#data4good, Twitter, 3/1/2021 7:43:35 PM, 249875


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#data4good_2021-03-01_08-53-31.xlsx
#data4good_2021-03-01_08-53-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 01, 2021
Short Description:
#data4good via NodeXL https://bit.ly/3dUFvm1
@ume_kyd
@johngmcnutt
@_m_dey
@kirkdborne
@trendsinai
@sanitas
@statcom_um
@pwrdbyjared
@pwrdby
@data4sdgs

Top hashtags:
#data4good
#data
#dataanalytics
#ai
#machinelearning
#datascience
#innovation
#sustainability
#sdg

Description:
Description
The graph represents a network of 356 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, 01 March 2021 at 16:54 UTC.

The requested start date was Monday, 01 March 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 9-hour, 50-minute period from Monday, 15 February 2021 at 13:07 UTC to Sunday, 28 February 2021 at 22:58 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 : 356
Unique Edges : 209
Edges With Duplicates : 1097
Total Edges : 1306
Number of Edge Types : 5
Retweet : 463
MentionsInRetweet : 600
Mentions : 166
Tweet : 75
Replies to : 2
Self-Loops : 84
Reciprocated Vertex Pair Ratio : 0.037199124726477
Reciprocated Edge Ratio : 0.0717299578059072
Connected Components : 35
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 241
Maximum Edges in a Connected Component : 1134
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.500829
Graph Density : 0.00375059344833043
Modularity : 0.32493
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 356 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, 01 March 2021 at 16:54 UTC.

The requested start date was Monday, 01 March 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 9-hour, 50-minute period from Monday, 15 February 2021 at 13:07 UTC to Sunday, 28 February 2021 at 22:58 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:
[21] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=248807
[7] https://engage.bah.com/Article/Redirect/9999920f-72cc-4b89-b679-239630c4055c?uc=30185&g=1df8acea-7fbf-4575-a2c2-b16a504604c3&f=73353
[6] https://dy.si/B6aUh
[6] https://midas.umich.edu/2021-d4pg/
[5] https://dy.si/1HhcY2
[5] https://dy.si/okGbjQ2
[3] https://codedbias0225.eventbrite.com/
[3] https://www.nytimes.com/2021/02/19/business/privacy-open-data-public.html
[3] https://dy.si/Bxqvb
[2] https://dy.si/mjFz6

Top URLs in Tweet in G2:
[21] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=248807
[6] https://engage.bah.com/Article/Redirect/9999920f-72cc-4b89-b679-239630c4055c?uc=30185&g=1df8acea-7fbf-4575-a2c2-b16a504604c3&f=73353
[4] https://dy.si/1HhcY2
[2] https://twitter.com/Eli_Krumova/status/1361974173220958209
[2] https://twitter.com/uniccdirector/status/1364250029381349382
[1] https://dy.si/okGbjQ2
[1] https://engage.bah.com/Article/Redirect/698514c4-e12b-4cc2-b976-07985c8973f0?uc=30185&g=445b07c1-4627-4239-a057-f9d6afc0a208&f=142736
[1] https://engage.bah.com/Article/Redirect/e75c4400-a90c-42c2-996b-4b740c3a92d9?uc=30185&g=fa4108e6-0013-43e4-bc89-f3a75e9f16e9&f=214054
[1] https://engage.bah.com/Article/Redirect/61ec565f-59d3-4655-a44d-1bf06ea215e5?uc=30185&g=1b883bed-2283-4fb2-9bdf-492cc2c0a25a&f=179705
[1] https://engage.bah.com/Article/Redirect/94ef189b-7417-4c0b-a9f4-44f8bae735c3?uc=30185&g=4c36a393-508e-457b-a969-356b1123da56&f=213819

Top URLs in Tweet in G3:
[5] https://midas.umich.edu/2021-d4pg/
[2] https://weallcount.com/
[2] https://midas.umich.edu/2021-d4pg
[2] https://www.drivendata.org/competitions/
[2] https://twitter.com/statcom_um/status/1363883678850547712
[1] https://twitter.com/ginsbergcenter/status/1362412807745019904
[1] https://dy.si/B6aUh
[1] https://dy.si/3U1Cf82
[1] https://dy.si/okGbjQ2
[1] https://blog.werobotics.org/2021/01/27/tech-webinar-emlid-hummingbird-technologies-and-inflights-share-insights-innovations/?utm_content=buffer52f22&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer

Top URLs in Tweet in G4:
[5] https://dy.si/B6aUh
[3] https://dy.si/Bxqvb
[3] https://dy.si/okGbjQ2
[2] https://dy.si/7nDn9
[2] https://dy.si/f2ZGW
[2] https://dy.si/mjFz6
[1] https://dy.si/o2sQ8
[1] https://dy.si/KkmnLj2
[1] https://dy.si/FaoRf
[1] https://dy.si/T4f8d

Top URLs in Tweet in G5:
[3] https://codedbias0225.eventbrite.com/
[2] https://www.latech4good.org/dataworkshop
[2] https://www.latech4good.org/sponsor
[1] https://twitter.com/OfficialIndiaAI/status/1361570241277493252
[1] https://twitter.com/DSMeu/status/1363788763848192003
[1] https://www.eventbrite.com/e/coded-bias-la-tech4good-film-screening-and-225-discussion-tickets-139154939169

Top URLs in Tweet in G6:
[2] https://www.redaccionmedica.com/secciones/privada/covid-19-sanitas-abre-a-la-sociedad-sus-datos-medicos-anonimizados-4549
[1] https://www.sanitas.es/opendatacovid
[1] https://www.consalud.es/ecsalud/nacional/sanitas-abre-sociedad-datos-medicos-anonimizados_93067_102.html
[1] https://twitter.com/sanitas/status/1364886168282812421
[1] https://www.agendaempresa.com/121937/sanitas-lanza-iniciativa-open-data-sanitas-data4good/

Top URLs in Tweet in G7:
[1] https://www.meetup.com/dataforgood-correlaid-koln/events/276271007/
[1] https://twitter.com/CorrelAidSwiss/status/1361975159998021637
[1] https://www.linkedin.com/slink?code=gRkBCHX
[1] http://bit.ly/2XYYOl1
[1] https://www.linkedin.com/slink?code=dsbENbC
[1] https://www.linkedin.com/slink?code=dWc5m9W
[1] https://twitter.com/GetEmOTC/status/1362170909310656512
[1] https://midas.umich.edu/2021-d4pg/
[1] https://twitter.com/ginsbergcenter/status/1355168829681242113
[1] https://twitter.com/techcharteruk/status/1364116841761808388

Top URLs in Tweet in G8:
[1] https://www.seforall.org/events/leveraging-demand-data-for-improved-energy-access-planning

Top URLs in Tweet in G9:
[1] https://apolitical.co/en/solution_article/why-data-literacy-is-a-key-skill-for-public-servants

Top URLs in Tweet in G10:
[3] https://www.nytimes.com/2021/02/19/business/privacy-open-data-public.html
[2] https://cities-today.com/industry/open-data-in-uncertain-times-context-is-everything/
[1] https://cities-today.com/helsinki-to-give-citizens-control-of-their-personal-data/

Top Domains
Top Domains in Tweet in Entire Graph:
[61] dy.si
[27] twitter.com
[21] nodexlgraphgallery.org
[12] bah.com
[8] umich.edu
[4] linkedin.com
[4] eventbrite.com
[4] latech4good.org
[3] nytimes.com
[3] cities-today.com

Top Domains in Tweet in G2:
[21] nodexlgraphgallery.org
[11] bah.com
[6] dy.si
[5] twitter.com
[1] linkedin.com

Top Domains in Tweet in G3:
[7] umich.edu
[4] twitter.com
[3] dy.si
[2] weallcount.com
[2] drivendata.org
[1] werobotics.org
[1] medium.com
[1] sas.com
[1] github.io
[1] campaign-archive.com

Top Domains in Tweet in G4:
[50] dy.si
[1] bah.com

Top Domains in Tweet in G5:
[4] latech4good.org
[4] eventbrite.com
[2] twitter.com

Top Domains in Tweet in G6:
[2] redaccionmedica.com
[1] sanitas.es
[1] consalud.es
[1] twitter.com
[1] agendaempresa.com

Top Domains in Tweet in G7:
[7] twitter.com
[3] linkedin.com
[1] meetup.com
[1] bit.ly
[1] umich.edu
[1] dimagi.com

Top Domains in Tweet in G8:
[1] seforall.org

Top Domains in Tweet in G9:
[1] apolitical.co

Top Domains in Tweet in G10:
[3] nytimes.com
[3] cities-today.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[272] data4good
[201] data
[160] dataanalytics
[109] ai
[76] machinelearning
[49] datascience
[49] innovation
[49] sustainability
[38] sdg
[36] analytics



Top Hashtags in Tweet in G1:
[182] data
[153] dataanalytics
[30] innovation
[4] regtech
[4] distributors
[4] data4good
[4] datamining
[4] luxembourg
[3] analytics
[3] fund

Top Hashtags in Tweet in G2:
[25] ai
[25] datascibowl
[24] datascience
[23] data4good
[13] bigdata
[12] innovation
[12] opendata
[11] hackathon
[11] influencers
[8] machinelearning

Top Hashtags in Tweet in G3:
[48] data4good
[4] datascience
[3] data
[2] datacompetitions
[2] sustainability
[2] machinelearning
[1] dataequity
[1] dataanalytics
[1] analytics
[1] sdg

Top Hashtags in Tweet in G4:
[120] data4good
[83] ai
[66] machinelearning
[47] sustainability
[36] sdg
[25] globalchallenges
[25] analytics
[21] datascience
[21] healthcare
[17] climate

Top Hashtags in Tweet in G5:
[10] data4good
[5] dataethics
[4] dataequity
[3] ai4good
[3] codedbias
[3] facialrecognition
[2] worldwaterday
[2] ml4good
[2] diversityinai
[2] diversityinrobotics

Top Hashtags in Tweet in G6:
[19] data4good
[14] datos
[4] data
[3] opendata
[2] covid19
[2] dataanalytics
[2] innovation
[2] healthcare
[2] analytics
[2] malaria

Top Hashtags in Tweet in G7:
[13] data4good
[2] analytics
[2] data
[1] healthcare
[1] nhs
[1] dataanalytics
[1] businessintelligence
[1] datawarehouse
[1] nhsbsa
[1] dataengineering

Top Hashtags in Tweet in G8:
[1] data4good
[1] endenergypoverty
[1] energyaccess

Top Hashtags in Tweet in G9:
[4] data4good
[4] data

Top Hashtags in Tweet in G10:
[5] bigdata
[4] urbandata
[3] opendata
[3] data4good
[2] dataprivacy
[2] smartcities
[2] futurecities
[1] urbanplanning

Top Words
Top Words in Tweet in Entire Graph:
[272] #data4good
[223] #data
[214] ume_kyd
[160] #dataanalytics
[159] value
[134] data
[118] sky
[110] sources
[109] #ai
[102] _m_dey

Top Words in Tweet in G1:
[202] ume_kyd
[201] #data
[153] value
[153] #dataanalytics
[112] sky
[93] identify
[93] sources
[92] touch
[92] focus
[92] strengths

Top Words in Tweet in G2:
[56] kirkdborne
[32] data
[26] crash
[25] #ai
[25] #datascibowl
[24] #datascience
[24] fmfrancoise
[23] #data4good
[21] nodexl
[21] chidambara09

Top Words in Tweet in G3:
[48] #data4good
[34] data
[33] symposium
[20] today's
[19] spotlight
[19] statcom_um
[16] presenting
[13] featured
[12] annual
[12] good

Top Words in Tweet in G4:
[120] #data4good
[93] _m_dey
[83] #ai
[66] #machinelearning
[47] #sustainability
[36] #sdg
[31] data
[27] artificial
[27] intelligence
[25] #globalchallenges

Top Words in Tweet in G5:
[10] #data4good
[10] equity
[10] data
[9] latech4good
[9] ethics
[7] series
[7] march
[6] week
[5] codedbias
[5] heard

Top Words in Tweet in G6:
[32] sanitas
[19] #data4good
[15] sociedad
[14] iniciativa
[14] #datos
[12] orgullosos
[12] presentar
[12] aportar
[12] valor
[12] través

Top Words in Tweet in G7:
[13] #data4good
[6] data
[4] datos
[2] looking
[2] team
[2] join
[2] #analytics
[2] #data
[2] sas
[2] az

Top Words in Tweet in G8:
[6] join
[6] wednesday
[6] 10
[6] 30
[6] noon
[6] discussion
[6] better
[6] reflect
[6] demand
[6] integrated

Top Words in Tweet in G9:
[8] data
[4] #data4good
[4] smart
[4] #data
[4] purpose
[4] agree
[4] aniacalderon
[4] opendatacharter
[4] made
[4] tech

Top Words in Tweet in G10:
[5] #bigdata
[4] data
[4] #urbandata
[3] urbanbigdata
[3] balancing
[3] privacy
[3] sharing
[3] public
[3] good
[3] nytimes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[96] #dataanalytics,identify
[96] identify,sources
[96] sources,value
[95] touch,sky
[95] sky,focus
[95] focus,strengths
[95] strengths,#dataanalytics
[95] value,reveal
[95] reveal,potential
[95] potential,#data

Top Word Pairs in Tweet in G1:
[93] #dataanalytics,identify
[93] identify,sources
[93] sources,value
[92] touch,sky
[92] sky,focus
[92] focus,strengths
[92] strengths,#dataanalytics
[92] value,reveal
[92] reveal,potential
[92] potential,#data

Top Word Pairs in Tweet in G2:
[21] #datascibowl,nodexl
[21] kirkdborne,fmfrancoise
[21] fmfrancoise,chidambara09
[21] chidambara09,sallyeaves
[14] crash,data
[13] sallyeaves,eli_krumova
[13] understanding,crash
[13] data,national
[13] national,highway
[13] highway,traffic

Top Word Pairs in Tweet in G3:
[24] #data4good,symposium
[19] today's,spotlight
[11] spotlight,featured
[10] public,good
[9] data,public
[9] good,symposium
[8] reminder,register
[8] register,annual
[8] annual,#data4good
[8] symposium,happening

Top Word Pairs in Tweet in G4:
[53] #ai,#machinelearning
[27] artificial,intelligence
[19] #machinelearning,#data4good
[16] #sustainability,#data4good
[16] _m_dey,artificial
[15] #sdg,#sustainability
[12] #analytics,#data4good
[12] #sustainability,#sdg
[12] intelligence,help
[12] help,achieve

Top Word Pairs in Tweet in G5:
[6] equity,ethics
[6] ethics,data
[6] data,series
[5] heard,due
[5] due,high
[5] high,demand
[5] demand,hosting
[5] hosting,3rd
[5] 3rd,cohort
[5] cohort,equity

Top Word Pairs in Tweet in G6:
[14] sanitas,#data4good
[12] orgullosos,presentar
[12] presentar,sanitas
[12] #data4good,iniciativa
[12] iniciativa,aportar
[12] aportar,valor
[12] valor,sociedad
[12] sociedad,través
[12] través,#datos
[12] #datos,nuestro

Top Word Pairs in Tweet in G8:
[6] join,wednesday
[6] wednesday,10
[6] 10,30
[6] 30,noon
[6] noon,discussion
[6] discussion,better
[6] better,reflect
[6] reflect,demand
[6] demand,integrated
[6] integrated,energy

Top Word Pairs in Tweet in G9:
[4] #data4good,smart
[4] smart,#data
[4] #data,data
[4] data,purpose
[4] purpose,agree
[4] agree,aniacalderon
[4] aniacalderon,opendatacharter
[4] opendatacharter,data
[4] data,made
[4] made,tech

Top Word Pairs in Tweet in G10:
[4] #bigdata,#urbandata
[3] balancing,privacy
[3] privacy,data
[3] data,sharing
[3] sharing,public
[3] public,good
[3] good,nytimes
[3] nytimes,#bigdata
[2] urbanbigdata,balancing
[2] #urbandata,#opendat

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@_m_dey
@kirkdborne
@fmfrancoise
@chidambara09
@sallyeaves
@eli_krumova
@statcom_um
@sanitas
@nhtsagov

Top Mentioned in G1:
@ume_kyd

Top Mentioned in G2:
@kirkdborne
@fmfrancoise
@chidambara09
@sallyeaves
@eli_krumova
@nhtsagov
@nodexl
@salhaj
@eli
@boozallen

Top Mentioned in G3:
@statcom_um
@bhramarbiostat
@timmckaymi
@fordschool
@profshaefer
@umichlsa
@emilyk_roberts
@umichsph
@data_orchard
@_m_dey

Top Mentioned in G4:
@_m_dey
@kirkdborne
@jrdscience
@agu_eos
@ume_kyd
@huffpost
@nasa
@lizkimbrough_
@mongabay
@nhtsagov

Top Mentioned in G5:
@latech4good
@codedbias
@timnitgebru
@rachelrwhaley
@mathsandenglish
@data360me
@roboticseu
@russellw
@swetalk
@wids_worldwide

Top Mentioned in G6:
@sanitas
@ume_kyd
@_m_dey
@redaccionmedica
@mbellido

Top Mentioned in G8:
@jemporcaro
@columbia
@tfedigital
@nithiocredit
@atlasai_co

Top Mentioned in G9:
@aniacalderon
@opendatacharter
@carlos_santiso
@apoliticalco

Top Mentioned in G10:
@urbanbigdata
@nytimes
@cities_today

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@miguelhilargiak
@hasscho
@el_pais
@tess_blue815
@huffpost
@btzmedina
@calcaware
@andrewmorrisuk

Top Tweeters in G1:
@miguelhilargiak
@hasscho
@tess_blue815
@ssxman2
@yukika337700
@openmarketingtv
@dai70d
@77happyday
@danielsaeed
@ene3112

Top Tweeters in G2:
@sectest9
@chidambara09
@btzmedina
@calcaware
@dataaugmented
@fabriciosx
@fmfrancoise
@salhaj
@datasciencebot_
@the404code

Top Tweeters in G3:
@epuujee
@medium
@johngmcnutt
@ashoka
@umichsph
@fordschool
@umichlsa
@timmckaymi
@clairemelamed
@data4sdgs

Top Tweeters in G4:
@huffpost
@andrewmorrisuk
@ml_tweet_bot
@hubofml
@trendsinai
@thecuriousluke
@artificialbra1n
@machine_ml
@discriminantbot
@nasa

Top Tweeters in G5:
@michelebraphael
@nsbe
@swetalk
@diverseinai
@shpe
@timnitgebru
@blkinengineerng
@data360me
@roboticseu
@wids_worldwide

Top Tweeters in G6:
@redaccionmedica
@djacomenorato
@agenda_empresa
@idisalud
@ymediawink
@mbellido
@jesusjeronimo72
@pwrdby
@sanitas
@danielaparicio

Top Tweeters in G7:
@biscorecard
@carolinadecala
@leighssmyth
@jdoneill
@laupmartinez
@sas_hungary
@um_pwher
@antonio_calvog
@dominikmeie_r
@opendata_bg

Top Tweeters in G8:
@columbia
@leobeltranr
@seforallorg
@energy40news
@tfedigital
@jemporcaro
@atlasai_co
@nithiocredit

Top Tweeters in G9:
@laurapaonessa
@apoliticalco
@frazier_fathers
@opendatacharter
@carlos_santiso
@aniacalderon

Top Tweeters in G10:
@nytimes
@gdprai
@cities_today
@cityredi
@urbanbigdata
@theurbanmetre