kmiou, Twitter, 3/25/2020 5:47:27 AM, 223649


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kmiou_2020-03-24_18-50-48.xlsx
kmiou_2020-03-24_18-50-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 25, 2020
Short Description:
kmiou via NodeXL https://bit.ly/39cB6EY
@kmiou
@enridaga
@johndmk
@del4all
@miriam_fs
@ecologyannie
@oucomputing
@eureadit
@openuniversity
@iocoding

Top hashtags:
#blockchain
#phd
#iocconference2020
#education
#crypto
#university
#blockchained
#universidad
#highered

Description:
Description
The graph represents a network of 350 Twitter users whose tweets in the requested range contained "kmiou", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 25 March 2020 at 01:51 UTC.

The requested start date was Wednesday, 25 March 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 83-day, 0-hour, 16-minute period from Wednesday, 01 January 2020 at 09:01 UTC to Tuesday, 24 March 2020 at 09:17 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 : 350
Unique Edges : 661
Edges With Duplicates : 828
Total Edges : 1489
Number of Edge Types : 4
Mentions : 564
MentionsInRetweet : 832
Tweet : 48
Replies to : 45
Self-Loops : 48
Reciprocated Vertex Pair Ratio : 0.0997375328083989
Reciprocated Edge Ratio : 0.181384248210024
Connected Components : 3
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 347
Maximum Edges in a Connected Component : 1482
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.630264
Graph Density : 0.00686041751944331
Modularity : 0.308252
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 350 Twitter users whose tweets in the requested range contained "kmiou", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 25 March 2020 at 01:51 UTC.

The requested start date was Wednesday, 25 March 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 83-day, 0-hour, 16-minute period from Wednesday, 01 January 2020 at 09:01 UTC to Tuesday, 24 March 2020 at 09:17 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 : kmiou
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:
[27] https://medium.com/@eraser/a-blockchain-based-decentralised-university-ed87cb274829?source=friends_link&sk=7c621b0751fe0ca4ee2c05dab0979c51
[14] https://instituteofcoding.org/about/team/
[7] https://analyse.kmi.open.ac.uk/
[6] https://www.facebook.com/kmistadium/
[6] http://kmi.open.ac.uk/jobs/16999
[5] https://twitter.com/QualiChain/status/1187688074471280640
[3] https://skg.kmi.open.ac.uk/SKG2020/
[3] https://instituteofcoding.org/courses/search/
[3] https://adecentweb.org/events/decentralised-web-symposium/
[3] https://stadium.open.ac.uk/stadia/preview.php?s=29&whichevent=3499&option=both&record=0

Top URLs in Tweet in G1:
[6] https://www.facebook.com/kmistadium/
[4] http://kmi.open.ac.uk/jobs/16999
[3] https://skg.kmi.open.ac.uk/SKG2020/
[2] https://twitter.com/DenbighSchoolMK/status/1232349541246144516
[2] https://twitter.com/Co_Inform
[2] https://instituteofcoding.org/about/team/
[2] https://iswc2020.semanticweb.org/calls/call-for-challenge-proposals/
[2] https://allevents.in/wien/decentralized-web-symposium/1000085846193275
[2] https://twitter.com/QualiChain/status/1187688074471280640
[2] https://twitter.com/OUBelfast/status/1218080763658280960

Top URLs in Tweet in G2:
[12] https://instituteofcoding.org/about/team/
[2] https://twitter.com/kmiou/status/1231868399845769216
[2] http://www.open.ac.uk/about/employment/vacancies/phd-studentships-computer-science-and-informatics-phdc-s-i
[2] https://twitter.com/Siwan_Smith1/status/1232650187266543617
[2] https://www.open.edu/openlearn/science-maths-technology/computing-ict/discovering-computer-networks-hands-on-the-open-networking-lab/content-section-overview
[2] https://instituteofcoding.org/courses/search/
[1] https://www.youtube.com/watch?v=SRurEXvwCSQ&list=PLar-D-A84stjbe7yIeE3oYjD9-OhO02eb

[1] http://ow.ly/Qvvd50y6X4s
[1] http://ow.ly/ugo950y2Oli
[1] https://twitter.com/kmiou/status/1232341936444518400

Top URLs in Tweet in G3:
[27] https://medium.com/@eraser/a-blockchain-based-decentralised-university-ed87cb274829?source=friends_link&sk=7c621b0751fe0ca4ee2c05dab0979c51
[3] https://adecentweb.org/events/decentralised-web-symposium/
[3] https://twitter.com/QualiChain/status/1187688074471280640
[2] https://www.slideshare.net/johndomingue/the-future-of-semantics-on-the-web
[1] https://twitter.com/BBCArchive/status/1213037283575652353
[1] https://twitter.com/eswc_conf/status/1213109396332519425
[1] https://twitter.com/kmiou/status/1214109563236036608
[1] https://twitter.com/IoCoding/status/1213490612953063424
[1] https://twitter.com/IoCoding/status/1232231692867338240
[1] https://qualichain-project.eu/kicking-off-the-decentralised-web/

Top URLs in Tweet in G4:
[3] https://stadium.open.ac.uk/stadia/preview.php?s=29&whichevent=3499&option=both&record=0
[1] http://kmi.open.ac.uk/news/article/19073
[1] http://kmi.open.ac.uk/news/19625
[1] https://twitter.com/petrknoth/status/1234934782187966464
[1] https://www.the-scientist.com/news-opinion/2019-was-big-for-academic-publishing--heres-our-year-in-review-66877
[1] https://blog.core.ac.uk/2019/12/16/959/
[1] https://blog.scholasticahq.com/post/oa-in-mainstream/
[1] https://twitter.com/UfiTrust/status/1216695698609012736
[1] https://core.ac.uk/
[1] http://kmi.open.ac.uk/

Top URLs in Tweet in G5:
[1] https://twitter.com/BBCArchive/status/1213037283575652353
[1] http://kmi.open.ac.uk/studentships/vacancies/#daga
[1] https://www.slideshare.net/enricodaga/linked-data-for-knowledge-curation-in-humanities-research

Top URLs in Tweet in G6:
[7] https://analyse.kmi.open.ac.uk/
[1] http://kmi.open.ac.uk/people/member/prashant-khare
[1] http://www.open.ac.uk/about/employment/vacancies/marie-curie-early-stage-researcher-17044
[1] http://www.open.ac.uk/about/employment/vacancies/data-engineer-kmi-17237
[1] http://oro.open.ac.uk/69799/1/Fernandez_Alani_final_pdf.pdf
[1] http://kmi.open.ac.uk/jobs/16999

Top URLs in Tweet in G7:
[1] https://twitter.com/ies_london/status/1220396290443567104

Top URLs in Tweet in G9:
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41559-019-1079-8

Top Domains
Top Domains in Tweet in Entire Graph:
[46] twitter.com
[42] ac.uk
[29] medium.com
[22] instituteofcoding.org
[6] facebook.com
[5] co.uk
[5] bit.ly
[5] qualichain-project.eu
[4] adecentweb.org
[4] ow.ly

Top Domains in Tweet in G1:
[17] twitter.com
[15] ac.uk
[6] facebook.com
[6] instituteofcoding.org
[4] bit.ly
[3] qualichain-project.eu
[2] semanticweb.org
[2] allevents.in
[2] ow.ly
[1] list-manage.com

Top Domains in Tweet in G2:
[16] instituteofcoding.org
[14] twitter.com
[5] co.uk
[4] ac.uk
[3] open.edu
[2] youtube.com
[2] ow.ly
[1] instagram.com
[1] bit.ly
[1] buff.ly

Top Domains in Tweet in G3:
[28] medium.com
[8] twitter.com
[4] adecentweb.org
[2] slideshare.net
[2] qualichain-project.eu
[1] ac.uk
[1] ieee.org
[1] wikipedia.org
[1] litemap.net
[1] debatehub.net

Top Domains in Tweet in G4:
[8] ac.uk
[3] twitter.com
[1] the-scientist.com
[1] scholasticahq.com
[1] blogspot.com
[1] arxiv.org

Top Domains in Tweet in G5:
[1] twitter.com
[1] ac.uk
[1] slideshare.net

Top Domains in Tweet in G6:
[12] ac.uk

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[54] blockchain
[47] phd
[42] iocconference2020
[41] education
[29] crypto
[28] university
[28] blockchained
[28] universidad
[28] highered
[27] blockchaineducation



Top Hashtags in Tweet in G1:
[16] iocconference2020
[13] ctrlyourfuture
[13] lifelonglearning
[13] blockchain
[12] digitalskillsmatter
[11] misinformation
[9] socialmedia
[9] dids
[9] education
[8] h2020

Top Hashtags in Tweet in G2:
[19] iocconference2020
[13] ctrlyourfuture
[12] coding
[10] phd
[10] digitalskillsmatter
[9] digitalskills
[9] phdchat
[9] opportunities
[9] computing
[4] blockchain

Top Hashtags in Tweet in G3:
[36] blockchain
[31] education
[29] crypto
[28] university
[28] blockchained
[28] universidad
[28] highered
[27] blockchaineducation
[27] cryptocurrency
[27] fintech

Top Hashtags in Tweet in G4:
[4] openaccess
[2] reader
[2] oa
[1] covid19
[1] blockchain
[1] raspberrypi
[1] iocconference2020
[1] academicpublishing
[1] plans
[1] research

Top Hashtags in Tweet in G5:
[17] phd
[17] linkeddata
[2] readit
[1] culturalheritage
[1] covid_19

Top Hashtags in Tweet in G6:
[11] phd
[10] artificialintelligence
[1] kmi_seminar
[1] nlproc
[1] linkeddata
[1] kmijobs
[1] iocconference2020
[1] cake
[1] bakeoff

Top Hashtags in Tweet in G7:
[20] readit
[6] covid_19
[1] phd
[1] linkeddata

Top Hashtags in Tweet in G8:
[1] digitaltransformation
[1] education
[1] openlearn
[1] futurelearn
[1] blueplanet
[1] opendata
[1] dataanalytics

Top Hashtags in Tweet in G9:
[1] xpolli
[1] naturenetwork

Top Hashtags in Tweet in G10:
[2] iocconference2020
[1] girlsinstem
[1] stemettesbirthday
[1] womeninstem
[1] lifelonglearning

Top Words
Top Words in Tweet in Entire Graph:
[457] Words in Sentiment List#1: Positive
[63] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[12414] Non-categorized Words
[12934] Total Words
[296] kmiou
[134] johndmk
[132] openuniversity
[110] decentralised
[95] university

Top Words in Tweet in G1:
[41] kmiou
[40] iocoding
[29] adecentweb
[25] 2020
[20] more
[19] web
[19] johndmk
[19] symposium
[18] oucomputing
[16] #iocconference2020

Top Words in Tweet in G2:
[67] oucomputing
[61] kmiou
[40] iocoding
[23] partners
[22] ou_stem
[21] collaborating
[21] great
[19] #iocconference2020
[17] openuniversity
[14] education

Top Words in Tweet in G3:
[111] kmiou
[105] johndmk
[96] decentralised
[84] john
[84] domingue
[82] openuniversity
[81] university
[80] blockchain
[79] based
[79] tedxopenuniversity

Top Words in Tweet in G4:
[28] kmiou
[10] carlmalamud
[9] together
[9] petrknoth
[9] oacore
[8] davejavupride
[7] excited
[6] workshop
[6] scholarly
[6] document

Top Words in Tweet in G5:
[24] enridaga
[23] linked
[23] data
[19] interested
[17] #phd
[17] position
[17] open
[17] lab
[17] talented
[17] student

Top Words in Tweet in G6:
[23] kmiou
[17] opportunity
[14] miriam_fs
[14] halani
[11] #phd
[11] openuniversity
[10] rare
[10] bias
[10] #artificialintelligence
[10] earning

Top Words in Tweet in G7:
[20] eureadit
[20] #readit
[20] workshop
[20] friday
[20] 20th
[20] march
[14] part
[14] exciting
[14] conference
[14] please

Top Words in Tweet in G8:
[3] johndmk
[2] openuniversity

Top Words in Tweet in G9:
[9] ecologyannie
[9] international
[9] scientists
[9] formulate
[9] roadmap
[9] insect
[9] conservation
[9] recovery
[9] enhancing
[9] citizen

Top Words in Tweet in G10:
[4] iocoding
[3] digital
[3] data
[3] more
[2] stemettes
[2] coding
[2] love
[2] soraya
[2] aimafidon
[2] one

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[96] kmiou,openuniversity
[90] john,domingue
[88] domingue,johndmk
[85] johndmk,kmiou
[81] blockchain,based
[81] based,decentralised
[81] decentralised,university
[81] university,john
[81] openuniversity,tedxopenuniversity
[54] eraser,blockchain

Top Word Pairs in Tweet in G1:
[10] #ctrlyourfuture,#digitalskillsmatter
[10] adecentweb,symposium
[8] looking,forward
[8] decentralised,web
[8] join,team
[8] iocoding,#iocconference2020
[7] #misinformation,#socialmedia
[7] #digitalskillsmatter,#diversityintech
[7] #diversityintech,#lifelonglearning
[7] #decentralisedweb,#dids

Top Word Pairs in Tweet in G2:
[34] oucomputing,kmiou
[21] partners,iocoding
[19] kmiou,ou_stem
[15] kmiou,collaborating
[14] oucomputing,oucomputing
[13] education,partners
[12] collaborating,education
[12] iocoding,#coding
[10] ou_stem,openuniversity
[10] kmiou,great

Top Word Pairs in Tweet in G3:
[84] john,domingue
[84] domingue,johndmk
[82] kmiou,openuniversity
[81] johndmk,kmiou
[79] blockchain,based
[79] based,decentralised
[79] decentralised,university
[79] university,john
[79] openuniversity,tedxopenuniversity
[52] eraser,blockchain

Top Word Pairs in Tweet in G4:
[6] excited,workshop
[6] workshop,scholarly
[6] scholarly,document
[6] document,processing
[6] processing,emnlp2020
[6] emnlp2020,bringing
[6] bringing,together
[6] together,network
[5] petrknoth,excited
[5] davejavupride,kmiou

Top Word Pairs in Tweet in G5:
[23] linked,data
[17] #phd,position
[17] position,open
[17] open,lab
[17] lab,talented
[17] talented,student
[17] student,interested
[17] interested,distributed
[17] distributed,linked
[17] data,cultural

Top Word Pairs in Tweet in G6:
[10] rare,opportunity
[10] opportunity,#phd
[10] #phd,bias
[10] bias,#artificialintelligence
[10] #artificialintelligence,earning
[10] earning,45k
[10] 45k,allowances
[10] allowances,kmiou
[10] kmiou,openuniversity
[9] halani,rare

Top Word Pairs in Tweet in G7:
[20] #readit,workshop
[20] workshop,friday
[20] friday,20th
[20] 20th,march
[14] march,part
[14] part,exciting
[14] exciting,conference
[14] conference,please
[14] please,register
[14] register,join

Top Word Pairs in Tweet in G9:
[9] international,scientists
[9] scientists,formulate
[9] formulate,roadmap
[9] roadmap,insect
[9] insect,conservation
[9] conservation,recovery
[9] recovery,enhancing
[9] enhancing,citizen
[9] citizen,science
[9] science,projects

Top Word Pairs in Tweet in G10:
[2] big,data
[2] kmiou,learning
[2] learning,companies
[2] companies,creating
[2] creating,more
[2] more,diverse
[2] diverse,digital
[2] digital,workforce
[2] workforce,incredibly
[2] incredibly,interesting

Top Replied-To
Top Replied-To in Entire Graph:
@davejavupride
@kmiou
@anna_de_liddo
@enridaga
@k_kmiou_t
@eureadit
@lancsdighum
@halani
@oucomputing
@raspberry_pi

Top Replied-To in G1:
@anna_de_liddo
@therehn
@kaysoclearn
@kmiou
@angelosalatino

Top Replied-To in G2:
@kmiou

Top Replied-To in G3:
@kmiou
@anna_de_liddo
@johndmk
@rubenverborgh
@spencando
@eraser

Top Replied-To in G4:
@davejavupride
@oucomputing
@itschrissanders
@raspberry_pi
@oacore
@carlmalamud
@stevenhill

Top Replied-To in G5:
@enridaga
@lancsdighum

Top Replied-To in G6:
@halani
@kmiou
@davejavupride
@hockeyshooter

Top Replied-To in G7:
@eureadit
@hamilton_papers

Top Replied-To in G9:
@ecologyannie

Top Mentioned
Top Mentioned in Entire Graph:
@kmiou
@johndmk
@openuniversity
@iocoding
@eraser
@oucomputing
@adecentweb
@ou_stem
@enridaga
@eureadit

Top Mentioned in G1:
@iocoding
@kmiou
@adecentweb
@johndmk
@ou_stem
@co_inform
@openuniversity
@oucomputing
@anna_de_liddo
@rubenverborgh

Top Mentioned in G2:
@kmiou
@oucomputing
@iocoding
@ou_stem
@openuniversity
@neilmilliken
@blockchainou
@davejavupride
@bbcradio4
@chitrabalakris5

Top Mentioned in G3:
@kmiou
@johndmk
@openuniversity
@eraser
@adecentweb
@anna_de_liddo
@rubenverborgh
@iocoding
@brit_blockchain
@peacekeeper

Top Mentioned in G4:
@kmiou
@petrknoth
@emnlp2020
@carlmalamud
@oacore
@iocoding
@openuniversity
@jisc
@davejavupride
@hockeyshooter

Top Mentioned in G5:
@enridaga
@kmiou
@lancasterhistor
@lancsdighum
@dh_ou
@isdsou
@johndmk
@eureadit
@mhlosta
@davejavupride

Top Mentioned in G6:
@kmiou
@miriam_fs
@halani
@openuniversity
@prash_khare
@agnes
@nobias_itn
@mhlosta
@oustudents
@ou_stem

Top Mentioned in G7:
@eureadit
@in2
@ies_london
@in2_tweet
@drsallybd
@dmndkng
@ouvry_vial
@ou_fass
@dh_ou
@kmiou

Top Mentioned in G8:
@johndmk
@openuniversity
@martel_innovate
@3clmt
@fraunhofer
@dsmeu
@rehladak
@alexgrech
@moniquecalisti
@lamprinik14

Top Mentioned in G9:
@ecologyannie
@opalnature
@natgeo
@ltl_news
@kmiou
@seed_ball

Top Mentioned in G10:
@iocoding
@aimafidon
@deloitteuk
@kmiou
@shilp
@stemettes
@timandraharknes
@googleuk
@btgroup

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@eraser
@calcaware
@akwyz
@justbementalist
@thetimes
@codedailybot
@juliebhunt

Top Tweeters in G1:
@leaderrepeater
@fr
@kaysoclearn
@angelosalatino
@cisconetacad
@findingada
@stephenserjeant
@stiruni
@helenmilner
@cordis_eu

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@calcaware
@akwyz
@thetimes
@codedailybot
@neilmilliken
@bbcradio4
@nogbad

Top Tweeters in G3:
@eraser
@greentechdon
@gagnelegal
@markj_ohnson
@cmdatascoop
@interfima
@billatnapier
@msaunby
@verenanz
@twigwam

Top Tweeters in G4:
@adafruit
@stressed_local
@carlmalamud
@recantha
@raspberry_pi
@cottinstef
@rmounce
@jisc
@average_maker
@arduino

Top Tweeters in G5:
@juliebhunt
@emekaokoye
@edularity
@perlineamvalli
@true_mxp
@aaranged
@brimwats
@eltonteb
@paregorios
@stuartbrown

Top Tweeters in G6:
@oustudents
@hockeyshooter
@mrowebot
@mijaspao
@vrandezo
@ch_koula
@tutorbradley
@entoutsi
@saqibali_ca
@idafensp

Top Tweeters in G7:
@onlinereaders1
@ies_london
@shaf_towheed
@ou_fass
@dmndkng
@crulph
@sharporg
@rhymesontheroad
@drsallybd
@loradeets

Top Tweeters in G8:
@dsmeu
@eu_commission
@bbc
@fraunhofer
@moniquecalisti
@martel_innovate
@alexgrech
@dlearningeu
@3clmt
@rehladak

Top Tweeters in G9:
@justbementalist
@natgeo
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@bligh_anne
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Top Tweeters in G10:
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