#data4good, Twitter, 6/3/2019 5:11:25 AM, 198823


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#data4good_2019-06-02_22-08-00.xlsx
#data4good_2019-06-02_22-08-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 03, 2019
Short Description:
#data4good via NodeXL http://bit.ly/2KovuPk
@kirkdborne
@drivendataorg
@data4goodanz
@datakind
@unglobalpulse
@chidambara09
@dataforgoodwr
@un
@elias_me_em
@qlik

Top hashtags:
#data4good
#bigdata
#ai
#datascience
#machinelearning
#healthcare
#deeplearning

Description:
Description
The graph represents a network of 385 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, 03 June 2019 at 05:08 UTC.

The requested start date was Monday, 03 June 2019 at 00:01 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, 16-hour, 46-minute period from Monday, 20 May 2019 at 03:57 UTC to Sunday, 02 June 2019 at 20:44 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 : 385
Unique Edges : 519
Edges With Duplicates : 202
Total Edges : 721
Number of Edge Types : 3
Mentions : 609
Tweet : 111
Replies to : 1
Self-Loops : 111
Reciprocated Vertex Pair Ratio : 0.0257936507936508
Reciprocated Edge Ratio : 0.0502901353965184
Connected Components : 58
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 171
Maximum Edges in a Connected Component : 420
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.996353
Graph Density : 0.00349702380952381
Modularity : 0.663409
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[17] https://dy.si/ZsW4XB2
[17] https://www.nature.com/articles/srep45141
[16] https://cordata.top-ix.org/
[15] https://dy.si/91T8A
[11] https://dy.si/Rw8N4
[10] https://www.boozallen.com/c/insight/thought-leadership/using-predictive-analytics-to-live-better-lives.html
[8] https://dy.si/y7vUf
[7] https://datamakespossible.westerndigital.com/congestion-analytics-flipping-script/?utm_medium=socnpd1&utm_source=tw&utm_campaign=dmp&utm_content=kirk-borne
[6] https://www.aitrends.com/startups/startup-using-machine-learning-and-aerial-images-to-reduce-risks-from-wildfires/
[6] https://medium.com/omdena/join-the-global-ai-community-and-solve-big-social-problems-like-ptsd-hunger-fc19a53e54ae

Top URLs in Tweet in G1:
[16] https://dy.si/ZsW4XB2
[15] https://dy.si/91T8A
[11] https://dy.si/Rw8N4
[11] https://www.nature.com/articles/srep45141
[9] https://www.boozallen.com/c/insight/thought-leadership/using-predictive-analytics-to-live-better-lives.html
[8] https://dy.si/y7vUf
[6] https://dy.si/XQpca
[5] https://www.aitrends.com/startups/startup-using-machine-learning-and-aerial-images-to-reduce-risks-from-wildfires/
[5] https://medium.com/omdena/join-the-global-ai-community-and-solve-big-social-problems-like-ptsd-hunger-fc19a53e54ae
[4] https://dy.si/mKB3B

Top URLs in Tweet in G2:
[3] https://datamakespossible.westerndigital.com/congestion-analytics-flipping-script/?utm_medium=socnpd1&utm_source=tw&utm_campaign=dmp&utm_content=kirk-borne
[2] https://www.nature.com/articles/srep45141
[1] https://twitter.com/unicefchief/status/1130565445575204867
[1] https://twitter.com/shan_gsd/status/1130578361175216129
[1] https://dy.si/9ZB9B
[1] http://kscope19.odtug.com/
[1] https://public.toucantoco.com/european-elections?report=europe
[1] https://www.3blmedia.com/News/Arrow-Electronics-and-Posner-Center-International-Development-Collaborate-Innovation-Technology?fbclid=IwAR26r_tplWOZ-BqFNIpeKzH0HS9sfctmzWbSBXAl0CTbZ0-LA-1_MPlVkQE
[1] https://www.sas.com/es_es/events/19/inspirationday.html
[1] https://www.meetup.com/Data-for-Good-WR/events/260614796/

Top URLs in Tweet in G3:
[4] https://www.nature.com/articles/srep45141
[3] https://www.sas.com/gms/redirect.jsp?detail=GMS101901_148087&utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=2335558754
[2] https://www.meetup.com/Data-for-Good-WR/events/260614796/
[2] https://www.eventbrite.ca/e/data-for-good-waterloo-region-house-of-friendship-2019-datathon-tickets-59742768228
[2] https://twitter.com/KirkDBorne/status/1133370936000958469
[2] https://twitter.com/SASAsiaPacific/status/1131064872857427968
[1] https://www.kitchenertoday.com/local-news/data-for-good-1481773
[1] https://twitter.com/dataforgoodwr/status/1129304334569824257
[1] https://twitter.com/dataforgoodwr/status/1129041927490478082
[1] https://twitter.com/jointerminal/status/1134816016591179776

Top URLs in Tweet in G4:
[6] https://www.uptake.org/impact/data-fellows
[2] https://www.nytimes.com/2019/05/20/health/cancer-artificial-intelligence-ct-scans.html
[1] https://www.idealist.org/en/government-job/f89893a0086f4296bda74d4e3a36d0f0-quantitative-research-scientist-nyu-global-ties-for-children-global-ties-for-children-new-york-university-new-york
[1] https://policing-equity.prismhr-hire.com/job/124384/data-analyst-national-justice-database
[1] https://boards.greenhouse.io/khanacademy/jobs/15823
[1] https://www.idealist.org/en/nonprofit-job/3e98fcca4e76429f962bb435b396cc5c-research-data-analyst-simons-foundation-new-york
[1] https://www.unglobalpulse.org/resource-library/guides
[1] https://goldrushcam.com/sierrasuntimes/index.php/news/local-news/18776-mariposa-county-library-to-welcome-nao-the-robot-to-the-library-on-saturday-june-1-2019
[1] https://www.drivendata.org/competitions/
[1] http://drivendata.co/blog/camera-trap-wildlife-winners/

Top URLs in Tweet in G5:
[16] https://cordata.top-ix.org/
[2] https://link.medium.com/cHDnPxYhZW
[1] https://www.isi.it/en/news-events/iscrizioni-aperte-a-cordata-il-nuovo-programma-di-formazione-su-data4good-e-tecnologie-civiche
[1] https://cordata.top-ix.org

Top URLs in Tweet in G7:
[2] https://www.un.org/en/sections/issues-depth/big-data-sustainable-development/index.html
[1] https://www.unglobalpulse.org/news/un-and-dataminr-partner-use-artificial-intelligence-humanitarian-response
[1] https://reliefweb.int/node/3146833

Top URLs in Tweet in G8:
[3] https://twitter.com/HRSAgov/status/1131284905562968064
[2] https://www.sas.com/en_be/customers/san-bernardino-county-health.html
[1] https://www.wraltechwire.com/2019/05/02/sas-goodnight-keep-demonstrating-the-power-to-do-good/
[1] https://twitter.com/mrtomsab/status/1130476775161651200
[1] https://www.linkedin.com/pulse/data-sources-assess-whole-person-suffering-josh-morgan-psyd
[1] https://blogs.sas.com/content/statelocalgov/2018/03/15/whole-person-analytics-person-centered-care/
[1] https://twitter.com/HRSAgov/status/1131279847643332608
[1] https://twitter.com/primary1health/status/1131281073202192384
[1] http://video.sas.com/ax16/detail/videos/breakout-sessions/video/5125303674001/there-is-no-health-without-behavioral-health?autoStart=true
[1] https://dy.si/7Nb6i

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

Top Domains
Top Domains in Tweet in Entire Graph:
[92] dy.si
[49] twitter.com
[18] nature.com
[17] top-ix.org
[16] sas.com
[10] boozallen.com
[10] medium.com
[7] westerndigital.com
[6] aitrends.com
[6] uptake.org

Top Domains in Tweet in G1:
[76] dy.si
[11] twitter.com
[11] nature.com
[9] boozallen.com
[6] medium.com
[5] aitrends.com
[4] westerndigital.com
[3] faveeo.com
[2] forbes.com
[2] nih.gov

Top Domains in Tweet in G2:
[11] dy.si
[6] twitter.com
[3] sas.com
[3] westerndigital.com
[2] nature.com
[2] lnkd.in
[1] odtug.com
[1] toucantoco.com
[1] 3blmedia.com
[1] meetup.com

Top Domains in Tweet in G3:
[9] twitter.com
[4] nature.com
[3] sas.com
[2] meetup.com
[2] eventbrite.ca
[1] kitchenertoday.com

Top Domains in Tweet in G4:
[6] uptake.org
[2] idealist.org
[2] drivendata.org
[2] drivendata.co
[2] nytimes.com
[1] prismhr-hire.com
[1] greenhouse.io
[1] unglobalpulse.org
[1] goldrushcam.com
[1] twitter.com

Top Domains in Tweet in G5:
[17] top-ix.org
[2] medium.com
[1] isi.it

Top Domains in Tweet in G7:
[2] un.org
[1] unglobalpulse.org
[1] reliefweb.int

Top Domains in Tweet in G8:
[9] sas.com
[7] twitter.com
[2] dy.si
[1] wraltechwire.com
[1] linkedin.com
[1] ahrq.gov
[1] nih.gov

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[276] data4good
[118] bigdata
[110] ai
[102] datascience
[68] machinelearning
[54] healthcare
[37] deeplearning
[36] ai4socialgood
[35] healthtech
[30] analytics



Top Hashtags in Tweet in G1:
[94] bigdata
[87] ai
[57] data4good
[56] machinelearning
[54] datascience
[52] healthcare
[30] deeplearning
[30] healthtech
[27] ai4socialgood
[21] predictiveanalytics

Top Hashtags in Tweet in G2:
[35] data4good
[12] bigdata
[11] ai
[10] datascience
[8] machinelearning
[6] ai4socialgood
[5] analytics
[3] mentalhealth
[3] deeplearning
[3] datamakespossible

Top Hashtags in Tweet in G3:
[30] data4good
[24] datascience
[21] datathon
[16] analytics
[15] ai4good
[12] kwawesome
[10] bigdata
[9] houseoffriendship
[9] data
[8] saturday

Top Hashtags in Tweet in G4:
[22] data4good
[10] job
[7] datascience
[5] policy
[4] data
[3] technology
[3] ai
[1] ununiversity
[1] coding
[1] deon

Top Hashtags in Tweet in G5:
[20] data4good
[17] cordata2019
[17] civictech
[2] cooperazioneinternazionale
[2] dataninjaschool
[1] 30giugno
[1] formazionesviluppo

Top Hashtags in Tweet in G6:
[21] d4cnairobi
[1] data4change
[1] kenya
[1] nairobi
[1] excitment
[1] data
[1] dataviz
[1] data4good
[1] civilsociety
[1] design

Top Hashtags in Tweet in G7:
[19] data4good
[1] development
[1] humanitarian
[1] peace
[1] aiforgood
[1] batman
[1] bigdata

Top Hashtags in Tweet in G8:
[18] data4good
[8] tbt
[6] analytics
[5] bhealthy
[3] mentalhealthmonth
[3] wholepersoncare
[2] mentalhealthawarenessmonth
[2] analyticsx
[2] nlp
[2] data

Top Hashtags in Tweet in G9:
[9] data4good
[9] odtug
[9] orclepm
[9] orclanalytics
[1] oracledv
[1] essbase
[1] dodeca
[1] kscope19

Top Hashtags in Tweet in G10:
[7] cebit18
[7] cebit
[2] madana
[2] data4good
[1] datarevolution

Top Words
Top Words in Tweet in Entire Graph:
[411] Words in Sentiment List#1: Positive
[124] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[10052] Non-categorized Words
[10587] Total Words
[276] #data4good
[151] kirkdborne
[118] #bigdata
[110] #ai
[102] #datascience

Top Words in Tweet in G1:
[146] kirkdborne
[94] #bigdata
[87] #ai
[57] #data4good
[56] #machinelearning
[54] #datascience
[52] #healthcare
[38] using
[37] ht
[30] #deeplearning

Top Words in Tweet in G2:
[35] #data4good
[12] #bigdata
[11] #ai
[10] #datascience
[9] data
[9] town
[8] #machinelearning
[6] using
[6] #ai4socialgood
[5] analytics

Top Words in Tweet in G3:
[30] #data4good
[29] jointerminal
[24] #datascience
[22] dataforgoodwr
[21] #datathon
[18] hofwatreg
[16] #analytics
[15] #ai4good
[13] amazing
[12] #kwawesome

Top Words in Tweet in G4:
[22] #data4good
[14] research
[10] #job
[10] alert
[9] data
[8] datakind
[8] new
[7] using
[7] open
[7] #datascience

Top Words in Tweet in G5:
[32] per
[20] #data4good
[19] e
[18] formazione
[18] di
[17] #cordata2019
[17] #civictech
[17] iscrizioni
[17] programma
[16] top_ix

Top Words in Tweet in G6:
[41] data4change
[21] nairobi
[21] kicked
[21] sure
[21] follow
[21] adventure
[21] progress
[21] #d4cnairobi
[21] stay
[20] tune

Top Words in Tweet in G7:
[19] #data4good
[17] new
[17] partnership
[17] today
[17] dataminr
[16] unglobalpulse
[16] excited
[16] announce
[16] providing
[16] teams

Top Words in Tweet in G8:
[19] power
[18] #data4good
[12] sassoftware
[9] wraltechwire
[8] #tbt
[8] s
[8] suggested
[8] tagline
[8] know
[7] oschabenberger

Top Words in Tweet in G9:
[9] presenting
[9] #data4good
[9] oracleanalytics
[9] session
[9] #odtug
[9] #orclepm
[9] #orclanalytics
[9] meetup
[9] monterrey
[8] nevianazhgaba

Top Words in Tweet in G10:
[18] madana_hq
[18] data
[7] come
[7] meet
[7] team
[7] #cebit18
[7] giving
[7] away
[7] 10
[7] full

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[37] #bigdata,#datascience
[36] ht,kirkdborne
[28] #bigdata,#machinelearning
[23] kirkdborne,#ai
[23] artificial,intelligence
[21] theadamgabriel,ht
[21] data4change,nairobi
[21] nairobi,kicked
[21] kicked,sure
[21] sure,follow

Top Word Pairs in Tweet in G1:
[36] ht,kirkdborne
[27] #bigdata,#machinelearning
[25] #bigdata,#datascience
[23] kirkdborne,#ai
[21] artificial,intelligence
[21] theadamgabriel,ht
[19] benefits,combining
[18] #healthcare,#healthtech
[16] #healthcare,benefits
[16] combining,#wearables

Top Word Pairs in Tweet in G2:
[6] #bigdata,#datascience
[4] #bigdata,#data4good
[3] #machinelearning,#ai
[3] analytics,meets
[3] meets,iambic
[3] iambic,tetrameter
[3] tetrameter,went
[3] went,town
[3] town,buy
[3] buy,things

Top Word Pairs in Tweet in G3:
[11] first,#datathon
[10] hofwatreg,jointerminal
[9] #data4good,#ai4good
[6] #bigdata,#datascience
[6] jointerminal,#data4good
[5] #analytics,#insights
[5] inaugural,#datathon
[5] s,time
[5] #analytics,#datascience
[5] over,40

Top Word Pairs in Tweet in G4:
[10] #data4good,#job
[10] #job,alert
[8] datakind,#data4good
[5] applications,open
[5] open,uptake
[5] uptake,data
[5] data,fellows
[5] fellows,program
[5] program,fall
[5] fall,2019

Top Word Pairs in Tweet in G5:
[18] #data4good,e
[17] formazione,#data4good
[17] e,#civictech
[17] #civictech,per
[17] programma,di
[17] di,formazione
[15] iscrizioni,per
[15] per,#cordata2019
[15] #cordata2019,https
[15] https,t

Top Word Pairs in Tweet in G6:
[21] data4change,nairobi
[21] nairobi,kicked
[21] kicked,sure
[21] sure,follow
[21] follow,adventure
[21] adventure,progress
[21] progress,#d4cnairobi
[21] #d4cnairobi,stay
[20] data4change,data4change
[20] stay,tune

Top Word Pairs in Tweet in G7:
[17] new,#data4good
[17] #data4good,partnership
[16] excited,announce
[16] announce,new
[16] partnership,today
[16] today,providing
[16] providing,teams
[16] teams,access
[16] access,dataminr
[16] dataminr,support

Top Word Pairs in Tweet in G8:
[8] #tbt,wraltechwire
[8] wraltechwire,s
[8] s,suggested
[8] suggested,tagline
[8] tagline,sassoftware
[8] sassoftware,power
[8] power,know
[8] know,power
[7] oschabenberger,#tbt
[5] using,#data4good

Top Word Pairs in Tweet in G9:
[9] presenting,#data4good
[9] #data4good,oracleanalytics
[9] oracleanalytics,session
[9] session,#odtug
[9] #odtug,#orclepm
[9] #orclepm,#orclanalytics
[9] #orclanalytics,meetup
[9] meetup,monterrey
[8] nevianazhgaba,presenting
[8] monterrey,gadashe

Top Word Pairs in Tweet in G10:
[7] come,meet
[7] meet,madana_hq
[7] madana_hq,team
[7] team,#cebit18
[7] #cebit18,giving
[7] giving,away
[7] away,10
[7] 10,full
[7] full,duration
[7] duration,#cebit

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@jointerminal
@dataforgoodwr
@theadamgabriel
@un
@data4change
@hofwatreg
@boozallen
@unglobalpulse
@dataminr

Top Mentioned in G1:
@kirkdborne
@theadamgabriel
@boozallen
@harvardbiz
@martinheinrich
@rlingle
@cape_analytics
@omdenaai
@analyticsfr
@nychealthsystem

Top Mentioned in G3:
@jointerminal
@dataforgoodwr
@hofwatreg
@richardeudes
@houseoffriendsh
@kitchenertoday
@kirkdborne
@analyticsfrance
@datascientistsf

Top Mentioned in G4:
@datakind
@uptake
@policingequity
@alexcengler
@drivendataorg
@simonsfdn
@khanacademy
@nyuglobalties
@unglobalpulse
@undppa

Top Mentioned in G5:
@top_ix
@innovasviluppo
@isi_fondazione
@heartindata
@csp_live
@fondcariplo
@dataninjait
@moxoff_mathxinn
@nelsonmau

Top Mentioned in G6:
@data4change

Top Mentioned in G7:
@un
@dataminr
@unglobalpulse

Top Mentioned in G8:
@sassoftware
@wraltechwire
@oschabenberger
@drjosh
@trentsmithnc
@ahrqnews
@sbdbh
@endstigma
@nimhdirector

Top Mentioned in G9:
@oracleanalytics
@nevianazhgaba
@gadashe
@gadashek

Top Mentioned in G10:
@madana_hq
@realolifrost
@cebit

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@chidambara09
@entwistletx
@santchiweb
@caring_mobile
@machinelearn_d
@bigdatabatman
@ipfconline1
@wef
@mougendi

Top Tweeters in G1:
@gamergeeknews
@chidambara09
@machinelearn_d
@ipfconline1
@joseph_santoro
@kirkdborne
@dme_health
@harvardbiz
@machine_ml
@dme_jun

Top Tweeters in G2:
@bigdatagear
@datascientistfr
@datasciencefr
@aforanalytic
@sas_cares
@njxxllc
@dbaontap
@ideorg
@chadpflores
@datassist

Top Tweeters in G3:
@alexkinsella
@thomashilbig2
@brainroaring
@msarozz
@bigdata_fr
@greentechdon
@analyticsfrance
@datascientistsf
@elias_me_em
@richardeudes

Top Tweeters in G4:
@entwistletx
@andrewnebus
@meansandrew
@abhinemani
@hao_and_y
@powerspeaks
@yaso
@undppa
@datakind
@thomas_mock

Top Tweeters in G5:
@simoneasnaghi
@nelsonmau
@fondcariplo
@csp_live
@top_ix
@pendolare
@danielapaolotti
@mtizzoni
@lucacicchelli
@astrastefania

Top Tweeters in G6:
@mougendi
@chrisroper
@elric_olalekan
@theabikus
@cipesaug
@davidlemayian
@small_media
@torinmo_
@nelsonkwaje
@code4africa

Top Tweeters in G7:
@bigdatabatman
@un
@reliefweb
@stefihane
@unglobalpulse
@data4sdgs
@somspace
@rebekahasmyth
@pulselabkampala
@theahmediqbal

Top Tweeters in G8:
@sassoftware
@wraltechwire
@ahrqnews
@endstigma
@abhijeetsafai
@drjosh
@sasindia
@sasasiapacific
@jessthompson19
@saschampionship

Top Tweeters in G9:
@oracleanalytics
@odtug
@rterreros
@nevianazhgaba
@icodealot
@gadashek
@gadashe
@appliedolap
@julie_jacobs129
@datarestless

Top Tweeters in G10:
@pripyatboob
@cebit
@azis33212349
@cod76_us
@madana_hq
@souravm28823797
@gyana007
@azie75796949
@realolifrost


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