#data4good, Twitter, 6/11/2019 5:36:45 AM, 199681


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#data4good_2019-06-10_22-08-01.xlsx
#data4good_2019-06-10_22-08-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 11, 2019
Short Description:
#data4good via NodeXL http://bit.ly/2R3UJrd
@kirkdborne
@drivendataorg
@data4goodanz
@datakind
@sassoftware
@unglobalpulse
@chidambara09
@harvardbiz
@morganesoulier
@theadamgabriel

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

Description:
Description
The graph represents a network of 341 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 Tuesday, 11 June 2019 at 05:08 UTC.

The requested start date was Monday, 10 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, 21-hour, 11-minute period from Monday, 27 May 2019 at 01:32 UTC to Sunday, 09 June 2019 at 22:43 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 : 341
Unique Edges : 435
Edges With Duplicates : 180
Total Edges : 615
Number of Edge Types : 3
Mentions : 515
Tweet : 96
Replies to : 4
Self-Loops : 96
Reciprocated Vertex Pair Ratio : 0.0210280373831776
Reciprocated Edge Ratio : 0.0411899313501144
Connected Components : 52
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 194
Maximum Edges in a Connected Component : 454
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.326909
Graph Density : 0.00376919096084181
Modularity : 0.641943
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[32] https://dy.si/mjTY8
[16] https://www.nature.com/articles/srep45141
[16] https://dy.si/ZsW4XB2
[9] https://www.boozallen.com/c/insight/thought-leadership/using-predictive-analytics-to-live-better-lives.html
[8] https://dy.si/V7HFjk2
[7] https://datamakespossible.westerndigital.com/congestion-analytics-flipping-script/?utm_medium=socnpd1&utm_source=tw&utm_campaign=dmp&utm_content=kirk-borne
[6] https://medium.com/omdena/join-the-global-ai-community-and-solve-big-social-problems-like-ptsd-hunger-fc19a53e54ae
[5] https://twitter.com/KirkDBorne/status/1137722256073924608
[5] https://www.aitrends.com/startups/startup-using-machine-learning-and-aerial-images-to-reduce-risks-from-wildfires/
[4] https://dy.si/j2zpB

Top URLs in Tweet in G1:
[27] https://dy.si/mjTY8
[11] https://dy.si/ZsW4XB2
[9] https://www.nature.com/articles/srep45141
[5] https://www.boozallen.com/c/insight/thought-leadership/using-predictive-analytics-to-live-better-lives.html
[4] https://dy.si/uZvLzX
[3] https://datamakespossible.westerndigital.com/congestion-analytics-flipping-script/?utm_medium=socnpd1&utm_source=tw&utm_campaign=dmp&utm_content=kirk-borne
[3] https://medium.com/omdena/join-the-global-ai-community-and-solve-big-social-problems-like-ptsd-hunger-fc19a53e54ae
[3] https://www.aitrends.com/startups/startup-using-machine-learning-and-aerial-images-to-reduce-risks-from-wildfires/
[3] https://twitter.com/KirkDBorne/status/1137722256073924608
[2] https://www.forbes.com/sites/insights-inteliot/2018/06/14/6-ways-the-internet-of-things-is-improving-the-quality-of-urban-life/#129e02d03a03

Top URLs in Tweet in G2:
[3] https://www.uptake.org/impact/data-fellows
[2] https://www.unglobalpulse.org/resource-library/guides
[2] https://www.nytimes.com/2019/05/20/health/cancer-artificial-intelligence-ct-scans.html
[2] https://www.un.org/en/sections/issues-depth/big-data-sustainable-development/index.html
[2] https://blog.qlik.com/united-nations-science-technology-and-innovation-forum
[1] https://www.unglobalpulse.org/news/un-and-dataminr-partner-use-artificial-intelligence-humanitarian-response
[1] https://www.charitydigitalnews.co.uk/2019/05/31/how-ai-is-helping-make-the-world-greener
[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 G3:
[3] https://www.nature.com/articles/srep45141
[3] https://dy.si/V7HFjk2
[3] https://twitter.com/DrJosh/status/1135996172164685824
[2] https://dy.si/mjTY8
[2] https://twitter.com/sethgrimes/status/1136367811268358144
[1] https://twitter.com/KirkDBorne/status/1137722256073924608
[1] https://datamakespossible.westerndigital.com/congestion-analytics-flipping-script/?utm_medium=socnpd1&utm_source=tw&utm_campaign=dmp&utm_content=kirk-borne
[1] https://www.boozallen.com/c/insight/thought-leadership/using-predictive-analytics-to-live-better-lives.html
[1] https://www.govtech.com/health/The-Opioid-Epidemic-Data-Analytics-Group-Convened-by-SAS.html
[1] https://twitter.com/KirkDBorne/status/1133370936000958469#BigData

Top URLs in Tweet in G4:
[2] https://www.nature.com/articles/srep45141
[1] https://dy.si/HPGkFf
[1] https://dy.si/dTBmo
[1] https://twitter.com/KirkDBorne/status/1133370936000958469
[1] https://twitter.com/KirkDBorne/status/1133370936000958469#BigData
[1] https://dy.si/9btJvo
[1] https://twitter.com/brighthiveio/status/1133559842545819650
[1] https://salesintel.io/blog/predicting-and-improving-your-account-win-rate/?platform=hootsuite
[1] https://www.sas.com/it_it/events/19/sas-forum-milan/extra/escape-room.html?utm_medium=social&utm_source=linkedin&utm_campaign=postfity&utm_content=postfity8c7c8
[1] https://lnkd.in/ePZe9mP

Top URLs in Tweet in G6:
[1] https://www.kitchenertoday.com/local-news/data-for-good-1481773
[1] https://www.eventbrite.ca/e/data-for-good-waterloo-region-house-of-friendship-2019-datathon-tickets-59742768228
[1] https://twitter.com/dataforgoodwr/status/1129304334569824257
[1] https://twitter.com/dataforgoodwr/status/1129041927490478082
[1] https://drive.google.com/file/d/14qDXaPpaPIFdCQC3xkFAuQu66btICcuw/view?usp=drivesdk
[1] https://vimeo.com/332665436
[1] https://dy.si/V7HFjk2
[1] https://twitter.com/jointerminal/status/1134816016591179776

Top URLs in Tweet in G7:
[5] https://dy.si/ZsW4XB2
[3] https://dy.si/mjTY8
[3] https://www.boozallen.com/c/insight/thought-leadership/using-predictive-analytics-to-live-better-lives.html
[2] https://www.nature.com/articles/srep45141
[2] https://dy.si/j2zpB
[2] https://www.aitrends.com/startups/startup-using-machine-learning-and-aerial-images-to-reduce-risks-from-wildfires/
[2] https://datamakespossible.westerndigital.com/congestion-analytics-flipping-script/?utm_medium=socnpd1&utm_source=tw&utm_campaign=dmp&utm_content=kirk-borne
[2] https://medium.com/omdena/join-the-global-ai-community-and-solve-big-social-problems-like-ptsd-hunger-fc19a53e54ae
[2] https://dy.si/V7HFjk2
[2] https://dy.si/3zx8e

Top URLs in Tweet in G8:
[1] https://hbr.org/2013/07/your-brand-is-just-the-exhaust
[1] https://www.ledevoir.com/societe/science/555529/acfas

Top URLs in Tweet in G9:
[4] https://www.mastercardcenter.org/insights/leaving-no-place-behind-in-the-digital-economy?cmp=organic.twitter.social.featured.econgrowth.met.nam.
[2] https://www.weforum.org/reports/data-collaboration-for-the-common-good-enabling-trust-and-innovation-through-public-private-partnerships?cmp=organic.twitter.social.industry_news.data4good.all.global.

Top Domains
Top Domains in Tweet in Entire Graph:
[90] dy.si
[43] twitter.com
[17] nature.com
[9] boozallen.com
[7] westerndigital.com
[7] medium.com
[6] sas.com
[5] aitrends.com
[4] mastercardcenter.org
[3] faveeo.com

Top Domains in Tweet in G1:
[52] dy.si
[9] nature.com
[5] twitter.com
[5] boozallen.com
[3] westerndigital.com
[3] medium.com
[3] aitrends.com
[2] forbes.com
[1] faveeo.com
[1] co.uk

Top Domains in Tweet in G2:
[3] unglobalpulse.org
[3] drivendata.co
[3] uptake.org
[2] drivendata.org
[2] nytimes.com
[2] idealist.org
[2] un.org
[2] qlik.com
[1] co.uk
[1] goldrushcam.com

Top Domains in Tweet in G3:
[12] dy.si
[8] twitter.com
[4] sas.com
[3] nature.com
[1] westerndigital.com
[1] boozallen.com
[1] govtech.com
[1] curriculumpathways.com
[1] wraltechwire.com

Top Domains in Tweet in G4:
[8] dy.si
[8] twitter.com
[2] nature.com
[2] lnkd.in
[1] salesintel.io
[1] sas.com
[1] westerndigital.com
[1] medium.com
[1] viennabusinessagency.at
[1] surveycto.com

Top Domains in Tweet in G6:
[3] twitter.com
[1] kitchenertoday.com
[1] eventbrite.ca
[1] google.com
[1] vimeo.com
[1] dy.si

Top Domains in Tweet in G7:
[16] dy.si
[10] twitter.com
[3] boozallen.com
[2] nature.com
[2] aitrends.com
[2] westerndigital.com
[2] medium.com
[2] faveeo.com
[1] dataforpolicy.org
[1] globalpolicyjournal.com

Top Domains in Tweet in G8:
[1] hbr.org
[1] ledevoir.com

Top Domains in Tweet in G9:
[4] mastercardcenter.org
[2] weforum.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[233] data4good
[115] ai
[107] bigdata
[68] datascience
[64] machinelearning
[30] deeplearning
[27] data
[26] healthtech
[26] ai4socialgood
[24] analytics



Top Hashtags in Tweet in G1:
[60] ai
[60] bigdata
[38] machinelearning
[27] data4good
[20] datascience
[17] predictiveanalytics
[17] deeplearning
[14] healthcare
[11] ai4socialgood
[11] healthtech

Top Hashtags in Tweet in G2:
[42] data4good
[6] data
[5] datascience
[5] job
[3] ununiversity
[3] technology
[2] ai
[2] policy
[2] bigdata
[2] tbt

Top Hashtags in Tweet in G3:
[28] data4good
[16] ai
[8] analytics
[8] tbt
[5] bigdata
[5] machinelearning
[5] sasusers
[4] deeplearning
[4] wholeperson
[3] datascience

Top Hashtags in Tweet in G4:
[27] data4good
[8] ai
[6] datascience
[5] bigdata
[4] machinelearning
[4] ai4socialgood
[3] mentalhealth
[3] sdgs
[2] socialmedia
[2] deeplearning

Top Hashtags in Tweet in G5:
[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 G6:
[24] data4good
[14] datathon
[14] ai4good
[13] datascience
[13] kwawesome
[9] data
[9] analytics
[8] houseoffriendship
[8] saturday
[7] insights

Top Hashtags in Tweet in G7:
[28] data4good
[22] ai
[22] bigdata
[17] datascience
[16] machinelearning
[12] healthtech
[9] ai4socialgood
[8] healthcare
[7] deeplearning
[5] wearables

Top Hashtags in Tweet in G8:
[6] tech4good
[6] data4good
[4] womenintech
[3] medtech
[3] santeconnectee
[2] ehealth
[2] healthtech
[2] pharmaceuticalindustry
[2] esanté
[2] digitalladies

Top Hashtags in Tweet in G9:
[4] data
[4] partner4good
[4] data4good
[3] socialgood
[2] economicdevelopment
[2] opportunityzones
[1] inclusivegrowth

Top Hashtags in Tweet in G10:
[1] opendata
[1] data4good

Top Words
Top Words in Tweet in Entire Graph:
[379] Words in Sentiment List#1: Positive
[133] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[8689] Non-categorized Words
[9201] Total Words
[233] #data4good
[121] kirkdborne
[115] #ai
[107] #bigdata
[95] â

Top Words in Tweet in G1:
[79] kirkdborne
[60] #ai
[60] #bigdata
[38] #machinelearning
[29] applications
[27] top
[27] 10
[27] healthcare
[27] plus
[27] fighting

Top Words in Tweet in G2:
[42] #data4good
[28] new
[19] unglobalpulse
[18] partnership
[18] today
[18] dataminr
[18] support
[17] excited
[17] announce
[17] providing

Top Words in Tweet in G3:
[30] sassoftware
[28] #data4good
[17] power
[16] #ai
[15] â
[10] thanks
[9] analytics
[9] using
[8] #analytics
[8] use

Top Words in Tweet in G4:
[27] #data4good
[8] #ai
[6] #datascience
[5] #bigdata
[5] ðÿ
[4] #machinelearning
[4] #ai4socialgood
[4] helping
[3] use
[3] s

Top Words in Tweet in G5:
[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 G6:
[61] ðÿ
[33] â
[25] jointerminal
[24] #data4good
[22] hofwatreg
[21] dataforgoodwr
[14] #ai4good
[13] #datascience
[13] #kwawesome
[13] amazing

Top Words in Tweet in G7:
[33] kirkdborne
[28] #data4good
[22] #ai
[22] #bigdata
[17] ht
[17] #datascience
[16] #machinelearning
[12] #healthtech
[11] â
[9] #ai4socialgood

Top Words in Tweet in G8:
[7] pour
[7] qui
[6] morganesoulier
[6] #tech4good
[6] #data4good
[5] à
[5] feeleat_
[4] il
[4] faut
[4] développer

Top Words in Tweet in G9:
[9] cntr4growth
[8] new
[7] insights
[7] ensure
[7] communities
[7] learn
[7] more
[6] â
[4] center
[4] working

Top Words in Tweet in G10:
[2] big

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[32] top,10
[32] 10,applications
[32] applications,#ai
[32] #ai,healthcare
[32] healthcare,plus
[32] plus,fighting
[32] fighting,cancer
[32] cancer,#bigdata
[31] #bigdata,#machinelearning
[31] â,â

Top Word Pairs in Tweet in G1:
[27] top,10
[27] 10,applications
[27] applications,#ai
[27] #ai,healthcare
[27] healthcare,plus
[27] plus,fighting
[27] fighting,cancer
[27] cancer,#bigdata
[26] #bigdata,#machinelearning
[19] kirkdborne,top

Top Word Pairs in Tweet in G2:
[18] new,#data4good
[18] #data4good,partnership
[17] excited,announce
[17] announce,new
[17] partnership,today
[17] today,providing
[17] providing,teams
[17] teams,access
[17] access,dataminr
[17] dataminr,support

Top Word Pairs in Tweet in G3:
[10] #ai,#data4good
[9] â,â
[8] #tbt,wraltechwire
[8] wraltechwire,s
[8] s,suggested
[8] suggested,tagline
[8] tagline,sassoftware
[8] sassoftware,power
[8] power,know
[8] know,power

Top Word Pairs in Tweet in G4:
[4] #bigdata,#datascience
[3] #ai,helping
[3] helping,healthcare
[3] healthcare,manufacturing
[3] manufacturing,even
[3] even,insurance
[3] insurance,#data4good
[2] characterization,#mentalhealth
[2] #mentalhealth,conditions
[2] conditions,#socialmedia

Top Word Pairs in Tweet in G5:
[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 G6:
[23] ðÿ,ðÿ
[18] ðÿ,â
[14] â,ðÿ
[10] hofwatreg,jointerminal
[8] #data4good,#ai4good
[6] itâ,s
[6] jointerminal,#data4good
[5] over,40
[5] 40,amazing
[5] amazing,data

Top Word Pairs in Tweet in G7:
[17] ht,kirkdborne
[11] #bigdata,#datascience
[7] #data4good,#ai4socialgood
[7] kirk,borne
[7] benefits,combining
[6] #healthtech,#data4good
[6] #datascience,#data4good
[6] â,â
[6] theadamgabriel,ht
[5] kirkdborne,#healthcare

Top Word Pairs in Tweet in G8:
[4] il,faut
[4] faut,développer
[4] développer,des
[4] des,outils
[4] outils,pour
[4] pour,aider
[4] aider,les
[4] les,patients
[4] patients,à
[4] à,atteindre

Top Word Pairs in Tweet in G9:
[7] ensure,communities
[7] learn,more
[4] center,working
[4] working,equip
[4] equip,city
[4] city,community
[4] community,leaders
[4] leaders,new
[4] new,tools
[4] tools,insights

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

Top Mentioned in G1:
@kirkdborne
@harvardbiz
@boozallen
@theadamgabriel
@apigee
@programmableweb
@bigmlcom
@omdenaai
@cape_analytics
@monkeyl

Top Mentioned in G2:
@un
@unglobalpulse
@dataminr
@undppa
@drivendataorg
@uptake
@simonsfdn
@datakind
@datassist
@alexcengler

Top Mentioned in G3:
@sassoftware
@wraltechwire
@oschabenberger
@mrtomsab
@kirkdborne
@theadamgabriel
@drjosh
@carlieidoine
@meetup
@datasciencefr

Top Mentioned in G4:
@surveycto

Top Mentioned in G5:
@data4change

Top Mentioned in G6:
@jointerminal
@hofwatreg
@dataforgoodwr
@joyb123
@kitchenertoday
@dataforgoodyyz
@data_for_good
@sentinelproject
@hatebase_org
@kirkdborne

Top Mentioned in G7:
@theadamgabriel
@carlos_santiso
@vardhanharsh
@rlingle
@gianthealthevnt
@barbaraubaldi
@paulaforteza
@future_of_ai

Top Mentioned in G8:
@morganesoulier
@feeleat_
@orange
@50intech
@nilofer
@harvardbiz
@ledevoir
@katharinajanus

Top Mentioned in G9:
@cntr4growth
@wef
@mckinsey
@privacydesign

Top Mentioned in G10:
@stateofopendata
@timdavies
@carlabonina
@jatenas
@odihq

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@chidambara09
@calcaware
@channelnewsasia
@machinelearn_d
@bigdatabatman
@joaniratxeta
@nytopinion
@akdm_bot
@wef

Top Tweeters in G1:
@chidambara09
@calcaware
@joaniratxeta
@akdm_bot
@kirkdborne
@dme_health
@harvardbiz
@thecuriousluke
@programmableweb
@brainroaring

Top Tweeters in G2:
@bigdatabatman
@nordicgeo
@un
@reliefweb
@stefihane
@qlik
@powerspeaks
@acertaintom
@undppa
@datakind

Top Tweeters in G3:
@gamergeeknews
@sassoftware
@bigdata_fr
@greentechdon
@wraltechwire
@kristinevick
@igor_os777
@sethgrimes
@datasciencefr
@wateraidamerica

Top Tweeters in G4:
@bigdatagear
@datascientistsf
@bristowcolin
@aforanalytic
@sas_cares
@davidtareen
@chadpflores
@valeriaravani
@werobotics
@andreaderamo70

Top Tweeters in G5:
@mougendi
@chrisroper
@elric_olalekan
@theabikus
@cipesaug
@davidlemayian
@small_media
@torinmo_
@nelsonkwaje
@code4africa

Top Tweeters in G6:
@alexkinsella
@thomashilbig2
@msarozz
@elias_me_em
@hofwatreg
@notman
@kitchenertoday
@nabilfahel
@data_for_good
@sentinelproject

Top Tweeters in G7:
@machinelearn_d
@dme_jun
@nvsdata
@enzolefevre
@future_of_ai
@theadamgabriel
@mtechbot
@cleary_corey
@paul_wertz
@rlingle

Top Tweeters in G8:
@ledevoir
@orange
@evaprokop
@nilofer
@eleonorerobert
@epierga
@50intech
@ytrescos
@morganesoulier
@feeleat_

Top Tweeters in G9:
@wef
@yuukifushimi
@davidbr59545413
@terrencegallman
@mckinsey
@cntr4growth
@kcel_edumac2020
@domatkinson76
@ssoniagp
@privacydesign

Top Tweeters in G10:
@angienavarromx
@timdavies
@odihq
@morchickit
@jatenas
@carlabonina
@stateofopendata