#data4good, Twitter, 6/21/2021 9:02:28 PM, 257406


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#data4good_2021-06-21_10-56-27.xlsx
#data4good_2021-06-21_10-56-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2021
Short Description:
#data4good via NodeXL https://bit.ly/3xGcEbC
@ume_kyd
@jointtc
@_m_dey
@johnmaynardcpa
@chidambara09
@salhaj
@eventsinfluenc1
@fmfrancoise
@sassoftware
@education_24x7

Top hashtags:
#data
#data4good
#ai
#ai4good
#conservation
#wildlife
#worldoceanday
#dataanalytics

Description:
Description
The graph represents a network of 315 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, 21 June 2021 at 17:56 UTC.

The requested start date was Monday, 21 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, 3-hour, 21-minute period from Monday, 07 June 2021 at 06:43 UTC to Sunday, 20 June 2021 at 10:04 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 : 315
Unique Edges : 188
Edges With Duplicates : 1039
Total Edges : 1227
Number of Edge Types : 5
Retweet : 481
MentionsInRetweet : 553
Tweet : 59
Mentions : 131
Replies to : 3
Self-Loops : 117
Reciprocated Vertex Pair Ratio : 0.0648379052369077
Reciprocated Edge Ratio : 0.121779859484778
Connected Components : 29
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 220
Maximum Edges in a Connected Component : 1056
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.216906
Graph Density : 0.0043170559094126
Modularity : 0.293906
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 315 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, 21 June 2021 at 17:56 UTC.

The requested start date was Monday, 21 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, 3-hour, 21-minute period from Monday, 07 June 2021 at 06:43 UTC to Sunday, 20 June 2021 at 10:04 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:
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256515
[5] https://techmonitor.ai/techonology/hardware/herd-iot
[4] https://www.eventbrite.com/e/data-vital-to-your-sustainability-goals-tickets-154751665397
[4] https://www.sas.com/sas/events/hack-in-sas.html
[3] https://www.snowflake.com/blog/snowflakes-data-cloud-helps-state-of-california-gain-insights-to-combat-homelessness/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256516
[2] https://engage.bah.com/Article/Redirect/8b691073-83e4-4955-b33b-1ccef8227fcb?uc=30185&g=3d3d232d-1da1-4361-ad6c-ddf53aa18a1d&f=200651
[2] https://www.irishtimes.com/business/health-pharma/ulster-university-project-to-research-therapies-for-long-covid-1.4596313
[2] https://dy.si/VXPAC

Top URLs in Tweet in G2:
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256515
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256516
[2] https://dy.si/VXPAC
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254683
[1] https://twitter.com/FmFrancoise/status/1403418134841905152
[1] https://engage.bah.com/Article/Redirect/8b691073-83e4-4955-b33b-1ccef8227fcb?uc=30185&g=3d3d232d-1da1-4361-ad6c-ddf53aa18a1d&f=200651
[1] http://www.grihasoft.com/blog/do-data-quality-issues-keep-your-cios-awake-at-night/
[1] https://dy.si/MXwigx
[1] https://dy.si/yKzB862

Top URLs in Tweet in G3:
[1] https://www.youtube.com/watch?v=JlopxdB1yM8&feature=youtu.be

[1] https://www.youtube.com/watch?v=gP4ZP0BT_fU&feature=youtu.be

[1] https://www.youtube.com/watch?v=LAfiEDom19M&feature=youtu.be

[1] https://www.youtube.com/watch?v=81oG_fAUM28&feature=youtu.be

[1] https://www.youtube.com/watch?v=fQSooy1N-9c&feature=youtu.be

[1] https://www.youtube.com/watch?v=67i3B1zywb8&feature=youtu.be

[1] https://www.youtube.com/watch?v=BIyTgiF6wCw&feature=youtu.be


Top URLs in Tweet in G4:
[2] https://dy.si/RDyio
[1] https://dy.si/jvapFK
[1] https://dy.si/TnnUG
[1] https://dy.si/HV5F7Y2
[1] https://dy.si/1fL5rT2
[1] https://dy.si/wzZ9C
[1] https://dy.si/BUbcd
[1] https://dy.si/7SX3ku
[1] https://dy.si/Zu7Ag
[1] https://dy.si/KE8Ph

Top URLs in Tweet in G5:
[4] https://www.sas.com/sas/events/hack-in-sas.html
[3] https://techmonitor.ai/techonology/hardware/herd-iot
[1] https://engage.bah.com/Article/Redirect/8b691073-83e4-4955-b33b-1ccef8227fcb?uc=30185&g=3d3d232d-1da1-4361-ad6c-ddf53aa18a1d&f=200651
[1] https://dy.si/jt1FS12
[1] https://www.didvizandstats.org/
[1] https://dy.si/RHRkF8
[1] https://dy.si/MM4Hp

Top URLs in Tweet in G6:
[2] https://www.irishtimes.com/business/health-pharma/ulster-university-project-to-research-therapies-for-long-covid-1.4596313
[1] https://twitter.com/Irish_TechNews/status/1405506060241231872

Top URLs in Tweet in G7:
[4] https://www.eventbrite.com/e/data-vital-to-your-sustainability-goals-tickets-154751665397
[1] https://twitter.com/LATech4Good/status/1402325926227038210

Top URLs in Tweet in G8:
[1] https://www.caritas.de/jobs/prozessgestalter-in-data-governance/1966939/

Top URLs in Tweet in G9:
[1] https://geme.jpmorganchase.com/global-event-management-adfs/registration/welcome/2fc945b56027d46246ba4c860758b0da/d0144ddb9a71262979ce30593053031b?sf145207555=1
[1] https://www.youtube.com/watch?v=4WTpO9y2Dh4&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://ai-for-healthcare-hackathon.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[25] nodexlgraphgallery.org
[23] dy.si
[12] twitter.com
[9] youtube.com
[5] sas.com
[5] techmonitor.ai
[4] eventbrite.com
[4] globaldatalab.org
[3] snowflake.com
[3] org.uk

Top Domains in Tweet in G2:
[25] nodexlgraphgallery.org
[6] dy.si
[1] twitter.com
[1] bah.com
[1] grihasoft.com
[1] techmonitor.ai

Top Domains in Tweet in G3:
[7] youtube.com

Top Domains in Tweet in G4:
[12] dy.si
[1] techmonitor.ai
[1] phys.org

Top Domains in Tweet in G5:
[4] sas.com
[3] techmonitor.ai
[3] dy.si
[1] bah.com
[1] didvizandstats.org

Top Domains in Tweet in G6:
[2] irishtimes.com
[1] twitter.com

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

Top Domains in Tweet in G8:
[1] caritas.de

Top Domains in Tweet in G9:
[1] jpmorganchase.com
[1] youtube.com

Top Domains in Tweet in G10:
[1] ai-for-healthcare-hackathon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[212] data
[196] data4good
[88] ai
[68] ai4good
[68] conservation
[67] wildlife
[53] worldoceanday
[37] dataanalytics
[28] innovation
[24] datascience



Top Hashtags in Tweet in G1:
[189] data
[36] dataanalytics
[23] innovation
[20] regtech
[20] data4good
[20] datamining
[20] luxembourg
[19] distributors
[18] fund
[15] dataquality

Top Hashtags in Tweet in G2:
[26] data4good
[20] datascibowl
[13] ai
[8] datascience
[7] bigdata
[5] iot
[5] ai4good
[5] healthcare
[4] innovation
[4] worldoceanday

Top Hashtags in Tweet in G3:
[8] data4good
[7] bigdata
[5] socialimpact
[3] technology
[1] sensors
[1] india
[1] pandemicpreparedness
[1] genomics
[1] mosquitoes
[1] malaria

Top Hashtags in Tweet in G4:
[72] data4good
[66] ai
[64] conservation
[63] wildlife
[60] ai4good
[49] worldoceanday
[13] computervision
[11] machinelearning
[10] sustainability
[4] datascience

Top Hashtags in Tweet in G5:
[8] data4good
[5] bigdata
[5] datascience
[5] ai
[5] machinelearning
[4] hackinsas
[3] iot
[3] iotpl
[3] iotcommunity
[3] ai4good

Top Hashtags in Tweet in G6:
[5] delltech
[4] data4good
[2] progressmadereal
[2] expertise
[1] research

Top Hashtags in Tweet in G7:
[8] data4good
[4] sustainability
[4] climatetech
[2] climatemitigation
[2] climate
[2] tech4good
[2] healthcare
[1] tech
[1] firesidechat
[1] datascience

Top Hashtags in Tweet in G8:
[8] data
[8] data4good
[8] ngo

Top Hashtags in Tweet in G9:
[4] dataforgood
[3] data
[3] analyst
[3] algorithms
[3] privacy
[2] d4gx
[2] data4good
[1] datascience
[1] nonprofit
[1] digital

Top Hashtags in Tweet in G10:
[2] hackathon
[2] data4good
[1] covid19
[1] ia

Top Words
Top Words in Tweet in Entire Graph:
[326] ume_kyd
[214] #data
[196] #data4good
[171] insights
[134] journey
[111] sky
[108] #d
[106] value
[97] explore
[96] perspective

Top Words in Tweet in G1:
[318] ume_kyd
[191] #data
[164] insights
[132] journey
[111] sky
[108] #d
[104] value
[96] side
[95] makes
[95] perspective

Top Words in Tweet in G2:
[28] fmfrancoise
[26] salhaj
[26] #data4good
[25] nodexl
[21] eli_krumova
[20] #datascibowl
[17] chidambara09
[17] veracitiz
[13] #ai
[12] johnmaynardcpa

Top Words in Tweet in G3:
[42] ttc
[42] finalist
[42] 2021
[34] jointtc
[15] health
[14] disease
[14] connected
[14] diagnostics
[13] early
[13] warning

Top Words in Tweet in G4:
[72] #data4good
[66] #ai
[64] #conservation
[63] #wildlife
[60] #ai4good
[59] _m_dey
[51] artificial
[51] intelligence
[51] fishy
[49] understanding

Top Words in Tweet in G5:
[8] #data4good
[7] sassoftware
[6] kirkdborne
[6] see
[5] #bigdata
[5] #datascience
[5] #ai
[5] #machinelearning
[4] sponsored
[4] #hackinsas

Top Words in Tweet in G6:
[5] #delltech
[5] researchers
[5] ulsteruni
[4] delltechireland
[4] irishtimes
[4] #data4good
[3] check
[3] today's
[3] ciaraobrien
[3] highlights

Top Words in Tweet in G7:
[10] data
[8] #data4good
[7] smartairla
[5] latech4good
[4] #sustainability
[4] join
[4] #climatetech
[4] community
[3] scientist
[3] interested

Top Words in Tweet in G8:
[8] #data
[8] good
[8] #data4good
[8] besser
[8] menschen
[8] kannst
[8] große
[8] #ngo
[8] digitalen
[7] twinnes

Top Words in Tweet in G9:
[4] #dataforgood
[3] power
[3] #data
[3] #analyst
[3] #algorithms
[3] using
[3] sacrifice
[3] #privacy
[3] complexity
[2] thank

Top Words in Tweet in G10:
[2] sumamos
[2] #hackathon
[2] microsoft
[2] stratiteq
[2] nuestro
[2] proyecto
[2] open
[2] data
[2] covid
[2] #data4good

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[91] life,journey
[91] journey,update
[91] update,creativity
[91] creativity,wider
[91] wider,sky
[91] sky,drive
[91] drive,culture
[91] culture,insights
[91] insights,explore
[91] explore,side

Top Word Pairs in Tweet in G1:
[91] life,journey
[91] journey,update
[91] update,creativity
[91] creativity,wider
[91] wider,sky
[91] sky,drive
[91] drive,culture
[91] culture,insights
[91] insights,explore
[91] explore,side

Top Word Pairs in Tweet in G2:
[17] #datascibowl,nodexl
[17] nodexl,salhaj
[17] salhaj,chidambara09
[17] chidambara09,eli_krumova
[17] eli_krumova,veracitiz
[17] veracitiz,fmfrancoise
[8] fmfrancoise,albertoemachado
[8] #data4good,nodexl
[8] nodexl,ume_kyd
[6] ume_kyd,johnmaynardcpa

Top Word Pairs in Tweet in G3:
[42] ttc,finalist
[42] finalist,2021
[34] jointtc,ttc
[13] early,warning
[10] warning,system
[9] 2021,biogem
[9] biogem,assesses
[9] assesses,threats
[9] threats,disease
[9] disease,variants

Top Word Pairs in Tweet in G4:
[64] #ai,#data4good
[63] #wildlife,#conservation
[51] artificial,intelligence
[49] intelligence,understanding
[49] understanding,fishy
[49] fishy,behavior
[49] behavior,#ai
[49] #data4good,#ai4good
[49] #ai4good,#worldoceanday
[48] #worldoceanday,#wildlife

Top Word Pairs in Tweet in G5:
[4] sponsored,sassoftware
[4] sassoftware,#hackinsas
[4] #hackinsas,data
[4] data,hackathon
[4] hackathon,winners
[4] winners,announced
[4] announced,see
[3] #iotpl,#iotcommunity
[3] #data4good,#ai4good
[3] dairy,science

Top Word Pairs in Tweet in G6:
[3] check,today's
[3] today's,irishtimes
[3] irishtimes,ciaraobrien
[3] ciaraobrien,highlights
[3] highlights,technology
[3] technology,provided
[3] provided,#delltech
[3] #delltech,enabling
[3] enabling,researchers
[3] researchers,ulsteruni

Top Word Pairs in Tweet in G7:
[3] data,scientist
[3] scientist,interested
[3] interested,#sustainability
[3] #sustainability,join
[3] join,laincubator
[3] laincubator,smartairla
[3] smartairla,dataconla
[3] dataconla,tonight
[3] community,level
[3] level,data

Top Word Pairs in Tweet in G8:
[8] #data,good
[8] good,#data4good
[8] #data4good,besser
[8] besser,menschen
[8] menschen,kannst
[8] kannst,große
[8] große,#ngo
[8] #ngo,digitalen
[7] twinnes,#data

Top Word Pairs in Tweet in G9:
[3] power,#data
[3] #data,#analyst
[3] #analyst,#algorithms
[3] #algorithms,using
[3] using,#dataforgood
[3] #dataforgood,sacrifice
[3] sacrifice,#privacy
[3] #privacy,complexity
[2] thank,felixprojectuk's
[2] felixprojectuk's,steve

Top Word Pairs in Tweet in G10:
[2] sumamos,#hackathon
[2] #hackathon,microsoft
[2] microsoft,stratiteq
[2] stratiteq,nuestro
[2] nuestro,proyecto
[2] proyecto,open
[2] open,data
[2] data,covid
[2] covid,#data4good
[2] #data4good,compartiremos

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@_m_dey
@jointtc
@fmfrancoise
@salhaj
@chidambara09
@eli_krumova
@veracitiz
@sassoftware
@johnmaynardcpa

Top Mentioned in G1:
@ume_kyd

Top Mentioned in G2:
@fmfrancoise
@salhaj
@chidambara09
@eli_krumova
@veracitiz
@johnmaynardcpa
@_m_dey
@albertoemachado
@ume_kyd
@sassoftware

Top Mentioned in G3:
@jointtc
@medshronline
@umasslowell
@gatesfoundation
@cddep
@healthcube360
@uva_bi
@teamkhushibaby
@pjmfnd
@pansurg

Top Mentioned in G4:
@_m_dey
@jointtc
@nata69716044
@olewin
@machine_ml
@kirkdborne

Top Mentioned in G5:
@sassoftware
@kirkdborne
@stubradleyil
@idtheftcenter
@jointtc
@nimhgov
@finextra

Top Mentioned in G6:
@ulsteruni
@delltechireland
@irishtimes
@ciaraobrien
@seagate
@jasonwardmc
@iamstartacus

Top Mentioned in G7:
@smartairla
@latech4good
@laincubator
@dataconla
@carriemnorton

Top Mentioned in G8:
@twinnes

Top Mentioned in G9:
@felixprojectuk
@stmungos
@homesatmetacoda
@techatbloomberg
@ft

Top Mentioned in G10:
@microsoft
@stratiteq
@sanitas
@hmhospitales

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@miguelhilargiak
@hasscho
@artesaniaen
@irishtimes
@trendsinai
@dataaugmented
@andrewmorrisuk
@hubofml
@artificialbra1n

Top Tweeters in G1:
@miguelhilargiak
@hasscho
@artesaniaen
@bestgreatist
@yukika337700
@kalkua1
@jacybrean
@tanwiraalam
@monster636ninja
@ann1951809

Top Tweeters in G2:
@chidambara09
@trendsinai
@godfrey_g_
@education_24x7
@jane__eden
@fmfrancoise
@salhaj
@pythonexpertbot
@pyscalellc
@drjdrooghaag

Top Tweeters in G3:
@socialgoodstuff
@dnaed_tech
@jtahoyle
@dqserv
@ilovemcuk
@umasslowell
@gatesfoundation
@cambridge_uni
@christyhorrocks
@cddep

Top Tweeters in G4:
@andrewmorrisuk
@hubofml
@artificialbra1n
@thecuriousluke
@sustaintrends
@discriminantbot
@machine_ml
@danielscarvalho
@_oliviabot
@olewin

Top Tweeters in G5:
@dataaugmented
@fabriciosx
@kirkdborne
@edgeiotai
@bhilai
@finextra
@sassoftware
@idtheftcenter
@digital_howell
@nimhgov

Top Tweeters in G6:
@irishtimes
@iamstartacus
@irish_technews
@ciaraobrien
@skimtweet
@seagate
@ulsteruni
@jasonwardmc
@delltechireland
@lawcolinl

Top Tweeters in G7:
@sdgscolab
@orovellotti
@laincubator
@kborchgrevink
@dataconla
@vavramusser
@latech4good
@carriemnorton
@smartairla

Top Tweeters in G8:
@hendrikepe
@nywelskop
@liwundertsich
@twinnes
@mpfrings
@sebastianhoos
@jcagundlach
@an_gelaberger

Top Tweeters in G9:
@discovertech3
@ricardo_ik_ahau
@ft
@homesatmetacoda
@stmungos
@techatbloomberg
@felixprojectuk

Top Tweeters in G10:
@microsoft
@hmhospitales
@sanitas
@stratiteq
@manuel93259752


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