#data4good, Twitter, 6/24/2019 5:20:10 AM, 200854


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#data4good_2019-06-23_22-08-00.xlsx
#data4good_2019-06-23_22-08-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 24, 2019
Short Description:
#data4good via NodeXL http://bit.ly/2ZMBHcj
@kirkdborne
@johngmcnutt
@drivendataorg
@techatbloomberg
@datakind
@rockefellerfdn
@umassamherst
@thomas_mock
@theadamgabriel
@qlik

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

Description:
Description
The graph represents a network of 381 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, 24 June 2019 at 05:08 UTC.

The requested start date was Monday, 24 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, 47-minute period from Monday, 10 June 2019 at 00:46 UTC to Sunday, 23 June 2019 at 22:33 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 : 381
Unique Edges : 608
Edges With Duplicates : 189
Total Edges : 797
Number of Edge Types : 3
Mentions : 725
Tweet : 60
Replies to : 12
Self-Loops : 60
Reciprocated Vertex Pair Ratio : 0.0465489566613162
Reciprocated Edge Ratio : 0.0889570552147239
Connected Components : 43
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 176
Maximum Edges in a Connected Component : 506
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.703735
Graph Density : 0.00450338444536538
Modularity : 0.690328
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] https://www.govloop.com/community/blog/you-can-hack-that-host-a-hackathon-to-ideate-innovate-and-motivate/
[19] https://dy.si/yyscS
[12] https://dy.si/BYMHRJ
[10] https://hbr.org/2019/06/what-ai-app-stores-will-mean-for-radiology
[9] https://dy.si/mjTY8
[9] https://dy.si/TQVx8
[8] https://solstice.world/
[6] https://picterra.ch/2019/06/11/ai-accelerating-local-drones-for-social-good-solutions/
[6] https://dy.si/1HhcY2
[5] https://dy.si/TeUG6

Top URLs in Tweet in G1:
[20] https://www.govloop.com/community/blog/you-can-hack-that-host-a-hackathon-to-ideate-innovate-and-motivate/
[19] https://dy.si/yyscS
[12] https://dy.si/BYMHRJ
[10] https://hbr.org/2019/06/what-ai-app-stores-will-mean-for-radiology
[9] https://dy.si/TQVx8
[6] https://dy.si/mjTY8
[6] https://dy.si/1HhcY2
[5] https://dy.si/TeUG6
[4] https://dy.si/qbGRP
[3] https://fewsion.us/

Top URLs in Tweet in G2:
[3] https://www.rockefellerfoundation.org/about-us/news-media/four-leading-universities-rockefeller-foundation-launch-initiative-using-cutting-edge-data-end-energy-poverty/
[1] https://www.rockefellerfoundation.org/our-work/initiatives/e-guide/?utm_source=Twitter&utm_medium=organic_social&utm_campaign=Power&utm_content=eGUIDErf

Top URLs in Tweet in G3:
[2] https://twitter.com/DataKind/status/1138136679909380099
[1] https://www.techjobsforgood.com/jobs/e164befe-197c-46b4-af96-67cbe70d8962
[1] https://www.doctorswithoutborders.org/careers/work-us-office/data-scientist-people-analytics
[1] https://strongminds.org/job-opening-program-associate/
[1] https://www.datafordemocracy.org/
[1] https://www.datakind.org/about
[1] https://data.bloomberglp.com/company/sites/2/2019/05/Data-For-Good-Exchange-2019-Call-for-Papers-Posters-Panels-Workshops.pdf?sf103924905=1
[1] https://go.bloomberg.com/attend/invite/data-good-exchange-2019/?sf103647376=1
[1] https://data.bloomberglp.com/company/sites/2/2019/05/Data-For-Good-Exchange-2019-Call-for-Papers-Posters-Panels-Workshops.pdf?sf103647204=1
[1] https://go.bloomberg.com/attend/invite/data-good-exchange-2019/

Top URLs in Tweet in G4:
[2] https://twitter.com/IntraHealth/status/1139209574932766720
[1] https://twitter.com/shan_gsd/status/1138269092350177280
[1] https://register.gotowebinar.com/register/4401245388882631435

Top URLs in Tweet in G5:
[6] https://picterra.ch/2019/06/11/ai-accelerating-local-drones-for-social-good-solutions/
[2] https://unusualsolvers.org/?utm_source=Social
[2] Solvers
[1] Media&utm_medium=Partners&utm_campaign=Unusual
[1] https://blog.werobotics.org/2019/06/12/flying-labs-to-make-drone-data-more-actionable-by-expanding-partnership-with-picterra/?utm_content=buffer0981a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] Media&utm_medium=Flying
[1] Labs&utm_campaign=Unusual
[1] https://unusualsolvers.org/
[1] https://unusualsolvers.org/fr/

Top URLs in Tweet in G6:
[1] https://datamermaid.org/mermaid-blog/

Top URLs in Tweet in G7:
[1] https://www.sas.com/en_us/webinars/shark-tales.html
[1] https://www.sas.com/en_us/customers/new-hanover-county-dss.html
[1] https://gatheriq.curriculumpathways.com/gatheriq/home/tile/385
[1] https://dy.si/oAFHb
[1] https://dy.si/D7bn5

Top URLs in Tweet in G8:
[1] https://blog.qlik.com/qlik-and-medair-win-most-innovative-collaboration-at-corporate-engagement-awards?utm_source=Twitter&utm_medium=social&utm_campaign=QlikMedairAward&sourceID1=Social_Twitter_QlikMedairAward

Top URLs in Tweet in G9:
[8] https://solstice.world/
[1] https://www.linkedin.com/pulse/welcome-solsticeworld-annie-feighery-mpa-edd/

Top Domains
Top Domains in Tweet in Entire Graph:
[75] dy.si
[28] twitter.com
[20] govloop.com
[10] hbr.org
[8] solstice.world
[6] picterra.ch
[4] unusualsolvers.org
[4] rockefellerfoundation.org
[3] faveeo.com
[3] linkedin.com

Top Domains in Tweet in G1:
[68] dy.si
[20] govloop.com
[12] twitter.com
[10] hbr.org
[3] fewsion.us
[2] blueocean.net
[2] drivendata.org
[2] drivendata.co
[1] theinnovationenterprise.com
[1] zdnet.com

Top Domains in Tweet in G2:
[4] rockefellerfoundation.org

Top Domains in Tweet in G3:
[3] twitter.com
[2] bloomberglp.com
[2] bloomberg.com
[1] techjobsforgood.com
[1] doctorswithoutborders.org
[1] strongminds.org
[1] datafordemocracy.org
[1] datakind.org

Top Domains in Tweet in G4:
[3] twitter.com
[1] gotowebinar.com

Top Domains in Tweet in G5:
[6] picterra.ch
[4] unusualsolvers.org
[1] werobotics.org

Top Domains in Tweet in G6:
[1] datamermaid.org

Top Domains in Tweet in G7:
[2] sas.com
[2] dy.si
[1] curriculumpathways.com

Top Domains in Tweet in G8:
[1] qlik.com

Top Domains in Tweet in G9:
[8] solstice.world
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[197] data4good
[120] bigdata
[78] datascience
[73] ai
[48] machinelearning
[43] opendata
[41] eguideforenergy
[32] hackathon
[30] analytics
[21] data



Top Hashtags in Tweet in G1:
[110] bigdata
[60] datascience
[56] data4good
[44] machinelearning
[39] ai
[35] opendata
[32] hackathon
[23] analytics
[21] economics
[19] datascientists

Top Hashtags in Tweet in G2:
[40] eguideforenergy
[10] data4good
[9] sdg7

Top Hashtags in Tweet in G3:
[18] data4good
[15] datascience
[10] ai
[7] job
[6] d4gx
[4] dataforgood
[3] cfp
[2] opendata
[2] sdgs
[1] rstats

Top Hashtags in Tweet in G4:
[12] data4good
[10] community
[7] powerbi
[5] hack4goodmbas
[5] powerbidays
[5] dataforgood
[4] nonprofit
[4] msbizappssummit
[2] job
[2] mbashack4good

Top Hashtags in Tweet in G5:
[6] data4good
[4] unusualsolvers
[3] techforgood
[2] poweroflocal
[1] tech
[1] drone
[1] drones4good
[1] tech4good
[1] ai4good
[1] geoai

Top Hashtags in Tweet in G6:
[1] pewfellows
[1] vibrantoceans
[1] coralreefs
[1] data4good

Top Hashtags in Tweet in G7:
[9] data4good
[6] data
[3] storytelling
[2] ai
[1] story
[1] saveaspecies
[1] dataviz
[1] fraudconfchat
[1] sasgf

Top Hashtags in Tweet in G8:
[12] data4good
[6] collaborative19
[1] worldrefugeeday

Top Hashtags in Tweet in G9:
[1] sdgs
[1] tech
[1] ict4d
[1] mch
[1] mhm
[1] data4good
[1] data4dev
[1] globalgoals

Top Hashtags in Tweet in G10:
[6] data4good
[4] pawcon

Top Words
Top Words in Tweet in Entire Graph:
[336] Words in Sentiment List#1: Positive
[131] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8940] Non-categorized Words
[9407] Total Words
[197] #data4good
[138] kirkdborne
[120] #bigdata
[118] data
[78] #datascience

Top Words in Tweet in G1:
[137] kirkdborne
[110] #bigdata
[60] #datascience
[56] #data4good
[44] #machinelearning
[39] #ai
[36] data
[36] ht
[35] #opendata
[32] #hackathon

Top Words in Tweet in G2:
[40] #eguideforenergy
[40] rockefellerfdn
[32] umassamherst
[25] columbia
[25] coschoolofmines
[25] cmuengineering
[23] today
[22] launch
[21] learn
[19] paulijllo

Top Words in Tweet in G3:
[18] #data4good
[17] datakind
[15] #datascience
[13] happy
[13] birthday
[12] data
[11] s
[10] 7th
[10] here
[10] another

Top Words in Tweet in G4:
[13] shan_gsd
[12] #data4good
[10] #community
[7] #powerbi
[6] join
[6] amazing
[5] out
[5] save
[5] #hack4goodmbas
[5] june

Top Words in Tweet in G5:
[10] werobotics
[8] picterrach
[6] #data4good
[6] thrilled
[6] announce
[6] new
[6] collaboration
[6] step
[6] flying
[6] labs

Top Words in Tweet in G6:
[16] mermaid
[15] checked
[15] out
[15] new
[15] blog
[15] read
[15] conservation
[15] scientist
[15] extraordinaire
[15] dr

Top Words in Tweet in G7:
[9] #data4good
[8] use
[8] sassoftware
[7] help
[6] #data
[5] zencos
[4] analytics
[4] a1
[4] proud
[4] work

Top Words in Tweet in G8:
[12] #data4good
[11] qlik
[8] juliekae
[7] classy
[7] qlikorg
[6] #collaborative19
[5] proudly
[5] supporting
[5] inspirational
[5] day

Top Words in Tweet in G9:
[8] happy
[8] midsummer
[8] hyvää
[8] juhannusta
[8] kicking
[8] year's
[8] celebration
[8] launch
[7] petri_autio
[7] op

Top Words in Tweet in G10:
[6] predictprevent
[6] pawcon
[6] #data4good
[4] dr_zortiz
[4] dr
[4] daley
[4] calling
[4] data
[4] scientists
[4] involved

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[27] ht,kirkdborne
[26] hack,host
[26] host,#hackathon
[26] #hackathon,ideate
[26] ideate,innovate
[26] innovate,motivate
[26] columbia,coschoolofmines
[25] #bigdata,#opendata
[25] changing,way
[24] #bigdata,#machinelearning

Top Word Pairs in Tweet in G1:
[27] ht,kirkdborne
[26] hack,host
[26] host,#hackathon
[26] #hackathon,ideate
[26] ideate,innovate
[26] innovate,motivate
[25] #bigdata,#opendata
[23] economics,1152
[23] 1152,using
[23] using,#bigdata

Top Word Pairs in Tweet in G2:
[25] columbia,coschoolofmines
[23] rockefellerfdn,umassamherst
[22] launch,#eguideforenergy
[18] umassamherst,columbia
[16] learn,more
[15] coschoolofmines,cmuengineering
[14] today,rockefellerfdn
[11] #eguideforenergy,learn
[9] #data4good,#sdg7
[9] today,launching

Top Word Pairs in Tweet in G3:
[10] happy,7th
[10] 7th,birthday
[10] birthday,here
[10] here,s
[10] s,another
[10] another,year
[10] year,harnessing
[10] harnessing,#datascience
[10] #datascience,#ai
[10] #ai,service

Top Word Pairs in Tweet in G4:
[5] #hack4goodmbas,#data4good
[5] june,23rd
[5] 23rd,join
[5] join,#powerbidays
[5] #powerbidays,webinar
[5] webinar,shan_gsd
[5] shan_gsd,presents
[5] presents,#dataforgood
[5] #dataforgood,#powerbi
[5] #powerbi,#community

Top Word Pairs in Tweet in G5:
[6] thrilled,announce
[6] announce,new
[6] new,collaboration
[6] collaboration,step
[6] step,flying
[6] flying,labs
[6] labs,welcome
[6] welcome,aboard
[6] aboard,learn
[6] learn,more

Top Word Pairs in Tweet in G6:
[15] checked,out
[15] out,new
[15] new,mermaid
[15] mermaid,blog
[15] blog,read
[15] read,conservation
[15] conservation,scientist
[15] scientist,extraordinaire
[15] extraordinaire,dr
[15] dr,smangubhai

Top Word Pairs in Tweet in G7:
[4] a1,proud
[4] proud,#data4good
[4] #data4good,work
[4] work,team
[4] team,sassoftware
[4] sassoftware,project
[4] project,new
[4] new,hanover
[4] hanover,county
[4] county,help

Top Word Pairs in Tweet in G8:
[5] qlik,proudly
[5] proudly,supporting
[5] supporting,classy
[5] classy,#collaborative19
[5] #collaborative19,#data4good
[5] #data4good,qlikorg
[5] inspirational,day
[5] day,work
[5] work,learning
[5] learning,qlik

Top Word Pairs in Tweet in G9:
[8] happy,midsummer
[8] midsummer,hyvää
[8] hyvää,juhannusta
[8] juhannusta,kicking
[8] kicking,year's
[8] year's,celebration
[8] celebration,launch
[7] petri_autio,happy
[7] launch,op

Top Word Pairs in Tweet in G10:
[4] dr,daley
[4] daley,predictprevent
[4] predictprevent,calling
[4] calling,data
[4] data,scientists
[4] scientists,involved
[4] involved,#data4good
[4] #data4good,pawcon
[4] pawcon,#pawcon
[3] dr_zortiz,dr

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@rockefellerfdn
@umassamherst
@columbia
@coschoolofmines
@cmuengineering
@paulijllo
@boozallen
@datakind
@usgsa

Top Mentioned in G1:
@kirkdborne
@boozallen
@usgsa
@theadamgabriel
@govloop
@noaa
@harvardbiz
@andrlopez
@rlingle

Top Mentioned in G2:
@rockefellerfdn
@umassamherst
@columbia
@coschoolofmines
@cmuengineering
@paulijllo
@carnegiemellon
@carnegie
@cmu_africa
@toeydayal

Top Mentioned in G3:
@datakind
@podsprogram
@markdaku
@thomas_mock
@intrahealth
@techatbloomberg
@msf_usa
@makestrongminds
@data4democracy
@ibmcommunity

Top Mentioned in G4:
@shan_gsd
@statsbrewpub
@powerbidays
@redcross
@alizalailari
@stephtbruno
@sameerbhangar
@mspowerbi
@egpaf

Top Mentioned in G5:
@werobotics
@picterrach
@ipar_thinktank
@tzflyinglabs
@repoa
@esrf
@dlabtz

Top Mentioned in G6:
@smangubhai
@datamermaid
@wcsocean
@wcsfiji
@wcsmelanesia
@bloombergdotorg

Top Mentioned in G7:
@sassoftware
@zencos
@chrisocearch
@jdruotolo
@wateraidamerica
@gatheriq
@mlambrecht

Top Mentioned in G8:
@qlik
@juliekae
@qlikorg
@classy
@medair

Top Mentioned in G9:
@petri_autio

Top Mentioned in G10:
@predictprevent
@pawcon
@dr_zortiz
@agrobins

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@gamergeeknews
@chidambara09
@lindacollins11
@channelnewsasia
@entwistletx
@machinelearn_d
@fortunemagazine
@pardoe_ai
@wef

Top Tweeters in G1:
@chidambara09
@lindacollins11
@entwistletx
@machinelearn_d
@pardoe_ai
@sachatb
@kirkdborne
@dme_health
@lightifyco1
@blaaaas

Top Tweeters in G2:
@cityatlas
@lisamariecricht
@joseph65102920
@columbia
@rockefellerfdn
@umassamherst
@bobnsky
@coschoolofmines
@carnegiemellon
@microlitagent1

Top Tweeters in G3:
@msnewengland
@afounofficial
@msf_usa
@intrahealth
@kerry_benjamin1
@pinkytwinkieee
@datakind
@mmlee
@dimayze
@thomas_mock

Top Tweeters in G4:
@gamergeeknews
@egpaf
@imfbrandon
@samitsaini01
@mspowerbi
@janmulkens
@redcross
@equerystrian
@meredith610
@statsbrewpub

Top Tweeters in G5:
@kebetubot
@patrickmeier
@josephdiop
@repoa
@ipar_thinktank
@kiggudded
@werobotics
@dlabtz
@cheriff_com
@picterrach

Top Tweeters in G6:
@natmoss
@emilysdarling
@smangubhai
@bloombergdotorg
@thinkdeepreef
@wcsfiji
@gahmadia
@yashu_12
@wifn_fiji
@orionmccarthy

Top Tweeters in G7:
@sassoftware
@chrisocearch
@linds4fins
@theacfe
@jdruotolo
@wateraidamerica
@valeriaravani
@mlambrecht
@zencos
@stijnrogiers

Top Tweeters in G8:
@classy
@qlik
@jwarbington
@brianwmunz
@qlikhealthcare
@qlikmaster
@mikecapone
@juliekae
@qlikorg
@medair

Top Tweeters in G9:
@anniefeighery
@sujasumi
@mwaterco
@wash_posts
@arjen_naafs
@petri_autio
@ralsadoon
@solsticeworld

Top Tweeters in G10:
@dr_zortiz
@pawcon
@bonnieholub
@agrobins
@datacrunch_lab
@canuck75
@predictprevent
@pollymguthrie


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