data visualization, Twitter, 9/28/2019 2:59:30 AM, 211199


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data visualization_2019-09-27_19-38-07.xlsx
data visualization_2019-09-27_19-38-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 28, 2019
Short Description:
data visualization via NodeXL http://bit.ly/2lR8AWW
@albertocairo
@theeconomist
@grjenkin
@justbementalist
@gp_pulipaka
@utknightcenter
@rosental
@chidambara09
@datadude14
@rstatstweet

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

Description:
Description
The graph represents a network of 5,059 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 Saturday, 28 September 2019 at 02:39 UTC.

The requested start date was Friday, 27 September 2019 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 7-day, 5-hour, 58-minute period from Thursday, 19 September 2019 at 18:01 UTC to Friday, 27 September 2019 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 : 5059
Unique Edges : 6630
Edges With Duplicates : 889
Total Edges : 7519
Number of Edge Types : 3
Mentions : 6067
Replies to : 209
Tweet : 1243
Self-Loops : 1243
Reciprocated Vertex Pair Ratio : 0.022446881425634
Reciprocated Edge Ratio : 0.0439081615552204
Connected Components : 1075
Single-Vertex Connected Components : 571
Maximum Vertices in a Connected Component : 1654
Maximum Edges in a Connected Component : 3121
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.028111
Graph Density : 0.00023319140195515
Modularity : 0.790929
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[46] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[35] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[35] https://school.geekwall.in/p/S1vDAFLfS/the-next-level-of-data-visualization-in-python
[28] https://journalismcourses.org/DATA0819.html
[27] https://www.kdnuggets.com/2019/08/simpliv-data-visualization-data-analyst.html
[23] https://venturebeat.com/2019/09/19/magic-leap-shows-off-free-concept-apps-with-ar-data-visualization/
[22] https://www.kdnuggets.com/2018/12/machine-learning-data-visualization-deep-learning-tools.html
[21] https://www.r-bloggers.com/how-to-build-analytics-platforms-part-5-data-visualization-and-reliable-results/
[20] http://www.datasciencecentral.com/profiles/blogs/data-science-summarized-in-one-picture?utm_content=buffer6da62&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[20] https://heremaps.github.io/harp.gl

Top URLs in Tweet in G1:
[10] https://www.healthcareitnews.com/news/how-hhs-innovating-data-aggregation-and-visualization-boost-pop-health
[10] https://school.geekwall.in/p/S1vDAFLfS/the-next-level-of-data-visualization-in-python
[8] https://venturebeat.com/2019/09/19/magic-leap-shows-off-free-concept-apps-with-ar-data-visualization/
[8] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[6] https://zpy.io/ca/f0e6f0ec
[6] https://www.udemy.com/course/complete-data-wrangling-data-visualization-with-r/
[5] http://Kumo.io
[5] https://zpy.io/ca/3afdeac2
[4] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[4] https://www.fastcompany.com/90405797/the-story-behind-the-viral-graphic-that-electrified-the-climate-movement

Top URLs in Tweet in G3:
[26] https://www.kdnuggets.com/2019/08/simpliv-data-visualization-data-analyst.html
[22] https://school.geekwall.in/p/S1vDAFLfS/the-next-level-of-data-visualization-in-python
[20] https://www.kdnuggets.com/2018/12/machine-learning-data-visualization-deep-learning-tools.html
[20] http://www.datasciencecentral.com/profiles/blogs/data-science-summarized-in-one-picture?utm_content=buffer6da62&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[18] https://www.datasciencecentral.com/profiles/blogs/why-every-data-science-aspirant-should-learn-data-visualization
[17] https://www.r-bloggers.com/how-to-build-analytics-platforms-part-5-data-visualization-and-reliable-results/
[14] http://tweetedtimes.com/topic/BrianBBrian/data-visualization?s=tnp
[13] https://www.r-bloggers.com/?p=186845
[10] https://medium.com/better-programming/handy-data-visualization-functions-in-matplotlib-seaborn-to-speed-up-your-eda-241ba0a9c47d
[10] -

Top URLs in Tweet in G4:
[38] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[25] https://journalismcourses.org/DATA0819.html
[14] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[5] https://twitter.com/i/web/status/1176200060989837313
[2] https://dataanddragons.wordpress.com/2019/09/24/glass-benches-genre-and-minimalism-in-data-visualization/
[2] https://twitter.com/Antzee_/status/1176036157462929409
[2] http://www.sthda.com/english/wiki/ggplot2-pie-chart-quick-start-guide-r-software-and-data-visualization
[2] https://www.meetup.com/Atlanta-Data-Viz/events/263674526/
[2] https://www.washingtonpost.com/graphics/2019/politics/impeachment-support-house-democrats/?tid=ss_tw
[2] http://tweetedtimes.com/topic/rtkrum/cool-infographics-people?s=tnp

Top URLs in Tweet in G5:
[3] https://theconversation.com/showyourstripes-how-climate-data-became-a-cultural-icon-123457
[2] https://www.economist.com/leaders/2019/09/19/the-climate-issue
[1] https://twitter.com/callanbentley/status/1175534604863717377
[1] https://twitter.com/huprice/status/1143904615538106369?s=12
[1] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html

Top URLs in Tweet in G6:
[8] https://knightcenter.utexas.edu/blog/00-21232-learn-do-data-journalism-and-visualization-using-free-tools-new-trilingual-mooc-regist
[2] https://gijn.org/2019/09/19/gijns-data-journalism-top-10-plastic-mountains-sharpiegate-stopwatch-analysis-collaborative-software/
[2] https://www.eventbrite.com/e/data-visualization-society-nyc-meet-up-september-tickets-67919871163
[2] https://biztechmagazine.com/article/2019/08/why-it-business-leaders-need-know-how-present-data-visualization?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://medium.com/nightingale/the-day-i-thought-i-misled-the-president-of-the-united-states-a-comedic-visualization-tale-5614eeed6d5c
[2] https://migration.iom.int/
[1] https://gijn.org/2019/09/18/gijn-unveils-new-data-journalism-resource/
[1] https://gijn.org/data-journalism-the-gijn-collection/
[1] https://medium.com/nightingale/beyond-nightingale-being-a-woman-in-data-visualization-d7968d171ccf
[1] https://www.datavisualizationsociety.com/join

Top URLs in Tweet in G9:
[2] visualization"
[1] https://www.davidrumsey.com/luna/servlet/detail/RUMSEY~8~1~315043~90083688:The-Temple-of-Time?sort=Pub_List_No_InitialSort,Pub_Date,Pub_List_No,Series_No&qvq=q:subject%3D"data
[1] ;sort:Pub_List_No_InitialSort,Pub_Date,Pub_List_No,Series_No;lc:RUMSEY~8~1&mi=12&trs=2205
[1] https://www.davidrumsey.com/luna/servlet/detail/RUMSEY~8~1~316466~90085006:Five-Japans?sort=Pub_List_No_InitialSort,Pub_Date,Pub_List_No,Series_No&qvq=q:subject%3D"data
[1] ;sort:Pub_List_No_InitialSort,Pub_Date,Pub_List_No,Series_No;lc:RUMSEY~8~1&mi=2&trs=2205

Top URLs in Tweet in G10:
[1] https://www.eventbrite.com/e/chart-chat-round-7-two-data-viz-experts-duke-it-out-live-october-8-tickets-72134200335
[1] https://public.tableau.com/en-us/s/viz-of-the-day/subscribe?utm_medium=Social&utm_source=Twitter
[1] https://public.tableau.com/profile/igor2610#!/vizhome/UCIWCYorkshire2019TimeTrialvisualization/Dashboard1?publish=yes
[1] https://www.tableau.com/about/blog/2019/9/3-storytelling-color-tips-improve-your-data-visualization?utm_campaign=Nurture-CORE-ALL-ALL-ALL-ALL&utm_medium=Social&utm_source=Twitter
[1] https://vizjockey.com/2019/09/20/visualizing-pl-statements-in-tableau/
[1] http://www.thefunctionalart.com/2019/09/new-data-journalism-and-visualization.html
[1] https://usergroups.tableau.com/fallpiedmonttriadareatug
[1] https://neo4j.com/sandbox-v2/

Top Domains
Top Domains in Tweet in Entire Graph:
[153] twitter.com
[77] medium.com
[77] kdnuggets.com
[67] datasciencecentral.com
[51] thefunctionalart.com
[46] geekwall.in
[38] utexas.edu
[37] zpy.io
[35] r-bloggers.com
[33] journalismcourses.org

Top Domains in Tweet in G1:
[40] twitter.com
[24] medium.com
[15] linkedin.com
[13] geekwall.in
[12] healthcareitnews.com
[11] zpy.io
[10] utexas.edu
[10] learnstartup.net
[9] youtube.com
[8] venturebeat.com

Top Domains in Tweet in G3:
[69] kdnuggets.com
[62] datasciencecentral.com
[31] r-bloggers.com
[24] geekwall.in
[20] medium.com
[16] twitter.com
[14] tweetedtimes.com
[11] zpy.io
[10] healthcareitnews.com
[10] towardsdatascience.com

Top Domains in Tweet in G4:
[39] thefunctionalart.com
[26] journalismcourses.org
[15] utexas.edu
[14] twitter.com
[3] wordpress.com
[3] meetup.com
[2] informationisbeautifulawards.com
[2] sthda.com
[2] google.com
[2] washingtonpost.com

Top Domains in Tweet in G5:
[3] theconversation.com
[2] economist.com
[2] twitter.com
[1] thefunctionalart.com

Top Domains in Tweet in G6:
[8] medium.com
[8] utexas.edu
[4] gijn.org
[4] twitter.com
[3] iom.int
[2] datavisualizationsociety.com
[2] eventbrite.com
[2] biztechmagazine.com
[2] towardsdatascience.com
[1] journalismcourses.org

Top Domains in Tweet in G9:
[2] davidrumsey.com

Top Domains in Tweet in G10:
[4] tableau.com
[1] eventbrite.com
[1] vizjockey.com
[1] thefunctionalart.com
[1] neo4j.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[354] data
[274] dataviz
[206] visualization
[206] datascience
[155] bigdata
[132] datavisualization
[128] analytics
[116] python
[87] machinelearning
[87] ai



Top Hashtags in Tweet in G1:
[77] data
[40] dataviz
[40] visualization
[28] datavisualization
[27] python
[17] bigdata
[16] datascience
[13] javascript
[12] analytics
[11] programming

Top Hashtags in Tweet in G2:
[3] temperature
[1] datavisualization
[1] climatechange

Top Hashtags in Tweet in G3:
[118] datascience
[115] bigdata
[74] machinelearning
[69] dataviz
[57] ai
[56] data
[54] visualization
[54] rstats
[48] iot
[47] analytics

Top Hashtags in Tweet in G4:
[62] dataviz
[43] data
[41] ddj
[40] datajournalism
[38] infographics
[19] journalism
[12] albertocairodatavizclass
[5] visualization
[3] measure
[3] googleanalytics

Top Hashtags in Tweet in G5:
[3] climateaction
[2] climatestrike
[1] gsa19
[1] datavisualization
[1] dataviz
[1] infographics
[1] ddj
[1] datajournalism
[1] bbl
[1] bronx

Top Hashtags in Tweet in G6:
[17] data
[11] visualization
[10] dataviz
[9] journalism
[5] gijc19
[5] climateweek
[5] climateviz
[5] datavisualization
[4] ddj
[2] europe

Top Hashtags in Tweet in G7:
[51] btsconference
[3] pcas
[2] theconcerttour
[2] loveyourselfspeakyourself
[1] hoseok
[1] beckyghasanothersecret
[1] btsandku
[1] 1yearsincespeakyourself
[1] mydreammyvoice
[1] jimin

Top Hashtags in Tweet in G10:
[21] votd
[3] uciworldchampionships
[3] yorkshire2019
[3] dataviz
[1] cycling
[1] tableau
[1] infographics
[1] ddj
[1] datajournalism
[1] wakeforestinnovationquarter

Top Words
Top Words in Tweet in Entire Graph:
[4678] Words in Sentiment List#1: Positive
[1463] Words in Sentiment List#2: Negative
[29] Words in Sentiment List#3: Angry/Violent
[101627] Non-categorized Words
[107768] Total Words
[4821] data
[3764] visualization
[751] temperature
[633] amazing
[546] free

Top Words in Tweet in G1:
[719] data
[569] visualization
[77] #data
[70] new
[61] tools
[53] s
[44] analysis
[43] python
[42] more
[40] #dataviz

Top Words in Tweet in G2:
[522] data
[522] visualization
[521] anomalies
[521] country
[521] 1880
[521] amazing
[521] scary
[520] anttilip
[518] temperature
[517] robertoglezcano

Top Words in Tweet in G3:
[507] data
[379] visualization
[118] #datascience
[115] #bigdata
[89] tools
[74] #machinelearning
[69] #dataviz
[69] python
[60] #data
[57] #ai

Top Words in Tweet in G4:
[424] data
[402] free
[340] journalism
[258] visualization
[221] new
[203] online
[189] course
[176] tools
[163] utknightcenter
[159] announce

Top Words in Tweet in G5:
[280] data
[279] visualization
[271] cover
[267] world
[264] representing
[224] s
[224] average
[224] issue
[218] temperature
[179] climate

Top Words in Tweet in G6:
[124] data
[68] visualization
[19] gijn
[18] datavizsociety
[17] #data
[17] free
[16] journalism
[16] 2019
[16] online
[15] beritagarid

Top Words in Tweet in G7:
[105] researchbts
[63] visualization
[60] data
[56] world
[55] around
[51] exciting
[51] news
[51] attending
[51] #btsconference
[51] officially

Top Words in Tweet in G8:
[94] security
[93] please
[93] dm
[93] re
[93] skilled
[93] web
[93] developer
[93] ux
[93] data
[93] visualization

Top Words in Tweet in G9:
[78] simongerman600
[76] time
[75] temple
[75] pretty
[75] infographic
[75] mapping
[75] out
[75] 4000
[75] years
[75] history

Top Words in Tweet in G10:
[75] data
[39] visualization
[38] tableau
[31] new
[29] blog
[29] visualizing
[29] p
[29] l
[29] statements
[29] accountants

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2849] data,visualization
[522] anomalies,country
[522] country,1880
[522] 1880,amazing
[522] amazing,scary
[522] scary,data
[520] visualization,anttilip
[519] temperature,anomalies
[517] robertoglezcano,temperature
[345] data,journalism

Top Word Pairs in Tweet in G1:
[422] data,visualization
[28] visualization,tools
[25] visualization,python
[18] data,analysis
[16] analysis,visualization
[16] #data,#visualization
[15] data,journalism
[14] journalism,visualization
[14] visualization,engineer
[14] magic,leap

Top Word Pairs in Tweet in G2:
[522] data,visualization
[521] anomalies,country
[521] country,1880
[521] 1880,amazing
[521] amazing,scary
[521] scary,data
[519] visualization,anttilip
[518] temperature,anomalies
[516] robertoglezcano,temperature
[3] #temperature,anomalies

Top Word Pairs in Tweet in G3:
[288] data,visualization
[45] data,science
[39] python,data
[34] tools,dl
[34] dl,frameworks
[34] visualization,bokeh
[34] #bigdata,#analytics
[34] #analytics,#datascience
[34] #datascience,#ai
[34] #ai,#machinelearning

Top Word Pairs in Tweet in G4:
[294] data,journalism
[196] journalism,visualization
[175] free,tools
[174] free,online
[147] visualization,free
[127] new,free
[121] course,data
[111] online,course
[95] knight,center
[84] tools,powered

Top Word Pairs in Tweet in G5:
[278] data,visualization
[264] visualization,representing
[264] representing,world
[219] world,s
[219] s,average
[218] average,temperature
[174] climate,issue
[170] theeconomist's,climate
[168] cover,theeconomist's
[168] issue,data

Top Word Pairs in Tweet in G6:
[47] data,visualization
[14] data,journalism
[14] free,online
[12] online,course
[11] really,powerful
[11] powerful,data
[11] visualization,weeks
[11] weeks,economist
[11] economist,each
[11] each,color

Top Word Pairs in Tweet in G7:
[58] data,visualization
[51] exciting,news
[51] news,attending
[51] attending,#btsconference
[51] #btsconference,officially
[51] officially,accepted
[51] accepted,present
[50] researchbts,exciting
[50] present,researc
[29] colorful,army

Top Word Pairs in Tweet in G8:
[93] please,dm
[93] dm,re
[93] re,skilled
[93] skilled,web
[93] web,developer
[93] developer,ux
[93] ux,data
[93] data,visualization
[93] visualization,chops
[93] chops,find

Top Word Pairs in Tweet in G9:
[75] temple,time
[75] time,pretty
[75] pretty,infographic
[75] infographic,mapping
[75] mapping,out
[75] out,4000
[75] 4000,years
[75] years,history
[75] history,piece
[75] piece,first

Top Word Pairs in Tweet in G10:
[35] data,visualization
[29] new,blog
[29] blog,visualizing
[29] visualizing,p
[29] p,l
[29] l,statements
[29] statements,tableau
[29] tableau,accountants
[29] accountants,hard
[29] hard,win

Top Replied-To
Top Replied-To in Entire Graph:
@mickwest
@gerrycan1
@cultus
@visualisingdata
@showusyourwork
@utknightcenter
@google
@iancoldwater
@wannacyber
@albertcairo

Top Replied-To in G1:

Top Replied-To in G2:
@robertoglezcano

Top Replied-To in G3:
@jj_berens
@gretathunberg
@markcheathem
@oracle

Top Replied-To in G4:
@utknightcenter
@google
@albertcairo
@washingtonpost
@googleanalytics

Top Replied-To in G5:
@jerry_jtaylor

Top Replied-To in G6:
@visualisingdata
@sonjakuijpers
@mollzmp
@sarahookr
@allitorban

Top Replied-To in G7:
@researchbts

Top Mentioned
Top Mentioned in Entire Graph:
@anttilip
@robertoglezcano
@theeconomist
@michaelbierut
@utknightcenter
@researchbts
@rosental
@chmod007
@albertocairo
@simongerman600

Top Mentioned in G1:
@cyberanimax
@tecnoholic
@ottohmaccabee
@steem_curator
@ale6aly
@purduelibraries

Top Mentioned in G2:
@anttilip
@robertoglezcano
@johancohen
@samheughan

Top Mentioned in G3:
@datasciencectrl
@gp_pulipaka
@kdnuggets
@ronald_vanloon
@richardeudes
@rbloggers
@oracle
@oracleopenworld
@oraclebelux
@natschooler

Top Mentioned in G4:
@utknightcenter
@rosental
@albertocairo
@_mkazi_
@smfrogers
@googleanalytics
@alyssafowers
@googlenewsinit
@albertoc

Top Mentioned in G5:
@theeconomist
@michaelbierut
@jerry_jtaylor
@carlquintanilla
@ed_hawkins
@axios
@michae1frank
@joshuacaulkins
@dombeveridge
@commarts

Top Mentioned in G6:
@gijn
@datavizsociety
@datadoghq
@mollzmp
@jasonforrestftw
@journocoders_id
@sarahookr
@dan_gastineau
@beritagarid
@paulbradshaw

Top Mentioned in G7:
@researchbts
@bts_twt
@pjm_data

Top Mentioned in G8:
@chmod007

Top Mentioned in G9:
@simongerman600

Top Mentioned in G10:
@tableau
@profdrkschulte
@tableaupublic
@neo4j
@lyonwj
@highvizability
@datarevelations
@ryanvizzes
@igordalbo19
@tabl

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@alllibertynews
@cyberdomain
@nosqldigest
@gamergeeknews
@startupsbot
@evankirstel
@bcci
@john1966olsen
@life_sciences_

Top Tweeters in G1:
@cyberdomain
@newsfromspi
@csa_dvillamizar
@crweworld
@evanderburg
@iam__network
@pekkapuhakka
@into_ai
@myloc_tracker
@nicochan33

Top Tweeters in G2:
@scheerenberger
@tinamorphis
@djzjcz
@ken_crichlow
@sufiy
@cathleenkucz
@gezgintrk
@mareknapoli
@astartiel
@mary_markssngr

Top Tweeters in G3:
@arkangelscrap
@startupsbot
@chidambara09
@ramiro1504p
@aaroncuddeback
@rosenchild
@pvalsfr
@santchiweb
@calcaware
@torillo59

Top Tweeters in G4:
@dwatchnews
@washingtonpost
@connorofkane
@maelorin
@dmedialab
@sejorg
@jotatx
@lizamavel
@steltenpower
@briantrice

Top Tweeters in G5:
@alllibertynews
@jeannie_hartley
@anthropic
@hudsonette
@vox_democracy
@theeconomist
@thekarachikid
@instinctnaturel
@dazarbeygui
@iamaniku

Top Tweeters in G6:
@beritagarid
@beritagarinfo
@robcflores
@hailey_zoesdad
@brizzyc
@drricky
@paulbradshaw
@gladis_co
@akurommy
@hadleywickham

Top Tweeters in G7:
@taevithluv
@ziamstyles_5sos
@perkins1704
@dunlopbaby
@catbotmy
@panterka30k
@intobecause
@purplestarlets
@21centuryanpan
@maria_grro

Top Tweeters in G8:
@dascritch
@thegrugq
@marypcbuk
@rosyna
@adambanksdotcom
@rjacksix
@finalcutproes
@lhirlimann
@scottbuscemi
@lunaforeverr

Top Tweeters in G9:
@ronaldclarke
@mark_kawada
@scottishfirst
@mgzallp
@medmouad
@readywriting
@o_g_log
@lordolordor
@herosmoraes
@patrickjsmith5

Top Tweeters in G10:
@bbbcccnnn
@tiagoooliveira
@angrymatilda
@trappedalien
@neo4j
@tableau
@johnrodat
@vizwizbi
@sarahlovesdata
@flerlagekr


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