#data4good, Twitter, 1/24/2022 11:26:59 PM, 270599


FAQ | Problem?

#data4good_2022-01-24_10-56-27.xlsx
#data4good_2022-01-24_10-56-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 24, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3nUm8gY
@johngmcnutt
@chidambara09
@kirkdborne
@urbanbigdata
@datasc
@fondazionecrt
@isi_fondazione
@berkeleydatasci
@stephensalerno4
@acapsproject

Top hashtags:
#data4good
#data
#ai
#machinelearning
#analytics
#datascience

Description:
Description
The graph represents a network of 237 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, 24 January 2022 at 18:56 UTC.

The requested start date was Monday, 24 January 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, 13-hour, 43-minute period from Monday, 10 January 2022 at 08:05 UTC to Friday, 21 January 2022 at 21:48 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 : 237
Unique Edges : 189
Edges With Duplicates : 377
Total Edges : 566
Number of Edge Types : 5
Retweet : 167
MentionsInRetweet : 251
Mentions : 89
Tweet : 55
Replies to : 4
Self-Loops : 62
Reciprocated Vertex Pair Ratio : 0.0336700336700337
Reciprocated Edge Ratio : 0.0651465798045603
Connected Components : 36
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 129
Maximum Edges in a Connected Component : 332
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.652499
Graph Density : 0.00548880783808911
Modularity : 0.504977
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 237 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, 24 January 2022 at 18:56 UTC.

The requested start date was Monday, 24 January 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, 13-hour, 43-minute period from Monday, 10 January 2022 at 08:05 UTC to Friday, 21 January 2022 at 21:48 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:
[7] https://youtu.be/jyP43neLJxM
[5] http://dsdiscovery.org
[5] https://blog.flyinglabs.org/2022/01/11/pakistan-flying-labs-aims-to-bring-drones-robotics-and-know-how-to-new-generation/?utm_content=buffer824e3&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[3] https://datasciencecampus.ons.gov.uk/how-international-collaboration-is-advancing-machine-learning-in-official-statistics/
[3] https://dev.to/mike_ketchbrook/data4good-find-an-at-home-covid-19-test-kit-near-you-3b78
[2] https://www.ictworks.org/usaid-digital-ecosystem-country-assessment-toolkit/#.Yen6E9HMKUk
[2] https://twitter.com/ThisIsPLACE/status/1484110803624247299
[2] https://www.linkedin.com/slink?code=dQu-v8_D
[2] https://dy.si/FxrvY2
[2] https://midas.umich.edu/2022-d4pg/

Top URLs in Tweet in G1:
[2] https://dy.si/FxrvY2
[2] https://www.linkedin.com/slink?code=dQu-v8_D
[2] https://dev.to/mike_ketchbrook/data4good-find-an-at-home-covid-19-test-kit-near-you-3b78
[2] http://dsdiscovery.org
[1] https://twitter.com/DataDotOrg/status/1484179062448742405
[1] https://twitter.com/SuriyaSubraman/status/1292242699551006721
[1] https://twitter.com/VisaNews/status/1481285116458635270
[1] https://playbook.datakind.org/
[1] https://stayrelevant.globant.com/en/globant-be-kind-tech-fund-common-good/
[1] https://datasciencecampus.ons.gov.uk/how-international-collaboration-is-advancing-machine-learning-in-official-statistics/

Top URLs in Tweet in G2:
[1] https://www.loquol.com/zip/37874/
[1] https://infl.tv/krQ1
[1] https://infl.tv/kr0j
[1] https://infl.tv/kr0T
[1] https://infl.tv/kr5B
[1] https://infl.tv/kr8u
[1] https://dev.to/mike_ketchbrook/data4good-find-an-at-home-covid-19-test-kit-near-you-3b78
[1] https://res.cloudinary.com/practicaldev/image/fetch/s--566lAguM--/c_limit%252Cf_auto%252Cfl_progressive%252Cq_auto%252Cw_880/https%3A//dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg
[1] https://infl.tv/kswp
[1] https://infl.tv/kswS

Top URLs in Tweet in G3:
[1] https://www.isi.it/en/lagrange-project/scholarships

Top URLs in Tweet in G4:
[1] https://dy.si/RKgpbH
[1] https://dy.si/mMgaro
[1] https://dy.si/7ayEs62
[1] https://dy.si/j6N3R
[1] https://dy.si/Bviv2e2
[1] https://dy.si/u7mhR
[1] https://dy.si/mdgci
[1] https://dy.si/y9PQ7Z2
[1] https://dy.si/mdpvw5
[1] https://dy.si/ymBhg2

Top URLs in Tweet in G5:
[6] https://youtu.be/jyP43neLJxM
[2] https://www.datasciencecentral.com/profiles/blogs/artificial-intelligence-for-precision-medicine-and-better
[1] https://twitter.com/reachwater/status/1352592710692167705
[1] https://eng.ox.ac.uk/chi/news/global-health-summer-projects/
[1] https://www.amazon.com/gp/product/1541644638/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1541644638&linkCode=as2&tag=kirkdborne-20&linkId=914a7046be98e5700d28db777c108bda
[1] https://www.scidatacon.org/IDW-2022/
[1] https://internationaldataweek.org

Top URLs in Tweet in G6:
[1] https://medium.com/geekculture/time-series-analysis-and-time-aware-ml-the-vast-and-deep-relationship-between-statistics-and-time-5ec2b4f31d29
[1] https://cezanneondemand.intervieweb.it/turing/jobs/postdoctoral_research_associate_computational_social_science_18996/en/

Top URLs in Tweet in G7:
[2] https://twitter.com/ThisIsPLACE/status/1484110803624247299
[1] https://twitter.com/ThisIsPLACE/status/1484221222565122049

Top URLs in Tweet in G8:
[2] https://datasciencecampus.ons.gov.uk/how-international-collaboration-is-advancing-machine-learning-in-official-statistics/
[1] https://youtu.be/jyP43neLJxM
[1] https://blogs.gov.scot/health-social-care/2022/01/14/leading-the-development-of-the-data-strategy-with-positivity-and-ambition/
[1] https://www.imcworldwide.com/jobs/digital-and-data-governance-and-transition-ddgt-analyst/

Top URLs in Tweet in G9:
[3] http://dsdiscovery.org
[1] https://www.mcgovern.org/news-insights/
[1] http://dsdiscovery.org/

Top URLs in Tweet in G10:
[1] https://midas.umich.edu/2022-d4pg/
[1] https://twitter.com/i/spaces/1lPKqmlYLAwKb

Top Domains
Top Domains in Tweet in Entire Graph:
[18] infl.tv
[17] dy.si
[14] twitter.com
[7] youtu.be
[6] dsdiscovery.org
[5] flyinglabs.org
[4] gov.uk
[3] dev.to
[3] linkedin.com
[2] ictworks.org

Top Domains in Tweet in G1:
[5] twitter.com
[5] dy.si
[3] linkedin.com
[2] dev.to
[2] dsdiscovery.org
[2] gov.uk
[1] datakind.org
[1] globant.com
[1] thoughtspot.com
[1] tufts.edu

Top Domains in Tweet in G2:
[18] infl.tv
[2] sas.com
[1] loquol.com
[1] dev.to
[1] cloudinary.com
[1] twitter.com

Top Domains in Tweet in G3:
[1] isi.it

Top Domains in Tweet in G4:
[12] dy.si

Top Domains in Tweet in G5:
[6] youtu.be
[2] datasciencecentral.com
[1] twitter.com
[1] ac.uk
[1] amazon.com
[1] scidatacon.org
[1] internationaldataweek.org

Top Domains in Tweet in G6:
[1] medium.com
[1] intervieweb.it

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

Top Domains in Tweet in G8:
[2] gov.uk
[1] youtu.be
[1] gov.scot
[1] imcworldwide.com

Top Domains in Tweet in G9:
[4] dsdiscovery.org
[1] mcgovern.org

Top Domains in Tweet in G10:
[1] umich.edu
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[138] data4good
[32] data
[24] ai
[23] machinelearning
[23] analytics
[21] datascience
[19] dataviz
[18] sashackathon
[18] sasanalyticsexplorers
[15] bigdata



Top Hashtags in Tweet in G1:
[28] data4good
[8] ai
[6] data
[5] inclusivegrowth
[5] analytics
[4] datascience
[3] artificialintelligence
[2] digital
[2] tech4good
[2] hackathon

Top Hashtags in Tweet in G2:
[24] data4good
[18] sashackathon
[18] sasanalyticsexplorers
[1] sweetwater
[1] tennessee
[1] knowledge
[1] housing
[1] datos
[1] asktheexpert
[1] amazonas

Top Hashtags in Tweet in G3:
[1] dataforgood
[1] data4good

Top Hashtags in Tweet in G4:
[12] data4good
[11] analytics
[11] dataviz
[6] artificialintelligence
[6] ai
[6] 100daysofcode
[5] datascience
[5] python
[5] machinelearning
[5] bigdata

Top Hashtags in Tweet in G5:
[9] ai
[5] machinelearning
[5] data4good
[4] ai4good
[4] bigdata
[4] datascience
[2] precisionmedicine
[2] healthcare
[1] earlycareerresearch
[1] globalhealth

Top Hashtags in Tweet in G6:
[13] computationalsocialscientist
[10] data4good
[9] timeseriesanalysis
[9] machinelearning
[9] data
[2] datascience
[1] deeplearning
[1] 100daysofmlcode
[1] analytics
[1] dataanalytics

Top Hashtags in Tweet in G7:
[9] afrique
[7] data4good
[4] sdgs
[4] placematters
[1] opendata
[1] africa
[1] climatedata

Top Hashtags in Tweet in G8:
[3] data4good
[2] machinelearning
[2] statistics
[2] bigdata
[2] datascience
[1] ai
[1] datastrategy
[1] devjobs
[1] digitaltransformation

Top Hashtags in Tweet in G9:
[4] coleridgeinitiative
[4] data4good
[4] datascience
[3] bigdata

Top Hashtags in Tweet in G10:
[7] data4good
[6] twitterspaces
[6] knowyourdata
[6] datalaw
[6] data
[6] digitallaw
[6] privacylaw
[1] digitalprivacy
[1] digitalidentity
[1] surveillance

Top Words
Top Words in Tweet in Entire Graph:
[138] #data4good
[105] data
[37] good
[35] isi_fondazione
[33] join
[32] #data
[27] 2022
[27] better
[26] using
[24] #ai

Top Words in Tweet in G1:
[28] #data4good
[28] data
[9] great
[9] good
[8] #ai
[7] insights
[7] better
[6] #data
[6] work
[6] ai

Top Words in Tweet in G2:
[24] #data4good
[20] wondered
[20] blog
[18] hackathon
[18] #sashackathon
[18] #sasanalyticsexplorers
[10] really
[10] means
[10] never
[10] still

Top Words in Tweet in G3:
[33] isi_fondazione
[17] call
[17] scholarships
[17] research
[17] data
[17] science
[17] social
[17] good
[17] supported
[17] fondazionecrt

Top Words in Tweet in G4:
[14] life
[14] saving
[14] innovation
[14] better
[14] patient
[14] outcomes
[14] biomerieuxusa
[14] works
[14] sassoftware
[14] revolutionize

Top Words in Tweet in G5:
[15] 2022
[13] data
[12] kirkdborne
[9] #ai
[7] scidatacon
[7] part
[7] international
[7] week
[7] held
[7] virtually

Top Words in Tweet in G6:
[13] looking
[13] bright
[13] #computationalsocialscientist
[13] join
[13] team
[13] alan
[13] turing
[13] institute
[13] interdisciplinary
[12] guerrero_oa

Top Words in Tweet in G7:
[24] thisisplace
[13] cmngounou
[12] afroleadership_
[10] données
[10] vbwamba
[9] #afrique
[8] résolument
[8] révolution
[8] fait
[8] l'honneur

Top Words in Tweet in G8:
[6] data
[6] digital
[5] governance
[5] transformation
[5] team
[5] looking
[5] analyst
[5] join
[5] growing
[5] practice

Top Words in Tweet in G9:
[6] data
[4] #coleridgeinitiative
[4] excited
[4] share
[4] today's
[4] news
[4] partnership
[4] pjmfnd
[4] democratize
[4] discovery

Top Words in Tweet in G10:
[9] good
[7] #data4good
[6] #twitterspaces
[6] thursdays
[6] #knowyourdata
[6] #datalaw
[6] #data
[6] #digitallaw
[6] #privacylaw
[5] msdatadetective

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[24] data,science
[18] #sashackathon,#sasanalyticsexplorers
[18] #sasanalyticsexplorers,#data4good
[18] call,scholarships
[18] scholarships,research
[18] research,data
[18] science,social
[18] social,good
[18] good,isi_fondazione
[18] isi_fondazione,supported

Top Word Pairs in Tweet in G1:
[5] data,science
[4] big,data
[4] such,honour
[4] honour,featured
[4] featured,puntofisso
[4] puntofisso,weekly
[4] weekly,data
[4] data,newsletter
[4] newsletter,today
[4] today,better

Top Word Pairs in Tweet in G2:
[18] #sashackathon,#sasanalyticsexplorers
[18] #sasanalyticsexplorers,#data4good
[10] wondered,hackathon
[10] hackathon,really
[10] really,means
[10] means,blog
[10] blog,never
[10] never,wondered
[10] wondered,blog
[10] blog,still

Top Word Pairs in Tweet in G3:
[17] call,scholarships
[17] scholarships,research
[17] research,data
[17] data,science
[17] science,social
[17] social,good
[17] good,isi_fondazione
[17] isi_fondazione,supported
[17] supported,fondazionecrt
[16] isi_fondazione,call

Top Word Pairs in Tweet in G4:
[14] life,saving
[14] saving,innovation
[14] innovation,better
[14] better,patient
[14] patient,outcomes
[14] outcomes,biomerieuxusa
[14] biomerieuxusa,works
[14] works,sassoftware
[14] sassoftware,revolutionize
[11] revolutionize,antibiogram

Top Word Pairs in Tweet in G5:
[7] scidatacon,2022
[7] 2022,part
[7] part,international
[7] international,data
[7] data,week
[7] week,2022
[7] 2022,held
[7] held,virtually
[7] virtually,seoul
[7] seoul,republic

Top Word Pairs in Tweet in G6:
[13] looking,bright
[13] bright,#computationalsocialscientist
[13] #computationalsocialscientist,join
[13] join,team
[13] team,alan
[13] alan,turing
[13] turing,institute
[13] institute,interdisciplinary
[12] guerrero_oa,looking
[9] deep,intro

Top Word Pairs in Tweet in G7:
[9] cmngounou,vbwamba
[9] vbwamba,afroleadership_
[8] résolument,révolution
[8] révolution,données
[8] données,#afrique
[8] #afrique,thisisplace
[8] thisisplace,fait
[8] fait,l'honneur
[8] l'honneur,continuer
[6] avons,grand

Top Word Pairs in Tweet in G8:
[5] digital,data
[5] data,governance
[5] governance,transformation
[5] transformation,team
[5] team,looking
[5] looking,analyst
[5] analyst,join
[5] join,growing
[5] growing,practice
[4] imcworldwide,digital

Top Word Pairs in Tweet in G9:
[4] #coleridgeinitiative,excited
[4] excited,share
[4] share,today's
[4] today's,news
[4] news,partnership
[4] partnership,pjmfnd
[4] pjmfnd,democratize
[4] democratize,data
[3] coleridge4data,#coleridgeinitiative
[3] data,harne

Top Word Pairs in Tweet in G10:
[6] #twitterspaces,#data4good
[6] #data4good,thursdays
[6] thursdays,good
[6] good,#knowyourdata
[6] #knowyourdata,#datalaw
[6] #datalaw,#data
[6] #data,#digitallaw
[6] #digitallaw,#privacylaw
[5] msdatadetective,#twitterspaces
[5] #privacylaw,#di

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@isi_fondazione
@fondazionecrt
@thisisplace
@biomerieuxusa
@sassoftware
@ume_kyd
@kirkdborne
@cmngounou
@afroleadership_
@guerrero_oa

Top Mentioned in G1:
@nellyramirezm
@puntofisso
@lisahornung_
@johnmaynardcpa
@biomerieuxusa
@sassoftware
@chinasatokolo
@globant
@livnsenset
@statcom_um

Top Mentioned in G3:
@isi_fondazione
@fondazionecrt

Top Mentioned in G4:
@biomerieuxusa
@sassoftware
@_m_dey
@bristowcolin

Top Mentioned in G5:
@kirkdborne
@oxengsci
@heloisegreeff
@reachwater
@smarthandpumps
@dataprime_ai

Top Mentioned in G6:
@guerrero_oa
@openblender_io

Top Mentioned in G7:
@thisisplace
@cmngounou
@afroleadership_
@vbwamba

Top Mentioned in G8:
@imcworldwide
@kirkdborne
@urbanbigdata
@datasc
@digicare4scot
@datascicampus

Top Mentioned in G9:
@pjmfnd
@coleridge4data
@berkeleydatasci
@wsj
@nasa

Top Mentioned in G10:
@msdatadetective
@stephensalerno4

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersecurityn8
@artificialbra1n
@jfsebastian146
@coderretweet
@fabriciosx
@hubofml
@botcybersec
@m157q_news_rss

Top Tweeters in G1:
@feedpushr
@nfl
@drjdrooghaag
@avrohomg
@archonsec
@puntofisso
@americanexpress
@fogle_shane
@diegokuonen
@johngmcnutt

Top Tweeters in G2:
@m157q_news_rss
@loquol
@sasespana
@hollandnumerics
@cheeky_shiba
@awoyinks
@juberzilla
@f_rederik
@nftiafrica
@mathieugaouette

Top Tweeters in G3:
@naticarfi
@bakaburg1
@alerizzo_
@net_science
@summerokibe
@ciro
@leoferres
@tiagopeixoto
@fondazionecrt
@isi_fondazione

Top Tweeters in G4:
@coderretweet
@bills_bot
@satyajit1910
@j3ntyrell
@sassoftware
@bristowcolin
@_m_dey
@hellgrens
@biomerieuxusa
@seresilv

Top Tweeters in G5:
@artificialbra1n
@hubofml
@ricardo_ik_ahau
@betterjobsearch
@junjudapi
@datasciencebot_
@charlyaztec
@kirkdborne
@elcavalos
@domhalps

Top Tweeters in G6:
@fabriciosx
@codewithtwitchi
@openblender_io
@100daysofmlcode
@rsfrankl
@vtraag
@danajat
@trivikv
@guerrero_oa
@blengyelb

Top Tweeters in G7:
@schouweh
@cmngounou
@afroleadership_
@g0rd82
@crifusis
@villesetcommune
@citiesafrica
@jedsundwall
@vbwamba
@sitezeug

Top Tweeters in G8:
@chidambara09
@denis_jjuuko
@urbanbigdata
@siobhangreen
@digicare4scot
@datascicampus
@imcworldwide
@datasc

Top Tweeters in G9:
@wsj
@nasa
@_jakashi
@konukr
@berkeleydatasci
@pjmfnd
@ahu_yildirmaz
@coleridge4data

Top Tweeters in G10:
@sectest9
@cybersecurityn8
@botcybersec
@xzpwedvhhh37i3c
@keithkeller
@msdatadetective
@gueezy
@stephensalerno4