#data4good, Twitter, 5/12/2021 12:45:57 PM, 254683


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#data4good_2021-05-11_10-56-28.xlsx
#data4good_2021-05-11_10-56-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 12, 2021
Short Description:
#data4good via NodeXL https://bit.ly/3y8V1lN
@ume_kyd
@johngmcnutt
@johnmaynardcpa
@data4goodfest
@_m_dey
@albertoemachado
@kirkdborne
@loopdigi
@data_orchard
@jane__eden

Top hashtags:
#data4good
#data
#ai
#datascience
#sustainability
#machinelearning
#wildlife

Description:
Description
The graph represents a network of 453 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, 11 May 2021 at 17:57 UTC.

The requested start date was Monday, 10 May 2021 at 00:01 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, 7-hour, 28-minute period from Monday, 26 April 2021 at 08:34 UTC to Sunday, 09 May 2021 at 16:02 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 : 453
Unique Edges : 487
Edges With Duplicates : 1583
Total Edges : 2070
Number of Edge Types : 5
Retweet : 699
MentionsInRetweet : 1058
Mentions : 219
Replies to : 8
Tweet : 86
Self-Loops : 119
Reciprocated Vertex Pair Ratio : 0.0618686868686869
Reciprocated Edge Ratio : 0.116527942925089
Connected Components : 32
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 349
Maximum Edges in a Connected Component : 1880
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.215598
Graph Density : 0.00410732774619547
Modularity : 0.328328
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 453 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, 11 May 2021 at 17:57 UTC.

The requested start date was Monday, 10 May 2021 at 00:01 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, 7-hour, 28-minute period from Monday, 26 April 2021 at 08:34 UTC to Sunday, 09 May 2021 at 16:02 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:
[22] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253588
[20] https://www.datasciencecentral.com/profiles/blogs/artificial-intelligence-for-precision-medicine-and-better
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253589
[8] https://dy.si/FxrvY2
[7] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[6] https://dy.si/KcdFG
[5] https://dy.si/dbbxj3
[5] https://www.datasciencecentral.com/profiles/blogs/how-the-blend-of-artificial-intelligence-and-big-data-is-helping
[4] https://dy.si/3U1Cf82
[3] https://data4goodfest.org.uk/programme/

Top URLs in Tweet in G1:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253588

Top URLs in Tweet in G2:
[20] https://www.datasciencecentral.com/profiles/blogs/artificial-intelligence-for-precision-medicine-and-better
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253588
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253589
[7] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[6] https://dy.si/KcdFG
[5] https://dy.si/dbbxj3
[4] https://dy.si/3U1Cf82
[4] https://www.datasciencecentral.com/profiles/blogs/how-the-blend-of-artificial-intelligence-and-big-data-is-helping
[3] https://www.linkedin.com/pulse/nodexl-la-evoluci%25C3%25B3n-de-un-evento-por-hastagteam-espinosa-machado
[3] https://www.bbc.co.uk/news/technology-56851558

Top URLs in Tweet in G3:
[8] https://dy.si/FxrvY2
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253588
[1] https://dy.si/XLrAn
[1] https://dy.si/T2JHJ
[1] https://dy.si/9yDDT

Top URLs in Tweet in G4:
[3] https://data4goodfest.org.uk/programme/
[2] https://www.dataorchard.org.uk/news/we-are-hiring-a-data-analyst
[2] https://data4goodfest.org.uk/
[1] https://www.datasciencecentral.com/profiles/blogs/how-the-blend-of-artificial-intelligence-and-big-data-is-helping
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253588
[1] https://twitter.com/policyworks/status/1391067143232495621
[1] https://data4goodfest.org.uk/speaker/developing-a-data-community/
[1] https://data4goodfest.org.uk/get-involved/#newsletter-sign-up-form
[1] https://data4goodfest.org.uk/fringe_events/
[1] https://data4goodfest.org.uk/tickets/

Top URLs in Tweet in G5:
[1] https://twitter.com/effinidata/status/1390709630947446788

Top URLs in Tweet in G6:
[1] https://twitter.com/AlbertoEMachado/status/1385504760728535041
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253588
[1] https://altadensidad.com/ces-2022-regresara-a-las-vegas-ces2022/

Top URLs in Tweet in G7:
[1] https://twitter.com/m_starnini/status/1386743382127661059

Top URLs in Tweet in G8:
[1] https://www.smartairla.org/fightasthmalaharbor

Top URLs in Tweet in G9:
[1] https://www.meetup.com/DataForGood-CorrelAid-X-Netherlands/events/277277935/

Top URLs in Tweet in G10:
[1] https://data.europa.eu/en/news/save-date-and-join-data4good-festival

Top Domains
Top Domains in Tweet in Entire Graph:
[57] dy.si
[32] datasciencecentral.com
[30] nodexlgraphgallery.org
[15] twitter.com
[13] org.uk
[8] linkedin.com
[4] bit.ly
[3] zoom.us
[3] co.uk
[2] altadensidad.com

Top Domains in Tweet in G1:
[1] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[45] dy.si
[31] datasciencecentral.com
[24] nodexlgraphgallery.org
[5] linkedin.com
[3] twitter.com
[3] co.uk
[3] zoom.us
[1] amazon.com
[1] altadensidad.com

Top Domains in Tweet in G3:
[11] dy.si
[3] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[12] org.uk
[4] twitter.com
[3] bit.ly
[1] datasciencecentral.com
[1] nodexlgraphgallery.org
[1] codeforamerica.org
[1] tableau.com
[1] linkedin.com

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

Top Domains in Tweet in G6:
[1] twitter.com
[1] nodexlgraphgallery.org
[1] altadensidad.com

Top Domains in Tweet in G7:
[1] twitter.com

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

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

Top Domains in Tweet in G10:
[1] europa.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[383] data4good
[219] data
[178] ai
[106] datascience
[87] sustainability
[85] machinelearning
[55] wildlife
[54] ecology
[50] citizenscience
[44] conservation



Top Hashtags in Tweet in G1:
[201] data
[40] visualanalytics
[21] dataanalytics
[15] data4good
[14] regtech
[14] datamining
[14] luxembourg
[13] distributors
[12] fund
[12] future

Top Hashtags in Tweet in G2:
[220] data4good
[136] ai
[89] datascience
[82] sustainability
[81] machinelearning
[54] wildlife
[51] ecology
[42] citizenscience
[40] conservation
[37] climate

Top Hashtags in Tweet in G3:
[35] data4good
[33] ai
[16] autism
[9] humantrafficking
[7] dataanalytics
[7] citizenscience
[7] ml
[2] sustainability
[1] tech4good
[1] alzheimers

Top Hashtags in Tweet in G4:
[35] data4good
[16] data4goodfest
[7] datascience
[5] data
[5] hackinsas
[2] cfasummit
[2] equity
[2] justice
[2] civictech
[2] datajobs

Top Hashtags in Tweet in G5:
[3] data4good
[3] dontmissit

Top Hashtags in Tweet in G6:
[3] data4good
[2] hashtagteam
[2] marketingdigital
[2] nodexl
[1] marketingdecontenidos
[1] socialmedia
[1] eventtech
[1] eventsinfluencer
[1] eventinfluencer
[1] machinelearning

Top Hashtags in Tweet in G7:
[6] data4good

Top Hashtags in Tweet in G8:
[4] longbeach
[4] laharbor
[2] asthma
[2] healthequity
[2] data4good
[1] environment
[1] pollution

Top Hashtags in Tweet in G9:
[13] data4good
[3] ai
[2] sustainability
[2] conservation
[1] ecology
[1] machinelearning
[1] wildlife
[1] data
[1] datascience
[1] nature

Top Hashtags in Tweet in G10:
[8] data4good

Top Words
Top Words in Tweet in Entire Graph:
[383] #data4good
[342] ume_kyd
[225] #data
[194] _m_dey
[178] #ai
[175] make
[170] change
[141] value
[132] better
[119] data

Top Words in Tweet in G1:
[313] ume_kyd
[207] #data
[164] change
[161] make
[138] value
[105] sky
[102] world
[93] better
[92] one
[92] informed

Top Words in Tweet in G2:
[220] #data4good
[183] _m_dey
[136] #ai
[89] #datascience
[82] #sustainability
[81] #machinelearning
[54] #wildlife
[53] data
[51] #ecology
[49] artificial

Top Words in Tweet in G3:
[35] #data4good
[33] #ai
[32] johnmaynardcpa
[16] study
[16] shows
[16] smartphone
[16] app
[16] identify
[16] #autism
[16] symptoms

Top Words in Tweet in G4:
[35] #data4good
[32] data4goodfest
[28] data
[26] use
[22] data_orchard
[16] join
[16] next
[16] #data4goodfest
[15] team
[15] better

Top Words in Tweet in G5:
[3] #data4good
[3] #dontmissit
[3] data4goodfest
[3] sign
[3] beyonderinvolve
[3] arkdefo
[3] glasgowcvs
[3] digiscot
[3] robertsontrust
[3] whocaresscot

Top Words in Tweet in G6:
[9] albertoemachado
[7] activithink
[7] facchinjose
[7] loredibattista
[7] soyaidamar
[7] martagayubo
[7] web_escuela
[7] marielamkt
[7] carlamarquez_cm
[7] erodrigo

Top Words in Tweet in G7:
[6] latest
[6] vaccine
[6] hesitancy
[6] lorenzo
[6] betti
[6] supported
[6] fondazionecrt
[6] isi_fondazione
[6] #data4good
[6] team

Top Words in Tweet in G8:
[8] asthma
[5] univision34la
[4] smartairla
[4] thank
[4] reporting
[4] fight
[4] tracker
[4] prevent
[4] attacks
[4] #longbeach

Top Words in Tweet in G9:
[18] next
[13] #data4good
[9] phd
[9] uucopernicus
[9] volunteer
[9] correlaidxnl
[9] help
[9] support
[9] week
[9] 12

Top Words in Tweet in G10:
[9] data
[8] save
[8] date
[8] join
[8] #data4good
[8] festival
[8] flagship
[8] event
[8] shows
[8] social

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[101] make,better
[94] better,informed
[92] value,unstructured
[92] unstructured,#data
[84] create,value
[84] sky,coming
[84] coming,morning
[84] morning,same
[84] same,day
[84] day,special

Top Word Pairs in Tweet in G1:
[92] make,better
[92] better,informed
[89] value,unstructured
[89] unstructured,#data
[84] sky,coming
[84] coming,morning
[84] morning,same
[84] same,day
[84] day,special
[84] special,one

Top Word Pairs in Tweet in G2:
[58] #ai,#data4good
[40] citizen,science
[40] #data4good,#citizenscience
[38] hakuna,data
[36] #data4good,#sustainability
[36] data,tools
[36] tools,increase
[36] increase,reliability
[36] reliability,citizen
[36] science,#datascience

Top Word Pairs in Tweet in G3:
[16] study,shows
[16] shows,smartphone
[16] smartphone,app
[16] app,identify
[16] symptoms,toddlers
[9] artificial,intelligence
[9] intelligence,battles
[9] battles,#humantrafficking
[9] #humantrafficking,#ai
[9] #ai,#data4good

Top Word Pairs in Tweet in G4:
[16] use,data
[13] next,week
[12] social,sector
[10] data4goodfest,next
[9] interesting,topics
[9] topics,people
[9] people,use
[8] days,really
[8] really,interesting
[8] first,updates

Top Word Pairs in Tweet in G5:
[3] #data4good,#dontmissit
[3] #dontmissit,data4goodfest
[3] data4goodfest,sign
[3] sign,beyonderinvolve
[3] beyonderinvolve,arkdefo
[3] arkdefo,glasgowcvs
[3] glasgowcvs,digiscot
[3] digiscot,robertsontrust
[3] robertsontrust,whocaresscot
[2] loopdigi,#data4good

Top Word Pairs in Tweet in G6:
[7] albertoemachado,activithink
[7] activithink,facchinjose
[7] facchinjose,loredibattista
[7] loredibattista,soyaidamar
[7] soyaidamar,martagayubo
[7] martagayubo,web_escuela
[7] web_escuela,marielamkt
[7] marielamkt,carlamarquez_cm
[7] carlamarquez_cm,erodrigo
[2] #data4good,#nodexl

Top Word Pairs in Tweet in G7:
[6] latest,vaccine
[6] vaccine,hesitancy
[6] hesitancy,lorenzo
[6] lorenzo,betti
[6] betti,supported
[6] supported,fondazionecrt
[6] fondazionecrt,isi_fondazione
[6] isi_fondazione,#data4good
[6] #data4good,team
[6] team,yelenamejova

Top Word Pairs in Tweet in G8:
[4] thank,univision34la
[4] univision34la,reporting
[4] reporting,fight
[4] fight,asthma
[4] asthma,tracker
[4] tracker,prevent
[4] prevent,asthma
[4] asthma,attacks
[4] attacks,#longbeach
[4] #longbeach,#laharbor

Top Word Pairs in Tweet in G9:
[9] next,phd
[9] phd,uucopernicus
[9] uucopernicus,volunteer
[9] volunteer,correlaidxnl
[9] correlaidxnl,help
[9] help,support
[9] support,#data4good
[9] #data4good,next
[9] next,week
[9] week,12

Top Word Pairs in Tweet in G10:
[8] save,date
[8] date,join
[8] join,#data4good
[8] #data4good,festival
[8] festival,flagship
[8] flagship,event
[8] event,shows
[8] shows,social
[8] social,sector
[8] sector,organisations

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@_m_dey
@johnmaynardcpa
@kirkdborne
@albertoemachado
@data4goodfest
@johngmcnutt
@data_orchard
@fmfrancoise
@digitalcloudgal

Top Mentioned in G1:
@ume_kyd
@fmfrancoise
@johngmcnutt
@johnmaynardcpa
@kirkdborne
@albertoemachado
@_m_dey

Top Mentioned in G2:
@_m_dey
@kirkdborne
@ume_kyd
@johnmaynardcpa
@albertoemachado
@fmfrancoise
@johngmcnutt
@salhaj
@boozallen
@chidambara09

Top Mentioned in G3:
@johnmaynardcpa
@drjdrooghaag
@nevillegaunt
@avrohomg
@digitalcloudgal
@mikequindazzi
@paula_pickard
@jblefevre60
@evankirstel
@paula_piccard

Top Mentioned in G4:
@data4goodfest
@data_orchard
@paulineroche
@sianbasker
@datasciencefest
@sas_nordic
@mrtomfrench
@tom_c_watson
@_m_dey
@360giving

Top Mentioned in G5:
@data4goodfest
@beyonderinvolve
@arkdefo
@glasgowcvs
@digiscot
@robertsontrust
@whocaresscot
@loopdigi
@aberlourcct
@favoruk

Top Mentioned in G6:
@albertoemachado
@activithink
@facchinjose
@loredibattista
@soyaidamar
@martagayubo
@web_escuela
@marielamkt
@carlamarquez_cm
@erodrigo

Top Mentioned in G7:
@fondazionecrt
@isi_fondazione
@yelenamejova
@ciro
@d
@danielapaolotti
@laetitiagvn
@m_starnini
@gdfm7
@kyriakikalimeri

Top Mentioned in G8:
@smartairla
@univision34la
@ap_california
@blueshieldfound
@knightfdn
@lbaca
@lbaca_

Top Mentioned in G9:
@uucopernicus
@correlaidxnl
@maya_bogers
@_m_dey

Top Mentioned in G10:
@eu_opendata

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@evankirstel
@bexxmodd
@hasscho
@tess_blue815
@_masumi_222
@trendsinai
@ssxman2
@andrewmorrisuk
@hubofml

Top Tweeters in G1:
@hasscho
@tess_blue815
@_masumi_222
@ssxman2
@macos9x
@yukika337700
@ricardo_ik_ahau
@onomsalam2pas
@pitpi4
@ma2004777

Top Tweeters in G2:
@chidambara09
@bexxmodd
@trendsinai
@hubofml
@artificialbra1n
@fabriciosx
@thecuriousluke
@godfrey_g_
@imagine_garden
@greentechdon

Top Tweeters in G3:
@evankirstel
@andrewmorrisuk
@ilovebooks786
@debraruh
@spirosmargaris
@newsneus
@jblefevre60
@junjudapi
@fabriziobustama
@drjdrooghaag

Top Tweeters in G4:
@pyscalellc
@ewhitmore
@techsoup
@johngmcnutt
@codeforamerica
@rileyresearch
@paulineroche
@westmids_ca
@cfpatrick
@gavinfreeguard

Top Tweeters in G5:
@murraycait
@flackboy
@tnlcomfund
@favoruk
@digiscot
@whocaresscot
@aberlourcct
@glasgowcvs
@recoveryenterp1
@downes_ford

Top Tweeters in G6:
@gvalan
@erodrigo
@queridasfashion
@nunez200
@facchinjose
@activithink
@anabelanogs
@mirenperez
@web_escuela
@loredibattista

Top Tweeters in G7:
@gutelius
@ciro
@fondazionecrt
@d
@danielapaolotti
@fede7j
@isi_fondazione
@m_starnini
@gdfm7
@yelenamejova

Top Tweeters in G8:
@univision34la
@knightfdn
@ap_california
@tedsmithphd
@dodigitalhealth
@lbaca
@blueshieldfound
@lbaca_
@smartairla
@cheungra

Top Tweeters in G9:
@jane__eden
@sanli
@uucopernicus
@bricker
@anett77richter
@fdabl
@maya_bogers
@oscaryromerog1
@correlaidxnl

Top Tweeters in G10:
@rebastion
@glenkcampbell
@oknrw
@eu_opendata
@staranov
@samihidmi
@audriusrazma
@data_cii