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#data4good_2019-02-10_21-31-39.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2019
Description:
Description
The graph represents a network of 407 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, 11 February 2019 at 05:31 UTC.

The requested start date was Monday, 11 February 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 17-hour, 18-minute period from Monday, 28 January 2019 at 04:12 UTC to Sunday, 10 February 2019 at 21:30 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 : 407
Unique Edges : 629
Edges With Duplicates : 274
Total Edges : 903
Number of Edge Types : 3
Mentions : 828
Tweet : 65
Replies to : 10
Self-Loops : 65
Reciprocated Vertex Pair Ratio : 0.0275650842266462
Reciprocated Edge Ratio : 0.0536512667660209
Connected Components : 40
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 289
Maximum Edges in a Connected Component : 756
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.649006
Graph Density : 0.00406071095726268
Modularity : 0.615
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[12] https://www.iotcentral.io/blog/planning-sustainable-smart-cities-with-the-smart-city-ecosystem
[11] https://link.springer.com/article/10.1007/s10278-018-0166-8
[10] https://datamakespossible.westerndigital.com/tag/kirk-borne/
[8] https://earthi.space/industries/mapping/
[5] http://www.odbms.org/blog/2019/02/on-gaining-knowledge-of-diabetes-using-graphs-interview-with-alexander-jarasch/
[5] http://www.fast.ai/
[5] http://www.spacenewsfeed.com/index.php/news/2622-earth-i-updates-satellite-map-of-queensland-australia
[4] https://washingtonexec.com/2019/01/2019-top-25-execs-to-watch/17/
[4] https://twitter.com/sustainhfds/status/1092701298179358720
[4] https://www.iafrikan.com/2018/09/07/artificial-intelligence-poaching-wildlife-republic-of-congo-sensors/

Top URLs in Tweet in G1:
[12] https://www.iotcentral.io/blog/planning-sustainable-smart-cities-with-the-smart-city-ecosystem
[10] https://link.springer.com/article/10.1007/s10278-018-0166-8
[9] https://datamakespossible.westerndigital.com/tag/kirk-borne/
[8] https://earthi.space/industries/mapping/
[5] http://www.spacenewsfeed.com/index.php/news/2622-earth-i-updates-satellite-map-of-queensland-australia
[5] http://www.fast.ai/
[4] http://www.odbms.org/blog/2019/02/on-gaining-knowledge-of-diabetes-using-graphs-interview-with-alexander-jarasch/
[4] https://washingtonexec.com/2019/01/2019-top-25-execs-to-watch/17/
[3] https://twitter.com/BoozDigital/status/1092492998036938753
[3] https://www.futurity.org/drones-car-crash-data-1966362/?utm_campaign=CY19Q01

Top URLs in Tweet in G2:
[2] https://twitter.com/SASsoftware/status/1088821741697335296
[2] https://blogs.sas.com/content/sascom/2019/01/04/top-10-data-for-good-articles-of-2018/
[2] https://dy.si/qMTXb
[1] https://www.sas.com/gms/redirect.jsp?detail=GMS97085_135902&utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=2114538112
[1] https://www.sas.com/gms/redirect.jsp?detail=GMS97085_135902&utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=2114532062
[1] https://dy.si/TCPsD
[1] https://twitter.com/researchmatters/status/1092962495470268418
[1] https://dy.si/BiEXFM2
[1] https://twitter.com/HealthcareScene/status/1093918713408045062
[1] https://blogs.sas.com/content/statelocalgov/2018/05/17/combatting-behavioral-health-discrimination/

Top URLs in Tweet in G3:
[4] https://twitter.com/sustainhfds/status/1092701298179358720
[2] https://www.theglobeandmail.com/canada/article-in-the-dark-the-cost-of-canadas-data-deficit/
[2] https://dataforgood-www2019.weebly.com/call-for-papers.html
[1] https://lnkd.in/ebQMm6f
[1] https://lnkd.in/edsBrUR
[1] https://www.sciencefocus.com/planet-earth/ai-uses-deep-learning-to-find-heat-resistant-coral-reefs/
[1] https://datamakespossible.westerndigital.com/tag/kirk-borne/
[1] https://www.eventbrite.co.uk/e/nature-outdoors-and-well-being-in-herefordshire-tickets-55021544922?utm-medium=discovery&utm-campaign=social&utm-content=attendeeshare&aff=escb&utm-source=cp&utm-term=listing
[1] https://twitter.com/sccoalition/status/1091308905366519810
[1] https://dy.si/ubFQV

Top URLs in Tweet in G4:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=183427
[1] https://jobs.codeforamerica.org/job-postings/976-federal-full-stack-developer-for-us-refugee-and-asylum-programs?mc_cid=d73ab34961&mc_eid=e564a1dc09
[1] https://apps.hr.cornell.edu/recruiting/facultyview.cfm?posting_id=_Professor-of-Practice-in-Data-Science--Machine-Learning_WDR-00015171-3
[1] https://www.thorn.org/careers/application/?gh_jid=4150171002
[1] https://towardsdatascience.com/data-science-and-ai-for-good-an-overview-577c9c2a3dcb
[1] https://twitter.com/jakeporway/status/1091014833141633024
[1] https://twitter.com/DataKind/status/1093990144984662016
[1] https://www.datakind.org/blog/datakind-teams-up-with-google-to-apply-ai-to-social-good
[1] https://twitter.com/papakowbaiden/status/1094632015612260353
[1] https://blogs.sas.com/content/sascom/2019/01/04/top-10-data-for-good-articles-of-2018/

Top URLs in Tweet in G5:
[1] https://twitter.com/SASsoftware/status/1092755199758909440
[1] https://dy.si/MofTw
[1] https://blogs.sas.com/content/statelocalgov/2019/01/29/analytics-combat-human-trafficking/

Top URLs in Tweet in G6:
[2] https://www.mastercardcenter.org/press-releases/center-for-inclusive-growth-rockefeller-foundation-announce-data-science-project?cmp=organic.twitter.social.press_release.data4good.all.global.
[2] https://twitter.com/CNTR4growth/status/1087757329624387584
[1] http://www.thenonprofittimes.com/foundations/foundations-investing-millions-on-social-impact-data/
[1] https://twitter.com/DataKind/status/1087794528763801600
[1] https://www.rockefellerfoundation.org/about-us/news-media/rockefeller-foundation-establishes-atlas-ai-new-startup-generate-actionable-intelligence-global-development-challenges/
[1] https://www.rockefellerfoundation.org/our-work/bellagio-center/rockytalks/alexa-solve-systemic-inequality/
[1] https://www.mastercardcenter.org/press-releases/center-for-inclusive-growth-rockefeller-foundation-announce-data-science-project?cmp=organic.email.email.press_release.newsletter.all.global.

Top URLs in Tweet in G7:
[1] https://twitter.com/i/moments/806476895219027972
[1] https://twitter.com/0nthe1/status/1085855848423976960
[1] https://blogs.sas.com/content/statelocalgov/2019/01/29/analytics-combat-human-trafficking/
[1] https://datasciencedojo.com/event/ai-for-social-good-january-2019/?utm_campaign=techjobsforgood
[1] https://lnkd.in/dh2imef
[1] https://careers.un.org/lbw/jobdetail.aspx?id=110755&Lang=en-US
[1] https://www.iafrikan.com/2018/09/07/artificial-intelligence-poaching-wildlife-republic-of-congo-sensors/
[1] https://dy.si/Hmmqyk2
[1] https://www.youtube.com/watch?v=9I5PkOJuVAI&feature=youtu.be

[1] https://unblock.net/hara-indonesias-blockchain-powered-platform-that-is-steadily-revolutionizing-farming/

Top URLs in Tweet in G8:
[3] https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good?cid=soc-web
[1] https://link.springer.com/article/10.1007/s10278-018-0166-8
[1] http://www.odbms.org/blog/2019/02/on-gaining-knowledge-of-diabetes-using-graphs-interview-with-alexander-jarasch/
[1] https://github.com/XavierGimenez/data4good-slides

Top URLs in Tweet in G9:
[1] https://www.turing.ac.uk/research/publications/does-better-governance-guarantee-less-corruption

Top URLs in Tweet in G10:
[1] http://olifro.st/blog/data-on-ebay/

Top Domains
Top Domains in Tweet in Entire Graph:
[33] twitter.com
[15] dy.si
[12] iotcentral.io
[11] springer.com
[10] westerndigital.com
[10] sas.com
[9] earthi.space
[7] lnkd.in
[5] odbms.org
[5] fast.ai

Top Domains in Tweet in G1:
[12] iotcentral.io
[10] springer.com
[9] westerndigital.com
[9] earthi.space
[5] spacenewsfeed.com
[5] fast.ai
[4] odbms.org
[4] twitter.com
[4] washingtonexec.com
[3] futurity.org

Top Domains in Tweet in G2:
[10] twitter.com
[8] dy.si
[7] sas.com
[1] gatheriq.analytics
[1] nih.gov
[1] icims.com

Top Domains in Tweet in G3:
[5] twitter.com
[4] dy.si
[2] lnkd.in
[2] theglobeandmail.com
[2] weebly.com
[1] sciencefocus.com
[1] westerndigital.com
[1] co.uk
[1] github.io
[1] gartner.com

Top Domains in Tweet in G4:
[3] twitter.com
[2] nodexlgraphgallery.org
[1] codeforamerica.org
[1] cornell.edu
[1] thorn.org
[1] towardsdatascience.com
[1] datakind.org
[1] sas.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] dy.si
[1] sas.com

Top Domains in Tweet in G6:
[3] mastercardcenter.org
[3] twitter.com
[2] rockefellerfoundation.org
[1] thenonprofittimes.com

Top Domains in Tweet in G7:
[2] twitter.com
[2] lnkd.in
[2] dy.si
[2] splashthat.com
[1] sas.com
[1] datasciencedojo.com
[1] un.org
[1] iafrikan.com
[1] youtube.com
[1] unblock.net

Top Domains in Tweet in G8:
[3] mckinsey.com
[1] springer.com
[1] odbms.org
[1] github.com

Top Domains in Tweet in G9:
[1] ac.uk

Top Domains in Tweet in G10:
[1] olifro.st

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[292] data4good
[137] ai
[49] bigdata
[49] government
[48] datascience
[43] saschat
[42] analytics
[30] ethics
[28] machinelearning
[27] deeplearning



Top Hashtags in Tweet in G1:
[39] ai
[35] bigdata
[26] data4good
[26] datascience
[26] machinelearning
[20] deeplearning
[14] healthcare
[12] smartcities
[12] smartcity
[11] ai4socialgood

Top Hashtags in Tweet in G2:
[92] data4good
[66] ai
[46] government
[42] saschat
[26] analytics
[23] ethics
[22] privacy
[20] civicengagement
[20] transparency
[20] bias

Top Hashtags in Tweet in G3:
[41] data4good
[5] charities
[4] analytics
[4] ai
[4] healthandwellbeing
[3] nasem
[3] bigdata
[3] smallbutvital
[2] government
[2] humantrafficking

Top Hashtags in Tweet in G4:
[25] data4good
[11] job
[2] ai
[2] deeplearning
[2] datascience
[1] ai4good
[1] informationinequality
[1] wef2019
[1] bigdata
[1] analytics

Top Hashtags in Tweet in G5:
[15] data4good
[10] ai
[9] parkinsons
[3] opioidcrisis
[3] fraud
[2] analytics
[1] opioid
[1] opioids
[1] families
[1] children

Top Hashtags in Tweet in G6:
[17] data4good
[5] datascience
[3] icymi
[3] data
[3] wef19
[2] partner4good
[2] powerofpartnership
[2] awesome
[1] innovatetoinclude
[1] womeninai

Top Hashtags in Tweet in G7:
[16] data4good
[2] analytics
[2] dataforgood
[2] datascience
[2] data
[2] ai4good
[1] socialimpact
[1] prediction
[1] forecast
[1] businesstips

Top Hashtags in Tweet in G8:
[9] dataforgoodbcn
[9] datavisualization
[3] ai
[3] artificialintelligence
[3] data4good
[3] datascience
[2] bigdata
[1] deeplearning
[1] machineintelligence
[1] ml

Top Hashtags in Tweet in G9:
[1] datascience
[1] compsocsci
[1] publicpolicy
[1] data4good
[1] data4policy

Top Hashtags in Tweet in G10:
[10] madana
[7] data4good
[5] cebit18
[5] cebit
[4] ubi
[1] datarevolution

Top Words
Top Words in Tweet in Entire Graph:
[522] Words in Sentiment List#1: Positive
[181] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[10614] Non-categorized Words
[11317] Total Words
[293] data4good
[156] data
[154] ai
[103] drjosh
[102] kirkdborne

Top Words in Tweet in G1:
[94] kirkdborne
[52] gt
[46] data
[45] â
[39] ai
[35] bigdata
[29] analytics
[26] data4good
[26] datascience
[26] machinelearning

Top Words in Tweet in G2:
[95] drjosh
[92] data4good
[66] ai
[46] government
[42] saschat
[39] a6
[34] sassoftware
[30] use
[26] analytics
[26] help

Top Words in Tweet in G3:
[41] data4good
[23] data
[8] good
[7] change
[6] use
[6] research
[5] drjosh
[5] time
[5] continue
[5] meet

Top Words in Tweet in G4:
[25] data4good
[18] datakind
[17] data
[14] ai
[12] good
[11] job
[11] alert
[10] science
[10] movement
[9] non

Top Words in Tweet in G5:
[17] johnmaynardcpa
[15] data4good
[13] evankirstel
[13] antgrasso
[10] care
[10] ai
[9] parkinsons
[9] early
[9] detection
[9] machine

Top Words in Tweet in G6:
[20] rockefellerfdn
[17] cntr4growth
[17] data4good
[16] new
[13] unlock
[12] power
[11] announce
[10] center
[10] excited
[10] world

Top Words in Tweet in G7:
[17] data4good
[6] data
[3] analytics
[3] great
[3] social
[2] apply
[2] work
[2] risk
[2] poverty
[2] use

Top Words in Tweet in G8:
[10] dataforgoodbcn
[9] slides
[9] presentation
[9] meetup
[9] datavisualization
[9] topic
[9] modelling
[9] answer
[9] key
[9] questions

Top Words in Tweet in G9:
[12] corruption
[11] new
[11] paper
[11] better
[11] governance
[11] guarantee
[11] less
[11] computational
[11] study
[11] showing

Top Words in Tweet in G10:
[21] madana_hq
[19] data
[10] madana
[10] cebit
[7] data4good
[5] make
[5] world
[5] better
[5] using
[5] worth

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] drjosh,a6
[33] use,data4good
[30] data,analytics
[25] data,science
[24] â,â
[21] gt,gt
[21] a7,ethics
[21] ethics,privacy
[21] privacy,discussions
[21] discussions,w

Top Word Pairs in Tweet in G1:
[27] data,analytics
[22] â,â
[19] gt,gt
[17] ai,machinelearning
[14] machinelearning,healthcare
[13] future,ai
[13] healthcare,seen
[13] seen,through
[13] through,eyes
[13] eyes,physicians

Top Word Pairs in Tweet in G2:
[37] drjosh,a6
[29] use,data4good
[20] sassoftware,data4good
[20] a6,gatheriq
[20] gatheriq,excellent
[20] excellent,examples
[20] examples,data4good
[20] data4good,encouraging
[20] encouraging,worldwide
[20] worldwide,civicengagement

Top Word Pairs in Tweet in G3:
[5] continue,meet
[5] meet,partner
[5] partner,various
[5] various,non
[5] non,profits
[5] profits,ngo's
[5] ngo's,becoming
[5] becoming,clearer
[5] clearer,data4good
[5] data4good,definitely

Top Word Pairs in Tweet in G4:
[11] data4good,job
[11] job,alert
[10] data,science
[10] ai,good
[9] non,profit
[9] datakind,data4good
[7] alert,thorn
[7] profit,focused
[7] focused,building
[7] building,technology

Top Word Pairs in Tweet in G5:
[13] evankirstel,antgrasso
[9] parkinsons,early
[9] early,detection
[9] detection,machine
[9] machine,learning
[9] learning,michaeljfoxorg
[9] michaeljfoxorg,ai
[9] ai,data4good
[9] data4good,evankirstel
[8] johnmaynardcpa,parkinsons

Top Word Pairs in Tweet in G6:
[10] center,rockefellerfdn
[10] rockefellerfdn,excited
[9] new,collaborative
[9] unlock,power
[9] power,data4good
[8] excited,announce
[8] announce,new
[8] collaborative,unlock
[7] cntr4growth,rockefellerfdn
[7] data4good,new

Top Word Pairs in Tweet in G7:
[2] social,good
[2] data4good,ai4good
[2] clear,calendar

Top Word Pairs in Tweet in G8:
[9] slides,presentation
[9] presentation,dataforgoodbcn
[9] dataforgoodbcn,meetup
[9] meetup,datavisualization
[9] datavisualization,topic
[9] topic,modelling
[9] modelling,answer
[9] answer,key
[9] key,questions
[8] xavigimenez,slides

Top Word Pairs in Tweet in G9:
[11] new,paper
[11] paper,better
[11] better,governance
[11] governance,guarantee
[11] guarantee,less
[11] less,corruption
[11] corruption,computational
[11] computational,study
[11] study,showing
[11] showing,reforms

Top Word Pairs in Tweet in G10:
[5] make,world
[5] world,better
[5] worth,data
[5] data,putting
[5] putting,price
[5] price,tag
[5] tag,data
[5] data,hard
[5] hard,without
[5] without,context

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@drjosh
@sassoftware
@johnmaynardcpa
@rockefellerfdn
@datakind
@gatheriq
@analyticsteve
@cntr4growth
@madana_hq

Top Mentioned in G1:
@kirkdborne
@earthi_
@adamrogers2030
@helene_wpli
@westerndigital
@boozallen
@spireglobal
@spacenewsfeed
@odbmsorg
@boozdatascience

Top Mentioned in G2:
@drjosh
@sassoftware
@gatheriq
@johnmaynardcpa
@analyticsteve
@sarah_sarhangi
@hstodaymag
@matt_r_fisher
@christina_noel
@advancedmd

Top Mentioned in G3:
@drjosh
@data_orchard
@clouderafnd
@kirkdborne
@lbbdcouncil
@paulineroche
@thewebconf
@qlikhealthcare
@johngmcnutt
@mikenewkirk

Top Mentioned in G4:
@datakind
@thorn
@tdat
@kirkdborne
@cornell
@shaminasingh
@mikefrom
@googleorg
@shaunmemon
@fmfrancoise

Top Mentioned in G5:
@johnmaynardcpa
@evankirstel
@antgrasso
@michaeljfoxorg
@sassoftware
@tamaramccleary
@mikequindazzi
@spirosmargaris
@digitalcloudgal

Top Mentioned in G6:
@rockefellerfdn
@cntr4growth
@data2x
@datakind
@perryhewitt
@mastercardeu
@techatbloomberg
@vscoleman
@troopersanders
@lizngonzi

Top Mentioned in G8:
@xavigimenez
@mckinsey_mgi
@kirkdborne
@diegokuonen
@odbmsorg
@360giving
@dataforgoodbcn

Top Mentioned in G9:
@guerrero_oa

Top Mentioned in G10:
@madana_hq
@cebit
@realolifrost
@networkubic
@z3r0_ground

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@evankirstel
@chuddles11
@ottlegalrebels
@chidambara09
@globeandmail
@calcaware
@machinelearnflx
@gvalan

Top Tweeters in G1:
@arkangelscrap
@chidambara09
@calcaware
@machinelearnflx
@7wdata
@machinelearn_d
@cyndieannett
@ashot_
@wolfgin
@kirkdborne

Top Tweeters in G2:
@stuckonsw
@homesatmetacoda
@drgemmadiaries
@algocentric
@dme_jun
@sassoftware
@matt_r_fisher
@data_d1va
@kristinevick
@robbyb0y0

Top Tweeters in G3:
@globeandmail
@wcroydonvoice
@nextgov
@technojederbig
@htnewsroom
@lbbdcouncil
@media_trust
@likeaword
@paulineroche
@johngmcnutt

Top Tweeters in G4:
@ham_gretsky
@fmfrancoise
@petercorless
@medium
@codeforamerica
@statcan_eng
@cornell
@biscorecard
@sandybiback
@datakind

Top Tweeters in G5:
@evankirstel
@gvalan
@spirosmargaris
@jblefevre60
@davidvorpe65
@tamaramccleary
@paula_piccard
@netclubj1
@ronald_vanloon
@fostercaretoday

Top Tweeters in G6:
@mcargill28
@agyg2014
@perryhewitt
@sshiroma
@rockefellerfdn
@lizngonzi
@tomhigley
@atlantic57
@mastercardeu
@data2x

Top Tweeters in G7:
@industrie4null
@nelliesworld
@ameisen_strasse
@0nthe1
@herman_smit
@frankvullers
@christi19962006
@_m_dey
@sas_hungary
@techjobsforgood

Top Tweeters in G8:
@thechrischua
@acangros
@diegokuonen
@mckinsey_mgi
@techprogeek
@schulbaumo
@eli_vivas
@ferranmorales
@360giving
@xavigimenez

Top Tweeters in G9:
@bunkerberry
@jluishalf
@alx_eco
@androgynandre
@lshlj
@jousuem
@pulido_amalia
@mendozaalvajj
@guerrero_oa
@adannosunaa

Top Tweeters in G10:
@cebit
@zawysokasiatka
@armyszk
@bolesla27902973
@mondziol1
@z3r0_ground
@madana_hq
@arletakownacka
@realolifrost
@networkubic