#data4good, Twitter, 5/23/2022 7:10:21 PM, 276917


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#data4good_2022-05-23_11-45-01.xlsx
#data4good_2022-05-23_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 23, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3wIK0YK
@johngmcnutt
@kirkdborne
@thisisplace
@data_orchard
@thegovlab
@royalsociety
@urbanbigdata
@cmngounou
@sver
@civicdatalab

Top hashtags:
#data4good
#machinelearning
#datascience
#digitaltransformation
#data
#ai
#analytics

Description:
Description
The graph represents a network of 191 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 23 May 2022 at 18:45 UTC.

The requested start date was Monday, 23 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 10-hour, 34-minute period from Monday, 09 May 2022 at 10:25 UTC to Sunday, 22 May 2022 at 21:00 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 : 191
Unique Edges : 148
Edges With Duplicates : 309
Total Edges : 457
Number of Edge Types : 4
Retweet : 121
MentionsInRetweet : 207
Mentions : 91
Tweet : 38
Self-Loops : 38
Reciprocated Vertex Pair Ratio : 0.0553191489361702
Reciprocated Edge Ratio : 0.104838709677419
Connected Components : 31
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 93
Maximum Edges in a Connected Component : 285
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.08465
Graph Density : 0.00683383852300909
Modularity : 0.486969
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 191 Twitter users whose tweets in the requested range contained "#data4good", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 23 May 2022 at 18:45 UTC.

The requested start date was Monday, 23 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 10-hour, 34-minute period from Monday, 09 May 2022 at 10:25 UTC to Sunday, 22 May 2022 at 21:00 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 : #data4good
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:
[3] https://daxconf.org
[3] https://www.youtube.com/watch?v=9QPrSWiK8d4&utm_content=207450145&utm_medium=social&utm_source=twitter&hss_channel=tw-15659052

[2] https://technical.ly/professional-development/ai-dax-conference-maryland/
[2] https://www.datakind.org/careers/head-of-data-science
[2] https://www.raconteur.net/infographics/the-importance-of-data/
[2] https://royalsociety.org/~/media/policy/projects/machine-learning/publications/machine-learning-report.pdf
[2] https://datasciencecampus.ons.gov.uk/evaluating-synthetic-data-using-synthgauge/
[2] https://blogs.gov.scot/digital/2022/05/06/unlocking-the-value-of-public-sector-data-for-public-benefit/
[2] https://numina.co/software-engineer-full-stack-2022-5/
[2] https://numina.co/lead-data-scientist-2020-05-2/

Top URLs in Tweet in G1:
[3] https://daxconf.org
[2] https://technical.ly/professional-development/ai-dax-conference-maryland/
[2] https://royalsociety.org/~/media/policy/projects/machine-learning/publications/machine-learning-report.pdf

Top URLs in Tweet in G2:
[2] https://www.raconteur.net/infographics/the-importance-of-data/
[1] https://us06web.zoom.us/meeting/register/tZYqde6pqTgpHdWK3e-ja5SbNLM5XsXXYMyf
[1] https://twitter.com/sambodhi/status/1525753279841325056
[1] https://twitter.com/CivicDatalab/status/1403370939853725702
[1] https://twitter.com/samswey/status/1514371872049156099
[1] https://budgetbasics.openbudgetsindia.org/
[1] https://www.thoughtspot.com/data-chief/ep41/gm-iwao-fusillo-on-recruiting-top-talent-and-building-a-successful-data-literacy-strategy?utm_source=cmh&utm_medium=social&utm_campaign=twitter
[1] https://twitter.com/gerritkazmaier/status/1517312200418889728
[1] https://cezanneondemand.intervieweb.it/turing/jobs/postdoctoral_research_associate_computational_social_science_18996/en/
[1] https://thedatalab.com/news/living-near-a-canal-cuts-chronic-disease-risk-researchers-find/

Top URLs in Tweet in G3:
[1] https://twitter.com/TheGovLab/status/1526592241342586881
[1] https://twitter.com/TheGovLab/status/1524745942699851776

Top URLs in Tweet in G4:
[1] https://globaldatabarometer.org
[1] https://www.consilium.europa.eu/en/press/press-releases/2022/05/16/le-conseil-approuve-l-acte-sur-la-gouvernance-des-donnees/
[1] https://globaldatabarometer.org/
[1] https://twitter.com/ODIHQ/status/1527609580527796230

Top URLs in Tweet in G5:
[2] https://numina.co/software-engineer-full-stack-2022-5/
[2] https://numina.co/lead-data-scientist-2020-05-2/
[1] https://twitter.com/JoshuaCPowell/status/1523762839999053825
[1] https://numina.co/
[1] https://pages.qlik.com/LTMES_QlikWorldTourVirtualEventLTMES_Registration.html?utm_campaign=7013z000001oSyNAAU&utm_content=Tch2-Prospect&utm_medium=email&utm_source=Marketo&utm_team=GPR
[1] https://www.linkedin.com/feed/update/urn:li:share:6932103183158632448
[1] https://go.qlik.com/QlikWorld-2022-Academic-Program-Datathon.html?_ga=2.88161048.2091071061.1648474744-911754648.1647951402
[1] https://twitter.com/o_n_n/status/1526623832399814656
[1] https://twitter.com/AngelikaKlidas/status/1526869627346853895
[1] https://twitter.com/carlos_santiso/status/1526934923671740416

Top URLs in Tweet in G6:
[1] https://www.changenow-summit.world/paris-2022/en/

Top URLs in Tweet in G7:
[1] https://twitter.com/InvestInOpen/status/1523637835420422145

Top URLs in Tweet in G9:
[1] https://twitter.com/madspinks/status/1527260220652761088
[1] https://mailchi.mp/f05f844b979f/data4good-news-may
[1] http://dataorchard.org.uk/events/taking-your-organisations-data-maturity-to-the-next-level-apr22
[1] https://twitter.com/britdataawards/status/1508791100831588362

Top URLs in Tweet in G10:
[1] https://www.nimh.nih.gov/news/research-highlights/2022/study-shows-reach-vet-program-effective-for-veterans-at-high-risk-for-suicide

Top Domains
Top Domains in Tweet in Entire Graph:
[20] twitter.com
[9] loquol.com
[5] numina.co
[3] org.uk
[3] royalsociety.org
[3] daxconf.org
[3] youtube.com
[2] technical.ly
[2] linkedin.com
[2] globaldatabarometer.org

Top Domains in Tweet in G1:
[3] daxconf.org
[2] technical.ly
[2] royalsociety.org

Top Domains in Tweet in G2:
[4] twitter.com
[2] raconteur.net
[1] zoom.us
[1] openbudgetsindia.org
[1] thoughtspot.com
[1] intervieweb.it
[1] thedatalab.com
[1] org.uk

Top Domains in Tweet in G3:
[2] twitter.com

Top Domains in Tweet in G4:
[2] globaldatabarometer.org
[1] europa.eu
[1] twitter.com

Top Domains in Tweet in G5:
[9] loquol.com
[5] numina.co
[4] twitter.com
[2] qlik.com
[1] linkedin.com

Top Domains in Tweet in G6:
[1] changenow-summit.world

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

Top Domains in Tweet in G9:
[2] twitter.com
[1] mailchi.mp
[1] org.uk

Top Domains in Tweet in G10:
[1] nih.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[97] data4good
[32] machinelearning
[28] datascience
[28] digitaltransformation
[26] data
[16] ai
[15] analytics
[15] opendata
[11] bigdata
[11] africa



Top Hashtags in Tweet in G1:
[30] machinelearning
[25] digitaltransformation
[14] ai
[12] datascience
[8] analytics
[7] bigdata
[7] data4good
[5] datastrategy
[4] ai4good
[3] dataliteracy

Top Hashtags in Tweet in G2:
[13] data4good
[5] datascience
[5] data
[3] aiforgood
[3] digitaltransformation
[2] datadialogues
[2] opendata
[2] budget2022
[2] budgetbasics
[2] analytics

Top Hashtags in Tweet in G3:
[12] opendata
[11] africa
[2] data4good
[2] datastewardship
[1] policy
[1] dataethics

Top Hashtags in Tweet in G4:
[10] data4good
[3] data
[3] databarometer
[3] d4dnetwork
[2] theweekindata
[2] thegdb
[2] publicprocurement
[1] opengovweek

Top Hashtags in Tweet in G5:
[20] data4good
[3] housing
[3] knowledge
[3] climate
[3] insight
[2] research
[2] urbanplanning
[2] greenways
[2] information
[2] health

Top Hashtags in Tweet in G6:
[2] data
[1] data4good

Top Hashtags in Tweet in G7:
[7] openinfra
[1] openscience
[1] openaccess
[1] opensource
[1] data4good

Top Hashtags in Tweet in G8:
[3] data4good
[2] wiesbadendatatakeover
[1] wiesbaden
[1] dataforgood
[1] datascience

Top Hashtags in Tweet in G9:
[4] data4good
[2] datamaturity
[1] nonprofit
[1] data

Top Hashtags in Tweet in G10:
[2] veterans
[2] suicide
[2] data4good
[2] mentalhealthmonth
[1] diversity
[1] inclusion
[1] mentalhealth
[1] wellness
[1] saslife
[1] adventuresofblue

Top Words
Top Words in Tweet in Entire Graph:
[98] data
[97] #data4good
[44] thisisplace
[39] join
[38] kirkdborne
[37] good
[35] advisory
[35] board
[35] member
[32] #machinelearning

Top Words in Tweet in G1:
[35] kirkdborne
[33] data
[30] #machinelearning
[27] force
[25] powerful
[25] insights
[25] discovery
[25] #digitaltransformation
[25] powers
[25] good

Top Words in Tweet in G2:
[18] data
[13] #data4good
[6] civicdatalab
[6] join
[5] #datascience
[5] #data
[4] insights
[4] work
[4] involved
[4] project

Top Words in Tweet in G3:
[42] thisisplace
[33] advisory
[33] board
[33] member
[22] representative
[22] global
[22] cmngounou
[12] #opendata
[11] great
[11] panel

Top Words in Tweet in G4:
[17] data
[10] #data4good
[6] use
[5] carlos_santiso
[5] good
[5] open
[5] accountability
[5] check
[5] global
[5] barometer

Top Words in Tweet in G5:
[20] #data4good
[10] data
[9] zip
[9] code
[6] profile
[3] #housing
[3] faqs
[3] #knowledge
[3] #climate
[3] #insight

Top Words in Tweet in G6:
[3] wetradelocal
[2] #data
[2] drive
[2] massive
[2] change
[2] join
[2] laurentcerveau
[2] cto
[2] today
[2] 11h15

Top Words in Tweet in G7:
[7] interested
[7] having
[7] #openinfra
[7] offering
[7] listed
[7] investinopen
[7] catalog
[7] open
[7] infrastructure
[7] services

Top Words in Tweet in G8:
[3] correlaid
[3] #data4good
[2] ask
[2] jj_mllr
[2] bring
[2] small
[2] roll
[2] suitcase
[2] scale
[2] #wiesbadendatatakeover

Top Words in Tweet in G9:
[6] data
[5] non
[5] profit
[5] sector
[5] britdataawards
[4] data_orchard
[4] madspinks
[4] #data4good
[3] really
[3] excited

Top Words in Tweet in G10:
[2] nimhgov
[2] summary
[2] deptvetaffairs
[2] work
[2] demonstrates
[2] improvements
[2] #veterans
[2] highest
[2] risk
[2] #suicide

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[35] advisory,board
[35] board,member
[27] data,powerful
[27] powerful,force
[27] force,insights
[27] insights,discovery
[27] discovery,#digitaltransformation
[27] #digitaltransformation,#machinelearning
[27] #machinelearning,powers
[27] powers,good

Top Word Pairs in Tweet in G1:
[25] data,powerful
[25] powerful,force
[25] force,insights
[25] insights,discovery
[25] discovery,#digitaltransformation
[25] #digitaltransformation,#machinelearning
[25] #machinelearning,powers
[25] powers,good
[25] good,side
[23] kirkdborne,data

Top Word Pairs in Tweet in G2:
[3] #data4good,#aiforgood
[2] next,#datadialogues
[2] #datadialogues,assam
[2] assam,presentation
[2] presentation,dr
[2] dr,kripal
[2] kripal,mazumbar
[2] mazumbar,sdma_assam
[2] sdma_assam,discussing
[2] discussing,various

Top Word Pairs in Tweet in G3:
[33] advisory,board
[33] board,member
[22] representative,global
[22] global,advisory
[22] member,cmngounou
[11] great,panel
[11] panel,including
[11] including,thisisplace
[11] thisisplace,#africa
[11] #africa,representative

Top Word Pairs in Tweet in G4:
[5] carlos_santiso,#data4good
[5] #data4good,good
[5] good,open
[5] open,data
[5] data,use
[5] use,accountability
[5] accountability,check
[5] check,global
[5] global,data
[5] data,barometer

Top Word Pairs in Tweet in G5:
[9] zip,code
[6] data,profile
[6] profile,zip
[3] faqs,zip
[3] #data4good,#knowledge
[3] #data4good,#insight
[2] numina,needs
[2] needs,couple
[2] couple,nerds
[2] nerds,software

Top Word Pairs in Tweet in G6:
[2] #data,drive
[2] drive,massive
[2] massive,change
[2] change,join
[2] join,laurentcerveau
[2] laurentcerveau,cto
[2] cto,wetradelocal
[2] wetradelocal,today
[2] today,11h15
[2] 11h15,changenow

Top Word Pairs in Tweet in G7:
[7] interested,having
[7] having,#openinfra
[7] #openinfra,offering
[7] offering,listed
[7] listed,investinopen
[7] investinopen,catalog
[7] catalog,open
[7] open,infrastructure
[7] infrastructure,services
[6] kaythaney,interested

Top Word Pairs in Tweet in G8:
[2] ask,jj_mllr
[2] jj_mllr,bring
[2] bring,small
[2] small,correlaid
[2] correlaid,roll
[2] roll,suitcase
[2] suitcase,scale
[2] scale,#wiesbadendatatakeover
[2] #wiesbadendatatakeover,#data4good

Top Word Pairs in Tweet in G9:
[5] non,profit
[5] profit,sector
[5] sector,britdataawards
[3] really,excited
[3] excited,finalists
[3] finalists,non
[3] britdataawards,evening
[3] evening,ambassador
[3] ambassador,madspinks
[2] data_orchard,really

Top Word Pairs in Tweet in G10:
[2] nimhgov,summary
[2] summary,deptvetaffairs
[2] deptvetaffairs,work
[2] work,demonstrates
[2] demonstrates,improvements
[2] improvements,#veterans
[2] #veterans,highest
[2] highest,risk
[2] risk,#suicide

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@thisisplace
@cmngounou
@ume_kyd
@dataworksmd
@sver
@baltdata
@investinopen
@civicdatalab
@kaythaney

Top Mentioned in G1:
@kirkdborne
@dataworksmd
@baltdata
@umbc
@royalsociety

Top Mentioned in G2:
@civicdatalab
@kirkdborne
@sdma_assam
@gggodhwani
@biscorecard
@data4sdgs
@gm
@nfl
@raconteur
@xbond49

Top Mentioned in G3:
@thisisplace
@cmngounou
@sver
@sverhulst
@thegovlab
@afroleadership_

Top Mentioned in G4:
@carlos_santiso
@databarometer
@data4developm
@idrc_crdi
@ildalatam
@nicogrosman
@silvanavf
@fscrollini

Top Mentioned in G6:
@wetradelocal
@changenow
@danicaver
@wvictorgao
@thomasgruebler
@houdetstephane
@lou_welgryn

Top Mentioned in G7:
@investinopen
@kaythaney

Top Mentioned in G8:
@correlaid
@jj_mllr
@correlaidxnl
@correlaidxkn
@correlaidswiss
@ameisen_strasse

Top Mentioned in G9:
@britdataawards
@data_orchard
@madspinks
@thecsp
@drandrewv2

Top Mentioned in G10:
@nimhgov
@deptvetaffairs
@sassoftware
@drjosh

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@fabriciosx
@hubofml
@guardian
@opensource_orgs
@ricardo_ik_ahau
@gdprai
@hiringcare
@nfl
@75hikarihanate

Top Tweeters in G1:
@chidambara09
@fabriciosx
@hubofml
@ricardo_ik_ahau
@datasciencebot_
@nvsdata
@kirkdborne
@elcavalos
@amiv2
@black_dragon123

Top Tweeters in G2:
@nfl
@mvollmer1
@americanexpress
@xbond49
@raconteur
@johngmcnutt
@gm
@datalabscotland
@biscorecard
@data4sdgs

Top Tweeters in G3:
@spatialred
@cmngounou
@afroleadership_
@mydataafrica
@villesetcommune
@vbwamba
@citiesafrica
@checkersnetwork
@thisisplace
@aimf_sim_ba

Top Tweeters in G4:
@idrc_crdi
@naticarfi
@fscrollini
@silvanavf
@marisabelmejia
@lebowskiana
@nicogrosman
@carlos_santiso
@ildalatam
@databarometer

Top Tweeters in G5:
@carlospc_mx
@loquol
@_karenmilligan
@sianbasker
@iq4b_argentina
@analyticsdataco
@chrisseybuckley
@markumina
@coleridge4data
@solutionsmace

Top Tweeters in G6:
@houdetstephane
@danicaver
@fleursdici
@wvictorgao
@lou_welgryn
@thomasgruebler
@wetradelocal
@changenow

Top Tweeters in G7:
@opensource_orgs
@openscitalk
@alsothings
@ldodds
@kaythaney
@georgiamoon
@neurosarda
@investinopen

Top Tweeters in G8:
@ameisen_strasse
@correlaid
@studentenfutter
@jj_mllr
@correlaidswiss
@correlaidxnl
@correlaidxkn

Top Tweeters in G9:
@drandrewv2
@thecsp
@hannahkhwaja
@data_orchard
@madspinks
@britdataawards

Top Tweeters in G10:
@sassoftware
@deptvetaffairs
@nimhgov
@drjosh
@captainwilley