#data4good, Twitter, 8/29/2022 8:43:58 PM, 280960


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#data4good_2022-08-29_11-45-01.xlsx
#data4good_2022-08-29_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 29, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3e62gFM
@kirkdborne
@this0499154500
@pyscalellc
@civicdatalab
@guerrero_oa
@openblender_io
@datakind
@ume_kyd
@superhighwaysuk
@turinginst

Top hashtags:
#data4good
#datascience
#ai
#bigdata
#data
#agriculture
#automation

Description:
Description
The graph represents a network of 94 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, 29 August 2022 at 18:45 UTC.

The requested start date was Monday, 29 August 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 10-day, 16-hour, 28-minute period from Monday, 15 August 2022 at 19:04 UTC to Friday, 26 August 2022 at 11:32 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 : 94
Unique Edges : 49
Edges With Duplicates : 135
Total Edges : 184
Number of Edge Types : 4
Retweet : 55
MentionsInRetweet : 69
Tweet : 19
Mentions : 41
Self-Loops : 21
Reciprocated Vertex Pair Ratio : 0.0515463917525773
Reciprocated Edge Ratio : 0.0980392156862745
Connected Components : 15
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 51
Maximum Edges in a Connected Component : 116
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.23652
Graph Density : 0.0116678105696637
Modularity : 0.493362
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 94 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, 29 August 2022 at 18:45 UTC.

The requested start date was Monday, 29 August 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 10-day, 16-hour, 28-minute period from Monday, 15 August 2022 at 19:04 UTC to Friday, 26 August 2022 at 11:32 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://www.datasciencecentral.com/profiles/blogs/smart-farming-or-the-future-of-agriculture
[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://womeninbigdata.buzzsprout.com/1985853/11067337-big-data-data4good-data-governance-a-talk-with-frederic-pivetta-dalberg-data-insights
[2] https://www.datasciencecentral.com/five-ai-applications-that-are-changing-our-world/
[1] https://twitter.com/i/spaces/1MYxNnlBAqbxw?s=20
[1] https://cezanneondemand.intervieweb.it/turing/jobs/research-assistant---government-spending-and-public-health-data-26197/en/
[1] https://www.fisheries.noaa.gov/science-blog/sea-earthranger
[1] https://www.hcinnovationgroup.com/population-health-management/social-determinants-of-health/article/21275078/pop-health-experts-in-houston-share-thoughts-on-integrating-sdoh
[1] https://twitter.com/superhighwaysuk/status/1562414287531958272
[1] https://twitter.com/SuperhighwaysUK/status/1562414287531958272

Top URLs in Tweet in G1:
[14] https://www.datasciencecentral.com/profiles/blogs/smart-farming-or-the-future-of-agriculture
[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/

Top URLs in Tweet in G2:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280138
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280555
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Fhow-to-boost-your-models-accuracy-when-all-else-has-failed-11916a7392ef
[1] https://medium.com/geekculture/time-series-analysis-and-time-aware-ml-the-vast-and-deep-relationship-between-statistics-and-time-5ec2b4f31d29

Top URLs in Tweet in G3:
[1] https://twitter.com/superhighwaysuk/status/1562414287531958272
[1] https://twitter.com/SuperhighwaysUK/status/1562414287531958272
[1] https://twitter.com/CivicDatalab/status/1555461158253268992
[1] https://www.youtube.com/watch?v=4Gd94_a4uZU&list=PLvHFO4BKByIVQGa1SSauiOcZZ8brCJFMb

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


Top URLs in Tweet in G4:
[1] https://cezanneondemand.intervieweb.it/turing/jobs/research-assistant---government-spending-and-public-health-data-26197/en/

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

Top URLs in Tweet in G6:
[1] https://citizensforeurope.notion.site/Diversity-Data-Hackathon-A-survey-research-ecosystem-for-diversity-and-visibility-b809211654d54eb49fd0f042e671edab

Top URLs in Tweet in G7:
[1] https://womeninbigdata.buzzsprout.com/1985853/11067337-big-data-data4good-data-governance-a-talk-with-frederic-pivetta-dalberg-data-insights

Top URLs in Tweet in G8:
[1] https://www.fisheries.noaa.gov/science-blog/sea-earthranger

Top URLs in Tweet in G9:
[1] https://womeninbigdata.buzzsprout.com/1985853/11067337-big-data-data4good-data-governance-a-talk-with-frederic-pivetta-dalberg-data-insights

Top URLs in Tweet in G10:
[1] https://www.fiverr.com/webbylynx/create-clickbank-affiliate-website-for-making-money?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19739156_|afp0:random-hashtag|afp1:webbylynx/create-clickbank-affiliate-website-for-making-money&show_join=true
[1] https://www.loquol.com/zip/32716/faq/
[1] https://www.loquol.com/zip/64187/
[1] https://www.loquol.com/zip/19726/faq/
[1] https://www.loquol.com/zip/66609/faq/
[1] https://www.loquol.com/zip/50950/faq/
[1] https://www.charitytoday.co.uk/using-web-data-to-create-lasting-societal-change/?utm_content=218024258&utm_medium=social&utm_source=facebook&hss_channel=fbp-153688725007942&es_id=d0989a35b9
[1] https://twitter.com/i/spaces/1MYxNnlBAqbxw?s=20

Top Domains
Top Domains in Tweet in Entire Graph:
[16] datasciencecentral.com
[5] twitter.com
[5] loquol.com
[2] faveeo.com
[2] buzzsprout.com
[2] nodexlgraphgallery.org
[2] youtube.com
[2] medium.com
[1] intervieweb.it
[1] noaa.gov

Top Domains in Tweet in G1:
[16] datasciencecentral.com
[2] faveeo.com

Top Domains in Tweet in G2:
[2] nodexlgraphgallery.org
[2] medium.com

Top Domains in Tweet in G3:
[3] twitter.com
[2] youtube.com

Top Domains in Tweet in G4:
[1] intervieweb.it

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

Top Domains in Tweet in G6:
[1] notion.site

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

Top Domains in Tweet in G8:
[1] noaa.gov

Top Domains in Tweet in G9:
[1] buzzsprout.com

Top Domains in Tweet in G10:
[5] loquol.com
[1] fiverr.com
[1] co.uk
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[51] data4good
[28] datascience
[25] ai
[23] bigdata
[18] data
[15] agriculture
[15] automation
[7] datadialogues
[6] phdjob
[6] publichealth



Top Hashtags in Tweet in G1:
[19] ai
[16] bigdata
[16] datascience
[14] agriculture
[14] automation
[5] abdsc
[4] data4good
[3] machinelearning
[2] healthcare
[2] ai4good

Top Hashtags in Tweet in G2:
[15] data
[14] data4good
[10] datascience
[5] dataanalytics
[4] analytics
[3] machinelearning
[3] ml
[3] mlearning
[2] regtech
[2] fund

Top Hashtags in Tweet in G3:
[7] data4good
[7] datadialogues
[5] launch
[3] jobalert
[3] opendata
[1] voluntarysector
[1] charities
[1] data

Top Hashtags in Tweet in G4:
[5] phdjob
[5] publichealth
[5] policyimpact
[5] ai
[1] policyevaluation
[1] development
[1] researchassistant
[1] phdpositions
[1] phdlife
[1] sdgs

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

Top Hashtags in Tweet in G6:
[1] data4good
[1] tech4good

Top Hashtags in Tweet in G7:
[4] bigdata
[4] data4good
[1] datagovernance

Top Hashtags in Tweet in G8:
[3] data4good

Top Hashtags in Tweet in G9:
[2] bigdata
[2] data4good
[2] datagovernance

Top Hashtags in Tweet in G10:
[8] data4good
[2] knowledge
[2] health
[2] understanding
[2] demographics
[2] data
[1] ukraine
[1] affiliate
[1] trustedadvisor
[1] inyourcorner

Top Words
Top Words in Tweet in Entire Graph:
[51] #data4good
[36] data
[28] #datascience
[25] #ai
[23] #bigdata
[19] future
[18] #data
[18] kirkdborne
[15] #agriculture
[15] #automation

Top Words in Tweet in G1:
[19] #ai
[16] kirkdborne
[16] #bigdata
[16] #datascience
[14] smart
[14] farming
[14] future
[14] #agriculture
[14] #automation
[13] #machin

Top Words in Tweet in G2:
[15] #data
[14] #data4good
[10] #datascience
[10] time
[7] ume_kyd
[7] openblender_io
[5] #dataanalytics
[5] series
[5] analysis
[5] aware

Top Words in Tweet in G3:
[7] #data4good
[7] #datadialogues
[6] super
[6] data
[6] civicdatalab
[6] public
[5] delighted
[5] announce
[5] #launch
[5] series

Top Words in Tweet in G4:
[5] #phdjob
[5] opportunity
[5] #publichealth
[5] #policyimpact
[5] #ai
[5] turinginst
[5] work
[5] interdisciplinary
[5] project
[4] guerrero_oa

Top Words in Tweet in G5:
[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 G6:
[5] build
[5] research
[5] ecosystem
[5] facilitates
[5] analysis
[5] diversity
[5] survey
[5] data
[5] together
[4] correlaid

Top Words in Tweet in G7:
[8] data
[4] check
[4] 4th
[4] episode
[4] women
[4] big
[4] brussels'
[4] podcast
[4] #bigdata
[4] #data4good

Top Words in Tweet in G8:
[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 G9:
[3] frederic
[2] listen
[2] ep
[2] women
[2] big
[2] data
[2] brussels
[2] podcast
[2] #bigdata
[2] #data4good

Top Words in Tweet in G10:
[8] #data4good
[5] zip
[5] code
[4] faqs
[2] #knowledge
[2] #health
[2] data
[2] #understanding
[2] #demographics
[2] free

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[16] #bigdata,#datascience
[14] smart,farming
[14] farming,future
[14] future,#agriculture
[14] #agriculture,#bigdata
[14] #datascience,#ai
[14] #ai,#automation
[13] kirkdborne,smart
[13] #automation,#machin
[9] #data4good,#datascience

Top Word Pairs in Tweet in G1:
[16] #bigdata,#datascience
[14] smart,farming
[14] farming,future
[14] future,#agriculture
[14] #agriculture,#bigdata
[14] #datascience,#ai
[14] #ai,#automation
[13] kirkdborne,smart
[13] #automation,#machin
[4] applications,changing

Top Word Pairs in Tweet in G2:
[9] #data4good,#datascience
[8] #data,#data4good
[5] time,series
[5] series,analysis
[5] analysis,time
[5] time,aware
[5] aware,machine
[5] machine,learning
[5] learning,deep
[5] deep,vast

Top Word Pairs in Tweet in G3:
[5] delighted,announce
[5] announce,#launch
[5] #launch,series
[5] series,#datadialogues
[5] #datadialogues,public
[5] public,forum
[5] forum,govt
[5] govt,agencies
[5] agencies,civil
[5] civil,society

Top Word Pairs in Tweet in G4:
[5] #phdjob,opportunity
[5] opportunity,#publichealth
[5] #publichealth,#policyimpact
[5] #policyimpact,#ai
[5] #ai,turinginst
[5] turinginst,work
[5] work,interdisciplinary
[5] interdisciplinary,project
[4] guerrero_oa,#phdjob
[4] project,daniguari

Top Word Pairs in Tweet in G5:
[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 G6:
[5] build,research
[5] research,ecosystem
[5] ecosystem,facilitates
[5] facilitates,analysis
[5] analysis,diversity
[5] diversity,survey
[5] survey,data
[5] data,together
[4] correlaid,build
[4] together,opencitizenshi

Top Word Pairs in Tweet in G7:
[4] check,4th
[4] 4th,episode
[4] episode,women
[4] women,big
[4] big,data
[4] data,brussels'
[4] brussels',podcast
[4] podcast,#bigdata
[4] #bigdata,#data4good
[4] #data4good,data

Top Word Pairs in Tweet in G8:
[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 G9:
[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 Word Pairs in Tweet in G10:
[5] zip,code
[4] faqs,zip
[2] #data4good,#knowledge
[2] #knowledge,#health
[2] #data4good,#understanding
[2] #understanding,#demographics

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@civicdatalab
@ume_kyd
@openblender_io
@turinginst
@guerrero_oa
@datadotorg
@angienicoleo
@correlaid

Top Mentioned in G1:
@kirkdborne
@guerrero_oa
@turinginst
@future_of_ai

Top Mentioned in G2:
@ume_kyd
@openblender_io
@biscorecard
@dataconla
@kborchgrevink
@flowminder
@kirkdborne
@afroleadership_
@datakind
@nordicgeo

Top Mentioned in G3:
@civicdatalab
@lucyrebecca95
@superhighwaysuk
@dataportalindia
@nicmeity
@datakind

Top Mentioned in G4:
@turinginst
@guerrero_oa
@daniguariso
@alishadavies1

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

Top Mentioned in G6:
@correlaid
@opencitizenship

Top Mentioned in G7:
@dpjtimmermans
@dalbergtweet
@datawomen

Top Mentioned in G8:
@noaafisheries
@earthrangertech
@jdoneill

Top Mentioned in G9:
@ditalkorg
@dalbergmedia
@datavillageme

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@codewithtwitchi
@calcaware
@ricardo_ik_ahau
@thecuriousluke
@fullnam35087976
@pyscalellc
@datasciencebot_
@crose2u
@nordicgeo

Top Tweeters in G1:
@chidambara09
@thecuriousluke
@pyscalellc
@datasciencebot_
@brainroaring
@kirkdborne
@weincludedorg
@future_of_ai
@corradotopi
@datasciencedojo

Top Tweeters in G2:
@codewithtwitchi
@calcaware
@fullnam35087976
@crose2u
@nordicgeo
@simonjester007
@openblender_io
@100daysofmlcode
@ume_kyd
@this0499154500

Top Tweeters in G3:
@johngmcnutt
@datakind
@ak_advice
@dataportalindia
@nicmeity
@lucyrebecca95
@superhighwaysuk
@mrarunsudarsan
@zenanxious
@civicdatalab

Top Tweeters in G4:
@publichealthbot
@workingbnb
@turinginst
@hyperagnews
@alishadavies1
@guerrero_oa
@kwaters126
@daniguariso

Top Tweeters in G5:
@whiteafrican
@angienicoleod
@rondaz_g
@ushahidi
@gfkkb
@datadotorg
@angienicoleo

Top Tweeters in G6:
@ameisen_strasse
@opencitizenship
@pyladiesber
@correlaid
@lisa_reiber
@juanvivancot

Top Tweeters in G7:
@ricardo_ik_ahau
@xthebigdatabotx
@dalbergtweet
@datawomen
@dpjtimmermans

Top Tweeters in G8:
@noaafisheries
@jdoneill
@songofdodo
@earthrangertech

Top Tweeters in G9:
@dalbergmedia
@beaule
@ditalkorg
@datavillageme

Top Tweeters in G10:
@fiona_4tc
@loquol
@maulikpatni
@segalnyc


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