#data4good, Twitter, 4/25/2022 9:05:22 PM, 275541


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#data4good_2022-04-25_11-45-01.xlsx
#data4good_2022-04-25_11-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 25, 2022
Short Description:
#data4good via NodeXL https://bit.ly/3kbw1oh
@sassoftware
@drjosh
@johnmaynardcpa
@kirkdborne
@datakind
@dscottdegeest
@nvsdata
@data_orchard
@write_sense
@sdgailab

Top hashtags:
#data4good
#datascience
#data
#ai
#jobalert
#datascientist
#dataanalytics
#engineer
#iot

Description:
Description
The graph represents a network of 167 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, 25 April 2022 at 18:45 UTC.

The requested start date was Monday, 25 April 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 13-day, 4-hour, 46-minute period from Monday, 11 April 2022 at 09:01 UTC to Sunday, 24 April 2022 at 13:47 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 : 167
Unique Edges : 147
Edges With Duplicates : 230
Total Edges : 377
Number of Edge Types : 5
Retweet : 90
MentionsInRetweet : 178
Mentions : 81
Tweet : 26
Replies to : 2
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0538116591928251
Reciprocated Edge Ratio : 0.102127659574468
Connected Components : 31
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 28
Maximum Edges in a Connected Component : 96
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.869498
Graph Density : 0.00847702185989467
Modularity : 0.571534
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 167 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, 25 April 2022 at 18:45 UTC.

The requested start date was Monday, 25 April 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 13-day, 4-hour, 46-minute period from Monday, 11 April 2022 at 09:01 UTC to Sunday, 24 April 2022 at 13:47 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:
[3] https://idw2022.org/
[2] https://blogs.gov.scot/health-social-care/2022/04/22/understanding-attitudes-to-health-and-care-data-2
[2] https://advertorial.nrc.nl/sas/crowdsourcing-data-voor-het-regenwoud
[2] https://blog.flyinglabs.org/2022/03/31/improving-urban-planning-with-informal-settlement-aerial-mapping/?utm_content=buffer39fe3&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[2] https://technical.ly/professional-development/ai-dax-conference-maryland/
[2] https://daxconf.org
[2] https://www.datakind.org/careers/devops-engineer
[1] https://twitter.com/gerritkazmaier/status/1517312200418889728
[1] https://twitter.com/ImmigrationLab/status/1516843382777147392
[1] https://us-digital-response.breezy.hr/p/642f7686c92d-elections-program-lead-engineer

Top URLs in Tweet in G1:
[1] https://www.sas.com/en_us/news/press-releases/2022/april/attentis.html?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=6760420377&utm_campaign=AI

Top URLs in Tweet in G2:
[3] https://idw2022.org/
[2] https://blogs.gov.scot/health-social-care/2022/04/22/understanding-attitudes-to-health-and-care-data-2
[2] https://daxconf.org
[2] https://technical.ly/professional-development/ai-dax-conference-maryland/

Top URLs in Tweet in G3:
[2] https://www.datakind.org/careers/devops-engineer
[1] https://us-digital-response.breezy.hr/p/642f7686c92d-elections-program-lead-engineer
[1] https://twitter.com/USDResponse/status/1517250409265463296
[1] https://twitter.com/ONA/status/1490818434975870977
[1] https://www.dimagi.com/careers/
[1] https://twitter.com/PJMFnd/status/1513967407928336384
[1] https://www.verasolutions.org/director-of-engineering/
[1] https://twitter.com/BeneDataTrust/status/1516152099318378499

Top URLs in Tweet in G4:
[1] https://twitter.com/samswey/status/1514371872049156099
[1] https://www.tableau.com/learn/webinars/doing-good-data-visualizing-impact-and-risk-fsc-certified-forests-2022-04-26

Top URLs in Tweet in G5:
[1] https://twitter.com/hkb73/status/1515440935429095432

Top URLs in Tweet in G6:
[1] http://dataorchard.org.uk/events/taking-your-organisations-data-maturity-to-the-next-level-apr22
[1] https://www.dataorchard.org.uk/events/taking-your-organisations-data-maturity-to-the-next-level-apr22
[1] https://www.dataorchard.org.uk/resources/10-things-people-do-next-after-taking-a-data-maturity-assessment
[1] https://www.dataorchard.org.uk/news/data4good-tips-tools-and-tales-apr-2022

Top URLs in Tweet in G7:
[1] http://ow.ly/VhGQ50ItU8J
[1] https://twitter.com/ThisIsPLACE/status/1513927783990415365

Top URLs in Tweet in G8:
[1] https://www.hcinnovationgroup.com/policy-value-based-care/health-equity/article/21263901/how-cms-envisions-weaving-quality-and-equity-together
[1] https://blogs.sas.com/content/sascom/2022/04/15/protecting-the-planet-7-ways-analytics-supports-sustainability/?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=6799462116&utm_campaign=SAS+Brand
[1] https://careers-sas.icims.com/jobs/28706/job?mobile=false&width=1170&height=500&bga=true&needsRedirect=false&jan1offset=-480&jun1offset=-420
[1] https://hr.nih.gov/jobs/search/sbr/job-56661

Top URLs in Tweet in G10:
[1] https://www.tandfonline.com/doi/abs/10.1080/09647775.2021.2023904?journalCode=rmmc20&cookieSet=1
[1] https://medium.com/nightingale/seven-different-ways-to-display-likert-scale-data-d0c1c9a9ad59
[1] https://dy.si/otzZxL
[1] https://twitter.com/ColoradoLab/status/1516080198596235266
[1] https://derilinx.com/webinar-open-data-impact-series-vii-sports-recreation-2022/?utm_campaign=Webinar-OD-Impact-VII-Sport-Recreation&utm_content=205024261&utm_medium=social&utm_source=twitter&hss_channel=tw-2241015385
[1] https://twitter.com/LisaMReutter/status/1516691317249744897
[1] https://advertorial.nrc.nl/sas/crowdsourcing-data-voor-het-regenwoud

Top Domains
Top Domains in Tweet in Entire Graph:
[12] twitter.com
[4] org.uk
[3] idw2022.org
[3] sas.com
[3] flyinglabs.org
[3] acaps.org
[2] gov.scot
[2] nrc.nl
[2] technical.ly
[2] daxconf.org

Top Domains in Tweet in G1:
[1] sas.com

Top Domains in Tweet in G2:
[3] idw2022.org
[2] gov.scot
[2] daxconf.org
[2] technical.ly

Top Domains in Tweet in G3:
[4] twitter.com
[2] datakind.org
[1] breezy.hr
[1] dimagi.com
[1] verasolutions.org

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

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

Top Domains in Tweet in G6:
[4] org.uk

Top Domains in Tweet in G7:
[1] ow.ly
[1] twitter.com

Top Domains in Tweet in G8:
[1] hcinnovationgroup.com
[1] sas.com
[1] icims.com
[1] nih.gov

Top Domains in Tweet in G10:
[2] twitter.com
[1] tandfonline.com
[1] medium.com
[1] dy.si
[1] derilinx.com
[1] nrc.nl

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[97] data4good
[24] datascience
[21] data
[20] ai
[15] jobalert
[15] datascientist
[12] dataanalytics
[11] engineer
[11] iot
[10] datafam



Top Hashtags in Tweet in G1:
[11] data4good
[9] ai
[9] iot
[1] celltherapy
[1] stemcells
[1] biotech
[1] saslife
[1] sassoftware

Top Hashtags in Tweet in G2:
[9] ai
[9] machinelearning
[7] bigdata
[7] datascience
[6] data4good
[4] datastrategy
[3] ai4good
[3] analytics
[2] healthdata
[2] dataliteracy

Top Hashtags in Tweet in G3:
[15] data4good
[15] jobalert
[11] engineer
[8] dataforgood
[6] cloud
[5] devops
[5] datakind
[5] remote
[5] datascientist
[5] data

Top Hashtags in Tweet in G4:
[12] datascience
[10] datafam
[10] datascientist
[10] dataanalytics
[10] ds4a
[2] data4good
[1] datavisualization
[1] sustainableforestry

Top Hashtags in Tweet in G5:
[6] data4good

Top Hashtags in Tweet in G6:
[9] data4good
[4] data
[3] nonprofits
[2] datamaturity
[1] learning
[1] nonprofit

Top Hashtags in Tweet in G7:
[8] cambridgeconference
[2] data4good
[1] datastewardship
[1] datatrust
[1] datarevolution
[1] africa

Top Hashtags in Tweet in G8:
[7] data4good
[3] healthcare
[2] equity
[2] quality
[2] analytics
[2] saslife
[2] job
[2] bioinformatics
[1] earthday
[1] sustainability

Top Hashtags in Tweet in G9:
[1] sdgailab
[1] tech4good
[1] sdgs
[1] data4good
[1] datascience

Top Hashtags in Tweet in G10:
[7] data4good
[1] urbanspaces
[1] smartcities
[1] data
[1] dataviz
[1] impact
[1] measurement
[1] survey
[1] evaluation
[1] smartdecisionmaking

Top Words
Top Words in Tweet in Entire Graph:
[97] #data4good
[44] data
[24] #datascience
[23] great
[22] #data
[20] more
[20] looking
[20] #ai
[19] 2022
[19] join

Top Words in Tweet in G1:
[11] sassoftware
[11] #data4good
[10] attentis_au
[10] drjdrooghaag
[10] avrohomg
[9] using
[9] #ai
[9] #iot
[9] protect
[9] animals

Top Words in Tweet in G2:
[9] #ai
[9] #machinelearning
[9] dax
[9] conference
[8] data
[8] more
[7] #bigdata
[7] kirkdborne
[7] #datascience
[6] 2022

Top Words in Tweet in G3:
[15] #data4good
[15] #jobalert
[12] looking
[11] #engineer
[10] join
[10] datakind
[8] #dataforgood
[6] team
[6] #cloud
[6] #data

Top Words in Tweet in G4:
[20] great
[12] #datascience
[10] opportunity
[10] involved
[10] project
[10] #datafam
[10] #datascientist
[10] #dataanalytics
[10] #ds4a
[9] dscottdegeest

Top Words in Tweet in G5:
[6] best
[6] advise
[6] heard
[6] elonmusk
[6] #data4good
[6] initiative
[6] game
[6] changer
[6] good
[6] change

Top Words in Tweet in G6:
[9] data
[9] #data4good
[7] data_orchard
[7] think
[7] tips
[6] free
[6] maturity
[6] april
[5] tools
[5] tales

Top Words in Tweet in G7:
[8] thisisplace
[8] place's
[8] christopher
[8] keefe
[8] speaking
[8] #cambridgeconference
[8] 2022
[8] hosted
[8] ordnancesurvey
[8] looking

Top Words in Tweet in G8:
[7] #data4good
[3] love
[3] using
[3] #healthcare
[3] great
[2] hearing
[2] abt
[2] address
[2] both
[2] #equity

Top Words in Tweet in G9:
[3] welcoming
[3] undp
[3] colleagues
[3] unvolunteers
[3] demo
[3] day
[3] spring
[3] 2022
[3] thank
[3] dear

Top Words in Tweet in G10:
[7] #data4good
[3] data
[2] museums
[2] used
[2] tool
[2] sas
[2] ontbossing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[14] #data4good,#jobalert
[10] sassoftware,attentis_au
[10] drjdrooghaag,avrohomg
[10] great,opportunity
[10] opportunity,involved
[10] involved,great
[10] great,project
[10] project,#datascience
[10] #datascience,#datafam
[10] #datafam,#datascientist

Top Word Pairs in Tweet in G1:
[10] sassoftware,attentis_au
[10] drjdrooghaag,avrohomg
[9] using,#ai
[9] #ai,#iot
[9] #iot,protect
[9] protect,animals
[9] animals,people
[9] people,sassoftware
[9] attentis_au,#data4good
[9] #data4good,drjdrooghaag

Top Word Pairs in Tweet in G2:
[8] #ai,#machinelearning
[6] join,baltdata
[6] baltdata,more
[6] more,speak
[6] speak,dataworksmd's
[6] dataworksmd's,dax
[6] dax,conference
[6] conference,future
[6] future,#ai
[6] #machinelearning,umbc

Top Word Pairs in Tweet in G3:
[14] #data4good,#jobalert
[7] datakind,#data4good
[5] join,#datakind
[5] #datakind,team
[5] team,#remote
[5] #jobalert,pjmfnd
[5] pjmfnd,looking
[5] looking,two
[5] two,associates
[5] associates,#cloud

Top Word Pairs in Tweet in G4:
[10] great,opportunity
[10] opportunity,involved
[10] involved,great
[10] great,project
[10] project,#datascience
[10] #datascience,#datafam
[10] #datafam,#datascientist
[10] #datascientist,#dataanalytics
[10] #dataanalytics,#ds4a
[9] dscottdegeest,great

Top Word Pairs in Tweet in G5:
[6] best,advise
[6] advise,heard
[6] heard,elonmusk
[6] elonmusk,#data4good
[6] #data4good,initiative
[6] initiative,game
[6] game,changer
[6] changer,good
[6] good,change
[5] write_sense,best

Top Word Pairs in Tweet in G6:
[5] #data4good,tips
[5] tips,tools
[5] tools,tales
[5] tales,april
[5] april,featuring
[5] featuring,things
[5] things,think
[5] think,developing
[5] developing,data
[5] data,strategy

Top Word Pairs in Tweet in G7:
[8] place's,christopher
[8] christopher,keefe
[8] keefe,speaking
[8] speaking,#cambridgeconference
[8] #cambridgeconference,2022
[8] 2022,hosted
[8] hosted,ordnancesurvey
[8] ordnancesurvey,looking
[8] looking,forward
[7] thisisplace,place's

Top Word Pairs in Tweet in G8:
[3] using,#data4good
[2] love,hearing
[2] hearing,abt
[2] abt,using
[2] #data4good,address
[2] address,both
[2] both,#equity
[2] #equity,#quality
[2] #quality,#healthcare
[2] #healthcare,distinct

Top Word Pairs in Tweet in G9:
[3] welcoming,undp
[3] undp,colleagues
[3] colleagues,unvolunteers
[3] unvolunteers,demo
[3] demo,day
[3] day,spring
[3] spring,2022
[3] 2022,thank
[3] thank,dear
[3] dear,sahbasobhani

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@sassoftware
@datakind
@attentis_au
@drjdrooghaag
@avrohomg
@dscottdegeest
@ume_kyd
@johnmaynardcpa
@dig
@thisisplace

Top Mentioned in G1:
@sassoftware
@attentis_au
@drjdrooghaag
@avrohomg
@johnmaynardcpa
@dig
@digitalcloudgal
@jolaburnett
@archonsec
@alaricaloor

Top Mentioned in G2:
@dataworksmd
@kirkdborne
@baltdata
@umbc
@codatanews
@isc_wds
@digicare4scot
@resd
@urbanbigdata
@resdatall

Top Mentioned in G3:
@datakind
@pjmfnd
@usdresponse
@ona
@dimagi
@verasolutions
@benedatatrust

Top Mentioned in G4:
@dscottdegeest
@scot_mcqueen

Top Mentioned in G5:
@elonmusk
@write_sense
@foxnews
@seanhannity
@tuckercarlson

Top Mentioned in G6:
@data_orchard
@thecsp
@drandrewv2

Top Mentioned in G7:
@thisisplace
@ordnancesurvey

Top Mentioned in G8:
@nih
@drjosh
@cmsgov
@hcinnovationgrp
@sassoftware
@kelleyschool
@globalcitizen99

Top Mentioned in G9:
@undp
@unvolunteers
@sahbasobhani
@sdgailab
@rsabayeva
@iicpsd
@unveurasia
@unvturkey

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@botsecx
@nasty_woman2
@bbcnews
@ricardo_ik_ahau
@foxnews
@thecuriousluke
@begoniaarizona
@herhandsmyhands
@dannywijnhoud

Top Tweeters in G1:
@botsecx
@drjdrooghaag
@tachouhoner
@fabriziobustama
@avrohomg
@archonsec
@digitalcloudgal
@fogle_shane
@luengo1958
@sassoftware

Top Tweeters in G2:
@ricardo_ik_ahau
@thecuriousluke
@adeyemoadekunl2
@nvsdata
@kirkdborne
@weincludedorg
@umbc
@urbanbigdata
@resdatall
@codatanews

Top Tweeters in G3:
@giuliowolfe
@ona
@ashioyajotham
@betanyc
@squareleaf
@datakind
@clairemelamed
@benedatatrust
@dimagi
@verasolutions

Top Tweeters in G4:
@fabriciosx
@begoniaarizona
@herhandsmyhands
@jones410
@carolsott
@samswey
@sarah_gioia
@dscottdegeest
@blacktides1
@jessicascott09

Top Tweeters in G5:
@nasty_woman2
@foxnews
@nonocarbs
@denasd
@write_sense
@seanhannity
@elonmusk
@harley3669
@barbmc7777
@tuckercarlson

Top Tweeters in G6:
@drandrewv2
@likeaword
@thecsp
@sellorm
@stoopearson
@hannahkhwaja
@data_orchard
@kindlemix
@odicardiff

Top Tweeters in G7:
@ordnancesurvey
@spatialred
@cmngounou
@afroleadership_
@sivesg
@villesetcommune
@vbwamba
@citiesafrica
@thisisplace

Top Tweeters in G8:
@compchembiobot
@healthpolicybot
@hcinnovationgrp
@cmsgov
@nih
@kelleyschool
@drjosh
@globalcitizen99

Top Tweeters in G9:
@undp
@unvolunteers
@sahbasobhani
@iicpsd
@unveurasia
@unvturkey
@sdgailab
@rsabayeva

Top Tweeters in G10:
@marclepage
@sasbelux
@derilinx
@cchase4628
@ysk2115
@eversoncl
@hackcorruption