data visualization, Twitter, 5/27/2021 11:11:09 AM, 255624
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data visualization_2021-05-26_23-24-56.xlsx
data visualization_2021-05-26_23-24-56.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
May 27, 2021
Short Description:
data visualization via NodeXL https://bit.ly/3i2Uz3b
@bexxmodd
@koreansales_twt
@stevenbjohnson
@frankelavsky
@icymi_r
@simonembanna
@clauswilke
@doxyaxone
@openacademics
@datavizsociety

Top hashtags:
#datascience
#python
#rstats
#datavisualization
#dataviz
#data

Description:
Description
The graph represents a network of 6,447 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 May 2021 at 06:38 UTC.

The requested start date was Thursday, 27 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 13-day, 9-hour, 47-minute period from Thursday, 13 May 2021 at 13:54 UTC to Wednesday, 26 May 2021 at 23:42 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 : 6447
Unique Edges : 3525
Edges With Duplicates : 11212
Total Edges : 14737
Number of Edge Types : 5
Retweet : 4984
MentionsInRetweet : 6348
Tweet : 1899
Replies to : 286
Mentions : 1220
Self-Loops : 1950
Reciprocated Vertex Pair Ratio : 0.0180343911645463
Reciprocated Edge Ratio : 0.0354298269706125
Connected Components : 1161
Single-Vertex Connected Components : 596
Maximum Vertices in a Connected Component : 3709
Maximum Edges in a Connected Component : 10906
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.618337
Graph Density : 0.000175227676867459
Modularity : 0.492868
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,447 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 May 2021 at 06:38 UTC.

The requested start date was Thursday, 27 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 13-day, 9-hour, 47-minute period from Thursday, 13 May 2021 at 13:54 UTC to Wednesday, 26 May 2021 at 23:42 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 : data visualization
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:
[300] https://www.fplanalytics.com/priceTable.html
[300] https://www.fplanalytics.com/NettTransfers.html
[254] https://clauswilke.com/dataviz/
[78] https://www.fiverr.com/jayjackson233/web-scrape-using-pandas-python-and-use-matplotlib-for-data-visualization?gig_id=207263186&utm_campaign=base_gig_create_share&utm_content=&utm_medium=shared&utm_source=get_url&utm_term=&view=gig
[57] https://www.axios.com/confederate-monuments-statues-map-removed-1e2c6b59-602c-407c-a0b5-cfbacd0d2877.html?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_axiospm&stream=top
[50] https://www.openculture.com/2018/10/data-visualization-modern-philosophy-1950-2018.html
[49] https://www.meetup.com/South-Florida-Power-BI/events/277988396/
[36] https://www.couponed12.com/2021/05/interactive-data-visualization-with-r.html
[35] https://journalismcourses.org/course/hands-on-data-journalism-techniques-of-analysis-and-visualization/
[33] https://www.couponed12.com/2021/05/data-visualization-for-storytelling.html

Top URLs in Tweet in G1:
[78] https://www.fiverr.com/jayjackson233/web-scrape-using-pandas-python-and-use-matplotlib-for-data-visualization?gig_id=207263186&utm_campaign=base_gig_create_share&utm_content=&utm_medium=shared&utm_source=get_url&utm_term=&view=gig
[9] https://twinybots.ch/
[7] https://masterlyuk.blogspot.com/2021/05/why-use-matlab-5-reasons.html?ref=quuu
[6] https://resources.sentieo.com/webinar-advanced-data-visualization
[5] https://www.chatterbuzzmedia.com/blog/data-visualization-google-data-studio/?ref=quuu
[5] http://www.datasciencecentral.com/xn/detail/6448529:BlogPost:1050709
[5] https://www.couponed12.com/2021/05/interactive-data-visualization-with-r.html
[5] https://info.bai.org/adopt-a-holistic-approach-to-elevate-your-financial-management-process-webinar.html
[4] http://www.rogergimbel.com/blog/data-visualization-making-an-impact-with-data-you-can-print?utm_campaign=data-visualization-making-an-impact-with-data-you-can-print&utm_medium=social_link&utm_source=G%26A
[4] https://www.bcbc.com/dashboard

Top URLs in Tweet in G2:
[18] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DrM-4lmqchUc&q=EgS4SO-bGMySp4UGIhAX4k6w-obAaVYrTX05SkcOMgFy
[14] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dy5OzHpczX6A&q=EgS4SO-bGNCSp4UGIhC9xvWVVrLov2V7nzlW_-FKMgFy
[13] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DJhjFteuWgmA&q=EgS4SO-bGNWSp4UGIhDnbV96scZbcV0OEeEV1ek7MgFy
[11] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkAvm_h3VCj8&q=EgS4SO-bGM-Sp4UGIhCYmwgI5bVRrTbfMuwun7mDMgFy
[7] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DbVWRzgzx3yA&q=EgS4SO-bGO-Sp4UGIhBXIvBJp5HSjxPj0HSNKpC5MgFy
[5] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D2Kl2P1wPIKM&q=EgS4SO-bGOySp4UGIhCQC1VyfHcMmSn4HP4P9eFQMgFy
[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DiS9wOQ0eLvA&q=EgS4SO-bGNP5vIUGIhCnGKwfQOQPN-KEqcDMiULOMgFy
[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DP2Gqx5Q_hrg&q=EgS4SO-bGOf5vIUGIhCkxi78NL6fJFBeFFJvzdioMgFy
[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DrRz-vV483ys&q=EgS4SO-bGOj6vIUGIhBoHY7V2o2XAYCgpOyB-Q0CMgFy
[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Di9-3q7vKOrw&q=EgS4SO-bGJL7vIUGIhCT52I-OY2OQtOsqrWLbc4hMgFy

Top URLs in Tweet in G3:
[31] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[31] https://www.couponed12.com/2021/05/interactive-data-visualization-with-r.html
[27] https://www.codewall.co.uk/the-best-javascript-data-visualization-charting-libraries/
[25] https://www.udacity.com/course/data-visualization-nanodegree--nd197?irclickid=&irgwc=1&utm_source=affiliate&utm_medium=&aff=2794422&utm_term=&utm_campaign=__&utm_content=&adid=788805
[25] https://www.couponed12.com/2021/05/data-visualization-for-storytelling.html
[22] https://www.udacity.com/course/data-analysis-and-visualization-with-power-BI-nanodegree--nd331Ê?irclickid=&irgwc=1&utm_source=affiliate&utm_medium=&aff=2794422&utm_term=&utm_campaign=__&utm_content=&adid=788805
[19] https://udemycoupons.me/tableau-training-data-visualization-2021/
[15] https://www.kdnuggets.com/2019/04/data-visualization-python-matplotlib-seaborn.html
[14] https://zpy.io/ca/e20953e7
[14] https://stat.world/biportal/?lang=en

Top URLs in Tweet in G4:
[1] https://www.trade.gov/data-visualization/i-94-visitor-arrivals-monitor-cor
[1] https://www.gov.uk/government/statistics/statistics-relating-to-passenger-arrivals-since-the-covid-19-outbreak-february-2021/statistics-relating-to-passenger-arrivals-since-the-covid-19-outbreak-february-2021
[1] https://www.visualizingsep.com/#
[1] https://www.pbs.org/show/extra-life-short-history-living-longer/
[1] https://twitter.com/dhruvkhullar/status/1396530650828713984

Top URLs in Tweet in G5:
[300] https://www.fplanalytics.com/priceTable.html
[300] https://www.fplanalytics.com/NettTransfers.html
[11] https://medium.com/@i_m_andrea/data-visualization-of-sparql-queries-results-in-wikidata-7a425f864e81
[6] https://medium.com/nightingale/five-free-data-visualization-tools-for-beginners-fb3645d3b110?utm_source=dlvr.it&utm_medium=twitter
[6] https://geekyhumans.com/data-visualization-tools/
[6] https://twitter.com/i/web/status/1395772931188342789
[5] https://clauswilke.com/dataviz/
[4] https://www.lib.washington.edu/about/news/calendar?trumbaEmbed=view%3Devent%26eventid%3D152337705
[4] https://coresignal.com/blog/data-visualization-quotes/
[4] https://offikart.com/

Top URLs in Tweet in G6:
[7] https://medium.com/nightingale/five-free-data-visualization-tools-for-beginners-fb3645d3b110
[5] https://www.meetup.com/Data-Visualization-DC/events/bwlxgsycchbrb/
[4] https://www.eventbrite.com/e/core-principles-of-data-visualization-virtual-tickets-148280018527
[3] https://twitter.com/frankelavsky/status/1397222372764229641
[3] https://www.eventbrite.com/e/data-visualization-analytics-bootcamp-tickets-154143668863
[3] https://clauswilke.com/dataviz/
[2] https://medium.com/nightingale/five-free-data-visualization-tools-for-beginners-fb3645d3b110?source=friends_link&sk=f0e2b02b9ac24e8562440cc5a20e08ca
[2] https://medium.com/nightingale/writing-alt-text-for-data-visualization-2a218ef43f81
[2] https://www.colorado.edu/atlas/2021/05/10/data-accessibility-leveling-field-those-intellectual-and-developmental-disabilities
[2] https://notes.datawrapper.de/p/bookclub-jon-schwabish

Top URLs in Tweet in G7:
[225] https://clauswilke.com/dataviz/
[9] http://euclid.psych.yorku.ca/www/psy6135/
[2] https://david-barnett.github.io/microViz/
[2] https://datavizs21.classes.andrewheiss.com/
[1] https://wilkelab.org/SDS375/syllabus.html
[1] https://freediscountcoupons45.blogspot.com/2021/02/mastering-data-visualization-in-d3js.html
[1] https://twitter.com/icymi_r/status/1397019129572466695
[1] https://zpy.io/ca/e20953e7
[1] https://www.linkedin.com/slink?code=dAfRpwy
[1] https://www.linkedin.com/slink?code=d5jvZkq

Top URLs in Tweet in G8:
[45] https://www.meetup.com/South-Florida-Power-BI/events/277988396/
[2] https://www.minceddata.info/2021/05/13/data-visualization-challenge-workout-wednesday-2021-week-19/
[1] https://twitter.com/SteveSaikatai/status/1397609531228688395
[1] https://public.tableau.com/app/profile/simone.bee/viz/TheRapQueens/RapQueens
[1] https://twitter.com/afro_futurism/status/1397309222543630342
[1] https://twitter.com/simonembanna/status/1397552299539668998
[1] https://www.udemy.com/course/tableau-for-data-science-and-business-analytics/?ranMID=39197&ranEAID=/7fFXpljNdk&ranSiteID=_7fFXpljNdk-mnaWtfr0owl7inx6Ta.mxg&utm_source=aff-campaign&LSNPUBID=/7fFXpljNdk&utm_medium=udemyads&couponCode=MAY2021

Top URLs in Tweet in G9:
[8] https://medium.com/nightingale/writing-alt-text-for-data-visualization-2a218ef43f81
[2] https://craig.rbind.io/post/2021-05-17-asgr-3-1-data-visualization/
[1] https://link.medium.com/8tzgAO9Tzgb
[1] https://clauswilke.com/dataviz/
[1] https://flourish.studio/jobs/services-intern/
[1] https://link.medium.com/EilK00iUngb
[1] https://grjenkin.com/articles/category/data-visualization/5026984/why-showing-off-your-sustainability-data-is-easier-than-you-think
[1] https://grjenkin.com/articles/category/data-visualization/5517684/the-unreasonable-effectiveness-of-recurrent-neural-networks
[1] https://grjenkin.com/articles/category/data-visualization/5521935/eleven-tips-for-working-with-large-data-sets
[1] https://www.meetup.com/Data-Visualization-DC/events/bwlxgsycchbrb/

Top URLs in Tweet in G10:
[4] https://onlinelibrary.wiley.com/doi/full/10.1111/cgf.13727
[2] https://twitter.com/OpenAcademics/status/1391723562122321921
[1] https://github.com/matplotlib/cheatsheets/blob/master/cheatsheets.pdf
[1] https://extremepresentation.typepad.com/files/choosing-a-good-chart-09.pdf
[1] https://www.rstudio.com/resources/cheatsheets/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Da2PxHtmfCK0&q=EgS4SO-bGKv7vIUGIhBGTQGtRNCMp4eH8rZp3y6XMgFy
[1] https://impactdepth.com/viz?doi=10@1111&tpj@14468
[1] https://online-learning.harvard.edu/subject/r
[1] https://blog.championsoncology.com/blog/whats-behind-the-mask-lumin-bioinformatics?utm_campaign=Blog&utm_content=166388060&utm_medium=social&utm_source=twitter&hss_channel=tw-1247285259227594753

Top Domains
Top Domains in Tweet in Entire Graph:
[600] fplanalytics.com
[592] google.com
[254] clauswilke.com
[207] twitter.com
[137] medium.com
[83] fiverr.com
[80] kdnuggets.com
[70] couponed12.com
[60] meetup.com
[58] axios.com

Top Domains in Tweet in G1:
[78] fiverr.com
[67] twitter.com
[22] medium.com
[17] tableau.com
[13] linkedin.com
[11] udemy.com
[10] blogspot.com
[9] twinybots.ch
[9] cryptocryptonews.com
[8] datasciencecentral.com

Top Domains in Tweet in G2:
[547] google.com
[1] twitter.com

Top Domains in Tweet in G3:
[71] kdnuggets.com
[57] couponed12.com
[47] udacity.com
[46] zpy.io
[45] towardsdatascience.com
[36] datacamp.com
[29] medium.com
[27] co.uk
[23] udemy.com
[22] stat.world

Top Domains in Tweet in G4:
[1] trade.gov
[1] gov.uk
[1] visualizingsep.com
[1] pbs.org
[1] twitter.com

Top Domains in Tweet in G5:
[600] fplanalytics.com
[25] twitter.com
[20] medium.com
[15] google.com
[8] neurons.ai
[6] geekyhumans.com
[6] datamation.com
[6] linkedin.com
[5] clauswilke.com
[5] blogspot.com

Top Domains in Tweet in G6:
[19] medium.com
[10] twitter.com
[8] meetup.com
[7] eventbrite.com
[3] clauswilke.com
[3] colorado.edu
[2] datawrapper.de
[2] routledge.com
[2] kickstarter.com
[2] digitalanalyticsassociation.org

Top Domains in Tweet in G7:
[225] clauswilke.com
[9] yorku.ca
[2] github.io
[2] andrewheiss.com
[2] linkedin.com
[2] kdnuggets.com
[1] wilkelab.org
[1] blogspot.com
[1] twitter.com
[1] zpy.io

Top Domains in Tweet in G8:
[45] meetup.com
[3] twitter.com
[2] minceddata.info
[1] tableau.com
[1] udemy.com

Top Domains in Tweet in G9:
[10] medium.com
[3] grjenkin.com
[2] rbind.io
[1] clauswilke.com
[1] flourish.studio
[1] meetup.com
[1] lnkd.in

Top Domains in Tweet in G10:
[4] wiley.com
[2] twitter.com
[1] github.com
[1] typepad.com
[1] rstudio.com
[1] google.com
[1] impactdepth.com
[1] harvard.edu
[1] championsoncology.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[612] datascience
[408] python
[385] rstats
[346] datavisualization
[332] dataviz
[296] data
[208] machinelearning
[191] 100daysofcode
[190] visualization
[167] bigdata



Top Hashtags in Tweet in G1:
[51] miami
[49] python
[41] datavisualization
[29] data
[29] dataviz
[26] visualization
[18] dataanalytics
[18] webscraping
[16] makeovermondaycoursera
[15] bigdata

Top Hashtags in Tweet in G2:
[143] astro
[108] straykids
[77] kangdaniel
[47] baekhyun
[32] ateez
[21] weeekly
[20] wjsn
[20] txt
[18] nuest
[14] exo

Top Hashtags in Tweet in G3:
[346] python
[317] datascience
[213] datavisualization
[198] machinelearning
[184] 100daysofcode
[177] dataviz
[137] data
[135] ai
[119] bigdata
[115] javascript

Top Hashtags in Tweet in G4:
[1] publichealth
[1] healthequity

Top Hashtags in Tweet in G5:
[26] data
[23] datavisualization
[16] datascience
[16] dhum1727
[12] bigdata
[12] tax
[11] cdo
[10] dataviz
[10] iot
[9] ai

Top Hashtags in Tweet in G6:
[41] dataviz
[8] fromthearchives
[5] vislis
[4] chi2021
[3] accessibility
[3] rstats
[3] datascience
[3] datavisualization
[2] 30daychartchallenge
[2] gaad2021

Top Hashtags in Tweet in G7:
[230] rstats
[228] datascience
[2] dataviz
[2] kdn
[1] udemy
[1] coupons
[1] webdevelopment
[1] javascript30
[1] machinelearning
[1] ad

Top Hashtags in Tweet in G8:
[25] powerbi
[2] wow2021
[1] tableau
[1] visualization
[1] datavisualization

Top Hashtags in Tweet in G9:
[17] rstats
[5] dataviz
[4] datavisualization
[1] datascience
[1] datafam
[1] tableau
[1] information
[1] starwars
[1] maps
[1] map

Top Hashtags in Tweet in G10:
[47] academictwitter
[9] bioinformatics
[5] genomics
[5] womeninstem
[3] phdchat
[1] science
[1] harvard
[1] proteomics

Top Words
Top Words in Tweet in Entire Graph:
[7123] data
[5663] visualization
[1067] 2021
[872] know
[752] gt
[622] 04
[612] #datascience
[607] analysis
[582] total
[575] more

Top Words in Tweet in G1:
[864] data
[629] visualization
[96] need
[76] more
[62] analysis
[51] using
[51] #miami
[49] #python
[48] help
[48] tools

Top Words in Tweet in G2:
[578] 04
[564] data
[564] visualization
[553] total
[544] 2021
[535] album
[535] sales
[528] koreansales_twt
[176] 02
[163] 2016

Top Words in Tweet in G3:
[1371] data
[1049] visualization
[346] #python
[317] #datascience
[213] #datavisualization
[198] #machinelearning
[184] #100daysofcode
[177] #dataviz
[138] python
[137] #data

Top Words in Tweet in G4:
[726] know
[364] dubois
[364] author
[364] souls
[364] black
[364] folk
[364] founder
[364] naacp
[363] stevenbjohnson
[6] data

Top Words in Tweet in G5:
[803] data
[686] visualization
[603] gt
[336] 2021
[333] last
[313] 00
[304] top
[304] full
[303] transfers
[303] hour

Top Words in Tweet in G6:
[289] data
[237] visualization
[145] frankelavsky
[112] make
[108] thread
[107] cool
[105] start
[105] diy
[104] okay
[104] gonna

Top Words in Tweet in G7:
[278] data
[260] visualization
[233] icymi_r
[230] #rstats
[228] #datascience
[227] clauswilke
[225] fundamentals
[224] claus
[224] wilke
[18] psychology

Top Words in Tweet in G8:
[165] data
[156] visualization
[145] more
[133] analysis
[128] career
[127] interesting
[126] simonembanna
[126] figure
[126] easily
[126] showcase

Top Words in Tweet in G9:
[101] data
[74] visualization
[47] practice
[47] study
[47] recent
[47] art
[47] design
[47] reading
[46] jackrusher
[18] someone

Top Words in Tweet in G10:
[101] data
[100] visualization
[90] sheet
[89] openacademics
[89] great
[89] hopefully
[89] useful
[89] please
[64] cheat
[63] share

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4077] data,visualization
[550] 04,2021
[541] total,album
[541] album,sales
[535] koreansales_twt,data
[387] data,analysis
[372] know,dubois
[372] dubois,author
[372] author,souls
[372] souls,black

Top Word Pairs in Tweet in G1:
[470] data,visualization
[35] data,analysis
[24] visualization,data
[23] visualization,tools
[20] visualization,tool
[19] data,science
[19] analysis,visualization
[18] power,bi
[18] need,charts
[18] charts,#dataviz

Top Word Pairs in Tweet in G2:
[564] data,visualization
[544] 04,2021
[535] total,album
[535] album,sales
[528] koreansales_twt,data
[176] sales,02
[163] 02,2016
[163] 2016,04
[153] 2019,04
[143] visualization,#astro

Top Word Pairs in Tweet in G3:
[816] data,visualization
[92] data,analysis
[87] power,bi
[83] data,science
[74] #datascience,#datavisualization
[71] interactive,data
[61] #iot,#iiot
[60] #bigdata,#analytics
[59] machine,learning
[50] #python,#bigdata

Top Word Pairs in Tweet in G4:
[364] know,dubois
[364] dubois,author
[364] author,souls
[364] souls,black
[364] black,folk
[364] folk,founder
[364] founder,naacp
[362] naacp,know
[361] stevenbjohnson,know
[5] data,visualization

Top Word Pairs in Tweet in G5:
[303] transfers,last
[303] last,hour
[303] hour,top
[300] 00,gmt
[300] gmt,full
[300] full,gw
[300] gw,data
[300] data,table
[300] table,gt
[300] gt,visualization

Top Word Pairs in Tweet in G6:
[219] data,visualization
[104] okay,gonna
[104] gonna,start
[104] start,thread
[104] thread,compare
[104] compare,cool
[104] cool,concept
[104] concept,stairs
[104] stairs,diy
[104] diy,stair

Top Word Pairs in Tweet in G7:
[252] data,visualization
[228] #rstats,#datascience
[225] fundamentals,data
[224] visualization,claus
[224] claus,wilke
[224] wilke,clauswilke
[224] clauswilke,#rstats
[223] icymi_r,fundamentals
[15] data,analyst
[14] grow,again

Top Word Pairs in Tweet in G8:
[131] data,analysis
[126] analysis,visualization
[126] visualization,figure
[126] figure,career
[126] career,easily
[126] easily,showcase
[126] showcase,more
[126] more,interesting
[126] interesting,culturally
[126] culturally,relevant

Top Word Pairs in Tweet in G9:
[74] data,visualization
[47] practice,study
[47] study,recent
[47] recent,art
[47] art,design
[47] design,data
[47] visualization,reading
[46] jackrusher,practice
[16] blog,data
[16] visualization,#rstats

Top Word Pairs in Tweet in G10:
[97] data,visualization
[89] hopefully,useful
[89] useful,please
[86] openacademics,data
[72] sheet,hopefully
[63] cheat,sheet
[63] please,share
[62] great,cheat
[47] share,#academictwitter
[45] visualization,python

Top Replied-To
Top Replied-To in Entire Graph:
@drhammed
@frankelavsky
@tubebuddy
@hadleywickham
@zenitho_o
@hao_and_y
@trash_edd
@codingfess
@thatchristinag
@sejournal

Top Replied-To in G1:
@jaspercolin_res

Top Replied-To in G3:
@saminacodes
@datavisor
@microsoft
@morganumedia
@gitlab
@r4dscommunity
@tableauing
@immunojeej
@josh_ebner

Top Replied-To in G4:
@wherorobyn

Top Replied-To in G5:
@kavango
@gelbach

Top Replied-To in G6:
@frankelavsky
@tubebuddy
@hao_and_y
@moebio
@ilottnick
@john_b_cole
@hadleywickham
@chezvoila
@qu3tzalify
@jschwabish

Top Replied-To in G7:
@codingfess
@1obefiend
@taryn_thru_data
@makneta
@andrewheiss

Top Replied-To in G8:
@zorozoro85

Top Replied-To in G9:
@hadleywickham
@github

Top Replied-To in G10:
@adhasadhd
@pragya1pandey

Top Mentioned
Top Mentioned in Entire Graph:
@koreansales_twt
@stevenbjohnson
@icymi_r
@clauswilke
@frankelavsky
@simonembanna
@openacademics
@17rsuraj
@lukanegoita
@udemy

Top Mentioned in G1:
@umassissr
@bettynlove
@lunarroot
@fahad_almsned
@i_ameztoy
@komdigit
@digitaldevnet
@obinna_awoke

Top Mentioned in G2:
@koreansales_twt
@chompoook
@konnec
@konnect_danielk

Top Mentioned in G3:
@17rsuraj
@udemy
@doxyaxone
@couponed_code
@tdatascience
@machinelearnflx
@jmdevlabs
@aicanedo
@kdnuggets
@rhablamos

Top Mentioned in G4:
@stevenbjohnson
@bob_wachter
@owasow
@pbs
@pennpubhealth
@mdelacg
@baski_la

Top Mentioned in G5:
@wsj
@kavango
@frankelavsky
@dhum2021h
@unuwider
@koreansales_twt
@jetsumgerl
@bettinaforget
@danielavgeenen
@sap

Top Mentioned in G6:
@frankelavsky
@datavizsociety
@abmakulec
@codingchaos
@malaupadhaya
@jschwabish
@infowetrust
@pop_rebeca
@cuengineering
@datavislisboa

Top Mentioned in G7:
@icymi_r
@clauswilke
@drcallie_tweets
@datavisfriendly
@frankelavsky
@_david_barnett_
@andrewheiss
@openacademics
@pytorchlightnin
@kdnuggets

Top Mentioned in G8:
@simonembanna
@mmarie
@sfpbi
@_rico21
@tableau
@danifresh_
@allfreecourse
@jsbaucke
@shan_gsd
@dataveld

Top Mentioned in G9:
@jackrusher
@hadleywickham
@huttoncp
@anakomissarof
@tinyviztalks
@robcrock
@sharlagelfand
@statistacharts
@sxywu
@thomas_mock

Top Mentioned in G10:
@openacademics
@thehackbio
@bar_plantbio
@phdvoice
@alexjsully
@frankelavsky
@nasagenelab
@jgalazka
@impactdepth
@academicchatter

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@odio_nao
@cybersec_feeds
@chidambara09
@justminigirl
@phuketdailynews
@gambiste1
@_redfrog
@xaelbot
@aaroncuddeback

Top Tweeters in G1:
@breizh2008
@jimmyroybloom
@cryptocryptone3
@feed_stocks
@activehire_com
@abnewswire
@eprnetwork
@supamalaman
@aapactive123
@designtaxi

Top Tweeters in G2:
@justminigirl
@mijin913
@shiningtwicexo
@meinelyfelix
@xiussweaterpaws
@wish_msj
@beauh1991
@_i100u
@2022hyse_
@alphabetility

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@aaroncuddeback
@codedailybot
@deejayiwan
@rosenchild
@codernotesbot
@cybersecurityn8

Top Tweeters in G4:
@mrkalman
@charluv2011
@margymayell
@bettyb00p00
@mark_kawada
@holybullies
@suelouises
@eilonwy24
@janeway12004
@deray

Top Tweeters in G5:
@phuketdailynews
@real_infinity95
@thehill
@bexxmodd
@letscreateafr
@into_ai
@artificialbra1n
@latimes
@politico
@wsj

Top Tweeters in G6:
@hettivong
@digitaldecoded1
@kdc
@margymaclibrary
@bbbcccnnn
@texhewson
@kevinmarks
@_eleanorina
@xirclebox
@daniel_nikpayuk

Top Tweeters in G7:
@rvp
@munevarjuan
@rish_ark
@lomo_tech
@inishwan
@07swordking
@seefinish
@1obefiend
@nopiedra
@elijahuwas

Top Tweeters in G8:
@bloggedbyrain
@_rico21
@sadebrown_718
@quanflix_
@evelynvwoodsen
@uxinblack
@kyaxcheeks
@gqsmooth981
@madenchynna
@aghanaiangirl

Top Tweeters in G9:
@grjenkin
@gringene_bio
@ronenv
@dr_mana
@_samuelcho
@hadleywickham
@aneesha
@rasagy
@sabahzero
@waakye_7gh

Top Tweeters in G10:
@academicchatter
@briantrice
@neuroeco
@dnaed_tech
@livingcynically
@bloodsparasites
@compchembiobot
@lalitkathpalia
@phdvoice
@jaychance12


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