dataviz OR datavis, Twitter, 6/4/2021 1:10:16 AM, 256250


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dataviz OR datavis_2021-06-03_17-05-16.xlsx
dataviz OR datavis_2021-06-03_17-05-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 04, 2021
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/3fOqEdc
@dashboarddr
@erictopol
@randal_olson
@neilrkaye
@giswqs
@cedscherer
@godfrey_g_
@rstatstweet
@fabriciosx
@milos_agathon

Top hashtags:
#dataviz
#datascience
#ai
#analytics
#python
#rstats
#bigdata
#data

Description:
Description
The graph represents a network of 5,423 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, 04 June 2021 at 00:26 UTC.

The requested start date was Friday, 04 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 14-hour, 33-minute period from Wednesday, 26 May 2021 at 12:36 UTC to Thursday, 03 June 2021 at 03:09 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 : 5423
Unique Edges : 3379
Edges With Duplicates : 12739
Total Edges : 16118
Number of Edge Types : 5
Mentions : 1785
MentionsInRetweet : 7197
Retweet : 5526
Tweet : 1375
Replies to : 235
Self-Loops : 1456
Reciprocated Vertex Pair Ratio : 0.0223166843783209
Reciprocated Edge Ratio : 0.0436590436590437
Connected Components : 564
Single-Vertex Connected Components : 240
Maximum Vertices in a Connected Component : 3754
Maximum Edges in a Connected Component : 12744
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.101566
Graph Density : 0.000261737494841602
Modularity : 0.448646
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,423 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, 04 June 2021 at 00:26 UTC.

The requested start date was Friday, 04 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 7-day, 14-hour, 33-minute period from Wednesday, 26 May 2021 at 12:36 UTC to Thursday, 03 June 2021 at 03:09 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:
[140] https://www.reddit.com/r/dataisbeautiful/comments/npscky/oc_where_is_each_chess_piece_usually_captured/
[102] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[82] https://pixelmoversandmakers.com/
[77] https://www.reddit.com/r/dataisbeautiful/comments/nm2qjj/oc_animated_demographic_pyramid_of_sweden_18602020/
[66] https://www.forbes.com/sites/alanohnsman/2021/04/26/ai-50-americas-most-promising-artificial-intelligence-companies/?sh=5ada66e577cf
[55] https://raw.githubusercontent.com/wcota/covid19br/master/cases-brazil-states.csv
[46] https://leafmap.org
[46] https://twinybots.ch/
[46] https://raw.githubusercontent.com/seade-R/dados-covid-sp/master/data/sp.csv
[39] https://medium.com/javarevisited/10-free-python-tutorials-and-courses-from-google-microsoft-and-coursera-for-beginners-96b9ad20b4e6

Top URLs in Tweet in G1:
[63] https://www.forbes.com/sites/alanohnsman/2021/04/26/ai-50-americas-most-promising-artificial-intelligence-companies/?sh=5ada66e577cf
[38] https://medium.com/javarevisited/10-free-python-tutorials-and-courses-from-google-microsoft-and-coursera-for-beginners-96b9ad20b4e6
[38] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fpub.towardsai.net%2Fgoogles-model-search-an-open-source-platform-for-finding-optimal-ml-models-d2f422864a93
[31] https://clauswilke.com/dataviz/
[27] https://successanalytics.blogspot.com/
[26] https://decisionviz.pro/00065
[24] https://www.kdnuggets.com/2021/01/learn-data-science-free-2021.html
[23] https://twinybots.ch/
[23] https://github.com/mitchellkrogza/Phishing.Database
[22] https://www.kdnuggets.com/2021/04/most-demand-skills-data-scientists.html

Top URLs in Tweet in G2:
[2] https://outbreak.info/
[2] https://outbreak.info/location-reports
[1] https://www.washingtonpost.com/health/interactive/2021/covid-rates-unvaccinated-people/?itid=hp-top-table-main-0430b
[1] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html

Top URLs in Tweet in G3:
[136] https://www.reddit.com/r/dataisbeautiful/comments/npscky/oc_where_is_each_chess_piece_usually_captured/
[68] https://www.reddit.com/r/dataisbeautiful/comments/nm2qjj/oc_animated_demographic_pyramid_of_sweden_18602020/
[37] https://www.reddit.com/r/dataisbeautiful/comments/nn2gir/oc_the_dow_jones_turns_125_years_old_in_its_honor/
[14] https://imgur.com/gallery/DgcoN
[6] https://www.reddit.com/r/dataisbeautiful/comments/nk3n1l/mean_center_of_us_population_17902020_oc/
[6] https://www.reddit.com/r/dataisbeautiful/comments/nnacvj/oc_all_us_counties_more_populous_than_a_state/
[4] https://www.reddit.com/r/dataisbeautiful/comments/nok9nv/who_did_each_country_blame_syphilis_on_oc/
[3] https://www.reddit.com/r/dataisbeautiful/comments/njgzfp/oc_digital_elevation_model_of_greece/
[3] https://www.reddit.com/r/dataisbeautiful/comments/noojrw/oc_the_quickest_route_along_primary_roadways_to/
[3] https://www.reddit.com/r/dataisbeautiful/comments/nqpwnd/oc_the_biggest_spotify_hits_from_jan_2019_jun_2021/

Top URLs in Tweet in G4:
[4] https://twitter.com/datavizbr/status/1398289286064181252
[3] https://datajournalism.com/read/newsletters/designing-better-data-visualisations-conversations-with-data-issue-75
[2] https://dataviztoday.com/shownotes/63
[2] https://www.ft.com/content/2ddabb8a-170e-432a-9ca9-01c140d7bdea
[2] http://brussels-diversity.jetpack.ai
[1] https://rawgraphs.io/learning/
[1] https://www.ire.org/job-center/manager-of-web-development-and-data-visualization/
[1] https://discord.com/invite/kGE6DPqye2
[1] https://datajournalism.com/read/newsletters/visual-storytelling-inside-the-pudding
[1] https://interactive.aljazeera.com/aje/2021/afghanistan-visualising-impact-of-war/index.html

Top URLs in Tweet in G5:
[11] https://decisionviz.pro/00065
[6] https://public.tableau.com/profile/naresh.suglani#!/vizhome/SanFranciscoBuildingAges/SFMap
[6] https://datavis.berlin/
[4] https://public.tableau.com/app/profile/sheetal.prakash/viz/WildlifePopulation_16221094386350/WildlifePopulation
[3] https://public.tableau.com/app/profile/azad.jivani/viz/MakeoverMonday-2021W22PlasticWaste/Viz
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fbetterprogramming.pub%2F7-must-try-data-visualization-libraries-in-python-fd0fe76e08a0
[2] https://www.tableau.com/about/blog/2021/5/feeding-america-addressing-systemic-racisms-impact-food-insecurity-through-data
[2] https://www.tableau.com/about/blog/2021/5/data-driven-push-for-equitable-vaccine-access-in-georgia
[2] https://public.tableau.com/profile/ankita.saha6461#!/vizhome/Bespokepart1/Dashboard1
[2] https://public.tableau.com/profile/sheetal.prakash#!/vizhome/WildlifePopulation_16221094386350/Dashboard12

Top URLs in Tweet in G6:
[25] https://bryanwhiting.github.io/dsnews/
[7] https://www.economist.com/graphic-detail/2021/03/15/young-people-stand-to-make-dismal-returns-on-their-investments
[7] https://www.economist.com/graphic-detail/tracking-coronavirus-across-the-world
[6] https://www.economist.com/graphic-detail/2021/01/29/why-penalties-are-becoming-more-common-in-elite-football
[6] https://www.fiverr.com/share/1WQ4qp
[6] https://www.couponed12.com/2021/06/data-visualization-with-r.html
[5] https://twinybots.ch/
[5] https://www.economist.com/graphic-detail/2021/04/06/the-imf-boosts-global-growth-forecasts-for-the-second-time-this-year
[3] https://dataviz.theanalyst.com/season-reviews/2020/
[3] https://senseable.mit.edu/wanderlust/

Top URLs in Tweet in G7:
[39] https://leafmap.org
[18] https://leafmap.org/notebooks/14_postgis/
[7] https://tiger.maps.arcgis.com/apps/dashboards/a1d60929e405416ab8c1177a1352ceed
[6] https://github.com/giswqs/leafmap
[6] https://kepler.gl/
[3] https://twitter.com/giswqs/status/1397163035148517378
[3] https://geoobserver.wordpress.com/2021/05/27/qgis-tipp-firefly-style/
[2] https://leafmap.gishub.org
[2] https://www.youtube.com/watch?v=ucU9IoetoJA&feature=youtu.be

[2] http://theherdlocker.com/tweet/popularity/dataviz

Top URLs in Tweet in G8:
[4] https://zenodo.org/record/4893103
[1] https://observablehq.com/@observablehq/plot
[1] https://vimeo.com/557485814
[1] https://www.itoworld.com/category/bods/
[1] https://twitter.com/CraigTaylorViz/status/1398231457814953985
[1] https://www.youtube.com/playlist?list=PLmRfPZr9-VoGodduNBkPKoNNXeOBMmQGz

[1] https://github.com/john-guerra/MIDS_W209_Information_Visualization_Slides
[1] https://traffic-viz.github.io/scenarios/covid19.html
[1] https://twitter.com/MikeMacNcheese/status/1398019495764152328
[1] https://twitter.com/DrHubaEvaluator/status/1398686325184897028

Top URLs in Tweet in G9:
[7] https://datavizcatalogue.com/store/product/data-visualization-icon-expansion-set/
[7] https://redirect.viglink.com?u=https%3A%2F%2Fwww.linkedin.com%2Fevents%2Fthedatamix-episode1-stevewexler6803720421754703872%2F&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[7] https://towardsdatascience.com/how-to-create-data-visualizations-in-python-with-one-line-of-code-8cda1044fe69?_branch_match_id=link-927212162526124637
[4] https://submarine-cable-map-2021.telegeography.com/
[3] https://www.eventbrite.com/e/historical-data-viz-show-tell-tickets-156039581589
[3] https://twitter.com/grescoe/status/1399454456425627655
[2] http://www.verigazeteciligi.com/dunya-genelinde-ulasim-altyapisi-maliyeti-verileri/
[2] http://www.verigazeteciligi.com/veri-gorsellestirme-kataloglari/
[2] http://euclid.psych.yorku.ca/datavis/papers/Nightingale-radiant.pdf
[2] http://workout-wednesday.com/power-bi-challenges/

Top URLs in Tweet in G10:
[82] https://pixelmoversandmakers.com/
[15] https://www.visualcapitalist.com/the-most-used-languages-on-the-internet/
[1] https://twitter.com/kevpluck/status/1389624672241733639
[1] https://autome.me/how-can-you-implement-a-successful-business-intelligence-strategy/
[1] https://www.visualcapitalist.com/oldest-companies/

Top Domains
Top Domains in Tweet in Entire Graph:
[327] reddit.com
[255] twitter.com
[150] medium.com
[123] teespring.com
[103] cedricscherer.com
[101] githubusercontent.com
[98] youtube.com
[94] github.com
[82] tableau.com
[82] pixelmoversandmakers.com

Top Domains in Tweet in G1:
[122] teespring.com
[107] medium.com
[71] kdnuggets.com
[70] youtube.com
[65] github.com
[64] forbes.com
[37] twitter.com
[31] clauswilke.com
[27] blogspot.com
[27] highcharts.com

Top Domains in Tweet in G2:
[4] outbreak.info
[1] washingtonpost.com
[1] kdnuggets.com

Top Domains in Tweet in G3:
[300] reddit.com
[14] imgur.com
[3] ponderwall.com
[3] spiegel.de
[2] visual.ly
[2] theanalyst.com
[1] chartfleau.com
[1] tweetedtimes.com

Top Domains in Tweet in G4:
[7] twitter.com
[4] datajournalism.com
[4] meetup.com
[4] ft.com
[2] aljazeera.com
[2] dataviztoday.com
[2] jetpack.ai
[2] nodexlgraphgallery.org
[1] rawgraphs.io
[1] ire.org

Top Domains in Tweet in G5:
[63] tableau.com
[18] twitter.com
[11] decisionviz.pro
[9] medium.com
[7] datavis.berlin
[3] questionsindataviz.com
[2] google.com
[2] youtube.com
[2] leafmap.org
[2] reddit.com

Top Domains in Tweet in G6:
[65] twitter.com
[30] github.io
[25] economist.com
[12] linkedin.com
[11] fiverr.com
[8] couponed12.com
[6] medium.com
[6] chi2innovations.com
[5] tableau.com
[5] twinybots.ch

Top Domains in Tweet in G7:
[58] leafmap.org
[11] reddit.com
[8] arcgis.com
[6] github.com
[6] kepler.gl
[4] gishub.org
[4] wordpress.com
[3] twitter.com
[2] allthatgeo.com
[2] youtube.com

Top Domains in Tweet in G8:
[7] twitter.com
[4] zenodo.org
[1] observablehq.com
[1] vimeo.com
[1] itoworld.com
[1] youtube.com
[1] github.com
[1] github.io
[1] datavis.berlin
[1] leafmap.org

Top Domains in Tweet in G9:
[16] twitter.com
[8] yorku.ca
[7] datavizcatalogue.com
[7] viglink.com
[7] towardsdatascience.com
[6] verigazeteciligi.com
[4] medium.com
[4] telegeography.com
[3] eventbrite.com
[3] linkedin.com

Top Domains in Tweet in G10:
[82] pixelmoversandmakers.com
[16] visualcapitalist.com
[1] twitter.com
[1] autome.me

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3175] dataviz
[731] datascience
[728] ai
[686] analytics
[635] python
[628] rstats
[538] bigdata
[516] data
[292] 100daysofcode
[288] datascientists



Top Hashtags in Tweet in G1:
[778] dataviz
[679] ai
[647] analytics
[636] datascience
[560] rstats
[511] python
[496] bigdata
[397] data
[285] 100daysofcode
[285] datascientists

Top Hashtags in Tweet in G2:
[4] dataviz
[2] variant
[2] sarscov2
[1] python
[1] datascience
[1] machinelearning
[1] kdn
[1] stream
[1] temperature
[1] delaware

Top Hashtags in Tweet in G3:
[356] dataviz
[164] travel
[133] chess
[65] sweden
[35] investing
[14] canada
[3] greece
[3] frenchopen
[2] greatbritain
[2] plastic

Top Hashtags in Tweet in G4:
[67] dataviz
[18] datajournalism
[12] podcast
[7] tutorials
[7] climateaction
[5] climateemergency
[4] maps
[4] gis
[4] meetup
[3] rstats

Top Hashtags in Tweet in G5:
[167] dataviz
[68] tableau
[67] makeovermonday
[38] datafam
[25] fromthearchives
[20] datavisualization
[20] data
[11] aoc
[11] dataculture
[9] wow2021

Top Hashtags in Tweet in G6:
[261] dataviz
[33] data
[19] datavis
[17] datascience
[16] covid19
[14] dataanalytics
[10] fiverr
[9] gis
[8] augmentedreality
[8] civictech

Top Hashtags in Tweet in G7:
[163] leafmap
[97] geospatial
[90] mapping
[56] ipyleaflet
[55] dataviz
[48] python
[44] jupyter
[42] gis
[33] cog
[33] stac

Top Hashtags in Tweet in G8:
[89] dataviz
[33] menstrualhygieneday
[4] covid19
[4] bods
[3] svelte
[3] datastorytelling
[2] datavisualization
[2] vuelos
[2] neón
[2] datavis

Top Hashtags in Tweet in G9:
[93] dataviz
[16] powerbi
[16] datavis
[9] psy6135
[9] historicaldatavis
[8] datavisualization
[8] ddj
[7] todayinhistory
[7] onthisday
[7] otd

Top Hashtags in Tweet in G10:
[123] dataviz
[99] globalwarming
[99] climatechange
[17] futureofwork
[15] languages
[15] internet
[15] culture
[5] earthquake
[5] science
[2] gender

Top Words
Top Words in Tweet in Entire Graph:
[3175] #dataviz
[2055] data
[731] #datascience
[728] #ai
[686] #analytics
[635] #python
[628] #rstats
[565] #data
[538] #bigdata
[514] deaths

Top Words in Tweet in G1:
[804] data
[778] #dataviz
[679] #ai
[647] #analytics
[636] #datascience
[560] #rstats
[511] #python
[496] #bigdata
[441] #data
[285] #100daysofcode

Top Words in Tweet in G2:
[453] erictopol
[453] illusion
[453] improvement
[453] hidden
[453] overall
[453] data
[453] markedly
[453] increased
[453] risk
[453] hospitalizations

Top Words in Tweet in G3:
[443] randal_olson
[356] #dataviz
[271] source
[164] #travel
[155] united
[152] quickest
[152] route
[152] along
[152] primary
[152] roadways

Top Words in Tweet in G4:
[149] neilrkaye
[142] world
[141] those
[140] 10
[140] 1890
[139] showing
[138] countries
[138] last
[138] years
[137] sorted

Top Words in Tweet in G5:
[167] #dataviz
[68] #tableau
[67] #makeovermonday
[52] data
[41] viz
[38] tableau
[38] #datafam
[35] published
[34] tableaupublic
[34] sarahlovesdata

Top Words in Tweet in G6:
[261] #dataviz
[89] data
[56] more
[34] see
[33] #data
[31] dataviz
[31] detail
[29] covid
[25] visualization
[25] graphic

Top Words in Tweet in G7:
[194] giswqs
[163] #leafmap
[115] interactive
[97] #geospatial
[91] using
[90] #mapping
[77] package
[77] analysis
[73] code
[70] adding

Top Words in Tweet in G8:
[89] #dataviz
[51] fedfragapane
[36] project
[33] today
[33] #menstrualhygieneday
[33] re
[33] share
[33] loved
[33] designing
[33] menstrual

Top Words in Tweet in G9:
[93] #dataviz
[50] dataviz
[39] data
[19] infowetrust
[18] datavisfriendly
[16] #powerbi
[16] #datavis
[15] jasonforrestftw
[15] bi
[13] week

Top Words in Tweet in G10:
[123] #dataviz
[101] kevpluck
[100] 1880
[99] sea
[99] level
[99] #globalwarming
[99] #climatechange
[82] rise
[82] pixelmnm
[17] #futureofwork

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[462] illusion,improvement
[462] improvement,hidden
[462] hidden,overall
[462] overall,data
[462] data,markedly
[462] markedly,increased
[462] increased,risk
[462] risk,hospitalizations
[462] hospitalizations,deaths
[461] erictopol,illusion

Top Word Pairs in Tweet in G1:
[321] #analytics,#bigdata
[267] #datascientists,#analytics
[233] #data,#datascientists
[210] #ai,#python
[206] #rstats,#ai
[183] #bigdata,#rstats
[174] #100daysofcode,#ai
[149] big,data
[143] #ai,#analytics
[138] catherineadenle,infographic

Top Word Pairs in Tweet in G2:
[453] illusion,improvement
[453] improvement,hidden
[453] hidden,overall
[453] overall,data
[453] data,markedly
[453] markedly,increased
[453] increased,risk
[453] risk,hospitalizations
[453] hospitalizations,deaths
[452] erictopol,illusion

Top Word Pairs in Tweet in G3:
[266] #dataviz,source
[152] quickest,route
[152] route,along
[152] along,primary
[152] primary,roadways
[152] roadways,washington
[152] washington,point
[152] united,states
[148] point,contiguous
[148] contiguous,united

Top Word Pairs in Tweet in G4:
[137] countries,world
[137] world,sorted
[137] sorted,those
[137] those,warmed
[137] warmed,last
[137] last,10
[137] 10,years
[137] years,showing
[137] showing,temperatures
[137] temperatures,1890

Top Word Pairs in Tweet in G5:
[27] excited,obtained
[27] obtained,copy
[27] copy,charting
[27] charting,statistics
[27] statistics,mary
[27] mary,eleanor
[27] eleanor,spear
[27] spear,published
[27] published,1952
[27] 1952,fascinating

Top Word Pairs in Tweet in G6:
[29] see,more
[25] graphic,detail
[25] detail,#dataviz
[25] #dataviz,see
[15] data,visualization
[10] #data,#dataviz
[9] more,#dataviz
[8] excel,data
[8] #dataviz,#civictech
[8] covid,19

Top Word Pairs in Tweet in G7:
[86] using,#leafmap
[77] package,#geospatial
[77] #geospatial,analysis
[77] analysis,interactive
[77] interactive,#mapping
[73] giswqs,#leafmap
[53] code,choose
[53] choose,built
[53] built,basemaps
[51] giswqs,creating

Top Word Pairs in Tweet in G8:
[33] today,#menstrualhygieneday
[33] #menstrualhygieneday,re
[33] re,share
[33] share,project
[33] project,loved
[33] loved,designing
[33] designing,#dataviz
[33] #dataviz,menstrual
[33] menstrual,cycle
[32] fedfragapane,today

Top Word Pairs in Tweet in G9:
[9] historic,dataviz
[9] #datavis,#historicaldatavis
[9] paper,radiant
[9] radiant,diagrams
[9] diagrams,florence
[9] florence,nightingale
[9] nightingale,infowetrust
[9] infowetrust,shortly
[9] shortly,appear
[9] appear,online

Top Word Pairs in Tweet in G10:
[99] sea,level
[99] #globalwarming,#climatechange
[99] #climatechange,#dataviz
[82] level,rise
[82] rise,1880
[82] 1880,#globalwarming
[82] #dataviz,pixelmnm
[81] kevpluck,sea
[17] level,1880
[17] 1880,kevpluck

Top Replied-To
Top Replied-To in Entire Graph:
@test
@datavizdb
@lilachmanheim
@tableau
@insightsmachine
@datamozart
@scicommclub
@stacy_hurt
@mrzackmorris
@dataviz_

Top Replied-To in G1:
@ai_miami
@strat_ai
@rtinsights
@kierisi
@twitter
@kayleahaynes
@rd_palmer
@wef
@robroc

Top Replied-To in G2:
@awong37

Top Replied-To in G4:
@xtophe_bontemps

Top Replied-To in G5:
@datavizdb
@trimydata
@tableau
@sparsonsdataviz
@robertjanezic
@rachelksoils

Top Replied-To in G6:
@imrchen

Top Replied-To in G7:
@spatialagent
@geo_spatialist
@nicolaraluk

Top Replied-To in G8:
@gmbutts
@datadlc
@mbostock

Top Replied-To in G9:
@lilachmanheim
@insightsmachine
@datamozart
@marcusdabis
@data_jackalope
@wisevis
@mattbrehmer
@mduhalde96
@merielmyers
@smtology

Top Replied-To in G10:
@kevpluck

Top Mentioned
Top Mentioned in Entire Graph:
@randal_olson
@erictopol
@giswqs
@catherineadenle
@neilrkaye
@ai_miami
@cedscherer
@mlb
@mlbstats
@strat_ai

Top Mentioned in G1:
@catherineadenle
@ai_miami
@strat_ai
@thinklbc
@biconadvisory
@joachimschork
@geokaramanis
@analytics_699
@usgs_water
@kdnuggets

Top Mentioned in G2:
@erictopol
@dtkeating
@lmshap
@postgraphics
@kdnuggets
@usgs_water
@diseaseoutbreak

Top Mentioned in G3:
@randal_olson
@dataisbeautiful
@optaanalyst
@erictopol
@patrickstotz
@jonnywhitmore14
@geokaramanis

Top Mentioned in G4:
@neilrkaye
@datajournalism
@sdbernard
@rawgraphs
@leaf
@allitorban
@pensarinfog
@cybunk
@benjbach
@inspmx

Top Mentioned in G5:
@tableaupublic
@sarahlovesdata
@tableau
@datavizsociety
@evelinajud
@rebeccalgourley
@imperativusz
@juditbekker
@decisionviz
@flerlagekev

Top Mentioned in G6:
@eelrekab
@husariamktg
@amunzel
@opfistula
@ramsync
@axysconsultants
@chi2innovations
@pwilton
@kazim_bahar

Top Mentioned in G7:
@giswqs
@geo_spatialist
@allthatgeo
@gis_bandit
@spatialace
@esriindonesia
@sdgoals
@geoobserver_
@kiricar
@griddb_jp

Top Mentioned in G8:
@fedfragapane
@enjalot
@craigtaylorviz
@la_lettura
@europeandesign
@andyreagan
@duto_guerra
@berkeleyd
@openskynetwork
@vega_vis

Top Mentioned in G9:
@infowetrust
@datavisfriendly
@jasonforrestftw
@storywithdata
@albertocairo
@datarevelations
@attilabatorfy
@gsbeaton
@fabricefrossard
@dataviz_catalog

Top Mentioned in G10:
@kevpluck
@pixelmnm
@terenceleungsf
@sallyeaves
@frronconi
@hana_elsayyed
@labo
@visualcap
@jolaburnett
@jeroen

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jurylady5
@cybersec_feeds
@chidambara09
@gambiste1
@femtech_
@xaelbot
@aaroncuddeback
@evankirstel
@codedailybot

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@femtech_
@xaelbot
@aaroncuddeback
@codedailybot
@bexxmodd
@codernotesbot
@cybersecurityn8

Top Tweeters in G2:
@jurylady5
@kenkircher1
@amyayers16
@cnbsnana
@njdoc
@redboybroken
@ansisegle
@catherinemginn
@bellaciaubella
@eu504

Top Tweeters in G3:
@estarianne
@sdreyse
@gwinniejones
@ayirpelle
@ailsaforshaw
@gyultaste
@ravngsofamadman
@tggleeson
@sunglasspri
@bewickwren

Top Tweeters in G4:
@ken_crichlow
@mrkalman
@aowd25
@gezgintrk
@discord
@sampson_elaine
@ajenglish
@amandaner
@sustaintrends
@fffbot1

Top Tweeters in G5:
@dataaugmented
@wwf
@tb_times
@greentechdon
@jranck
@a11yalicia
@aeroweld
@s_aleshinloye
@baseball_ref
@darrelplant

Top Tweeters in G6:
@beautyon_
@jeanfrancis
@voretaq7
@chelseayouth
@g_rpkg
@james3neal
@mathhombre
@rimwellc
@lecairn
@un_chaud_

Top Tweeters in G7:
@coder_487
@opensource_orgs
@info_aus
@publichealthmap
@harvest57688777
@almu_hs
@rashiid9
@firozkh46754379
@gabopsd
@wangweikong

Top Tweeters in G8:
@briantrice
@gonortheast
@findingfirn
@jennhoegg
@christinecarr
@sciam
@gmbutts
@pixelbeat
@hampshire67
@robhawkes

Top Tweeters in G9:
@rosenchild
@ronaldclarke
@abcnews
@merielmyers
@chanperco
@bbbcccnnn
@bizcom
@hernangraffe
@albertocairo
@kumi_nkansah

Top Tweeters in G10:
@evankirstel
@edjlazar
@nicochan33
@jfsebastian146
@shi4tech
@ilovebooks786
@openmarketingtv
@nikasyrvf
@goodaaa1
@ks7000


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