#data4good, Twitter, 5/16/2022 7:02:42 PM, 276452


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#data4good_2022-05-16_11-45-01.xlsx
#data4good_2022-05-16_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 16, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3PrlcwC
@kirkdborne
@royalsociety
@urbanbigdata
@education_24x7
@datakind
@this0499154500
@drjosh
@johnmaynardcpa
@hiringcare
@thisisplace

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

Description:
Description
The graph represents a network of 129 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, 16 May 2022 at 18:45 UTC.

The requested start date was Monday, 16 May 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 12-day, 17-hour, 8-minute period from Monday, 02 May 2022 at 15:27 UTC to Sunday, 15 May 2022 at 08:36 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 : 129
Unique Edges : 138
Edges With Duplicates : 160
Total Edges : 298
Number of Edge Types : 4
Tweet : 23
Retweet : 65
MentionsInRetweet : 152
Mentions : 58
Self-Loops : 23
Reciprocated Vertex Pair Ratio : 0.0320855614973262
Reciprocated Edge Ratio : 0.0621761658031088
Connected Components : 27
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 35
Maximum Edges in a Connected Component : 106
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.281339
Graph Density : 0.0116884689922481
Modularity : 0.566602
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 129 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, 16 May 2022 at 18:45 UTC.

The requested start date was Monday, 16 May 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 12-day, 17-hour, 8-minute period from Monday, 02 May 2022 at 15:27 UTC to Sunday, 15 May 2022 at 08:36 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=275738
[3] https://www.youtube.com/watch?v=9QPrSWiK8d4&utm_content=207450145&utm_medium=social&utm_source=twitter&hss_channel=tw-15659052

[3] https://technical.ly/professional-development/ai-dax-conference-maryland/
[2] https://datasciencecampus.ons.gov.uk/evaluating-synthetic-data-using-synthgauge/
[2] https://blogs.gov.scot/digital/2022/05/06/unlocking-the-value-of-public-sector-data-for-public-benefit/
[2] https://numina.co/software-engineer-full-stack-2022-5/
[2] https://numina.co/lead-data-scientist-2020-05-2/
[2] https://datajourney.akvo.org/blog/what-weve-learned-from-six-years-facilitating-impact-strategies?utm_content=207297196&utm_medium=social&utm_source=twitter&hss_channel=tw-15659052
[2] https://daxconf.org
[1] https://www.loquol.com/zip/97144/faq/

Top URLs in Tweet in G1:
[3] https://technical.ly/professional-development/ai-dax-conference-maryland/
[2] https://daxconf.org
[1] https://royalsociety.org/~/media/policy/projects/machine-learning/publications/machine-learning-report.pdf
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275738

Top URLs in Tweet in G2:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275738
[1] https://twitter.com/christinekeung/status/1519480424086470657
[1] https://twitter.com/gisellecory/status/1524792412526239747
[1] https://www.datakind.org/careers/head-of-data-science
[1] https://twitter.com/Data2X/status/1520408631463727106
[1] https://www.hcinnovationgroup.com/population-health-management/behavioral-health/article/21264382/cms-rolls-out-datainformed-behavioral-health-strategy
[1] https://www.sas.com/en_us/webinars/enhancing-the-partnership.html?utm_source=oto&utm_medium=email&utm_campaign=fsi-gen-us&utm_source=TWITTER&utm_medium=social-advocacy&utm_content=6760397269&utm_campaign=Analytics

Top URLs in Tweet in G3:
[1] https://twitter.com/TheGovLab/status/1524745942699851776

Top URLs in Tweet in G4:
[1] https://twitter.com/InvestInOpen/status/1523637835420422145

Top URLs in Tweet in G5:
[1] https://www.sas.com/de_de/customers/the-nature-conservancy.html?utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=6572961021

Top URLs in Tweet in G6:
[2] https://numina.co/software-engineer-full-stack-2022-5/
[2] https://numina.co/lead-data-scientist-2020-05-2/
[1] https://uniofglos.blog/dataskills/learning-and-teaching-resources/
[1] https://www.sas.com/en_us/webinars/enhancing-the-partnership.html?utm_source=twitter&utm_medium=social-sprinklr&utm_content=6866709067&utm_term=6866709067
[1] https://twitter.com/JoshuaCPowell/status/1523762839999053825
[1] https://numina.co/
[1] https://pages.qlik.com/LTMES_QlikWorldTourVirtualEventLTMES_Registration.html?utm_campaign=7013z000001oSyNAAU&utm_content=Tch2-Prospect&utm_medium=email&utm_source=Marketo&utm_team=GPR
[1] https://www.loquol.com/zip/97144/faq/
[1] https://www.loquol.com/zip/47025/
[1] https://www.loquol.com/zip/36331/faq/

Top URLs in Tweet in G7:
[2] https://datasciencecampus.ons.gov.uk/evaluating-synthetic-data-using-synthgauge/
[1] https://royalsociety.org/blog/2022/05/synthetic-data/
[1] https://www.smartcitiesworld.net/climate-action/climate-action/global-challenge-invites-developers-to-take-on-climate-change-7637
[1] https://blogs.gov.scot/digital/2022/05/06/unlocking-the-value-of-public-sector-data-for-public-benefit/

Top URLs in Tweet in G9:
[1] https://twitter.com/EdUpExperience/status/1518707729493282816

Top Domains
Top Domains in Tweet in Entire Graph:
[10] twitter.com
[5] numina.co
[4] nodexlgraphgallery.org
[3] loquol.com
[3] youtube.com
[3] sas.com
[3] technical.ly
[2] gov.uk
[2] gov.scot
[2] royalsociety.org

Top Domains in Tweet in G1:
[3] technical.ly
[2] daxconf.org
[1] royalsociety.org
[1] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[3] twitter.com
[3] nodexlgraphgallery.org
[1] datakind.org
[1] hcinnovationgroup.com
[1] sas.com

Top Domains in Tweet in G3:
[1] twitter.com

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

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

Top Domains in Tweet in G6:
[5] numina.co
[3] loquol.com
[1] uniofglos.blog
[1] sas.com
[1] twitter.com
[1] qlik.com

Top Domains in Tweet in G7:
[2] gov.uk
[1] royalsociety.org
[1] smartcitiesworld.net
[1] gov.scot

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[64] data4good
[17] ai
[14] datascience
[14] machinelearning
[14] data
[11] bigdata
[8] analytics
[7] openinfra
[6] opendata
[5] dataanalytics



Top Hashtags in Tweet in G1:
[15] ai
[13] machinelearning
[7] datascience
[7] data4good
[6] bigdata
[5] datastrategy
[4] ai4good
[3] analytics
[3] deeplearning
[3] aistrategy

Top Hashtags in Tweet in G2:
[11] data4good
[5] jobalert
[3] mentalhealthmonth
[2] dataforgood
[2] datascience
[2] data
[1] dataequity
[1] datakind
[1] socialimpact
[1] dkx10

Top Hashtags in Tweet in G3:
[1] opendata
[1] datastewardship
[1] policy
[1] dataethics
[1] data4good

Top Hashtags in Tweet in G4:
[7] openinfra
[1] openscience
[1] openaccess
[1] opensource
[1] data4good

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

Top Hashtags in Tweet in G6:
[10] data4good
[2] research
[2] urbanplanning
[2] greenways
[2] climate
[1] data4development
[1] dataskills
[1] datarevolution
[1] data4sdgs
[1] saswebinar

Top Hashtags in Tweet in G7:
[5] bigdata
[4] datascience
[4] data4good
[3] syntheticdata
[3] dataprivacy
[1] dataanalytics
[1] climatechange
[1] smartcities
[1] futurecities
[1] urbandata

Top Hashtags in Tweet in G8:
[2] daasummit22
[2] data4good

Top Hashtags in Tweet in G9:
[1] highered
[1] latinoleaders
[1] innovationleader
[1] data4good

Top Hashtags in Tweet in G10:
[10] data
[5] regtech
[5] fund
[5] distributors
[5] data4good
[5] luxembourg
[4] analytics
[4] dataanalytics
[4] futureofwork
[2] network

Top Words
Top Words in Tweet in Entire Graph:
[64] #data4good
[32] join
[23] data
[22] advisory
[22] board
[22] member
[22] future
[21] thisisplace
[18] more
[17] #ai

Top Words in Tweet in G1:
[15] #ai
[15] dax
[15] conference
[15] more
[13] #machinelearning
[12] join
[12] baltdata
[12] speak
[12] dataworksmd's
[12] future

Top Words in Tweet in G2:
[11] #data4good
[5] #jobalert
[5] this0499154500
[3] #mentalhealthmonth
[3] nodexl
[3] kirkdborne
[3] datakind
[3] sdgailab
[3] data_orchard
[3] drjosh

Top Words in Tweet in G3:
[22] advisory
[22] board
[22] member
[21] thisisplace
[11] join
[11] africa
[11] representative
[11] global
[11] cmngounou
[11] fellow

Top Words in Tweet in G4:
[7] interested
[7] having
[7] #openinfra
[7] offering
[7] listed
[7] investinopen
[7] catalog
[7] open
[7] infrastructure
[7] services

Top Words in Tweet in G5:
[6] nature
[6] conservancy
[6] nature_org
[6] nutzt
[6] sas
[6] customer
[6] intelligence
[6] 360
[6] seine
[6] marketingstrategie

Top Words in Tweet in G6:
[10] #data4good
[6] data
[3] zip
[3] code
[2] between
[2] service
[2] last
[2] hackathon
[2] numina
[2] needs

Top Words in Tweet in G7:
[5] #bigdata
[4] #datascience
[4] #data4good
[3] #syntheticdata
[3] #dataprivacy
[2] evaluating
[2] using
[2] synthgauge
[2] datascicampus
[2] public

Top Words in Tweet in G8:
[3] digital
[3] fia_alerts
[2] #daasummit22
[2] repdlesko
[2] gave
[2] spirited
[2] support
[2] smbs
[2] targeted
[2] advertising

Top Words in Tweet in G9:
[2] honor
[2] co
[2] host
[2] episode
[2] edupexperience
[2] joesallustio
[2] interviewed
[2] rick
[2] torres
[2] bdatawise

Top Words in Tweet in G10:
[15] ume_kyd
[10] future
[10] #data
[7] things
[7] see
[6] value
[5] precious
[5] memories
[5] warm
[5] feel

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[22] advisory,board
[22] board,member
[12] join,baltdata
[12] baltdata,more
[12] speak,dataworksmd's
[12] dataworksmd's,dax
[12] dax,conference
[12] conference,future
[12] future,#ai
[12] #ai,#machinelearning

Top Word Pairs in Tweet in G1:
[12] join,baltdata
[12] baltdata,more
[12] speak,dataworksmd's
[12] dataworksmd's,dax
[12] dax,conference
[12] conference,future
[12] future,#ai
[11] #ai,#machinelearning
[9] #machinelearning,umbc
[9] kirkdborne,join

Top Word Pairs in Tweet in G2:
[4] #data4good,#jobalert
[3] #data4good,nodexl
[3] nodexl,this0499154500
[3] this0499154500,kirkdborne
[3] kirkdborne,datakind
[3] datakind,sdgailab
[3] sdgailab,data_orchard
[3] data_orchard,drjosh
[2] colleague,todd
[2] #data4good,empower

Top Word Pairs in Tweet in G3:
[22] advisory,board
[22] board,member
[11] join,thisisplace
[11] thisisplace,africa
[11] africa,representative
[11] representative,global
[11] global,advisory
[11] member,cmngounou
[11] cmngounou,fellow
[11] fellow,advisory

Top Word Pairs in Tweet in G4:
[7] interested,having
[7] having,#openinfra
[7] #openinfra,offering
[7] offering,listed
[7] listed,investinopen
[7] investinopen,catalog
[7] catalog,open
[7] open,infrastructure
[7] infrastructure,services
[6] kaythaney,interested

Top Word Pairs in Tweet in G5:
[6] nature,conservancy
[6] conservancy,nature_org
[6] nature_org,nutzt
[6] nutzt,sas
[6] sas,customer
[6] customer,intelligence
[6] intelligence,360
[6] 360,seine
[6] seine,marketingstrategie
[6] marketingstrategie,modernisieren

Top Word Pairs in Tweet in G6:
[3] zip,code
[2] numina,needs
[2] needs,couple
[2] couple,nerds
[2] nerds,software
[2] software,engineer
[2] engineer,full
[2] full,stack
[2] stack,data
[2] data,scientist

Top Word Pairs in Tweet in G7:
[2] evaluating,#syntheticdata
[2] #syntheticdata,using
[2] using,synthgauge
[2] synthgauge,datascicampus
[2] datascicampus,#bigdata
[2] #bigdata,#datascience
[2] #data4good,#dataprivacy
[2] #bigdata,#data4good

Top Word Pairs in Tweet in G8:
[2] #daasummit22,repdlesko
[2] repdlesko,gave
[2] gave,spirited
[2] spirited,support
[2] support,smbs
[2] smbs,targeted
[2] targeted,digital
[2] digital,advertising
[2] advertising,hear
[2] hear,fia_alerts

Top Word Pairs in Tweet in G9:
[2] honor,co
[2] co,host
[2] host,episode
[2] episode,edupexperience
[2] edupexperience,joesallustio
[2] joesallustio,interviewed
[2] interviewed,rick
[2] rick,torres
[2] torres,bdatawise
[2] bdatawise,ceo

Top Word Pairs in Tweet in G10:
[5] precious,memories
[5] memories,warm
[5] warm,future
[5] future,things
[5] things,feel
[5] feel,closer
[5] closer,farther
[5] farther,away
[5] away,see
[5] see,world

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@ume_kyd
@dataworksmd
@baltdata
@thisisplace
@cmngounou
@sver
@umbc
@investinopen
@kaythaney

Top Mentioned in G1:
@dataworksmd
@baltdata
@kirkdborne
@umbc
@royalsociety
@this0499154500
@datakind
@sdgailab
@data_orchard
@drjosh

Top Mentioned in G2:
@this0499154500
@kirkdborne
@datakind
@sdgailab
@data_orchard
@drjosh
@sassoftware
@ac
@sanjosemoti
@datakindsf

Top Mentioned in G3:
@thisisplace
@cmngounou
@sver
@sverhulst

Top Mentioned in G4:
@investinopen
@kaythaney

Top Mentioned in G5:
@nature_org
@sas_dach

Top Mentioned in G7:
@datascicampus
@urbanbigdata
@royalsociety
@smartcitiesw
@digitalscots

Top Mentioned in G8:
@fia_alerts
@repdlesko
@daausa
@adstradata
@missingkids

Top Mentioned in G9:
@edupexperience
@joesallustio
@bdatawise
@lindabattles
@nsclearinghouse

Top Mentioned in G10:
@ume_kyd

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@boxticker
@guardian
@hubofml
@opensource_orgs
@education_24x7
@ricardo_ik_ahau
@gdprai
@hiringcare
@cybervenus

Top Tweeters in G1:
@fabriciosx
@hubofml
@education_24x7
@ricardo_ik_ahau
@jayeshmthakur
@nvsdata
@kirkdborne
@z4chburris
@umbc
@czuritav_

Top Tweeters in G2:
@hiringcare
@sassoftware
@johnmaynardcpa
@cmsgov
@this0499154500
@acapsproject
@datakind
@data2x
@drjosh
@ac

Top Tweeters in G3:
@spatialred
@cmngounou
@afroleadership_
@mydataafrica
@villesetcommune
@vbwamba
@citiesafrica
@checkersnetwork
@thisisplace
@aimf_sim_ba

Top Tweeters in G4:
@opensource_orgs
@openscitalk
@alsothings
@ldodds
@kaythaney
@georgiamoon
@neurosarda
@investinopen

Top Tweeters in G5:
@boxticker
@bodo_craftart
@kettjbrown
@nature_org
@fritz70934918
@sas_dach
@frickpatrick5

Top Tweeters in G6:
@sas_cares
@loquol
@writeforshai
@sianbasker
@analyticsdataco
@markumina
@dataskills4dev

Top Tweeters in G7:
@gdprai
@royalsociety
@smartcitiesw
@urbanbigdata
@digitalscots
@datascicampus

Top Tweeters in G8:
@missingkids
@repdlesko
@daausa
@adstradata
@fia_alerts
@jasonjbier

Top Tweeters in G9:
@nsclearinghouse
@wgutxchancellor
@edupexperience
@joesallustio
@lindabattles
@bdatawise

Top Tweeters in G10:
@75hikarihanate
@mahakarunika
@tracyscottkelly
@ume_kyd
@_kato_shinya


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