#data4good, Twitter, 6/9/2021 6:03:25 PM, 256515


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#data4good_2021-06-08_10-56-27.xlsx
#data4good_2021-06-08_10-56-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 09, 2021
Short Description:
#data4good via NodeXL https://bit.ly/357itCG
@ume_kyd
@johnmaynardcpa
@fmfrancoise
@_m_dey
@sassoftware
@pyscalellc
@eventsinfluenc1
@kirkdborne
@godfrey_g_
@johngmcnutt

Top hashtags:
#data
#data4good
#ai
#sustainability
#health
#datascience
#dataanalytics
#climate

Description:
Description
The graph represents a network of 395 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, 08 June 2021 at 17:56 UTC.

The requested start date was Monday, 07 June 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, 13-hour, 54-minute period from Monday, 24 May 2021 at 02:25 UTC to Sunday, 06 June 2021 at 16:19 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 : 395
Unique Edges : 345
Edges With Duplicates : 1329
Total Edges : 1674
Number of Edge Types : 5
Retweet : 620
MentionsInRetweet : 781
Tweet : 77
Mentions : 192
Replies to : 4
Self-Loops : 111
Reciprocated Vertex Pair Ratio : 0.0376068376068376
Reciprocated Edge Ratio : 0.0724876441515651
Connected Components : 38
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 283
Maximum Edges in a Connected Component : 1499
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.847064
Graph Density : 0.00390027629634389
Modularity : 0.319687
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 395 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, 08 June 2021 at 17:56 UTC.

The requested start date was Monday, 07 June 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, 13-hour, 54-minute period from Monday, 24 May 2021 at 02:25 UTC to Sunday, 06 June 2021 at 16:19 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:
[12] https://www.sas.com/sas/events/hack-in-sas.html
[10] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=255989
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254683
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254599
[2] https://blog.ons.gov.uk/2021/06/02/how-the-ons-is-helping-to-deliver-the-national-data-strategy/
[2] https://blog.ons.gov.uk/2021/05/20/the-pandemic-has-revolutionised-public-data-and-theres-no-turning-back/
[2] https://dy.si/jE6JC
[2] https://www.understandingsociety.ac.uk/blog/2021/05/05/getting-informed-consent-to-link-data
[2] https://data4good.com.au/world-ocean-day-webinar/

Top URLs in Tweet in G2:
[10] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[6] https://www.sas.com/sas/events/hack-in-sas.html
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=255989
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254683
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254599
[2] https://dy.si/jE6JC
[2] https://blog.ons.gov.uk/2021/06/02/how-the-ons-is-helping-to-deliver-the-national-data-strategy/
[2] https://blog.ons.gov.uk/2021/05/20/the-pandemic-has-revolutionised-public-data-and-theres-no-turning-back/
[2] https://www.understandingsociety.ac.uk/blog/2021/05/05/getting-informed-consent-to-link-data
[1] https://data4goodfest.org.uk/fringe_events/

Top URLs in Tweet in G3:
[1] https://dy.si/MXwigx
[1] https://dy.si/Zf6Tav
[1] https://dy.si/T8ZJN
[1] https://dy.si/HuFgNC2
[1] https://www.linkedin.com/slink?code=eZVjXtF

Top URLs in Tweet in G4:
[6] https://www.sas.com/sas/events/hack-in-sas.html
[1] https://dy.si/TaLpkU
[1] https://dy.si/1HFpi
[1] https://dy.si/3t1joD
[1] https://dy.si/Z3td3
[1] https://dy.si/KiEk3
[1] https://dy.si/7kN2G
[1] https://dy.si/PL8kAS
[1] https://dy.si/mVCTx9
[1] https://dy.si/H7kVo

Top URLs in Tweet in G5:
[1] https://www.givingtuesday.org/insights/givingtuesday-data-commons/
[1] https://www.latech4good.org/news/asthma
[1] https://www.devdiscourse.com/article/technology/1567260-google-maps-search-now-show-23000-vaccination-centers-in-india
[1] https://twitter.com/BC3Research/status/1397462516804984837
[1] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/forms/d/e/1FAIpQLSeRLoHGY9vXPqxSuyR9CmidMcAiQ6savCvprh7pzJRkIc_zKw/viewform&followup=https://docs.google.com/forms/d/e/1FAIpQLSeRLoHGY9vXPqxSuyR9CmidMcAiQ6savCvprh7pzJRkIc_zKw/viewform<mpl=forms
[1] https://twitter.com/cindylinpm/status/1400948454386376705
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhy-data-for-good-lacks-precision-87fb48e341f1
[1] https://twitter.com/DataConLA/status/1392543987471458311

Top URLs in Tweet in G7:
[1] https://www.linkedin.com/slink?code=egUjRDF
[1] https://www.linkedin.com/slink?code=gFT6e9u
[1] https://twitter.com/sanitas/status/1397107145296986114
[1] https://dy.si/F8zLy5
[1] https://dy.si/1jrWJi
[1] https://www.ukauthority.com/articles/ukri-funds-data-hub-on-chronic-pain/
[1] https://dy.si/umY9fX
[1] https://dy.si/VDnFuc
[1] https://dy.si/jziuFk
[1] https://dy.si/fWqGig2

Top URLs in Tweet in G8:
[1] https://aiforhealthcare.devpost.com/project-gallery

Top URLs in Tweet in G9:
[2] https://data4good.com.au/world-ocean-day-webinar/
[1] https://data4good.com.au/smart-meters-trialled-as-remote-care-monitoring-system-for-elderly-and-disabled-people/

Top Domains
Top Domains in Tweet in Entire Graph:
[55] dy.si
[17] sas.com
[15] twitter.com
[10] datasciencecentral.com
[8] nodexlgraphgallery.org
[4] gov.uk
[3] ac.uk
[3] linkedin.com
[3] com.au
[2] youtube.com

Top Domains in Tweet in G2:
[18] dy.si
[10] datasciencecentral.com
[8] nodexlgraphgallery.org
[6] sas.com
[4] gov.uk
[3] ac.uk
[2] org.uk
[1] phys.org
[1] youtube.com
[1] bah.com

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

Top Domains in Tweet in G4:
[24] dy.si
[6] sas.com
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G5:
[3] twitter.com
[1] givingtuesday.org
[1] latech4good.org
[1] devdiscourse.com
[1] google.com
[1] medium.com

Top Domains in Tweet in G7:
[9] dy.si
[4] twitter.com
[2] linkedin.com
[1] ukauthority.com

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

Top Domains in Tweet in G9:
[3] com.au

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[334] data
[298] data4good
[120] ai
[93] sustainability
[89] health
[79] datascience
[61] dataanalytics
[57] climate
[41] innovation
[27] agtech



Top Hashtags in Tweet in G1:
[311] data
[59] dataanalytics
[37] innovation
[18] regtech
[18] data4good
[18] datamining
[18] luxembourg
[18] visualanalytics
[17] distributors
[16] fund

Top Hashtags in Tweet in G2:
[118] data4good
[75] sustainability
[69] health
[62] datascience
[59] ai
[42] climate
[24] agtech
[24] agileag
[24] food
[24] machinelearning

Top Hashtags in Tweet in G3:
[59] data4good
[45] ai
[18] health
[17] sustainability
[16] waterquality
[15] healthcare
[14] climate
[11] data
[7] identitytheft
[7] fraud

Top Hashtags in Tweet in G4:
[31] data4good
[14] sasgf
[13] mentalhealthmonth
[12] mentalhealth
[11] wholepersoncare
[10] ai
[9] fraud
[8] nlp
[7] hackinsas
[6] sasprofs

Top Hashtags in Tweet in G5:
[11] data4good
[4] ai4sustainability
[4] ai
[2] charitablegiving
[2] npcovid19
[2] npdata
[2] health
[2] tech4good
[2] ai4good
[1] ngos

Top Hashtags in Tweet in G6:
[1] data4good

Top Hashtags in Tweet in G7:
[17] data4good
[6] wholepersoncare
[6] mentalhealth
[6] sasgf
[6] mentalhealthmonth
[3] data
[3] curiositã©
[1] dyk
[1] statisticscanada
[1] victoriaday

Top Hashtags in Tweet in G8:
[7] hackathon
[7] ia
[1] data4good
[1] covid19

Top Hashtags in Tweet in G9:
[8] data4good
[6] climatechange
[1] smartmeters
[1] remotemonitoring

Top Hashtags in Tweet in G10:
[3] data4good
[2] rp21
[2] tincon
[2] civiccoding
[1] tillmannsantarius

Top Words
Top Words in Tweet in Entire Graph:
[402] ume_kyd
[335] #data
[298] #data4good
[172] potential
[170] future
[170] data
[154] unleash
[120] #ai
[119] unlimited
[112] imagine

Top Words in Tweet in G1:
[383] ume_kyd
[312] #data
[167] potential
[149] unleash
[148] future
[116] unlimited
[109] imagine
[109] dots
[109] perspective
[109] makes

Top Words in Tweet in G2:
[118] #data4good
[79] _m_dey
[75] #sustainability
[69] #health
[63] data
[62] #datascience
[59] #ai
[42] #climate
[37] disease
[37] pandemics

Top Words in Tweet in G3:
[59] #data4good
[45] #ai
[40] johnmaynardcpa
[30] data
[29] artificial
[29] intelligence
[29] predicts
[29] river
[29] water
[29] quality

Top Words in Tweet in G4:
[31] #data4good
[18] data
[14] #sasgf
[13] #mentalhealthmonth
[12] #mentalhealth
[11] sassoftware
[11] state
[11] link
[11] systems
[11] #wholepersoncare

Top Words in Tweet in G5:
[11] #data4good
[5] data
[4] read
[4] registrations
[4] deadline
[4] bc3research
[4] bcambilbao
[4] online
[4] course
[4] #ai4sustainability

Top Words in Tweet in G7:
[17] #data4good
[10] data
[8] agencies
[6] #wholepersoncare
[6] state
[6] #mentalhealth
[6] link
[6] systems
[6] #sasgf
[6] #mentalhealthmonth

Top Words in Tweet in G8:
[7] tenemos
[7] ganadores
[7] #hackathon
[7] organizado
[7] microsoft
[7] stratiteq
[7] buscaba
[7] mejores
[7] soluciones
[7] #ia

Top Words in Tweet in G9:
[9] help
[9] data
[8] #data4good
[7] data4goodanz
[7] webinar
[7] june
[7] 7th
[7] register
[7] ocean
[6] 'using

Top Words in Tweet in G10:
[3] jj_mllr
[3] #data4good
[3] lopalasi
[2] correlaid
[2] friday
[2] chairman
[2] participated
[2] panel
[2] republica
[2] together

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[119] unlimited,potential
[112] imagine,dots
[112] perspective,makes
[112] makes,connections
[112] connections,unleash
[112] unleash,#data
[112] #data,unlimited
[112] potential,confirm
[111] ume_kyd,imagine
[90] dots,lines

Top Word Pairs in Tweet in G1:
[116] unlimited,potential
[109] imagine,dots
[109] perspective,makes
[109] makes,connections
[109] connections,unleash
[109] unleash,#data
[109] #data,unlimited
[109] potential,confirm
[108] ume_kyd,imagine
[88] dots,lines

Top Word Pairs in Tweet in G2:
[41] #ai,#data4good
[39] #data4good,#climate
[39] #climate,#sustainability
[32] artificial,intelligence
[32] intelligence,predicts
[32] predicts,river
[32] river,water
[32] water,quality
[32] quality,weather
[32] weather,data

Top Word Pairs in Tweet in G3:
[29] artificial,intelligence
[29] intelligence,predicts
[29] predicts,river
[29] river,water
[29] water,quality
[29] quality,weather
[29] weather,data
[29] data,#ai
[21] #data4good,evankirstel
[17] #data4good,drjdrooghaag

Top Word Pairs in Tweet in G4:
[11] state,#mentalhealth
[9] sassoftware's,stubradleyil
[8] finextra,sassoftware's
[8] stubradleyil,describes
[8] describes,conversational
[8] conversational,#ai
[8] #ai,#nlp
[8] #nlp,brought
[8] brought,life
[8] life,vivian

Top Word Pairs in Tweet in G5:
[4] registrations,deadline
[4] deadline,bc3research
[4] bc3research,bcambilbao
[4] bcambilbao,online
[4] online,course
[4] course,#ai4sustainability
[4] #ai4sustainability,approaching
[4] approaching,fast
[4] fast,don
[3] aries_project,registrations

Top Word Pairs in Tweet in G7:
[6] state,#mentalhealth
[6] #mentalhealth,agencies
[4] agencies,public
[4] public,moral
[4] moral,duty
[4] duty,link
[4] link,systems
[4] systems,data
[4] data,better
[4] better,help

Top Word Pairs in Tweet in G8:
[7] tenemos,ganadores
[7] ganadores,#hackathon
[7] #hackathon,organizado
[7] organizado,microsoft
[7] microsoft,stratiteq
[7] stratiteq,buscaba
[7] buscaba,mejores
[7] mejores,soluciones
[7] soluciones,#ia
[7] #ia,salud

Top Word Pairs in Tweet in G9:
[7] #data4good,webinar
[7] june,7th
[6] register,#data4good
[6] webinar,'using
[6] 'using,ocean
[6] ocean,data
[6] data,help
[6] help,understand
[6] understand,#climatechange'
[6] #climatechange',monday

Top Word Pairs in Tweet in G10:
[2] friday,chairman
[2] chairman,jj_mllr
[2] jj_mllr,participated
[2] participated,panel
[2] panel,#data4good
[2] #data4good,republica
[2] republica,together
[2] together,lopalasi
[2] lopalasi,tilmann
[2] heute,#rp21

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@_m_dey
@johnmaynardcpa
@sassoftware
@kirkdborne
@drjdrooghaag
@digitalcloudgal
@evankirstel
@nevi
@paula_piccard

Top Mentioned in G1:
@ume_kyd

Top Mentioned in G2:
@_m_dey
@kirkdborne
@bristowcolin
@ume_kyd
@sassoftware
@fmfrancoise
@johngmcnutt
@johnmaynardcpa
@data4goodfest
@salhaj

Top Mentioned in G3:
@johnmaynardcpa
@drjdrooghaag
@digitalcloudgal
@evankirstel
@_m_dey
@paula_piccard
@nevi
@kas
@ume_kyd
@fogle_shane

Top Mentioned in G4:
@sassoftware
@drjosh
@stubradleyil
@finextra
@idtheftcenter
@kirkdborne
@hitanalytics
@dawnteearlywest
@mhsoac
@kanedr

Top Mentioned in G5:
@bc3research
@bcambilbao
@techsoup
@aries_project
@latech4good
@google
@givingtuesday
@_m_dey
@sarahookr
@smartairla

Top Mentioned in G6:
@datakinduk
@ncvo
@sports_lindsey
@duncan3ross
@ecancellieri
@laurac_rter
@rubychilds
@clr_bnrd
@darenasc
@jowattsdata

Top Mentioned in G8:
@microsoft
@stratiteq
@sanitas
@hmhospitales

Top Mentioned in G9:
@data4goodanz
@robharcourt
@profmattengland

Top Mentioned in G10:
@jj_mllr
@lopalasi
@correlaid
@republica
@so_geht_digital
@tuberlin
@algorithmwatch

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@evankirstel
@miguelhilargiak
@bexxmodd
@codernotesbot
@cybersecurityn8
@hasscho
@tess_blue815
@artesaniaen
@peac4love

Top Tweeters in G1:
@miguelhilargiak
@hasscho
@tess_blue815
@artesaniaen
@peac4love
@cigar150
@mikikik6666
@abdollah1215
@yukika337700
@onomsalam2pas

Top Tweeters in G2:
@chidambara09
@codernotesbot
@andrewmorrisuk
@discovertech3
@fabriciosx
@ricardo_ik_ahau
@thecuriousluke
@ft
@sustaintrends
@the404code

Top Tweeters in G3:
@evankirstel
@bexxmodd
@artificialbra1n
@shicooks
@ilovebooks786
@openmarketingtv
@godfrey_g_
@drferdowsi
@fabriziobustama
@drjdrooghaag

Top Tweeters in G4:
@cybersecurityn8
@dataaugmented
@iot_technojeder
@finextra
@sassoftware
@idtheftcenter
@johngmcnutt
@textsla
@kanedr
@drjosh

Top Tweeters in G5:
@dev_discourse
@pyscalellc
@google
@techsoup
@givingtuesday
@upvehu
@uik_eus
@pledgeone
@bc3research
@dataoz

Top Tweeters in G6:
@brewdog
@ncvo
@meningitisnow
@duncan3ross
@rubychilds
@stopthetraffik
@astroadamh
@laurac_rter
@datakinduk
@ringwoodbrewery

Top Tweeters in G7:
@helenolsen
@ingridvasiliu
@biscorecard
@suklpm
@amssabc
@gracypoelman
@elizabeth_baut
@tomwriggins
@dozould
@anniepostic

Top Tweeters in G8:
@microsoft
@hmhospitales
@sanitas
@criscasaresl
@cmorcilloserra
@stratiteq
@tomas_trenor
@manuel93259752
@sonia13660259

Top Tweeters in G9:
@lucaborger
@becharcourt
@robharcourt
@profmattengland
@marinebiology9
@imosanimaltrack
@data4goodanz

Top Tweeters in G10:
@lopalasi
@republica
@tuberlin
@algorithmwatch
@so_geht_digital
@correlaid
@jj_mllr