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infoviz OR infovis_2017-08-11_19-51-12.xlsx
infoviz OR infovis_2017-08-11_19-51-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 12, 2017
Short Description:
infoviz OR infovis via NodeXL http://bit.ly/2hRXqOO
@dataandme
@janwillemtulp
@infovis_
@alevergara78
@bigdatagal
@krstoffr
@tmrhyne
@f_dion

Description:
Description
The graph represents a network of 334 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 Saturday, 12 August 2017 at 02:56 UTC.

The requested start date was Saturday, 12 August 2017 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 13-day, 1-hour, 8-minute period from Saturday, 29 July 2017 at 01:30 UTC to Friday, 11 August 2017 at 02:38 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 : 334
Unique Edges : 441
Edges With Duplicates : 183
Total Edges : 624
Self-Loops : 100
Reciprocated Vertex Pair Ratio : 0.0134831460674157
Reciprocated Edge Ratio : 0.0266075388026608
Connected Components : 43
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 228
Maximum Edges in a Connected Component : 485
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.864756
Graph Density : 0.00405495315674956
Modularity : 0.537454
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[95] http://rpsychologist.com/d3/bayes/?utm_content=buffera5352&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[63] http://www.sci.utah.edu/~beiwang/publications/Vis_HD_STAR_BeiWang_2015.pdf?utm_content=buffer2bb56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[15] https://www.amazon.com/Data-Science-Dummies-Computer-Tech/dp/1119327636/ref=as_li_ss_tl?ie=UTF8&linkCode=sl1&tag=datamania-20&linkId=6a8af1921111bc91f1ba4554ddac6c47
[15] https://www.nytimes.com/interactive/2017/07/28/climate/more-frequent-extreme-summer-heat.html?smid=tw-share
[12] http://dasplab.cs.unibo.it/index.php/job/postdoc-sloan-opencitations/
[9] http://blog.nycdatascience.com/student-works/nyc-airbnb-insights/?utm_content=buffer78310&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.linkedin.com/pulse/ex-libris-data-scientist-part-v-visualization-francois-dion
[7] https://www.youtube.com/watch?v=6syIwTVbrt0&feature=youtu.be&t=10s
[5] http://www.ralphstraumann.ch/blog/2017/08/reworked-gletscherschwund-by-tagesanzeiger/
[3] http://www.geotests.net/couleurs/frequences_en.html#ce

Top URLs in Tweet in G1:
[94] http://rpsychologist.com/d3/bayes/?utm_content=buffera5352&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[55] http://www.sci.utah.edu/~beiwang/publications/Vis_HD_STAR_BeiWang_2015.pdf?utm_content=buffer2bb56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] http://blog.nycdatascience.com/student-works/nyc-airbnb-insights/?utm_content=buffer78310&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://rmarkdown.rstudio.com/flexdashboard/examples.html?utm_content=buffercdad4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://feedproxy.google.com/~r/TheAtlanticCities/~3/pCuWWUGGV7A/?utm_content=buffer84262&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/895268952103948289
[1] https://twitter.com/i/web/status/891044871456337920
[1] https://twitter.com/i/web/status/887382976878792705
[1] https://twitter.com/i/web/status/891407240980295681
[1] http://r-spatial.org/r/2017/01/30/mapedit_intro.html?utm_content=bufferb7293&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[3] https://twitter.com/Aka_elroboto/status/891844163012046851
[2] https://twitter.com/INFOVIS_/status/892805913878331392
[2] http://video.nationalgeographic.com/video/magazine/170720-ngm-mako-shark-animation
[2] http://trib.al/ciQivND
[2] https://www.washingtonpost.com/graphics/2017/politics/trump-hotel-business/
[2] http://www.fallen.io/shadow-peace/1/
[2] http://trib.al/IfD7lLc
[1] https://twitter.com/i/web/status/887797651353346048
[1] https://twitter.com/i/web/status/892266187073232897
[1] https://twitter.com/Aka_elroboto/status/894021450692165632

Top URLs in Tweet in G3:
[1] http://encuadre.org/evento/infovis/
[1] https://fb.me/1apmysArk
[1] http://www.infovis-wiki.net/index.php/Visual_Information-Seeking_Mantra#.WX4FNqTULcE.twitter
[1] http://idl.cs.washington.edu/files/2010-Narrative-InfoVis.pdf
[1] https://twitter.com/BMJ_CE/status/820571365753454592
[1] https://twitter.com/RosemaryMosco/status/891683920852418560
[1] https://twitter.com/Research_Tim/status/737757291437527040
[1] http://link.springer.com/10.1007/978-3-319-63184-4_13
[1] https://giphy.com/gifs/travel-growth-southeast-5Brmd5PiNX9Uk
[1] https://datascience.stackexchange.com/questions/21939/infoviz-for-multinomials-miniature-plots-within-plots-in-rs-ggplot

Top URLs in Tweet in G4:
[14] https://www.amazon.com/Data-Science-Dummies-Computer-Tech/dp/1119327636/ref=as_li_ss_tl?ie=UTF8&linkCode=sl1&tag=datamania-20&linkId=6a8af1921111bc91f1ba4554ddac6c47
[1] https://twitter.com/i/web/status/890918591473868801
[1] https://twitter.com/i/web/status/891824564879183873
[1] https://twitter.com/i/web/status/892368132790243328
[1] https://medium.com/@clmentviguier/how-to-turn-a-twitter-comment-into-a-data-visualisation-design-opportunity-7447402f0c2f
[1] https://www.lynda.com/Python-tutorials/Construct-histograms-box-plots-scatter-plots/520233/601950-4.html?lpk35=9131&utm_medium=ldc-partner&utm_source=CMPRC&utm_content=524&utm_campaign=CD20546&bid=524&aid=CD20546

Top URLs in Tweet in G5:
[15] https://www.nytimes.com/interactive/2017/07/28/climate/more-frequent-extreme-summer-heat.html?smid=tw-share

Top URLs in Tweet in G6:
[7] http://www.sci.utah.edu/~beiwang/publications/Vis_HD_STAR_BeiWang_2015.pdf?utm_content=buffer2bb56&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.linkedin.com/pulse/ex-libris-data-scientist-part-v-visualization-francois-dion
[3] http://www.geotests.net/couleurs/frequences_en.html#ce
[1] https://twitter.com/i/web/status/895804813576949760
[1] https://twitter.com/i/web/status/891513427302035458
[1] https://twitter.com/i/web/status/891657125373419521
[1] https://twitter.com/i/web/status/892044441988415488
[1] https://twitter.com/i/web/status/892570030495342592
[1] https://twitter.com/i/web/status/893199219552538625
[1] https://twitter.com/i/web/status/893815869641342976

Top URLs in Tweet in G7:
[12] http://dasplab.cs.unibo.it/index.php/job/postdoc-sloan-opencitations/

Top URLs in Tweet in G8:
[5] http://www.ralphstraumann.ch/blog/2017/08/reworked-gletscherschwund-by-tagesanzeiger/
[1] https://twitter.com/i/web/status/893146387696816129

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/894971532434259969

Top URLs in Tweet in G10:
[1] http://visimportance.csail.mit.edu

Top Domains
Top Domains in Tweet in Entire Graph:
[95] rpsychologist.com
[66] twitter.com
[63] utah.edu
[15] amazon.com
[15] nytimes.com
[13] pinterest.com
[12] unibo.it
[11] youtube.com
[9] nycdatascience.com
[8] linkedin.com

Top Domains in Tweet in G1:
[94] rpsychologist.com
[55] utah.edu
[9] nycdatascience.com
[7] twitter.com
[2] rstudio.com
[2] google.com
[1] r-spatial.org

Top Domains in Tweet in G2:
[23] twitter.com
[4] trib.al
[2] nationalgeographic.com
[2] washingtonpost.com
[2] fallen.io
[1] facebook.com
[1] unam.mx
[1] utah.edu

Top Domains in Tweet in G3:
[13] twitter.com
[13] pinterest.com
[3] hackstats.com
[1] encuadre.org
[1] fb.me
[1] infovis-wiki.net
[1] washington.edu
[1] springer.com
[1] giphy.com
[1] stackexchange.com

Top Domains in Tweet in G4:
[14] amazon.com
[3] twitter.com
[1] medium.com
[1] lynda.com

Top Domains in Tweet in G5:
[15] nytimes.com

Top Domains in Tweet in G6:
[11] twitter.com
[7] utah.edu
[7] linkedin.com
[3] geotests.net
[1] googleblog.com
[1] amazon.com
[1] rpsychologist.com

Top Domains in Tweet in G7:
[12] unibo.it

Top Domains in Tweet in G8:
[5] ralphstraumann.ch
[1] twitter.com

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

Top Domains in Tweet in G10:
[1] mit.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[127] dataviz
[100] infovis
[94] bayes
[53] infoviz
[43] infovis_2017
[21] visualanalytics
[18] datascience
[17] freetrial
[17] rstats
[14] cdmx



Top Hashtags in Tweet in G1:
[93] bayes
[54] dataviz
[11] rstats
[11] infovis
[10] maps

Top Hashtags in Tweet in G2:
[43] infovis_2017
[14] cdmx
[10] ccut
[3] dataviz
[2] juevesdejazz
[2] dialograma
[2] zócalo
[2] animation
[2] unam
[2] instagram

Top Hashtags in Tweet in G3:
[16] infovis
[11] infoviz
[2] dataleak
[2] dataviz
[1] encuadreinvita
[1] mindxpres
[1] hci
[1] ui
[1] ieeevis
[1] museumoflondon

Top Hashtags in Tweet in G4:
[25] infovis
[20] dataviz
[14] datascience
[14] freetrial
[4] datadriven
[3] datasciencefordummies
[2] stats
[2] infoviz
[2] dataresearch

Top Hashtags in Tweet in G5:
[15] infovis

Top Hashtags in Tweet in G6:
[44] dataviz
[26] infovis
[20] visualanalytics
[13] infoviz
[12] color
[12] colortheory
[8] colourlovers
[6] siggraph
[6] rstats
[6] python

Top Hashtags in Tweet in G7:
[12] opencitations
[12] infoviz
[1] opendata
[1] openscience

Top Hashtags in Tweet in G8:
[6] infoviz
[5] ddj

Top Words
Top Words in Tweet in Entire Graph:
[138] Words in Sentiment List#1: Positive
[14] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[6221] Non-categorized Words
[6373] Total Words
[170] dataandme
[158] icymi
[127] dataviz
[110] infovis
[105] visualization

Top Words in Tweet in G1:
[160] dataandme
[149] icymi
[94] explorable
[94] bayesian
[94] inference
[94] interactive
[94] visualization
[94] krstoffr
[93] bayes
[93] info

Top Words in Tweet in G2:
[43] infovis_2017
[32] infovis_
[30] ponente
[22] síguenos
[14] taller
[14] cdmx
[13] más
[13] sexto
[12] información
[11] conoce

Top Words in Tweet in G3:
[18] infovis
[14] infoviz
[4] data
[3] more
[3] piso
[2] narrative
[2] visualization
[2] small
[2] multiples
[2] latest

Top Words in Tweet in G4:
[28] learn
[25] infovis
[21] bigdatagal
[20] dataviz
[18] w
[14] python
[14] datascience
[14] freetrial
[9] cut
[9] chase

Top Words in Tweet in G5:
[15] compelling
[15] visualizaton
[15] s
[15] imagination
[15] summers
[15] getting
[15] hotter
[15] hcil_umd
[15] infovis
[14] benbendc

Top Words in Tweet in G6:
[44] dataviz
[26] infovis
[20] visualanalytics
[20] color
[18] f_dion
[15] data
[14] orchid
[13] infoviz
[12] colortheory
[9] python

Top Words in Tweet in G7:
[23] opencitations
[12] last
[12] week
[12] applying
[12] research
[12] fellow
[12] deadline
[12] 7
[12] august
[12] infoviz

Top Words in Tweet in G8:
[6] infoviz
[5] reworked
[5] version
[5] tagesanzeiger's
[5] ddj
[5] piece
[5] gletscherschwund
[5] shrinking
[5] glaciers
[4] rastrau

Top Words in Tweet in G10:
[3] new
[3] uist
[3] paper
[3] real
[3] time
[3] importance
[3] prediction
[3] graphic
[3] designs
[3] infovis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[156] dataandme,icymi
[95] icymi,explorable
[95] explorable,bayesian
[95] bayesian,inference
[95] inference,interactive
[95] interactive,visualization
[95] visualization,krstoffr
[94] krstoffr,bayes
[94] bayes,info
[63] icymi,great

Top Word Pairs in Tweet in G1:
[147] dataandme,icymi
[94] icymi,explorable
[94] explorable,bayesian
[94] bayesian,inference
[94] inference,interactive
[94] interactive,visualization
[94] visualization,krstoffr
[93] krstoffr,bayes
[93] bayes,info
[55] icymi,great

Top Word Pairs in Tweet in G2:
[23] ponente,infovis_2017
[13] sexto,ponente
[13] infovis_2017,síguenos
[11] más,información
[10] cdmx,ccut
[9] próximamente,más
[7] infovis_2017,próximamente
[7] información,síguenos
[7] infovis_2017,presenta
[7] estará,cdmx

Top Word Pairs in Tweet in G3:
[2] small,multiples
[2] dataleak,infoviz

Top Word Pairs in Tweet in G4:
[9] cut,chase
[9] chase,w
[9] w,learn
[9] learn,python
[9] python,web
[9] web,based
[9] based,dataviz
[9] dataviz,w
[9] w,plotly
[9] plotly,freetrial

Top Word Pairs in Tweet in G5:
[15] compelling,visualizaton
[15] visualizaton,s
[15] s,imagination
[15] imagination,summers
[15] summers,getting
[15] getting,hotter
[15] hotter,hcil_umd
[15] hcil_umd,infovis
[14] benbendc,compelling

Top Word Pairs in Tweet in G6:
[21] dataviz,infovis
[19] infovis,visualanalytics
[10] visualanalytics,color
[8] color,colortheory
[8] dataandme,icymi
[7] icymi,great
[7] great,read
[7] read,visualizing
[7] visualizing,high
[7] high,dimensional

Top Word Pairs in Tweet in G7:
[12] last,week
[12] week,applying
[12] applying,research
[12] research,fellow
[12] fellow,opencitations
[12] opencitations,deadline
[12] deadline,7
[12] 7,august
[12] august,infoviz
[11] opencitations,last

Top Word Pairs in Tweet in G8:
[5] reworked,version
[5] version,tagesanzeiger's
[5] tagesanzeiger's,ddj
[5] ddj,infoviz
[5] infoviz,piece
[5] piece,gletscherschwund
[5] gletscherschwund,shrinking
[5] shrinking,glaciers
[4] rastrau,reworked

Top Word Pairs in Tweet in G10:
[3] new,uist
[3] uist,paper
[3] paper,real
[3] real,time
[3] time,importance
[3] importance,prediction
[3] prediction,graphic
[3] graphic,designs
[3] designs,infovis
[3] infovis,zoyathinks

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@dataandme
@krstoffr
@infovis_
@bigdatagal
@hcil_umd
@benbendc
@opencitations
@f_dion
@ja_serra
@ccutlatelolco

Top Mentioned in G1:
@dataandme
@krstoffr
@nycdatasci
@spatialanalysis
@citycalfe
@citylab
@timsalabim3

Top Mentioned in G2:
@infovis_
@ja_serra
@ccutlatelolco
@alucaslopez
@manuelcabrera1
@kaityarnall
@fg_baptista
@aka_elroboto
@uva_ccut
@natgeo

Top Mentioned in G4:
@bigdatagal
@seeksanusername

Top Mentioned in G5:
@hcil_umd
@benbendc
@mericson

Top Mentioned in G6:
@f_dion
@dataandme
@tmrhyne
@linkedin
@bigdatagal
@telegramberja
@krstoffr

Top Mentioned in G7:
@opencitations

Top Mentioned in G8:
@rastrau
@marcbrup
@mathiaslutz
@tagi

Top Mentioned in G9:
@carnegiemellon
@playboy

Top Mentioned in G10:
@zoyathinks
@aaronhertzmann

Top Tweeters
Top Tweeters in Entire Graph:
@nuevomedio
@alevergara78
@ottlegalrebels
@itknowingness
@billnigh
@andysugs
@jeffsonstein
@swirlosquirrel
@tagi
@gobcdmx

Top Tweeters in G1:
@billnigh
@jeffsonstein
@ayirpelle
@abhishek_shah82
@fantasyadhd
@citylab
@todoenpcve
@nitinramrap
@arnicas
@andydavies

Top Tweeters in G2:
@gobcdmx
@albertocairo
@sciam
@natgeo
@culturaunam
@ccutlatelolco
@grandjeanmartin
@janwillemtulp
@javiersprang
@om4rpm

Top Tweeters in G3:
@andysugs
@hipatark
@johnpharmd
@hackstats
@i_love_roatan
@jsndyks
@isd4hire
@designemerging
@connectedaction
@mzpritee

Top Tweeters in G4:
@itknowingness
@hitpol
@sciencertbot
@bigdatagal
@isidroaguillo
@debashis_dutta
@seeksanusername
@barnabii
@avisank
@pietroniro

Top Tweeters in G5:
@abhinavagarwal
@jeffbigham
@diegojimenez
@tfserna
@airporteffect
@imkrbr
@denisparra
@nuriaoliver
@nachog
@dmartincc

Top Tweeters in G6:
@alevergara78
@ottlegalrebels
@swirlosquirrel
@apurba3110
@josefreedomve
@linkedin
@courtsociety
@tmrhyne
@f_dion
@rogerpascal

Top Tweeters in G7:
@openscience
@_open_science_
@mariapovedav
@bhatiarohit10
@doc_soc
@essepuntato
@wikicite
@ilariaefava
@thisisalfie
@opencitations

Top Tweeters in G8:
@tagi
@rastrau
@mikee63
@marcbrup
@grssnbchr
@geospex
@patrickstotz
@mathiaslutz

Top Tweeters in G9:
@playboy
@cmasden7
@carnegiemellon
@theofficialacm

Top Tweeters in G10:
@sjengle
@magneticnorth
@zoyathinks
@aaronhertzmann