#data4good, Twitter, 1/31/2022 7:43:17 PM, 271047


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#data4good_2022-01-31_10-56-27.xlsx
#data4good_2022-01-31_10-56-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 31, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3un9U4q
@kirkdborne
@datalabscotland
@datakind
@sassoftware
@vbwamba
@astuntech
@afroleadership_
@thisisplace
@ume_kyd
@cmngounou

Top hashtags:
#data4good
#ai
#data
#datascience
#sashackathon
#sasanalyticsexplorers
#analytics

Description:
Description
The graph represents a network of 194 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, 31 January 2022 at 18:56 UTC.

The requested start date was Monday, 31 January 2022 at 01:01 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, 30-minute period from Monday, 17 January 2022 at 03:31 UTC to Friday, 28 January 2022 at 23:02 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 : 194
Unique Edges : 143
Edges With Duplicates : 321
Total Edges : 464
Number of Edge Types : 5
Retweet : 126
MentionsInRetweet : 220
Mentions : 66
Tweet : 49
Replies to : 3
Self-Loops : 51
Reciprocated Vertex Pair Ratio : 0.0622222222222222
Reciprocated Edge Ratio : 0.117154811715481
Connected Components : 52
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 17
Maximum Edges in a Connected Component : 118
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.563119
Graph Density : 0.00638320602531916
Modularity : 0.50067
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 194 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, 31 January 2022 at 18:56 UTC.

The requested start date was Monday, 31 January 2022 at 01:01 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, 30-minute period from Monday, 17 January 2022 at 03:31 UTC to Friday, 28 January 2022 at 23:02 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://youtu.be/jyP43neLJxM
[2] https://us02web.zoom.us/meeting/register/tZAkcOiqpzIoHNFT2DkvQsPq3aXHOGEKM2Mh
[2] https://www.sas.com/sas/events/hackathon/kickoff.html?utm_source=linkedin_company&utm_medium=social-sprinklr&utm_content=6231860878&utm_term=6231860878
[2] https://www.ictworks.org/usaid-digital-ecosystem-country-assessment-toolkit/#.Yen6E9HMKUk
[2] https://twitter.com/ThisIsPLACE/status/1484110803624247299
[1] https://data.berkeley.edu/news/nine-cdss-faculty-among-latest-chan-zuckerberg-biohub-cohort
[1] http://dsdiscovery.org/
[1] https://watttime.hire.trakstar.com/
[1] https://careersearch.stanford.edu/jobs/data-scientist-geomatch-15211
[1] https://recruiting.ultipro.com/INT1028/JobBoard/e2116091-25aa-2eb8-64d2-db11ee75b469/OpportunityDetail?opportunityId=22f5faa5-2634-4aba-86e9-0fbe782d6a8c&mc_cid=319187c58c&mc_eid=bf57472904

Top URLs in Tweet in G1:
[1] https://infl.tv/kswp
[1] https://infl.tv/kswS
[1] https://infl.tv/ksxd
[1] https://infl.tv/ksxm
[1] https://medium.com/geekculture/time-series-analysis-and-time-aware-ml-the-vast-and-deep-relationship-between-statistics-and-time-5ec2b4f31d29
[1] https://infl.tv/ksz3
[1] https://infl.tv/ksB0
[1] https://infl.tv/ksBY
[1] https://infl.tv/ksZM
[1] https://www.sas.com/es_es/webinars/local/ask-the-expert-superheroe-datos.html?utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=6217969645

Top URLs in Tweet in G2:
[2] https://us02web.zoom.us/meeting/register/tZAkcOiqpzIoHNFT2DkvQsPq3aXHOGEKM2Mh
[2] https://twitter.com/ThisIsPLACE/status/1484110803624247299
[1] https://twitter.com/NASAARSET/status/1486368921276100609
[1] https://twitter.com/ThisIsPLACE/status/1484221222565122049

Top URLs in Tweet in G3:
[2] https://www.sas.com/sas/events/hackathon/kickoff.html?utm_source=linkedin_company&utm_medium=social-sprinklr&utm_content=6231860878&utm_term=6231860878
[1] https://watttime.hire.trakstar.com/
[1] https://apply.workable.com/ushahidi/j/CE41766680/?mc_cid=319187c58c&mc_eid=bf57472904
[1] https://www.datakind.org/blog/a-north-carolina-datadive-with-sas
[1] https://medic.pinpointhq.com/en/jobs/34537
[1] https://www.datakind.org/blog/engineering-scalable-data-quality-assessments-for-frontline-health
[1] https://careersearch.stanford.edu/jobs/data-scientist-geomatch-15211
[1] https://recruiting.ultipro.com/INT1028/JobBoard/e2116091-25aa-2eb8-64d2-db11ee75b469/OpportunityDetail?opportunityId=22f5faa5-2634-4aba-86e9-0fbe782d6a8c&mc_cid=319187c58c&mc_eid=bf57472904
[1] https://dy.si/5PjRJ
[1] https://dy.si/3We3hM2

Top URLs in Tweet in G4:
[1] http://astuntechnology.com/customer-stories/#ramblers
[1] https://twitter.com/AGI_ECN/status/1485568059670622208

Top URLs in Tweet in G5:
[1] https://thedatalab.com/news/living-near-a-canal-cuts-chronic-disease-risk-researchers-find/

Top URLs in Tweet in G6:
[11] https://youtu.be/jyP43neLJxM
[1] https://www.scidatacon.org/IDW-2022/
[1] https://internationaldataweek.org

Top URLs in Tweet in G8:
[1] https://twitter.com/LATech4Good/status/1483909589502365696
[1] https://www.latech4good.org/news/uinclude

Top URLs in Tweet in G9:
[1] https://us-digital-response.breezy.hr/p/d69daf6c96ba-economic-stability-program-co-lead

Top URLs in Tweet in G10:
[1] https://soundcloud.com/correlaid_podcast/mobilitatsdata4good-bewegungen-sicher-fair-analysieren

Top Domains
Top Domains in Tweet in Entire Graph:
[17] twitter.com
[11] infl.tv
[11] youtu.be
[7] dy.si
[4] sas.com
[2] datakind.org
[2] zoom.us
[2] medium.com
[2] ukauthority.com
[2] org.uk

Top Domains in Tweet in G1:
[11] infl.tv
[5] twitter.com
[2] medium.com
[2] sas.com
[2] ukauthority.com
[1] dy.si
[1] loquol.com

Top Domains in Tweet in G2:
[4] twitter.com
[2] zoom.us

Top Domains in Tweet in G3:
[6] dy.si
[2] sas.com
[2] datakind.org
[1] trakstar.com
[1] workable.com
[1] pinpointhq.com
[1] stanford.edu
[1] ultipro.com

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

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

Top Domains in Tweet in G6:
[11] youtu.be
[1] scidatacon.org
[1] internationaldataweek.org

Top Domains in Tweet in G8:
[1] twitter.com
[1] latech4good.org

Top Domains in Tweet in G9:
[1] breezy.hr

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[106] data4good
[15] ai
[14] data
[11] datascience
[11] sashackathon
[11] sasanalyticsexplorers
[10] analytics
[9] afrique
[8] sdgs
[7] gis



Top Hashtags in Tweet in G1:
[26] data4good
[11] sashackathon
[11] sasanalyticsexplorers
[3] data
[2] timeseriesanalysis
[2] machinelearning
[2] sdgs
[1] datascience
[1] deeplearning
[1] 100daysofmlcode

Top Hashtags in Tweet in G2:
[17] data4good
[9] afrique
[5] sdgs
[5] placematters
[4] africa
[2] personaldata
[2] dataeconomy
[2] humancentric
[2] climatedata
[1] opendata

Top Hashtags in Tweet in G3:
[14] data4good
[6] jobalert
[5] analytics
[5] dataviz
[2] tech
[2] nonprofit
[2] hackathon
[2] dataforgood
[2] datascience
[1] research

Top Hashtags in Tweet in G4:
[5] gis
[2] data4good
[1] opensource
[1] dontloseyourway
[1] volunteering
[1] geospatial

Top Hashtags in Tweet in G5:
[1] health
[1] data4good
[1] data
[1] datascience
[1] dataanalytics

Top Hashtags in Tweet in G6:
[12] ai
[2] bigdata
[2] datascience
[2] machinelearning
[2] data4good
[1] iot
[1] iiot
[1] vr
[1] ar
[1] edgecomputing

Top Hashtags in Tweet in G7:
[8] data
[4] analytics
[4] regtech
[4] fund
[4] distributors
[4] data4good
[4] luxembourg
[3] dataanalytics
[2] network
[2] futureofwork

Top Hashtags in Tweet in G8:
[2] dei
[2] hiring
[2] diversity
[2] unconsciousbias
[2] data4good

Top Hashtags in Tweet in G9:
[6] civictech
[1] unemployment
[1] jobopenings
[1] data4good
[1] socialimpact

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

Top Words
Top Words in Tweet in Entire Graph:
[106] #data4good
[56] data
[37] thisisplace
[23] looking
[23] vbwamba
[22] world
[20] 2022
[20] afroleadership_
[20] cmngounou
[18] living

Top Words in Tweet in G1:
[26] #data4good
[14] wondered
[14] blog
[11] hackathon
[11] #sashackathon
[11] #sasanalyticsexplorers
[7] really
[7] means
[7] never
[7] still

Top Words in Tweet in G2:
[37] thisisplace
[23] vbwamba
[20] cmngounou
[20] afroleadership_
[17] #data4good
[14] 1st
[10] données
[10] welcome
[10] ambassadors
[10] scale

Top Words in Tweet in G3:
[14] #data4good
[8] sassoftware
[6] #jobalert
[6] biomerieuxusa
[6] revolutionize
[5] life
[5] saving
[5] innovation
[5] better
[5] patient

Top Words in Tweet in G4:
[13] astuntech
[12] ramblersgb
[11] looking
[11] forward
[11] talking
[11] volunteered
[11] geographic
[11] information
[11] agi_ecn
[11] cornish_jack

Top Words in Tweet in G5:
[14] proud
[14] involved
[14] study
[14] showing
[14] living
[14] within
[14] 700m
[14] canal
[14] connected
[14] lower

Top Words in Tweet in G6:
[18] data
[16] kirkdborne
[15] 2022
[12] #ai
[11] demand
[11] recent
[11] talk
[11] amalthea
[11] 21
[11] india

Top Words in Tweet in G7:
[13] ume_kyd
[9] future
[8] world
[8] #data
[7] value
[6] precious
[6] memories
[6] warm
[6] things
[6] feel

Top Words in Tweet in G8:
[5] inclusive
[5] writing
[5] tool
[3] make
[3] job
[3] descriptions
[3] inviting
[3] uinclude_co
[3] eliminate
[3] bias

Top Words in Tweet in G9:
[6] dream
[6] job
[6] #civictech
[6] nerd
[6] looking
[6] help
[6] government
[6] better
[6] deliver
[6] economic

Top Words in Tweet in G10:
[8] die
[4] nutzt
[4] man
[4] bewegungsdaten
[4] wahrt
[4] dabei
[4] privatsphäre
[4] zeigen
[4] mobilfunkdaten
[4] veränderte

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[16] cmngounou,vbwamba
[16] vbwamba,afroleadership_
[14] proud,involved
[14] involved,study
[14] study,showing
[14] showing,living
[14] living,within
[14] within,700m
[14] 700m,canal
[14] canal,connected

Top Word Pairs in Tweet in G1:
[11] #sashackathon,#sasanalyticsexplorers
[11] #sasanalyticsexplorers,#data4good
[7] wondered,hackathon
[7] hackathon,really
[7] really,means
[7] means,blog
[7] blog,never
[7] never,wondered
[7] wondered,blog
[7] blog,still

Top Word Pairs in Tweet in G2:
[16] cmngounou,vbwamba
[16] vbwamba,afroleadership_
[10] welcome,cmngounou
[10] afroleadership_,thisisplace
[10] thisisplace,ambassadors
[10] ambassadors,scale
[10] scale,#data4good
[10] #data4good,work
[8] résolument,révolution
[8] révolution,données

Top Word Pairs in Tweet in G3:
[6] #data4good,#jobalert
[6] sassoftware,revolutionize
[5] life,saving
[5] saving,innovation
[5] innovation,better
[5] better,patient
[5] patient,outcomes
[5] outcomes,biomerieuxusa
[5] biomerieuxusa,works
[5] works,sassoftware

Top Word Pairs in Tweet in G4:
[11] looking,forward
[11] forward,talking
[11] talking,volunteered
[11] volunteered,geographic
[11] geographic,information
[11] information,agi_ecn
[11] agi_ecn,cornish_jack
[11] cornish_jack,ramblersgb
[10] astuntech,looking
[4] starting,career

Top Word Pairs in Tweet in G5:
[14] proud,involved
[14] involved,study
[14] study,showing
[14] showing,living
[14] living,within
[14] within,700m
[14] 700m,canal
[14] canal,connected
[14] connected,lower
[14] lower,risk

Top Word Pairs in Tweet in G6:
[11] demand,recent
[11] recent,talk
[11] talk,amalthea
[11] amalthea,21
[11] 21,india
[11] india,data
[11] data,#ai
[11] #ai,reshaping
[11] reshaping,world
[10] kirkdborne,demand

Top Word Pairs in Tweet in G7:
[6] precious,memories
[6] memories,warm
[6] warm,future
[6] future,things
[6] things,feel
[6] feel,closer
[6] closer,farther
[6] farther,away
[6] away,see
[6] see,world

Top Word Pairs in Tweet in G8:
[5] inclusive,writing
[5] writing,tool
[3] tool,make
[3] make,job
[3] job,descriptions
[3] descriptions,inviting
[3] inviting,uinclude_co
[3] uinclude_co,eliminate
[3] eliminate,bias
[2] congrats,founders

Top Word Pairs in Tweet in G9:
[6] dream,job
[6] job,#civictech
[6] #civictech,nerd
[6] nerd,looking
[6] looking,help
[6] help,government
[6] government,better
[6] better,deliver
[6] deliver,economic
[6] economic,security

Top Word Pairs in Tweet in G10:
[4] nutzt,man
[4] man,bewegungsdaten
[4] bewegungsdaten,wahrt
[4] wahrt,dabei
[4] dabei,die
[4] die,privatsphäre
[4] privatsphäre,zeigen
[4] zeigen,mobilfunkdaten
[4] mobilfunkdaten,die
[4] die,veränderte

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@thisisplace
@vbwamba
@afroleadership_
@cmngounou
@kirkdborne
@astuntech
@datalabscotland
@ume_kyd
@ramblersgb
@agi_ecn

Top Mentioned in G1:
@openblender_io

Top Mentioned in G2:
@thisisplace
@vbwamba
@cmngounou
@afroleadership_
@dixon_siu
@mydataorg
@mydataafrica
@mydatacameroon

Top Mentioned in G3:
@sassoftware
@biomerieuxusa
@datakind
@ushahidi
@medic
@watttime
@immigrationlab
@intrahealth

Top Mentioned in G4:
@astuntech
@ramblersgb
@agi_ecn
@cornish_jack
@r

Top Mentioned in G5:
@datalabscotland

Top Mentioned in G6:
@kirkdborne
@dataprime_ai

Top Mentioned in G7:
@ume_kyd

Top Mentioned in G8:
@uinclude_co
@toshe_aa
@latech4good
@kborchgrevink
@rachelrwhaley

Top Mentioned in G9:
@rachelkorberg
@usdresponse

Top Mentioned in G10:
@correlaid
@lxndrkp
@franksh_

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@kareikitchen
@discovertech3
@fabriciosx
@hubofml
@dataaugmented
@botcybersec
@yukika337700
@ricardo_ik_ahau
@botsecx

Top Tweeters in G1:
@openblender_io
@madhavanpallan
@wayan_vota
@helenolsen
@johnmaynardcpa
@biscorecard
@loquol
@sasespana
@jdoneill
@hollandnumerics

Top Tweeters in G2:
@schouweh
@cmngounou
@mydataorg
@afroleadership_
@abelgbala
@g0rd82
@crifusis
@dixon_siu
@mydataafrica
@mydatacameroon

Top Tweeters in G3:
@dataaugmented
@sassoftware
@bristowcolin
@intrahealth
@mariamcook_
@datakind
@ushahidi
@medic
@biomerieuxusa
@seresilv

Top Tweeters in G4:
@discovertech3
@lala35539674
@smartcitiesfeed
@geosystemsfeed
@tomchadwin
@ramblersgb
@mapnav_tom
@r
@cornish_jack
@mahendr16135442

Top Tweeters in G5:
@jakimclaren
@springshopetips
@datalabscotland
@stepchangescot
@gibbrona
@sulsatweets
@mcc_gillian
@millarrichard
@josiesaunders1
@curriekay

Top Tweeters in G6:
@chidambara09
@hubofml
@ricardo_ik_ahau
@botsecx
@betterjobsearch
@junjudapi
@datasciencebot_
@charlyaztec
@kirkdborne
@elcavalos

Top Tweeters in G7:
@kareikitchen
@yukika337700
@ekamochan2
@75hikarihanate
@cosmosst012
@hiroko_7788
@ume_kyd

Top Tweeters in G8:
@hiringcare
@diversityup
@kborchgrevink
@latech4good
@rachelrwhaley
@toshe_aa
@uinclude_co

Top Tweeters in G9:
@sugaroverflow
@denrsch
@jj_anastasoff
@rachelkorberg
@usdresponse
@emdashry

Top Tweeters in G10:
@correlaid
@jj_mllr
@lxndrkp
@franksh_
@jaesmicl
@correlaidxkn


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