data visualization, Twitter, 5/19/2022 6:49:40 AM, 276599
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data visualization_2022-05-18_23-21-04.xlsx
data visualization_2022-05-18_23-21-04.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
May 19, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3loKq0Z
@thesequenceai
@kuanhoong
@jessica_xls
@datasciencedojo
@nainachaturved8
@oludeewon
@adarsh____gupta
@nytimes
@sidneysgoveia
@datacamp

Top hashtags:
#dataviz
#rstats
#datascience
#rmarkdown
#datavisualization

Description:
Description
The graph represents a network of 6,454 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, 19 May 2022 at 06:28 UTC.

The requested start date was Thursday, 19 May 2022 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 8-day, 5-hour, 42-minute period from Tuesday, 10 May 2022 at 18:18 UTC to Thursday, 19 May 2022 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 : 6454
Unique Edges : 2610
Edges With Duplicates : 11729
Total Edges : 14339
Number of Edge Types : 5
Retweet : 5365
MentionsInRetweet : 6135
Tweet : 1749
Mentions : 822
Replies to : 268
Self-Loops : 1808
Reciprocated Vertex Pair Ratio : 0.00813850251553714
Reciprocated Edge Ratio : 0.0161456039923675
Connected Components : 1108
Single-Vertex Connected Components : 577
Maximum Vertices in a Connected Component : 3736
Maximum Edges in a Connected Component : 9953
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.760131
Graph Density : 0.000163586613817602
Modularity : 0.467628
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,454 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, 19 May 2022 at 06:28 UTC.

The requested start date was Thursday, 19 May 2022 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 8-day, 5-hour, 42-minute period from Tuesday, 10 May 2022 at 18:18 UTC to Thursday, 19 May 2022 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:
[401] https://clauswilke.com/dataviz/
[393] https://www.fplanalytics.com/priceTable.html
[393] https://www.fplanalytics.com/NettTransfers.html
[190] https://www.techprevue.com/decision-tree-perfect-visualisation-data/?utm_content=207483986&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[97] https://www.nytimes.com/interactive/2022/05/13/us/covid-deaths-us-one-million.html
[96] https://citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[51] https://appsilon.com/key-data-visualization-principles/
[48] https://cedricscherer.netlify.app/2019/05/17/the-evolution-of-a-ggplot-ep.-1/
[46] https://medium.com/coders-mojo/day-28-60-days-of-data-science-and-machine-learning-series-ee7e4f3b6b46
[44] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fnbt%2Fvolumes%2F40%2Fissues%2F5

Top URLs in Tweet in G1:
[15] https://community.qlik.com/t5/Qlik-Product-Innovation-Blog/Highlights-of-Recent-Qlik-Sense-SaaS-Data-Visualization/ba-p/1915965
[7] https://arxiv.org/abs/2205.05749
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fuxdesign.cc%2Fmixing-and-combining-red-and-blue-in-data-visualization-cd2c8cfd9c8
[4] https://rssfeeds.cloudsite.builders/2022/05/16/data-visualizationan-important-toolfor-insurance-risk-management/
[4] https://blogheist.com/best-wordpresss-data-visualization-plugins/
[4] https://www.amazon.it/Leconomia-autonoma-Digilosofia-intelligenze-artificiali-ebook/dp/B08LL7FD2X/ref=
[4] https://misterreset.blogspot.com/2021/10/open-data-smart-printing-da-instagram.html
[4] https://us02web.zoom.us/webinar/register/WN_OlcZy0ZyRlKkXhnJHI7ikg
[3] https://towardsdatascience.com/python-libraries-for-mesh-point-cloud-and-data-visualization-part-2-385f16188f0f?source=social.tw
[3] https://clauswilke.com/dataviz/

Top URLs in Tweet in G2:
[2] https://clauswilke.com/dataviz/
[1] https://prometheus.io/
[1] https://handsondataviz.org/
[1] https://stephanieevergreen.com/when-to-viz/
[1] https://uoregon.libcal.com/event/9176223
[1] https://dataservices.uoregon.edu/2022/05/11/guest-speaker-dr-greg-matthews/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpractical-guide-to-data-visualization-83e375b0037
[1] https://www.datacamp.com/courses/introduction-to-data-visualization-with-seaborn?irclickid=&irgwc=1
[1] https://www.udemy.com/course/statistics-using-r/?irpid=2840738&ircid=5420&clickid=&irgwc=1
[1] https://public-pantheon.tableau.com/en-us/s/gallery/exploring-taylor-swifts-song-lyrics

Top URLs in Tweet in G3:
[20] https://stat.world/biportal/?lang=en
[5] https://clauswilke.com/dataviz/
[2] https://appsilon.com/key-data-visualization-principles/
[1] https://www.amazon.ca/Storytelling-Data-Visualization-Business-Professionals/dp/1119002257/
[1] https://leanpub.com/universities/set/jhu/cloud-based-data-science
[1] https://www.datacamp.com/cheat-sheet/data-viz-cheat-sheet
[1] https://medium.com/@okohchibuzor35/data-visualization-and-analysis-using-the-sales-data-of-a-supermarket-f21b9367a5ac?_branch_match_id=link-1055178960332073390
[1] https://imp.i384100.net/c/2624140/1164545/14726?u=https%3A%2F%2Fwww.coursera.org%2Fspecializations%2Fdata-visualization&svlink=5507839&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT
[1] https://citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[1] https://twitter.com/chynwe_bekee/status/1525907614336532480

Top URLs in Tweet in G4:
[347] https://clauswilke.com/dataviz/
[32] https://appsilon.com/key-data-visualization-principles/
[3] https://www.oreilly.com/library/view/data-visualization-with/9781491920565/
[2] https://handsondataviz.org/
[1] https://twitter.com/notaboutthecell/status/1526741908550258690
[1] https://medium.com/coders-mojo/day-28-60-days-of-data-science-and-machine-learning-series-ee7e4f3b6b46

Top URLs in Tweet in G5:
[38] https://medium.com/coders-mojo/day-28-60-days-of-data-science-and-machine-learning-series-ee7e4f3b6b46
[19] https://medium.com/coders-mojo/day-50-60-days-of-data-science-and-machine-learning-series-33a30369d91a
[17] https://medium.com/coders-mojo/complete-data-preprocessing-and-data-visualization-with-projects-mega-compilation-part-2-41584ef0920e?sk=842390da51689b8d43148c3980570db0
[12] https://geekyhumans.com/de/data-visualization-tools/
[11] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2F5-cool-advanced-pandas-techniques-for-data-scientists-c5a59ae0625d
[10] https://radarinfo01.blogspot.com/2020/10/mastering-data-visualization-in-d3js.html
[8] https://www.techprevue.com/decision-tree-perfect-visualisation-data/?utm_content=207483986&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[7] https://www.udemy.com/course/javascript-course-for-beginner-to-expert-data-visualization/?couponCode=MAY-DEAL
[7] https://www.linkedin.com/newsletters/the-ravit-show-newsletter-6861729397574033408/
[7] https://clauswilke.com/dataviz/

Top URLs in Tweet in G6:
[173] https://www.techprevue.com/decision-tree-perfect-visualisation-data/?utm_content=207483986&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[17] https://code.datasciencedojo.com/Danielhuang69/tutorials/tree/master/Introduction%20to%20Data%20Visualization%20with%20R%20and%20ggplot2?utm_content=207485964&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[11] https://online.datasciencedojo.com/blogs/communication-data-visualization/
[7] https://towardsdatascience.com/data-visualization-theory-an-introduction-a077c0d80498?utm_content=207629460&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[5] https://clauswilke.com/dataviz/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhy-you-must-use-plotly-express-for-data-visualization-9d47f9182807
[3] https://towardsdatascience.com/python-libraries-for-mesh-point-cloud-and-data-visualization-part-2-385f16188f0f?source=social.tw
[3] https://quantellia.ewebinar.com/webinar/how-to-get-started-with-a-new-aibiml-project-to-ensure-it-doesnt-fail-four-steps-to-get-started-with-decision-intelligence-4727
[3] https://medium.com/coders-mojo/day-28-60-days-of-data-science-and-machine-learning-series-ee7e4f3b6b46
[3] https://citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/

Top URLs in Tweet in G7:
[88] https://citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[19] https://clauswilke.com/dataviz/
[10] https://www.r-bloggers.com/2022/05/5-key-data-visualization-principles-explained-examples-in-r/
[9] https://towardsdatascience.com/python-libraries-for-mesh-point-cloud-and-data-visualization-part-2-385f16188f0f?source=social.tw
[9] https://appsilon.com/key-data-visualization-principles/
[3] https://rpubs.com/AndreaJPhillips/datavizfinal
[3] https://finnstats.com/index.php/2021/05/12/visualization-graphs/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://imp.i384100.net/c/2840738/1242836/14726?prodsku=crse%3ArKs1yZbpEeu46w60Xgbpdw&u=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fdata-visualization-r&intsrc=CATF_9419&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT
[3] https://www.datacamp.com/courses/data-visualization-for-everyone?irclickid=&irgwc=1
[2] https://stackoverflow.com/questions/72233294/r-data-visualization-is-there-a-way-to-plot-based-on-emmeans-using-ggplot

Top URLs in Tweet in G8:
[2] https://clauswilke.com/dataviz/
[2] https://www.techprevue.com/decision-tree-perfect-visualisation-data/?utm_content=207483986&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[1] https://appsilon.com/key-data-visualization-principles/

Top URLs in Tweet in G9:
[5] https://www.nytimes.com/interactive/2022/05/13/us/covid-deaths-us-one-million.html
[1] https://trib.al/ws5ZWo6
[1] https://imp.i384100.net/c/2840738/1242836/14726?prodsku=crse%3AClt2FokTEeiYQAqwENY34g&u=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fbasic-data-processing-visualization-python&intsrc=CATF_9419&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT
[1] https://imp.i384100.net/c/2840738/1242836/14726?prodsku=crse%3ArKs1yZbpEeu46w60Xgbpdw&u=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fdata-visualization-r&intsrc=CATF_9419&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT
[1] https://datacamp.pxf.io/c/2840738/1012793/13294?u=https%3A%2F%2Fwww.datacamp.com%2Fcheat-sheet%2Fdata-viz-cheat-sheet&svlink=5721466
[1] https://imp.i384100.net/c/2840738/1242836/14726?prodsku=crse%3AIXfI4OuZEeWTQApGcKeRIQ&u=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fdatavisualization&intsrc=CATF_9419&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpractical-guide-to-data-visualization-83e375b0037
[1] https://www.nytimes.com/interactive/2022/05/13/us/covid-deaths-us-one-million.html?position=3&utm_medium=email&utm_source=pocket_hits&utm_campaign=POCKET_HITS-EN-DAILY-RECS-2022_05_17&sponsored=0
[1] https://nbviewer.jupyter.org/github/neerjad/DataVisualization/blob/master/02%20-%20Introduction%20to%20Data%20Visualization%20with%20Seaborn.ipynb
[1] https://nbviewer.jupyter.org/github/neerjad/DataVisualization/blob/master/03%20-%20Time-Series%20Visualization%20using%20bokeh.ipynb

Top URLs in Tweet in G10:
[5] https://medium.com/mlearning-ai/how-do-i-visualise-my-dream-home-1b3d26e78817
[1] https://clauswilke.com/dataviz/
[1] https://www.techprevue.com/decision-tree-perfect-visualisation-data/?utm_content=207483986&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240

Top Domains
Top Domains in Tweet in Entire Graph:
[786] fplanalytics.com
[402] clauswilke.com
[233] medium.com
[190] techprevue.com
[104] nytimes.com
[100] twitter.com
[96] citedrive.com
[58] youtube.com
[52] appsilon.com
[51] nature.com

Top Domains in Tweet in G1:
[40] twitter.com
[19] medium.com
[18] linkedin.com
[17] youtube.com
[15] qlik.com
[11] arxiv.org
[8] google.com
[8] towardsdatascience.com
[8] comidoc.net
[6] zoom.us

Top Domains in Tweet in G2:
[2] clauswilke.com
[1] prometheus.io
[1] handsondataviz.org
[1] stephanieevergreen.com
[1] libcal.com
[1] uoregon.edu
[1] medium.com
[1] datacamp.com
[1] udemy.com
[1] tableau.com

Top Domains in Tweet in G3:
[20] stat.world
[5] clauswilke.com
[3] datacamp.com
[2] medium.com
[2] appsilon.com
[2] twitter.com
[1] amazon.ca
[1] leanpub.com
[1] i384100.net
[1] citedrive.com

Top Domains in Tweet in G4:
[347] clauswilke.com
[32] appsilon.com
[3] oreilly.com
[2] handsondataviz.org
[1] twitter.com
[1] medium.com

Top Domains in Tweet in G5:
[119] medium.com
[31] blogspot.com
[12] geekyhumans.com
[11] udemy.com
[11] zpy.io
[10] towardsdatascience.com
[8] linkedin.com
[8] techprevue.com
[7] voicestorm.com
[7] clauswilke.com

Top Domains in Tweet in G6:
[173] techprevue.com
[29] datasciencedojo.com
[12] towardsdatascience.com
[10] medium.com
[6] datacamp.com
[5] clauswilke.com
[4] i384100.net
[3] ewebinar.com
[3] citedrive.com
[2] udemy.com

Top Domains in Tweet in G7:
[88] citedrive.com
[19] clauswilke.com
[11] towardsdatascience.com
[10] appsilon.com
[10] medium.com
[10] r-bloggers.com
[5] i384100.net
[5] datacamp.com
[3] rpubs.com
[3] finnstats.com

Top Domains in Tweet in G8:
[2] clauswilke.com
[2] techprevue.com
[1] appsilon.com

Top Domains in Tweet in G9:
[7] nytimes.com
[4] jupyter.org
[3] i384100.net
[1] trib.al
[1] pxf.io
[1] medium.com
[1] github.com
[1] nature.com
[1] instagram.com
[1] smashingconf.com

Top Domains in Tweet in G10:
[5] medium.com
[1] clauswilke.com
[1] techprevue.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[819] dataviz
[728] rstats
[605] datascience
[394] rmarkdown
[375] datavisualization
[288] bigdata
[275] python
[249] data
[207] 100daysofcode
[198] transfersoutlasthour



Top Hashtags in Tweet in G1:
[57] data
[42] datavisualization
[42] visualization
[31] dataviz
[20] dataanalytics
[19] datascience
[14] ieeevis
[14] siggraph
[14] ieeecga
[12] dashboard

Top Hashtags in Tweet in G2:
[2] dataviz
[2] datascience
[1] crunchtime
[1] breathe
[1] 100daysofcode
[1] 100daysofcodechallenge
[1] 100daysofweb3
[1] data
[1] datavisualization
[1] rgraphs

Top Hashtags in Tweet in G3:
[33] statistics
[25] data
[25] gdp
[24] wdi
[23] worldbank
[22] visualization
[21] datascience
[19] usa
[11] dataviz
[10] debt

Top Hashtags in Tweet in G4:
[381] dataviz
[378] rstats
[346] rmarkdown
[32] ggplot2
[3] datavisualization
[3] datascience
[2] data
[1] powerbi
[1] hiring
[1] python

Top Hashtags in Tweet in G5:
[259] datascience
[240] python
[201] 100daysofcode
[122] machinelearning
[98] programming
[95] javascript
[81] data
[70] coding
[64] rstats
[63] analytics

Top Hashtags in Tweet in G6:
[239] datascience
[206] datavisualization
[196] bigdata
[25] 21sparksacademy
[25] datasecurity
[18] r
[16] dataviz
[16] rstats
[13] machinelearning
[11] ai

Top Hashtags in Tweet in G7:
[229] rstats
[205] dataviz
[53] citedrive
[21] datascience
[20] rmarkdown
[11] ggplot2
[5] datamatters
[5] data
[5] visualization
[5] nocode

Top Hashtags in Tweet in G8:
[4] dataviz
[4] rstats
[2] rmarkdown
[2] datavisualization
[2] bigdata
[2] datascience
[1] ggplot2

Top Hashtags in Tweet in G9:
[2] covid19
[1] dataviz
[1] rstats
[1] instagram
[1] ironviz
[1] data22
[1] allaboutthedata
[1] amherstma

Top Hashtags in Tweet in G10:
[5] art
[5] machinelearning
[5] aiart
[5] deeplearning
[5] mlsogood
[3] datascience
[3] bigdata
[2] artificialintelligence
[2] iiot
[2] devops

Top Words
Top Words in Tweet in Entire Graph:
[7453] data
[5917] visualization
[1217] free
[1094] fundamentals
[971] gt
[819] #dataviz
[754] 2022
[728] #rstats
[715] visualizations
[692] claus

Top Words in Tweet in G1:
[904] data
[660] visualization
[90] analysis
[69] more
[62] analytics
[57] #data
[51] business
[42] #datavisualization
[42] #visualization
[42] learn

Top Words in Tweet in G2:
[539] data
[525] visualization
[502] book
[501] making
[500] free
[500] thesequenceai
[497] fundamentals
[497] visualizations
[496] guide
[495] claus

Top Words in Tweet in G3:
[682] data
[518] visualization
[292] jessica_xls
[291] way
[288] learning
[287] previous
[286] best
[286] start
[286] time
[286] dashboards

Top Words in Tweet in G4:
[439] data
[430] visualization
[381] #dataviz
[380] kuanhoong
[379] free
[378] fundamentals
[378] #rstats
[349] read
[348] ebook
[346] online

Top Words in Tweet in G5:
[1065] data
[679] visualization
[259] #datascience
[232] #python
[201] #100daysofcode
[152] vs
[147] day
[141] #data
[135] gt
[127] nainachaturved8

Top Words in Tweet in G6:
[369] data
[348] visualization
[254] datasciencedojo
[239] #datascience
[206] #datavisualization
[202] decision
[199] map
[196] #bigdata
[41] guide
[25] 21sparksacademy

Top Words in Tweet in G7:
[379] data
[343] visualization
[229] #rstats
[205] #dataviz
[117] free
[117] fundamentals
[104] read
[103] ebook
[99] claus
[99] wilke

Top Words in Tweet in G8:
[619] js
[205] javascript
[205] libraries
[205] keep
[205] eyes
[205] react
[205] user
[205] interfaces
[205] three
[205] 3d

Top Words in Tweet in G9:
[156] nytimes
[141] data
[135] visualization
[106] one
[105] powerful
[105] lost
[105] million
[104] sobering
[104] people
[103] stunning

Top Words in Tweet in G10:
[298] skills
[150] 10
[149] top
[149] tech
[149] demand
[149] cloud
[149] amazon
[149] web
[149] services
[149] aws

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4657] data,visualization
[1092] fundamentals,data
[691] visualization,claus
[691] claus,wilke
[605] free,book
[601] thesequenceai,free
[601] guide,making
[600] book,fundamentals
[598] wilke,guide
[598] making,visualizations

Top Word Pairs in Tweet in G1:
[483] data,visualization
[44] data,analysis
[28] visualization,data
[27] data,analytics
[22] analysis,visualization
[18] visualization,tools
[17] learn,more
[16] visualization,techniques
[15] data,studio
[15] power,bi

Top Word Pairs in Tweet in G2:
[520] data,visualization
[500] free,book
[498] thesequenceai,free
[497] fundamentals,data
[495] book,fundamentals
[495] visualization,claus
[495] claus,wilke
[495] wilke,guide
[495] guide,making
[495] making,visualizations

Top Word Pairs in Tweet in G3:
[480] data,visualization
[286] best,way
[285] anyone,learning
[285] learning,data
[285] visualization,best
[285] way,start
[285] start,taking
[285] taking,time
[285] time,replicate
[285] replicate,previous

Top Word Pairs in Tweet in G4:
[429] data,visualization
[378] fundamentals,data
[348] free,ebook
[346] ebook,read
[346] read,online
[346] online,fundamentals
[346] visualization,using
[346] using,#rstats
[346] #rstats,#rmarkdown
[346] #rmarkdown,#dataviz

Top Word Pairs in Tweet in G5:
[565] data,visualization
[97] data,science
[82] #python,#datascience
[60] avikumart_,data
[60] #datascience,#machinelearning
[59] #featured,#courses
[55] map,data
[54] decision,map
[52] data,analytics
[52] #100daysofcode,#100daysofcodechallenge

Top Word Pairs in Tweet in G6:
[325] data,visualization
[199] decision,map
[199] map,data
[195] #datavisualization,#bigdata
[194] #bigdata,#datascience
[159] visualization,#datavisualization
[157] datasciencedojo,decision
[25] 21sparksacademy,decision
[25] visualization,ℹ
[25] ℹ,datasciencedojo

Top Word Pairs in Tweet in G7:
[320] data,visualization
[117] fundamentals,data
[103] free,ebook
[99] visualization,claus
[99] claus,wilke
[91] #rstats,#dataviz
[88] visualization,packages
[88] packages,check
[88] check,2022
[85] read,free

Top Word Pairs in Tweet in G8:
[205] javascript,libraries
[205] libraries,keep
[205] keep,eyes
[205] eyes,react
[205] react,js
[205] js,user
[205] user,interfaces
[205] interfaces,three
[205] three,js
[205] js,3d

Top Word Pairs in Tweet in G9:
[127] data,visualization
[106] visualization,nytimes
[105] one,million
[104] million,people
[103] stunning,sobering
[103] sobering,powerful
[103] powerful,sad
[103] sad,moving
[103] moving,data
[103] nytimes,america

Top Word Pairs in Tweet in G10:
[149] skills,top
[149] top,10
[149] 10,tech
[149] tech,skills
[149] skills,demand
[149] demand,cloud
[149] cloud,amazon
[149] amazon,web
[149] web,services
[149] services,aws

Top Replied-To
Top Replied-To in Entire Graph:
@jessica_xls
@jenmercieca
@mkrzywinski
@wootenomics
@thesequenceai
@driscollis
@fallonrgoodman
@jon_petters
@mededchat
@bhsdrew

Top Replied-To in G2:
@ivybarley
@thesequenceai
@evergreendata
@farai_chimusoro

Top Replied-To in G3:
@jessica_xls
@mjsayadi
@dav1dtmagar
@saltypip
@kafayatt_
@worksfess
@momentswithbren
@catarinatxt

Top Replied-To in G4:
@kranemetal

Top Replied-To in G5:
@jessica_xls
@sidneysgoveia
@thesequenceai
@_sadiqabu
@egudi_analysis
@mario_gibney
@drkbstutorials
@bidgeir
@nousot
@sawant_pooja_s

Top Replied-To in G7:
@matthewrwhalen

Top Replied-To in G9:
@driscollis
@slowburninfuse
@epan11
@ntulswani
@nytimes
@yaya_gumbo

Top Mentioned
Top Mentioned in Entire Graph:
@thesequenceai
@kuanhoong
@jessica_xls
@datasciencedojo
@adarsh____gupta
@nytimes
@oludeewon
@nainachaturved8
@datacamp
@sidneysgoveia

Top Mentioned in G1:
@digitaldevnet
@teamincus
@advanoffice
@chicagoessays
@alotmorewub
@bibrainz
@milhamh95
@vj_um_amel
@wb_dol
@yurbi

Top Mentioned in G2:
@thesequenceai
@evergreendata
@jmankewitz
@savepeter2
@demaitech
@dd_jessica_
@ivybarley

Top Mentioned in G3:
@jessica_xls
@datacamp
@stat_world
@cisco_official
@thesequenceai
@alex_theanalyst
@kuanhoong
@coursera
@teneikaask_you
@yinka_efiwe

Top Mentioned in G4:
@kuanhoong
@thesequenceai
@jessica_xls
@datacamp
@py_data_sci
@avikumart_
@bessonmarc
@kranemetal
@nainachaturved8
@clauswilke

Top Mentioned in G5:
@nainachaturved8
@avikumart_
@demaitech
@freecodecamp
@harisystems
@datasciencedojo
@ruben_arce_s
@matplotlib
@insidiae423
@mbdev_

Top Mentioned in G6:
@datasciencedojo
@21sparksacademy
@datastack_dev
@thesequenceai
@_qu4nt
@ipfconline1
@kuanhoong
@datacamp
@nainachaturved8
@jessica_xls

Top Mentioned in G7:
@rmarkdown
@citedrive
@garethbilaney
@bibtex_eu
@kuanhoong
@tdatascience
@thesequenceai
@rbloggers
@jessica_xls
@thenci

Top Mentioned in G8:
@adarsh____gupta
@kuanhoong
@datasciencedojo
@thesequenceai
@rmarkdown

Top Mentioned in G9:
@nytimes
@alexvespi
@thesequenceai
@wattenberger
@smashingmag
@rmarkdown
@egrahamokc
@doshineerja
@chezvoila
@jessica_xls

Top Mentioned in G10:
@oludeewon
@mlearning_ai
@thesequenceai
@drengrhauwa
@jessica_xls
@kuanhoong
@datasciencedojo

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@applesupport
@faby_nava77
@animatorspal
@cybersecurityn8
@jfsebastian146
@aaroncuddeback

Top Tweeters in G1:
@csa_dvillamizar
@jimmyroybloom
@suriyasubraman
@feedpushr
@careerage
@itsuptomica_
@vcontenting
@eprnetwork
@dasauge_jobs
@shopy_cart

Top Tweeters in G2:
@cchukudebelu
@kosugitti
@waltzing_piglet
@mtanichthys
@jjmerelo
@haq_optimist
@alternative200
@renato_umeton
@shumayl_
@encikmizi

Top Tweeters in G3:
@angelsscream
@fullnam35087976
@worksfess
@dcarsoncpa_nyc
@wolfpac_five
@ameikpe
@sunnet4me
@jsanchez63
@tbrzy
@ayoolafelix

Top Tweeters in G4:
@myamadakg
@sshin6591
@silentseawolf
@a_abdulaziz_a
@melziibaby
@ceobillionaire
@afeliop
@charlyaztec
@snebae
@uwemspeaks

Top Tweeters in G5:
@xaelbot
@codedailybot
@cybersecurityn8
@jfsebastian146
@aaroncuddeback
@100xcode
@codernotesbot
@fabriciosx
@hubofml
@opensource_orgs

Top Tweeters in G6:
@sectest9
@rwang0
@ipfconline1
@kamiiingo
@fabriziobustama
@prometheus_bot
@rautsan
@catalyst_11
@juanjoap16
@pierrepinna

Top Tweeters in G7:
@vonrosenchild
@rstatstweet
@hubbucket
@agussari
@adeyemoadekunl2
@news_nocode
@cd_fuller
@labelle_bee
@financeandkm
@sirseriki

Top Tweeters in G8:
@santchiweb
@smozmc
@xeieshan_gunner
@sta_bal
@ahmed_bellourh
@nestorj2021
@angryegyptianx
@nine_tails1821
@ovirami
@kelvin53146813

Top Tweeters in G9:
@masterprogram1
@nytimes
@foxnews
@keithmfitz
@syawal
@misty_kirie
@jp1dp2
@sharon_lynch
@harriekd
@marioricciard18

Top Tweeters in G10:
@docoker
@muyiwawilliams_
@thrillarybanks
@iam_tunadez
@ogbetac
@ndeme_sung
@odeshiye
@mike_twiz
@shaytweeter
@thefemaleosaze


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