#data4good, Twitter, 9/20/2021 7:20:28 PM, 262501


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#data4good_2021-09-20_10-56-27.xlsx
#data4good_2021-09-20_10-56-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 20, 2021
Short Description:
#data4good via NodeXL https://bit.ly/3tVEuju
@ume_kyd
@_m_dey
@codewithtwitchi
@developerbot_v1
@fabriciosx
@johngmcnutt
@helenolsen
@pythonroboto
@datasciencebot_
@kirkdborne

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

Description:
Description
The graph represents a network of 356 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, 20 September 2021 at 17:56 UTC.

The requested start date was Monday, 20 September 2021 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, 13-hour, 36-minute period from Monday, 06 September 2021 at 08:28 UTC to Sunday, 19 September 2021 at 22:04 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 : 356
Unique Edges : 135
Edges With Duplicates : 1612
Total Edges : 1747
Number of Edge Types : 5
Mentions : 77
Retweet : 805
MentionsInRetweet : 777
Tweet : 85
Replies to : 3
Self-Loops : 164
Reciprocated Vertex Pair Ratio : 0.026246719160105
Reciprocated Edge Ratio : 0.051150895140665
Connected Components : 36
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 245
Maximum Edges in a Connected Component : 1598
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.52546
Graph Density : 0.00309384396265232
Modularity : 0.208518
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 356 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, 20 September 2021 at 17:56 UTC.

The requested start date was Monday, 20 September 2021 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, 13-hour, 36-minute period from Monday, 06 September 2021 at 08:28 UTC to Sunday, 19 September 2021 at 22:04 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:
[11] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249876
[2] https://dy.si/qsphE
[2] https://techmatters.org/skoll-video-nithya-ramanathan-on-decolonizing-data/
[2] https://www.mdpi.com/2071-1050/12/8/3223/htm
[1] https://elevationweb.typeform.com/SocialImpact
[1] https://twitter.com/DNP_Colombia/status/1439609320036081666
[1] https://tech-blog.zif-berlin.org/data-fragile-contexts-new-approaches-context-monitoring
[1] https://www.weforum.org/whitepapers/empowered-data-societies-a-human-centric-approach-to-data-relationships
[1] https://datafest.global/our-people/

Top URLs in Tweet in G2:
[2] https://dy.si/qsphE
[1] https://dy.si/oGL5W
[1] https://bit.ly/3C5Z7fA
[1] https://dy.si/5whqg
[1] https://dy.si/94292
[1] https://dy.si/9dwXZB
[1] https://dy.si/M5YFtX
[1] https://dy.si/szaW8
[1] https://dy.si/9ubbH
[1] https://dy.si/FGchQV

Top URLs in Tweet in G3:
[1] https://www.ukauthority.com/articles/sutton-council-trials-iot-for-disabled-parking-bays/
[1] https://www.ukauthority.com/articles/highways-england-plans-digital-twin-of-roads-network/
[1] https://www.ukauthority.com/articles/geospatial-commission-announces-land-use-data-pilots/
[1] https://www.ukauthority.com/articles/ccs-plans-2-billion-big-data-and-analytics-framework/
[1] https://www.ukauthority.com/articles/mhclg-backs-data-sharing-projects-for-vulnerable-children/
[1] https://www.ukauthority.com/articles/build-begins-on-digital-map-of-underground-assets/
[1] https://www.ukauthority.com/articles/nao-slams-home-office-record-on-national-law-enforcement-data-service/
[1] https://www.ukauthority.com/articles/dcms-plans-indicator-suite-on-progress-of-national-data-strategy/
[1] https://www.ukauthority.com/articles/glasgow-city-council-creates-open-data-hub/
[1] https://www.ukauthority.com/articles/moj-leads-programme-to-link-vulnerability-data/

Top URLs in Tweet in G4:
[10] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249876
[2] https://www.mdpi.com/2071-1050/12/8/3223/htm

Top URLs in Tweet in G5:
[1] https://twitter.com/SASsoftware/status/1437802787979550729
[1] https://twitter.com/SASsoftware/status/1433055597193220102
[1] https://dy.si/dZ6f2
[1] https://dy.si/91uaap
[1] https://dy.si/ZXQxF

Top URLs in Tweet in G6:
[1] https://twitter.com/Africa_evidence/status/1434800583999954946
[1] https://www.sas.com/fr_fr/data-for-good.html?utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=5433602927
[1] https://chorusintel.com/managing-data-and-risk-in-missing-person-investigations/
[1] https://bit.ly/3nwTXDq
[1] https://twitter.com/UNSierraLeone/status/1437310867343818753
[1] https://www.linkedin.com/slink?code=d6gXy7yx
[1] https://www.linkedin.com/slink?code=dUTQdSTG
[1] https://twitter.com/ClimateChangeAI/status/1436291864882204677
[1] https://www.linkedin.com/pulse/fatal-culture-secrecy-richard-d-ambrosio

Top URLs in Tweet in G7:
[1] https://twitter.com/DNP_Colombia/status/1439609320036081666
[1] https://www.weforum.org/whitepapers/empowered-data-societies-a-human-centric-approach-to-data-relationships
[1] https://tech-blog.zif-berlin.org/data-fragile-contexts-new-approaches-context-monitoring

Top URLs in Tweet in G8:
[1] https://precisionforcovid.org/ccvi
[1] https://www.youtube.com/watch?v=yqBqVgvU-3M

[1] https://www.nature.com/articles/d41586-021-02497-4

Top URLs in Tweet in G9:
[1] https://twitter.com/ChaireANMT/status/1434063685702635520

Top Domains
Top Domains in Tweet in Entire Graph:
[22] dy.si
[15] twitter.com
[11] bah.com
[10] ukauthority.com
[4] linkedin.com
[3] sas.com
[3] nodexlgraphgallery.org
[2] co.uk
[2] bit.ly
[2] techmatters.org

Top Domains in Tweet in G2:
[17] dy.si
[1] bit.ly
[1] ac.uk

Top Domains in Tweet in G3:
[10] ukauthority.com
[1] twitter.com
[1] datafest.global
[1] bah.com
[1] statescoop.com

Top Domains in Tweet in G4:
[10] bah.com
[3] nodexlgraphgallery.org
[2] mdpi.com

Top Domains in Tweet in G5:
[3] dy.si
[2] twitter.com

Top Domains in Tweet in G6:
[3] twitter.com
[3] linkedin.com
[1] sas.com
[1] chorusintel.com
[1] bit.ly

Top Domains in Tweet in G7:
[1] twitter.com
[1] weforum.org
[1] zif-berlin.org

Top Domains in Tweet in G8:
[1] precisionforcovid.org
[1] youtube.com
[1] nature.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[386] data4good
[379] data
[246] ai
[123] datascience
[121] sustainability
[106] analytics
[99] machinelearning
[89] conservation
[86] wildlife
[60] health



Top Hashtags in Tweet in G1:
[356] data
[88] analytics
[30] innovation
[30] regtech
[30] data4good
[30] luxembourg
[29] distributors
[28] fund
[28] datamining
[26] dataanalytics

Top Hashtags in Tweet in G2:
[238] data4good
[202] ai
[110] sustainability
[89] machinelearning
[88] datascience
[77] conservation
[74] wildlife
[52] health
[50] artificialintelligence
[46] climate

Top Hashtags in Tweet in G3:
[34] data4good
[14] ai
[12] datascience
[9] ml
[7] data
[6] sustainability
[5] health
[5] wildlife
[5] conservation
[4] analytics

Top Hashtags in Tweet in G4:
[24] data4good
[23] ai
[14] datascience
[11] bigdata
[6] wildlife
[6] conservation
[5] machinelearning
[5] sustainability
[4] datascibowl
[3] iot

Top Hashtags in Tweet in G5:
[11] data4good
[2] ai
[2] datascience
[2] dataisintheair
[2] datos
[1] wildlife
[1] conservation
[1] weatherreport
[1] machinelearning
[1] citizenscience

Top Hashtags in Tweet in G6:
[11] data4good
[1] africaevidenceweek2021
[1] eidm
[1] eipm
[1] ask4evidence
[1] sas
[1] misper
[1] hackinsas
[1] sierraleone
[1] salonetwitter

Top Hashtags in Tweet in G7:
[6] data4good
[4] mapainversiones
[4] transparencia
[2] data
[1] colombia
[1] rights
[1] dataempowered

Top Hashtags in Tweet in G8:
[3] data4good
[1] publichealth
[1] maternalhealth
[1] dcmaternalhealthsummit
[1] mnch
[1] womeninstem

Top Hashtags in Tweet in G9:
[6] marseille
[6] pmf21
[6] tourismedurable
[1] nudge
[1] data4good

Top Hashtags in Tweet in G10:
[1] ethical
[1] data4development
[1] data4good

Top Words
Top Words in Tweet in Entire Graph:
[465] ume_kyd
[386] #data4good
[384] #data
[301] change
[281] _m_dey
[246] #ai
[233] insights
[207] life
[189] value
[142] maximize

Top Words in Tweet in G1:
[443] ume_kyd
[360] #data
[277] change
[224] insights
[178] value
[150] life
[136] maximize
[134] always
[123] future
[121] smarter

Top Words in Tweet in G2:
[248] _m_dey
[238] #data4good
[202] #ai
[110] #sustainability
[89] #machinelearning
[88] #datascience
[77] #conservation
[74] #wildlife
[56] artificial
[53] life

Top Words in Tweet in G3:
[34] data
[34] #data4good
[15] _m_dey
[14] #ai
[13] using
[12] #datascience
[11] stormid
[9] roads
[9] improve
[9] #ml

Top Words in Tweet in G4:
[24] #data4good
[23] #ai
[15] _m_dey
[14] #datascience
[11] kirkdborne
[11] #bigdata
[10] wisconsin
[10] utility
[10] turns
[10] reduce

Top Words in Tweet in G5:
[11] #data4good
[9] sassoftware
[4] piperlab_es
[4] esthermoralesp
[4] enriquepolo
[3] work
[3] _m_dey
[3] salesforcees
[3] capitalradiob
[3] gracias

Top Words in Tweet in G6:
[11] #data4good
[3] part
[3] data
[2] sas
[2] team
[2] risk

Top Words in Tweet in G7:
[6] #data4good
[4] #mapainversiones
[4] herramienta
[4] clave
[4] mejorar
[4] eficiencia
[4] #transparencia
[4] inversiones
[4] data
[3] carlos_santiso

Top Words in Tweet in G8:
[4] data
[3] #data4good
[2] cici_mydogisqq
[2] icymi
[2] check
[2] full
[2] conversation
[2] surgo
[2] analyst
[2] jordan

Top Words in Tweet in G9:
[6] direction
[6] #marseille
[6] demain
[6] prise
[6] parole
[6] lors
[6] #pmf21
[6] parler
[6] #tourismedurable
[6] enjeux

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[142] maximize,value
[140] #ai,#data4good
[128] #data,smarter
[128] smarter,insights
[118] cloud,pass
[118] pass,tell
[118] tell,always
[118] always,changing
[118] changing,life
[118] life,change

Top Word Pairs in Tweet in G1:
[136] maximize,value
[121] #data,smarter
[121] smarter,insights
[112] cloud,pass
[112] pass,tell
[112] tell,always
[112] always,changing
[112] changing,life
[112] life,change
[112] change,light

Top Word Pairs in Tweet in G2:
[124] #ai,#data4good
[73] #wildlife,#conservation
[45] artificial,intelligence
[42] #data4good,#machinelearning
[39] #100daysofcode,#python
[37] #datascience,#100daysofcode
[37] #data4good,#sustainability
[35] #ai,#datascience
[32] #data4good,#climate
[32] #climate,#sustainability

Top Word Pairs in Tweet in G3:
[10] using,data
[8] #datascience,#data4good
[8] great,hear
[8] hear,cturpie
[8] cturpie,stormid
[8] stormid,using
[8] data,#ml
[8] #ml,improve
[8] improve,patient's
[8] patient's,experiences

Top Word Pairs in Tweet in G4:
[12] #datascience,#data4good
[10] wisconsin,utility
[10] utility,turns
[10] turns,#ai
[10] #ai,reduce
[10] reduce,wasted
[10] wasted,power
[10] power,#bigdata
[10] #bigdata,#datascience
[8] kirkdborne,wisconsin

Top Word Pairs in Tweet in G5:
[3] piperlab_es,sassoftware
[3] sassoftware,esthermoralesp
[3] esthermoralesp,enriquepolo
[3] enriquepolo,salesforcees
[3] salesforcees,capitalradiob
[3] capitalradiob,gracias
[3] gracias,invitación
[3] invitación,vemos
[2] rojasadri26,piperlab_es
[2] adriana,rojas

Top Word Pairs in Tweet in G7:
[4] #data4good,#mapainversiones
[4] #mapainversiones,herramienta
[4] herramienta,clave
[4] clave,mejorar
[4] mejorar,eficiencia
[4] eficiencia,#transparencia
[4] #transparencia,inversiones
[3] carlos_santiso,#data4good
[3] inversiones,pub
[2] data,gaps

Top Word Pairs in Tweet in G8:
[2] icymi,check
[2] check,full
[2] full,conversation
[2] conversation,surgo
[2] surgo,analyst
[2] analyst,jordan
[2] jordan,downey
[2] downey,momhealthdc
[2] momhealthdc,mayorbowser's
[2] mayorbowser's,team

Top Word Pairs in Tweet in G9:
[6] direction,#marseille
[6] #marseille,demain
[6] demain,prise
[6] prise,parole
[6] parole,lors
[6] lors,#pmf21
[6] #pmf21,parler
[6] parler,#tourismedurable
[6] #tourismedurable,enjeux
[6] enjeux,bas

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ume_kyd
@_m_dey
@kirkdborne
@stormid
@martinhoyes
@sassoftware
@cturpie
@datalabscotland
@helenolsen
@360giving

Top Mentioned in G1:
@ume_kyd

Top Mentioned in G2:
@_m_dey
@ume_kyd
@followyouswap
@urbanbigdata
@helenolsen
@martinhoyes

Top Mentioned in G3:
@_m_dey
@stormid
@cturpie
@datalabscotland
@helenolsen
@ume_kyd
@nsf
@datafest_
@emkerrison
@esri

Top Mentioned in G4:
@_m_dey
@kirkdborne
@fmfrancoise
@chidambara09
@sallyeaves
@eli_krumova
@how_sustainable
@salhaj
@datasciencebot_

Top Mentioned in G5:
@sassoftware
@esthermoralesp
@enriquepolo
@_m_dey
@piperlab_es
@salesforcees
@capitalradiob
@rojasadri26
@doc_meg_ia
@unc

Top Mentioned in G7:
@carlos_santiso
@el_bid
@jcruzvieyra
@dgomezco
@wef
@helsinki
@sheila_warren
@giz_data_lab
@catherine2804

Top Mentioned in G8:
@momhealthdc
@mayorbowser
@semasgaier
@cici_mydogisqq
@utexassph
@surgoventures
@clarewhatson

Top Mentioned in G9:
@giomcromer
@reseau_atd
@idtourism1

Top Mentioned in G10:
@rachelbennett99
@aytechin
@mariajbuedo
@formosapace
@euerasmusplus

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@thedeveloperbot
@cybersecurityn8
@artificialbra1n
@hasscho
@discovertech3
@ipythonistabot
@morolswediu

Top Tweeters in G1:
@hasscho
@tess_blue815
@_masumi_222
@yukika337700
@lib2015blog
@imsurfing2u
@charlotteclarls
@dad_tachan
@bdpowqiisathcas
@mowlee

Top Tweeters in G2:
@xaelbot
@thedeveloperbot
@artificialbra1n
@discovertech3
@ipythonistabot
@morolswediu
@hubofml
@dataaugmented
@andrewmorrisuk
@djangobot_

Top Tweeters in G3:
@sound_of_sirens
@datasciencebot_
@developerbot_v1
@techie_wiz
@state_scoop
@richardkimphd
@techsoup
@helenolsen
@johngmcnutt
@nsf

Top Tweeters in G4:
@sectest9
@chidambara09
@cybersecurityn8
@godfrey_g_
@ricardo_ik_ahau
@fmfrancoise
@salhaj
@enricofrasca3
@kirkdborne
@sallyeaves

Top Tweeters in G5:
@capitalradiob
@pythonroboto
@sassoftware
@unc
@helloworldgrrls
@drjosh
@piperlab_es
@bettinalang
@esthermoralesp
@salesforcees

Top Tweeters in G6:
@sasfrance
@jaa
@sas_nordic
@david_pope_
@evalexpl
@narrativityhv
@acquirenz
@faosierraleone
@sozialewirkung
@chorusintel

Top Tweeters in G7:
@wef
@dgomezco
@helsinki
@casteandres93
@el_bid
@carlos_santiso
@sheila_warren
@jcruzvieyra
@giz_data_lab
@catherine2804

Top Tweeters in G8:
@nature
@mayorbowser
@semasgaier
@utexassph
@clarewhatson
@surgoventures
@momhealthdc
@cici_mydogisqq

Top Tweeters in G9:
@giomcromer
@philippebernez
@reseau_atd
@chaireanmt
@codoureybot
@carmouzelaura
@idtourism1

Top Tweeters in G10:
@euerasmusplus
@lynchkenny
@formosapace
@mariajbuedo
@dataskills4dev
@rachelbennett99
@aytechin