#data4good, Twitter, 5/15/2019 7:16:23 AM, 196882


FAQ | Problem?

#data4good_2019-05-14_22-06-51.xlsx
#data4good_2019-05-14_22-06-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2019
Short Description:
#data4good via NodeXL http://bit.ly/2VDX3uI
@kirkdborne
@sassoftware
@machinelearn_d
@johngmcnutt
@biscorecard
@datakind
@unglobalpulse
@pulselabjakarta
@dervalausher
@dataforgoodbcn

Top hashtags:
#data4good
#ai
#datascience
#bigdata
#machinelearning
#sasgf
#sdgs

Description:
Description
The graph represents a network of 471 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 Wednesday, 15 May 2019 at 05:07 UTC.

The requested start date was Monday, 13 May 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, 18-hour, 45-minute period from Monday, 29 April 2019 at 00:32 UTC to Sunday, 12 May 2019 at 19:17 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 : 471
Unique Edges : 673
Edges With Duplicates : 152
Total Edges : 825
Number of Edge Types : 3
Mentions : 738
Tweet : 78
Replies to : 9
Self-Loops : 78
Reciprocated Vertex Pair Ratio : 0.0460122699386503
Reciprocated Edge Ratio : 0.0879765395894428
Connected Components : 64
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 239
Maximum Edges in a Connected Component : 506
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.750034
Graph Density : 0.00308081492523829
Modularity : 0.718405
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[12] https://dy.si/uZvLzX
[10] https://www.boozallen.com/e/media/press-release/nearly-10-000-global-problem-solvers-yield-winning-formulas-to-i.html
[8] https://www.onda-dias.eu/cms/
[7] https://dy.si/dyYaxr
[7] http://www.google.com/maps/d/viewer?mid=1ROhMQUHXmVMyeyXJcHT7eSuVLiSnwFQN&ll=43.70402728923885%2C-79.40693935000001&z=12
[6] https://dy.si/q7zNkj
[6] https://www.itbusiness.ca/news/sas-global-forum-jim-goodnight-emphasizes-importance-of-harnessing-data-to-change-the-world/110192
[5] https://www.pacificedgemagazine.com/leadership/julie_hong/
[5] https://twitter.com/SASsoftware/status/1122659840424386560
[4] https://t.co/HXJvLtQubp

Top URLs in Tweet in G1:
[11] https://dy.si/uZvLzX
[8] https://www.boozallen.com/e/media/press-release/nearly-10-000-global-problem-solvers-yield-winning-formulas-to-i.html
[8] https://www.onda-dias.eu/cms/
[6] https://dy.si/dyYaxr
[4] https://dy.si/q7zNkj
[4] https://t.co/HXJvLtQubp
[3] https://spark.adobe.com/page/NKwWjtLmwxR4I/
[3] https://dy.si/oeydWg
[2] https://www.sas.com/en_au/events/2018/academic-gather-iq.html
[2] https://dy.si/HFxAC

Top URLs in Tweet in G2:
[5] https://www.itbusiness.ca/news/sas-global-forum-jim-goodnight-emphasizes-importance-of-harnessing-data-to-change-the-world/110192
[2] https://www.itworldcanada.com/article/sas-global-forum-jim-goodnight-emphasizes-importance-of-harnessing-data-to-change-the-world/417373
[1] https://www.sas.com/en_us/customers/new-hanover-county-dss.html?utm_source=twitter&utm_medium=social-sprinklr&utm_content=2276581860&utm_term=2276581860
[1] https://dy.si/DutMty
[1] https://dy.si/mhvbP
[1] https://twitter.com/SASsoftware/status/1122659840424386560
[1] https://dy.si/KN6cc
[1] https://dy.si/MZzEYQ
[1] https://dy.si/dw3Jo
[1] https://dy.si/VhvLk

Top URLs in Tweet in G3:
[2] https://jobs.partneragencies.net/erecruitjobs.html?JobOpeningId=22971&hrs_jo_pst_seq=1&hrs_site_id=2
[1] https://www.pacificedgemagazine.com/leadership/julie_hong/
[1] https://dy.si/q7zNkj
[1] https://twitter.com/UNGlobalPulse/status/1126173861723222023
[1] https://www.unglobalpulse.org/resource-library/guides
[1] http://powerofideas.milkeninstitute.org/global-conference/global-conference-2019/the-power-of-data-philanthropy
[1] https://www.ict4dconference.org/

Top URLs in Tweet in G5:
[2] https://dy.si/Fgpa6
[2] https://www.ozy.com/fast-forward/can-artificial-intelligence-save-us-from-depression/91451
[1] https://www.eventbrite.co.uk/e/datathon-at-toynbee-hall-tickets-59760759039
[1] https://www.microstrategy.com/us/blog/data-visualization
[1] https://www.itbusiness.ca/news/sas-global-forum-jim-goodnight-emphasizes-importance-of-harnessing-data-to-change-the-world/110192

Top URLs in Tweet in G4:
[2] https://dy.si/HFxAC
[1] https://dy.si/7Uro5B2
[1] https://dy.si/T2NMcf
[1] https://dy.si/y1hqN
[1] https://www.boozallen.com/e/media/press-release/nearly-10-000-global-problem-solvers-yield-winning-formulas-to-i.html
[1] https://www.sas.com/en_au/events/2018/academic-gather-iq.html
[1] https://www.reuters.com/brandfeatures/17-goals/qlik-and-c40-cities
[1] https://dy.si/H3aZ7
[1] https://www.theguardian.com/commentisfree/2018/feb/02/refugee-crisis-human-flow-ai-weiwei-china
[1] https://twitter.com/nielsen/status/1123650793624748032

Top URLs in Tweet in G6:
[2] https://www.blog.google/outreach-initiatives/google-org/ai-impact-challenge-grantees/?utm_source=tw&utm_medium=social&utm_campaign=io19
[1] https://www.nten.org/job/tech-accelerate-data-scientist/
[1] https://americanredcross.wd1.myworkdayjobs.com/en-US/American_Red_Cross_Careers/job/Statewide-VA/Data-Science-Senior-Director_RC26915
[1] https://twitter.com/ginavon/status/1126367709912944640
[1] https://www.boozallen.com/e/media/press-release/nearly-10-000-global-problem-solvers-yield-winning-formulas-to-i.html
[1] https://twitter.com/datakind/status/1125836249552621570
[1] https://www.apexofinnovation.com/data-for-good-a-new-social-movement/
[1] https://www.fastcompany.com/90332350/endangered-rhinos-are-now-being-protected-by-powerful-data-analytics
[1] https://www.blog.google/outreach-initiatives/google-org/ai-impact-challenge-grantees/
[1] https://twitter.com/skillsmatter/status/1124282476707315717

Top URLs in Tweet in G8:
[1] https://www.meetup.com/Data-for-Good-WR/events/260614796/
[1] http://www.eventbrite.ca/e/data-for-goo

Top URLs in Tweet in G9:
[2] https://twitter.com/gruenstattgrau/status/1122071432568217602
[1] https://trendydots.com/data4good/
[1] https://trendydots.com/data4good/challenge1.html

Top URLs in Tweet in G10:
[2] https://mastersofscale.com/mastercardchallenge/?cmp=organic.twitter.social.podcast.inclusive_growth.all.nam.mos.

Top Domains
Top Domains in Tweet in Entire Graph:
[74] dy.si
[25] twitter.com
[14] sas.com
[10] boozallen.com
[8] onda-dias.eu
[7] t.co
[7] google.com
[6] itbusiness.ca
[5] pacificedgemagazine.com
[3] adobe.com

Top Domains in Tweet in G1:
[33] dy.si
[8] boozallen.com
[8] onda-dias.eu
[4] t.co
[3] adobe.com
[3] sas.com
[1] pacificedgemagazine.com
[1] gatheriq.analytics
[1] twitter.com

Top Domains in Tweet in G2:
[26] dy.si
[5] itbusiness.ca
[2] itworldcanada.com
[1] sas.com
[1] twitter.com
[1] healthitanalytics.com
[1] wraltechwire.com

Top Domains in Tweet in G3:
[2] partneragencies.net
[1] pacificedgemagazine.com
[1] dy.si
[1] twitter.com
[1] unglobalpulse.org
[1] milkeninstitute.org
[1] ict4dconference.org

Top Domains in Tweet in G5:
[2] dy.si
[2] ozy.com
[1] co.uk
[1] microstrategy.com
[1] itbusiness.ca

Top Domains in Tweet in G4:
[8] dy.si
[4] sas.com
[3] t.co
[2] twitter.com
[1] boozallen.com
[1] reuters.com
[1] theguardian.com
[1] getrevere.com
[1] forbes.com
[1] viennabusinessagency.at

Top Domains in Tweet in G6:
[3] twitter.com
[3] blog.google
[1] nten.org
[1] myworkdayjobs.com
[1] boozallen.com
[1] apexofinnovation.com
[1] fastcompany.com

Top Domains in Tweet in G8:
[1] meetup.com
[1] eventbrite.ca

Top Domains in Tweet in G9:
[2] twitter.com
[2] trendydots.com

Top Domains in Tweet in G10:
[2] mastersofscale.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[274] data4good
[90] ai
[79] datascience
[61] bigdata
[47] machinelearning
[36] sasgf
[26] sdgs
[23] opendata
[18] datascientist
[17] analytics



Top Hashtags in Tweet in G1:
[44] datascience
[41] bigdata
[38] data4good
[36] machinelearning
[28] ai
[16] opendata
[13] satellitedata
[13] sdgs
[12] innovation
[11] datascientist

Top Hashtags in Tweet in G2:
[50] data4good
[29] ai
[10] sasgf
[8] analytics
[5] wholepersoncare
[2] datamining
[2] machinelearning
[2] humantrafficking
[2] ml
[2] curiosity

Top Hashtags in Tweet in G3:
[20] datascience
[8] data4good
[8] data
[7] ununiversity
[6] ict4d2019
[6] uganda
[5] job
[4] bigdata
[3] miglobal
[2] datascientist

Top Hashtags in Tweet in G5:
[13] data4good
[6] ai
[6] dataviz
[4] machinelearning
[4] madisontug
[4] dogoodwithdata
[2] nlp
[2] london
[2] analytics
[2] sasgf

Top Hashtags in Tweet in G4:
[30] data4good
[10] ai
[8] datascience
[6] bigdata
[5] machinelearning
[3] ai4socialgood
[3] sasgf
[3] sdgs
[3] socialimpact
[3] dataforgood

Top Hashtags in Tweet in G6:
[20] data4good
[5] starwarsday
[5] maythe4thbewithyou
[5] googleai
[3] job
[2] bigdata
[2] ai
[2] beyondtech
[1] iot
[1] sdgs

Top Hashtags in Tweet in G7:
[14] siliconvalley
[14] virtualreality
[14] loon
[14] connectivity
[14] impactcloud
[14] data4good

Top Hashtags in Tweet in G8:
[10] data4good
[10] datathon
[5] houseoffriendship
[5] dataforgood
[4] kw
[4] maythe4thbewithyou
[3] datascience
[2] waterlooregion
[1] houseoffrienship
[1] jointeminal

Top Hashtags in Tweet in G9:
[11] data4good
[4] hackathon
[2] opendata
[1] europe
[1] smartcity
[1] ehealth
[1] hazardgis

Top Hashtags in Tweet in G10:
[9] data4good
[8] nonprofits
[8] digitaldivide
[2] contest

Top Words
Top Words in Tweet in Entire Graph:
[517] Words in Sentiment List#1: Positive
[109] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[10322] Non-categorized Words
[10948] Total Words
[274] #data4good
[169] data
[106] kirkdborne
[89] â
[85] #ai

Top Words in Tweet in G1:
[80] kirkdborne
[46] â
[44] #datascience
[41] #bigdata
[38] #data4good
[36] #machinelearning
[24] #ai
[21] data
[21] boozallen
[20] government

Top Words in Tweet in G2:
[50] #data4good
[33] sas
[33] sassoftware
[29] world
[29] #ai
[28] data
[27] global
[27] goodnight
[26] harnessing
[25] jim

Top Words in Tweet in G3:
[21] team
[20] come
[20] lead
[20] #datascience
[20] pulselabjakarta
[19] unglobalpulse
[15] last
[15] couple
[15] days
[15] application

Top Words in Tweet in G5:
[15] real
[13] #data4good
[12] world
[11] data
[6] #ai
[6] #dataviz
[6] insights
[5] time
[5] technology
[5] premierleague

Top Words in Tweet in G4:
[30] #data4good
[10] #ai
[9] data
[9] world
[8] #datascience
[7] make
[6] #bigdata
[6] harnessing
[5] #machinelearning
[5] change

Top Words in Tweet in G6:
[20] #data4good
[20] data
[14] datakind
[9] â
[7] world
[7] work
[6] happy
[6] tom
[5] #starwarsday
[5] #maythe4thbewithyou

Top Words in Tweet in G7:
[14] incredible
[14] day
[14] #siliconvalley
[14] #virtualreality
[14] balloon
[14] #loon
[14] #connectivity
[14] #impactcloud
[14] #data4good
[13] doreenbogdan

Top Words in Tweet in G8:
[18] ðÿ
[17] ðÿž
[12] ï
[10] june
[10] #data4good
[10] #datathon
[7] dataforgoodwr
[7] â
[6] jointerminal
[6] dataforgoodyyz

Top Words in Tweet in G9:
[11] #data4good
[6] great
[5] viennadsg
[5] data
[5] gruenstattgrau
[4] weekend
[4] #hackathon
[4] analyzing
[3] participated
[3] first

Top Words in Tweet in G10:
[12] cntr4growth
[12] tools
[9] #data4good
[8] #nonprofits
[8] take
[8] flying
[8] leap
[8] #digitaldivide
[8] leveraging
[8] shares

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[43] â,â
[36] #ai,#data4good
[30] change,world
[29] jim,goodnight
[29] goodnight,emphasizes
[29] emphasizes,importance
[29] importance,harnessing
[29] harnessing,data
[29] data,change
[28] sas,global

Top Word Pairs in Tweet in G1:
[36] â,â
[21] #datascience,#ai
[19] #bigdata,#datascience
[15] putting,government
[15] government,data
[15] data,work
[15] work,apis
[15] artificial,intelligence
[13] mapping,various
[13] various,types

Top Word Pairs in Tweet in G2:
[27] #ai,#data4good
[25] jim,goodnight
[25] goodnight,emphasizes
[25] emphasizes,importance
[25] importance,harnessing
[25] harnessing,data
[25] data,change
[25] change,world
[25] world,#ai
[24] sas,global

Top Word Pairs in Tweet in G3:
[20] come,lead
[20] lead,#datascience
[20] #datascience,team
[20] team,pulselabjakarta
[15] last,couple
[15] couple,days
[15] days,application
[15] application,come
[15] pulselabjakarta,work
[15] work,truly

Top Word Pairs in Tweet in G5:
[10] real,world
[5] #dataviz,real
[5] world,insights
[5] insights,real
[5] world,data
[5] data,real
[5] real,time
[5] time,technology
[5] technology,premierleague
[5] premierleague,football

Top Word Pairs in Tweet in G4:
[5] #datascience,#ai
[4] #ai,#data4good
[4] #ai,#machinelearning
[3] #bigdata,#datascience
[3] #machinelearning,#data4good
[3] harnessing,fourth
[3] fourth,industrial
[3] industrial,revolution
[3] revolution,water
[3] water,#data4good

Top Word Pairs in Tweet in G6:
[7] â,â
[5] see,tom
[5] tom,datakinduk
[5] datakinduk,talk
[5] talk,#data4good
[5] #data4good,working
[5] working,ethically
[5] ethically,charities
[5] charities,data
[5] data,nice

Top Word Pairs in Tweet in G7:
[14] incredible,day
[14] day,#siliconvalley
[14] #siliconvalley,#virtualreality
[14] #virtualreality,balloon
[14] balloon,#loon
[14] #loon,#connectivity
[14] #connectivity,#impactcloud
[14] #impactcloud,#data4good
[13] doreenbogdan,incredible
[10] #data4good,affordaâ

Top Word Pairs in Tweet in G8:
[11] ðÿž,ðÿž
[10] ðÿ,ðÿ
[6] first,#datathon
[6] â,ï
[5] june,1st
[5] #houseoffriendship,support
[5] support,mission
[5] ï,good
[5] good,morning
[5] morning,data

Top Word Pairs in Tweet in G9:
[3] weekend,participated
[3] participated,first
[3] first,#data4good
[3] #data4good,#hackathon
[3] #hackathon,vienna
[3] vienna,great
[3] great,experience
[3] experience,thank
[3] thank,viennadsg
[3] #data4good,great

Top Word Pairs in Tweet in G10:
[8] #nonprofits,take
[8] take,flying
[8] flying,leap
[8] leap,#digitaldivide
[8] #digitaldivide,leveraging
[8] leveraging,#data4good
[8] #data4good,shares
[8] shares,paragie
[8] paragie,idea
[7] cntr4growth,#nonprofits

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@sassoftware
@itbusinessca
@boozallen
@pulselabjakarta
@unglobalpulse
@madana_hq
@dervalausher
@doreenbogdan
@cntr4growth

Top Mentioned in G1:
@kirkdborne
@boozallen
@apigee
@programmableweb
@bigmlcom
@mo
@ondadias
@sassoftware
@joseph_santoro
@dansar39

Top Mentioned in G2:
@sassoftware
@itbusinessca
@wraltechwire
@sascanada
@kirkdborne
@itworldca
@drjosh
@mrtomsab
@newhanoverco
@jenrosebresnick

Top Mentioned in G3:
@pulselabjakarta
@unglobalpulse
@dervalausher
@undppa
@theadamgabriel
@rgkirkpatrick
@wqpredictive
@arjfashions
@kirkdborne
@sassoftware

Top Mentioned in G5:
@premierleague
@marvel
@microstrategy
@amfaminstitute
@oschabenberger
@kirkdborne
@sarahecw
@tableau
@pathtweets

Top Mentioned in G6:
@datakind
@christinelhenry
@datakinduk
@skil
@googleorg
@redcross
@michaeleddy
@kirkdborne
@ntenorg
@drivendataorg

Top Mentioned in G7:
@doreenbogdan
@facebook
@google
@box
@sonic

Top Mentioned in G8:
@dataforgoodwr
@jointerminal
@dataforgoodyyz
@data_for_good
@joyb123
@eunicewlo
@code4ca
@dataforgoodyow
@dataforgoodyqr
@dataforgoodyul

Top Mentioned in G9:
@viennadsg
@gruenstattgrau
@liadmagen
@drmrlena
@datagvat
@eu_dataportal
@enliteai
@v
@victorjuliopere
@civessolutions

Top Mentioned in G10:
@cntr4growth
@paragie
@mastersofscale

Top Tweeters
Top Tweeters in Entire Graph:
@socialenbogota
@chidambara09
@ft
@machinelearn_d
@jennykim
@ajmuguia
@joaniratxeta
@dazmsmith
@wef
@akdm_bot

Top Tweeters in G1:
@ajmuguia
@joaniratxeta
@joseph_santoro
@kirkdborne
@keithkeller
@sunil_abraham
@manifattura40
@jayeshmthakur
@machine_ml
@nvsdata

Top Tweeters in G2:
@vdpierre9
@sassoftware
@nigelwallis
@adaptivetoolbox
@wraltechwire
@meletisren
@itworldca
@itbusinessca
@chcfnews
@newhanoverco

Top Tweeters in G3:
@machinelearn_d
@dazmsmith
@gquaggiotto
@galipeau
@sarahajeng
@undppa
@unglobalpulse
@un_uniteideas
@jose_lorenzo_
@etiennemicallef

Top Tweeters in G5:
@premierleague
@bobehayes
@marvel
@tableau
@johngmcnutt
@pathtweets
@social_cops
@microstrategy
@davidjohnbaker
@toynbeehall

Top Tweeters in G4:
@socialenbogota
@gonevoip
@analyticsfrance
@datascientistfr
@aforanalytic
@tombee74
@hubermantamir
@waqueau1
@amstatnews
@sasfrance

Top Tweeters in G6:
@skillsmatter
@ntenorg
@meansandrew
@ginavon
@biscorecard
@datakind
@redcross
@she_codes
@michaeleddy
@rsallam

Top Tweeters in G7:
@google
@meilinfung
@jane_coffin
@ltorresvale
@facebook
@box
@sonic
@soniaa4ai
@dorinaxhixho
@fekita_u

Top Tweeters in G8:
@gdogmcstyles
@nabilfahel
@data_for_good
@code4ca
@victorfanjos
@joyb123
@eunicewlo
@pirleamirela
@jointerminal
@dataforgoodyyz

Top Tweeters in G9:
@eu_dataportal
@ogdwien
@datagvat
@cristiandanbara
@victorjuliopere
@gruenstattgrau
@riasotasund
@viennadsg
@liadmagen
@civessolutions

Top Tweeters in G10:
@mastercardnews
@terrencegallman
@pr_in_victoria
@cntr4growth
@mastersofscale
@ssoniagp
@shaminasingh
@professorwherry
@mahermaud
@sandymfernandez