#data4good, Twitter, 8/13/2019 5:20:24 AM, 206598


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#data4good_2019-08-12_22-08-55.xlsx
#data4good_2019-08-12_22-08-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2019
Short Description:
#data4good via NodeXL http://bit.ly/2MXPb1C
@werobotics
@kirkdborne
@chidambara09
@clouderafnd
@grjenkin
@johngmcnutt
@drivendataorg
@datakind
@dme_jun
@nordicgeo

Top hashtags:
#data4good
#bigdata
#ai
#datascience
#machinelearning
#data
#unusualsolutions

Description:
Description
The graph represents a network of 288 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, 13 August 2019 at 05:09 UTC.

The requested start date was Monday, 12 August 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, 20-hour, 58-minute period from Monday, 29 July 2019 at 00:19 UTC to Sunday, 11 August 2019 at 21:17 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 : 288
Unique Edges : 386
Edges With Duplicates : 167
Total Edges : 553
Number of Edge Types : 3
Mentions : 468
Tweet : 83
Replies to : 2
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.051948051948052
Reciprocated Edge Ratio : 0.0987654320987654
Connected Components : 40
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 189
Maximum Edges in a Connected Component : 446
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.84083
Graph Density : 0.00489982578397213
Modularity : 0.602022
NodeXL Version : 1.0.1.418

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] https://medium.com/omdena/how-to-build-a-high-impact-deep-learning-model-for-tree-identification-e25c5655ae16
[14] https://www.datasciencecentral.com/profiles/blogs/new-book-data-science-for-healthcare-methodologies-and
[13] https://dy.si/fcggJ
[13] https://dy.si/XQpca
[10] https://blog.werobotics.org/2019/07/30/building-the-skills-of-the-next-generation-of-scientists-in-drone-data-analysis-and-interpretation/?utm_content=buffer33eeb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://engage.bah.com/Article/Redirect/45f1ae1f-5b26-4890-9a87-a7a175d90397?uc=30185&g=0b2c4513-5d43-4f49-b993-4969a47650f2&f=79445
[7] https://engage.bah.com/Article/Redirect/31603e1e-e837-4513-9234-879fad029f68?uc=30185&g=3c149155-203c-4a3a-a91f-e6db45dffa11&f=79446
[7] https://www.drivendata.org/competitions/
[7] https://blogs.sas.com/content/sgf/2019/08/05/what-really-matters-sas-data4good/
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=205685

Top URLs in Tweet in G1:
[9] https://blog.werobotics.org/2019/07/30/building-the-skills-of-the-next-generation-of-scientists-in-drone-data-analysis-and-interpretation/?utm_content=buffer33eeb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.drivendata.org/competitions/
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=205685
[5] https://dy.si/fcggJ
[4] https://dy.si/XQpca
[3] https://www.facebook.com/werobotics/posts/2442881762606601?utm_content=bufferbf02f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://engage.bah.com/Article/Redirect/31603e1e-e837-4513-9234-879fad029f68?uc=30185&g=3c149155-203c-4a3a-a91f-e6db45dffa11&f=79446
[3] https://engage.bah.com/Article/Redirect/45f1ae1f-5b26-4890-9a87-a7a175d90397?uc=30185&g=0b2c4513-5d43-4f49-b993-4969a47650f2&f=79445
[3] https://www.datasciencecentral.com/profiles/blogs/new-book-data-science-for-healthcare-methodologies-and
[2] https://blog.werobotics.org/2019/08/01/healthrobotics-how-to-launch-a-successful-public-health-project-using-cargo-drones/?utm_content=bufferd5ff4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[20] https://medium.com/omdena/how-to-build-a-high-impact-deep-learning-model-for-tree-identification-e25c5655ae16
[10] https://www.datasciencecentral.com/profiles/blogs/new-book-data-science-for-healthcare-methodologies-and
[9] https://dy.si/XQpca
[8] https://dy.si/fcggJ
[6] https://engage.bah.com/Article/Redirect/45f1ae1f-5b26-4890-9a87-a7a175d90397?uc=30185&g=0b2c4513-5d43-4f49-b993-4969a47650f2&f=79445
[5] https://twitter.com/kirkdborne/status/1114926841616146432
[5] https://engage.bah.com/Article/Redirect/42dec3c3-f4f5-4207-b6c6-ef0d93fa4eaa?uc=30185&g=45d288be-2681-4587-9070-85c8d8fad02b&f=78988
[4] https://engage.bah.com/Article/Redirect/31603e1e-e837-4513-9234-879fad029f68?uc=30185&g=3c149155-203c-4a3a-a91f-e6db45dffa11&f=79446
[3] https://dy.si/1HhcY2
[2] https://www.amazon.com/gp/product/3030052486/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=3030052486&linkCode=as2&tag=kirkdborne-20&linkId=2c9f2660d7b4f6c7b07c7779d96ea7d9

Top URLs in Tweet in G3:
[2] https://hoffmanncentre.chathamhouse.org/events/2019/7/harnessing-big-data-and-ai-for-sustainable-and-inclusive-agriculture/
[2] https://www.feeleat.fr/en/testimonials/saying-goodbye-to-my-anorexic-blue-jean/
[1] https://twitter.com/cjjuech/status/1156130476714790913
[1] https://www.odess.io/initiative-detail/integrated-e-diagnostic-approach-ieda.html
[1] https://www.feeleat.fr/temoignages/ne-visez-pas-le-bas-de-gamme-de-votre-sante/
[1] https://www.feeleat.fr/en/testimonials/the-low-end-of-healthy/

Top URLs in Tweet in G4:
[3] https://twitter.com/girlsplusdata/status/1157274855437291521
[2] https://www.linkedin.com/slink?code=eB7587C
[1] https://www.impactingourfuture.com/ngo-management/using-data-for-good-how-data-in-marketing-can-save-lives/
[1] https://twitter.com/acxiom/status/1154781311757889536
[1] https://www.techjobsforgood.com/jobs/754/
[1] https://ainowinstitute.org/join-us.html
[1] https://www.michaeljfox.org/data-product-manager
[1] https://go.bloomberg.com/attend/invite/data-good-exchange-2019-ny/?utm_medium=EventInvite&utm_campaign=CTO&utm_source=twitter&utm_content=201909-D4GX_EVENT&mpam=21377&bbgsum=DG-WS-07-19-M21377&src=tw&sf105989368=1
[1] https://dy.si/H7Suk
[1] https://dy.si/s8bE9

Top URLs in Tweet in G5:
[4] https://blogs.sas.com/content/sgf/2019/08/05/what-really-matters-sas-data4good/
[1] https://dy.si/mRSH4
[1] https://dy.si/bngiEX2
[1] https://blog.qlik.com/qlik.org-expanding-datas-ability-to-influence-global-sustainability-and-humanitarian-efforts
[1] https://www.ingwb.com/media/2266556/ing-sustainability-study-2018.pdf
[1] https://www.linkedin.com/slink?code=dtKfT5W
[1] https://dy.si/wYefW
[1] https://blogs.sas.com/content/sgf/2019/08/05/what-really-matters-sas-data4good/?utm_source=dlvr.it&utm_medium=twitter
[1] https://medium.com/datavant/an-overview-of-approaches-to-privacy-preserving-data-sharing-64fc5d4a9b48
[1] https://dy.si/HZTe4

Top URLs in Tweet in G6:
[2] https://research.fb.com/blog/2017/06/facebook-disaster-maps-methodology/
[1] https://solutionscenter.nethope.org/webinars/view/facebooks-disease-prevention-maps-project
[1] https://www.facebook.com/werobotics/posts/2442881762606601?utm_content=bufferbf02f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[2] https://blog.werobotics.org/2019/06/19/unusual-solutions-competition/?utm_content=buffer26dbe&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2019/07/30/building-the-skills-of-the-next-generation-of-scientists-in-drone-data-analysis-and-interpretation/?utm_content=buffer33eeb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.weforum.org/agenda/2018/08/here-s-how-technology-can-help-us-save-the-planet/

Top URLs in Tweet in G9:
[3] https://blogs.sas.com/content/sgf/2019/08/05/what-really-matters-sas-data4good/
[1] https://www.sas.com/gms/redirect.jsp?detail=GMS110891_152737&utm_source=twitter&utm_medium=social-sprinklr&utm_content=2515076350&utm_term=2515076350
[1] https://www.sas.com/gms/redirect.jsp?detail=GMS112158_154128&utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=2542227510

Top URLs in Tweet in G10:
[2] https://open.spotify.com/episode/0E2A9h10OmTwt4VTX1whpX?si=Vnhczt1OQN2OwD963y0_EQ
[2] https://podcasts.apple.com/se/podcast/discovery-matters/id1466149440?l=en&i=1000445730236
[1] https://twitter.com/kdnuggets/status/1158950906618138624
[1] https://blog.qlik.com/qlik.org-visits-the-united-nations

Top Domains
Top Domains in Tweet in Entire Graph:
[43] dy.si
[26] twitter.com
[25] bah.com
[24] werobotics.org
[24] medium.com
[14] drivendata.org
[14] datasciencecentral.com
[12] sas.com
[6] nodexlgraphgallery.org
[5] facebook.com

Top Domains in Tweet in G1:
[21] werobotics.org
[14] drivendata.org
[10] dy.si
[10] twitter.com
[8] bah.com
[6] nodexlgraphgallery.org
[3] facebook.com
[3] datasciencecentral.com
[1] co.uk
[1] drivendata.co

Top Domains in Tweet in G2:
[20] dy.si
[20] medium.com
[17] bah.com
[10] datasciencecentral.com
[5] twitter.com
[4] amazon.com

Top Domains in Tweet in G3:
[4] feeleat.fr
[2] chathamhouse.org
[1] twitter.com
[1] odess.io

Top Domains in Tweet in G4:
[4] twitter.com
[2] linkedin.com
[2] dy.si
[1] impactingourfuture.com
[1] techjobsforgood.com
[1] ainowinstitute.org
[1] michaeljfox.org
[1] bloomberg.com
[1] rockefellerfoundation.org

Top Domains in Tweet in G5:
[5] dy.si
[5] sas.com
[2] linkedin.com
[1] qlik.com
[1] ingwb.com
[1] medium.com
[1] startribune.com

Top Domains in Tweet in G6:
[2] fb.com
[1] nethope.org
[1] facebook.com

Top Domains in Tweet in G7:
[3] werobotics.org
[1] weforum.org

Top Domains in Tweet in G9:
[5] sas.com

Top Domains in Tweet in G10:
[2] spotify.com
[2] apple.com
[1] twitter.com
[1] qlik.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[203] data4good
[75] bigdata
[67] ai
[61] datascience
[39] machinelearning
[26] data
[25] unusualsolutions
[20] ai4socialgood
[19] healthcare
[18] govtech



Top Hashtags in Tweet in G1:
[54] data4good
[24] unusualsolutions
[22] bigdata
[18] datascience
[16] ai
[14] machinelearning
[13] data
[8] techforgood
[7] drones
[6] 100daysofcode

Top Hashtags in Tweet in G2:
[43] bigdata
[38] datascience
[33] ai
[32] data4good
[25] machinelearning
[15] ai4socialgood
[14] govtech
[11] civictech
[10] opendata
[10] healthcare

Top Hashtags in Tweet in G3:
[11] ehealth
[10] ieda
[9] data4good
[5] tech4good
[4] bigdata
[4] ai
[4] eatingdisorders
[3] anorexia
[2] data4change
[2] opendata

Top Hashtags in Tweet in G4:
[30] data4good
[10] sdgs
[8] job
[6] data
[5] aiforgood
[5] ai
[5] analytics
[4] dataviz
[3] bigdata
[2] d4gx

Top Hashtags in Tweet in G5:
[16] data4good
[3] sasusers
[2] sasprofs
[2] saseducation
[2] sastraining
[1] internationaldayoffriendship
[1] dataprivacy
[1] geolocation
[1] databreache
[1] nasa

Top Hashtags in Tweet in G6:
[3] data4good
[2] disastermaps
[2] ai
[2] bigdata
[2] satellites
[2] data
[1] climatechange
[1] ard19
[1] poweroflocal
[1] techforgood

Top Hashtags in Tweet in G7:
[4] flyinglabs
[3] data4good
[3] natureinnumbers
[2] techforgood
[1] drones
[1] tech4good
[1] unusualsolutions
[1] datawildlife
[1] proyectonaturaleza

Top Hashtags in Tweet in G8:
[6] data4good
[1] vcawards2019

Top Hashtags in Tweet in G9:
[7] data4good
[3] health
[3] sasusers

Top Hashtags in Tweet in G10:
[5] data4good
[4] data
[2] santé
[2] ia
[2] sxsw19
[2] ai
[2] healthcare
[2] datascience
[1] spotify
[1] apple

Top Words
Top Words in Tweet in Entire Graph:
[331] Words in Sentiment List#1: Positive
[110] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7234] Non-categorized Words
[7675] Total Words
[207] #data4good
[191] â
[92] kirkdborne
[84] data
[77] #bigdata

Top Words in Tweet in G1:
[55] werobotics
[54] #data4good
[41] â
[31] competition
[28] kirkdborne
[24] #unusualsolutions
[23] ideas
[23] #bigdata
[22] now
[18] data

Top Words in Tweet in G2:
[143] â
[63] kirkdborne
[43] #bigdata
[38] #datascience
[33] #ai
[32] #data4good
[25] #machinelearning
[24] build
[24] high
[24] impact

Top Words in Tweet in G3:
[16] clouderafnd
[14] global
[13] #data4good
[11] project
[11] #ehealth
[10] proud
[10] tdh_ch
[10] partners
[10] #ieda
[10] won

Top Words in Tweet in G4:
[30] #data4good
[18] data
[10] #sdgs
[8] biscorecard
[8] good
[8] #job
[8] alert
[7] datakind
[7] s
[7] better

Top Words in Tweet in G5:
[16] #data4good
[15] sas
[6] really
[6] matters
[6] press
[6] team
[5] data
[3] #sasusers
[2] nasa
[2] value

Top Words in Tweet in G6:
[4] werobotics
[3] #data4good
[3] drones
[2] bravo
[2] facebook
[2] #disastermaps
[2] #ai
[2] #bigdata
[2] #satellites
[2] save

Top Words in Tweet in G7:
[5] local
[5] drone
[5] data
[4] kenya
[4] #flyinglabs
[4] continue
[4] provide
[4] technical
[4] support
[4] individuals

Top Words in Tweet in G8:
[6] #data4good
[6] team
[5] pleasant
[5] surprise
[5] find
[5] friday
[5] astrophyssoton
[5] selected
[5] finalist
[4] astroadamh

Top Words in Tweet in G9:
[7] #data4good
[6] sas
[5] sassoftware
[4] data
[4] transparency
[3] growing
[3] momentum
[3] around
[3] movement
[3] push

Top Words in Tweet in G10:
[5] et
[5] #data4good
[4] les
[4] #data
[4] qlik
[3] listen
[2] découvrez
[2] avec
[2] juliekae
[2] comment

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[135] â,â
[25] build,high
[25] high,impact
[25] impact,deep
[25] deep,learning
[25] learning,model
[25] model,tree
[25] tree,identification
[24] #bigdata,#datascience
[24] kirkdborne,build

Top Word Pairs in Tweet in G1:
[28] â,â
[22] ideas,#unusualsolutions
[22] #unusualsolutions,competition
[19] competition,now
[16] open,students
[14] drone,data
[13] now,open
[13] students,scholars
[13] scholars,nonprofits
[13] re,excited

Top Word Pairs in Tweet in G2:
[103] â,â
[24] build,high
[24] high,impact
[24] impact,deep
[24] deep,learning
[24] learning,model
[24] model,tree
[24] tree,identification
[23] kirkdborne,build
[19] identification,omdenaai

Top Word Pairs in Tweet in G3:
[10] proud,tdh_ch
[10] tdh_ch,partners
[10] partners,project
[10] project,#ieda
[10] #ieda,won
[10] won,2019
[10] 2019,global
[10] global,south
[10] south,#ehealth
[10] #ehealth,observatory

Top Word Pairs in Tweet in G4:
[8] #data4good,#job
[8] #job,alert
[5] woo,hoo
[5] hoo,100
[5] 100,girlsplusdata
[5] girlsplusdata,believe
[5] believe,data
[5] data,used
[5] used,good
[5] good,#data4good

Top Word Pairs in Tweet in G5:
[6] really,matters
[6] matters,sas
[6] sas,#data4good
[6] #data4good,sas
[6] sas,press
[6] press,team
[2] data,#data4good
[2] team,#sasprofs
[2] #sasprofs,#sasusers
[2] #sasusers,#saseducation

Top Word Pairs in Tweet in G6:
[3] werobotics,drones
[2] bravo,facebook
[2] facebook,#disastermaps
[2] #disastermaps,#data4good
[2] #data4good,#ai
[2] #ai,#bigdata
[2] #bigdata,#satellites
[2] #satellites,save
[2] save,lives
[2] lives,mahalo

Top Word Pairs in Tweet in G7:
[5] drone,data
[4] kenya,#flyinglabs
[4] #flyinglabs,continue
[4] continue,provide
[4] provide,technical
[4] technical,support
[4] support,local
[4] local,individuals
[4] individuals,institutions
[4] institutions,drone

Top Word Pairs in Tweet in G8:
[5] pleasant,surprise
[5] surprise,find
[5] find,friday
[5] friday,astrophyssoton
[5] astrophyssoton,#data4good
[5] #data4good,team
[5] team,selected
[5] selected,finalist
[4] astroadamh,pleasant
[4] finalist,uni_s

Top Word Pairs in Tweet in G9:
[4] data,transparency
[3] growing,momentum
[3] momentum,around
[3] around,#data4good
[3] #data4good,movement
[3] movement,push
[3] push,greater
[3] greater,#health
[3] #health,data
[3] transparency,board

Top Word Pairs in Tweet in G10:
[2] découvrez,avec
[2] avec,juliekae
[2] juliekae,comment
[2] comment,les
[2] les,professionnels
[2] professionnels,#santé
[2] #santé,exploitent
[2] exploitent,#data
[2] #data,et
[2] et,l'#ia

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@werobotics
@kirkdborne
@clouderafnd
@omdenaai
@drivendataorg
@labsbenin
@omidyarnetwork
@tdh_ch
@theadamgabriel

Top Mentioned in G1:
@werobotics
@labsbenin
@kirkdborne
@omidyarnetwork
@drivendataorg
@johngmcnutt
@thomashilbig2
@chidambara09
@grjenkin

Top Mentioned in G2:
@kirkdborne
@omdenaai
@mike2burkhardt
@theadamgabriel
@machine_ml
@boozallen
@felixevargas
@civickey
@thecuriousluke
@megamindai

Top Mentioned in G3:
@clouderafnd
@tdh_ch
@fo
@cloudera
@devinitorg
@feeleat_
@devini
@chathamhouse
@cgiar

Top Mentioned in G4:
@biscorecard
@datakind
@girlsplusdata
@michaeljfoxorg
@drivendataorg
@ainowinstitute
@aranmoultrop
@wsj
@beccanock

Top Mentioned in G6:
@werobotics
@facebook
@nordicgeo
@pd
@pdc_global
@nethope_org
@jcrowley
@simulacrandrew
@directrelief
@souravc83

Top Mentioned in G7:
@werobotics
@kenyaflyinglabs
@wef
@momiperalta
@unicefinnovate
@faokenya
@kenyawildtrust
@min_tourismke
@lndata

Top Mentioned in G8:
@astrophyssoton
@astroadamh
@uni_s
@datakinduk
@adalovelaceinst
@dcms
@uni_southampton

Top Mentioned in G9:
@sassoftware
@gatheriq

Top Mentioned in G10:
@juliekae
@qlik
@qlik_fr
@wia_conference
@un

Top Tweeters
Top Tweeters in Entire Graph:
@lopezgovlaw
@gamergeeknews
@chidambara09
@nomoreslaves
@wsj
@caring_mobile
@wef
@adrinbot
@dme_health
@emweeklyrpt

Top Tweeters in G1:
@chidambara09
@nomoreslaves
@adrinbot
@emweeklyrpt
@xaelbot
@dme_jun
@grjenkin
@thomashilbig2
@_fl01
@wiomax_pa

Top Tweeters in G2:
@dme_health
@kirkdborne
@82jjc
@datascientistr
@thecuriousluke
@machine_ml
@jayeshmthakur
@holymully
@07swordking
@fingo_org

Top Tweeters in G3:
@caring_mobile
@cgiar
@eclinicaltrial
@e_health_
@esteban
@chathamhouse
@cloudera
@tdh_ch
@bernardsabiti
@devinitorg

Top Tweeters in G4:
@wsj
@nvsdata
@jadp
@michaeljfoxorg
@rockefellerfdn
@meansandrew
@donorschoose
@jacobwe
@johngmcnutt
@martapereirama3

Top Tweeters in G5:
@sas_cares
@caltew
@lletourmy
@kamillo681
@nelliesworld
@gmbakernc
@sasprofs
@christi19962006
@janerikgl
@bia

Top Tweeters in G6:
@nordicgeo
@densaer
@facebook
@directrelief
@simulacrandrew
@nethope_org
@hotosm
@unosat
@hotosm_id
@souravc83

Top Tweeters in G7:
@wef
@mariainespinard
@lndata
@min_tourismke
@momiperalta
@nvarona
@unicefinnovate
@faokenya
@kenyawildtrust
@kenyaflyinglabs

Top Tweeters in G8:
@dcms
@astroadamh
@datakinduk
@uoscommsallison
@astrophyssoton
@adalovelaceinst
@winnieeley
@uni_s
@sianbasker
@g1980lucy

Top Tweeters in G9:
@alainbago
@sassoftware
@plexiinc
@sas_colombia
@mlambrecht
@mannazerai
@gatheriq

Top Tweeters in G10:
@un
@qlik
@qlik_fr
@wia_conference
@juliekae
@avishan
@laurentsamyn