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TextMining Twitter NodeXL SNA Map and Report for Saturday, 30 November 2019 at 23:44 UTC (experimental version)
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From:
Marc_Smith
Uploaded on:
November 30, 2019
Short Description:
TextMining via NodeXL http://bit.ly/2OYWqG3
@knime
@chidambara09
@nvsdata
@meetupfr
@halle6ouest
@diad_sergio
@uk_healtex
@3rdienterprise
@elixireurope
@iandreafc

Top hashtags:
#textmining
#dataviz
#datasciencenantes
#analyse
#visualisation
#nlp
#datascience

Description:
Description
The graph represents a network of 169 Twitter users whose recent tweets contained "TextMining", 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 Saturday, 30 November 2019 at 23:45 UTC.

The tweets in the network were tweeted over the 8-day, 14-hour, 19-minute period from Thursday, 21 November 2019 at 23:00 UTC to Saturday, 30 November 2019 at 13:20 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 : 175
Unique Edges : 231
Edges With Duplicates : 117
Total Edges : 348
Number of Edge Types : 4
Mentions : 212
Retweet : 86
Tweet : 45
Replies to : 5
Self-Loops : 48
Reciprocated Vertex Pair Ratio : 0.0316742081447964
Reciprocated Edge Ratio : 0.0614035087719298
Connected Components : 50
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 30
Maximum Edges in a Connected Component : 111
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.328048
Graph Density : 0.00748768472906404
Modularity : 0.650713
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 169 Twitter users whose recent tweets contained "TextMining", 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 Saturday, 30 November 2019 at 23:45 UTC.

The tweets in the network were tweeted over the 8-day, 14-hour, 19-minute period from Thursday, 21 November 2019 at 23:00 UTC to Saturday, 30 November 2019 at 13:20 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 : TwitterSearch
Graph Term : TextMining
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:
[14] https://www.meetup.com/fr-FR/Data-Science-Nantes/events/266553717/
[5] https://textmining.userlocal.jp
[4] https://www.amazon.com/gp/product/1491981652?ie=UTF8&camp=213733&creative=393185&creativeASIN=1491981652&linkCode=shr&tag=amz0e61-20&linkId=YVULKZ2KMGPJFXGV&me=&qid=
[4] https://www.shorturl.at/ivwJ5
[4] https://brucepackard.com/just-parsing-through/
[3] http://healtex.org/healtac-2020/
[3] https://textmine.co
[3] https://www.knime.com/about/events/course-for-knime-analytics-platform-berlin-dec-2019
[2] https://textmining.userlocal.jp/sp
[2] https://www.uea.ac.uk/about/media-room/latest-news/-/asset_publisher/TxDw7rmyExpx/content/hack-to-the-future-norfolk-schoolchildren-learn-the-value-of-technology-through-moneyhack

Top URLs in Tweet in G1:
[5] https://textmining.userlocal.jp
[4] https://www.amazon.com/gp/product/1491981652?ie=UTF8&camp=213733&creative=393185&creativeASIN=1491981652&linkCode=shr&tag=amz0e61-20&linkId=YVULKZ2KMGPJFXGV&me=&qid=
[2] https://www.freelancer.com/projects/alvinlah_22530973.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://textmining.userlocal.jp/sp
[1] https://emotion-ai.userlocal.jp/documents/6fdc9330eeb5f8b25567e403751c924f/result
[1] https://emotion-ai.userlocal.jp/documents/68be582e98cacc2acf01f3312fd302c2/result
[1] https://www.datacamp.com/courses/intro-to-text-mining-bag-of-words?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[1] https://emotion-ai.userlocal.jp/documents/1c549753dc838119d002b561e7db7f07/result
[1] https://clearaction.com/customer-experience-text-mining-gold-nuggets/
[1] https://blog.360quadrants.com/2019/text-analytics/

Top URLs in Tweet in G2:
[3] http://healtex.org/healtac-2020/
[1] https://www.eventbrite.co.uk/e/healtexhdr-uk-workshop-on-natural-language-processing-tickets-83319477801
[1] https://www.hdruk.ac.uk/talent-training/hdr-uk-turing-phd-programme-funded-by-the-wellcome-trust/?_cldee=Z3dlcm4uaHl3ZWxAbWFuY2hlc3Rlci5hYy51aw%3D%3D&recipientid=contact-331b8ceda44fe811812670106faa95f1-7d74001c2ce84fbcbca525b16308b13b&esid=83591eb5-de0a-ea11-a811-002248070f4c

Top URLs in Tweet in G3:
[3] https://www.knime.com/about/events/course-for-knime-analytics-platform-berlin-dec-2019
[1] https://www.3rdisearch.com/product-tour
[1] https://www.garrnews.it/osservatorio-della-rete-20/678-rete-a-prova-di-futuro
[1] https://www.sciencedirect.com/science/article/abs/pii/S0148296319306356
[1] https://journals.plos.org/plosone/doi?id=10.1371/journal.pone.0225306

Top URLs in Tweet in G4:
[14] https://www.meetup.com/fr-FR/Data-Science-Nantes/events/266553717/
[1] http://ow.ly/cacu50xk5Wi
[1] http://ow.ly/7Z2M50xk5La
[1] https://twitter.com/diad_sergio/status/1199588687081857024

Top URLs in Tweet in G6:
[1] https://visatm.inist.fr/2019/11/26/les-ateliers-de-visa-tm-day/
[1] https://visatm.inist.fr/2019/11/18/rapports-publics-du-projet-visa-tm/
[1] https://visatm.inist.fr/2019/11/26/compte-rendu-de-latelier-futurs-utilisateurs-futures-utilisations/?fbclid=IwAR3rfKTniuAqcuF44SaH23jV08NAvYRyOvRR-GmLXTHQfIIO_5O4PdL-JzE

Top URLs in Tweet in G7:
[1] https://dhlab.philhist.unibas.ch/en/news-169/detail/news/doctoral-training-school-distant-reading-tools-and-methods/

Top URLs in Tweet in G8:
[1] https://towardsdatascience.com/text-classification-with-extremely-small-datasets-333d322caee2

Top URLs in Tweet in G10:
[1] https://www.todostartups.com/emprendedores/entrevistas/text-mining-social-y-vias-para-salvar-el-periodismo-en-el-open-expo-2019

Top Domains
Top Domains in Tweet in Entire Graph:
[14] meetup.com
[12] userlocal.jp
[9] twitter.com
[4] amazon.com
[4] shorturl.at
[4] brucepackard.com
[3] healtex.org
[3] ac.uk
[3] inist.fr
[3] textmine.co

Top Domains in Tweet in G1:
[12] userlocal.jp
[4] twitter.com
[4] amazon.com
[2] freelancer.com
[2] linkedin.com
[1] datacamp.com
[1] clearaction.com
[1] 360quadrants.com
[1] acall.jp
[1] thedigitalgroup.com

Top Domains in Tweet in G2:
[3] healtex.org
[1] co.uk
[1] ac.uk

Top Domains in Tweet in G3:
[3] knime.com
[1] 3rdisearch.com
[1] garrnews.it
[1] sciencedirect.com
[1] plos.org

Top Domains in Tweet in G4:
[14] meetup.com
[2] ow.ly
[1] twitter.com

Top Domains in Tweet in G6:
[3] inist.fr

Top Domains in Tweet in G7:
[1] unibas.ch

Top Domains in Tweet in G8:
[1] towardsdatascience.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[77] textmining
[35] dataviz
[34] datasciencenantes
[31] analyse
[27] visualisation
[25] nlp
[23] datascience
[18] textanalytics
[16] donnéestextuelles
[16] langagenaturel



Top Hashtags in Tweet in G1:
[18] textmining
[5] 感情認識ai
[2] textanalytics
[2] insights
[2] machinelearning
[2] sentimentanalysis
[2] python
[2] datascience
[2] dataanalytics
[2] bigdata

Top Hashtags in Tweet in G2:
[5] textmining
[4] healtac2020
[3] datasaveslives
[3] phd
[2] healtex
[2] digitalhealth
[2] nlproc

Top Hashtags in Tweet in G3:
[10] bigdata
[8] knime
[8] berlin
[8] analytics
[7] textmining
[4] enterprisesearch
[4] textanalysis
[4] semantics
[4] technology
[4] ai

Top Hashtags in Tweet in G4:
[34] dataviz
[34] datasciencenantes
[31] analyse
[27] visualisation
[16] donnéestextuelles
[16] datascience
[16] textmining
[16] langagenaturel
[16] nlp
[16] textanalytics

Top Hashtags in Tweet in G5:
[6] bh2019europe
[4] textmining
[4] graphdb
[1] raredisease
[1] beaconapi
[1] cnvs
[1] training
[1] gallantries
[1] beacons
[1] bioinformatics

Top Hashtags in Tweet in G6:
[7] visatmday
[5] visatm
[2] fouilledetextes
[2] tdm
[2] textmining
[1] istex
[1] termscience
[1] agroportal
[1] alvis
[1] openminted

Top Hashtags in Tweet in G7:
[3] swissuniversities
[1] distantreading
[1] corpusmodeling

Top Hashtags in Tweet in G8:
[6] nlproc
[1] textmining

Top Hashtags in Tweet in G9:
[1] tdm
[1] textmining
[1] myfavoriteholiday

Top Hashtags in Tweet in G10:
[3] openexpo19
[1] bigdata
[1] textmining
[1] transformacióndigital
[1] periodismo

Top Words
Top Words in Tweet in Entire Graph:
[96] Words in Sentiment List#1: Positive
[3] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[4248] Non-categorized Words
[4347] Total Words
[141] #textmining
[50] #datascience
[43] #nlp
[36] #textanalytics
[35] #dataviz

Top Words in Tweet in G1:
[19] #textmining
[7] python
[5] は
[5] #感情認識ai
[5] テキストマイニング
[5] 結果詳細は
[5] data
[5] approach
[5] text
[5] mining

Top Words in Tweet in G2:
[18] training
[16] #textmining
[14] 2020
[14] #datasaveslives
[13] london
[12] hdr_uk
[11] healthcare
[11] text
[11] #healtex
[9] event

Top Words in Tweet in G3:
[19] #textmining
[18] #bigdata
[16] knime
[8] hosting
[8] week
[8] #knime
[8] courses
[8] #berlin
[8] december
[8] 13

Top Words in Tweet in G4:
[35] #datascience
[35] #textmining
[34] meetupfr
[34] #dataviz
[34] #datasciencenantes
[34] #analyse
[34] #visualisation
[34] #donnéestextuelles
[34] venez
[34] nombreux

Top Words in Tweet in G5:
[6] #bh2019europe
[4] #textmining
[4] scientific
[4] papers
[4] featuring
[4] europepmc_news
[4] bioschemas
[4] lj_garcia
[4] #graphdb
[3] projects

Top Words in Tweet in G6:
[7] cr
[7] #visatmday
[7] inist_cnrs
[7] clairenedellec
[5] #visatm
[5] infrastructure
[5] #fouilledetextes
[5] #tdm
[5] #textmining
[4] petit

Top Words in Tweet in G7:
[3] christmas
[3] hanukka
[3] well
[3] #swissuniversities
[3] training
[3] school
[3] 12
[3] 13
[3] december
[3] dhlabbasel

Top Words in Tweet in G8:
[12] small
[12] really
[6] read
[6] blogpost
[6] text
[6] classification
[6] extremely
[6] datasets
[6] anirudh
[6] shenoy

Top Words in Tweet in G9:
[8] jstor
[8] family
[4] playing
[4] portico
[4] tdm
[4] pilot
[4] keyword
[4] search
[4] texts
[4] thanksgiving

Top Words in Tweet in G10:
[3] semana
[3] compartiremos
[3] nueva
[3] entrevista
[3] #openexpo19
[3] pasada
[3] recordamos
[3] realizó
[3] equipo
[3] todostartups

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[35] #datascience,#textmining
[34] #analyse,#visualisation
[34] #visualisation,#donnéestextuelles
[34] #donnéestextuelles,venez
[34] venez,nombreux
[34] #textmining,#langagenaturel
[34] #langagenaturel,#nlp
[34] #nlp,#textanalytics
[31] meetupfr,#dataviz
[31] #dataviz,#datasciencenantes

Top Word Pairs in Tweet in G1:
[5] #感情認識ai,テキストマイニング
[5] テキストマイニング,結果詳細は
[5] text,mining
[4] は,好きの感情が強い文章です
[4] 好きの感情が強い文章です,#感情認識ai
[4] mining,tidy
[4] tidy,approach
[4] approach,#textmining
[2] help,python
[2] python,assignment

Top Word Pairs in Tweet in G2:
[14] #datasaveslives,#textmining
[11] healthcare,text
[11] 2020,london
[11] #healtex,#datasaveslives
[9] training,event
[9] event,experimental
[9] experimental,design
[9] design,publication
[9] publication,basic
[9] basic,skill

Top Word Pairs in Tweet in G3:
[8] hosting,week
[8] week,#knime
[8] #knime,courses
[8] courses,#berlin
[8] #berlin,december
[8] december,13
[8] 13,2019
[8] 2019,topics
[8] topics,covered
[8] covered,include

Top Word Pairs in Tweet in G4:
[34] #analyse,#visualisation
[34] #visualisation,#donnéestextuelles
[34] #donnéestextuelles,venez
[34] venez,nombreux
[34] #datascience,#textmining
[34] #textmining,#langagenaturel
[34] #langagenaturel,#nlp
[34] #nlp,#textanalytics
[31] meetupfr,#dataviz
[31] #dataviz,#datasciencenantes

Top Word Pairs in Tweet in G5:
[4] #textmining,scientific
[4] scientific,papers
[4] papers,featuring
[4] featuring,europepmc_news
[4] europepmc_news,bioschemas
[4] bioschemas,lj_garcia
[4] lj_garcia,#bh2019europe
[4] #bh2019europe,#graphdb

Top Word Pairs in Tweet in G6:
[5] #tdm,#textmining
[4] petit,cr
[4] cr,l'atelier
[4] l'atelier,futures
[4] futures,utilisations
[4] utilisations,textmining
[4] textmining,lors
[4] lors,journée
[4] journée,#visatmday
[4] #visatmday,où

Top Word Pairs in Tweet in G7:
[3] christmas,hanukka
[3] hanukka,well
[3] well,#swissuniversities
[3] #swissuniversities,training
[3] training,school
[3] school,12
[3] 12,13
[3] 13,december
[3] december,dhlabbasel
[3] dhlabbasel,ubbasel

Top Word Pairs in Tweet in G8:
[6] read,blogpost
[6] blogpost,text
[6] text,classification
[6] classification,extremely
[6] extremely,small
[6] small,datasets
[6] datasets,anirudh
[6] anirudh,shenoy
[6] shenoy,machine
[6] machine,learning

Top Word Pairs in Tweet in G9:
[4] playing,jstor
[4] jstor,portico
[4] portico,tdm
[4] tdm,pilot
[4] pilot,keyword
[4] keyword,search
[4] search,texts
[4] texts,thanksgiving
[4] thanksgiving,1900
[4] 1900,2019

Top Word Pairs in Tweet in G10:
[3] semana,compartiremos
[3] compartiremos,nueva
[3] nueva,entrevista
[3] entrevista,#openexpo19
[3] #openexpo19,pasada
[3] pasada,recordamos
[3] recordamos,realizó
[3] realizó,equipo
[3] equipo,todostartups
[3] todostartups,tomasarodrigo

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@meetupfr
@halle6ouest
@hdr_uk
@uk_healtex
@inist_cnrs
@clairenedellec
@eu_sciencehub
@ftanlong
@opscidia
@inra_france

Top Mentioned in G2:
@hdr_uk
@uk_healtex
@turinginst
@wellcometrust
@__sumithra__
@kbontcheva

Top Mentioned in G3:
@eu_sciencehub
@ftanlong
@fortunemagazine
@plosone

Top Mentioned in G4:
@meetupfr
@halle6ouest
@franckytrichet

Top Mentioned in G5:
@europepmc_news
@bioschemas
@lj_garcia
@galaxyproject
@intermineorg
@jalview
@eosclife
@commonwl
@bio_dot_tools

Top Mentioned in G6:
@inist_cnrs
@clairenedellec
@opscidia
@inra_france
@sopaubin
@jonquet_lirmm
@rbossy3

Top Mentioned in G7:
@dhlabbasel
@ubbasel
@unibasel
@unineuchatel
@unil
@eucor

Top Mentioned in G9:
@jstor
@portico_digital

Top Mentioned in G10:
@todostartups
@tomasarodrigo
@mendez

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@fintechna
@fortunemagazine
@akdm_bot
@justbementalist
@thecuriousluke
@rstatstweet
@1simplejob
@els_hinderink
@manojmayogi

Top Tweeters in G1:
@1simplejob
@dd_fafa_
@dd_nana_
@caryuryum
@resumex88
@clearaction
@jadirectivestwt
@yueyuppy
@kiwa__hirsuta
@ralphturchiano

Top Tweeters in G2:
@wellcometrust
@hywelm
@turinginst
@rawsthornemat
@mkrallinger
@noel_kennedy
@hdr_uk
@kbontcheva
@drelizabethford
@tobyreed_

Top Tweeters in G3:
@chidambara09
@fortunemagazine
@akdm_bot
@thomashilbig2
@about_big_data
@jeremy972i
@eu_sciencehub
@plosone
@knime
@_cocobot

Top Tweeters in G4:
@justbementalist
@nvsdata
@bigdata_fr
@analyticsfrance
@datascientistsf
@franckytrichet
@diad_sergio
@ravisiswaliya
@meetupfr
@f_brossard

Top Tweeters in G5:
@jtedds
@galaxyproject
@ifb_bioinfo
@elixireurope
@europepmc_news
@intermineorg
@jalview
@bioschemas
@commonwl
@lj_garcia

Top Tweeters in G6:
@amarois
@inra_france
@inist_cnrs
@chinoup
@sylvain_massip
@sopaubin
@letailli
@jonquet_lirmm
@opscidia
@clairenedellec

Top Tweeters in G7:
@unil
@unineuchatel
@unibasel
@jberenike
@gerhardlauer
@ubbasel
@eucor
@dhlabbasel

Top Tweeters in G8:
@jamessjaalman
@suzan
@aolieman
@tmleiden
@ottotos
@annedirkson

Top Tweeters in G9:
@sheilamorr
@jstor
@abhumphreys
@issn_ic
@amyplusfour
@portico_digital

Top Tweeters in G10:
@manojmayogi
@todostartups
@openexpoeurope
@mendez
@robotkiller10
@tomasarodrigo


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