datasteward, Twitter, 10/31/2019 3:35:32 PM, 214894


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datasteward_2019-10-31_08-31-13.xlsx
datasteward_2019-10-31_08-31-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 31, 2019
Short Description:
datasteward via NodeXL http://bit.ly/2WvczWV
@fairsfair_eu
@fdmhildesheim
@gofairofficial
@martateperek
@dtl_nl
@aetudelft
@datavault_uk
@tullemich
@zonmw
@opensilex

Top hashtags:
#datasteward
#casestudy
#ceo
#cfo
#cio
#cdo
#datagovernance
#business
#data
#financial

Description:
Description
The graph represents a network of 180 Twitter users whose tweets in the requested range contained "datasteward", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 31 October 2019 at 15:31 UTC.

The requested start date was Thursday, 31 October 2019 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 90-day, 9-hour, 19-minute period from Thursday, 01 August 2019 at 06:40 UTC to Wednesday, 30 October 2019 at 16:00 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 : 180
Unique Edges : 236
Edges With Duplicates : 1367
Total Edges : 1603
Number of Edge Types : 3
Mentions : 376
Tweet : 1225
Replies to : 2
Self-Loops : 1225
Reciprocated Vertex Pair Ratio : 0.0375
Reciprocated Edge Ratio : 0.072289156626506
Connected Components : 23
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 102
Maximum Edges in a Connected Component : 1310
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.16177
Graph Density : 0.00772811918063315
Modularity : 0.14091
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 180 Twitter users whose tweets in the requested range contained "datasteward", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 31 October 2019 at 15:31 UTC.

The requested start date was Thursday, 31 October 2019 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 90-day, 9-hour, 19-minute period from Thursday, 01 August 2019 at 06:40 UTC to Wednesday, 30 October 2019 at 16:00 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 : datasteward
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[186] http://www.data-vault.co.uk/data-stewards-gdpr-ambassadors-infographic/
[182] http://www.data-vault.co.uk/gdpr-training/
[181] https://www.data-vault.co.uk/case-studies/#financial
[181] https://www.data-vault.co.uk/case-studies/#loyalty
[181] https://www.data-vault.co.uk/case-studies/#gov2
[180] https://www.data-vault.co.uk/case-studies/#retail
[180] https://www.data-vault.co.uk/case-studies/#gov1
[91] http://www.data-vault.co.uk/stop-wasting-data-10-tips/
[7] https://www.deic.dk/da/datamanagement/data-steward-event
[6] https://www.datagalaxy.com/blog/data-bakers/data-steward/?utm_campaign=5ab369ee7933c836004ebf4b&utm_source=&utm_medium=&utm_content=

Top URLs in Tweet in G1:
[1] https://www.dtls.nl/2019/10/21/professionalizing-fair-data-stewardship-in-the-life-sciences-defining-job-criteria-skills/
[1] https://zenodo.org/record/3471708#.XZ7wUXduIaW
[1] https://www.deic.dk/da/datamanagement/data-steward-event
[1] https://docs.google.com/document/d/1njmMObe7e1_4yi9cusO46G0OQEBfFFR_p0QQNx8lZIA/edit?usp=sharing

Top URLs in Tweet in G2:
[182] http://www.data-vault.co.uk/data-stewards-gdpr-ambassadors-infographic/
[182] http://www.data-vault.co.uk/gdpr-training/
[181] https://www.data-vault.co.uk/case-studies/#gov2
[181] https://www.data-vault.co.uk/case-studies/#loyalty
[181] https://www.data-vault.co.uk/case-studies/#financial
[180] https://www.data-vault.co.uk/case-studies/#gov1
[180] https://www.data-vault.co.uk/case-studies/#retail
[91] http://www.data-vault.co.uk/stop-wasting-data-10-tips/
[1] https://www.paragonitpros.com/

Top URLs in Tweet in G3:
[5] https://ec.europa.eu/eusurvey/runner/FAIR_Policy_and_Practice_Survey_2019
[2] http://EU.How
[1] https://zivahub.uct.ac.za/projects/Data_School_Dairy_-_CODATA-RDA_Research_Data_Science_Summer_School_-_Trieste_2019/69368

Top URLs in Tweet in G4:
[2] https://researchdata.4tu.nl/en/news-events/news/news-item/4tu-researchdata-expanding-researchers-software-skills-at-technical-universities-across-the-netherla/
[2] https://www.kdrrecruitment.com/job/lead-data-steward-warwick/?utm_source=twitter.com&utm_medium=social&utm_campaign=uk_social
[1] https://www.deic.dk/da/datamanagement/data-steward-event
[1] https://www.delta.tudelft.nl/article/humans-tu-delft-kees-den-heijer
[1] https://twitter.com/fdm_nrw/status/1169259259135238145
[1] https://twitter.com/losinski/status/1176761786479120389
[1] http://r.socialstudio.radian6.com/b12d3182-99ca-4e6b-86f4-e403b92b0c7a

Top URLs in Tweet in G5:
[4] http://www.data-vault.co.uk/data-stewards-gdpr-ambassadors-infographic/
[1] https://www.ezrapenland.com/2019/08/05/data-steward-and-casualty-actuary-sought-by-ohio-insurer-85471-jobs-datasteward-dataactuary-actuaries-actuarialjobs/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.interxion.com/at/blogs/2019/04/data-stewards-als-zuverlassige-begleiter-fur-digitale-daten-hohenfluge/?utm_medium=spredfast&utm_campaign=&utm_source=twitter&utm_adcontent=&utm_term=&utm_content=sf107422866&sf107422866=1
[1] https://www.interxion.com/at/blogs/2019/04/data-stewards-als-zuverlassige-begleiter-fur-digitale-daten-hohenfluge/?utm_medium=spredfast&utm_campaign=&utm_source=twitter&utm_adcontent=&utm_term=&utm_content=sf105972369&sf105972369=1
[1] https://www.linkedin.com/slink?code=gyxGZNg
[1] https://twitter.com/MonicHodes/status/1176120815005446146
[1] https://www.dnb.com/perspectives/master-data/6-key-responsibilities-of-data-stewards.html
[1] https://www.linkedin.com/slink?code=eutcpWH
[1] https://www.deic.dk/da/datamanagement/data-steward-event
[1] https://us6.campaign-archive.com/?e=96d50c7090&u=1a990feb5c&id=9096326b78

Top URLs in Tweet in G6:
[4] https://www.deic.dk/da/datamanagement/data-steward-event
[1] https://www.survey-xact.dk/LinkCollector?key=N59YKVCNL111
[1] https://www.deic.dk/da/news/2019-07-11/datasteward

Top URLs in Tweet in G7:
[4] http://TDAN.com
[3] http://tdan.com/all-in-the-data-what-makes-a-data-steward/25403
[1] https://twitter.com/TDAN_com/status/1186622460973764615

Top URLs in Tweet in G8:
[1] https://www.shorturl.at/jlrUY

Top URLs in Tweet in G9:
[6] https://www.datagalaxy.com/blog/data-bakers/data-steward/?utm_campaign=5ab369ee7933c836004ebf4b&utm_source=&utm_medium=&utm_content=
[1] https://www.datagalaxy.com/blog/data-bakers/data-steward/
[1] https://www.datagalaxy.com/blog/metiers-data/data-steward/?utm_content=99888278&utm_medium=social&utm_source=twitter&hss_channel=tw-2895825686
[1] http://eqy.link/QFCkEnDeA5?utm_content=102519023&utm_medium=social&utm_source=twitter&hss_channel=tw-2895825686

Top Domains
Top Domains in Tweet in Entire Graph:
[1362] co.uk
[8] deic.dk
[8] datagalaxy.com
[7] tdan.com
[6] twitter.com
[6] ezrapenland.com
[5] europa.eu
[3] linkedin.com
[2] kdrrecruitment.com
[2] 4tu.nl

Top Domains in Tweet in G1:
[1] dtls.nl
[1] zenodo.org
[1] deic.dk
[1] google.com

Top Domains in Tweet in G2:
[1358] co.uk
[1] paragonitpros.com

Top Domains in Tweet in G3:
[5] europa.eu
[2] eu.how
[1] ac.za

Top Domains in Tweet in G4:
[2] twitter.com
[2] 4tu.nl
[2] kdrrecruitment.com
[1] deic.dk
[1] tudelft.nl
[1] radian6.com

Top Domains in Tweet in G5:
[4] co.uk
[2] interxion.com
[2] linkedin.com
[1] ezrapenland.com
[1] twitter.com
[1] dnb.com
[1] deic.dk
[1] campaign-archive.com
[1] idatainc.com

Top Domains in Tweet in G6:
[5] deic.dk
[1] survey-xact.dk

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

Top Domains in Tweet in G8:
[1] shorturl.at

Top Domains in Tweet in G9:
[8] datagalaxy.com
[1] eqy.link

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1347] datasteward
[903] casestudy
[903] ceo
[903] cfo
[903] cio
[903] cdo
[845] datagovernance
[722] business
[659] data
[374] financial



Top Hashtags in Tweet in G1:
[31] datasteward
[24] fairdata
[11] lifesciences
[5] weekendreading
[4] rdaplenary
[2] researcher
[2] datarepository
[2] datamanager
[2] fairsfair
[2] fair

Top Hashtags in Tweet in G2:
[1177] datasteward
[903] casestudy
[903] ceo
[903] cfo
[903] cio
[903] cdo
[820] datagovernance
[722] business
[636] data
[374] financial

Top Hashtags in Tweet in G3:
[40] datasteward
[36] fair
[35] researcher
[35] datarepository
[35] datamanager
[22] fairsfair
[5] datatrieste19
[5] fairdata
[5] research
[5] sharedata

Top Hashtags in Tweet in G4:
[38] datasteward
[4] softwarecarpentry
[3] datamanagement
[3] dataanalytics
[3] apply
[2] datagovernance
[2] warwick
[2] data
[1] education
[1] kbhuni

Top Hashtags in Tweet in G5:
[12] datasteward
[4] datagovernance
[4] infographic
[2] gutzuwissen
[2] honeywell
[2] futureshaper
[1] organization
[1] datamanagement
[1] metadata
[1] iot

Top Hashtags in Tweet in G6:
[10] datasteward
[8] education
[3] fair
[3] kbhuni
[2] dmforum
[2] researcher
[2] datarepository
[2] datamanager
[1] datastewardship
[1] datascience

Top Hashtags in Tweet in G7:
[10] datasteward
[8] data
[7] datagovernance
[5] formallyaccountable
[2] nidg
[1] noninvasivedatagovernance
[1] metadata

Top Hashtags in Tweet in G8:
[3] data
[1] healthdata
[1] administrativedata
[1] datasteward
[1] hdruk

Top Hashtags in Tweet in G9:
[18] datasteward
[17] databakers
[11] datagovernance
[2] datacatalog
[1] métiersdata
[1] datamanagement

Top Hashtags in Tweet in G10:
[2] crm
[2] marketing
[1] data
[1] datasteward

Top Words
Top Words in Tweet in Entire Graph:
[2268] Words in Sentiment List#1: Positive
[223] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[48700] Non-categorized Words
[51191] Total Words
[2387] data
[1594] vault
[1495] read
[1347] #datasteward
[1274] here

Top Words in Tweet in G1:
[35] report
[31] #datasteward
[24] #fairdata
[23] read
[23] final
[15] gofairofficial
[13] zonmw
[12] today's
[12] towards
[12] fair

Top Words in Tweet in G2:
[2337] data
[1590] vault
[1466] read
[1267] here
[1177] #datasteward
[903] #casestudy
[903] #ceo
[903] #cfo
[903] #cio
[903] #cdo

Top Words in Tweet in G3:
[40] #datasteward
[36] #fair
[35] #researcher
[35] #datarepository
[35] #datamanager
[35] input
[35] policies
[31] fairsfair_eu
[22] #fairsfair
[22] needs

Top Words in Tweet in G4:
[38] #datasteward
[24] heather
[24] andrews
[24] aetudelft
[18] colleague
[18] more
[16] impressive
[16] see
[16] impact
[16] made

Top Words in Tweet in G5:
[21] data
[12] #datasteward
[8] business
[7] blog
[5] stewards
[4] #datagovernance
[4] datavault_uk
[4] become
[4] ambassadors
[4] gdpr

Top Words in Tweet in G6:
[10] #datasteward
[8] #education
[8] available
[7] 1
[6] tullemich
[5] miss
[5] event
[5] denmark
[5] last
[5] friday

Top Words in Tweet in G7:
[10] #datasteward
[9] everybody
[8] held
[8] use
[8] #data
[7] rseiner
[7] #datagovernance
[5] #formallyaccountable
[4] define
[4] produce

Top Words in Tweet in G8:
[3] vacany
[3] research
[3] #data
[3] resource
[3] manager
[3] working
[3] prof
[3] ruth
[3] gilbert
[3] ucl_ihi

Top Words in Tweet in G9:
[18] #datasteward
[17] #databakers
[16] est
[14] tout
[12] projet
[12] et
[11] #datagovernance
[10] bon
[10] qui
[10] veut

Top Words in Tweet in G10:
[2] #crm
[2] helps
[2] measuring
[2] effectiveness
[2] #marketing
[2] assists
[2] recording
[2] relationships
[2] activities

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1594] data,vault
[903] read,#casestudy
[903] #casestudy,here
[903] here,#datasteward
[903] #ceo,#cfo
[903] #cfo,#cio
[903] #cio,#cdo
[808] vault,helped
[744] see,data
[722] #datasteward,#business

Top Word Pairs in Tweet in G1:
[23] read,final
[23] final,report
[12] today's,#fairdata
[12] #fairdata,read
[12] report,towards
[12] towards,fair
[12] fair,#datasteward
[12] #datasteward,profession
[12] profession,lifesciences
[12] lifesciences,report

Top Word Pairs in Tweet in G2:
[1590] data,vault
[903] read,#casestudy
[903] #casestudy,here
[903] here,#datasteward
[903] #ceo,#cfo
[903] #cfo,#cio
[903] #cio,#cdo
[808] vault,helped
[744] see,data
[722] #datasteward,#business

Top Word Pairs in Tweet in G3:
[35] #researcher,#datarepository
[35] #datarepository,#datamanager
[35] #datamanager,#datasteward
[35] input,#fair
[35] #fair,policies
[26] fairsfair_eu,#researcher
[22] #datasteward,#fairsfair
[22] #fairsfair,needs
[22] needs,input
[19] policies,practice

Top Word Pairs in Tweet in G4:
[24] heather,andrews
[16] impressive,see
[16] see,impact
[16] impact,colleague
[16] colleague,heather
[16] andrews,#datasteward
[16] #datasteward,aetudelft
[16] aetudelft,made
[16] made,little
[16] little,bit

Top Word Pairs in Tweet in G5:
[5] data,stewards
[4] datavault_uk,business
[4] business,data
[4] stewards,become
[4] become,ambassadors
[4] ambassadors,gdpr
[4] gdpr,within
[4] within,area
[4] area,business
[4] business,read

Top Word Pairs in Tweet in G6:
[8] #datasteward,#education
[5] miss,1
[5] 1,#datasteward
[5] #education,event
[5] event,denmark
[5] denmark,last
[5] last,friday
[5] friday,worry
[5] worry,presentations
[5] presentations,available

Top Word Pairs in Tweet in G7:
[9] everybody,#datasteward
[8] #datasteward,held
[8] use,#data
[5] held,#formallyaccountable
[5] #data,#datagovernance
[4] define,produce
[4] produce,use
[4] #formallyaccountable,use
[4] #datagovernance,rseiner
[3] held,formally

Top Word Pairs in Tweet in G8:
[3] vacany,research
[3] research,#data
[3] #data,resource
[3] resource,manager
[3] manager,working
[3] working,prof
[3] prof,ruth
[3] ruth,gilbert
[3] gilbert,ucl_ihi
[3] ucl_ihi,acquire

Top Word Pairs in Tweet in G9:
[15] #datasteward,est
[12] #databakers,#datasteward
[10] tout,bon
[10] bon,projet
[10] qui,veut
[10] veut,avoir
[10] avoir,bonne
[9] datagalaxy,#databakers
[9] des,données
[9] projet,#datagovernance

Top Word Pairs in Tweet in G10:
[2] #crm,helps
[2] helps,measuring
[2] measuring,effectiveness
[2] effectiveness,#marketing
[2] #marketing,assists
[2] assists,recording
[2] recording,relationships
[2] relationships,activities

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datavault_uk
@fairsfair_eu
@aetudelft
@martateperek
@gofairofficial
@zonmw
@4turesearchdata
@dtl_nl
@datagalaxy
@tudelftlibrary

Top Mentioned in G1:
@gofairofficial
@zonmw
@dtl_nl
@martateperek
@jasminboehmer
@nottsfinn
@aetudelft
@fairsfair_eu
@tudelft
@elixirnl

Top Mentioned in G2:
@datavault_uk
@denisepmooney

Top Mentioned in G3:
@fairsfair_eu
@marjangrootveld
@sanjomuftic
@martateperek
@aetudelft

Top Mentioned in G4:
@aetudelft
@martateperek
@4turesearchdata
@tudelftlibrary
@swcarpentry
@tudelft
@thecarpentries
@tueindhoven
@tudelft_ct
@tullemich

Top Mentioned in G6:
@tullemich
@deic1
@fairsfair_eu

Top Mentioned in G7:
@rseiner
@tdan_com

Top Mentioned in G8:
@ucl_ihi
@eresearch_ucl
@uclrits
@ucllibraries

Top Mentioned in G9:
@datagalaxy

Top Mentioned in G10:
@gramos0816
@lexisnexislegal
@interactioncrm

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@santchiweb
@nicochan33
@vivmilano
@ssxman2
@loui_picard
@jonathanotcher1
@computehole
@indian_biz

Top Tweeters in G1:
@steltenpower
@zilverenkruis
@kwf_nl
@fdmhildesheim
@egiglia
@radboud_uni
@nottsfinn
@yvan2935
@igenomics
@umcg

Top Tweeters in G2:
@sectest9
@santchiweb
@nicochan33
@vivmilano
@ssxman2
@loui_picard
@jonathanotcher1
@indian_biz
@myahmctear
@domingonarvaez1

Top Tweeters in G3:
@glyn_dk
@figshare
@strathclydeoa
@whittakerlib
@repositorian
@irynakuchma
@msandstr
@hblanchett
@cessda_data
@drosophilic

Top Tweeters in G4:
@tueindhoven
@tudelft
@natalieharrower
@swcarpentry
@kdrrecruitment
@dhgermany
@librarylantern
@orrudamiano
@fosterscience
@aisa_oa

Top Tweeters in G5:
@njxxllc
@mukundhukeri
@thegovlab
@interxion_at
@virtualcauseway
@casualtyactuary
@idatainc
@montalvm
@wilson81064084
@monichodes

Top Tweeters in G6:
@tullemich
@deic1
@karstenkryger
@mchbuss
@asgerlarsen
@dighumlab

Top Tweeters in G7:
@bidatalearner
@greefhorst
@rseiner
@tdan_com
@dataversive

Top Tweeters in G8:
@ucllibraries
@eresearch_ucl
@eng_louise
@ucl_ihi
@uclrits

Top Tweeters in G9:
@mallys_
@benoitcollet
@datagalaxy
@vlbouthors

Top Tweeters in G10:
@lexisnexislegal
@maryjolson4
@gramos0816
@interactioncrm


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