#data4good, Twitter, 12/26/2022 8:32:47 PM, 287035


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#data4good_2022-12-26_11-45-01.xlsx
#data4good_2022-12-26_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 26, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3GgPS1h
@fondazionecrt
@isi_fondazione
@360giving
@datakind
@kaythaney
@idbdeb
@kirkdborne
@correlaid
@sebi_livestock
@iati_aid

Top hashtags:
#data4good
#digitalhealth
#jobalert
#dataforgood
#opendata
#data
#data4goodmonday

Description:
Description
The graph represents a network of 106 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, 26 December 2022 at 19:45 UTC.

The requested start date was Monday, 26 December 2022 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 11-day, 7-hour, 38-minute period from Monday, 12 December 2022 at 10:49 UTC to Friday, 23 December 2022 at 18:27 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 : 106
Unique Edges : 64
Edges With Duplicates : 154
Total Edges : 218
Number of Edge Types : 5
Retweet : 73
MentionsInRetweet : 109
Replies to : 3
Mentions : 19
Tweet : 14
Self-Loops : 15
Reciprocated Vertex Pair Ratio : 0.0238095238095238
Reciprocated Edge Ratio : 0.0465116279069767
Connected Components : 17
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 31
Maximum Edges in a Connected Component : 88
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.850642
Graph Density : 0.0115902964959569
Modularity : 0.505445
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 106 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, 26 December 2022 at 19:45 UTC.

The requested start date was Monday, 26 December 2022 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 11-day, 7-hour, 38-minute period from Monday, 12 December 2022 at 10:49 UTC to Friday, 23 December 2022 at 18:27 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:
[8] https://www.the-yuan.com/344/Open-medical-data-advances-digital-health.html
[2] https://twitter.com/kristallakis/status/1605277097986912256
[2] https://www.threesixtygiving.org/data-support-lead/
[1] https://medium.com/geekculture/time-series-analysis-and-time-aware-ml-the-vast-and-deep-relationship-between-statistics-and-time-5ec2b4f31d29
[1] https://twitter.com/OKFN/status/1604804791892414466
[1] http://share.postbeyond.com/js66j
[1] https://twitter.com/romankemp/status/1605165041162260480
[1] https://isi.it/en/news-events/progetto-lagrange-fondazione-crt-2022-call-for-10-scholarships-for-research-on-data-science-for-social-good-in-italian-
[1] https://www.the-yuan.com/article_list/Open%20Data%202022.html
[1] https://twitter.com/investinopen/status/1604433377146421250

Top URLs in Tweet in G1:
[1] https://isi.it/en/news-events/progetto-lagrange-fondazione-crt-2022-call-for-10-scholarships-for-research-on-data-science-for-social-good-in-italian-

Top URLs in Tweet in G2:
[2] https://www.threesixtygiving.org/data-support-lead/
[2] https://twitter.com/kristallakis/status/1605277097986912256
[1] https://www.threesixtygiving.org/data-support-lead
[1] https://twitter.com/gisellecory/status/1603020141746331651
[1] https://twitter.com/OKFN/status/1604804791892414466

Top URLs in Tweet in G4:
[8] https://www.the-yuan.com/344/Open-medical-data-advances-digital-health.html
[1] https://www.the-yuan.com/article_list/Open%20Data%202022.html

Top URLs in Tweet in G5:
[1] https://iatistandard.org/en/news/who-is-working-on-what-and-where-an-interactive-map-of-livestock-development-activities/

Top URLs in Tweet in G6:
[1] https://pretix.eu/correlaid/bike-data-event/

Top URLs in Tweet in G7:
[1] https://twitter.com/investinopen/status/1604433377146421250

Top URLs in Tweet in G8:
[1] https://docs.google.com/forms/d/e/1FAIpQLScf9jmTZkXwsCB64B14hMon6chKC8Ctc5v70ibbmKDBfxHWtQ/viewform?usp=sf_link

Top URLs in Tweet in G10:
[1] https://bon.navarra.es/es/anuncio/-/texto/2022/250/5

Top Domains
Top Domains in Tweet in Entire Graph:
[9] twitter.com
[9] the-yuan.com
[3] threesixtygiving.org
[1] medium.com
[1] postbeyond.com
[1] isi.it
[1] captivate.fm
[1] fox10tv.com
[1] shotspotter.com
[1] navarra.es

Top Domains in Tweet in G1:
[1] isi.it

Top Domains in Tweet in G2:
[4] twitter.com
[3] threesixtygiving.org

Top Domains in Tweet in G4:
[9] the-yuan.com

Top Domains in Tweet in G5:
[1] iatistandard.org

Top Domains in Tweet in G6:
[1] pretix.eu

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

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

Top Domains in Tweet in G10:
[1] navarra.es

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[37] data4good
[8] digitalhealth
[7] jobalert
[6] dataforgood
[6] opendata
[5] data
[5] data4goodmonday
[4] datascience
[3] internshipalert
[3] experiment



Top Hashtags in Tweet in G1:
[1] dataforgood
[1] data4good

Top Hashtags in Tweet in G2:
[10] data4good
[7] jobalert
[2] opendata
[2] dataanalysis
[1] charityjobs
[1] dataadvisor
[1] data
[1] datajobs
[1] charity

Top Hashtags in Tweet in G3:
[1] scientific
[1] publishing
[1] changeisgood
[1] data4good

Top Hashtags in Tweet in G4:
[8] digitalhealth
[1] opendata
[1] bigdata
[1] datascience
[1] data4good
[1] ai
[1] machinelearning
[1] healthtech
[1] opendata2022
[1] iot

Top Hashtags in Tweet in G5:
[1] iati
[1] opendata
[1] devcoop
[1] data4sdgs
[1] data4good

Top Hashtags in Tweet in G6:
[6] data4good
[5] data4goodmonday
[3] dataforgood
[3] experiment
[2] vorstand
[1] cycling
[1] datascience
[1] rct
[1] störfaktor
[1] daatscience

Top Hashtags in Tweet in G7:
[1] openinfra
[1] openaccess
[1] openscience
[1] data4good

Top Hashtags in Tweet in G8:
[3] internshipalert
[3] data4good
[1] opendata
[1] paid
[1] internship
[1] remote
[1] econtwitter

Top Hashtags in Tweet in G9:
[1] data4good

Top Hashtags in Tweet in G10:
[1] datagovernance
[1] digitaltransformation
[1] data4good

Top Words
Top Words in Tweet in Entire Graph:
[90] data
[59] isi_fondazione
[41] good
[37] #data4good
[34] research
[30] call
[30] 10
[30] social
[30] supported
[30] scholarships

Top Words in Tweet in G1:
[59] isi_fondazione
[30] call
[30] social
[30] good
[30] supported
[30] scholarships
[30] research
[30] 10
[30] science
[30] data

Top Words in Tweet in G2:
[31] data
[15] support
[15] 360giving
[15] lead
[11] small
[11] good
[11] team
[11] join
[11] use
[11] skills

Top Words in Tweet in G3:
[2] pensoft

Top Words in Tweet in G4:
[16] medical
[16] open
[16] data
[8] article
[8] articles
[8] #digitalhealth
[8] advances
[8] series
[7] kirkdborne

Top Words in Tweet in G5:
[9] livestock
[8] development
[8] working
[8] sebi_livestock
[8] check
[8] interactive
[8] activities
[8] map
[7] gues
[7] iati_aid

Top Words in Tweet in G6:
[6] #data4good
[5] thread
[5] #data4goodmonday
[5] correlaid
[4] data
[3] project
[3] showcase
[3] evening
[3] thema
[3] transition

Top Words in Tweet in G7:
[6] lead
[4] recruitment
[4] leadership
[4] apply
[4] open
[4] two
[4] team
[4] research
[4] fully
[4] business

Top Words in Tweet in G8:
[3] join
[3] interested
[3] public
[3] #internshipalert
[3] work
[3] deadline
[3] student
[3] extended
[3] #data4good
[3] finance

Top Words in Tweet in G10:
[5] dato
[4] oficina
[4] navarra
[3] establece
[3] modelo
[3] publica
[3] odan
[3] organizativo
[3] hoy
[3] decreto

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] research,data
[30] data,science
[30] 10,scholarships
[30] science,social
[30] social,good
[30] call,10
[30] isi_fondazione,supported
[30] good,isi_fondazione
[30] scholarships,research
[29] supported,fondazionecrt'

Top Word Pairs in Tweet in G1:
[30] data,science
[30] isi_fondazione,supported
[30] scholarships,research
[30] social,good
[30] research,data
[30] science,social
[30] good,isi_fondazione
[30] 10,scholarships
[30] call,10
[29] isi_fondazione,call

Top Word Pairs in Tweet in G2:
[15] support,lead
[15] data,support
[11] team,data
[11] data,skills
[11] use,data
[11] good,join
[11] skills,good
[11] join,small
[9] 360giving,use
[8] lead,help

Top Word Pairs in Tweet in G4:
[16] open,medical
[16] medical,data
[8] articles,open
[8] data,advances
[8] advances,#digitalhealth
[8] #digitalhealth,articles
[8] article,open
[8] data,series
[7] kirkdborne,article

Top Word Pairs in Tweet in G5:
[8] interactive,map
[8] livestock,development
[8] activities,check
[8] check,sebi_livestock
[8] map,livestock
[8] development,activities
[8] working,interactive
[7] iati_aid,working
[7] sebi_livestock,gues

Top Word Pairs in Tweet in G6:
[3] mobility,transition
[3] evening,8pm
[3] wednesday,evening
[3] thema,mal
[3] showcase,bike
[3] project,showcase
[3] sustainable,mobility
[3] thread,habt
[3] three,#data4good
[3] transition,wednesday

Top Word Pairs in Tweet in G7:
[4] hiring,recruitment
[4] leadership,team
[4] fully,remote
[4] team,roles
[4] benefitted,fully
[4] re,hiring
[4] open,two
[4] roles,benefitted
[4] lead,business
[4] remote,research

Top Word Pairs in Tweet in G8:
[3] work,#data4good
[3] public,finance
[3] deadline,extended
[3] join,work
[3] finance,join
[3] extended,#internshipalert
[3] student,interested
[3] #internshipalert,student
[3] interested,public
[2] #data4good,#open

Top Word Pairs in Tweet in G10:
[4] dato,navarra
[4] oficina,dato
[3] odan,publica
[3] hoy,decreto
[3] navarra,odan
[3] establece,modelo
[3] decreto,establece
[3] publica,hoy
[3] modelo,organizativo
[2] itziarberrospe,oficina

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@isi_fondazione
@fondazionecrt
@360giving
@sebi_livestock
@kirkdborne
@iati_aid
@correlaid
@datakind
@usdresponse
@kaythaney

Top Mentioned in G1:
@isi_fondazione
@fondazionecrt

Top Mentioned in G2:
@360giving
@datakind
@usdresponse
@openfutureeu
@okfn

Top Mentioned in G3:
@peneva_denitsa
@khristova_
@lyubopenev
@metodiev_teodor
@slavenata
@nikolyovcheva
@pavelestoev

Top Mentioned in G4:
@kirkdborne
@yuancommunity

Top Mentioned in G5:
@sebi_livestock
@iati_aid

Top Mentioned in G6:
@correlaid
@jj_mllr

Top Mentioned in G7:
@kaythaney
@360giving

Top Mentioned in G8:
@civicdatalab

Top Mentioned in G9:
@instituteforgov

Top Mentioned in G10:
@itziarberrospe

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@kirkdborne
@_open_science_
@openscitalk
@openblender
@askhasn
@dynamicssiam
@stephen_abbott
@instituteforgov

Top Tweeters in G1:
@dynamicssiam
@filbarbera
@davidlazer
@manlius84
@elaragon
@gaveltri
@vitiugin
@fondazionecrt
@danielapaolotti
@fede7j

Top Tweeters in G2:
@stephen_abbott
@jenit
@balgobinthinks
@bolster
@okfn
@datakind
@fabrider
@nwspk
@tanianc
@360giving

Top Tweeters in G3:
@idbdeb
@pensoft
@metodiev_teodor
@pavelestoev
@peneva_denitsa
@slavenata
@khristova_
@lyubopenev
@nikolyovcheva

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@kirkdborne
@ammasnuskhe
@dilcialadura
@healthdotinc
@berhanturk
@bolatitowale
@yuancommunity

Top Tweeters in G5:
@askhasn
@yohannaloucheur
@contactparis21
@iati_aid
@roslinnovation
@juliesf4
@sebi_livestock
@alexk_m

Top Tweeters in G6:
@ameisen_strasse
@webgewandt
@florian_dorner
@correlaid
@jj_mllr
@ra_c_hel_le

Top Tweeters in G7:
@_open_science_
@openscitalk
@kaythaney
@slampoud

Top Tweeters in G8:
@rationalindian9
@sphanidatta
@civicdatalab

Top Tweeters in G9:
@instituteforgov
@palantirtech
@jonprades

Top Tweeters in G10:
@campositurralde
@buruscoa
@itziarberrospe


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