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#dataviz Twitter NodeXL SNA Map and Report for Thursday, 07 January 2021 at 10:32 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
January 07, 2021
Short Description:
#dataviz via NodeXL https://bit.ly/2MyC3lg
@dashboarddr
@milos_agathon
@datasciencebot_
@neilrkaye
@fabriciosx
@rstatstweet
@datavizsociety
@ipythonistabot
@outlierconf
@bigdataqueen_me

Top hashtags:
#dataviz
#datascience
#python
#ai
#machinelearning
#rstats

Description:
Description
The graph represents a network of 3,138 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 Thursday, 07 January 2021 at 11:11 UTC.

The tweets in the network were tweeted over the 7-day, 12-hour, 40-minute period from Wednesday, 30 December 2020 at 21:52 UTC to Thursday, 07 January 2021 at 10:32 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 : 3138
Unique Edges : 5553
Edges With Duplicates : 3436
Total Edges : 8989
Number of Edge Types : 5
MentionsInRetweet : 2573
Mentions : 1013
Retweet : 4246
Tweet : 1017
Replies to : 140
Self-Loops : 1085
Reciprocated Vertex Pair Ratio : 0.0137079031985107
Reciprocated Edge Ratio : 0.0270450751252087
Connected Components : 386
Single-Vertex Connected Components : 182
Maximum Vertices in a Connected Component : 2077
Maximum Edges in a Connected Component : 7281
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.893917
Graph Density : 0.000608498293258794
Modularity : 0.577453
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 3,138 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 Thursday, 07 January 2021 at 11:11 UTC.

The tweets in the network were tweeted over the 7-day, 12-hour, 40-minute period from Wednesday, 30 December 2020 at 21:52 UTC to Thursday, 07 January 2021 at 10:32 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:
[142] https://towardsdatascience.com/7-most-recommended-data-science-skills-to-learn-in-2021-ac26933f0e8a?utm_sq=gm93asjij7
[118] https://databaseline.tech/a-tour-of-end-to-end-ml-platforms/
[78] https://www.metoffice.gov.uk/about-us/press-office/news/weather-and-climate/2021/2020-statistics-round-up
[54] https://geemap.org/notebooks/52_cartoee_gif/
[54] https://www.youtube.com/watch?v=ejuugljSut4&feature=youtu.be

[54] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fturn-photos-into-cartoons-using-python-bb1a9f578a7e
[47] https://github.com/Mike-Honey/covid-19-vic-au#readme
[44] https://www.i9xx.co/2020/12/top-10-best-laptop-in-full-details.html
[44] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fnext-level-data-visualization-f00cb31f466e
[40] https://github.com/HarisIqbal88/PlotNeuralNet

Top URLs in Tweet in G1:
[138] https://towardsdatascience.com/7-most-recommended-data-science-skills-to-learn-in-2021-ac26933f0e8a?utm_sq=gm93asjij7
[118] https://databaseline.tech/a-tour-of-end-to-end-ml-platforms/
[53] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fturn-photos-into-cartoons-using-python-bb1a9f578a7e
[42] https://www.i9xx.co/2020/12/top-10-best-laptop-in-full-details.html
[42] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fnext-level-data-visualization-f00cb31f466e
[39] https://link.medium.com/cfWzo8Anhcb
[38] https://www.kdnuggets.com/2021/01/machine-learning-algorithms-2021.html
[38] https://github.com/HarisIqbal88/PlotNeuralNet
[36] https://www.datasciencecentral.com/video/dsc-webinar-series-data-analytics-and-decision-making-a
[35] https://www.i9xx.co/2020/12/top-10-best-laptop-in-full-details.html?m=1

Top URLs in Tweet in G2:
[2] https://www.reddit.com/r/dataisbeautiful/comments/kpq19u/oc_snow_statistics_of_finland_from_1980_to_2020/
[2] https://www.reddit.com/r/dataisbeautiful/comments/koyq7e/oc_deaths_from_all_causes_are_up_145_in_the/
[1] https://twitter.com/CopernicusEU/status/1346382201177444353
[1] https://www.datacamp.com/tracks/data-scientist-with-r?tap_a=5644-dce66f&tap_s=863438-625f1b&utm_medium=affiliate&utm_source=abdisalambarre
[1] https://www.reddit.com/r/dataisbeautiful/comments/kr95d1/coronavirus_has_killed_more_americans_in_9_months/
[1] https://www.reddit.com/r/dataisbeautiful/comments/knfbvp/oc_dont_trust_a_choropleth_mapevidence_from/
[1] https://www.reddit.com/video/wrmo5up4ij861
[1] https://www.reddit.com/video/wb4x706oww861
[1] https://www.reddit.com/r/dataisbeautiful/comments/kp41m3/changes_to_us_budget_deficits_by_president_oc/
[1] https://www.reddit.com/r/dataisbeautiful/comments/kprzn4/probabilities_of_winning_an_attack_in_risk_oc/

Top URLs in Tweet in G3:
[26] https://transitcosts.com/
[22] https://github.com/rfordatascience/tidytuesday/blob/master/README.md
[15] https://cedricscherer.netlify.app/2021/01/01/review-2020-personal-dataviz-highlights/
[11] https://github.com/csdaw/ggprism
[11] https://csdaw.github.io/ggprism/
[6] https://www.highcharts.com/blog/post/i-am-ruby-developer-how-can-i-use-highcharts/
[6] https://www.highcharts.com/blog/tutorials/interactive-small-multiple-with-r/
[6] https://github.com/bonschorno/TidyTuesday
[6] https://mavisanalytic.shinyapps.io/MtcarsDashboard/
[5] https://github.com/botan/google-trends/blob/main/R/trend-2020.R

Top URLs in Tweet in G4:
[25] https://bryanwhiting.github.io/dsnews/
[6] https://twitter.com/porridgebrain/status/1344965854195306497
[6] https://www.chi2innovations.com/blog/discover-visualisation-blog-series/the-one-sure-fire-path-to-the-best-data-visualisation/
[4] https://www.chi2innovations.com/graphs-dont-lie-book/
[4] http://www.infocaptor.com/bubble-my-page
[4] http://www.infocaptor.com/dashboard/how-to-use-sql-to-build-dashboard
[2] https://kristinhenry.medium.com/stickers-and-stamps-a-bright-spot-in-2020-d3011afefa09
[2] https://visme.co/blog/best-data-visualizations/
[2] https://www.behance.net/gallery/7692823/ixtract-Calendar-2013-2014
[2] https://github.com/walterra/d3-milestones

Top URLs in Tweet in G5:
[18] https://www.datavisualizationsociety.com/black-in-data-challenge
[17] https://covid19.biglocalnews.org/
[13] https://twitter.com/BlkInData/status/1343561843244060672
[11] https://trends.google.com/trends/story/US_cu_6fXtAFIBAABWdM_en
[9] https://datajournalism.com/
[7] https://abhilashkumar24.medium.com/65bd5f4d9a28?source=friends_link&sk=42249b719f89d75801891646b5789f50
[6] https://elenaetter.medium.com/48024dd7ba48?source=friends_link&sk=9513278ed96f4fb7a8e86d595effd7bf
[6] https://www.publicaffairsbooks.com/titles/michael-e-mann/the-new-climate-war/9781541758223/
[6] http://davis.vilums.me/all-the-streets/
[6] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/

Top URLs in Tweet in G6:
[29] https://medium.com/nightingale/outlier-2021-the-speaker-lineup-367ffe72c907
[15] https://blog.datawrapper.de/weeklychart-charttypes-2020/
[15] http://track.fiverr.com/visit/?bta=34119&nci=5497&campaign=685161&landingPage=http%3A%2F%2Fwww.fiverr.com%2Fnhshapiro
[13] http://track.fiverr.com/visit/?bta=34119&nci=5497&campaign=685161&landingPage=http%3A%2F%2Fwww.fiverr.com%2Fnhshapiro%2Fcreate-google-data-studio-dashboards-and-reports
[10] https://geoflowiz.hypotheses.org/
[8] https://medium.com/datavizbr/visualiza%C3%A7%C3%A3o-de-dados-com-sotaque-brasileiro-final-7880c8d86952
[7] https://www.outlierconf.com/speakers
[7] https://twitter.com/outlierconf/status/1346518640145870848
[6] https://www.youtube.com/watch?v=NrQU5lgovSU&feature=youtu.be

[6] https://www.outlierconf.com/tickets

Top URLs in Tweet in G7:
[46] https://geemap.org/notebooks/52_cartoee_gif/
[46] https://www.youtube.com/watch?v=ejuugljSut4&feature=youtu.be

[29] https://geemap.org/notebooks/51_cartoee_projections/
[18] https://geemap.org/notebooks/50_cartoee_quickstart/
[9] https://www.esri.com/arcgis-blog/products/js-api-arcgis/mapping/summarize-and-explore-point-clusters-in-web-apps/
[5] https://twitter.com/wgeary/status/1346173035942977537
[5] https://eos.org/features/visualizing-science-how-color-determines-what-we-see#.X-9_ZYJNG-I.twitter
[3] https://www.esri.com/en-us/lg/industry/electric-and-gas/south-jersey-industries-case-study?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=f33cb846-284a-4b11-8ef2-4c4dcee9e328
[3] https://twitter.com/stphnfwlr/status/1346533970377367552
[3] https://www.linkedin.com/slink?code=gqGg-ak

Top URLs in Tweet in G8:
[77] https://www.metoffice.gov.uk/about-us/press-office/news/weather-and-climate/2021/2020-statistics-round-up
[9] https://psl.noaa.gov/data/gridded/data.cpc.globaltemp.html
[2] https://towardsdatascience.com/8-free-tools-to-make-interactive-data-visualizations-in-2021-no-coding-required-2b2c6c564b5b?source=twitterShare-a0979dd601db-1609228753&_branch_match_id=link-872375497459957405
[1] https://twitter.com/jwoLondon/status/1344214298386640897
[1] https://abhilashkumar24.medium.com/65bd5f4d9a28?source=friends_link&sk=42249b719f89d75801891646b5789f50

Top URLs in Tweet in G9:
[10] https://public.tableau.com/profile/keith.dykstra#!/vizhome/DashboardTemplate5favoriteUXUIHacks/CustomSingleSelectFilterUI
[6] https://analyticsweek.com/content/propelling-business-intelligence-across-the-enterprise-with-natural-language-generation/
[5] https://public.tableau.com/profile/adam.e.mccann#!/
[5] https://public.tableau.com/profile/stanke#!/
[5] https://public.tableau.com/profile/krishma.shah#!/vizhome/TheGreatBicycleBoomMoM2021_W1/GreatBicycleBoom
[5] https://public.tableau.com/profile/naresh.suglani#!/vizhome/SebastianVettel-4TimesF1WorldChampion/VettelDots
[5] https://public.tableau.com/profile/lisa.rapp#!/vizhome/Top10_Boybands/Boybands
[4] https://public.tableau.com/profile/eve.thomas#!/vizhome/THE2020BIKEBOOM-MakeoverMonday/BIKEBOOM
[4] https://nuzzel.com/Biff_Bruise/2021/01/05
[4] https://www.youtube.com/watch?v=itvHNbIsI64


Top URLs in Tweet in G10:
[23] https://www.reddit.com/r/dataisbeautiful/comments/knrris/2020_presidential_election_results_in_bubbles/
[9] https://www.reddit.com/r/dataisbeautiful/comments/kqgxu4/comparing_covid19_vs_influenza_mortality_in_the/
[8] https://www.reddit.com/r/dataisbeautiful/comments/kqrvz0/commuter_regions_of_the_united_states_oc/
[7] https://www.reddit.com/r/dataisbeautiful/comments/kmgmpx/oc_most_popular_desktop_and_laptop_operating/
[7] https://www.reddit.com/r/dataisbeautiful/comments/kprzn4/probabilities_of_winning_an_attack_in_risk_oc/
[3] https://www.reddit.com/r/dataisbeautiful/comments/klv1y2/blood_type_distribution_by_country_oc/
[2] https://www.reddit.com/r/dataisbeautiful/comments/ker728/hydrology_of_the_pacific_northwest_region_stream/
[2] https://www.reddit.com/r/dataisbeautiful/comments/io3x6l/oc_hollywoods_vanishing_creativity_proportion_of/
[1] https://github.com/HarisIqbal88/PlotNeuralNet

Top Domains
Top Domains in Tweet in Entire Graph:
[360] medium.com
[336] twitter.com
[209] towardsdatascience.com
[206] github.com
[141] i9xx.co
[134] reddit.com
[128] tableau.com
[125] youtube.com
[118] databaseline.tech
[116] geemap.org

Top Domains in Tweet in G1:
[254] medium.com
[193] towardsdatascience.com
[138] i9xx.co
[118] databaseline.tech
[84] datacamp.com
[82] kdnuggets.com
[66] github.com
[56] jadirectives.com
[54] twitter.com
[52] datasciencecentral.com

Top Domains in Tweet in G2:
[13] reddit.com
[1] twitter.com
[1] datacamp.com

Top Domains in Tweet in G3:
[79] highcharts.com
[68] github.com
[26] twitter.com
[26] transitcosts.com
[25] netlify.app
[14] github.io
[13] shinyapps.io
[13] youtube.com
[6] expatnotes.lu
[4] outlierconf.com

Top Domains in Tweet in G4:
[45] twitter.com
[28] github.io
[25] economist.com
[10] chi2innovations.com
[10] infocaptor.com
[7] linkedin.com
[6] medium.com
[4] tableau.com
[3] visualcapitalist.com
[3] jmp.com

Top Domains in Tweet in G5:
[43] medium.com
[32] twitter.com
[20] datavisualizationsociety.com
[19] verigazeteciligi.com
[17] biglocalnews.org
[11] google.com
[11] datajournalism.com
[10] uni-marburg.de
[6] publicaffairsbooks.com
[6] vilums.me

Top Domains in Tweet in G6:
[39] medium.com
[29] twitter.com
[28] fiverr.com
[22] observablehq.com
[15] datawrapper.de
[13] outlierconf.com
[11] youtube.com
[10] hypotheses.org
[4] towardsdatascience.com
[3] i9xx.co

Top Domains in Tweet in G7:
[95] geemap.org
[50] youtube.com
[17] esri.com
[8] twitter.com
[5] eos.org
[3] linkedin.com
[3] okt.to
[2] allthatgeo.com
[2] directrelief.org
[2] baltimorecity.gov

Top Domains in Tweet in G8:
[77] gov.uk
[9] noaa.gov
[2] towardsdatascience.com
[1] twitter.com
[1] medium.com

Top Domains in Tweet in G9:
[101] tableau.com
[6] analyticsweek.com
[6] nuzzel.com
[6] youtube.com
[4] google.com
[3] meetup.com
[2] github.com
[2] instagr.am
[2] medium.com
[2] datavizcatalogue.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4686] dataviz
[1276] datascience
[1072] python
[1046] ai
[986] machinelearning
[948] rstats
[708] 100daysofcode
[692] bigdata
[485] data
[445] iot



Top Hashtags in Tweet in G1:
[1397] dataviz
[994] ai
[982] python
[933] machinelearning
[908] datascience
[691] 100daysofcode
[648] bigdata
[427] deeplearning
[425] iot
[359] bigdataqueen

Top Hashtags in Tweet in G2:
[233] dataviz
[217] rstats
[194] datascience
[193] maps
[143] covid19
[32] internet
[32] broadband
[32] tech
[21] rspatial
[11] urban

Top Hashtags in Tweet in G3:
[409] dataviz
[315] rstats
[102] ggplot2
[91] tidytuesday
[79] tidyverse
[57] datascience
[36] gganimate
[31] r4ds
[23] datavisualization
[16] covid19

Top Hashtags in Tweet in G4:
[275] dataviz
[27] data
[17] datavisualization
[16] datascience
[16] analytics
[15] mapa
[15] violencia
[15] dadosabertos
[15] transparencia
[14] visualizacao

Top Hashtags in Tweet in G5:
[230] dataviz
[32] ddj
[25] datavisualization
[22] covid19
[21] datajournalism
[17] blackindata
[14] informationdesign
[13] blacktechtwitter
[11] data
[10] blacktwitter

Top Hashtags in Tweet in G6:
[203] dataviz
[47] javascript
[35] outlier2021
[28] datavisualization
[28] website
[28] analysis
[28] googledatastudio
[28] fiverr
[28] gigs
[28] client

Top Hashtags in Tweet in G7:
[124] dataviz
[72] gis
[65] geospatial
[53] python
[51] mapping
[50] geemap
[50] earthengine
[50] remotesensing
[50] jupyter
[50] ipyleaflet

Top Hashtags in Tweet in G8:
[168] dataviz
[78] maps
[64] globalwarming
[62] rstats
[62] datavizwhizz
[55] climatechange
[27] gis
[16] mapping
[11] projectionmapping
[9] noaa

Top Hashtags in Tweet in G9:
[158] dataviz
[91] tableau
[75] makeovermonday
[69] datafam
[31] datavisualization
[28] powerbi
[21] mmvizreview
[16] data
[14] dataanalytics
[10] uxdesign

Top Hashtags in Tweet in G10:
[64] dataviz
[10] covid19
[3] rstats
[2] pnw
[2] hollywood
[2] movies
[2] datascience
[1] maps
[1] rspatial
[1] machinelearning

Top Words
Top Words in Tweet in Entire Graph:
[5818] #dataviz
[2192] #datascience
[1815] #python
[1766] #machinelearning
[1666] data
[1662] #ai
[1482] #100daysofcode
[1433] #rstats
[1117] #deeplearning
[940] #bigdata

Top Words in Tweet in G1:
[2359] #dataviz
[1780] #datascience
[1700] #machinelearning
[1667] #python
[1595] #ai
[1453] #100daysofcode
[1085] #deeplearning
[986] data
[892] #bigdata
[860] #iot

Top Words in Tweet in G2:
[234] #dataviz
[217] #rstats
[206] map
[195] #datascience
[193] #maps
[166] europe
[157] deaths
[154] shows
[143] covid19
[143] related

Top Words in Tweet in G3:
[418] #dataviz
[321] #rstats
[104] #ggplot2
[91] #tidytuesday
[90] data
[81] #tidyverse
[71] code
[64] more
[60] #datascience
[59] made

Top Words in Tweet in G4:
[275] #dataviz
[52] data
[47] more
[41] 2020
[32] see
[27] #data
[27] detail
[25] graphic
[21] visualization
[18] 01

Top Words in Tweet in G5:
[240] #dataviz
[47] 2021
[37] case
[36] jan
[36] data
[36] #ddj
[34] local
[33] datavizsociety
[32] time
[28] pitchinc

Top Words in Tweet in G6:
[205] #dataviz
[68] read
[62] data
[53] #javascript
[46] speakers
[43] need
[37] speaker
[35] #outlier2021
[32] outlier
[31] 2020

Top Words in Tweet in G7:
[181] #dataviz
[119] #gis
[110] #geospatial
[100] #python
[98] video
[97] #mapping
[95] #geemap
[95] #earthengine
[95] #remotesensing
[95] #jupyter

Top Words in Tweet in G8:
[168] #dataviz
[136] 2020
[121] summary
[119] uk
[113] wettest
[112] neilrkaye
[110] temperature
[107] sunniest
[100] record
[99] rainfall

Top Words in Tweet in G9:
[176] #dataviz
[99] #tableau
[84] #datafam
[76] #makeovermonday
[58] 2021
[49] viz
[41] first
[36] 2020
[36] year
[35] #datavisualization

Top Words in Tweet in G10:
[65] #dataviz
[61] source
[38] 2020
[23] presidential
[23] election
[23] results
[23] bubbles
[23] contiguous
[10] #covid19
[9] comparing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[507] #ai,#100daysofcode
[496] #100daysofcode,#devcommunity
[441] #ai,#machinelearning
[411] #javascript,#serverless
[409] #rstats,#dataviz
[384] #machinelearning,#datascience
[348] #bigdata,#python
[343] #devcommunity,#iot
[333] #ml,#datascience
[315] #bigdataqueen,#bigdata

Top Word Pairs in Tweet in G1:
[497] #ai,#100daysofcode
[486] #100daysofcode,#devcommunity
[431] #ai,#machinelearning
[400] #javascript,#serverless
[375] #machinelearning,#datascience
[343] #bigdata,#python
[337] #devcommunity,#iot
[328] #ml,#datascience
[311] #bigdataqueen,#bigdata
[311] #python,#machinelearning

Top Word Pairs in Tweet in G2:
[194] #dataviz,#datascience
[154] map,shows
[143] shows,covid19
[143] covid19,related
[143] related,deaths
[143] deaths,million
[143] million,inhabitants
[143] inhabitants,europe
[143] europe,#covid19
[143] #covid19,#dataviz

Top Word Pairs in Tweet in G3:
[150] #rstats,#dataviz
[46] #rstats,#tidyverse
[40] #tidyverse,#ggplot2
[37] done,#rstats
[36] #ggplot2,#gganimate
[36] #gganimate,#dataviz
[34] inspired,favourite
[34] favourite,illustration
[34] illustration,allison_horst
[34] allison_horst,palmerpenguins

Top Word Pairs in Tweet in G4:
[25] graphic,detail
[25] detail,#dataviz
[25] #dataviz,see
[25] see,more
[15] #mapa,#violencia
[15] #violencia,#dadosabertos
[15] #dadosabertos,#transparencia
[15] #transparencia,#dataviz
[14] #data,#dataviz
[14] 01,2020

Top Word Pairs in Tweet in G5:
[24] #ddj,#dataviz
[18] jan,4th
[17] #covid19,case
[17] case,mapper
[17] mapper,#dataviz
[17] #dataviz,supported
[17] supported,google
[17] google,news
[17] news,initiative
[17] initiative,shows

Top Word Pairs in Tweet in G6:
[35] #outlier2021,#dataviz
[29] excited,share
[29] share,outlier
[29] outlier,speakers
[29] speakers,announced
[29] announced,read
[29] read,approached
[29] approached,choosing
[29] choosing,speaker
[29] speaker,lineup

Top Word Pairs in Tweet in G7:
[95] #gis,#remotesensing
[95] #remotesensing,#python
[95] #python,#jupyter
[95] #jupyter,#mapping
[95] #mapping,#ipyleaflet
[93] gee,tutorial
[93] notebook,video
[93] video,#geemap
[93] #geemap,#earthengine
[93] #earthengine,#gis

Top Word Pairs in Tweet in G8:
[86] temperature,rainfall
[86] rainfall,sunshine
[86] top,10
[77] last,12
[77] 12,months
[77] months,read
[77] read,more
[64] neilrkaye,shows
[64] summary,last
[64] more,co

Top Word Pairs in Tweet in G9:
[30] #tableau,#dataviz
[29] #datafam,#dataviz
[25] #dataviz,#tableau
[25] first,#makeovermonday
[19] #datafam,#tableau
[19] #dataviz,#datavisualization
[19] #makeovermonday,2021
[17] #dataviz,#datafam
[16] viz,link
[13] 2021,week

Top Word Pairs in Tweet in G10:
[38] #dataviz,source
[23] 2020,presidential
[23] presidential,election
[23] election,results
[23] results,#dataviz
[23] #dataviz,bubbles
[23] bubbles,contiguous
[23] contiguous,source
[15] 2020,#dataviz
[9] comparing,#covid19

Top Replied-To
Top Replied-To in Entire Graph:
@vicgovdhhs
@neilrkaye
@naijaflyingdr
@news78246234
@eu_iss
@stevekornacki
@joyclee
@228eval
@ourisk
@_dbrh_

Top Replied-To in G1:
@naijaflyingdr
@news78246234

Top Replied-To in G4:
@ixtract

Top Replied-To in G5:
@joyclee
@graceka98967056
@catmule
@becomingdatasci

Top Replied-To in G6:
@_dbrh_

Top Replied-To in G7:
@kekenes

Top Replied-To in G8:
@neilrkaye

Top Replied-To in G9:
@stevekornacki
@kjmagee
@abmakulec

Top Mentioned
Top Mentioned in Entire Graph:
@tableau
@jblefevre60
@metoffice
@haroldsinnott
@nba
@nbastats
@kirkdborne
@fisher85m
@datavizsociety
@ipfconline1

Top Mentioned in G1:
@jblefevre60
@tableau
@haroldsinnott
@fisher85m
@kirkdborne
@ipfconline1
@deeplearn007
@spirosmargaris
@fabriziobustama
@chboursin

Top Mentioned in G2:
@allison_horst

Top Mentioned in G3:
@allison_horst
@r4dscommunity
@rstudio
@ssalud_mx
@dataveyes
@ourworldindata
@evolvingwild
@santaanitapark
@sante_lu
@statec

Top Mentioned in G4:
@ixtract

Top Mentioned in G5:
@datavizsociety
@pitchinc
@blkindata
@albertocairo
@biglocalnews
@fedfragapane
@blkwomencompbio
@blkincomputing
@blacktides1
@researcherscode

Top Mentioned in G6:
@observablehq
@cables_gl
@heyjessicali
@outlierconf
@datavizsociety
@miriamquick
@twitter
@facebook
@wsjgraphics
@andrewvandam

Top Mentioned in G7:
@la_lettura
@arcgisjsapi
@arcgisstorymaps
@epfl_exts
@esri
@esrifederalgovt
@esrislgov
@arcgisapps
@plotlygraphs
@defilippovale

Top Mentioned in G8:
@metoffice
@neilrkaye
@simongerman600

Top Mentioned in G9:
@tableaupublic
@tableau
@trimydata
@interworks
@portlandpowerbi
@charliehtableau
@vizwizbi
@jmrconnect_pr
@analyticsweek
@arrianlg

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@chidambara09
@cybersec_feeds
@moonbootica
@independent
@femtech_
@gambiste1
@evankirstel
@john1966olsen

Top Tweeters in G1:
@sectest9
@chidambara09
@cybersec_feeds
@femtech_
@xaelbot
@codedailybot
@codernotesbot
@kimvie
@codegnuts
@santchiweb

Top Tweeters in G2:
@viralvideovlogs
@mr_spock
@1atsuhimerose2
@arjpascal
@larossa05
@kataphraktes
@akimcampbell
@hiltonholloway
@burdush_gv
@peterbrownbarra

Top Tweeters in G3:
@rstatstweet
@bbbcccnnn
@4enoyreveapp
@texhewson
@_dotnetbot_
@draziraphale
@ssalud_mx
@rstats4ds
@restevesd
@isabellaghement

Top Tweeters in G4:
@joshspero
@pearsawfly
@sdkstl
@boomel
@rimwellc
@culturasobreme1
@robpegoraro
@eco_promos
@kristinhenry
@dantracey1983

Top Tweeters in G5:
@jot_au
@conjja
@ineeshadvs
@giuliog
@spchamp
@ronyeap
@itsgeorgekamau
@margymaclibrary
@_foggydew
@michaelemann

Top Tweeters in G6:
@friday_js_bot
@_reactdev
@franciswashere
@steltenpower
@msexcel
@maxm_profit
@duncangeere
@news_nocode
@mkeulemans
@cortina_borja

Top Tweeters in G7:
@infomorsels
@dnaed_tech
@almu_hs
@hankhc91
@censuspk
@geomaticsfeed
@3ni3l3lmy
@suhnyllakler
@bzgeo
@smartcitiesfeed

Top Tweeters in G8:
@moonbootica
@harycurl
@thestephenralph
@turfline
@audikhalid
@soupelina
@metoffice
@peterintheswim
@tudorinjordan
@benking01

Top Tweeters in G9:
@evankirstel
@dataaugmented
@openmarketingtv
@f1fanview
@grjenkin
@bcstrat
@tabora_bernardo
@trappedalien
@pff_eric
@stevaldo18

Top Tweeters in G10:
@removegopnow
@yvesmulkers
@nubiaredondo
@_betterwithage
@docsquiddy
@cappyanderson
@praxsozi
@denniskioko
@c_thomsen
@colinismyname


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