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dataviz OR datavis_2021-08-05_17-05-16.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2021
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/3AftUpE
@blackstembot
@lisacrost
@randal_olson
@catherineadenle
@dashboarddr
@dr_xeo
@developerbot_v1
@dmlmont
@giswqs
@tomhcalver

Top hashtags:
#dataviz
#ai
#datascience
#data
#bigdata
#analytics
#ml
#datascientists

Description:
Description
The graph represents a network of 4,819 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, 06 August 2021 at 00:20 UTC.

The requested start date was Friday, 06 August 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, 16-hour, 43-minute period from Monday, 26 July 2021 at 10:11 UTC to Tuesday, 03 August 2021 at 02:55 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 : 4819
Unique Edges : 2709
Edges With Duplicates : 12689
Total Edges : 15398
Number of Edge Types : 5
Retweet : 5614
MentionsInRetweet : 6869
Mentions : 1328
Tweet : 1400
Replies to : 187
Self-Loops : 1486
Reciprocated Vertex Pair Ratio : 0.0158827122785583
Reciprocated Edge Ratio : 0.0312687913409501
Connected Components : 582
Single-Vertex Connected Components : 260
Maximum Vertices in a Connected Component : 3187
Maximum Edges in a Connected Component : 12470
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.143222
Graph Density : 0.000286502567712504
Modularity : 0.404162
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,819 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, 06 August 2021 at 00:20 UTC.

The requested start date was Friday, 06 August 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, 16-hour, 43-minute period from Monday, 26 July 2021 at 10:11 UTC to Tuesday, 03 August 2021 at 02:55 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:
[113] https://www.reddit.com/r/dataisbeautiful/comments/ouog30/rent_prices_are_soaring_across_the_united_states/
[100] https://www.reddit.com/r/dataisbeautiful/comments/os2gmd/oc_symptomatic_breakthrough_covid19_infections/
[50] https://kepler.gl/
[50] https://github.com/giswqs/leafmap
[32] https://kpress.dev/blog/2021-07-26-tidy-tuesday-olympic-medals/
[30] https://twinybots.ch/
[30] https://bryanwhiting.github.io/dsnews/
[23] https://github.com/rfordatascience/tidytuesday/blob/master/README.md
[20] https://www.ft.com/content/60581224-3335-11e8-b5bf-23cb17fd1498
[19] https://medium.com/@phuoccong99/mining-airbnb-dataset-2b8e4d67dc17?source=rss------machine_learning-5&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G1:
[20] https://www.ft.com/content/60581224-3335-11e8-b5bf-23cb17fd1498
[16] https://numfocus.salsalabs.org/subscribe
[14] https://successanalytics.blogspot.com/
[12] https://www.fiverr.com/195597868?gig_id=195597868&utm_campaign=base_gig_show_share&utm_content=&utm_medium=shared&utm_source=mobile&utm_term=
[10] https://twinybots.ch/
[10] https://bisamurai.com?utm_source=1000&utm_medium=1000&utm_campaign=1011
[10] https://blog.logrocket.com/how-to-use-billboard-js/
[9] https://griddb.net/en/blog/griddb-docker-container-and-zeppelin-how-the-three-tools-work-together/
[8] https://www.datasciencecentral.com/video/dsc-webinar-series-mapping-challenges-for-self-service-analytic-1
[7] https://www.datasciencecentral.com/profiles/blogs/five-graphs-that-show-cause-and-effect

Top URLs in Tweet in G2:
[31] https://kpress.dev/blog/2021-07-26-tidy-tuesday-olympic-medals/
[23] https://github.com/rfordatascience/tidytuesday/blob/master/README.md
[15] https://www.infoworld.com/article/3626911/create-interactive-ggplot-graphs-in-r-with-ggiraph.html
[14] https://raw.githubusercontent.com/j-lillis/Tidy-Tuesday/main/US%20Droughts%20(20-07-2021)/us_droughts_plot.png
[7] https://youcanknowthings.com/2021/07/31/visualizing-contagion-how-infectious-is-delta/
[3] https://github.com/PursuitOfDataScience/TidyTuesdayWork/blob/main/2021-07-27/2021-07-27.R
[3] https://statisticsglobe.com/add-common-legend-to-combined-ggplot2-plots-in-r/
[2] https://ourcodingclub.github.io/course
[2] https://github.com/AndyABaker/TidyTuesday
[2] https://datamatters.org/

Top URLs in Tweet in G3:
[104] https://www.reddit.com/r/dataisbeautiful/comments/ouog30/rent_prices_are_soaring_across_the_united_states/
[88] https://www.reddit.com/r/dataisbeautiful/comments/os2gmd/oc_symptomatic_breakthrough_covid19_infections/
[10] https://www.reddit.com/r/dataisbeautiful/comments/otxlbo/apples_latest_quarter_visualized_oc/
[5] https://www.reddit.com/r/dataisbeautiful/comments/orjppg/oc_gold_medalwinning_times_in_the_mens_100m/
[3] https://www.reddit.com/r/dataisbeautiful/comments/opmx7a/oc_the_delta_variant_has_become_prevalent_since/
[2] https://www.reddit.com/r/dataisbeautiful/comments/ns7mbx/age_of_the_buildings_in_paris_improved_version_oc/
[1] https://www.reddit.com/r/dataisbeautiful/comments/o0r8ai/oc_relative_frequency_of_words_in_economics/
[1] https://www.reddit.com/r/dataisbeautiful/comments/okww3b/average_colors_of_the_world/
[1] https://www.reddit.com/r/dataisbeautiful/comments/ogsm3v/what_percentage_of_the_world_is_asleep_or_awake/
[1] https://www.reddit.com/r/dataisbeautiful/comments/ovr3s6/oc_florida_makes_up_65_of_the_us_population_but/

Top URLs in Tweet in G4:
[14] https://blog.datawrapper.de/in-defense-of-simple-charts/
[7] https://www.kdnuggets.com/2020/05/top-10-data-visualization-tools-every-data-scientist.html
[4] https://blog.datawrapper.de/data-vis-dispatch-july-27-2021/
[4] https://twitter.com/lisacrost/status/1419686314551779330
[3] https://twitter.com/UMInteractive/status/1418275595935371264
[3] https://twitter.com/smfrogers/status/1421146359759966215
[2] https://twitter.com/vizchic/status/1420711453036736514
[2] https://dataviztoday.com/blog/30
[2] https://warninggraphiccontent.tumblr.com/post/658115738893205504/30-july-2021
[2] https://www.datavisualizationsociety.org/membership

Top URLs in Tweet in G5:
[30] https://bryanwhiting.github.io/dsnews/
[12] https://twinybots.ch/
[10] https://medium.com/@phuoccong99/mining-airbnb-dataset-2b8e4d67dc17?source=rss------machine_learning-5&utm_source=dlvr.it&utm_medium=twitter
[8] https://www.economist.com/graphic-detail/2021/03/15/young-people-stand-to-make-dismal-returns-on-their-investments
[8] https://www.economist.com/graphic-detail/2021/01/29/why-penalties-are-becoming-more-common-in-elite-football
[7] https://www.ironmountain.co.uk/resources/best-practice-guides/d/data-insights-guidebook
[7] https://twitter.com/scottbix/status/1420763671010103297
[7] https://www.economist.com/graphic-detail/2021/04/06/the-imf-boosts-global-growth-forecasts-for-the-second-time-this-year
[7] https://www.economist.com/graphic-detail/tracking-coronavirus-across-the-world
[4] https://www.couponed12.com/2021/07/building-data-visualization-tools.html

Top URLs in Tweet in G6:
[10] https://github.com/Mike-Honey/covid-19-outbreak-paths#readme
[3] https://github.com/Mike-Honey/covid-19-genomes#readme
[3] https://github.com/Mike-Honey/covid-19-world-vaccinations#readme
[3] https://github.com/Mike-Honey/covid-19-au-hq-breaches#readme
[3] https://ourworldindata.org/internet
[1] https://twitter.com/Mike_Honey_/status/1420102613467426819?s=20
[1] https://microreact.org/
[1] https://github.com/Mike-Honey/covid-19-outbreak-paths#line-chart-of-reff-by-local-government-area-lga
[1] https://github.com/Mike-Honey/covid-19-outbreak-paths#line-chart-of-reff-by-local-health-district-lhd
[1] https://outbreak.info/

Top URLs in Tweet in G7:
[1] https://dominicroye.github.io/en/2021/bivariate-dasymetric-map/
[1] https://landgeist.com/2021/07/27/household-size/
[1] https://twitter.com/lisacrost/status/1420059135811461123
[1] https://www.reddit.com/r/dataisbeautiful/comments/ouog30/rent_prices_are_soaring_across_the_united_states/
[1] https://utci.lobelia.earth/ranking?v=top_utcimax_change&z=europe
[1] https://blog.datawrapper.de/data-vis-dispatch-july-27-2021/

Top URLs in Tweet in G8:
[42] https://kepler.gl/
[42] https://github.com/giswqs/leafmap
[11] https://geoobserver.wordpress.com/2021/07/28/qgis-tipp-hochwasserrisiko-ermitteln/
[4] https://www.reddit.com/r/dataisbeautiful/comments/ouog30/rent_prices_are_soaring_across_the_united_states/
[3] https://www.shorturl.at/csCZ3
[2] https://leafmap.org/notebooks/26_kepler_gl/
[1] https://leafmap.org/maps/
[1] https://leafmap.org/kepler/
[1] https://github.com/davemlz/spectral/blob/main/examples/spectral-example-1-attributes.js
[1] https://www.visualcapitalist.com/mapped-gdp-per-capita-worldwide/?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=9bdbb7d9-8aa8-43dd-88e2-1c3799b897fa

Top URLs in Tweet in G9:
[5] https://www.business-science.io/code-tools/2021/05/04/mmtable2.html
[3] https://observablehq.com/@sandravizmad/100_days_d3_dataviz
[3] https://georgejmount.us11.list-manage.com/subscribe/post?u=e33aae875963e2644a5444ff2&id=95a5ae8e43
[3] https://data.cityofnewyork.us/Recreation/Latin-Media-Organization-Map/b59s-jsgk
[2] https://twitter.com/observablehq/status/1419774779503022084
[2] https://nightingaledvs.com/perceptual-uniformity-with-hcl-wizard/
[2] https://twitter.com/medical_vet_art/status/1420441089228558342
[2] https://twitter.com/scottbix/status/1420763671010103297
[2] https://twitter.com/tmrhyne/status/1420438599057776645
[2] https://data.cityofnewyork.us/Housing-Development/Grant-Applications-Tracking-Table/97zg-4p9t

Top URLs in Tweet in G10:
[8] https://public.tableau.com/app/profile/naresh.suglani/viz/TypesofInfluenzaProjectviz2educate/Influenza
[7] https://www.reddit.com/r/dataisbeautiful/comments/os2gmd/oc_symptomatic_breakthrough_covid19_infections/
[5] https://public.tableau.com/app/profile/mokwinski/viz/MakeoverMonday21_30-AmericasRacialBreakdown/AmericasRacialBreakdown?publish=yes
[4] http://theherdlocker.com/tweet/popularity/dataviz
[3] https://note.com/tableau_kun/n/n5f1e36457d12
[3] https://public.tableau.com/app/profile/ben6702/viz/DoctorWho_16274838112560/Dashboard1
[3] https://www.reddit.com/r/dataisbeautiful/comments/ow11z7/oc_after_26_years_yulimar_rojas_breaks_the_world/
[3] https://www.reddit.com/r/dataisbeautiful/comments/otlt9m/oc_simple_graph_illustrating_median_home_price_in/
[2] https://twitter.com/flerlagekr/status/1422188385280700424
[2] https://public.tableau.com/app/profile/nehachandravanshi/viz/AmericasRacialBreakdownbyStates/Dashboard4?publish=yes

Top Domains
Top Domains in Tweet in Entire Graph:
[290] reddit.com
[281] twitter.com
[165] github.com
[88] teespring.com
[84] medium.com
[54] kepler.gl
[52] tableau.com
[48] github.io
[35] githubusercontent.com
[35] youtube.com

Top Domains in Tweet in G1:
[22] blogspot.com
[22] medium.com
[21] ft.com
[20] datasciencecentral.com
[16] salsalabs.org
[14] twitter.com
[14] fiverr.com
[14] 7wdata.be
[12] github.com
[12] griddb.net

Top Domains in Tweet in G2:
[56] github.com
[31] kpress.dev
[16] infoworld.com
[14] githubusercontent.com
[7] youcanknowthings.com
[6] twitter.com
[6] statisticsglobe.com
[5] github.io
[2] youtube.com
[2] pastebin.com

Top Domains in Tweet in G3:
[216] reddit.com
[1] visualcapitalist.com

Top Domains in Tweet in G4:
[27] twitter.com
[18] datawrapper.de
[8] youtu.be
[7] kdnuggets.com
[5] youtube.com
[4] storytellingwithdata.com
[4] medium.com
[2] customerinsightleader.com
[2] dataviztoday.com
[2] tumblr.com

Top Domains in Tweet in G5:
[74] twitter.com
[31] github.io
[30] economist.com
[14] medium.com
[12] twinybots.ch
[8] co.uk
[6] github.com
[6] youtube.com
[4] federalreserve.gov
[4] jmp.com

Top Domains in Tweet in G6:
[25] github.com
[6] twitter.com
[3] ourworldindata.org
[1] microreact.org
[1] outbreak.info
[1] ft.com
[1] github.io
[1] precisionforcovid.org
[1] reddit.com
[1] humdata.org

Top Domains in Tweet in G7:
[1] github.io
[1] landgeist.com
[1] twitter.com
[1] reddit.com
[1] lobelia.earth
[1] datawrapper.de

Top Domains in Tweet in G8:
[44] github.com
[42] kepler.gl
[11] wordpress.com
[4] leafmap.org
[4] reddit.com
[3] shorturl.at
[2] visualcapitalist.com
[2] esri.com
[2] unfolded.ai
[1] redd.it

Top Domains in Tweet in G9:
[31] cityofnewyork.us
[13] twitter.com
[9] business-science.io
[9] observablehq.com
[4] reddit.com
[4] infogram.com
[3] list-manage.com
[2] physalia-courses.org
[2] nightingaledvs.com
[2] flowingdata.com

Top Domains in Tweet in G10:
[44] reddit.com
[43] tableau.com
[5] twitter.com
[4] theherdlocker.com
[3] note.com
[3] skillenhance.in
[1] replug.link
[1] google.com
[1] forestcarbondataviz.org
[1] githubusercontent.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3145] dataviz
[1691] ai
[1547] datascience
[1321] data
[1051] bigdata
[1038] analytics
[826] ml
[724] datascientists
[638] rstats
[574] 100daysofcode



Top Hashtags in Tweet in G1:
[1644] ai
[1406] datascience
[1182] data
[1027] bigdata
[997] analytics
[786] ml
[698] datascientists
[571] 100daysofcode
[540] dataviz
[499] ar

Top Hashtags in Tweet in G2:
[260] tidytuesday
[194] dataviz
[163] rstats
[80] olympics
[58] ggplot2
[50] tidyverse
[29] datascience
[26] r
[16] rayshader
[13] tokyoolympics

Top Hashtags in Tweet in G3:
[349] dataviz
[96] covid19
[91] pandemic
[10] apple
[10] investing
[5] olympics
[5] florida
[2] paris
[2] datavisualization
[1] rstats

Top Hashtags in Tweet in G4:
[255] dataviz
[17] peoplesideofdata
[17] datascience
[14] infographics
[12] dataanalytics
[10] ggplot2
[10] data
[9] design
[9] datavisualization
[8] cpd

Top Hashtags in Tweet in G5:
[236] dataviz
[47] data
[25] datascience
[21] ai
[21] datavis
[19] ml
[16] algorithm
[16] datasets
[16] datascientists
[13] datavisualization

Top Hashtags in Tweet in G6:
[13] dataviz
[7] covidsydney
[3] covid
[3] vaccines
[2] infographics
[1] coviduk
[1] internet
[1] inequality
[1] datascientists
[1] analytics

Top Hashtags in Tweet in G7:
[26] dataviz
[18] rstats
[9] climate
[5] ggplot2
[4] climatecircles
[3] rspatial
[3] globalwarming
[2] tidytuesday
[2] covid19
[2] ddj

Top Hashtags in Tweet in G8:
[88] leafmap
[47] keplergl
[46] geopandas
[44] googleearthengine
[44] spectral
[34] dataviz
[12] gis
[11] hochwasserrisiko
[10] map
[7] data

Top Hashtags in Tweet in G9:
[168] dataviz
[31] nyc
[19] datascience
[18] rstats
[14] color
[13] ieeecga
[12] colortheory
[11] datavisualization
[11] python
[11] ieeevis

Top Hashtags in Tweet in G10:
[115] dataviz
[40] makeovermonday
[34] tableau
[28] datafam
[24] wow2021
[8] viz2educate
[6] makeovermondaycoursera
[6] week30
[6] powerbi
[5] tableaupublic

Top Words
Top Words in Tweet in Entire Graph:
[3145] #dataviz
[1961] data
[1691] #ai
[1547] #datascience
[1340] #data
[1051] #bigdata
[1038] #analytics
[826] #ml
[724] #datascientists
[690] infographic

Top Words in Tweet in G1:
[1644] #ai
[1406] #datascience
[1194] #data
[1123] data
[1027] #bigdata
[997] #analytics
[786] #ml
[698] #datascientists
[668] infographic
[608] catherineadenle

Top Words in Tweet in G2:
[260] #tidytuesday
[194] #dataviz
[166] week
[163] #rstats
[134] data
[80] #olympics
[77] olympic
[74] legend
[59] summer
[58] #ggplot2

Top Words in Tweet in G3:
[349] #dataviz
[340] source
[333] randal_olson
[125] world
[104] rental
[104] prices
[104] rising
[104] quickly
[104] everywhere
[96] #covid19

Top Words in Tweet in G4:
[255] #dataviz
[157] lisacrost
[151] charts
[140] simple
[130] good
[124] always
[123] blog
[123] creating
[120] need
[117] fancy

Top Words in Tweet in G5:
[236] #dataviz
[69] data
[56] more
[48] dataviz
[47] #data
[42] see
[30] graphic
[30] detail
[25] #datascience
[21] #ai

Top Words in Tweet in G6:
[78] dataviz
[54] impact
[50] vaccination
[48] erictopol
[47] mike_honey_
[47] plot
[47] age
[47] jburnmurdoch
[46] full
[45] lifesaving

Top Words in Tweet in G7:
[156] dr_xeo
[145] temperature
[139] before
[138] holidays
[138] again
[138] hypnotic
[138] animation
[138] 24
[138] hours
[138] averages

Top Words in Tweet in G8:
[91] features
[88] #leafmap
[86] giswqs
[50] maps
[48] creating
[47] #keplergl
[46] v0
[46] released
[46] incl
[46] beautiful

Top Words in Tweet in G9:
[168] #dataviz
[53] data
[34] observablehq
[32] source
[31] #nyc
[27] sxywu
[23] week
[22] fork
[22] old
[22] map

Top Words in Tweet in G10:
[115] #dataviz
[47] oc
[40] #makeovermonday
[34] #tableau
[28] #datafam
[27] data
[26] dataisbeautiful
[24] #wow2021
[23] love
[23] itscandram

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[780] #data,#datascience
[688] #datascience,#ai
[640] #ai,#ml
[498] #ai,#analytics
[493] #analytics,#ar
[492] catherineadenle,infographic
[489] #100daysofcode,#ai
[469] #ar,#artificialintelligence
[467] #artificialintelligence,#bigdata
[450] #algorithm,#datasets

Top Word Pairs in Tweet in G1:
[750] #data,#datascience
[660] #datascience,#ai
[613] #ai,#ml
[497] #ai,#analytics
[491] #analytics,#ar
[488] #100daysofcode,#ai
[487] catherineadenle,infographic
[468] #ar,#artificialintelligence
[465] #artificialintelligence,#bigdata
[429] #algorithm,#datasets

Top Word Pairs in Tweet in G2:
[76] #tidytuesday,week
[57] week,31
[46] #rstats,#dataviz
[41] importancia,conocer
[41] conocer,paradoja
[41] paradoja,falacia
[41] falacia,estadística
[41] estadística,gustado
[41] gustado,inicio
[41] inicio,hilo

Top Word Pairs in Tweet in G3:
[339] #dataviz,source
[104] rental,prices
[104] prices,rising
[104] rising,quickly
[104] quickly,everywhere
[104] everywhere,#dataviz
[103] randal_olson,rental
[91] #pandemic,#dataviz
[88] symptomatic,breakthrough
[88] breakthrough,#covid19

Top Word Pairs in Tweet in G4:
[127] simple,charts
[116] blog,#dataviz
[116] #dataviz,always
[116] always,need
[116] need,fancy
[116] fancy,creating
[116] creating,good
[116] good,simple
[116] charts,proud
[115] lisacrost,blog

Top Word Pairs in Tweet in G5:
[31] see,more
[31] #dataviz,see
[30] graphic,detail
[30] detail,#dataviz
[18] #ai,#ml
[16] _________,#data
[16] #data,#datascience
[16] #datascience,#ai
[16] #ml,#algorithm
[16] #algorithm,#datasets

Top Word Pairs in Tweet in G6:
[45] lifesaving,impact
[45] impact,full
[45] full,vaccination
[45] vaccination,log
[45] log,plot
[45] plot,graph
[45] graph,age
[45] age,mroliverbarnes
[45] mroliverbarnes,jburnmurdoch
[45] jburnmurdoch,ft

Top Word Pairs in Tweet in G7:
[138] before,holidays
[138] holidays,again
[138] again,hypnotic
[138] hypnotic,temperature
[138] temperature,animation
[138] animation,24
[138] 24,hours
[138] hours,averages
[138] averages,august
[138] august,2020

Top Word Pairs in Tweet in G8:
[86] giswqs,#leafmap
[46] #leafmap,v0
[46] v0,released
[46] released,features
[46] features,incl
[46] incl,creating
[46] creating,beautiful
[46] beautiful,3d
[46] 3d,maps
[46] maps,#keplergl

Top Word Pairs in Tweet in G9:
[31] source,#nyc
[31] #nyc,#dataviz
[21] map,source
[19] portfolio,site
[19] site,years
[19] years,old
[19] old,struggling
[19] struggling,redesign
[19] redesign,love
[19] love,hire

Top Word Pairs in Tweet in G10:
[21] #wow2021,coaches
[21] coaches,hear
[21] hear,launched
[21] launched,community
[21] community,engagement
[21] engagement,survey
[21] survey,love
[21] love,cents
[20] itscandram,#wow2021
[20] cents,#da

Top Replied-To
Top Replied-To in Entire Graph:
@cedscherer
@dataviz_
@mrzackmorris
@sandysravage
@kierisi
@albertocairo
@marjavision
@test
@erictopol
@modeledbehavior

Top Replied-To in G1:
@coiledhq
@ai_miami
@yoshi_dataviz
@matplotlib
@marcskovmadsen
@tarasnovak
@highvizability
@broo_klyn20

Top Replied-To in G2:
@cedscherer
@kierisi
@hioberman
@dadosdelaplace
@saintzainn

Top Replied-To in G4:
@albertocairo
@datawrapper
@jschwabish
@nrchtct
@eagereyes
@lisacrost

Top Replied-To in G6:
@erictopol
@marjavision
@gretathunberg
@normanswan
@damiantheaussie
@realcarrickryan
@joshbutler
@mvankerkhove
@5h1ori3i
@sofiabasie

Top Replied-To in G9:
@superhh
@abmakulec
@benjaminpeim1

Top Replied-To in G10:
@mim_djo
@thevizardofahs
@escobarmiguel90
@sqlallfather
@adammico1
@maf2k
@priyankadobhal_
@dataisbeautiful
@alexkale17
@insightsmachine

Top Mentioned
Top Mentioned in Entire Graph:
@catherineadenle
@randal_olson
@lisacrost
@dr_xeo
@ai_miami
@luminesensce
@grepnetics
@mlb
@mlbstats
@kirkdborne

Top Mentioned in G1:
@catherineadenle
@ai_miami
@luminesensce
@grepnetics
@kirkdborne
@strat_ai
@xoce_q
@alsalhan
@rhablamos

Top Mentioned in G2:
@dadosdelaplace
@thedatainklab
@katie_press
@r4dscommunity
@andy_a_baker
@thomas_mock
@geokaramanis
@sharon000
@cnicault
@fgazzelloni

Top Mentioned in G3:
@randal_olson
@lisacrost
@rosemintzers
@catherineadenle
@sundellviz
@quantower_app
@saintzainn

Top Mentioned in G4:
@lisacrost
@rosemintzers
@albertocairo
@storywithdata
@datawrapper
@dataremixed
@laughlinpaul
@rhablamos
@datavizsociety
@mikevizneros

Top Mentioned in G5:
@husariamktg
@datadrosgymru
@atcsapp
@mike_jeski
@thevisualized

Top Mentioned in G6:
@jburnmurdoch
@mike_honey_
@erictopol
@mroliverbarnes
@ft
@covidliveau
@dbraevn
@crthrw
@theage
@migga

Top Mentioned in G7:
@dr_xeo
@lisacrost
@rosemintzers
@ignspain
@landgeist
@cnicault
@ame_asociacion
@aemet_esp
@datuskola
@andy_a_baker

Top Mentioned in G8:
@giswqs
@dmlmont
@pygis
@geoobserver_
@randal_olson
@spatialace
@konturinc
@globalgoalsun
@lisacrost
@joselin_ce

Top Mentioned in G9:
@observablehq
@sxywu
@physacourses
@mbostock
@scidocmartin
@rosanaferrero
@lisacrost
@monachalabi
@lvngd
@novelsci

Top Mentioned in G10:
@dataisbeautiful
@itscandram
@tableaupublic
@suglaninaresh
@mim_djo
@knchandravanshi
@nafo_forests
@consult_ant
@el_dabrah
@hipstervizninja

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@hrblock_21
@chidambara09
@femtech_
@xaelbot
@_redfrog
@codedailybot
@aaroncuddeback
@derekjohnbryant

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@hrblock_21
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@thedeveloperbot
@csa_dvillamizar
@friday_js_bot

Top Tweeters in G2:
@femtech_
@mariposatuitera
@ignotolugar
@conjja
@ilovebooks786
@zerojuls
@rstatstweet
@billyarnie
@imagine_garden
@marescudero12

Top Tweeters in G3:
@ericsteelelive
@ndsolanki
@sainlesemajeste
@centerofright
@nichtgefund
@raymid5966
@abrookekun
@pookleblinky
@orabx
@thatreddevil

Top Tweeters in G4:
@rosenchild
@ayirpelle
@marxculture
@joseph_santoro
@ringer
@gilbertoleon
@google
@journalsentinel
@albertocairo
@jenstirrup

Top Tweeters in G5:
@ensbot
@queerbogwitch
@spppitchhh
@portablerockart
@mirgray
@jobinindia
@martynschmoll
@lucian2drei
@my2centsay
@necio_news

Top Tweeters in G6:
@scopedbylarry
@jrehnj
@corona_ssyt
@monasmitte
@hatoincident
@redrivergrl
@noreasonspec
@dez_blanchfield
@tomi_tapio
@nordicgeo

Top Tweeters in G7:
@derekjohnbryant
@ronaldclarke
@ansisegle
@kli_nev
@ponciky1
@editorenbici
@balancelasauce
@jorroman
@aemet_esp
@autwachler

Top Tweeters in G8:
@cesarga37543647
@info_aus
@publichealthmap
@nigraarbaro
@mdsumner
@cottila
@dartdog
@pedrocarrillo
@suhnyllakler
@bzgeo

Top Tweeters in G9:
@renissance_1
@blkhwk0ps
@briantrice
@ia_uxjobs
@hipsterelectron
@kamromero
@blackstembot
@scicommbot
@triptych
@usnehal

Top Tweeters in G10:
@dataaugmented
@sdreyse
@mark45dominic
@money_personal
@christophkappes
@donoyeg
@markyscrackling
@twiliri
@andresvarela
@sqlallfather


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