dataviz OR datavis, Twitter, 5/28/2021 12:47:02 AM, 255671


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dataviz OR datavis_2021-05-27_17-05-16.xlsx
dataviz OR datavis_2021-05-27_17-05-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2021
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/3wF8K2s
@dashboarddr
@cedscherer
@dataandme
@giswqs
@randal_olson
@_rospearce
@rstatstweet
@albertoemachado
@godfrey_g_
@clauswilke

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

Description:
Description
The graph represents a network of 5,107 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, 28 May 2021 at 00:18 UTC.

The requested start date was Friday, 28 May 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 6-day, 16-hour, 34-minute period from Thursday, 20 May 2021 at 10:29 UTC to Thursday, 27 May 2021 at 03:03 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 : 5107
Unique Edges : 3906
Edges With Duplicates : 13048
Total Edges : 16954
Number of Edge Types : 5
Mentions : 1584
Replies to : 185
Retweet : 5688
MentionsInRetweet : 8194
Tweet : 1303
Self-Loops : 1406
Reciprocated Vertex Pair Ratio : 0.0220570314404095
Reciprocated Edge Ratio : 0.0431620364850364
Connected Components : 514
Single-Vertex Connected Components : 208
Maximum Vertices in a Connected Component : 3744
Maximum Edges in a Connected Component : 14446
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.796099
Graph Density : 0.000321632535729129
Modularity : 0.448926
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,107 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, 28 May 2021 at 00:18 UTC.

The requested start date was Friday, 28 May 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 6-day, 16-hour, 34-minute period from Thursday, 20 May 2021 at 10:29 UTC to Thursday, 27 May 2021 at 03:03 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:
[489] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[256] https://clauswilke.com/dataviz/
[82] https://medium.com/javarevisited/10-free-python-tutorials-and-courses-from-google-microsoft-and-coursera-for-beginners-96b9ad20b4e6
[57] https://www.kdnuggets.com/2021/04/most-demand-skills-data-scientists.html
[56] https://www.kdnuggets.com/2021/01/learn-data-science-free-2021.html
[41] https://raw.githubusercontent.com/seade-R/dados-covid-sp/master/data/sp.csv
[37] https://www.wmk-it.net/news/fingerprint-scanner-1621441877
[36] https://www.reddit.com/r/dataisbeautiful/comments/njgzfp/oc_digital_elevation_model_of_greece/
[33] https://www.wmk-it.net/news/safemoon-1621493230
[28] https://www.reddit.com/r/dataisbeautiful/comments/nk3n1l/mean_center_of_us_population_17902020_oc/

Top URLs in Tweet in G1:
[82] https://medium.com/javarevisited/10-free-python-tutorials-and-courses-from-google-microsoft-and-coursera-for-beginners-96b9ad20b4e6
[57] https://www.kdnuggets.com/2021/04/most-demand-skills-data-scientists.html
[56] https://www.kdnuggets.com/2021/01/learn-data-science-free-2021.html
[37] https://www.wmk-it.net/news/fingerprint-scanner-1621441877
[33] https://www.wmk-it.net/news/safemoon-1621493230
[24] https://www.fiverr.com/shahtech88/design-the-best-handwriting-logo-and-signature-with-24-hours
[21] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DK22hmfeUx2w&q=EgS4SO-bGLu2moAGIhkA8aeDS2P_Dd-aDveyNq4nd5f5_dWcuWEJMgFy
[20] https://medium.com/@mattybv3/learn-data-science-from-scratch-curriculum-with-20-free-online-courses-8cff96d6cbe5
[20] https://www.kdnuggets.com/2021/05/data-preparation-sql-cheat-sheet.html
[20] https://www.kdnuggets.com/2021/02/gilbert-people-skills-analytical-thinkers.html

Top URLs in Tweet in G2:
[439] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[3] https://www.jmp.com/en_us/events/getting-started-with-jmp/webcasts.html?utm_source=TWITTER&utm_medium=social_sprinklr&utm_content=4842325382&utm_campaign=gsl&linkId=119141687
[2] https://statisticaloddsandends.wordpress.com/2019/02/24/plots-within-plots-with-ggplot2-and-ggmap/
[2] https://public.jmp.com/packages/MKSPHyfd3z7Z_MmxNbZVf?utm_source=TWITTER&utm_medium=social_sprinklr&utm_content=4862456027&utm_campaign=pub&linkId=119559079
[1] https://cedricscherer.netlify.app/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/
[1] https://twitter.com/h_i_g_s_c_h/status/1397468282064674816
[1] https://twitter.com/CedScherer/status/1395488973141725186
[1] https://twitter.com/MBozukova/status/1379488263568826372
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DckOAWmObIyM&q=EgS4SO-bGIHtwIUGIhB91dlTNT15ofIeTlTs5qZpMgFy
[1] https://github.com/danmorse314/nfl-stuff/blob/main/nfl_odds_2021.csv

Top URLs in Tweet in G3:
[10] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[7] https://clauswilke.com/dataviz/
[4] https://d-qn.shinyapps.io/rtify/
[3] https://chartability.fizz.studio/
[3] https://fossheim.io/writing/posts/accessible-dataviz-us-elections/
[3] https://www.reddit.com/r/dataisbeautiful/comments/njgzfp/oc_digital_elevation_model_of_greece/
[2] https://medium.com/nightingale/five-free-data-visualization-tools-for-beginners-fb3645d3b110?source=friends_link&sk=f0e2b02b9ac24e8562440cc5a20e08ca
[2] http://euclid.psych.yorku.ca/datavis/papers/Nightingale-radiant.pdf
[2] http://cssdrive.com/imagepalette/index.php
[2] https://www.meetup.com/D3-Online/events/275968739/

Top URLs in Tweet in G4:
[18] https://github.com/PursuitOfDataScience/TidyTuesdayWork/tree/main/2021-05-18
[7] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[7] https://hgserver1.amc.nl:443/
[5] https://statisticsglobe.com/add-image-to-plot-in-r
[5] https://github.com/MHenderson/mario-kart-records
[4] https://github.com/PursuitOfDataScience/TidyTuesdayWork/blob/main/2021-05-25/2021-05-25.R
[3] https://twitter.com/OpenWeedSci/status/1396894593363456003
[3] https://www.youtube.com/watch?v=QvdHb23t_8c&feature=youtu.be

[3] https://www.youtube.com/watch?v=8hYoBioxSm0&feature=youtu.be

[3] https://github.com/Berndatte

Top URLs in Tweet in G5:
[225] https://clauswilke.com/dataviz/
[15] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[10] https://www.kdnuggets.com/2019/04/data-visualization-python-matplotlib-seaborn.html
[7] https://www.kdnuggets.com/2019/04/best-data-visualization-techniques.html
[3] https://wilkelab.org/SDS375/slides/dimension-reduction-1.html#1
[2] https://www.sophie-e-hill.com/slides/2021-chips-seminar/
[1] https://jimsinur.blogspot.com/2021/05/what-is-digital-transformation.html
[1] https://twitter.com/DevilleSy/status/1397469360508358657
[1] https://github.com/PursuitOfDataScience/TidyTuesdayWork/tree/main/2021-05-18
[1] https://www.reddit.com/r/dataisbeautiful/comments/nia8e5/most_distinguishing_words_spoken_by_the_cast_of/

Top URLs in Tweet in G6:
[13] https://www.youtube.com/watch?v=10KA7uhEWUM&feature=youtu.be

[2] https://geemap.org/notebooks/random_sampling/
[2] https://leafmap.gishub.org
[2] https://marketplace.visualstudio.com/publishers/RandomFractalsInc
[2] https://twitter.com/carlbaker/status/1397204669714378763
[1] https://jstnbraaten.medium.com/running-google-earth-engine-from-rstudio-cloud-3faba86af8a5
[1] https://geemap.org/notebooks/58_add_vector/
[1] https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPccOFv1dCwvGI6TYnirRTg3

[1] https://github.com/giswqs/leafmap
[1] https://twitter.com/giswqs/status/1397163035148517378

Top URLs in Tweet in G7:
[9] https://twinybots.ch/
[5] https://dataviz.theanalyst.com/season-reviews/2020/
[4] https://www.couponed12.com/2021/05/data-visualization-for-storytelling.html
[4] https://datastori.es/163-svelte-js-for-web-based-dataviz-with-amelia-wattenberger/
[4] https://groupe-sunergia.com/market-insights/acceleration-dematerialisation-moyens-paiement-maroc/
[3] https://www.couponed12.com/2021/05/data-visualisation-with-python-2021.html
[2] https://twitter.com/moriah_taylor58/status/1395431000977649665
[2] https://www.pa-analytics.com.br/se-inscreva-para-nossos-cursos
[2] https://datamatters.org/
[2] https://public.tableau.com/profile/shenna.mae.padayao#!/vizhome/GameofThronesTopKillers_16215536673300/GameofThronesKillTracker

Top URLs in Tweet in G8:
[5] https://twitter.com/bothness/status/1396746574638862337
[3] https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/#polish
[2] https://twitter.com/WarningGraphicC/status/1395659628684349441
[2] https://clauswilke.com/dataviz/
[2] https://warninggraphiccontent.tumblr.com/post/651775122060001280/21-may-2021
[2] https://www.ons.gov.uk/peoplepopulationandcommunity/personalandhouseholdfinances/incomeandwealth/articles/mappingincomedeprivationatalocalauthoritylevel/2021-05-24
[2] https://archive.org/details/chicagoareatrans01chic
[2] https://studio.unfolded.ai/public/f74973f5-ea6e-4383-98c9-ff1d25589301/embed
[1] https://www.ons.gov.uk/visualisations/dvc1371/
[1] https://www.dailymail.co.uk/news/article-9612515/Map-shows-Britains-huge-income-divide-people-live.html

Top URLs in Tweet in G9:
[27] https://www.reddit.com/r/dataisbeautiful/comments/nk3n1l/mean_center_of_us_population_17902020_oc/
[26] https://www.reddit.com/r/dataisbeautiful/comments/njgzfp/oc_digital_elevation_model_of_greece/
[20] https://www.reddit.com/r/dataisbeautiful/comments/nia8e5/most_distinguishing_words_spoken_by_the_cast_of/
[9] https://www.reddit.com/r/dataisbeautiful/comments/nhnw0a/oc_the_covid19_death_toll/
[6] https://www.reddit.com/r/dataisbeautiful/comments/jslbn9/us_elevation_tiles_oc/
[2] https://www.reddit.com/r/dataisbeautiful/comments/9gk3ms/the_roads_of_great_britain_coloured_according_to/
[2] https://www.reddit.com/r/dataisbeautiful/comments/nj5qix/oc_fastest_routes_on_land_and_sometimes_boat/
[1] https://www.reddit.com/r/dataisbeautiful/comments/nl440d/oc_the_massive_decrease_in_worldwide_infant/
[1] https://blog.metoffice.gov.uk/2011/04/26/25-years-on-from-chernobyl/
[1] https://www.reddit.com/r/dataisbeautiful/comments/nbfau3/oc_largest_party_in_2020_us_presidential_election/

Top URLs in Tweet in G10:
[3] https://hhsievertsen.shinyapps.io/r_introduction/
[2] https://painelgfs.tesouro.gov.br/#section-distribui%C3%A7%C3%A3o-por-conta
[1] https://milospopovic.net/compute-and-map-rail-density-using-r/
[1] https://milosp.info/maps/full/egov.png
[1] https://github.com/hhsievertsen/hhsievertsen.github.io/blob/master/dataviz/20210524/rscript.R
[1] https://hhsievertsen.github.io/applied_econ_with_r/
[1] https://hhsievertsen.github.io/dataviz.html
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkJy0dWUpPC4&q=EgS4SO-bGLjtwIUGIhCR3sEIjXWWcQcI7iREResOMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Di97HYon-4KQ&q=EgS4SO-bGLftwIUGIhAiBIIlPp3pHJUXAf-dBvNlMgFy
[1] https://twitter.com/barbalhofernand/status/1396101243265769476

Top Domains
Top Domains in Tweet in Entire Graph:
[490] cedricscherer.com
[269] clauswilke.com
[219] twitter.com
[196] kdnuggets.com
[174] medium.com
[161] reddit.com
[104] github.com
[83] tableau.com
[70] wmk-it.net
[59] youtube.com

Top Domains in Tweet in G1:
[178] kdnuggets.com
[135] medium.com
[70] wmk-it.net
[49] teespring.com
[24] fiverr.com
[21] google.com
[20] tableau.com
[17] bitpipe.com
[16] github.com
[16] amazon.com

Top Domains in Tweet in G2:
[439] cedricscherer.com
[7] jmp.com
[4] twitter.com
[2] wordpress.com
[1] netlify.app
[1] google.com
[1] github.com
[1] reddit.com
[1] rawdatastudies.com
[1] pbpython.com

Top Domains in Tweet in G3:
[22] twitter.com
[15] medium.com
[10] cedricscherer.com
[7] clauswilke.com
[5] yorku.ca
[4] fizz.studio
[4] economist.com
[4] storytellingwithdata.com
[4] reddit.com
[4] shinyapps.io

Top Domains in Tweet in G4:
[42] github.com
[14] twitter.com
[11] youtube.com
[9] tableau.com
[7] cedricscherer.com
[7] amc.nl
[6] sharpsightlabs.com
[5] statisticsglobe.com
[4] wordpress.com
[4] reddit.com

Top Domains in Tweet in G5:
[225] clauswilke.com
[17] kdnuggets.com
[15] cedricscherer.com
[3] wilkelab.org
[2] sophie-e-hill.com
[1] blogspot.com
[1] twitter.com
[1] github.com
[1] reddit.com
[1] r-charts.com

Top Domains in Tweet in G6:
[14] youtube.com
[5] twitter.com
[3] geemap.org
[2] gishub.org
[2] visualstudio.com
[2] visualcapitalist.com
[1] medium.com
[1] github.com
[1] observablehq.com
[1] stripes.com

Top Domains in Tweet in G7:
[51] twitter.com
[12] thebubbleboard.com
[9] twinybots.ch
[9] tableau.com
[9] reddit.com
[7] couponed12.com
[6] youtube.com
[5] medium.com
[5] flourish.studio
[5] theanalyst.com

Top Domains in Tweet in G8:
[8] twitter.com
[4] gov.uk
[3] tumblr.com
[3] cedricscherer.com
[2] co.uk
[2] clauswilke.com
[2] archive.org
[2] unfolded.ai
[1] google.com
[1] dribbble.com

Top Domains in Tweet in G9:
[95] reddit.com
[1] gov.uk
[1] odi.org
[1] clauswilke.com
[1] cedricscherer.com
[1] fastcompany.com

Top Domains in Tweet in G10:
[3] shinyapps.io
[2] github.io
[2] gov.br
[2] google.com
[1] milospopovic.net
[1] milosp.info
[1] github.com
[1] twitter.com
[1] reddit.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3226] dataviz
[1167] datascience
[1109] rstats
[981] analytics
[977] ai
[884] python
[798] bigdata
[576] datascientists
[530] 100daysofcode
[527] data



Top Hashtags in Tweet in G1:
[950] ai
[934] analytics
[806] datascience
[761] bigdata
[707] python
[614] dataviz
[571] datascientists
[565] rstats
[529] 100daysofcode
[411] data

Top Hashtags in Tweet in G2:
[42] dataviz
[11] 30daychartchallenge
[7] rstats
[6] jmp
[5] ggplot2
[4] scicommchat
[4] dataanalysis
[3] tidytuesday
[2] boxplot
[2] scicomm

Top Hashtags in Tweet in G3:
[259] dataviz
[21] accessibility
[21] datavisualization
[21] datavis
[15] gaad2021
[15] fromthearchives
[15] rstats
[13] todayinhistory
[13] historicaldatavis
[13] onthisday

Top Hashtags in Tweet in G4:
[222] dataviz
[205] tidytuesday
[186] rstats
[38] datascience
[32] makeovermonday
[24] ggplot2
[24] data
[22] geography
[21] tidyverse
[18] r

Top Hashtags in Tweet in G5:
[234] rstats
[226] datascience
[33] dataviz
[17] kdn
[13] python
[3] data
[3] geospatial
[3] mapping
[3] jupyter
[3] ggplot2

Top Hashtags in Tweet in G6:
[147] geospatial
[141] mapping
[137] python
[137] jupyter
[55] earthengine
[52] rstudiocloud
[30] dataviz
[30] leafmap
[29] cog
[29] stac

Top Hashtags in Tweet in G7:
[191] dataviz
[18] data
[16] datavisualization
[16] datavis
[15] datascience
[13] analytics
[12] dataanalytics
[11] tableau
[9] covid19
[7] powerbi

Top Hashtags in Tweet in G8:
[193] dataviz
[154] scrollytelling
[6] ddj
[5] datavis
[3] europe
[3] travel
[2] rstats
[2] datascience
[2] r
[2] sysengineering

Top Hashtags in Tweet in G9:
[201] dataviz
[57] europe
[57] travel
[26] greece
[25] friends
[12] chernobyl
[9] covid19
[9] pandemic
[3] python
[3] geospatial

Top Hashtags in Tweet in G10:
[72] dataviz
[33] rstats
[32] econtwitter
[31] maps
[27] dataisbeautiful
[27] r
[19] datascience
[14] europe
[7] computer
[7] digital

Top Words
Top Words in Tweet in Entire Graph:
[3226] #dataviz
[1932] data
[1167] #datascience
[1109] #rstats
[981] #analytics
[977] #ai
[884] #python
[798] #bigdata
[577] really
[576] #datascientists

Top Words in Tweet in G1:
[950] #ai
[934] #analytics
[882] data
[806] #datascience
[761] #bigdata
[707] #python
[614] #dataviz
[571] #datascientists
[565] #rstats
[529] #100daysofcode

Top Words in Tweet in G2:
[447] cedscherer
[446] such
[440] really
[440] evolution
[439] dataandme
[439] bookmark
[439] worthy
[439] ggplot
[439] ep
[42] #dataviz

Top Words in Tweet in G3:
[259] #dataviz
[166] data
[121] make
[111] plot
[102] _rospearce
[101] around
[100] charts
[95] polar
[93] beautiful
[91] circle

Top Words in Tweet in G4:
[222] #dataviz
[205] #tidytuesday
[186] #rstats
[138] data
[89] salary
[76] looked
[70] education
[69] gender
[68] gap
[67] week

Top Words in Tweet in G5:
[235] data
[234] #rstats
[226] clauswilke
[226] #datascience
[223] fundamentals
[223] visualization
[222] claus
[222] wilke
[222] icymi_r
[34] kdnuggets

Top Words in Tweet in G6:
[175] giswqs
[149] interactive
[147] #geospatial
[141] #mapping
[137] #python
[137] #jupyter
[135] pleased
[135] release
[135] leafmap
[135] package

Top Words in Tweet in G7:
[191] #dataviz
[46] data
[46] dataviz
[27] covid
[22] more
[18] #data
[16] #datavisualization
[16] #datavis
[15] visualization
[15] #datascience

Top Words in Tweet in G8:
[193] #dataviz
[164] ons
[159] today
[159] bothness
[155] series
[154] released
[154] second
[154] two
[154] #scrollytelling
[154] pieces

Top Words in Tweet in G9:
[201] #dataviz
[169] randal_olson
[153] source
[57] fastest
[57] routes
[57] land
[57] sometimes
[57] boat
[57] between
[57] 990

Top Words in Tweet in G10:
[97] map
[90] milos_agathon
[72] #dataviz
[68] shows
[46] day
[43] international
[42] average
[41] today
[40] biological
[40] diversity

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[525] #datascientists,#analytics
[488] #analytics,#bigdata
[487] really,such
[487] such,bookmark
[487] bookmark,worthy
[487] worthy,evolution
[487] evolution,ggplot
[487] ggplot,ep
[487] ep,cedscherer
[486] dataandme,really

Top Word Pairs in Tweet in G1:
[521] #datascientists,#analytics
[486] #analytics,#bigdata
[422] #bigdata,#rstats
[403] #rstats,#ai
[339] data,science
[326] #reactjs,#python
[293] #ai,#reactjs
[270] #100daysofcode,#ai
[254] #data,#datascientists
[244] #datascience,#machinelearning

Top Word Pairs in Tweet in G2:
[439] really,such
[439] such,bookmark
[439] bookmark,worthy
[439] worthy,evolution
[439] evolution,ggplot
[439] ggplot,ep
[439] ep,cedscherer
[438] dataandme,really
[8] #dataviz,choice
[7] bold,#dataviz

Top Word Pairs in Tweet in G3:
[94] polar,charts
[91] charts,plot
[91] plot,data
[91] data,around
[91] around,circle
[91] circle,make
[91] make,beautiful
[91] beautiful,memorable
[91] memorable,#dataviz
[91] #dataviz,confusing

Top Word Pairs in Tweet in G4:
[72] #tidytuesday,looked
[65] looked,salary
[65] salary,range
[65] range,each
[65] each,industry
[65] industry,education
[65] education,showed
[65] showed,gender
[65] gender,gap
[64] cnicault,#tidytuesday

Top Word Pairs in Tweet in G5:
[224] #rstats,#datascience
[223] fundamentals,data
[223] data,visualization
[222] visualization,claus
[222] claus,wilke
[222] wilke,clauswilke
[222] clauswilke,#rstats
[221] icymi_r,fundamentals
[17] kdnuggets,#kdn
[15] dataandme,really

Top Word Pairs in Tweet in G6:
[135] pleased,release
[135] release,leafmap
[135] leafmap,#python
[135] #python,package
[135] package,#geospatial
[135] #geospatial,analysis
[135] analysis,interactive
[135] interactive,#mapping
[135] #mapping,#jupyter
[134] giswqs,pleased

Top Word Pairs in Tweet in G7:
[12] data,visualization
[10] performing,sector
[10] follow,along
[9] #data,#dataviz
[8] today's,best
[8] best,performing
[7] #dataviz,#bot
[7] #sc,#covid19
[7] #covid19,update
[7] update,48

Top Word Pairs in Tweet in G8:
[154] today,ons
[154] ons,released
[154] released,second
[154] second,two
[154] two,#scrollytelling
[154] #scrollytelling,#dataviz
[154] #dataviz,pieces
[154] pieces,series
[154] series,economic
[154] economic,inequality

Top Word Pairs in Tweet in G9:
[126] #dataviz,source
[57] fastest,routes
[57] routes,land
[57] land,sometimes
[57] sometimes,boat
[57] boat,between
[57] between,990
[57] 990,pairs
[57] pairs,european
[57] european,capitals

Top Word Pairs in Tweet in G10:
[66] map,shows
[43] international,day
[40] today,international
[40] day,biological
[40] biological,diversity
[40] diversity,map
[40] shows,average
[40] average,weighted
[40] weighted,fractional
[40] fractional,forest

Top Replied-To
Top Replied-To in Entire Graph:
@shakemydata
@test
@dataviz_
@wedodatab
@ameliamn
@borismericskay
@smtology
@scicommclub
@ac43eii0e
@silver_1494

Top Replied-To in G1:
@strat_ai
@barbiegetitdone
@elonmusk
@ai_miami
@chantalsimonato
@andrewofyfc
@raydoesdata
@esriireland

Top Replied-To in G2:
@scicommclub
@notaboutthecell
@jewel_crush_axe
@samhoppen

Top Replied-To in G3:
@smtology
@achimzeileis
@montanajustin
@ian_eff_jay
@nigelhawtin
@evergreendata
@frankelavsky
@moritz_stefaner
@maxcroser
@markomijic

Top Replied-To in G4:
@collnell
@cnicault
@zofiathewitch
@datavizrockroll

Top Replied-To in G6:
@microsoftteams

Top Replied-To in G8:
@puntofisso
@fryford

Top Replied-To in G9:
@iklaric
@markobozac

Top Replied-To in G10:
@simongerman600
@mikebrewerecon
@efeieleipee

Top Mentioned
Top Mentioned in Entire Graph:
@cedscherer
@dataandme
@catherineadenle
@clauswilke
@icymi_r
@giswqs
@randal_olson
@ai_miami
@ons
@bothness

Top Mentioned in G1:
@catherineadenle
@ai_miami
@strat_ai
@sarincr
@lucasplendore75
@wajdialkayal
@ipfconline1
@biconadvisory
@andi_staub
@wajdialkayal1

Top Mentioned in G2:
@cedscherer
@dataandme
@stephenbheard
@mbozukova
@sciwithemily
@datavislisboa
@_rospearce
@cnicault
@usgs_datasci
@jewel_crush_axe

Top Mentioned in G3:
@_rospearce
@datavizsociety
@frankelavsky
@jasonforrestftw
@allitorban
@storywithdata
@abmakulec
@rstudio
@w_r_chase
@infowetrust

Top Mentioned in G4:
@cnicault
@dr_xeo
@r4dscommunity
@pursuitofds
@thomas_mock
@josh_ebner
@josejuniornunes
@openweedsci
@masteruah
@joachimschork

Top Mentioned in G5:
@clauswilke
@icymi_r
@cedscherer
@kdnuggets
@dataandme
@randal_olson
@giswqs
@elartedeldato
@sophie_e_hill
@_rospearce

Top Mentioned in G6:
@giswqs
@jstnbraaten
@spatialace
@michaelhainke
@cristinarigutto
@hughagraham
@biomug
@code
@mburadouglas
@tensorflow

Top Mentioned in G7:
@es_ine
@igocrite
@indstreetbets
@propcazhpm
@gnutiez
@opfistula
@pensarinfog

Top Mentioned in G8:
@ons
@bothness
@nytgraphics
@warninggraphicc
@gavinfreeguard
@cfpdata
@yougov
@nzzvisuals
@wearenewlocal
@mileendinst

Top Mentioned in G9:
@randal_olson
@fedfragapane
@la_lettura
@markobozac
@giswqs
@velimirgasp
@severinocolombo
@cecicecia
@serena_danna
@emmavitz

Top Mentioned in G10:
@milos_agathon
@hhsievertsen
@tesouronacional
@barbalhofernand
@simongerman600
@giswqs
@randal_olson
@demography101
@mikebrewerecon

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@ejlazar
@huskorkut
@monicasloves
@femtech_
@mhall55nine
@_redfrog
@xaelbot
@aaroncuddeback

Top Tweeters in G1:
@sectest9
@chidambara09
@ejlazar
@huskorkut
@monicasloves
@femtech_
@mhall55nine
@xaelbot
@aaroncuddeback
@codedailybot

Top Tweeters in G2:
@m7m5ea
@jchrispires
@yolo_pinyato
@emoontx
@adamsfantasy
@generativist
@jeffhavig
@surt_lab
@supersciencegrl
@jbschreiber

Top Tweeters in G3:
@_l17r_
@c3kenneth
@digitaldecoded1
@ayirpelle
@theeconomist
@justafandavid
@a_abdulaziz_a
@munevarjuan
@steltenpower
@margymaclibrary

Top Tweeters in G4:
@wwf
@javioru
@rstatstweet
@yvesmulkers
@porabajo
@_open_science_
@dnaed_tech
@novosomsalvador
@tadao_undo
@un

Top Tweeters in G5:
@rosenchild
@rvp
@datascience__
@bigdataexpo
@inishwan
@07swordking
@seefinish
@philosophylinks
@nopiedra
@elijahuwas

Top Tweeters in G6:
@clearmapping
@scicommbot
@visualstudio
@wangweikong
@jalbertbowdenii
@awilliams_a
@tomchivers
@luigisinbigotes
@censuspk
@ismailsunni

Top Tweeters in G7:
@7wdata
@may_gun
@dbkell
@nekora2520
@voretaq7
@findinlanguedoc
@money_personal
@gnutiez
@fissewa
@doriantaylor

Top Tweeters in G8:
@iinderz
@babssheking
@briantrice
@bbbcccnnn
@zeynep
@bashaa
@bcagroup
@antlerboy
@puntofisso
@dochawking

Top Tweeters in G9:
@nascarnac
@gwinniejones
@peterandann
@juliomayol
@bewickwren
@torrhl
@_betterwithage
@geophf
@repairrestores1
@pearsawfly

Top Tweeters in G10:
@zgur_
@euphoriceuler
@adriano9270
@eduardo_patriot
@vparrillaaixela
@nasfayaretno
@edvardvallek
@breki74
@ertem_emre
@stefanpostulart


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