infoviz OR infovis, Twitter, 4/3/2020 1:35:16 AM, 224303


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infoviz OR infovis_2020-04-02_17-49-45.xlsx
infoviz OR infovis_2020-04-02_17-49-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 03, 2020
Short Description:
infoviz OR infovis via NodeXL https://bit.ly/2R87IcS
@infovis_
@benbendc
@tierneyl
@peterdalsgaard
@kennethfield
@jcarlosjramirez
@wsjgraphics
@alucaslopez
@adolfux
@pabloroblesg

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

Description:
Description
The graph represents a network of 170 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, 03 April 2020 at 00:49 UTC.

The requested start date was Friday, 03 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 12-day, 14-hour, 52-minute period from Friday, 20 March 2020 at 00:29 UTC to Wednesday, 01 April 2020 at 15:21 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 : 170
Unique Edges : 167
Edges With Duplicates : 51
Total Edges : 218
Number of Edge Types : 4
Mentions : 50
Tweet : 57
MentionsInRetweet : 97
Replies to : 14
Self-Loops : 57
Reciprocated Vertex Pair Ratio : 0.00694444444444444
Reciprocated Edge Ratio : 0.0137931034482759
Connected Components : 49
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 30
Maximum Edges in a Connected Component : 61
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.95672
Graph Density : 0.00504698920988514
Modularity : 0.698731
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 170 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, 03 April 2020 at 00:49 UTC.

The requested start date was Friday, 03 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 12-day, 14-hour, 52-minute period from Friday, 20 March 2020 at 00:29 UTC to Wednesday, 01 April 2020 at 15:21 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:
[7] https://multimedia.scmp.com/infographics/news/world/article/3077057/europe-coronavirus/index.html?src=social
[5] https://www.taibahvalley.com.sa/en/covid19-research-initiative/
[3] https://interactivo.eluniversal.com.mx/2020/coronavirus-llega-a-mexico/
[3] http://aaizemberg.github.io/infovis/covid19/confirmados_y_muertos_en_it_es_ar.html
[3] http://www.understandingcoronavirus.org/
[3] https://www.youtube.com/watch?v=BtN-goy9VOY&feature=youtu.be

[2] https://wapo.st/2wNdoC3
[2] https://trib.al/6BhAvlF
[2] https://www.cradle-cfd.com/
[2] https://trib.al/WzwCpSM

Top URLs in Tweet in G1:
[7] https://multimedia.scmp.com/infographics/news/world/article/3077057/europe-coronavirus/index.html?src=social
[3] https://interactivo.eluniversal.com.mx/2020/coronavirus-llega-a-mexico/
[2] https://wapo.st/2wNdoC3
[2] https://trib.al/WzwCpSM
[2] https://www.cradle-cfd.com/
[2] https://trib.al/6BhAvlF
[1] https://www.eluniversal.com.mx/ciencia-y-salud/salud/coronavirus-guantes-y-cubrebocas-no-son-garantia
[1] https://multimedia.scmp.com/infographics/news/china/article/3075382/decoding-coronavirus-covid-19/index.html?src=social
[1] https://twitter.com/SCMPNews/status/1244950065187303428
[1] https://trib.al/r6Lq1Wk

Top URLs in Tweet in G2:
[1] https://hcil.umd.edu/pandemic

Top URLs in Tweet in G3:
[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
[1] https://twitter.com/manovich/status/1242139910032764931
[1] https://www.nytimes.com/interactive/2020/03/22/world/coronavirus-spread.html
[1] https://www.nytimes.com/interactive/2020/03/21/upshot/coronavirus-deaths-by-country.html
[1] https://twitter.com/flowimmersive/status/1242233796168019968
[1] https://twitter.com/fabiomalini/status/1242838964228313088
[1] https://trib.al/Nmh80om
[1] http://bis.lexisnexis.com/COVID-19

Top URLs in Tweet in G4:
[1] https://docs.google.com/forms/d/e/1FAIpQLSeNtD0F9m4uGbIsaXyb_aVzNzoeb9pi2HJYbqMlo2Z4zPXehw/viewform?usp=send_form

Top URLs in Tweet in G5:
[1] https://twitter.com/pinakographos/status/1241037555514183688

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:
[5] https://www.taibahvalley.com.sa/en/covid19-research-initiative/

Top URLs in Tweet in G8:
[2] https://www.youtube.com/watch?v=54XLXg4fYsc


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

[2] https://www.fastcompany.com/90483028/the-most-powerful-image-of-the-covid-19-crisis-shows-how-trump-administration-is-failing-americans

Top URLs in Tweet in G10:
[3] http://aaizemberg.github.io/infovis/covid19/confirmados_y_muertos_en_it_es_ar.html
[2] https://aaizemberg.github.io/infovis/covid19/confirmed_ar.html

Top Domains
Top Domains in Tweet in Entire Graph:
[8] scmp.com
[7] nytimes.com
[7] twitter.com
[7] youtube.com
[6] trib.al
[5] com.sa
[5] github.io
[4] com.mx
[3] medium.com
[3] understandingcoronavirus.org

Top Domains in Tweet in G1:
[8] scmp.com
[5] trib.al
[4] com.mx
[2] wapo.st
[2] cradle-cfd.com
[1] twitter.com
[1] wsj.com
[1] esri.com

Top Domains in Tweet in G2:
[1] umd.edu

Top Domains in Tweet in G3:
[3] twitter.com
[3] nytimes.com
[2] medium.com
[1] infovis-wiki.net
[1] ac.uk
[1] trib.al
[1] lexisnexis.com
[1] mprove.net

Top Domains in Tweet in G4:
[1] google.com

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

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

Top Domains in Tweet in G7:
[5] com.sa

Top Domains in Tweet in G8:
[2] youtube.com

Top Domains in Tweet in G9:
[3] youtube.com
[2] fastcompany.com

Top Domains in Tweet in G10:
[5] github.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[31] infovis
[28] dataviz
[26] infoviz
[23] coronavirus
[17] ieeevis
[16] siggraph
[16] covid19
[14] visualanalytics
[14] ieeecga
[13] durhamcountylib



Top Hashtags in Tweet in G1:
[9] covid19
[7] coronavirus
[7] dataviz
[5] infographic
[5] covidー19
[2] scmp
[2] print
[2] newspaper
[1] creativecarto
[1] mapsathome

Top Hashtags in Tweet in G2:
[1] infovis
[1] covid

Top Hashtags in Tweet in G3:
[7] infoviz
[4] infovis
[2] flattenthecurve
[2] dataviz
[2] coronavirus
[2] covid
[2] coronovirus
[2] india
[2] stats
[2] data

Top Hashtags in Tweet in G4:
[11] coronavirus
[1] dkforsk
[1] infovis
[1] dkvid

Top Hashtags in Tweet in G5:
[1] creativecarto
[1] mapsathome

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

Top Hashtags in Tweet in G7:
[5] infoviz

Top Hashtags in Tweet in G9:
[5] infoviz

Top Words
Top Words in Tweet in Entire Graph:
[100] Words in Sentiment List#1: Positive
[43] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[3394] Non-categorized Words
[3537] Total Words
[31] #infovis
[28] #dataviz
[28] moment
[26] #infoviz
[23] 19

Top Words in Tweet in G1:
[15] 19
[10] covid
[9] #covid19
[8] coronavirus
[7] #coronavirus
[7] #dataviz
[6] latest
[6] project
[6] scmpgraphics
[6] mã

Top Words in Tweet in G2:
[28] moment
[15] visualization
[14] historic
[14] broadly
[14] used
[14] convey
[14] such
[14] consequential
[14] messages
[14] transformational

Top Words in Tweet in G3:
[7] #infoviz
[5] coronavirus
[5] infoviz
[4] #infovis
[3] time
[2] people
[2] make
[2] #flattenthecurve
[2] instead
[2] step

Top Words in Tweet in G4:
[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 G5:
[3] map
[2] print
[2] dc

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:
[5] wahpersonal
[5] dr
[5] wafa
[5] take
[5] look
[5] taibah
[5] valley's
[5] #infoviz
[5] alolayana
[4] _areej

Top Words in Tweet in G8:
[4] med
[2] vgnett
[2] tips
[2] smart
[2] infovis
[2] forbindelse
[2] covid
[2] 19
[2] dette
[2] man

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

Top Words in Tweet in G10:
[4] casos
[4] confirmados
[4] argentina
[3] muertos
[3] coronavirus
[3] acumulados
[3] día
[3] italia
[3] españa
[2] aaizemberg

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] covid,19
[15] #dataviz,#infovis
[14] historic,moment
[14] moment,visualization
[14] visualization,broadly
[14] broadly,used
[14] used,convey
[14] convey,such
[14] such,consequential
[14] consequential,messages

Top Word Pairs in Tweet in G1:
[10] covid,19
[6] latest,project
[5] #dataviz,#infographic
[5] #covid19,#coronavirus
[5] #covidãƒ,19
[4] europe's,coronavirus
[4] coronavirus,lockdown
[4] lockdown,nightmare
[4] nightmare,compares
[4] compares,china

Top Word Pairs in Tweet in G2:
[14] historic,moment
[14] moment,visualization
[14] visualization,broadly
[14] broadly,used
[14] used,convey
[14] convey,such
[14] such,consequential
[14] consequential,messages
[14] messages,transformational
[14] transformational,moment

Top Word Pairs in Tweet in G3:
[2] york,times
[2] #covid,#coronovirus
[2] #coronovirus,#india
[2] #india,#stats
[2] #stats,#data
[2] #data,#datavisualization
[2] #datavisualization,#infoviz
[2] #infoviz,#visualization
[2] #visualization,#indiafightscoronavirus
[2] #indiafightscoronavirus,#sarscov2

Top Word Pairs in Tweet in G4:
[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:
[5] wahpersonal,dr
[5] dr,wafa
[5] wafa,take
[5] take,look
[5] look,taibah
[5] taibah,valley's
[5] valley's,#infoviz
[5] #infoviz,alolayana
[4] _areej,wahpersonal

Top Word Pairs in Tweet in G8:
[2] vgnett,tips
[2] tips,smart
[2] smart,infovis
[2] infovis,forbindelse
[2] forbindelse,med
[2] med,covid
[2] 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] powerful,single
[2] single,image
[2] image,covid

Top Word Pairs in Tweet in G10:
[4] casos,confirmados
[3] confirmados,muertos
[3] muertos,coronavirus
[3] coronavirus,acumulados
[3] acumulados,día
[3] día,italia
[3] italia,españa
[3] españa,argentina
[2] aaizemberg,casos
[2] actualiza,dias

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@benbendc
@peterdalsgaard
@scmpgraphics
@alolayana
@tierneyl
@scmpnews
@_areej
@wahpersonal
@adolfux
@jwindsordesign

Top Mentioned in G1:
@scmpgraphics
@tierneyl
@scmpnews
@adolfux
@postgraphics
@esri
@wsjgraphics
@pabloroblesg
@darrenlonghk
@jcarlosjramirez

Top Mentioned in G2:
@benbendc
@cplaisant
@hcil_umd
@umdcs
@umdscience
@umdresearch

Top Mentioned in G4:
@peterdalsgaard
@aarhusuni

Top Mentioned in G5:
@washingtonpost
@geospatialwomen
@womeningis
@geolatinas
@pinakographos
@uogeog

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

Top Mentioned in G7:
@alolayana
@_areej
@wahpersonal

Top Mentioned in G8:
@vgnett
@ernstghost
@oijans

Top Mentioned in G9:
@jwindsordesign

Top Mentioned in G10:
@aaizemberg

Top Tweeters
Top Tweeters in Entire Graph:
@el_universal_mx
@elcidbarett
@washingtonpost
@wsj
@scmpnews
@kirkdborne
@hubofml
@miniver
@vgnett
@ewhitmore

Top Tweeters in G1:
@el_universal_mx
@wsj
@scmpnews
@kennethfield
@marekkraft
@eluniversaldata
@esri
@heraldosoria
@wsjgraphics
@postgraphics

Top Tweeters in G2:
@cjmoorehead
@schmidt_fu
@visualisingdata
@bessiehyde
@juan__gonzalez
@umdscience
@umdresearch
@kanarinka
@umdcs
@benbendc

Top Tweeters in G3:
@miniver
@michellkruz
@theoneamit
@hubs
@ir_hafidz
@lselibrary
@_lawrent
@_domenicomonaco
@mprove
@fahd09

Top Tweeters in G4:
@peterdalsgaard
@aarhusuni
@banusaatci
@averydavisbell
@ingih
@davidgeerts
@gopinaathtweets
@tunepers
@jbtdk
@annesofieudsen

Top Tweeters in G5:
@washingtonpost
@geolatinas
@pinakographos
@womeningis
@tierneyl
@geospatialwomen
@uogeog

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

Top Tweeters in G7:
@_areej
@alolayana
@aharakati
@nouraalrefai1
@eng__ramadan
@wahpersonal

Top Tweeters in G8:
@vgnett
@eivind1984
@oijans
@ernstghost
@sandeolav

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

Top Tweeters in G10:
@4dgifts
@faturita
@aaizemberg
@martalo28505097


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