#useR2019, Twitter, 7/8/2019 4:11:56 PM, 202401


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#useR2019_2019-07-08_09-05-28.xlsx
#useR2019_2019-07-08_09-05-28.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 08, 2019
Short Description:
#useR2019 via NodeXL http://bit.ly/2YHzfn9
@rstatstweet
@user2019_conf
@dmi3k
@juliesquid
@robinlovelace
@minebocek
@_lacion_
@rstudio
@r4ds_es
@romain_francois

Top hashtags:
#user2019
#rstats
#tidyverse
#toulouse
#tidydevday
#train2user
#rstatsfr
#r4epis
#rtats

Description:
Description
The graph represents a network of 290 Twitter users whose recent tweets contained "#useR2019", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 08 July 2019 at 16:05 UTC.

The tweets in the network were tweeted over the 8-day, 23-hour, 41-minute period from Saturday, 29 June 2019 at 16:19 UTC to Monday, 08 July 2019 at 16:01 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 : 290
Unique Edges : 466
Edges With Duplicates : 119
Total Edges : 585
Self-Loops : 95
Reciprocated Vertex Pair Ratio : 0.0348837209302326
Reciprocated Edge Ratio : 0.0674157303370787
Connected Components : 26
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 250
Maximum Edges in a Connected Component : 544
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.400058
Graph Density : 0.00530962892256294
Modularity : 0.534831
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[11] http://www.citizen-statistician.org/2019/07/exploring-gt-with-user-2019-schedule/
[3] https://twitter.com/UseR2019_Conf/status/1146072033194840066
[3] https://twitter.com/UseR2019_Conf/status/1146685710273077248
[2] https://github.com/hallieswan/user_2019_scheduler
[2] https://connect.rstudioservices.com/content/331/user2019-schedule.html
[2] https://rstudio.github.io/reticulate/
[1] https://github.com/RinteRface/bs4Dash
[1] https://github.com/IndrajeetPatil/ggstatsplot/blob/master/README.md
[1] https://github.com/IndrajeetPatil/ggstatsplot/issues
[1] https://docs.google.com/document/d/1rYzWkjhyPH86SHnMJGyJcx-jBB_vnJ6C_EN7iUx4xpw/edit

Top URLs in Tweet in G1:
[2] https://twitter.com/UseR2019_Conf/status/1146685710273077248
[1] http://www.R-exams.org/general/cran_release_234/
[1] https://github.com/hallieswan/user_2019_scheduler
[1] http://www.citizen-statistician.org/2019/07/exploring-gt-with-user-2019-schedule/
[1] https://connect.rstudioservices.com/content/331/user2019-schedule.html
[1] https://twitter.com/citizenstat/status/1147627299367456769
[1] https://twitter.com/East_From_Eden/status/1147976682776608769
[1] https://bioconductor.org/packages/release/bioc/html/iSEE.html

Top URLs in Tweet in G2:
[1] http://www.citizen-statistician.org/2019/07/exploring-gt-with-user-2019-schedule/
[1] https://twitter.com/UseR2019_Conf/status/1146072033194840066
[1] https://github.com/RinteRface/bs4Dash
[1] https://github.com/IndrajeetPatil/ggstatsplot/blob/master/README.md
[1] https://github.com/IndrajeetPatil/ggstatsplot/issues
[1] https://connect.rstudioservices.com/content/331/user2019-schedule.html
[1] https://twitter.com/er13_r/status/1147900598953684994

Top URLs in Tweet in G3:
[1] https://twitter.com/UseR2019_Conf/status/1146685710273077248
[1] http://www.citizen-statistician.org/2019/07/exploring-gt-with-user-2019-schedule/

Top URLs in Tweet in G4:
[1] https://github.com/dmi3kno/polite

Top URLs in Tweet in G5:
[2] https://rstudio.github.io/reticulate/
[1] https://github.com/hallieswan/user_2019_scheduler
[1] https://twitter.com/UseR2019_Conf/status/1146072033194840066
[1] https://twitter.com/actutoulouse/status/1134759101295136768
[1] http://www.user2019.fr/organization/

Top URLs in Tweet in G6:
[8] http://www.citizen-statistician.org/2019/07/exploring-gt-with-user-2019-schedule/
[1] https://twitter.com/UseR2019_Conf/status/1146072033194840066
[1] https://github.com/anthonynorth/rscodeio

Top URLs in Tweet in G7:
[1] https://docs.ropensci.org/stplanr/reference/od_coords2line.html

Top URLs in Tweet in G8:
[1] https://twitter.com/TeebzR/status/1148140989904752640
[1] https://twitter.com/ZKamvar/status/1147953401688449025

Top URLs in Tweet in G10:
[1] https://twitter.com/UseR2019_Conf/status/1146788673234591744

Top Domains
Top Domains in Tweet in Entire Graph:
[14] twitter.com
[11] citizen-statistician.org
[7] github.com
[2] rstudioservices.com
[2] github.io
[1] google.com
[1] r-exams.org
[1] ropensci.org
[1] user2019.fr
[1] everythinghertz.com

Top Domains in Tweet in G1:
[4] twitter.com
[1] r-exams.org
[1] github.com
[1] citizen-statistician.org
[1] rstudioservices.com
[1] bioconductor.org

Top Domains in Tweet in G2:
[3] github.com
[2] twitter.com
[1] citizen-statistician.org
[1] rstudioservices.com

Top Domains in Tweet in G3:
[1] twitter.com
[1] citizen-statistician.org

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

Top Domains in Tweet in G5:
[2] twitter.com
[2] github.io
[1] github.com
[1] user2019.fr

Top Domains in Tweet in G6:
[8] citizen-statistician.org
[1] twitter.com
[1] github.com

Top Domains in Tweet in G7:
[1] ropensci.org

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

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[371] user2019
[182] rstats
[32] tidyverse
[29] toulouse
[13] tidydevday
[9] train2user
[7] rstatsfr
[6] r4epis
[6] rtats
[4] user



Top Hashtags in Tweet in G1:
[88] user2019
[38] rstats
[12] toulouse
[11] tidyverse
[5] train2user
[5] rtats
[5] rstatsfr
[3] music
[3] tidydevday
[2] uswnt

Top Hashtags in Tweet in G2:
[78] user2019
[54] rstats
[7] toulouse
[4] user
[4] sips2019
[3] tidyverse
[3] rladies
[2] rstatsfr
[2] train2user
[2] mlr

Top Hashtags in Tweet in G3:
[26] user2019
[4] tidydevday
[2] rstats
[1] environmentalscience
[1] mozilla
[1] tidyverse

Top Hashtags in Tweet in G4:
[24] rstats
[4] user2019
[1] tidyverse
[1] toulouse
[1] tidydevday

Top Hashtags in Tweet in G5:
[53] user2019
[14] rstats
[4] tidyverse
[3] tidydevday
[2] shiny
[2] train2user
[2] onditpainauchocolat
[2] python
[1] onthetrainagain
[1] githubactions

Top Hashtags in Tweet in G6:
[26] user2019
[12] rstats
[4] tidyverse
[1] rstudio
[1] toulouse
[1] tidydevday

Top Hashtags in Tweet in G7:
[20] rstats
[1] reproducible
[1] user2019

Top Hashtags in Tweet in G8:
[25] user2019
[13] rstats
[5] r4epis
[4] toulouse
[2] ebola
[2] tidyverse
[1] drc
[1] epitwitter
[1] outbreak

Top Hashtags in Tweet in G9:
[18] user2019
[2] toulouse
[1] disappointed
[1] bahalakasabuhaymo
[1] scotland
[1] summer
[1] ionos
[1] paris
[1] ddj
[1] dataviz

Top Hashtags in Tweet in G10:
[8] user2019
[1] rstatses

Top Words
Top Words in Tweet in Entire Graph:
[407] Words in Sentiment List#1: Positive
[74] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9733] Non-categorized Words
[10214] Total Words
[371] #user2019
[182] #rstats
[99] user2019_conf
[82] new
[75] ready

Top Words in Tweet in G1:
[88] #user2019
[64] user2019_conf
[38] #rstats
[30] ready
[28] r
[24] minebocek
[22] out
[21] toulouse
[21] talks
[21] up

Top Words in Tweet in G2:
[78] #user2019
[54] #rstats
[22] r
[18] toulouse
[17] looking
[16] user2019_conf
[12] way
[10] new
[10] hello
[10] conference

Top Words in Tweet in G3:
[26] #user2019
[22] everyone
[21] hi
[21] way
[21] honored
[21] thrilled
[21] giving
[21] opening
[21] keynote
[21] share

Top Words in Tweet in G4:
[46] new
[25] ready
[24] #rstats
[24] polite
[23] undergone
[23] significant
[23] improvements
[23] face
[23] world
[23] few

Top Words in Tweet in G5:
[53] #user2019
[14] #rstats
[11] day
[10] conference
[9] user2019_conf
[8] _colinfay
[6] team
[5] fun
[5] schedule
[5] up

Top Words in Tweet in G6:
[26] #user2019
[14] rstudio
[12] #rstats
[11] lookin'
[11] hipster
[11] theme
[11] make
[11] impression
[11] try
[11] man

Top Words in Tweet in G7:
[20] update
[20] #rstats
[20] transport
[20] planning
[20] package
[20] stplanr
[20] conversion
[20] origin
[20] destination
[20] data

Top Words in Tweet in G8:
[25] #user2019
[13] #rstats
[12] toulouse
[10] reconepi
[8] ready
[7] teebzr
[7] 7
[7] weeks
[7] goma
[7] couple

Top Words in Tweet in G9:
[18] #user2019
[6] toulouse
[5] way
[4] 00
[4] first
[3] see
[3] next
[3] again
[3] vs
[3] data

Top Words in Tweet in G10:
[9] comunidad
[9] r
[8] dos
[8] miembros
[8] nigeria
[8] les
[8] negaron
[8] visa
[8] podrán
[8] participar

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] way,#user2019
[31] #rstats,polite
[31] polite,undergone
[31] undergone,significant
[31] significant,improvements
[31] improvements,ready
[31] ready,face
[31] face,world
[31] world,few
[31] few,new

Top Word Pairs in Tweet in G1:
[20] many,great
[20] great,talks
[20] talks,coming
[20] coming,up
[20] up,user2019_conf
[20] user2019_conf,hard
[20] hard,time
[20] time,figuring
[20] figuring,out
[20] out,schedule

Top Word Pairs in Tweet in G2:
[8] way,#user2019
[7] #user2019,conference
[7] see,#rstats
[7] looking,forward
[6] #rstats,folks
[6] #rstats,#user2019
[6] #user2019,#rstats
[5] #rstats,#toulouse
[5] #user2019,looking
[4] hello,#rstats

Top Word Pairs in Tweet in G3:
[21] hi,everyone
[21] everyone,way
[21] way,#user2019
[21] #user2019,honored
[21] honored,thrilled
[21] thrilled,giving
[21] giving,opening
[21] opening,keynote
[21] keynote,share
[20] juliesquid,hi

Top Word Pairs in Tweet in G4:
[23] #rstats,polite
[23] polite,undergone
[23] undergone,significant
[23] significant,improvements
[23] improvements,ready
[23] ready,face
[23] face,world
[23] world,few
[23] few,new
[23] new,functions

Top Word Pairs in Tweet in G5:
[4] dev,day
[4] hallie,swan
[4] day,#user2019
[4] toulouse,#user2019
[3] conference,center
[3] slides,ready
[3] ready,#user2019
[3] #user2019,speech
[3] speech,show
[3] show,drawings

Top Word Pairs in Tweet in G6:
[11] lookin',hipster
[11] hipster,rstudio
[11] rstudio,theme
[11] theme,make
[11] make,impression
[11] impression,#user2019
[11] #user2019,try
[11] try,man
[11] man,tony's
[11] tony's,rscodeio

Top Word Pairs in Tweet in G7:
[20] update,#rstats
[20] #rstats,transport
[20] transport,planning
[20] planning,package
[20] package,stplanr
[20] stplanr,conversion
[20] conversion,origin
[20] origin,destination
[20] destination,data
[20] data,geographic

Top Word Pairs in Tweet in G8:
[7] 7,weeks
[7] weeks,goma
[7] goma,couple
[7] couple,days
[7] days,london
[7] london,heading
[7] heading,#user2019
[7] #user2019,toulouse
[7] toulouse,talk
[7] talk,#rstats

Top Word Pairs in Tweet in G9:
[4] toulouse,#user2019
[3] way,#user2019
[2] see,soon
[2] #user2019,toulouse
[2] vs,usa
[2] looking,forward
[2] forward,meeting

Top Word Pairs in Tweet in G10:
[9] comunidad,r
[8] dos,miembros
[8] miembros,comunidad
[8] r,nigeria
[8] nigeria,les
[8] les,negaron
[8] negaron,visa
[8] visa,podrán
[8] podrán,participar
[8] participar,#user2019

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@user2019_conf
@minebocek
@dmi3k
@juliesquid
@rstudio
@robinlovelace
@milesmcbain
@_lacion_
@adolfoalvarez
@romain_francois

Top Mentioned in G1:
@user2019_conf
@minebocek
@adolfoalvarez
@_lacion_
@dmi3k
@achimzeileis
@magdamojicam
@manueclaeys
@rstudio
@bjungbogati

Top Mentioned in G2:
@user2019_conf
@maxheld
@minebocek
@_lacion_
@qz
@rstudio
@dkopf
@czeildi
@csgillespie
@patilindrajeets

Top Mentioned in G3:
@juliesquid
@civicangela
@citizenstat
@rstudio
@jimhester_
@minebocek

Top Mentioned in G4:
@dmi3k
@rstudio
@user2019_conf
@civicangela

Top Mentioned in G5:
@user2019_conf
@_colinfay
@thinkr_fr
@statnmap
@rstudio
@minebocek
@romain_francois
@github
@er13_r
@adolfoalvarez

Top Mentioned in G6:
@rstudio
@milesmcbain
@citizenstat
@juliesquid
@dmi3k
@statnmap

Top Mentioned in G7:
@robinlovelace
@ropensci

Top Mentioned in G8:
@teebzr
@reconepi
@user2019_conf
@zkamvar
@hadleywickham
@categitau_
@msf_innovation
@msf
@aspina_epi
@adolfoalvarez

Top Mentioned in G10:
@r4ds_es

Top Tweeters
Top Tweeters in Entire Graph:
@flight_refunds
@db_bahn
@sncf
@znmeb
@claimcompanies
@qz
@iinderz
@bbbcccnnn
@hrbrmstr
@rstatstweet

Top Tweeters in G1:
@bbbcccnnn
@gorwayglobal
@aad34210
@dataandme
@pacoramon
@kaymagpie
@adolfoalvarez
@ma_salmon
@cantabile
@rstats4ds

Top Tweeters in G2:
@qz
@hrbrmstr
@rstatstweet
@jnjoiner
@kierisi
@jonthegeek
@alice_data
@sergiogarciamor
@patilindrajeets
@rladiesglobal

Top Tweeters in G3:
@becomingdatasci
@kirstie_j
@moh_fcis
@aneesha
@docfroehlich
@andyteucher
@voovarb
@r4dscommunity
@apreshill
@carleshf

Top Tweeters in G4:
@tangming2005
@samclifford
@elcep
@kerry_benjamin1
@junsongw
@monkmanmh
@dmi3k
@efe_gil
@thomas_mock
@tsonika

Top Tweeters in G5:
@db_bahn
@sncf
@digitalsphere33
@_colinfay
@etceterachong
@github
@ericasinx
@er13_r
@maxheld
@thinkr_fr

Top Tweeters in G6:
@trappedalien
@bluelantern92
@rmflight
@jhollist
@bass_analytics
@revodavid
@origin_hosting
@cdhowe
@milesmcbain
@riannone

Top Tweeters in G7:
@znmeb
@iinderz
@mdsumner
@sckottie
@reyman64
@mikerspencer
@nujcharee
@newurbangrit
@ropensci
@figuerosky

Top Tweeters in G8:
@hadleywickham
@fusionet24
@lornamariak
@msf
@zkamvar
@epi_twit
@categitau_
@cc_martell
@dragonflystats
@teebzr

Top Tweeters in G9:
@benfulton
@ngamita
@profjamescurran
@patrickstotz
@timsalabim3
@timradtke
@dernapo
@dzj_evalparse
@llbaker1707
@r_by_ryo

Top Tweeters in G10:
@raulcanay
@antonio23132075
@miangeltiz20
@talkr_es
@antoni_colom
@oranwutan
@r4ds_es
@rladiesvalpo


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