronoz
@fullmoonfolks
@firza_pratama
@firstypramswari
@yasellatuan

Top Tweeters in G2:
@roblwilson
@_redfrog
@threadreaderapp
@ladivinadiva
@bkindngood
@davealvord164
@katcapps
@sufiy
@ochreblue
@mtnbvan

Top Tweeters in G3:
@sectest9
@paoloigna1
@housecracka
@chidambara09
@aaroncuddeback
@cybersec_feeds
@codernotesbot
@iam__network
@fintechna
@calcaware

Top Tweeters in G4:
@andysugs
@ideagov
@pearsawfly
@udit_eco
@stephaniekays
@fernandezpm
@strivingally
@sfsutcliffe
@jeffreynunn
@data4all

Top Tweeters in G5:
@tigerbeat
@marykeithbare1
@thuglifesocial
@washingtonpost
@uncleree1
@realjohncurley
@ballerinax
@june4th
@ljohn44
@sonic_screwup

Top Tweeters in G6:
@1atsuhimerose2
@euwatchers
@burritojustice
@sim010101
@slackhq
@davidgaliel
@cwpontwit
@jranck
@gloriafindel
@routeandswitch1

Top Tweeters in G7:
@wthizdat
@aztanya
@whysharksmatter
@snowdarkz
@jaunte
@thesanewhitaker
@shardshinjuku
@popehat
@jdanton
@evillilpolyp

Top Tweeters in G8:
@scratchinpro
@jav_riv
@maelorin
@_realestdev
@ry_bass
@nordicgeo
@bbbcccnnn
@berkeleybrett
@marchinghere
@albertocairo

Top Tweeters in G9:
@planetscape
@livemint
@vedatsamur
@justbementalist
@yvespdb
@brianstelter
@chargrille
@verge
@jinicat10
@wef

Top Tweeters in G10:
@billnigh
@daretothink53
@forgerat
@tokyo_tom
@anonomouse1981
@spacetimeltd
@satiristas
@robotbeat
@wboricua98
@cynbrat1


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