#data4good, Twitter, 9/19/2022 10:56:07 PM, 282129


FAQ | Problem?

#data4good_2022-09-19_11-45-01.xlsx
#data4good_2022-09-19_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3BUleZa
@this0499154500
@rstatstweet
@wearerladies
@correlaid
@turinginst
@datakind
@guerrero_oa
@lisa_reiber
@ameisen_strasse
@coleridge4data

Top hashtags:
#data4good
#publichealth
#followpower
#winner
#sdgs
#datascience
#ai

Description:
Description
The graph represents a network of 135 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, 19 September 2022 at 18:45 UTC.

The requested start date was Monday, 19 September 2022 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 11-day, 10-hour, 50-minute period from Monday, 05 September 2022 at 05:24 UTC to Friday, 16 September 2022 at 16:15 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 : 135
Unique Edges : 119
Edges With Duplicates : 142
Total Edges : 261
Number of Edge Types : 5
Retweet : 56
MentionsInRetweet : 121
Mentions : 67
Tweet : 12
Replies to : 5
Self-Loops : 15
Reciprocated Vertex Pair Ratio : 0.0173410404624277
Reciprocated Edge Ratio : 0.0340909090909091
Connected Components : 23
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 58
Maximum Edges in a Connected Component : 154
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.565687
Graph Density : 0.00972913211719182
Modularity : 0.617651
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 135 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, 19 September 2022 at 18:45 UTC.

The requested start date was Monday, 19 September 2022 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 11-day, 10-hour, 50-minute period from Monday, 05 September 2022 at 05:24 UTC to Friday, 16 September 2022 at 16:15 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:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281795
[2] https://cezanneondemand.intervieweb.it/turing/jobs/research-assistant---government-spending-and-public-health-data-26197/en/
[1] https://twitter.com/DataKindUK/status/1570755379209949185
[1] https://twitter.com/SuperhighwaysUK/status/1567557649281024013
[1] https://twitter.com/StanfordHAI/status/1562462736897822721
[1] https://twitter.com/unicc_ict/status/1570493768939507713
[1] https://www.youtube.com/watch?v=Kc-ObDtK3Q4

[1] https://corporativo.sanitas.es/sanitas-mayores-abre-a-la-sociedad-datos-medicos-y-de-cuidado-de-residentes-para-fomentar-la-investigacion-del-envejecimiento/
[1] https://twitter.com/MyChoicesFDN/status/1570433702781661185
[1] https://corporativo.sanitas.es/proyectoseniors/

Top URLs in Tweet in G1:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281795
[2] https://cezanneondemand.intervieweb.it/turing/jobs/research-assistant---government-spending-and-public-health-data-26197/en/

Top URLs in Tweet in G2:
[1] https://www.youtube.com/watch?v=Pz1bfGUuk4E

[1] https://www.youtube.com/watch?app=desktop&v=Pz1bfGUuk4E
[1] https://twitter.com/fubits/status/1566749700694413314

Top URLs in Tweet in G4:
[1] https://twitter.com/unicc_ict/status/1570493768939507713

Top URLs in Tweet in G5:
[1] https://data.org/news/pathways-to-impact-angela-oduor-lungati/?utm_campaign=coschedule&utm_source=twitter&utm_medium=DataDotOrg
[1] https://www.urban.org/research/publication/lessons-local-leaders

Top URLs in Tweet in G6:
[1] https://twitter.com/DataKindUK/status/1570755379209949185
[1] https://twitter.com/guerrero_oa/status/1563101224203087872
[1] https://www.eventbrite.com/e/datakind-10-year-anniversary-celebration-tickets-387743901447
[1] https://twitter.com/rachelauryn0/status/1570418673676095489
[1] https://twitter.com/StanfordHAI/status/1562462736897822721
[1] https://twitter.com/SuperhighwaysUK/status/1567557649281024013

Top URLs in Tweet in G7:
[1] https://corporativo.sanitas.es/sanitas-mayores-abre-a-la-sociedad-datos-medicos-y-de-cuidado-de-residentes-para-fomentar-la-investigacion-del-envejecimiento/
[1] https://corporativo.sanitas.es/proyectoseniors/

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=Kc-ObDtK3Q4

[1] https://www.dataorchard.org.uk/events/state-of-the-sector-data-maturity-in-the-not-for-profit-sector-2021

Top URLs in Tweet in G9:
[1] https://www.eventbrite.ca/e/imdb-workshop-atelier-sur-la-bdim-tickets-407602348597

Top URLs in Tweet in G10:
[1] https://www.latech4good.org/dataworkshop-public

Top Domains
Top Domains in Tweet in Entire Graph:
[10] twitter.com
[4] nodexlgraphgallery.org
[3] youtube.com
[2] sanitas.es
[2] eventbrite.com
[2] intervieweb.it
[1] sas.com
[1] org.uk
[1] gitcoin.co
[1] mcgovern.org

Top Domains in Tweet in G1:
[4] nodexlgraphgallery.org
[2] intervieweb.it

Top Domains in Tweet in G2:
[2] youtube.com
[1] twitter.com

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

Top Domains in Tweet in G5:
[1] data.org
[1] urban.org

Top Domains in Tweet in G6:
[5] twitter.com
[1] eventbrite.com

Top Domains in Tweet in G7:
[2] sanitas.es

Top Domains in Tweet in G8:
[1] youtube.com
[1] org.uk

Top Domains in Tweet in G9:
[1] eventbrite.ca

Top Domains in Tweet in G10:
[1] latech4good.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[72] data4good
[11] publichealth
[10] followpower
[8] winner
[7] sdgs
[6] datascience
[6] ai
[6] researchassistant
[5] jobalert
[5] opendataseniors



Top Hashtags in Tweet in G1:
[10] publichealth
[9] data4good
[6] ai
[6] researchassistant
[4] datascience
[4] phdjob
[4] policyimpact
[1] dataforpolicy
[1] leadership
[1] biodiversity

Top Hashtags in Tweet in G2:
[17] data4good
[10] followpower
[4] hackathon
[4] diversitydatahackathon
[3] diversitydata
[3] dei
[1] silentgreen

Top Hashtags in Tweet in G3:
[2] data4good
[1] rstats

Top Hashtags in Tweet in G4:
[8] data4good
[8] winner
[4] sdgs
[3] tech4all
[3] tech4good
[1] digitaltransformation
[1] sdg17
[1] partnership

Top Hashtags in Tweet in G5:
[2] data4good
[1] pathwaytoimpact
[1] brownfields

Top Hashtags in Tweet in G6:
[6] data4good
[5] jobalert
[1] dataforgood
[1] dkx10
[1] datakind

Top Hashtags in Tweet in G7:
[7] data4good
[5] opendataseniors
[1] opendata

Top Hashtags in Tweet in G8:
[3] nonprofit
[3] data
[2] data4good

Top Hashtags in Tweet in G9:
[1] data4good

Top Hashtags in Tweet in G10:
[4] dataequity
[1] equity
[1] data
[1] datajustice
[1] responsibledata
[1] data4good

Top Words
Top Words in Tweet in Entire Graph:
[72] #data4good
[40] data
[15] hackathon
[14] event
[14] turinginst
[14] weekend
[12] co
[12] ameisen_strasse
[11] guerrero_oa
[11] #publichealth

Top Words in Tweet in G1:
[13] turinginst
[11] guerrero_oa
[10] #publichealth
[9] #data4good
[7] this0499154500
[6] #ai
[6] #researchassistant
[6] experience
[5] data
[5] remember

Top Words in Tweet in G2:
[17] #data4good
[15] hackathon
[14] weekend
[12] ameisen_strasse
[11] co
[11] lisa_reiber
[10] #followpower
[10] organizing
[10] event
[10] itâ

Top Words in Tweet in G3:
[3] rladies_cologne
[3] rladiesglobal
[2] cosima_meyer
[2] mzesunimannheim
[2] mzes_ssdl
[2] gbwinter
[2] tanya_shapiro
[2] pyladiesmunich
[2] correlaid
[2] #data4good

Top Words in Tweet in G4:
[9] unicc_ict
[8] #data4good
[8] #winner
[6] selected
[5] unicc
[5] winner
[5] proud
[5] inaugural
[5] 2022
[5] awards

Top Words in Tweet in G5:
[6] data
[2] main
[2] focus
[2] empowering
[2] ordinary
[2] citizens
[2] make
[2] use
[2] solve
[2] problems

Top Words in Tweet in G6:
[6] #data4good
[3] datakind
[3] update
[3] 10
[3] year
[3] anniversary
[3] celebration
[3] it'll
[3] take
[3] place

Top Words in Tweet in G7:
[7] datos
[7] #data4good
[6] proyecto
[6] lanzamos
[6] investigación
[5] sanitas
[5] #opendataseniors
[5] impulsar
[5] salud
[5] gracias

Top Words in Tweet in G8:
[3] data_orchard
[3] looking
[3] forward
[3] report's
[3] launch
[3] event
[3] tomorrow
[3] lots
[3] interesting
[3] insights

Top Words in Tweet in G9:
[2] interactive
[2] learn
[2] imdb

Top Words in Tweet in G10:
[4] #dataequity
[3] curious
[3] alumni
[3] workshops
[3] here's
[3] raymond
[3] enix
[3] lacity
[3] programmer
[3] analyst

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[10] #followpower,ameisen_strasse
[10] ameisen_strasse,lisa_reiber
[10] lisa_reiber,co
[10] co,organizing
[10] organizing,#data4good
[10] #data4good,event
[10] event,weekend
[10] weekend,itâ
[10] itâ,hackathon
[9] fubits,#followpower

Top Word Pairs in Tweet in G1:
[5] remember,apply
[5] apply,#researchassistant
[5] #researchassistant,position
[5] position,turinginst
[5] turinginst,need
[5] need,someone
[5] someone,experience
[5] experience,#publichealth
[4] #data4good,nodexl
[4] nodexl,fabriciosx

Top Word Pairs in Tweet in G2:
[10] #followpower,ameisen_strasse
[10] ameisen_strasse,lisa_reiber
[10] lisa_reiber,co
[10] co,organizing
[10] organizing,#data4good
[10] #data4good,event
[10] event,weekend
[10] weekend,itâ
[10] itâ,hackathon
[9] fubits,#followpower

Top Word Pairs in Tweet in G3:
[3] rladies_cologne,rladiesglobal
[2] cosima_meyer,mzesunimannheim
[2] mzesunimannheim,mzes_ssdl
[2] mzes_ssdl,rladies_cologne
[2] rladiesglobal,gbwinter
[2] gbwinter,tanya_shapiro
[2] tanya_shapiro,pyladiesmunich
[2] correlaid,#data4good
[2] #data4good,organization

Top Word Pairs in Tweet in G4:
[5] unicc,winner
[5] winner,unicc_ict
[5] unicc_ict,proud
[5] proud,selected
[5] selected,#winner
[5] #winner,inaugural
[5] inaugural,2022
[5] 2022,#data4good
[5] #data4good,awards
[5] awards,hosted

Top Word Pairs in Tweet in G5:
[2] main,focus
[2] focus,empowering
[2] empowering,ordinary
[2] ordinary,citizens
[2] citizens,make
[2] make,use
[2] use,data
[2] data,solve
[2] solve,problems
[2] problems,communities

Top Word Pairs in Tweet in G6:
[3] update,10
[3] 10,year
[3] year,anniversary
[3] anniversary,celebration
[3] celebration,it'll
[3] it'll,take
[3] take,place
[3] place,online
[3] online,friday
[3] friday,november

Top Word Pairs in Tweet in G7:
[5] lanzamos,#opendataseniors
[5] #opendataseniors,proyecto
[5] proyecto,#data4good
[5] #data4good,impulsar
[5] impulsar,investigación
[5] investigación,salud
[5] salud,gracias
[5] gracias,datos
[5] datos,compartimos
[4] sanitas,lanzamos

Top Word Pairs in Tweet in G8:
[3] looking,forward
[3] forward,report's
[3] report's,launch
[3] launch,event
[3] event,tomorrow
[3] tomorrow,lots
[3] lots,interesting
[3] interesting,insights
[3] insights,#nonprofit
[3] #nonprofit,#data

Top Word Pairs in Tweet in G10:
[3] curious,alumni
[3] alumni,#dataequity
[3] #dataequity,workshops
[3] workshops,here's
[3] here's,raymond
[3] raymond,enix
[3] enix,lacity
[3] lacity,programmer
[3] programmer,analyst
[2] latech4good,curious

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@turinginst
@ameisen_strasse
@guerrero_oa
@lisa_reiber
@fubits
@correlaid
@unicc_ict
@sanitas
@vielfalt_ent
@magazine_cdo

Top Mentioned in G1:
@turinginst
@guerrero_oa
@fabriciosx
@matthewgthomas
@this0499154500
@rst
@coleridge4data
@rstats4ds
@rstatstweet

Top Mentioned in G2:
@ameisen_strasse
@lisa_reiber
@fubits
@vielfalt_ent
@correlaid
@opencitizenship
@docstefflbauer
@frauenloop

Top Mentioned in G3:
@rladiesglobal
@mzesunimannheim
@mzes_ssdl
@rladies_cologne
@gbwinter
@tanya_shapiro
@pyladiesmunich
@correlaid
@wearerladies
@cosima_meyer

Top Mentioned in G4:
@unicc_ict
@magazine_cdo
@edmcouncil
@dvd_damian
@un

Top Mentioned in G5:
@urbaninstitute
@datadotorg
@angienicoleo
@daniellegets
@angienicoleod
@ushahidi

Top Mentioned in G6:
@datakind
@datakinduk
@turinginst
@stanfordhai
@superhighwaysuk

Top Mentioned in G7:
@sanitas

Top Mentioned in G8:
@data_orchard

Top Mentioned in G9:
@cyrrcoalition
@isans_ca

Top Mentioned in G10:
@lacity
@latech4good

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@rstatstweet
@pyscalellc
@sevantownsend
@djriveraros
@madhavanpallan
@ucloudifyai
@djjacomenorato
@publichealthbot
@rstats4ds

Top Tweeters in G1:
@fabriciosx
@pyscalellc
@ucloudifyai
@publichealthbot
@rstats4ds
@_jakashi
@this0499154500
@ghideas
@turinginst
@gaveltri

Top Tweeters in G2:
@fubits
@glocalreporting
@lordelend
@stefanjudis
@docstefflbauer
@robinboehm
@ameisen_strasse
@bressansar
@freddyb
@opencitizenship

Top Tweeters in G3:
@rstatstweet
@rladiesglobal
@wearerladies
@pyladies
@tanya_shapiro
@pyladiesmunich
@cosima_meyer
@mzesunimannheim
@mzes_ssdl
@rladiesparis

Top Tweeters in G4:
@djriveraros
@madhavanpallan
@un
@corradotopi
@unicc_ict
@magazine_cdo
@edmcouncil
@dvd_damian
@bill_alle

Top Tweeters in G5:
@urbaninstitute
@angienicoleod
@supernyako
@ushahidi
@datadotorg
@angienicoleo
@daniellegets

Top Tweeters in G6:
@datakind
@datakinduk
@superhighwaysuk
@stanfordhai
@datakindsg
@dominikmeie_r

Top Tweeters in G7:
@djjacomenorato
@ymediawink
@sanitas
@yerburu
@fecorcorredores
@malumbresana

Top Tweeters in G8:
@likeaword
@_amitkohli_
@data_orchard
@sianbasker

Top Tweeters in G9:
@araisa_
@isans_ca
@cyrrcoalition
@cissa_acsei

Top Tweeters in G10:
@lacity
@kborchgrevink
@sftech4good
@latech4good