#data4good, Twitter, 8/15/2022 7:44:24 PM, 280138


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#data4good_2022-08-15_11-45-01.xlsx
#data4good_2022-08-15_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3JZhrws
@biscorecard
@ume_kyd
@dataconla
@kborchgrevink
@datakind
@flowminder
@kirkdborne
@nordicgeo
@civicdatalab
@afroleadership_

Top hashtags:
#data4good
#data
#datascience
#analytics
#dataanalytics
#locationdata
#mappingdata

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, 15 August 2022 at 18:45 UTC.

The requested start date was Monday, 15 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 11-day, 19-hour, 47-minute period from Monday, 01 August 2022 at 11:48 UTC to Saturday, 13 August 2022 at 07:36 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 : 90
Edges With Duplicates : 176
Total Edges : 266
Number of Edge Types : 5
Retweet : 69
MentionsInRetweet : 104
Mentions : 57
Tweet : 33
Replies to : 3
Self-Loops : 34
Reciprocated Vertex Pair Ratio : 0.0592592592592593
Reciprocated Edge Ratio : 0.111888111888112
Connected Components : 29
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 12
Maximum Edges in a Connected Component : 46
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.545748
Graph Density : 0.00866036821705426
Modularity : 0.513465
NodeXL Version : 1.0.1.503
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, 15 August 2022 at 18:45 UTC.

The requested start date was Monday, 15 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 11-day, 19-hour, 47-minute period from Monday, 01 August 2022 at 11:48 UTC to Saturday, 13 August 2022 at 07:36 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:
[8] https://www.lagazettedescommunes.com/820408/un-referentiel-pour-maitriser-limpact-environnemental-des-donnees/
[5] https://www.latech4good.org/dataworkshop-public
[3] https://www.the-yuan.com/344/Open-medical-data-advances-digital-health.html
[2] https://blog.ukdataservice.ac.uk/spotlight-on-reproducibility/
[1] http://www.dataconla.com/registration/
[1] https://medium.com/geekculture/time-series-analysis-and-time-aware-ml-the-vast-and-deep-relationship-between-statistics-and-time-5ec2b4f31d29
[1] https://www.loquol.com/zip/14722/faq/
[1] https://www.loquol.com/zip/55428/
[1] https://www.loquol.com/zip/32180/faq/
[1] https://www.loquol.com/zip/66959/faq/

Top URLs in Tweet in G1:
[1] https://twitter.com/gisellecory/status/1556973998315028480
[1] https://twitter.com/BIScorecard/status/1555939523112083456
[1] https://twitter.com/sarahtlucas/status/1551988736518492160
[1] https://benn.substack.com/p/analysts-should-have-portfolios

Top URLs in Tweet in G2:
[1] http://www.dataconla.com/registration/
[1] https://www.latech4good.org/dataworkshop-public
[1] https://www.sorcero.com/blog/sorcero-dipanwita-das-data-con-la-2022
[1] https://www.dataconla.com/
[1] https://www.youtube.com/watch?v=95-ygNJ9_Fc&feature=youtu.be


Top URLs in Tweet in G3:
[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 G4:
[1] https://twitter.com/ThisIsPLACE/status/1554204140439494659

Top URLs in Tweet in G6:
[1] https://jobs.civicdatalab.in/jobs/Careers/43704000002163011/Legal-Data-and-Policy-Associate?source=CareerSite

Top URLs in Tweet in G7:
[8] https://www.lagazettedescommunes.com/820408/un-referentiel-pour-maitriser-limpact-environnemental-des-donnees/

Top URLs in Tweet in G8:
[3] 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
[1] https://twitter.com/ArankaASKS/status/1555937060296351744

Top URLs in Tweet in G9:
[1] https://twitter.com/crisisreadiness/status/1554101589102604288

Top URLs in Tweet in G10:
[1] https://www.fondationbotnar.org/our-work/ai-and-digital-for-the-next-generation/

Top Domains
Top Domains in Tweet in Entire Graph:
[8] lagazettedescommunes.com
[7] twitter.com
[6] loquol.com
[5] latech4good.org
[4] the-yuan.com
[3] dataconla.com
[2] soziale-wirkung.de
[2] ac.uk
[1] medium.com
[1] sorcero.com

Top Domains in Tweet in G1:
[3] twitter.com
[1] substack.com

Top Domains in Tweet in G2:
[2] dataconla.com
[1] latech4good.org
[1] sorcero.com
[1] youtube.com

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

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

Top Domains in Tweet in G6:
[1] civicdatalab.in

Top Domains in Tweet in G7:
[8] lagazettedescommunes.com

Top Domains in Tweet in G8:
[4] the-yuan.com
[1] twitter.com

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

Top Domains in Tweet in G10:
[1] fondationbotnar.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[70] data4good
[24] data
[10] datascience
[10] analytics
[8] dataanalytics
[8] locationdata
[8] mappingdata
[7] geodata
[7] hiringalert
[6] regtech



Top Hashtags in Tweet in G1:
[5] data4good
[2] jobalert
[1] datakind
[1] dataforgood
[1] dssg

Top Hashtags in Tweet in G2:
[7] data4good
[3] dataconla
[2] humanskills
[1] dataequity
[1] equity
[1] data
[1] datajustice
[1] responsibledata
[1] tech4good
[1] techforgood

Top Hashtags in Tweet in G3:
[18] data
[9] data4good
[6] dataanalytics
[6] regtech
[6] fund
[6] distributors
[6] luxembourg
[6] analytics
[5] futureofwork
[4] datastorytelling

Top Hashtags in Tweet in G4:
[8] locationdata
[8] mappingdata
[7] geodata
[2] data4good
[1] dataethics
[1] responsibleuse

Top Hashtags in Tweet in G5:
[6] data4good
[2] cdrdata
[2] partnerships4thegoals
[1] nigeria
[1] mobileoperatordata
[1] covid19
[1] statistics

Top Hashtags in Tweet in G6:
[7] hiringalert
[1] opendata
[1] law
[1] justice
[1] remotework
[1] data4good

Top Hashtags in Tweet in G7:
[1] green4data
[1] data4good
[1] consultation

Top Hashtags in Tweet in G8:
[3] digitalhealth
[2] data4good
[1] opendata
[1] bigdata
[1] datascience
[1] ai
[1] machinelearning
[1] healthtech
[1] opendata2022
[1] iot

Top Hashtags in Tweet in G9:
[1] data4good

Top Hashtags in Tweet in G10:
[1] healthdataprinciples
[1] data4good

Top Words
Top Words in Tweet in Entire Graph:
[70] #data4good
[55] data
[26] #data
[24] ume_kyd
[12] see
[12] different
[12] join
[11] things
[11] future
[10] value

Top Words in Tweet in G1:
[5] #data4good
[4] way
[3] biscorecard
[3] bennstancil
[3] blog
[3] analysts
[3] needing
[3] portfolios
[3] gr8
[3] build

Top Words in Tweet in G2:
[7] #data4good
[6] dataconla
[4] register
[3] #dataconla
[3] join
[3] many
[3] great
[3] speakers
[2] excited
[2] moderating

Top Words in Tweet in G3:
[24] ume_kyd
[20] #data
[11] things
[11] different
[11] see
[10] future
[9] #data4good
[9] value
[8] reveal
[8] sides

Top Words in Tweet in G4:
[10] thisisplace
[8] model
[8] ethical
[8] #locationdata
[8] #mappingdata
[7] wonderful
[7] game
[7] changing
[7] spearheading
[7] use

Top Words in Tweet in G5:
[8] statsghana
[7] vodafoneghana
[7] flowminder
[6] #data4good
[6] accra
[4] happier
[4] series
[4] workshops
[4] discussions
[3] today

Top Words in Tweet in G6:
[8] datasets
[7] #hiringalert
[7] passionate
[7] data
[7] increase
[7] supply
[7] demand
[7] legal
[7] join
[7] grow

Top Words in Tweet in G7:
[8] opendata_fr
[8] rã
[8] fã
[8] rentiel
[8] maã
[8] triser
[8] l'impact
[8] environnemental
[8] donnã
[8] esâ

Top Words in Tweet in G8:
[6] open
[6] medical
[6] data
[3] article
[3] advances
[3] #digitalhealth
[3] articles
[3] series
[2] kirkdborne
[2] #data4good

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[8] reveal,sides
[8] rã,fã
[8] fã,rentiel
[8] rentiel,maã
[8] maã,triser
[8] triser,l'impact
[8] l'impact,environnemental
[8] environnemental,donnã
[8] donnã,esâ
[8] esâ,lagazettefr

Top Word Pairs in Tweet in G1:
[3] bennstancil,blog
[3] blog,analysts
[3] analysts,needing
[3] needing,portfolios
[3] portfolios,gr8
[3] gr8,way
[3] way,build
[3] build,non
[3] non,confidential
[3] confidential,data

Top Word Pairs in Tweet in G2:
[3] #dataconla,#data4good
[3] join,dataconla
[3] many,great
[3] great,speakers
[2] excited,moderating
[2] moderating,#data4good
[2] #data4good,panel
[2] panel,dataconla
[2] dataconla,oct
[2] oct,24

Top Word Pairs in Tweet in G3:
[8] reveal,sides
[7] precious,memories
[7] memories,warm
[7] things,feel
[7] feel,closer
[7] closer,farther
[7] farther,away
[7] away,see
[7] see,world
[7] world,different

Top Word Pairs in Tweet in G4:
[7] thisisplace,wonderful
[7] wonderful,game
[7] game,changing
[7] changing,model
[7] model,spearheading
[7] spearheading,ethical
[7] ethical,use
[7] use,#locationdata
[7] #locationdata,#geodata
[7] #geodata,#mappingdata

Top Word Pairs in Tweet in G5:
[5] statsghana,vodafoneghana
[4] happier,statsghana
[4] vodafoneghana,accra
[4] accra,series
[4] series,workshops
[4] workshops,discussions
[3] #data4good,partnership
[3] flowminder,happier
[3] discussions,pro
[2] today,meeting

Top Word Pairs in Tweet in G6:
[7] #hiringalert,passionate
[7] passionate,data
[7] data,increase
[7] increase,supply
[7] supply,demand
[7] demand,legal
[7] legal,datasets
[7] datasets,join
[7] join,grow
[6] civicdatalab,#hiringalert

Top Word Pairs in Tweet in G7:
[8] rã,fã
[8] fã,rentiel
[8] rentiel,maã
[8] maã,triser
[8] triser,l'impact
[8] l'impact,environnemental
[8] environnemental,donnã
[8] donnã,esâ
[8] esâ,lagazettefr
[7] opendata_fr,rã

Top Word Pairs in Tweet in G8:
[6] open,medical
[6] medical,data
[3] article,open
[3] data,advances
[3] advances,#digitalhealth
[3] #digitalhealth,articles
[3] articles,open
[3] data,series
[2] kirkdborne,article

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@thisisplace
@statsghana
@opendata_fr
@lagazettefr
@vodafoneghana
@dataconla
@afroleadership_
@civicdatalab
@justicehub

Top Mentioned in G1:
@biscorecard
@bennstancil
@globalcanopy
@idinsight
@datakind
@vizfsg
@data4sdgs
@joyb123
@womenindataorg
@thoughtspot

Top Mentioned in G2:
@dataconla
@jeanneholm
@kborchgrevink
@toddterrazas
@misterrosenberg
@data4goodinc
@sorceroco
@dipanwita_d
@tomhenricksen

Top Mentioned in G3:
@ume_kyd
@openblender_io

Top Mentioned in G4:
@thisisplace
@afroleadership_
@cmngounou
@peter_rabley
@unggim
@spatialred
@locuscharter

Top Mentioned in G5:
@statsghana
@vodafoneghana
@flowminder
@dsn_ai_network

Top Mentioned in G6:
@civicdatalab
@justicehub
@justicehubindia

Top Mentioned in G7:
@opendata_fr
@lagazettefr
@matthieubrient

Top Mentioned in G8:
@kirkdborne
@yuancommunity
@stellar_hug
@arankaasks
@conste11ation

Top Mentioned in G9:
@crisisreadiness
@simulacrandrew
@immap_org
@pdc_global
@harvard_data
@meta

Top Mentioned in G10:
@yet4uhc
@ghfutures2030
@trans4m_health
@idair_geneva

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@codewithtwitchi
@0214towel
@75hikarihanate
@nordicgeo
@taliartwork
@kirkdborne
@ucloudifyai
@openblender_io
@lastquake

Top Tweeters in G1:
@dockevinelder
@biscorecard
@data4sdgs
@datakind
@globalcanopy
@heartstringsorg
@idinsight
@bennstancil
@joyb123
@womenindataorg

Top Tweeters in G2:
@tcagley
@tomhenricksen
@toddterrazas
@dipanwita_d
@kborchgrevink
@jeanneholm
@evanpereira
@dataconla
@sorceroco
@data4goodinc

Top Tweeters in G3:
@codewithtwitchi
@0214towel
@75hikarihanate
@taliartwork
@openblender_io
@drodriqueqez
@writerdmayall
@ume_kyd
@_kato_shinya
@msmimi1075

Top Tweeters in G4:
@spatialred
@cmngounou
@afroleadership_
@unggim
@peter_rabley
@villesetcommune
@vbwamba
@citiesafrica
@thisisplace
@locuscharter

Top Tweeters in G5:
@lastquake
@vodafoneghana
@dsn_ai_network
@twittdisu
@the_brooksy
@rolandhosner
@statsghana
@seidu_omar
@flowminder

Top Tweeters in G6:
@pranesh
@jeevika_shiv
@ssubinaya
@sphanidatta
@mrarunsudarsan
@civicdatalab
@justicehubindia
@tauseefsshah
@justicehub

Top Tweeters in G7:
@lagazettefr
@matthieubrient
@jackybejean
@opendata_fr
@ouralakim
@n_vernus_prost
@loscom24
@ccoulombeau
@villelyoncarto

Top Tweeters in G8:
@chidambara09
@kirkdborne
@datasciencedojo
@arankaasks
@yuancommunity
@conste11ation
@stellar_hug

Top Tweeters in G9:
@nordicgeo
@simulacrandrew
@meta
@immap_org
@harvard_data
@pdc_global
@crisisreadiness

Top Tweeters in G10:
@fondationbotnar
@ghfutures2030
@trans4m_health
@idair_geneva
@yet4uhc