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data visualization_2020-10-29_23-24-57.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 30, 2020
Short Description:
data visualization via NodeXL https://bit.ly/380xlFF
@nadiehbremer
@fabriciosx
@openacademics
@team_ebird
@ittammatti
@cornellbirds
@dashboarddr
@datasciencebot_
@hippopedoid
@jhnhw

Top hashtags:
#datascience
#datavisualization
#dataviz
#data
#visualization

Description:
Description
The graph represents a network of 6,647 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 Friday, 30 October 2020 at 06:38 UTC.

The requested start date was Thursday, 29 October 2020 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 10-day, 0-hour, 0-minute period from Monday, 19 October 2020 at 00:00 UTC to Thursday, 29 October 2020 at 00:00 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 : 6647
Unique Edges : 4169
Edges With Duplicates : 10269
Total Edges : 14438
Number of Edge Types : 5
Mentions : 1557
Tweet : 2248
Retweet : 4352
MentionsInRetweet : 5871
Replies to : 410
Self-Loops : 2289
Reciprocated Vertex Pair Ratio : 0.0246458923512748
Reciprocated Edge Ratio : 0.0481061653303843
Connected Components : 1539
Single-Vertex Connected Components : 748
Maximum Vertices in a Connected Component : 2516
Maximum Edges in a Connected Component : 7757
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.834481
Graph Density : 0.000163754215471301
Modularity : 0.512551
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,647 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 Friday, 30 October 2020 at 06:38 UTC.

The requested start date was Thursday, 29 October 2020 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 10-day, 0-hour, 0-minute period from Monday, 19 October 2020 at 00:00 UTC to Thursday, 29 October 2020 at 00:00 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:
[481] https://www.fplanalytics.com/priceTable.html
[481] https://www.fplanalytics.com/NettTransfers.html
[44] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1008259
[44] https://erikchristianjohnson.com/why-color-matters-in-website-data-visualization/
[33] https://www.elkadegitall.com/2020/10/python-programming-machine-learning.html
[32] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhat-are-the-important-principles-of-data-visualization-3d3ca6c8c303%3Fsource%3Dsocial.tw
[32] https://observablehq.com/@martindaniel4/greenhouse-gas-emissions-by-country-and-sector
[27] https://twinybots.ch/
[25] https://www.analyticsvidhya.com/blog/2020/03/6-data-visualization-python-libraries/
[23] https://www.couponed12.com/2020/10/bestseller-python-data-analysis.html

Top URLs in Tweet in G1:
[13] https://visualcontenting.com/2020/02/19/the-dos-and-donts-of-data-visualization-on-the-web/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[8] https://dataplatformgeeks.com/dps2020/training-classes/
[8] https://dataplatformgeeks.com/dps2020/
[7] https://flowingdata.com/2020/10/19/data-visualization-in-virtual-reality/
[7] https://adage.com/creativity/work/new-york-subway-maps-first-major-redesign-40-years-unites-best-parts-its-controversial-creative/2288676
[7] https://www.eventbrite.com/e/create-your-own-data-visualization-a-practical-workshop-tickets-119825514339
[5] https://www.producthunt.com/posts/datacontours?utm_campaign=producthunt-api&utm_medium=api&utm_source=Application:+IFTTT+(ID:+2742)
[5] https://www.crazyegg.com/blog/best-data-visualization-tools/
[5] https://twitter.com/i/web/status/1318283497652498433
[5] https://twitter.com/i/web/status/1316844692458307584

Top URLs in Tweet in G2:
[33] https://www.elkadegitall.com/2020/10/python-programming-machine-learning.html
[32] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhat-are-the-important-principles-of-data-visualization-3d3ca6c8c303%3Fsource%3Dsocial.tw
[25] https://www.analyticsvidhya.com/blog/2020/03/6-data-visualization-python-libraries/
[21] https://zpy.io/ca/65737ae3
[21] https://www.r-bloggers.com/2020/10/julia-silge-data-visualization-for-machine-learning-practitioners/
[20] https://www.couponed12.com/2020/10/bestseller-python-data-analysis.html
[14] https://www.codewall.co.uk/the-best-javascript-data-visualization-charting-libraries/?utm_source=CWTwitter&utm_medium=social
[13] https://medium.com/towards-artificial-intelligence/all-visualization-techniques-used-in-python-602b14096d?source=rss----98111c9905da---4&utm_source=dlvr.it&utm_medium=twitter
[13] https://www.amazon.com/gp/product/1138197106?ie=UTF8&camp=213733&creative=393185&creativeASIN=1138197106&linkCode=shr&tag=amz0e61-20&linkId=UK6XEOEQ5RHQWENR&s=books&qid=1528546816&sr=1-14-spons&keywords=data+science&refinements=p_n_feature_browse-bin:2656022011&psc=1
[13] https://blog.digitalogy.co/top-r-libraries-for-data-visualization/

Top URLs in Tweet in G3:
[8] https://github.com/rhondene/data_science_ML_lessons_biology
[2] https://www.youtube.com/watch?v=0jK7zVP85UQ

[1] https://psych252.github.io/psych252book/figures/cheatsheets/visualization-principles.pdf
[1] https://www.biorxiv.org/content/10.1101/2020.10.12.335331v1
[1] https://satijalab.org/azimuth
[1] https://www.youtube.com/watch?v=RLeItfNRx3k&feature=youtu.be

[1] https://twitter.com/OpenAcademics/status/1319692709347553281
[1] https://twitter.com/NCAR_CISL/status/1319019039881154560

Top URLs in Tweet in G4:
[11] https://docs.google.com/forms/d/e/1FAIpQLScT8Y8-_E99XAR26b6nePOEZie1hw15QdkR-WqAxwd0DntogQ/viewform
[3] https://shop.aalto.fi/p/971-data-visualization-handbook/
[3] https://observablehq.com/@observablehq/electoral-college-decision-tree
[2] https://vis4dh.dbvis.de/schedule/
[2] https://www.visualcinnamon.com/resources/learning-data-visualization/books
[2] https://www.visualcinnamon.com/resources/learning-data-visualization/books#data-visualization-handbook
[2] https://vistools.net/
[1] https://www.youtube.com/watch?v=UPXeSFDXOLI&feature=youtu.be

[1] https://www.visualcinnamon.com/resources/learning-data-visualization
[1] https://twitter.com/nadiehbremer/status/1319289405950119936

Top URLs in Tweet in G5:
[5] https://www.forbes.com/sites/bernardmarr/2018/06/20/comparing-data-visualization-software-here-are-the-7-best-tools-for-2018/
[4] https://journals.plos.org/plosone/doi?id=10.1371/journal.pcbi.1008259
[2] https://cornell.wd1.myworkdayjobs.com/CornellCareerPage/job/Ithaca-Tompkins-County/Data-Visualization-Developer---Lab-of-Ornithology_WDR-00022777-1?utm_content=buffer4f172&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://cornell.wd1.myworkdayjobs.com/CornellCareerPage/job/Ithaca-Tompkins-County/Data-Visualization-Developer---Lab-of-Ornithology_WDR-00022777-1
[1] https://www.programmer-books.com/data-visualization-with-javascript/
[1] https://cornell.wd1.myworkdayjobs.com/CornellCareerPage/job/Ithaca-Tompkins-County/Data-Visualization-Developer---Lab-of-Ornithology_WDR-00022777-1?utm_content=buffer6939e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://ebird.org/science
[1] http://www.freecoursesitenet.com/2020/08/data-visualization-in-python.html
[1] https://www.behance.net/gallery/106344733/Housing-beyond-the-pandemic
[1] https://365datascience.com/data-visualization-project-ideas/?utm_content=143744025&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240

Top URLs in Tweet in G6:
[4] https://exhibits.stanford.edu/dataviz
[1] https://socviz.co
[1] https://www.amazon.com/Data-Visualization-Introduction-Kieran-Healy/dp/0691181624
[1] https://www.amazon.com/Data-Visualization-Introduction-Kieran-Healy/dp/0691181624/ref=mp_s_a_1_4?dchild=1&keywords=data+visualization&qid=1603668525&sprefix=data+vis&sr=8-4
[1] https://www.amazon.com/Data-Visualization-Introduction-Kieran-Healy/dp/0691181624/ref=mp_s_a_1_3?dchild=1&keywords=kieran+healy+data+visualization&qid=1603653115&sprefix=kieran+heal&sr=8-3
[1] https://flowingdata.com/2020/10/19/data-visualization-in-virtual-reality/
[1] https://twitter.com/hippopedoid/status/1318917878364672001

Top URLs in Tweet in G8:
[2] http://91-divoc.com/pages/covid-visualization/?chart=states-normalized&highlight=Florida&show=highlight-only&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right-8wk&extra=New%20Jersey#states-normalized
[2] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=United%20States&show=highlight-only&y=both&scale=linear&data=deaths-daily-7&data-source=jhu&xaxis=right-12wk&extra=European%20Union#countries-normalized
[2] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=European%20Union&show=highlight-only&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right-8wk&extra=Sweden#countries-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=European%20Union&show=highlight-only&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right&extra=Spain%2CUnited%20Kingdom%2CUnited%20States#countries-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=states-normalized&highlight=United%20States&show=highlight-only&y=both&scale=linear&data=deaths&data-source=merged&xaxis=right-12wk&extra=Florida%2CCalifornia#states-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=states-normalized&highlight=South%20Dakota&show=highlight-only&y=both&scale=linear&data=deaths-daily-7&data-source=jhu&xaxis=right-8wk&extra=United%20States#states-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=France&show=highlight-only&y=both&scale=linear&data=deaths-daily-7&data-source=jhu&xaxis=right-8wk&extra=Florida%2CCalifornia%2CJapan#countries-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=France&show=highlight-only&y=both&scale=linear&data=deaths-daily-7&data-source=jhu&xaxis=right-8wk&extra=Florida%2CJapan#countries-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=United%20States&show=highlight-only&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right-12wk&extra=European%20Union#countries-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=United%20States&show=highlight-only&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right&extra=European%20Union#countries-normalized

Top URLs in Tweet in G9:
[18] https://vistools.net/
[3] https://www.mapbox.com/blog/studios-new-style-component-designed-especially-for-data-visualization
[1] https://link.medium.com/uNzrZDqOOab
[1] https://www.linkedin.com/slink?code=dgigNX7
[1] https://policyviz.com/books/better-data-visualizations/policyviz-data-visualization-catalog/
[1] https://www.youtube.com/watch?v=sYLTUEjsGzU&feature=emb_err_woyt

[1] https://policyviz.com/product/the-graphic-continuum-match-it-game/
[1] https://beliv-workshop.github.io/keynote.html
[1] https://rpubs.com/Argaadya/covid-geo
[1] https://github.com/Argaadya/data-visualization-series

Top URLs in Tweet in G10:
[39] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1008259
[12] https://www.biorxiv.org/cgi/content/short/2020.10.21.348169v1
[2] https://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1008259
[1] https://pubs.rsc.org/en/content/articlelanding/2020/an/d0an01638a
[1] https://immuneering.com/services/
[1] https://peerj.com/articles/9974/?utm_source=Twitter&utm_medium=Organic&utm_campaign=9974&utm_term=Organic
[1] http://academic.oup.com/bioinformatics/advance-article-abstract/doi/10.1093/bioinformatics/btaa892/5929686
[1] https://pubs.acs.org/doi/10.1021/acs.jproteome.0c00082
[1] https://www.lipidr.org/
[1] https://twitter.com/realBioMassSpec/status/1238711876307091457

Top Domains
Top Domains in Tweet in Entire Graph:
[962] fplanalytics.com
[257] twitter.com
[154] medium.com
[70] amazon.com
[66] youtube.com
[65] linkedin.com
[64] 91-divoc.com
[57] zpy.io
[54] plos.org
[54] towardsdatascience.com

Top Domains in Tweet in G1:
[97] twitter.com
[27] linkedin.com
[20] medium.com
[20] dataplatformgeeks.com
[13] visualcontenting.com
[10] flowingdata.com
[10] dy.si
[9] google.com
[9] eventbrite.com
[8] youtube.com

Top Domains in Tweet in G2:
[77] medium.com
[56] zpy.io
[46] amazon.com
[42] datacamp.com
[33] elkadegitall.com
[33] towardsdatascience.com
[28] analyticsvidhya.com
[25] youtube.com
[24] r-bloggers.com
[20] programmer-books.com

Top Domains in Tweet in G3:
[8] github.com
[3] youtube.com
[2] twitter.com
[1] github.io
[1] biorxiv.org
[1] satijalab.org

Top Domains in Tweet in G4:
[11] google.com
[5] visualcinnamon.com
[3] aalto.fi
[3] observablehq.com
[2] dbvis.de
[2] twitter.com
[2] vistools.net
[1] youtube.com
[1] ideabooks.nl
[1] flowingdata.com

Top Domains in Tweet in G5:
[5] myworkdayjobs.com
[5] forbes.com
[4] plos.org
[2] linkedin.com
[1] programmer-books.com
[1] ebird.org
[1] freecoursesitenet.com
[1] behance.net
[1] 365datascience.com
[1] co.uk

Top Domains in Tweet in G6:
[4] stanford.edu
[3] amazon.com
[1] socviz.co
[1] flowingdata.com
[1] twitter.com

Top Domains in Tweet in G8:
[16] 91-divoc.com
[3] nytimes.com
[1] msightly.com
[1] twitter.com
[1] cdc.gov
[1] dangoodspeed.com
[1] worldometers.info

Top Domains in Tweet in G9:
[18] vistools.net
[4] twitter.com
[3] github.com
[3] mapbox.com
[2] policyviz.com
[1] medium.com
[1] linkedin.com
[1] youtube.com
[1] github.io
[1] rpubs.com

Top Domains in Tweet in G10:
[41] plos.org
[12] biorxiv.org
[2] peerj.com
[1] rsc.org
[1] immuneering.com
[1] oup.com
[1] acs.org
[1] lipidr.org
[1] twitter.com
[1] r-bloggers.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[442] datascience
[405] datavisualization
[368] dataviz
[301] data
[227] visualization
[217] machinelearning
[199] python
[167] analytics
[147] bigdata
[146] ai



Top Hashtags in Tweet in G1:
[54] data
[45] datavisualization
[30] dataviz
[27] visualization
[25] datascience
[21] analytics
[15] 66daysofdata
[14] contentmarketing
[14] socialmedia
[13] visualcontenting

Top Hashtags in Tweet in G2:
[330] datascience
[195] machinelearning
[165] python
[139] 100daysofcode
[134] datavisualization
[118] bigdata
[110] javascript
[101] rstats
[100] analytics
[97] ai

Top Hashtags in Tweet in G3:
[8] gfbiovideo
[2] rdm
[2] fdm
[1] academictwitter
[1] phdchat
[1] dmp
[1] fairdata
[1] dataviz
[1] undergraduateresearch
[1] getcurious

Top Hashtags in Tweet in G4:
[185] dataviz
[25] datavis
[25] digitalhumanities
[12] ieeevis
[12] vis4dh
[2] datavisualization
[2] data
[2] visact
[1] datavizadventure
[1] datascience

Top Hashtags in Tweet in G5:
[112] datavisualization
[102] job
[10] dataviz
[9] datascience
[6] javascript
[5] noisycity
[5] tech4wildlife
[4] ploscompbio
[4] bigdata
[3] programming

Top Hashtags in Tweet in G6:
[6] dataviz
[1] rtstats
[1] ai
[1] artificialintelligence
[1] datascience
[1] ml
[1] machinelearning

Top Hashtags in Tweet in G8:
[1] data
[1] datavisualization
[1] turntexasblue
[1] bluewave2020
[1] bidenharris2020

Top Hashtags in Tweet in G9:
[22] ieeevis
[19] visact
[17] covid19
[17] github
[8] dataviz
[2] stats
[2] maps
[2] zipcode
[2] card
[2] teaching

Top Hashtags in Tweet in G10:
[28] datavisualisation
[23] lipidomics
[20] cheminformatics
[16] bioinformatics
[3] expert
[3] rnaseq
[2] visualization
[2] software
[2] tool
[2] mining

Top Words
Top Words in Tweet in Entire Graph:
[7356] data
[5993] visualization
[1051] gt
[731] 2020
[607] top
[565] oct
[555] last
[540] 00
[535] full
[506] hour

Top Words in Tweet in G1:
[1009] data
[826] visualization
[72] more
[60] learn
[58] analytics
[54] #data
[54] analysis
[46] 2020
[45] #datavisualization
[43] use

Top Words in Tweet in G2:
[1465] data
[1083] visualization
[330] #datascience
[259] python
[239] learning
[195] #machinelearning
[171] machine
[165] #python
[160] science
[139] #100daysofcode

Top Words in Tweet in G3:
[290] data
[260] visualization
[248] great
[247] openacademics
[247] infographic
[247] principles
[247] graphics
[247] novartis
[247] please
[247] share

Top Words in Tweet in G4:
[185] #dataviz
[184] nadiehbremer
[133] book
[123] data
[116] visualization
[108] dataviz
[82] jhilden
[81] handbook
[81] infomuotoilu
[76] favorite

Top Words in Tweet in G5:
[218] data
[181] cornellbirds
[177] interactive
[176] develop
[150] team_ebird
[129] visualization
[112] #datavisualization
[106] opportunity
[104] join
[102] #job

Top Words in Tweet in G6:
[257] 000
[155] visualization
[138] umap
[130] hippopedoid
[129] jhnhw
[128] remember
[128] galaxy
[128] integers
[128] represented
[128] prime

Top Words in Tweet in G7:
[142] retweet
[142] incredible
[142] data
[142] visualization
[142] seen
[142] shows
[142] covid
[142] 19
[142] transforming
[142] blue

Top Words in Tweet in G8:
[30] data
[29] visualization
[25] state
[24] covid
[24] 2020
[22] one
[21] deaths
[21] 19
[14] trump
[13] shows

Top Words in Tweet in G9:
[89] data
[67] visualization
[28] jschwabish
[22] check
[22] #ieeevis
[20] two
[19] interactive
[19] #visact
[19] full
[18] website

Top Words in Tweet in G10:
[107] data
[66] visualization
[63] ten
[63] simple
[63] rules
[51] colorize
[51] biological
[42] ploscompbiol
[32] check
[28] #datavisualisation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4027] data,visualization
[497] oct,2020
[494] transfers,last
[494] last,hour
[494] hour,top
[482] visualization,gt
[482] data,table
[481] 00,gmt
[481] gmt,full
[481] full,gw

Top Word Pairs in Tweet in G1:
[612] data,visualization
[31] data,analysis
[26] visualization,tools
[24] visualization,data
[18] data,analytics
[18] data,studio
[17] analytics,visualization
[17] learn,more
[15] data,science
[15] power,bi

Top Word Pairs in Tweet in G2:
[854] data,visualization
[171] machine,learning
[150] data,science
[96] data,analysis
[80] visualization,python
[73] analysis,visualization
[58] python,data
[58] #iot,#iiot
[57] #bigdata,#analytics
[56] #machinelearning,#ad

Top Word Pairs in Tweet in G3:
[250] data,visualization
[247] visualization,great
[247] great,infographic
[247] infographic,principles
[247] principles,graphics
[247] graphics,novartis
[247] novartis,please
[247] please,share
[246] openacademics,data
[246] share,#academictwit

Top Word Pairs in Tweet in G4:
[110] data,visualization
[81] visualization,handbook
[76] favorite,book
[76] book,#dataviz
[76] #dataviz,best
[76] best,practices
[76] practices,data
[76] handbook,infomuotoilu
[76] infomuotoilu,jhilden
[75] nadiehbremer,favorite

Top Word Pairs in Tweet in G5:
[127] data,visualization
[106] opportunity,cornellbirds
[101] #datavisualization,#job
[101] #job,opportunity
[101] cornellbirds,join
[101] join,team
[101] team,develop
[101] develop,dynamic
[101] dynamic,interactive
[101] interactive,data

Top Word Pairs in Tweet in G6:
[128] remember,galaxy
[128] galaxy,umap
[128] umap,visualization
[128] visualization,integers
[128] integers,000
[128] 000,000
[128] 000,represented
[128] represented,prime
[128] prime,factors
[128] factors,made

Top Word Pairs in Tweet in G7:
[142] retweet,incredible
[142] incredible,data
[142] data,visualization
[142] visualization,seen
[142] seen,shows
[142] shows,covid
[142] covid,19
[142] 19,transforming
[142] transforming,blue
[141] sethabramson,retweet

Top Word Pairs in Tweet in G8:
[28] data,visualization
[21] covid,19
[12] retweet,incredible
[12] incredible,data
[12] visualization,seen
[12] seen,shows
[12] shows,covid
[12] 19,transforming
[12] transforming,blue
[12] blue,state

Top Word Pairs in Tweet in G9:
[57] data,visualization
[18] check,interactive
[18] interactive,website
[18] website,data
[18] visualization,tools
[18] tools,#ieeevis
[18] #ieeevis,#visact
[18] #visact,cc
[17] jschwabish,check
[17] cc,visualisingdat

Top Word Pairs in Tweet in G10:
[63] ten,simple
[63] simple,rules
[51] rules,colorize
[51] colorize,biological
[51] biological,data
[45] data,visualization
[26] visualization,#datavisualisation
[26] #datavisualisation,ploscompbiol
[25] seandavis12,ten
[20] check,latest

Top Replied-To
Top Replied-To in Entire Graph:
@teradata
@teneikaask_you
@whitehouse
@kjhealy
@simonembanna
@lenkiefer
@shradha04215267
@logicfacttruth
@maximlott
@robbysoave

Top Replied-To in G1:
@theactive_net

Top Replied-To in G2:
@katief
@hsenandil
@ixtract
@alphaishu
@lowri_williams
@andrejaenisch
@jonealiri
@kirkdborne
@coursera
@analyticsvidhya

Top Replied-To in G4:
@nadiehbremer
@wattenberger
@rahul_b
@datavizsociety
@saptashakti
@sidpawar161
@supl_ai
@mikeainoz
@yatessql
@vlandham

Top Replied-To in G6:
@kjhealy
@hippopedoid
@platorre_
@feynman_john
@guyi

Top Replied-To in G8:
@whitehouse
@govkristinoem
@robbysoave
@maximlott
@logicfacttruth
@gopchairwoman
@gop
@dontbeacutiepi
@saletan
@robbybottoms

Top Replied-To in G9:
@adamjkucharski
@oppermann_m
@crcpress
@ubcdsi
@nataliefletes
@hummjs

Top Mentioned
Top Mentioned in Entire Graph:
@openacademics
@cornellbirds
@nadiehbremer
@team_ebird
@sethabramson
@jhnhw
@hippopedoid
@jhilden
@infomuotoilu
@tom_auer

Top Mentioned in G1:
@digitaldevnet
@researcherssite
@bobby_gratz
@leadctr
@contactpersona1
@vizworx
@avagocompany
@peoplegoal
@majrashik
@itpfed

Top Mentioned in G2:
@gp_pulipaka
@machinelearnflx
@tdatascience
@cornellbirds
@sauravsingla_08
@tamalot16
@analyticsvidhya
@team_ebird
@mcqubit
@dd_nana_

Top Mentioned in G3:
@openacademics
@r_winty
@gfbio_project
@satijalab
@nadiehbremer
@jhu_hour
@cs_opp

Top Mentioned in G4:
@nadiehbremer
@jhilden
@infomuotoilu
@vis4dh
@nrchtct
@alexbensan
@jschwabish
@covid19tracking
@kaleidic

Top Mentioned in G5:
@cornellbirds
@team_ebird
@tom_auer
@merlinbirdid
@expansionmx
@niaa89
@vertevo
@forbes
@cartogeek
@wildlabsnet

Top Mentioned in G6:
@jhnhw
@hippopedoid
@olivercameron
@stephanedeny
@kjhealy
@ingorohlfing
@flowingdata
@slinnarsson
@humancellatlas
@paulgp

Top Mentioned in G7:
@sethabramson

Top Mentioned in G8:
@realdonaldtrump
@pbleic
@maximlott
@mtracey
@nytimes
@joebiden
@natesilver538
@robbysoave
@jamestodaromd
@bluetsunami5

Top Mentioned in G9:
@jschwabish
@agasparrini75
@jburnmurdoch
@mapbox
@belivworkshop
@irleaders
@saragoodkind
@nadiehbremer
@nicholasleiby

Top Mentioned in G10:
@ploscompbiol
@seandavis12
@analystrsc
@bakerlabncsu
@biorxiv_bioinfo
@seqcomplete
@noteboardsorg
@thepeerj
@immuneering
@realbiomassspec

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@eworkde
@3_i_n
@engineersday
@chidambara09
@cybersec_feeds
@aaroncuddeback
@agenparl
@deejayiwan
@femtech_

Top Tweeters in G1:
@eworkde
@engineersday
@agenparl
@co_jit
@andysugs
@guzmanadrian
@sciseekfeed
@data_nerd
@azu_re
@eprnetwork

Top Tweeters in G2:
@chidambara09
@cybersec_feeds
@aaroncuddeback
@deejayiwan
@femtech_
@rosenchild
@ottlegalrebels
@codernotesbot
@xaelbot
@codedailybot

Top Tweeters in G3:
@jennykim
@alstarkey
@fidaisyg
@agrobiodiverse
@yutarine
@v_i_o_l_a
@maiduna
@cookytitacookie
@heptasean
@aerialbots

Top Tweeters in G4:
@briantrice
@anathema_26
@brianwisti
@bondparkerbond
@kaleidic
@bryanbastin
@andydavies
@ruthmalan
@kristinhenry
@duncangeere

Top Tweeters in G5:
@edwardcalame
@expansionmx
@entwistletx
@dormousegirl
@ricardo_ik_ahau
@johnhar45782426
@forbes
@infrahumano
@ashwin_baindur
@hnturtledove

Top Tweeters in G6:
@ayirpelle
@dccc_phd
@jmsl
@sugi3_34
@phenomenalpoto
@greenmonsterah
@donutshorts
@ewanbirney
@zaminiqbal
@deliprao

Top Tweeters in G7:
@cryborg
@montique47
@gingerresists
@daisiak_
@rboblee
@unclemuley
@kimmyann1111
@tonynoland
@justafan18
@bbddpp

Top Tweeters in G8:
@bbusa617
@nightingalern
@nytimes
@luke4tech
@secretstranger9
@davidmweissman
@ladyoffe
@chlanandria
@heyitshigbe
@idhairya

Top Tweeters in G9:
@jburnmurdoch
@joannateglund
@hanagustafsson
@visualisingdata
@yagoferdx
@madmakko
@whoismikey
@citizenofnowhe4
@thisfineshrub
@jschwabish

Top Tweeters in G10:
@drjulie_b
@seqcomplete
@mtanichthys
@dnaed_tech
@renesugar
@gaby_wald
@gringene_bio
@behavecolpapers
@biswapriyamisra
@bibourokuabc


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