#data4good, Twitter, 2/26/2020 6:34:59 PM, 221958


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#data4good_2020-02-24_11-09-21.xlsx
#data4good_2020-02-24_11-09-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 26, 2020
Short Description:
#data4good via NodeXL http://bit.ly/2w6EzXW
@kirkdborne
@werobotics
@chidambara09
@hubofml
@rockefellerfdn
@ieeespectrum
@theadamgabriel
@fmfrancoise
@datafest_
@akdm_bot

Top hashtags:
#data4good
#ai
#techforgood
#machinelearning
#bigdata
#datascience
#microsoft

Description:
Description
The graph represents a network of 368 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 February 2020 at 19:09 UTC.

The requested start date was Monday, 24 February 2020 at 01:01 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, 15-hour, 48-minute period from Monday, 10 February 2020 at 07:02 UTC to Sunday, 23 February 2020 at 22:51 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 : 368
Unique Edges : 535
Edges With Duplicates : 188
Total Edges : 723
Number of Edge Types : 4
MentionsInRetweet : 521
Tweet : 62
Mentions : 135
Replies to : 5
Self-Loops : 62
Reciprocated Vertex Pair Ratio : 0.0254083484573503
Reciprocated Edge Ratio : 0.0495575221238938
Connected Components : 52
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 83
Maximum Edges in a Connected Component : 257
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.383371
Graph Density : 0.00418344982821941
Modularity : 0.684199
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 368 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 February 2020 at 19:09 UTC.

The requested start date was Monday, 24 February 2020 at 01:01 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, 15-hour, 48-minute period from Monday, 10 February 2020 at 07:02 UTC to Sunday, 23 February 2020 at 22:51 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #data4good
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[19] https://www.widsconference.org/datathon.html
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221364
[10] https://t.co/4sSQezp12x
[10] https://blog.werobotics.org/2020/02/17/using-ai-to-map-remote-areas-of-morocco/?utm_content=buffer879d4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.eventbrite.com/e/climate-change-initiatives-in-the-world-of-data-tickets-92393384099
[8] https://spectrum.ieee.org/the-human-os/biomedical/devices/prototype-wearable-monitor-sleep-apnea-news
[7] https://blog.werobotics.org/2020/02/03/redwing-aerospace-lab-indias-very-own-medical-drones-service/?utm_content=buffer84d19&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://blog.werobotics.org/2020/02/12/an-unusual-solution-to-fight-forest-fires-with-drones-data/?utm_content=buffer2c2b1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://blog.werobotics.org/2020/02/04/using-drone-data-to-improve-climate-resilience-in-mayo-danay-cameroon/?utm_content=buffer14f66&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://blog.werobotics.org/2020/02/03/redwing-aerospace-lab-indias-very-own-medical-drones-service/?utm_content=bufferaa450&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[18] https://www.widsconference.org/datathon.html
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221364
[10] https://t.co/4sSQezp12x
[8] https://spectrum.ieee.org/the-human-os/biomedical/devices/prototype-wearable-monitor-sleep-apnea-news
[4] https://dy.si/fcggJ
[2] https://engage.bah.com/Article/Redirect/6ce036be-35f4-4fa2-9934-e7685cc901be?uc=16822&g=8785781d-4d54-4a26-88ec-821eaeef2b62&f=124117
[2] https://engage.bah.com/Article/Redirect/b3a3db33-309d-4ce2-8977-e021932c3525?uc=16822&g=393c953b-d683-4565-b452-58394904ee1b&f=124116
[1] https://newsus.cgtn.com/news/2020-02-13/A-coronavirus-cure-could-come-from-artificial-intelligence-O2z1b7QI9O/index.html
[1] https://dy.si/5obnqD2
[1] https://www.amazon.com/gp/product/9332543518/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=9332543518&linkCode=as2&tag=kirkdborne-20&linkId=61f6694496382e3d37accf3a36aace8f

Top URLs in Tweet in G2:
[10] https://blog.werobotics.org/2020/02/17/using-ai-to-map-remote-areas-of-morocco/?utm_content=buffer879d4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://blog.werobotics.org/2020/02/03/redwing-aerospace-lab-indias-very-own-medical-drones-service/?utm_content=buffer84d19&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://blog.werobotics.org/2020/02/12/an-unusual-solution-to-fight-forest-fires-with-drones-data/?utm_content=buffer2c2b1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://blog.werobotics.org/2020/02/03/redwing-aerospace-lab-indias-very-own-medical-drones-service/?utm_content=bufferaa450&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://blog.werobotics.org/2020/02/04/using-drone-data-to-improve-climate-resilience-in-mayo-danay-cameroon/?utm_content=buffer14f66&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2020/01/21/empathy-testing-of-jembekilimo-in-tanzania/?utm_content=buffer3436b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2020/01/23/this-participatory-mapping-projects-hopes-to-make-urban-planning-smarter/?utm_content=buffer66340&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2020/01/29/drone-mounted-microphones-could-help-rescuers-find-disaster-survivors-more-quickly/?utm_content=buffer6ae93&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.drivendata.org/competitions/60/building-segmentation-disaster-resilience/?utm_content=buffer6d173&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2020/02/04/using-drone-data-to-improve-climate-resilience-in-mayo-danay-cameroon/?utm_content=buffer15346&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[1] https://www.linkedin.com/jobs/view/1697754322/

Top URLs in Tweet in G4:
[1] https://twitter.com/RockefellerFdn/status/1230575949554470912
[1] https://www.rockefellerfoundation.org/blog/women-data-tech-social-good/?utm_source=Twitter&utm_medium=organic_social&utm_campaign=DataTechScience&utm_content=BlogWomenScience

Top URLs in Tweet in G5:
[1] https://www.microsoft.com/en-us/nonprofits/eligibility
[1] https://twitter.com/blueraster/status/1225790074735988736

Top URLs in Tweet in G6:
[4] https://www.youtube.com/watch?v=RiFoAH-XWiY

[3] https://www.impactmapper.com/fellowship
[1] https://dy.si/Fg8HBk
[1] https://www.ksl.com/article/46715213/how-does-your-kids-school-count-absenteeism-truancy-state-lawmaker-seeks-uniform-reporting
[1] https://www.washingtonpost.com/brand-studio/mastercard/the-making-of-an-inclusive-economy/?utm_campaign=WaPo+Media&utm_medium=bitly&utm_source=LinkedIn
[1] https://dy.si/VqQGxk
[1] https://www.linkedin.com/slink?code=gXMN87v
[1] https://www.webmundi.com/banco-de-dados/oracle/criacao-de-tablespaces-e-datafiles-no-oracle/
[1] https://www.youtube.com/watch?v=JsaBe2V-6Vs&feature=youtu.be

[1] https://magazine.amstat.org/blog/2020/02/01/stats4good_feb/

Top URLs in Tweet in G7:
[9] https://www.eventbrite.com/e/climate-change-initiatives-in-the-world-of-data-tickets-92393384099

Top URLs in Tweet in G8:
[2] https://twitter.com/nesta_uk/status/1230814721479266306
[1] https://www.ict4dconference.org/program/training-day/
[1] https://www.open-data.nyc/#calendar
[1] https://www.techjobsforgood.com/jobs/1647/
[1] https://careers.mozilla.org/position/gh/1774166/
[1] https://www.techjobsforgood.com/jobs/1802/

Top URLs in Tweet in G9:
[1] https://www.radiologybusiness.com/topics/artificial-intelligence/artificial-intelligence-heart-attack-risk-cardiovascular-mri

Top Domains
Top Domains in Tweet in Entire Graph:
[38] werobotics.org
[22] twitter.com
[19] widsconference.org
[15] nodexlgraphgallery.org
[15] linkedin.com
[10] t.co
[9] eventbrite.com
[8] ieee.org
[8] dy.si
[8] youtube.com

Top Domains in Tweet in G1:
[18] widsconference.org
[15] nodexlgraphgallery.org
[10] t.co
[8] ieee.org
[6] twitter.com
[5] dy.si
[4] bah.com
[1] cgtn.com
[1] amazon.com
[1] datafest.global

Top Domains in Tweet in G2:
[38] werobotics.org
[2] picterra.ch
[1] drivendata.org

Top Domains in Tweet in G3:
[1] linkedin.com

Top Domains in Tweet in G4:
[1] twitter.com
[1] rockefellerfoundation.org

Top Domains in Tweet in G5:
[1] microsoft.com
[1] twitter.com

Top Domains in Tweet in G6:
[5] youtube.com
[3] impactmapper.com
[2] dy.si
[2] twitter.com
[1] ksl.com
[1] washingtonpost.com
[1] linkedin.com
[1] webmundi.com
[1] amstat.org
[1] sas.com

Top Domains in Tweet in G7:
[9] eventbrite.com

Top Domains in Tweet in G8:
[2] twitter.com
[2] techjobsforgood.com
[1] ict4dconference.org
[1] open-data.nyc
[1] mozilla.org

Top Domains in Tweet in G9:
[1] radiologybusiness.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[178] data4good
[58] ai
[52] techforgood
[44] machinelearning
[34] bigdata
[27] datascience
[20] microsoft
[19] wids
[19] ai4good
[18] wearable



Top Hashtags in Tweet in G1:
[40] machinelearning
[28] bigdata
[24] ai
[24] data4good
[22] datascience
[18] wids
[18] wearable
[17] datascibowl
[16] womenindatascience
[15] datascientists

Top Hashtags in Tweet in G2:
[52] techforgood
[44] data4good
[15] unusualsolutions
[14] ai
[9] resilience
[6] picterra
[5] adf2020
[4] africa
[4] climatechange
[3] flyinglabs

Top Hashtags in Tweet in G3:
[1] opensource
[1] data4good
[1] data4impact
[1] jobs

Top Hashtags in Tweet in G4:
[10] womeninscience
[2] data4good
[1] right
[1] health4all
[1] datadrivesimpact
[1] datasaveslives

Top Hashtags in Tweet in G5:
[20] microsoft
[3] fedgis
[3] esri
[3] powerbi
[3] data4good
[2] office
[2] sharepoint

Top Hashtags in Tweet in G6:
[20] data4good
[4] visualanalytics
[4] sasviya
[3] globalwarming
[3] datavisualization
[2] sasopleiding
[2] impact
[2] socialimpact
[2] dataanalytics
[1] cancer

Top Hashtags in Tweet in G7:
[10] climatechange
[9] data
[3] data4good
[1] climateaccords
[1] carbon
[1] verses

Top Hashtags in Tweet in G8:
[11] data4good
[6] job
[3] collectiveintelligence
[3] nyc
[3] opendata
[1] ict4d2020

Top Hashtags in Tweet in G9:
[11] artificialintelligence
[1] ai
[1] ml
[1] aiforgood
[1] ai4good
[1] dataforgood
[1] data4good

Top Hashtags in Tweet in G10:
[1] data4good

Top Words
Top Words in Tweet in Entire Graph:
[361] Words in Sentiment List#1: Positive
[134] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8019] Non-categorized Words
[8514] Total Words
[178] #data4good
[96] data
[74] kirkdborne
[67] werobotics
[60] #ai

Top Words in Tweet in G1:
[70] kirkdborne
[40] #machinelearning
[28] fmfrancoise
[28] #bigdata
[26] #ai
[26] detect
[24] #data4good
[22] #datascience
[18] participate
[18] #wids

Top Words in Tweet in G2:
[67] werobotics
[52] #techforgood
[44] #data4good
[23] drone
[21] drones
[21] help
[15] training
[15] #unusualsolutions
[15] data
[14] #ai

Top Words in Tweet in G3:
[22] technology
[22] lead
[22] wellcometrust
[22] less
[22] week
[22] left
[22] apply
[22] great
[22] team
[22] health

Top Words in Tweet in G4:
[10] today
[10] celebrating
[10] #womeninscience
[10] know
[10] reread
[10] profile
[10] red_abebe
[10] vscoleman
[9] rockefellerfdn
[9] sonalr

Top Words in Tweet in G5:
[20] #microsoft
[18] shan_gsd
[18] non
[17] today
[17] doing
[17] sql
[17] server
[17] pricing
[17] man
[17] knew

Top Words in Tweet in G6:
[20] #data4good
[4] watch
[4] data
[4] #visualanalytics
[4] #sasviya
[4] gt
[3] worried
[3] rise
[3] temperatures
[3] study

Top Words in Tweet in G7:
[10] #climatechange
[9] join
[9] wait
[9] list
[9] #data
[9] event
[9] sold
[7] latech4good
[5] gabriel
[5] rene

Top Words in Tweet in G8:
[17] data
[11] #data4good
[6] friends
[6] great
[6] #job
[6] alert
[6] looking
[6] hire
[5] clouderafnd
[5] details

Top Words in Tweet in G9:
[11] estudio
[11] publicado
[11] circaha
[11] demuestra
[11] posible
[11] predecir
[11] ataques
[11] cardíacos
[11] aplicando
[11] #artificialintelligence

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[34] #techforgood,#data4good
[23] less,week
[22] technology,lead
[22] lead,wellcometrust
[22] wellcometrust,less
[22] week,left
[22] left,apply
[22] apply,great
[22] great,team
[22] team,health

Top Word Pairs in Tweet in G1:
[18] participate,#wids
[18] #wids,datathon
[18] datathon,2020
[18] 2020,wids_conference
[18] #wearable,patch
[18] patch,uses
[18] uses,#machinelearning
[18] #machinelearning,detect
[17] kirkdborne,participate
[16] wids_conference,#womenindatascience

Top Word Pairs in Tweet in G2:
[34] #techforgood,#data4good
[12] snglflyinglabs,drone
[12] drone,pilot
[12] pilot,certification
[12] certification,training
[12] training,march
[12] march,16
[12] 16,20
[11] redwing,aerospace
[11] aerospace,lab

Top Word Pairs in Tweet in G3:
[22] technology,lead
[22] lead,wellcometrust
[22] wellcometrust,less
[22] less,week
[22] week,left
[22] left,apply
[22] apply,great
[22] great,team
[22] team,health
[22] health,policy

Top Word Pairs in Tweet in G4:
[10] today,celebrating
[10] celebrating,#womeninscience
[10] #womeninscience,know
[10] know,reread
[10] reread,profile
[10] profile,red_abebe
[10] red_abebe,vscoleman
[9] rockefellerfdn,today
[9] vscoleman,sonalr
[7] thrilled,see

Top Word Pairs in Tweet in G5:
[17] today,doing
[17] doing,sql
[17] sql,server
[17] server,pricing
[17] pricing,man
[17] man,knew
[17] knew,#microsoft
[17] #microsoft,generous
[17] generous,non
[17] non,profits

Top Word Pairs in Tweet in G6:
[4] #visualanalytics,#sasviya
[3] worried,rise
[3] rise,temperatures
[3] temperatures,study
[3] study,datas
[3] datas,#visualanalytics
[3] #sasviya,understand
[3] understand,evolution
[3] evolution,reasons
[3] reasons,watch

Top Word Pairs in Tweet in G7:
[9] join,wait
[9] wait,list
[9] #data,#climatechange
[9] #climatechange,event
[9] event,sold
[7] latech4good,join
[5] list,#data
[5] sold,gabriel
[5] gabriel,rene
[4] rene,spe

Top Word Pairs in Tweet in G8:
[6] #data4good,#job
[6] #job,alert
[6] looking,hire
[4] data,science
[4] hire,data
[3] worthwhile,weekend
[3] weekend,read
[3] read,friends
[3] friends,nesta_uk
[3] nesta_uk,live

Top Word Pairs in Tweet in G9:
[11] estudio,publicado
[11] publicado,circaha
[11] circaha,demuestra
[11] demuestra,posible
[11] posible,predecir
[11] predecir,ataques
[11] ataques,cardíacos
[11] cardíacos,aplicando
[11] aplicando,#artificialintelligence
[10] jcaiceo,estudio

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@werobotics
@kirkdborne
@wellcometrust
@tkb
@rockefellerfdn
@shan_gsd
@ieeespectrum
@fmfrancoise
@boozallen
@gp_pulipaka

Top Mentioned in G1:
@kirkdborne
@ieeespectrum
@fmfrancoise
@boozallen
@gp_pulipaka
@chidambara09
@kaggle
@wids_conference
@rl
@datalabscotland

Top Mentioned in G2:
@werobotics
@snglflyinglabs
@tzflyinglabs
@picterrach
@ugflyinglabs
@mapuganda
@patrickmeier
@openaerialmap
@ambabani

Top Mentioned in G3:
@wellcometrust
@tkb

Top Mentioned in G4:
@rockefellerfdn
@red_abebe
@vscoleman
@sonalr
@medic
@tpcookson
@isaacholeman
@sonalrshah

Top Mentioned in G5:
@shan_gsd
@power_bi_dc

Top Mentioned in G7:
@latech4good
@nexl
@dataconla
@greal1111
@nexleaf
@wiadla
@lrb23
@savedotorg
@wholewhale
@wired

Top Mentioned in G8:
@clouderafnd
@ihazemt
@datakind
@nesta_uk
@rockefellerfdn
@mozilla
@ict4dconference
@aiddata
@policingequity

Top Mentioned in G9:
@circaha
@jcaiceo
@pcofre

Top Mentioned in G10:
@yesjones
@asahutchinson
@amy_fecher
@womeninitawards
@arkansasdis
@arkansastss
@arkansasgov

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@itknowingness
@femtech_
@pfanderson
@zimrirosas
@ricardo_ik_ahau
@akdm_bot
@fmfrancoise
@lesguer_lionel

Top Tweeters in G1:
@sectest9
@chidambara09
@itknowingness
@femtech_
@zimrirosas
@ricardo_ik_ahau
@akdm_bot
@fmfrancoise
@lesguer_lionel
@thecuriousluke

Top Tweeters in G2:
@pfanderson
@m_older
@nordicgeo
@craigzelizer
@faineg
@max_lyashko
@sallyeaves
@smythekin
@sergestinckwich
@johnpaulsmiley

Top Tweeters in G3:
@jasonwilliamsny
@ldodds
@rmounce
@agnesayton
@wellcometrust
@jenit
@emergtechethics
@tkb
@paullikeme
@mirandarwolpert

Top Tweeters in G4:
@ossie0022
@korieunfpa
@sdg2030
@seedsandchips
@rockefellerfdn
@abockangela
@sonalrshah
@bhnproducts
@medic
@abhashri

Top Tweeters in G5:
@jdanton
@cwebb_bi
@sqlbobscot
@gregpetrossian
@joshluedeman
@mudmo
@buckwoodymsft
@maikelson
@mwdarab
@drewrickards

Top Tweeters in G6:
@federicogoria
@sas_cares
@amstatnews
@marooninspiring
@sasfrance
@sas_netherlands
@sas_portugal
@sasbelux
@sas_nordic
@drivendataorg

Top Tweeters in G7:
@wired
@lrb23
@bwit_all
@pwrdby
@wholewhale
@dodigitalhealth
@kborchgrevink
@pwrdbyjared
@nexleaf
@wiadla

Top Tweeters in G8:
@nesta_uk
@mozilla
@aiddata
@mikeolson
@grigomcmahon
@datakind
@diplokat
@ruthlevine5
@ict4dconference
@policingequity

Top Tweeters in G9:
@betovalv
@janomarr
@eduardoriverosq
@willynet
@jamestica
@circaha
@gabygarnham
@p_feres
@ivanatilca
@pcofre

Top Tweeters in G10:
@asahutchinson
@arkansasdis
@yesjones
@womeninitawards
@arkansasgov
@govstrategy
@akark_datagirl
@amy_fecher
@arkansastss


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