data visualization, Twitter, 8/6/2020 8:25:34 AM, 232007


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data visualization_2020-08-05_23-28-00.xlsx
data visualization_2020-08-05_23-28-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2020
Short Description:
data visualization via NodeXL https://bit.ly/2EWPlEx
@datasciencebot_
@datavizsociety
@amycesal
@ameliamn
@dfreelon
@lndgrn
@raykris1
@propcazhpm
@kirkdborne
@humdata

Top hashtags:
#datascience
#ai
#data
#bigdata
#machinelearning
#ml
#visualization
#analytics
#dl

Description:
Description
The graph represents a network of 6,819 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, 06 August 2020 at 06:40 UTC.

The requested start date was Thursday, 06 August 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 9-day, 7-hour, 2-minute period from Monday, 27 July 2020 at 16:54 UTC to Wednesday, 05 August 2020 at 23:56 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 : 6819
Unique Edges : 3832
Edges With Duplicates : 11024
Total Edges : 14856
Number of Edge Types : 5
Mentions : 1293
Replies to : 399
Tweet : 1677
Retweet : 5061
MentionsInRetweet : 6426
Self-Loops : 1713
Reciprocated Vertex Pair Ratio : 0.01545616194775
Reciprocated Edge Ratio : 0.0304418103448276
Connected Components : 1398
Single-Vertex Connected Components : 697
Maximum Vertices in a Connected Component : 2112
Maximum Edges in a Connected Component : 6972
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.310888
Graph Density : 0.000159683585598554
Modularity : 0.512232
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 6,819 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, 06 August 2020 at 06:40 UTC.

The requested start date was Thursday, 06 August 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 9-day, 7-hour, 2-minute period from Monday, 27 July 2020 at 16:54 UTC to Wednesday, 05 August 2020 at 23:56 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:
[201] https://91-divoc.com/pages/covid-visualization/
[109] https://www.youtube.com/watch?v=5TZLghdCVLs&feature=youtu.be

[86] https://www.youtube.com/watch?v=JYYLt9w2jUU&feature=youtu.be

[69] https://data.humdata.org/visualization/covid19-humanitarian-operations/
[59] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[51] https://vizzuhq.com/
[46] https://thenextweb.com/syndication/2020/07/29/how-to-build-interactive-data-visualization-using-plotly-and-python/
[43] https://explorer.adamplatform.eu/
[39] https://91-divoc.com/pages/covid-visualization/?chart=countries&highlight=United
[39] States&show=highlight-only&y=both&scale=linear&data=testPositivity-daily-7&data-source=merged&xaxis=right-12wk&extra=European

Top URLs in Tweet in G1:
[25] https://thenextweb.com/syndication/2020/07/29/how-to-build-interactive-data-visualization-using-plotly-and-python/
[9] https://www.analyticsvidhya.com/blog/2020/07/8-data-visualization-tips-to-improve-data-stories/
[9] https://mrdashboard.com/index.php/why-using-data-visualization-for-tracking-kpis/
[8] https://arxiv.org/abs/2007.15828
[7] https://blog.logrocket.com/data-visualization-angular-d3/
[7] http://haifengl.github.io/vegalite.html
[5] https://www.predictiveanalyticstoday.com/top-data-visualization-software/
[5] https://www.searchenginejournal.com/what-is-data-visualization-why-important-seo/288127/?utm_source=twitter.com&utm_medium=social&utm_campaign=twitter-auto-publish-night
[5] https://news.ycombinator.com/item?id=24063324
[5] https://wichitaliberty.org/visualization-presidential-data-explorer/

Top URLs in Tweet in G2:
[52] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[35] https://www.codewall.co.uk/the-best-javascript-data-visualization-charting-libraries/?utm_source=CWTwitter&utm_medium=social
[28] https://www.forbes.com/sites/timbajarin/2020/07/30/why-companies-need-their-own-ai-code-of-conduct/
[28] https://codepen.io/pansheddder/full/wvMLoVx
[25] https://www.forbes.com/sites/petersuciu/2020/08/03/artificial-intelligence-will-help-brands-align-with-influencers/
[22] https://www.zdnet.com/article/ford-fetches-robot-dogs-to-work-in-a-factory/#ftag=CAD-03-10abf5f
[21] https://zpy.io/ca/c28462c4
[21] https://www.forbes.com/sites/bernardmarr/2020/08/03/3-important-ways-artificial-intelligence-will-transform-your-business-and-turbocharge-success/
[17] https://stat.world/biportal/contourbi.jsp?project=%2FInternational_Statistics%2FCoronavirus&report=Country%24&lang=en&toolbar=off&slice=slice2&view=view11
[15] https://freecoupondiscount24.blogspot.com/2020/01/d3js-in-action-build-15-d3js-data.html

Top URLs in Tweet in G3:
[85] https://www.youtube.com/watch?v=JYYLt9w2jUU&feature=youtu.be

[20] https://www.youtube.com/watch?v=PrEs-ncOUf8&feature=youtu.be

[4] https://www.youtube.com/watch?v=BOm8zoJ4PZ4&feature=youtu.be

[4] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGIfJrvkFIhkA8aeDS32u2jlokEY4ZE5mPnac6w0q0qgjMgFy
[3] https://www.youtube.com/watch?v=fimwQqUdI4o&feature=youtu.be

[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGIjIrvkFIhkA8aeDS3fHZ1RBv3bsixEcZZnYOiUYoyTTMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGInIrvkFIhkA8aeDS1q4hKI8k8bVGsaXaPV3e6rm_aiVMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGIrIrvkFIhkA8aeDSwY0W8ioL34pALdp28hm6b8mA61tMgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGIzIrvkFIhkA8aeDS0QHVhYGKjSckdEAzxgsvl04MCI1MgFy
[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGI7IrvkFIhkA8aeDS07HMMyNUkG2orvXK9fTrYTfFlEYMgFy

Top URLs in Tweet in G4:
[1] https://govspending.data.go.th/

Top URLs in Tweet in G6:
[195] https://91-divoc.com/pages/covid-visualization/
[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=United%20States&show=25&y=highlight&scale=linear&data=deaths-daily-7&data-source=jhu&xaxis=right-all&extra=Canada%2CUnited%20Kingdom#countries-normalized
[1] https://www.youtube.com/watch?v=FSY12kiK1_o&feature=youtu.be

[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=United%20States&show=25&y=both&scale=linear&data=tests-daily-7&data-source=owid&xaxis=left#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=United%20States&show=highlight-only&y=both&scale=linear&data=mortalityRate-daily-30&data-source=jhu&xaxis=left&extra=Canada%2CEuropean%20Union%2CUnited%20Kingdom#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=(None)&show=25&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right-all&extra=New%20York%2CNew%20Jersey%2CConnecticut%2CMassachusetts%2CRhode%20Island%2CDistrict%20of%20Columbia#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=(None)&show=10&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=left&extra=New%20York%2CNew%20Jersey#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=states-normalized&highlight=(None)&show=25&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right&extra=#states-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=(None)&show=25&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right-all&extra=New%20York%2CNew%20Jersey%2CMassachusetts%2CConnecticut%2CRhode%20Island#countries-normalized
[1] https://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=Philippines&show=25&y=both&scale=linear&data=cases-daily-7&data-source=jhu&xaxis=right-all#countries-normalized

Top URLs in Tweet in G7:
[25] https://github.com/rstudio/cheatsheets/raw/master/data-visualization-2.1.pdf
[25] https://www.rstudio.com/resources/cheatsheets/
[5] https://www.datasciencecentral.com/group/tutorials/forum/topics/cheat-sheet-data-visualization-with-r
[5] https://flowingdata.com/chart-types/
[4] https://www.datacamp.com/courses/data-visualization-in-spreadsheets?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[4] https://datavizcatalogue.com
[4] https://datavizproject.com/
[3] https://www.forbes.com/sites/kalevleetaru/2019/02/24/why-data-visualization-is-equal-parts-data-art-and-data-science/#477bfb746dec
[3] https://www.datacamp.com/courses/data-visualization-for-everyone?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[3] https://www.amazon.com/gp/product/1119002257?ie=UTF8&camp=213733&creative=393185&creativeASIN=1119002257&linkCode=shr&tag=amz0e61-20&linkId=GFZNIQULWLRNW6O6&

Top URLs in Tweet in G8:
[103] https://www.youtube.com/watch?v=5TZLghdCVLs&feature=youtu.be

[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGI_JrvkFIhkA8aeDSyPNCcvgi6ZMCTTiKR-SPtNJrf2HMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGIbIrvkFIhkA8aeDS8wxoV4arCXT20xPreBozXcHI9rLMgFy
[1] https://www.youtube.com/watch?v=afcg6wEDfPI&feature=youtu.be

[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGIfIrvkFIhkA8aeDS0Vy6lePGnYd4kZ7NOXTK_GTonMcMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D5TZLghdCVLs&q=EgS4SO-bGOfIrvkFIhkA8aeDSy6rAjZ8Q00RjqStUaJvHFWOYow8MgFy

Top URLs in Tweet in G9:
[69] https://data.humdata.org/visualization/covid19-humanitarian-operations/
[1] https://twitter.com/humdata/status/1288889505731219457
[1] https://data.humdata.org/visualization/covid19/
[1] https://www.youtube.com/watch?v=zywhtEovSPI&feature=youtu.be

[1] http://protectingeducation.org/wp-content/uploads/eua_2020_full.pdf
[1] https://data.humdata.org/visualization/mapping-education-insecurity/
[1] https://twitter.com/humdata/status/1273232938239496192
[1] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[1] https://blog.mapbox.com/improving-pandemic-visualizations-with-mapbox-boundaries-845b8f52230a

Top URLs in Tweet in G10:
[21] https://towardsdatascience.com/data-visualization-audiences-and-scenarios-ffe64adcd364?source=social.tw
[20] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-you-can-tell-stories-about-your-data-through-visualization-29fde3f2d08e%3Fsource%3Dfriends_link%26sk%3D1712474181f73c5caae98eadb64a7526
[6] https://thenextweb.com/syndication/2020/07/29/how-to-build-interactive-data-visualization-using-plotly-and-python/?utm_source=twitter&utm_medium=referral&utm_content=How%2Bto%2Bbuild%2Binteractive%2Bdata%2Bvisualizations%2Busing%2BPlotly%2Band%2BPython
[4] https://thenextweb.com/syndication/2020/07/29/how-to-build-interactive-data-visualization-using-plotly-and-python/?utm_campaign=tweet3
[3] https://thenextweb.com/syndication/2020/07/29/how-to-build-interactive-data-visualization-using-plotly-and-python/?utm_campaign=tweet6
[3] https://thenextweb.com/syndication/2020/07/29/how-to-build-interactive-data-visualization-using-plotly-and-python/?utm_campaign=tweet1
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-ace-your-data-visualization-project-3-steps-for-success-cf325839b0fe%3Fsource%3Dsocial.tw
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhat-google-cant-tell-you-about-data-visualization-7222e300c4c2%3Fsource%3Dsocial.tw
[2] https://thenextweb.com/syndication/2020/07/29/how-to-build-interactive-data-visualization-using-plotly-and-python/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpython-for-data-science-a-guide-to-data-visualization-with-plotly-969a59997d0c%3Fsource%3Dsocial.tw

Top Domains
Top Domains in Tweet in Entire Graph:
[320] 91-divoc.com
[307] google.com
[278] youtube.com
[221] twitter.com
[185] medium.com
[153] forbes.com
[74] thenextweb.com
[71] humdata.org
[64] techtarget.com
[63] github.com

Top Domains in Tweet in G1:
[82] twitter.com
[33] thenextweb.com
[26] linkedin.com
[25] medium.com
[13] google.com
[12] 91-divoc.com
[11] analyticsvidhya.com
[10] arxiv.org
[9] youtube.com
[9] github.io

Top Domains in Tweet in G2:
[142] forbes.com
[53] techtarget.com
[49] co.uk
[49] medium.com
[39] codepen.io
[36] zdnet.com
[34] zpy.io
[33] blogspot.com
[32] stat.world
[23] towardsdatascience.com

Top Domains in Tweet in G3:
[270] google.com
[119] youtube.com
[1] instagram.com
[1] wordpress.com

Top Domains in Tweet in G4:
[1] go.th

Top Domains in Tweet in G6:
[204] 91-divoc.com
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G7:
[31] github.com
[28] datacamp.com
[25] rstudio.com
[15] amazon.com
[10] datasciencecentral.com
[6] twitter.com
[5] flowingdata.com
[4] datavizcatalogue.com
[4] datavizproject.com
[3] forbes.com

Top Domains in Tweet in G8:
[104] youtube.com
[5] google.com

Top Domains in Tweet in G9:
[71] humdata.org
[2] twitter.com
[1] youtube.com
[1] protectingeducation.org
[1] techtarget.com
[1] mapbox.com

Top Domains in Tweet in G10:
[33] medium.com
[28] towardsdatascience.com
[19] thenextweb.com
[1] twitter.com
[1] analyticsvidhya.com
[1] forbes.com
[1] techrepublic.com
[1] techtarget.com
[1] livecodestream.dev
[1] zpy.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[466] datascience
[401] ai
[348] data
[344] bigdata
[317] machinelearning
[295] ml
[288] visualization
[284] analytics
[271] dl
[264] iot



Top Hashtags in Tweet in G1:
[34] datavisualization
[30] data
[27] dataviz
[25] visualization
[16] datascience
[16] analytics
[15] covid19
[15] bigdata
[11] powerbi
[11] python

Top Hashtags in Tweet in G2:
[390] datascience
[379] ai
[314] bigdata
[304] machinelearning
[288] ml
[268] dl
[241] iot
[239] artificialintelligence
[238] analytics
[220] data

Top Hashtags in Tweet in G3:
[85] 씨엔블루
[85] cnblue
[8] twice
[4] nct
[4] nct127
[4] nctdream
[4] nct2018
[4] got7
[2] exo
[2] mamamoo

Top Hashtags in Tweet in G6:
[1] factsnotfear
[1] flattenthefear
[1] covid

Top Hashtags in Tweet in G7:
[58] rstats
[26] tidytuesday
[11] datavisualization
[10] datascience
[6] analytics
[5] python
[5] r
[5] rstudio
[5] visualization
[5] gis

Top Hashtags in Tweet in G8:
[116] seventeen

Top Hashtags in Tweet in G9:
[87] covid19
[15] vaccination
[12] yemen
[7] undataforum
[3] educationunderattack
[1] opendata
[1] datapartnerships
[1] humanitarian
[1] somalia
[1] drcongo

Top Hashtags in Tweet in G10:
[12] datascience
[11] data
[9] ux
[8] datavisualization
[8] visualization
[6] dataanalytics
[5] ai
[5] python
[4] science
[4] healthcare

Top Words
Top Words in Tweet in Entire Graph:
[6609] data
[5107] visualization
[753] 2020
[679] best
[645] จ
[645] ท
[578] vegetarian
[570] top
[556] using
[498] 20

Top Words in Tweet in G1:
[921] data
[668] visualization
[89] using
[80] more
[64] analysis
[53] learn
[50] python
[49] interactive
[46] analytics
[46] time

Top Words in Tweet in G2:
[1325] data
[1002] visualization
[390] #datascience
[379] #ai
[314] #bigdata
[304] #machinelearning
[288] #ml
[268] #dl
[264] using
[241] #iot

Top Words in Tweet in G3:
[394] data
[394] visualization
[389] 2020
[364] top
[364] best
[364] selling
[364] albums
[362] 20
[362] entertainment
[294] koreansales_twt

Top Words in Tweet in G4:
[619] ท
[618] จ
[310] เข
[309] ว
[309] นน
[309] ค
[309] นๆ
[309] ไปเจอเว
[309] บ
[309] ภาษ

Top Words in Tweet in G5:
[576] vegetarian
[288] data
[288] visualization
[288] non
[288] rice
[288] wheat
[288] line
[288] india
[288] clearly
[288] demarcates

Top Words in Tweet in G6:
[204] data
[197] steventdennis
[197] profwade_
[195] johns
[195] website
[194] make
[194] charts
[181] hopkins'
[14] hopkins
[6] cases

Top Words in Tweet in G7:
[328] data
[256] visualization
[58] #rstats
[46] analysis
[46] icymi_r
[37] learn
[32] see
[31] health
[30] modeling
[30] packages

Top Words in Tweet in G8:
[349] album
[335] sales
[224] data
[224] visualization
[224] 2020
[219] korean
[217] byewhy17
[116] #seventeen
[116] total
[116] 2015

Top Words in Tweet in G9:
[122] humdata
[99] jteran2000
[88] humanitarian
[87] #covid19
[78] explore
[72] map
[71] explorer
[62] global
[62] visual
[62] progress

Top Words in Tweet in G10:
[104] data
[75] visualization
[54] tdatascience
[24] tell
[23] audiences
[23] scenarios
[23] buabaj_
[22] build
[21] using
[21] interactive

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3956] data,visualization
[482] visualization,top
[480] best,selling
[479] top,20
[478] selling,albums
[478] 20,best
[313] นน,ค
[309] ว,นน
[309] ค,นๆ
[309] นๆ,ไปเจอเว

Top Word Pairs in Tweet in G1:
[503] data,visualization
[37] interactive,data
[33] data,visualizations
[32] using,plotly
[32] plotly,python
[31] visualization,data
[31] build,interactive
[31] visualizations,using
[28] covid,19
[22] power,bi

Top Word Pairs in Tweet in G2:
[828] data,visualization
[267] #ml,#dl
[254] #ai,#ml
[219] #dl,#artificialintelligence
[214] #bigdata,#analytics
[158] #analytics,#datascience
[106] #iot,#iiot
[103] #ai,#machinelearning
[103] #datascience,#ai
[88] #artificialintelligence,#machinelearning

Top Word Pairs in Tweet in G3:
[394] data,visualization
[364] visualization,top
[364] best,selling
[362] selling,albums
[362] top,20
[362] 20,best
[294] koreansales_twt,data
[197] albums,fnc
[197] fnc,entertainment
[197] entertainment,2007

Top Word Pairs in Tweet in G4:
[309] ว,นน
[309] นน,ค
[309] ค,นๆ
[309] นๆ,ไปเจอเว
[309] ไปเจอเว,บ
[309] บ,ภาษ
[309] ภาษ,ไปไหน
[309] ไปไหน,ของ
[309] ของ,dga
[309] dga,สำน

Top Word Pairs in Tweet in G5:
[288] data,visualization
[288] visualization,vegetarian
[288] vegetarian,non
[288] non,vegetarian
[288] vegetarian,rice
[288] rice,wheat
[288] wheat,line
[288] line,india
[288] india,clearly
[288] clearly,demarcates

Top Word Pairs in Tweet in G6:
[194] make,charts
[181] johns,hopkins'
[181] hopkins',data
[181] data,profwade_
[181] profwade_,website
[181] website,make
[180] steventdennis,johns
[14] profwade_,data
[14] data,johns
[14] johns,hopkins

Top Word Pairs in Tweet in G7:
[155] data,visualization
[30] health,data
[29] geospatial,health
[29] data,modeling
[29] modeling,visualization
[28] visualization,inla
[28] inla,shiny
[28] shiny,paula
[28] paula,moraga
[28] moraga,paula_moraga_

Top Word Pairs in Tweet in G8:
[224] data,visualization
[219] 2020,korean
[219] korean,sales
[217] byewhy17,data
[116] visualization,#seventeen
[116] #seventeen,total
[116] total,album
[116] album,sales
[116] sales,2015
[116] 2015,2020

Top Word Pairs in Tweet in G9:
[71] map,explorer
[68] #covid19,map
[61] explore,humdata
[61] humdata,#covid19
[61] explorer,visual
[61] visual,allows
[61] allows,review
[61] review,progress
[60] jteran2000,explore
[60] progress,th

Top Word Pairs in Tweet in G10:
[63] data,visualization
[23] visualization,audiences
[23] audiences,scenarios
[21] tell,stories
[21] stories,data
[20] data,visualizations
[20] build,interactive
[20] buabaj_,published
[20] published,tdatascience
[20] tdatascience,tell

Top Replied-To
Top Replied-To in Entire Graph:
@hmason
@dailydisneytake
@dfreelon
@dan_abramov
@sawsan_alzatari
@tableau
@evergreendata
@vitalvegas
@realdonaldtrump
@earthtoskye1

Top Replied-To in G1:
@maoofalabama

Top Replied-To in G2:
@dthompsondev
@tableau
@icedoutomnitrix
@lahorielite
@option_explicit
@stasklymenko
@theatlantic
@bimbobabatola

Top Replied-To in G6:
@reagal
@guidojones
@hw_beat_that
@furiouswhiplash
@jeff__ellington

Top Replied-To in G7:
@sharon000
@rlangpackage
@matloff
@bedwards144

Top Replied-To in G9:
@robloxstudio10

Top Mentioned
Top Mentioned in Entire Graph:
@iacceso
@koreansales_twt
@raykris1
@byewhy17
@cuongcz
@steventdennis
@profwade_
@humdata
@compstorylab
@jteran2000

Top Mentioned in G1:
@ale6aly
@daring35991901
@hqrecruit
@whensteeltalks
@lollypop_studio
@f_dion
@5000fish

Top Mentioned in G2:
@cuongcz
@freecodecamp
@forbes
@kirkdborne
@panshedder
@gp_pulipaka
@patri_vaquero_
@codewallblog
@machinelearnflx
@zdnet

Top Mentioned in G3:
@koreansales_twt
@tookjyh

Top Mentioned in G4:
@iacceso

Top Mentioned in G5:
@raykris1

Top Mentioned in G6:
@steventdennis
@profwade_
@co_hurricane
@wlimestall
@hw_beat_that
@ourworldindata
@johnshopkins
@timesupgop
@repandybiggsaz
@tooda

Top Mentioned in G7:
@icymi_r
@paula_moraga_
@wearerladies
@daily_r_sheets
@datasciencectrl
@elidom5
@ge
@dd_fafa_
@analyticbridge
@cosima_meyer

Top Mentioned in G8:
@byewhy17
@koreansales_twt

Top Mentioned in G9:
@humdata
@jteran2000
@unocha
@undataforum
@k_meesters
@mapbox
@_erikawei
@gcpeatweets
@kelbayar
@wfpvam

Top Mentioned in G10:
@tdatascience
@buabaj_
@bmnanalytics
@globaliqx
@thenextweb
@interacting
@psb_dc
@hubbucket
@leimer
@laurenmaille

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@sportsbookbtc
@marcodacostafx
@rk70534
@chidambara09
@catmamaxxx
@rjber15
@cybersec_feeds
@aaroncuddeback
@bkindngood

Top Tweeters in G1:
@sportsbookbtc
@techl0g
@magnifyk
@stevekrohn
@into_ai
@jeffbullas
@hntweets
@tictoc13
@trumpathon
@techjunkiejh

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@aaroncuddeback
@femtech_
@itknowingness
@santchiweb
@taieb_bot
@xaelbot
@codedailybot

Top Tweeters in G3:
@catmamaxxx
@ej104_
@dwifebrir
@faralifara
@punch890809
@obliviate622
@tanbip
@gifttym39
@beamthitivorada
@sweetieyh

Top Tweeters in G4:
@g1aucous
@i_warminghoney
@meezmin
@millioneyes1
@neomulonelyoy
@dtn_cyyj
@__malinn
@pmpm_ruby
@fragilechiaki
@peam_gnsn

Top Tweeters in G5:
@42kmi
@radlein
@realcanuck7
@tanhuiyi
@sameermohan2
@shaludhyani
@ragzouken
@nobrtshnyobjs
@meemalee
@hassnainaraby

Top Tweeters in G6:
@marcodacostafx
@rk70534
@bkindngood
@debilu2
@yarosisnancy
@jamestoupin
@fight4freedom72
@frecklesxx20
@docrocktex26
@ken_crichlow

Top Tweeters in G7:
@dreammex
@rstatstweet
@joanmariapique
@smartecocity
@brent_nooroa
@4c7f21ac5bb74b0
@analyticbridge
@roshaundadgreen
@bbbcccnnn
@edrc30

Top Tweeters in G8:
@kykohkykoh
@qxnammun
@realpd_
@skwanb_
@rainyyy_96
@paapingnherjays
@mw61717
@a_lalee2505
@_memyminei
@minghao_wonwoo

Top Tweeters in G9:
@rjber15
@viralvideovlogs
@marshal007_
@m_older
@mojamesapted
@salhaj
@emweeklyrpt
@nordicgeo
@laurenrajczak
@yaftab

Top Tweeters in G10:
@fintechna
@hubbucket
@bernardo_pirola
@kuriharan
@parvez1
@digitaldecoded1
@silentseawolf
@thenextweb
@spirosmargaris
@adamsconsulting