infoviz OR infovis, Twitter, 3/27/2020 12:56:42 AM, 223799


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infoviz OR infovis_2020-03-26_17-49-45.xlsx
infoviz OR infovis_2020-03-26_17-49-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 27, 2020
Short Description:
infoviz OR infovis via NodeXL https://bit.ly/2wHEg6l
@infovis_
@lewisshepherd
@kirkdborne
@nrchtct
@fedfragapane
@kennethfield
@tillnm
@uam_dccd
@pabloroblesg
@_twitwork

Top hashtags:
#infoviz
#infovis
#dataviz
#coronavirus
#ieeevis
#covid19
#datascience
#siggraph

Description:
Description
The graph represents a network of 229 Twitter users whose tweets in the requested range contained "infoviz OR infovis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 27 March 2020 at 00:49 UTC.

The requested start date was Friday, 27 March 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 12-day, 10-hour, 52-minute period from Friday, 13 March 2020 at 13:59 UTC to Thursday, 26 March 2020 at 00:51 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 : 229
Unique Edges : 242
Edges With Duplicates : 44
Total Edges : 286
Number of Edge Types : 4
MentionsInRetweet : 152
Tweet : 71
Replies to : 10
Mentions : 53
Self-Loops : 71
Reciprocated Vertex Pair Ratio : 0.00995024875621891
Reciprocated Edge Ratio : 0.0197044334975369
Connected Components : 56
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 47
Maximum Edges in a Connected Component : 86
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.249382
Graph Density : 0.00388799509691259
Modularity : 0.72811
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 229 Twitter users whose tweets in the requested range contained "infoviz OR infovis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 27 March 2020 at 00:49 UTC.

The requested start date was Friday, 27 March 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 12-day, 10-hour, 52-minute period from Friday, 13 March 2020 at 13:59 UTC to Thursday, 26 March 2020 at 00:51 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 : infoviz OR infovis
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:
[8] https://ecmapping.com/2020/03/11/data-visualization-what-you-need-to-know
[5] http://www.understandingcoronavirus.org/
[3] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[3] https://www.youtube.com/watch?v=BtN-goy9VOY&feature=youtu.be

[2] https://informationisbeautiful.net/visualizations/covid-19-coronavirus-infographic-datapack/?utm_source=suego.co
[2] https://www.eluniversal.com.mx/metropoli/cdmx-intensifica-limpieza-en-el-transporte-publico
[2] https://www.eluniversal.com.mx/video/universal-deportes/futbol-americano/tom-brady-se-despide-de-los-patriots-de-nueva-inglaterra
[2] https://www.nytimes.com/interactive/2019/08/08/opinion/sunday/party-polarization-quiz.html?fbclid=IwAR3SD5PP0Qt8SU4vXogR2i0DQOA422JRN63SyczfGQN-Yw9wFl-aKYGHwO0
[2] https://www.datawrapper.de/_/w6x6z/
[2] https://trib.al/GZrgOFr

Top URLs in Tweet in G1:
[2] https://the-shape-of-dreams.com
[2] https://trib.al/nHMGNTj
[2] https://trib.al/WzwCpSM
[2] https://the-shape-of-dreams.com/#/chapter1?section=read
[2] https://trib.al/GZrgOFr
[2] https://www.datawrapper.de/_/w6x6z/
[2] https://www.nytimes.com/interactive/2019/08/08/opinion/sunday/party-polarization-quiz.html?fbclid=IwAR3SD5PP0Qt8SU4vXogR2i0DQOA422JRN63SyczfGQN-Yw9wFl-aKYGHwO0
[2] https://www.eluniversal.com.mx/video/universal-deportes/futbol-americano/tom-brady-se-despide-de-los-patriots-de-nueva-inglaterra
[2] https://www.eluniversal.com.mx/metropoli/cdmx-intensifica-limpieza-en-el-transporte-publico
[1] https://www.esri.com/arcgis-blog/products/arcgis-pro/mapping/mapping-coronavirus-coxcombs/

Top URLs in Tweet in G2:
[2] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html?referringSource=articleShare
[1] https://www.flyingpenguin.com/?p=28487
[1] http://www.cidrap.umn.edu/covid-19/maps-visuals

Top URLs in Tweet in G3:
[7] https://ecmapping.com/2020/03/11/data-visualization-what-you-need-to-know
[1] https://blog.funnel.io/why-we-dont-use-pie-charts-and-some-tips-on-better-data-visualizations
[1] https://ecmapping.com/2020/03/09/how-to-succeed-in-your-data-storytelling/
[1] https://www.fhstp.ac.at/de/newsroom/news/die-welt-der-daten-verstaendlich-machen

Top URLs in Tweet in G4:
[2] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[1] https://www.nytimes.com/interactive/2020/03/13/opinion/coronavirus-trump-response.html
[1] https://www.washingtonpost.com/graphics/2020/world/corona-simulator/
[1] https://informationisbeautiful.net/visualizations/covid-19-coronavirus-infographic-datapack/
[1] https://ecmapping.com/2020/03/11/data-visualization-what-you-need-to-know
[1] https://ecmapping.com/2020/03/09/how-to-succeed-in-your-data-storytelling/
[1] https://twitter.com/theofficialacm/status/1240270494470987777
[1] https://medium.com/analytics-vidhya/visualizing-the-growth-and-composition-of-s-p-500-5873d2cfac15
[1] https://infovis-wiki.net/wiki/Data-Ink_Ratio
[1] https://booth.lse.ac.uk/learn-more/download-maps

Top URLs in Tweet in G5:
[1] https://docs.google.com/forms/d/e/1FAIpQLSeNtD0F9m4uGbIsaXyb_aVzNzoeb9pi2HJYbqMlo2Z4zPXehw/viewform?usp=send_form

Top URLs in Tweet in G6:
[1] https://drive.google.com/file/d/1VZWlAl7gBQU1M9CuNU1cVdQXvp_Sa5MI/view?usp=drive_open

Top URLs in Tweet in G7:
[2] https://twitter.com/arthurwelle/status/1239712110797520898

Top URLs in Tweet in G8:
[5] http://www.understandingcoronavirus.org/

Top URLs in Tweet in G9:
[3] https://www.youtube.com/watch?v=BtN-goy9VOY&feature=youtu.be

[1] https://theoutline.com/post/8845/design-critic-the-outline-coronavirus-covid-graphics
[1] https://twitter.com/stamen/status/1240672070293307393

Top Domains
Top Domains in Tweet in Entire Graph:
[12] nytimes.com
[12] twitter.com
[10] ecmapping.com
[7] trib.al
[5] washingtonpost.com
[5] understandingcoronavirus.org
[4] com.mx
[4] the-shape-of-dreams.com
[4] youtube.com
[4] github.io

Top Domains in Tweet in G1:
[7] trib.al
[4] the-shape-of-dreams.com
[4] nytimes.com
[4] com.mx
[3] datawrapper.de
[3] twitter.com
[3] washingtonpost.com
[1] esri.com
[1] youtu.be
[1] eluni.mx

Top Domains in Tweet in G2:
[2] nytimes.com
[1] flyingpenguin.com
[1] umn.edu

Top Domains in Tweet in G3:
[8] ecmapping.com
[1] funnel.io
[1] ac.at

Top Domains in Tweet in G4:
[4] nytimes.com
[4] twitter.com
[2] ecmapping.com
[1] washingtonpost.com
[1] informationisbeautiful.net
[1] medium.com
[1] infovis-wiki.net
[1] ac.uk

Top Domains in Tweet in G5:
[1] google.com

Top Domains in Tweet in G6:
[1] google.com

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G8:
[5] understandingcoronavirus.org

Top Domains in Tweet in G9:
[3] youtube.com
[1] theoutline.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[62] infoviz
[38] infovis
[37] dataviz
[23] coronavirus
[19] ieeevis
[17] covid19
[16] datascience
[16] siggraph
[15] visualanalytics
[14] ieeecga



Top Hashtags in Tweet in G1:
[7] coronavirus
[4] quedateenlacasa
[4] creativecarto
[3] dataviz
[3] flattenthecurve
[2] quedateentucasa
[2] quedatencasa
[2] quedarseencasaes
[2] strangemaps
[1] covid19

Top Hashtags in Tweet in G2:
[23] infoviz
[2] covidー19
[2] dataviz

Top Hashtags in Tweet in G3:
[14] piday
[14] datascience
[14] statistics
[9] data
[9] dataviz
[8] visualization
[8] infoviz
[8] bigdata
[6] analytics
[3] daten

Top Hashtags in Tweet in G4:
[8] infoviz
[4] infovis
[3] dataviz
[2] flattenthecurve
[2] data
[2] analytics
[2] datascience
[1] chancelie
[1] remotework
[1] workingathome

Top Hashtags in Tweet in G5:
[11] coronavirus
[1] dkforsk
[1] infovis
[1] dkvid

Top Hashtags in Tweet in G6:
[3] ieeevis
[1] infovis

Top Hashtags in Tweet in G7:
[6] covid19
[6] infoviz

Top Hashtags in Tweet in G8:
[1] coronavirus
[1] covid19
[1] healthcare
[1] opensource
[1] design
[1] healthdesign
[1] infovis

Top Hashtags in Tweet in G9:
[6] infoviz
[1] graphicdesign

Top Words
Top Words in Tweet in Entire Graph:
[233] Words in Sentiment List#1: Positive
[68] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[4541] Non-categorized Words
[4842] Total Words
[62] #infoviz
[45] data
[38] #infovis
[37] #dataviz
[31] great

Top Words in Tweet in G1:
[8] coronavirus
[8] data
[7] #coronavirus
[5] dreams
[5] wsjgraphics
[5] jobs
[5] today
[5] working
[4] fedfragapane
[4] italy

Top Words in Tweet in G2:
[23] #infoviz
[22] great
[21] more
[21] always
[20] lewisshepherd
[20] information
[20] helpful
[20] bookmarked
[20] myself
[20] short

Top Words in Tweet in G3:
[22] data
[14] happy
[14] π
[14] day
[14] celebrate
[14] #piday
[14] pie
[14] charts
[14] #datascience
[14] #statistics

Top Words in Tweet in G4:
[8] #infoviz
[5] infoviz
[4] #infovis
[3] time
[3] coronavirus
[3] infovis
[3] #dataviz
[2] #flattenthecurve
[2] great
[2] gt

Top Words in Tweet in G5:
[12] please
[11] interactive
[11] simulations
[11] help
[11] people
[11] understand
[11] spread
[11] impact
[11] #coronavirus
[11] aid

Top Words in Tweet in G6:
[4] infovis
[4] papers
[3] important
[3] letter
[3] #ieeevis
[3] chairs
[3] three
[3] tracks
[3] vast
[3] scivis

Top Words in Tweet in G7:
[6] better
[6] way
[6] look
[6] multidimensional
[6] time
[6] series
[6] data
[6] arthurwelle
[6] #covid19
[6] #infoviz

Top Words in Tweet in G8:
[5] download
[5] copy
[5] coronavirus
[5] comic
[5] pdf
[5] open
[5] source
[5] graphic
[5] guide
[5] covid

Top Words in Tweet in G9:
[6] #infoviz
[3] jwindsordesign
[3] great
[3] visual
[3] explainer
[3] everything
[3] need
[3] know
[3] covid19

Top Words in Tweet in G10:
[4] gr
[3] 1st
[3] 4th
[2] mr
[2] staum
[2] join
[2] grade
[2] buddies
[2] digital
[2] learning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] covid,19
[20] more,information
[20] information,always
[20] always,helpful
[20] helpful,bookmarked
[20] bookmarked,myself
[20] myself,great
[20] great,short
[20] short,list
[20] list,covid

Top Word Pairs in Tweet in G1:
[4] coronavirus,testing
[3] glad,share
[2] mapping,#coronavirus
[2] #coronavirus,coxcombs
[2] coxcombs,esri
[2] esri,blog
[2] blog,making
[2] making,florence
[2] florence,nightingale
[2] nightingale,inspired

Top Word Pairs in Tweet in G2:
[20] more,information
[20] information,always
[20] always,helpful
[20] helpful,bookmarked
[20] bookmarked,myself
[20] myself,great
[20] great,short
[20] short,list
[20] list,covid
[20] covid,19

Top Word Pairs in Tweet in G3:
[14] happy,π
[14] π,day
[14] day,celebrate
[14] celebrate,#piday
[14] #piday,pie
[14] pie,charts
[14] charts,#datascience
[14] #datascience,#statistics
[14] #statistics,humor
[14] humor,tips

Top Word Pairs in Tweet in G4:
[2] flatten,curve
[2] #dataviz,#infoviz
[2] york,times

Top Word Pairs in Tweet in G5:
[11] interactive,simulations
[11] simulations,help
[11] help,people
[11] people,understand
[11] understand,spread
[11] spread,impact
[11] impact,#coronavirus
[11] #coronavirus,please
[11] please,aid
[11] aid,research

Top Word Pairs in Tweet in G6:
[3] important,letter
[3] letter,#ieeevis
[3] #ieeevis,papers
[3] papers,chairs
[3] chairs,three
[3] three,tracks
[3] tracks,vast
[3] vast,infovis
[3] infovis,scivis
[2] nelmqvist,important

Top Word Pairs in Tweet in G7:
[6] better,way
[6] way,look
[6] look,multidimensional
[6] multidimensional,time
[6] time,series
[6] series,data
[6] data,arthurwelle
[6] arthurwelle,#covid19
[6] #covid19,#infoviz
[5] jimtalksdata,better

Top Word Pairs in Tweet in G8:
[5] download,copy
[5] copy,coronavirus
[5] coronavirus,comic
[5] comic,pdf
[5] pdf,open
[5] open,source
[5] source,graphic
[5] graphic,guide
[5] guide,covid
[5] covid,19

Top Word Pairs in Tweet in G9:
[3] great,visual
[3] visual,explainer
[3] explainer,everything
[3] everything,need
[3] need,know
[3] know,covid19
[3] covid19,#infoviz
[2] jwindsordesign,great

Top Word Pairs in Tweet in G10:
[2] mr,staum
[2] staum,join
[2] join,1st
[2] 1st,4th
[2] 4th,grade
[2] grade,buddies
[2] buddies,digital
[2] digital,learning
[2] learning,lesson
[2] lesson,stem

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@lewisshepherd
@kirkdborne
@peterdalsgaard
@arthurwelle
@jimtalksdata
@fedfragapane
@wsjgraphics
@goinvo
@el_universal_mx
@postgraphics

Top Mentioned in G1:
@fedfragapane
@wsjgraphics
@postgraphics
@el_universal_mx
@esri
@googletrends
@smfrogers
@volkskrant
@sxywu
@lisacrost

Top Mentioned in G2:
@lewisshepherd
@daviottenheimer
@cidrap

Top Mentioned in G3:
@kirkdborne
@icorridor
@fh_stpoelten
@ecmtechnews

Top Mentioned in G5:
@peterdalsgaard
@aarhusuni

Top Mentioned in G6:
@nelmqvist
@scheidegger
@filwd
@miriah_meyer

Top Mentioned in G7:
@arthurwelle
@jimtalksdata

Top Mentioned in G8:
@goinvo

Top Mentioned in G9:
@jwindsordesign
@outline

Top Mentioned in G10:
@cptechclass
@giphy
@piccollage
@isd196schools

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@el_universal_mx
@alizardx
@_l17r_
@elcidbarett
@wsj
@volkskrant
@scmpnews
@kmfdt
@juliebhunt

Top Tweeters in G1:
@el_universal_mx
@wsj
@volkskrant
@albertocairo
@hrbrmstr
@jburnmurdoch
@jhooks
@kennethfield
@simongerman600
@youtube

Top Tweeters in G2:
@elcidbarett
@kmfdt
@juliebhunt
@daviottenheimer
@brad_burgen
@speli
@richdavisphd
@lewisshepherd
@1mudpuppy1
@kitolson27

Top Tweeters in G3:
@chidambara09
@_l17r_
@vegypower
@kirkdborne
@hubofml
@nvsdata
@thomashilbig2
@imaasai
@erkanguntore
@edupgv

Top Tweeters in G4:
@nuryanaqaisara
@aquigley
@michellkruz
@annacox_
@hubs
@bluemonday
@ir_hafidz
@lselibrary
@_lawrent
@fahd09

Top Tweeters in G5:
@peterdalsgaard
@aarhusuni
@banusaatci
@averydavisbell
@ingih
@davidgeerts
@gopinaathtweets
@tunepers
@jbtdk
@annesofieudsen

Top Tweeters in G6:
@scheidegger
@filwd
@fisherdanyel
@nelmqvist
@wolfgangaigner
@nathriche
@miriah_meyer

Top Tweeters in G7:
@0xsnipe
@jimtalksdata
@sleepyxbt
@setanimals
@icarusglider
@sigmaordos
@arthurwelle

Top Tweeters in G8:
@megan_janas
@goinvo
@jonfollett
@pizawl
@2b_tp

Top Tweeters in G9:
@uvaursi
@outline
@heyburke
@drradzikowska
@jwindsordesign

Top Tweeters in G10:
@giphy
@piccollage
@isd196schools
@isd196magnets
@cptechclass