data visualization, Twitter, 4/2/2020 12:48:41 PM, 224265


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data visualization_2020-04-01_23-26-45.xlsx
data visualization_2020-04-01_23-26-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 02, 2020
Short Description:
data visualization via NodeXL https://bit.ly/2JygyMO
@_twitwork
@benjbach
@natesilver538
@nytimes
@akdm_bot
@hubofml
@blkhwk0ps
@momentswithbren
@excelstrategies
@kaggle

Top hashtags:
#covid19
#dataviz
#มีcourseonlineมาเสนอ
#data
#100daysofcode

Description:
Description
The graph represents a network of 5,164 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, 02 April 2020 at 06:39 UTC.

The requested start date was Thursday, 02 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 9-hour, 46-minute period from Friday, 27 March 2020 at 23:46 UTC to Wednesday, 01 April 2020 at 09:32 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 : 5164
Unique Edges : 5919
Edges With Duplicates : 741
Total Edges : 6660
Number of Edge Types : 4
MentionsInRetweet : 4179
Tweet : 1245
Replies to : 296
Mentions : 940
Self-Loops : 1245
Reciprocated Vertex Pair Ratio : 0.0127314814814815
Reciprocated Edge Ratio : 0.0251428571428571
Connected Components : 1087
Single-Vertex Connected Components : 540
Maximum Vertices in a Connected Component : 1190
Maximum Edges in a Connected Component : 2214
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.22901
Graph Density : 0.000196911438461687
Modularity : 0.815611
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 5,164 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, 02 April 2020 at 06:39 UTC.

The requested start date was Thursday, 02 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 9-hour, 46-minute period from Friday, 27 March 2020 at 23:46 UTC to Wednesday, 01 April 2020 at 09:32 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:
[207] https://www.fplanalytics.com/priceTable.html
[207] https://www.fplanalytics.com/NettTransfers.html
[65] http://www.healthdata.org/data-visualization/covid-19-us-state-state-projections
[45] http://91-divoc.com/pages/covid-visualization/
[22] https://coupononlinecourses.blogspot.com/2019/06/react-data-visualization-build.html
[17] https://daringfireball.net/linked/2020/03/29/nyt-jobless-data-visualization
[17] https://www.youtube.com/watch?v=54XLXg4fYsc&feature=youtu.be

[16] https://static01.nyt.com/images/2020/03/27/nytfrontpage/scannat.pdf
[15] https://91-divoc.com/pages/covid-visualization/
[15] https://twitter.com/joshtpm/status/1244119212701990913

Top URLs in Tweet in G1:
[207] https://www.fplanalytics.com/priceTable.html
[207] https://www.fplanalytics.com/NettTransfers.html
[22] http://www.healthdata.org/data-visualization/covid-19-us-state-state-projections
[14] http://91-divoc.com/pages/covid-visualization/
[8] https://twitter.com/tectonixgeo/status/1242628347034767361
[8] https://twitter.com/TectonixGEO/status/1242628347034767361
[8] https://twitter.com/joshtpm/status/1244119212701990913
[5] 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
[4] https://covid19.healthdata.org/projections
[4] https://www.youtube.com/watch?v=54XLXg4fYsc&feature=youtu.be


Top URLs in Tweet in G2:
[1] https://endcov.ph
[1] https://nextstrain.org/narratives/ncov/sit-rep/2020-03-20

Top URLs in Tweet in G3:
[2] https://www.evaluate.com/covid-19-daily-update
[1] https://www.dailydot.com/debug/cellphone-heat-map-coronavirus/

Top URLs in Tweet in G4:
[16] https://daringfireball.net/linked/2020/03/29/nyt-jobless-data-visualization
[1] https://xmode.io/data-licensing/
[1] https://twitter.com/TectonixGEO/status/1242628347034767361

Top URLs in Tweet in G5:
[11] https://alogus.com/publishing/gnuplot
[7] https://myemail.constantcontact.com/subject.html?soid=1101873809274&aid=gXwbg-hAPrk
[4] https://www.amazon.com/gp/product/1491920513?ie=UTF8&camp=213733&creative=393185&creativeASIN=1491920513&linkCode=shr&tag=amz0e61-20&linkId=XZ5B6YOVTV3YJPMJ&me=&qid=
[3] https://www.rtinsights.com/data-visualization-tools-cleartrade-datawatch/?utm_campaign=coschedule&utm_source=twitter&utm_medium=RTInsights
[3] https://datasavvy.me/2020/03/26/stress-cases-and-data-visualization/
[2] https://nextstrain.org/ncov
[2] https://class.learnstartup.net/p/S1abHdfKb?utm_source=79&utm_campaign=79
[2] http://link.engage.social/linkz/9ty3tamstanbhsu346fl/t6/pMGghz?utm_source=EngageSocial&utm_medium=Social&utm_campaign=Twitter&utm_term=255
[2] http://91-divoc.com/pages/covid-visualization/
[1] https://twitter.com/jburnmurdoch/status/1245106818344538126

Top URLs in Tweet in G6:
[3] https://bit.ly/2xipByn
[2] https://public.tableau.com/profile/mike.terry#!/vizhome/COVID-19forTableauPublic/ImpactofCovid-19inUScounties
[1] https://unmd-ucf.github.io/
[1] https://bit.ly/2TZlz60
[1] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[1] https://towardsdatascience.com/analyze-ny-times-covid-19-dataset-86c802164210
[1] https://public.tableau.com/profile/carlos.e.figueroa.castro7842#!/vizhome/COVID19WIdataNYT/COVID-19InteractiveDashboard-WisconsinUnitedStates
[1] https://twitter.com/azirulnick/status/1243942335387447297
[1] https://twitter.com/_alastair/status/1243524801228087296
[1] https://twitter.com/nytimes/status/1243664118047019016

Top URLs in Tweet in G7:
[1] https://twitter.com/mattyglesias/status/1244741318435373057
[1] https://www.youtube.com/watch?v=54XLXg4fYsc


Top URLs in Tweet in G8:
[1] https://analytics.google.com/analytics/academy/course/10

Top URLs in Tweet in G9:
[20] https://coupononlinecourses.blogspot.com/2019/06/react-data-visualization-build.html
[12] https://pythonprogramming.net/data-visualization-application-dash-python-tutorial-introduction/
[4] https://www.amazon.com/gp/product/1119002257?ie=UTF8&camp=213733&creative=393185&creativeASIN=1119002257&linkCode=shr&tag=amz0e61-20&linkId=CCOQ3MFZPS6YBGF7&keywords=Storytelling+with+Data&qid=1573209627&s=books&sr=1-1
[4] https://www.amazon.com/gp/product/1491920513?ie=UTF8&camp=213733&creative=393185&creativeASIN=1491920513&linkCode=shr&tag=amz0e61-20&linkId=XZ5B6YOVTV3YJPMJ&me=&qid=
[3] https://www.datacamp.com/courses/introduction-to-data-visualization-in-python
[3] https://www.datacamp.com/courses/introduction-to-data-visualization-with-matplotlib
[3] https://www.datacamp.com/courses/data-visualization-with-seaborn?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[3] https://www.datacamp.com/courses/interactive-data-visualization-with-bokeh?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[3] https://www.datacamp.com/courses/data-visualization-in-r-with-lattice?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[3] https://www.amazon.com/gp/product/1785880071?ie=UTF8&camp=213733&creative=393177&creativeASIN=1785880071&linkCode=shr&tag=amz0e61-20&linkId=TUP6GHC6YXN6ZWES&

Top Domains
Top Domains in Tweet in Entire Graph:
[414] fplanalytics.com
[221] twitter.com
[85] 91-divoc.com
[85] healthdata.org
[74] bit.ly
[62] datacamp.com
[58] medium.com
[47] youtube.com
[32] amazon.com
[32] ow.ly

Top Domains in Tweet in G1:
[414] fplanalytics.com
[114] twitter.com
[30] bit.ly
[29] healthdata.org
[24] 91-divoc.com
[13] ow.ly
[12] youtube.com
[12] lnkd.in
[8] dlvr.it
[8] medium.com

Top Domains in Tweet in G2:
[1] endcov.ph
[1] nextstrain.org

Top Domains in Tweet in G3:
[2] evaluate.com
[1] dailydot.com

Top Domains in Tweet in G4:
[16] daringfireball.net
[1] xmode.io
[1] twitter.com

Top Domains in Tweet in G5:
[11] alogus.com
[9] datacamp.com
[7] constantcontact.com
[6] twitter.com
[5] amazon.com
[3] rtinsights.com
[3] datasavvy.me
[3] learnstartup.net
[2] nextstrain.org
[2] towardsdatascience.com

Top Domains in Tweet in G6:
[4] bit.ly
[4] twitter.com
[3] tableau.com
[1] github.io
[1] nytimes.com
[1] towardsdatascience.com

Top Domains in Tweet in G7:
[1] twitter.com
[1] youtube.com

Top Domains in Tweet in G8:
[1] google.com

Top Domains in Tweet in G9:
[35] datacamp.com
[20] blogspot.com
[12] pythonprogramming.net
[11] amazon.com
[3] medium.com
[3] datasavvy.me
[3] towardsdatascience.com
[3] morioh.com
[3] pydata.org
[2] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[374] covid19
[158] dataviz
[153] มีcourseonlineมาเสนอ
[149] data
[93] 100daysofcode
[91] datavisualization
[84] coronavirus
[79] visualization
[55] bigdata
[54] datascience



Top Hashtags in Tweet in G1:
[39] covid19
[35] data
[25] visualization
[21] datavisualization
[17] dataviz
[16] coronavirus
[9] bigdata
[9] datascience
[7] stayhome
[6] socialdistancing

Top Hashtags in Tweet in G2:
[1] kaalamanhindikaguluhan

Top Hashtags in Tweet in G5:
[50] dataviz
[33] data
[23] covid19
[17] bigdata
[17] excel
[17] datascience
[16] d3js
[15] e2d3
[15] github
[15] datavizualization

Top Hashtags in Tweet in G6:
[10] coronavirus
[5] covid19
[1] covid19usa
[1] wisconsin
[1] print
[1] nyt

Top Hashtags in Tweet in G8:
[153] มีcourseonlineมาเสนอ

Top Hashtags in Tweet in G9:
[92] 100daysofcode
[30] dataviz
[24] 100daysofgamedev
[20] javascript
[20] udemy
[16] freecodecamp
[14] python
[11] seasonsofcode
[11] data
[10] datascience

Top Words
Top Words in Tweet in Entire Graph:
[3453] Words in Sentiment List#1: Positive
[1613] Words in Sentiment List#2: Negative
[32] Words in Sentiment List#3: Angry/Violent
[123425] Non-categorized Words
[128491] Total Words
[4916] data
[4029] visualization
[690] ø
[520] èµ
[487] ˆà

Top Words in Tweet in G1:
[834] data
[694] visualization
[418] gt
[226] top
[223] 2020
[218] 00
[213] full
[212] last
[207] transfers
[207] hour

Top Words in Tweet in G2:
[238] unveiled
[238] site
[238] endcov
[238] compiles
[238] tracks
[238] covid19
[238] related
[238] info
[238] ph
[237] curecovidph

Top Words in Tweet in G3:
[446] visualization
[446] data
[222] comes
[222] joint
[222] project
[222] between
[222] location
[222] company
[222] mode
[222] geospatial

Top Words in Tweet in G4:
[201] visualization
[185] data
[184] gruber
[184] brilliant
[184] sobering
[184] situation
[16] fridayâ
[16] york
[16] times
[16] front

Top Words in Tweet in G5:
[233] data
[193] visualization
[104] ø
[93] learning
[69] create
[64] techniques
[63] ù
[62] join
[61] edinburghuni
[61] designinf

Top Words in Tweet in G6:
[183] data
[174] visualization
[150] nytimes
[129] showing
[128] power
[128] breaks
[128] rules
[128] layout
[128] present
[128] chart

Top Words in Tweet in G7:
[316] examples
[162] data
[160] visualization
[158] natesilver538
[158] blunter
[158] matt
[158] charts
[158] fantastic
[158] pretty
[158] dubious

Top Words in Tweet in G8:
[468] ˆà
[463] šà
[313] ªà
[307] Ĉ
[307] data
[159] ψ
[154] µà
[154] visualization
[153] #à
[153] µcourseonlineà

Top Words in Tweet in G9:
[304] data
[266] visualization
[108] day
[92] #100daysofcode
[63] today
[45] project
[45] free
[44] python
[43] started
[42] finished

Top Words in Tweet in G10:
[520] èµ
[312] ãƒ
[209] ºã
[108] data
[107] visualization
[105] ç
[105] ϋ
[104] šæœÿã
[104] 枈æ
[104] œçµ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2740] data,visualization
[312] ãƒ,èµ
[277] ø,ø
[245] location,data
[238] unveiled,site
[238] site,endcov
[238] endcov,compiles
[238] compiles,tracks
[238] tracks,covid19
[238] covid19,related

Top Word Pairs in Tweet in G1:
[337] data,visualization
[208] visualization,gt
[207] 00,top
[207] top,transfers
[207] transfers,last
[207] last,hour
[207] full,gw
[207] gw,data
[207] data,table
[207] table,gt

Top Word Pairs in Tweet in G2:
[238] unveiled,site
[238] site,endcov
[238] endcov,compiles
[238] compiles,tracks
[238] tracks,covid19
[238] covid19,related
[238] related,info
[238] info,ph
[237] curecovidph,unveiled
[237] ph,sympâ

Top Word Pairs in Tweet in G3:
[224] data,visualization
[222] visualization,comes
[222] comes,joint
[222] joint,project
[222] project,between
[222] between,location
[222] location,data
[222] data,company
[222] company,mode
[222] mode,geospatial

Top Word Pairs in Tweet in G4:
[184] brilliant,data
[184] data,visualization
[184] visualization,sobering
[184] sobering,situation
[183] gruber,brilliant
[16] fridayâ,york
[16] york,times
[16] times,front
[16] front,visualization
[16] visualization,unemployment

Top Word Pairs in Tweet in G5:
[166] data,visualization
[70] learning,data
[64] visualization,techniques
[61] join,edinburghuni
[61] edinburghuni,designinf
[61] designinf,create
[61] create,better
[61] better,support
[61] support,learning
[61] techniques,postdoc

Top Word Pairs in Tweet in G6:
[170] data,visualization
[132] visualization,nytimes
[128] power,data
[128] nytimes,breaks
[128] breaks,rules
[128] rules,layout
[128] layout,present
[128] present,chart
[128] chart,showing
[126] suzannepope,power

Top Word Pairs in Tweet in G7:
[159] examples,data
[159] data,visualization
[158] blunter,matt
[158] matt,charts
[158] charts,fantastic
[158] fantastic,examples
[158] visualization,pretty
[158] pretty,dubious
[158] dubious,examples
[157] natesilver538,blunter

Top Word Pairs in Tweet in G8:
[155] ˆà,ˆà
[154] ˆà,šà
[154] šà,šà
[154] ªà,œà
[154] data,visualization
[154] ƒà,šà
[153] #à,µcourseonlineà
[153] µcourseonlineà,ªà
[153] ªà,ƒà
[153] ƒà,ˆà

Top Word Pairs in Tweet in G9:
[239] data,visualization
[37] visualization,project
[26] started,data
[24] visualization,class
[24] interactive,data
[24] machine,learning
[23] visualization,python
[23] d100,#100daysofcode
[23] #100daysofcode,#100daysofgamedev
[23] #100daysofgamedev,tonight

Top Word Pairs in Tweet in G10:
[312] ãƒ,èµ
[209] èµ,ºã
[208] èµ,èµ
[106] data,visualization
[104] šæœÿã,data
[104] visualization,枈æ
[104] 枈æ,œçµ
[104] œçµ,æ
[104] æ,ç
[104] ç,ˆã

Top Replied-To
Top Replied-To in Entire Graph:
@packtpub
@jburnmurdoch
@wadepthealth
@tectonixgeo
@profwade_
@shriramkmurthi
@jessicahullman
@dhscgovuk
@ncdcgov
@moh_kenya

Top Replied-To in G1:

Top Replied-To in G4:
@gruber

Top Replied-To in G5:
@jburnmurdoch
@econabdullah
@evaluationmaven
@andrewknoc
@paulkrugman
@katie_martin_fx

Top Replied-To in G6:
@szydlowskim

Top Replied-To in G7:
@natesilver538

Top Replied-To in G9:
@charithrathnay4
@first_boorn
@_jasonscharf

Top Mentioned
Top Mentioned in Entire Graph:
@curecovidph
@mikaelthalen
@gruber
@natesilver538
@zenjigame
@nytimes
@suzannepope
@mph_for_doctors
@ihme_uw
@edinburghuni

Top Mentioned in G1:

Top Mentioned in G2:
@curecovidph
@upresilience

Top Mentioned in G3:
@mikaelthalen
@dailydot
@netengage
@evaluatepharma

Top Mentioned in G4:
@gruber
@daringfireball

Top Mentioned in G5:
@edinburghuni
@designinf
@benjbach
@jburnmurdoch
@ft
@e2d3org
@x3nome
@filwd
@kaggle
@excelstrategies

Top Mentioned in G6:
@nytimes
@suzannepope
@emmapattiharris
@schmalie
@dirkbrockmann
@benfmaier
@analyticbridge
@avyfain
@educationweek
@nytinteractive

Top Mentioned in G7:
@natesilver538

Top Mentioned in G8:
@zenjigame

Top Mentioned in G9:
@_jasonscharf
@coupononlineco3
@first_boorn
@mspowerbi
@mansidesai97
@freecodecamp
@codegirl19
@wwwschools
@realpython

Top Mentioned in G10:
@mph_for_doctors
@mikaelthalen

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@odio_nao
@cyberdomain
@cloudwanderer3
@chidambara09
@clairebotai
@janromes
@threadreaderapp
@evankirstel
@el_universal_mx

Top Tweeters in G1:
@cyberdomain
@prpnews
@into_ai
@mtnbvan
@laprofe63
@techjunkiejh
@voiceofthehwy
@thenameisaa
@trumpathon
@yvesmulkers

Top Tweeters in G2:
@nonononoelle
@maamsyj
@oxymorontoo
@thalits4
@untilparisfades
@bakkatsuki
@troobie_md
@tonyocruz
@lyrerook
@yowhathefudge

Top Tweeters in G3:
@britpoptarts
@akuma_river
@lovetogive2
@cheri_kentucky
@kellyrek
@glynmoody
@ambeautifulshow
@upuouo
@815wrldtrvlr
@zhzm2449coke

Top Tweeters in G4:
@pedrohen
@blackgirlinmain
@chin115
@damanr
@_julianorossi
@robfmac
@gigg44
@_weheartme_
@teepusahab
@lino

Top Tweeters in G5:
@chidambara09
@financialtimes
@ft
@steltenpower
@scalarhumanity
@startupbulletin
@sofiachoi
@hubofml
@zbankent
@katie_martin_fx

Top Tweeters in G6:
@nytimes
@friedrichhayek
@morolongza
@gi581d
@ashishnh
@marsaysays
@stillost
@siadasha
@oyerista
@grassrootsjill

Top Tweeters in G7:
@paoloigna1
@cloudwanderer3
@jpwilloughby
@young_maymay
@soulkraven
@juliacsk
@frigganfrankie
@other95
@mrjamesmack
@_bvm

Top Tweeters in G8:
@kim_bliingz
@sjc_pheres
@duckpabo
@hawaze
@fuqkin
@ning_hyunn
@onceatimes7q
@thunmini2540
@saliamgreen
@lalalunable

Top Tweeters in G9:
@aaroncuddeback
@femtech_
@taieb_bot
@100xcode
@xaelbot
@alisonborealis
@7wdata
@codedailybot
@pardoe_ai
@_reactdev

Top Tweeters in G10:
@du_bois
@noriesun
@mahiru1024
@wadakashiho
@socio34050
@bupoushugo
@nuunyan_aikatsu
@kosugitti
@starguardkb24
@tricopanda


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