#data4good, Twitter, 9/5/2022 9:07:20 PM, 281365


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#data4good_2022-09-05_11-45-01.xlsx
#data4good_2022-09-05_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3ANYzMt
@this0499154500
@civicdatalab
@guerrero_oa
@superhighwaysuk
@matthewgthomas
@turinginst
@kirkdborne
@fabriciosx
@mcd_ails
@vcsep

Top hashtags:
#data4good
#ai
#datascience
#leadership
#biodiversity
#standards
#datadialogues

Description:
Description
The graph represents a network of 111 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, 05 September 2022 at 18:45 UTC.

The requested start date was Monday, 05 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 13-day, 11-hour, 30-minute period from Monday, 22 August 2022 at 07:48 UTC to Sunday, 04 September 2022 at 19:18 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 : 111
Unique Edges : 90
Edges With Duplicates : 135
Total Edges : 225
Number of Edge Types : 5
Retweet : 60
MentionsInRetweet : 98
Replies to : 1
Mentions : 50
Tweet : 16
Self-Loops : 16
Reciprocated Vertex Pair Ratio : 0.0588235294117647
Reciprocated Edge Ratio : 0.111111111111111
Connected Components : 17
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 34
Maximum Edges in a Connected Component : 73
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.40678
Graph Density : 0.0117936117936118
Modularity : 0.56121
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 111 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, 05 September 2022 at 18:45 UTC.

The requested start date was Monday, 05 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 13-day, 11-hour, 30-minute period from Monday, 22 August 2022 at 07:48 UTC to Sunday, 04 September 2022 at 19:18 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://twitter.com/mcd_ails/status/1564534278188572673
[2] https://www.sas.com/en_us/news/press-releases/2022/august/florida-water-quality.html?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=7506517076&utm_campaign=Analytics
[2] http://out.faveeo.com/?url=https://www.datasciencecentral.com/five-ai-applications-that-are-changing-our-world/&vertical=healthcare&lang=en&family=ai
[2] https://www.datasciencecentral.com/five-ai-applications-that-are-changing-our-world/
[1] https://theodi.org/article/what-are-data-intermediaries/
[1] https://www.tdwg.org/news/2022/call-for-nominations/
[1] https://www.loquol.com/zip/02379/faq/
[1] https://www.loquol.com/zip/40384/faq/
[1] https://www.loquol.com/zip/87529/
[1] https://www.loquol.com/zip/32716/faq/

Top URLs in Tweet in G1:
[2] https://www.datasciencecentral.com/five-ai-applications-that-are-changing-our-world/
[2] http://out.faveeo.com/?url=https://www.datasciencecentral.com/five-ai-applications-that-are-changing-our-world/&vertical=healthcare&lang=en&family=ai
[1] https://twitter.com/vizfsg/status/1565961341218816000
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280555
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280960
[1] https://cezanneondemand.intervieweb.it/turing/jobs/research-assistant---government-spending-and-public-health-data-26197/en/

Top URLs in Tweet in G2:
[4] https://twitter.com/mcd_ails/status/1564534278188572673
[1] https://careers.redcross.org.uk/vacancies/6103/vcsep-data-scientist.html

Top URLs in Tweet in G3:
[1] https://www.tdwg.org/news/2022/call-for-nominations/

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?v=4Gd94_a4uZU&list=PLvHFO4BKByIVQGa1SSauiOcZZ8brCJFMb

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

[1] https://twitter.com/CivicDatalab/status/1555461158253268992
[1] https://twitter.com/SuperhighwaysUK/status/1562414287531958272
[1] https://twitter.com/superhighwaysuk/status/1562414287531958272

Top URLs in Tweet in G5:
[1] https://www.sas.com/en_us/news/press-releases/2022/august/florida-water-quality.html?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=7506517076&utm_campaign=Analytics

Top URLs in Tweet in G6:
[1] https://data.org/news/pathways-to-impact-angela-oduor-lungati/?utm_campaign=coschedule&utm_source=twitter&utm_medium=DataDotOrg

Top URLs in Tweet in G7:
[1] https://www.sas.com/en_us/news/press-releases/2022/august/florida-water-quality.html?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=7506517076&utm_campaign=Analytics
[1] https://www.ncsl.org/research/labor-and-employment/evidence-based-policymaking-scan-highlights.aspx

Top URLs in Tweet in G9:
[1] https://www.fisheries.noaa.gov/science-blog/sea-earthranger

Top URLs in Tweet in G10:
[1] https://womeninbigdata.buzzsprout.com/1985853/11067337-big-data-data4good-data-governance-a-talk-with-frederic-pivetta-dalberg-data-insights

Top Domains
Top Domains in Tweet in Entire Graph:
[9] twitter.com
[5] loquol.com
[2] sas.com
[2] nodexlgraphgallery.org
[2] faveeo.com
[2] datasciencecentral.com
[2] youtube.com
[1] theodi.org
[1] tdwg.org
[1] ncsl.org

Top Domains in Tweet in G1:
[2] nodexlgraphgallery.org
[2] datasciencecentral.com
[2] faveeo.com
[1] twitter.com
[1] intervieweb.it

Top Domains in Tweet in G2:
[4] twitter.com
[1] org.uk

Top Domains in Tweet in G3:
[1] tdwg.org

Top Domains in Tweet in G4:
[3] twitter.com
[2] youtube.com

Top Domains in Tweet in G5:
[1] sas.com

Top Domains in Tweet in G6:
[1] data.org

Top Domains in Tweet in G7:
[1] sas.com
[1] ncsl.org

Top Domains in Tweet in G9:
[1] noaa.gov

Top Domains in Tweet in G10:
[1] buzzsprout.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[48] data4good
[18] ai
[13] datascience
[12] leadership
[12] biodiversity
[12] standards
[9] datadialogues
[7] bigdata
[7] launch
[7] analytics



Top Hashtags in Tweet in G1:
[12] ai
[9] data4good
[6] phdjob
[6] publichealth
[6] policyimpact
[5] datascience
[4] bigdata
[4] abdsc
[2] data
[2] agriculture

Top Hashtags in Tweet in G2:
[7] data4good
[6] datajob
[6] rstats
[6] datascience
[1] shiny
[1] dataforpolicy

Top Hashtags in Tweet in G3:
[12] leadership
[12] biodiversity
[12] standards
[1] data4good

Top Hashtags in Tweet in G4:
[9] datadialogues
[7] launch
[7] data4good
[3] opendata
[3] jobalert
[1] voluntarysector
[1] charities
[1] data

Top Hashtags in Tweet in G5:
[5] waterquality
[5] analytics
[5] ai
[1] data4good

Top Hashtags in Tweet in G6:
[1] pathwaytoimpact
[1] data4good

Top Hashtags in Tweet in G7:
[4] data4good
[2] analytics
[2] policy
[1] waterquality
[1] ai
[1] data
[1] wholepersoncare
[1] recoveryhappens

Top Hashtags in Tweet in G8:
[1] data4good

Top Hashtags in Tweet in G9:
[3] data4good

Top Hashtags in Tweet in G10:
[2] bigdata
[2] data4good
[2] datagovernance

Top Words
Top Words in Tweet in Entire Graph:
[48] #data4good
[40] data
[18] #ai
[15] role
[15] work
[13] job
[13] alert
[13] #datascience
[13] expertise
[13] support

Top Words in Tweet in G1:
[12] #ai
[9] #data4good
[7] turinginst
[6] guerrero_oa
[6] #phdjob
[6] opportunity
[6] #publichealth
[6] #policyimpact
[6] work
[6] interdisciplinary

Top Words in Tweet in G2:
[19] data
[10] job
[10] alert
[10] scientist
[10] role
[10] vcsep
[10] uk
[10] flexible
[10] location
[10] home

Top Words in Tweet in G3:
[12] #leadership
[12] opportunities
[12] tdwg
[12] await
[12] expertise
[12] insights
[12] representation
[12] serve
[12] support
[12] #biodiversity

Top Words in Tweet in G4:
[9] #datadialogues
[8] civicdatalab
[8] public
[7] delighted
[7] announce
[7] #launch
[7] series
[7] forum
[7] govt
[7] agencies

Top Words in Tweet in G5:
[5] florida
[5] sas
[5] exploring
[5] environmental
[5] economic
[5] aspects
[5] #waterquality
[5] #analytics
[5] #ai
[5] protect

Top Words in Tweet in G6:
[5] main
[5] focus
[5] empowering
[5] ordinary
[5] citizens
[5] make
[5] use
[5] data
[5] solve
[5] problems

Top Words in Tweet in G7:
[4] #data4good
[3] using
[2] great
[2] example
[2] truly
[2] make
[2] difference
[2] world
[2] uf
[2] center

Top Words in Tweet in G9:
[3] awesome
[3] work
[3] noaafisheries
[3] testing
[3] earthrangertech
[3] capabilities
[3] gear
[3] deployment
[3] integrations
[3] #data4good

Top Words in Tweet in G10:
[3] frederic
[2] listen
[2] ep
[2] women
[2] big
[2] data
[2] brussels
[2] podcast
[2] #bigdata
[2] #data4good

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[13] job,alert
[12] #leadership,opportunities
[12] opportunities,tdwg
[12] tdwg,await
[12] await,expertise
[12] expertise,insights
[12] insights,representation
[12] representation,serve
[12] serve,support
[12] support,#biodiversity

Top Word Pairs in Tweet in G1:
[6] #phdjob,opportunity
[6] opportunity,#publichealth
[6] #publichealth,#policyimpact
[6] #policyimpact,#ai
[6] #ai,turinginst
[6] turinginst,work
[6] work,interdisciplinary
[6] interdisciplinary,project
[5] guerrero_oa,#phdjob
[5] project,daniguari

Top Word Pairs in Tweet in G2:
[10] job,alert
[10] alert,data
[10] data,scientist
[10] scientist,role
[10] role,vcsep
[10] vcsep,uk
[10] uk,flexible
[10] flexible,location
[10] location,home
[10] home,based

Top Word Pairs in Tweet in G3:
[12] #leadership,opportunities
[12] opportunities,tdwg
[12] tdwg,await
[12] await,expertise
[12] expertise,insights
[12] insights,representation
[12] representation,serve
[12] serve,support
[12] support,#biodiversity
[12] #biodiversity,#standards

Top Word Pairs in Tweet in G4:
[7] delighted,announce
[7] announce,#launch
[7] #launch,series
[7] series,#datadialogues
[7] #datadialogues,public
[7] public,forum
[7] forum,govt
[7] govt,agencies
[7] agencies,civil
[7] civil,society

Top Word Pairs in Tweet in G5:
[5] florida,sas
[5] sas,exploring
[5] exploring,environmental
[5] environmental,economic
[5] economic,aspects
[5] aspects,#waterquality
[5] #waterquality,#analytics
[5] #analytics,#ai
[5] #ai,protect
[4] johnmaynardcpa,florida

Top Word Pairs in Tweet in G6:
[5] main,focus
[5] focus,empowering
[5] empowering,ordinary
[5] ordinary,citizens
[5] citizens,make
[5] make,use
[5] use,data
[5] data,solve
[5] solve,problems
[5] problems,communities

Top Word Pairs in Tweet in G7:
[3] using,#data4good
[2] great,example
[2] example,truly
[2] truly,using
[2] #data4good,make
[2] make,difference
[2] difference,world
[2] world,uf
[2] uf,center
[2] center,coastal

Top Word Pairs in Tweet in G9:
[3] awesome,work
[3] work,noaafisheries
[3] noaafisheries,testing
[3] testing,earthrangertech
[3] earthrangertech,capabilities
[3] capabilities,gear
[3] gear,deployment
[3] deployment,integrations
[3] integrations,#data4good
[2] jdoneill,awesome

Top Word Pairs in Tweet in G10:
[2] listen,ep
[2] ep,women
[2] women,big
[2] big,data
[2] data,brussels
[2] brussels,podcast
[2] podcast,#bigdata
[2] #bigdata,#data4good
[2] #data4good,#datagovernance
[2] #datagovernance,talk

Top Replied-To
Top Replied-To in Entire Graph:
@inamh_

Top Replied-To in G8:
@inamh_

Top Mentioned
Top Mentioned in Entire Graph:
@tdwg
@idbdeb
@vcsep
@mcd_ails
@civicdatalab
@turinginst
@guerrero_oa
@kirkdborne
@johnmaynardcpa

Top Mentioned in G1:
@turinginst
@guerrero_oa
@kirkdborne
@this0499154500
@ume_kyd
@openblender_io
@flowminder
@afroleadership_
@dataconla

Top Mentioned in G2:
@vcsep
@mcd_ails
@matthewgthomas
@coleridge4data

Top Mentioned in G3:
@tdwg
@idbdeb

Top Mentioned in G4:
@civicdatalab
@dataportalindia
@nicmeity
@superhighwaysuk
@lucyrebecca95
@datakind

Top Mentioned in G5:
@johnmaynardcpa
@drjdrooghaag
@avrohomg
@digitalcloudgal
@fogle_shane
@jolaburnett
@archonsec

Top Mentioned in G6:
@datadotorg
@angienicoleo
@angienicoleod
@ushahidi

Top Mentioned in G7:
@uf
@sassoftware
@drjosh
@sass
@ncslorg

Top Mentioned in G8:
@justpeachie05
@vizfsg

Top Mentioned in G9:
@noaafisheries
@earthrangertech
@jdoneill

Top Mentioned in G10:
@ditalkorg
@dalbergmedia
@datavillageme

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@codewithtwitchi
@godfrey_g_
@rstatstweet
@pyscalellc
@drjdrooghaag
@kirkdborne
@the__hustlerguy
@openblender_io
@publichealthbot

Top Tweeters in G1:
@codewithtwitchi
@pyscalellc
@kirkdborne
@openblender_io
@publichealthbot
@workingbnb
@future_of_ai
@datasciencedojo
@ume_kyd
@this0499154500

Top Tweeters in G2:
@fabriciosx
@rstatstweet
@rstats4ds
@j_w_baker
@electricweegie
@dgmascarina
@johanamcaba
@_stephanieboyle
@haematobot
@ozgurkadir

Top Tweeters in G3:
@the__hustlerguy
@affbotanica
@idbdeb
@cabbageleek
@vijaybarve
@tjegelewicz
@barbebert
@1abbybenson
@aurore_maureaud
@svmering

Top Tweeters in G4:
@johngmcnutt
@datakind
@pramit_b
@ak_advice
@dataportalindia
@nicmeity
@lucyrebecca95
@superhighwaysuk
@mrarunsudarsan
@zenanxious

Top Tweeters in G5:
@drjdrooghaag
@avrohomg
@archonsec
@digitalcloudgal
@fogle_shane
@jolaburnett
@johnmaynardcpa

Top Tweeters in G6:
@whiteafrican
@angienicoleod
@rondaz_g
@ushahidi
@gfkkb
@datadotorg
@angienicoleo

Top Tweeters in G7:
@godfrey_g_
@uf
@sassoftware
@ncslorg
@sass
@drjosh

Top Tweeters in G8:
@davidmpires
@justpeachie05
@vizfsg
@inamh_

Top Tweeters in G9:
@noaafisheries
@jdoneill
@songofdodo
@earthrangertech

Top Tweeters in G10:
@dalbergmedia
@beaule
@ditalkorg
@datavillageme


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