#data4good, Twitter, 9/28/2020 7:03:57 PM, 236164


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#data4good_2020-09-28_08-33-04.xlsx
#data4good_2020-09-28_08-33-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 28, 2020
Short Description:
#data4good via NodeXL https://bit.ly/30iX7R0
@kirkdborne
@botnowa
@sallyeaves
@datakinduk
@sassoftware
@fabriciosx
@dssgpt
@pumpthejuice
@drjosh
@pollicyorg

Top hashtags:
#data4good
#datascience
#ai
#iot
#sustainability
#innovation
#analytics
#bigdata

Description:
Description
The graph represents a network of 353 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, 28 September 2020 at 15:33 UTC.

The requested start date was Monday, 28 September 2020 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, 10-hour, 47-minute period from Monday, 14 September 2020 at 09:12 UTC to Sunday, 27 September 2020 at 20:00 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 : 353
Unique Edges : 289
Edges With Duplicates : 652
Total Edges : 941
Number of Edge Types : 5
Retweet : 292
MentionsInRetweet : 436
Mentions : 146
Tweet : 64
Replies to : 3
Self-Loops : 69
Reciprocated Vertex Pair Ratio : 0.0423387096774194
Reciprocated Edge Ratio : 0.0812379110251451
Connected Components : 35
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 186
Maximum Edges in a Connected Component : 596
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.597172
Graph Density : 0.00416076487252125
Modularity : 0.479418
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 353 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, 28 September 2020 at 15:33 UTC.

The requested start date was Monday, 28 September 2020 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, 10-hour, 47-minute period from Monday, 14 September 2020 at 09:12 UTC to Sunday, 27 September 2020 at 20:00 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:
[60] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[20] https://www.sas.com/en_us/industry/health-care.html?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[7] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[4] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[4] https://dy.si/oeydWg
[3] https://housingevidence.ac.uk/possible-new-approaches-to-the-collection-and-use-of-homelessness-data-in-wales/
[2] https://twitter.com/spirosmargaris/status/1309763934044467200
[2] https://www.digitaloffice.scot/updates/introduction-to-the-data-task-force-103
[2] https://twitter.com/DataKindUK/status/1309166421558128642
[2] https://www.eventbrite.com/e/hack-the-bay-winner-presentations-tickets-115394711689

Top URLs in Tweet in G1:
[52] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[19] https://www.sas.com/en_us/industry/health-care.html?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[6] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[4] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[4] https://dy.si/oeydWg
[2] https://www.eventbrite.com/e/hack-the-bay-winner-presentations-tickets-115394711689
[2] https://engage.bah.com/Article/Redirect/78716ac8-9f72-407d-b01f-3bd61a46e6bd?uc=30185&g=7f603833-4d5d-4fd8-9f2c-7ddf0f6ce60c&f=175565
[1] https://www.mdpi.com/2071-1050/12/8/3223/htm
[1] https://www.youtube.com/watch?v=yynecdQuaS8

[1] https://twitter.com/KirkDBorne/status/1302991514889605120

Top URLs in Tweet in G2:
[2] https://twitter.com/DataKindUK/status/1309166421558128642
[1] https://datakind.org.uk/volunteer/
[1] https://twitter.com/ChrisBeeley/status/1310198105267146755
[1] https://www.globalwitness.org/en/campaigns/corruption-and-money-laundering/anonymous-company-owners/companies-we-keep/#chapter-1/section-0
[1] https://docs.google.com/document/d/1vWi7jF3wwY5DOFEiTXCtMl9qpTVSLx5PAoDk4icdUq4/edit

Top URLs in Tweet in G3:
[1] https://dy.si/36Ng5

Top URLs in Tweet in G4:
[1] https://blog.werobotics.org/2020/09/08/online-training-community-engagement/?utm_content=buffer9ddc1&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[1] https://blog.werobotics.org/2020/09/16/shifting-power-flying-labs-are-different-heres-how/?utm_content=buffercff45&utm_medium=Social+Media&utm_source=Twitter&utm_campaign=Buffer
[1] https://twitter.com/werobotics/status/1309289184369291265

Top URLs in Tweet in G5:
[2] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[1] https://hopin.to/events/dssg-summit-week-1
[1] https://group.jumia.com/
[1] https://www.fundacaovva.org/
[1] https://www.summit.dssg.pt/
[1] https://www.linkedin.com/slink?code=esFFNrx
[1] https://www.sas.com/en_us/industry/health-care.html?utm_source=sasir&utm_medium=referral&utm_campaign=datascience
[1] https://www.eventbrite.com/e/how-data-impacts-my-life-building-healthy-communities-tickets-120479594711
[1] https://twitter.com/Data4GoodInc/status/1308434379358851073
[1] https://twitter.com/data4goodinc/status/1308434379358851073

Top URLs in Tweet in G6:
[5] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[2] https://twitter.com/spirosmargaris/status/1309763934044467200
[1] https://powerbi.microsoft.com/en-us/blog/gartner-analytics-and-bi-virtual-bake-off-2020-world-population-health-analysis-with-power-bi/
[1] https://twitter.com/blueraster/status/1305509616680394753

Top URLs in Tweet in G7:
[1] https://www.devex.com/news/inside-facebook-s-emerging-gender-data-efforts-96078
[1] https://data.humdata.org/organization/facebook?
[1] https://www.pdc.org
[1] https://www.gov.uk/government/publications/uk-national-data-strategy/national-data-strategy#next-steps

Top URLs in Tweet in G8:
[1] https://twitter.com/unwto/status/1306209795419054080

Top URLs in Tweet in G9:
[1] https://twitter.com/COP26/status/1308654832874483712

Top URLs in Tweet in G10:
[1] https://www.technologyreview.com/2020/08/19/1006365/if-then-lepore-review-simulmatics/

Top Domains
Top Domains in Tweet in Entire Graph:
[60] datasciencecentral.com
[22] twitter.com
[21] sas.com
[16] linkedin.com
[13] bah.com
[12] dy.si
[6] amstat.org
[3] ac.uk
[3] eventbrite.com
[3] werobotics.org

Top Domains in Tweet in G1:
[52] datasciencecentral.com
[20] sas.com
[12] bah.com
[8] linkedin.com
[7] dy.si
[6] twitter.com
[2] eventbrite.com
[2] lnkd.in
[1] mdpi.com
[1] youtube.com

Top Domains in Tweet in G2:
[3] twitter.com
[1] org.uk
[1] globalwitness.org
[1] google.com

Top Domains in Tweet in G3:
[1] dy.si

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

Top Domains in Tweet in G5:
[2] datasciencecentral.com
[2] twitter.com
[1] hopin.to
[1] jumia.com
[1] fundacaovva.org
[1] dssg.pt
[1] linkedin.com
[1] sas.com
[1] eventbrite.com

Top Domains in Tweet in G6:
[5] datasciencecentral.com
[3] twitter.com
[1] microsoft.com

Top Domains in Tweet in G7:
[1] devex.com
[1] humdata.org
[1] pdc.org
[1] gov.uk

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[175] data4good
[101] datascience
[92] ai
[69] iot
[62] sustainability
[48] innovation
[46] analytics
[43] bigdata
[39] machinelearning
[25] data



Top Hashtags in Tweet in G1:
[81] datascience
[70] ai
[60] iot
[53] sustainability
[46] innovation
[42] data4good
[36] bigdata
[31] machinelearning
[30] analytics
[19] healthcare

Top Hashtags in Tweet in G2:
[17] data4good
[10] datadive
[2] trustee
[2] charityjobs
[1] whensthenextoneplease

Top Hashtags in Tweet in G3:
[14] ai
[14] ml
[14] data4good

Top Hashtags in Tweet in G4:
[23] flyinglabs
[12] techforgood
[4] data4good
[2] onlinetraining

Top Hashtags in Tweet in G5:
[11] data4good
[9] dssgsummit
[7] data
[6] machinelearning
[5] datascience
[5] financialinstitutions
[4] scenarios
[4] foresight
[4] coronomics
[4] fourthindustrialrevolution

Top Hashtags in Tweet in G6:
[6] iot
[5] data4good
[5] sustainability
[4] datascience
[3] ai
[2] futureofwork
[2] bigdata
[2] analytics
[2] publichealth
[2] innovation

Top Hashtags in Tweet in G7:
[4] data
[4] data4good
[3] uk
[1] gender
[1] sdgs
[1] unga
[1] facebookatunga
[1] onlinetraining

Top Hashtags in Tweet in G8:
[2] unwto
[2] tourism
[2] recoverytracker
[1] dataanalytics
[1] data4good
[1] tourismrestart

Top Hashtags in Tweet in G9:
[2] cop26
[2] earthobservation
[2] climatedata
[2] data4good
[1] s4c4cop26

Top Hashtags in Tweet in G10:
[2] it
[2] data
[2] data4good
[1] sas
[1] software
[1] ipo
[1] hq2
[1] ai
[1] dataanalytics
[1] jimgoodnight

Top Words
Top Words in Tweet in Entire Graph:
[175] #data4good
[113] kirkdborne
[101] #datascience
[92] #ai
[75] data
[69] #iot
[68] role
[65] current
[63] social
[62] #sustainability

Top Words in Tweet in G1:
[101] kirkdborne
[81] #datascience
[70] #ai
[60] #iot
[58] role
[53] #sustainability
[53] addressing
[53] current
[53] environmental
[53] conditions

Top Words in Tweet in G2:
[21] datakinduk
[17] #data4good
[14] make
[10] #datadive
[10] help
[9] around
[8] weekend
[8] come
[8] data
[7] cita_lewisham

Top Words in Tweet in G3:
[14] algorithm
[14] problem
[14] solving
[14] cars
[14] human
[14] brain
[14] #ai
[14] #ml
[14] #data4good
[14] drjdrooghaag

Top Words in Tweet in G4:
[23] #flyinglabs
[22] day
[17] flying
[17] labs
[16] werobotics
[15] today
[12] #techforgood
[9] first
[9] launched
[9] years

Top Words in Tweet in G5:
[12] dssgpt
[11] workshop
[11] mlflow
[11] #data4good
[9] #dssgsummit
[8] databricks
[7] 2twitme
[7] honored
[7] represent
[7] part

Top Words in Tweet in G6:
[10] love
[8] shan_gsd
[7] role
[7] y'all
[7] seen
[7] justynalucznik's
[7] presentation
[7] gartner_inc's
[7] analytics
[7] bi

Top Words in Tweet in G7:
[4] #data
[4] #data4good
[4] data
[3] strategic
[3] asset
[3] #uk
[3] releases
[3] national
[3] strategy
[3] setting

Top Words in Tweet in G8:
[2] thanks
[2] str_data
[2] forwardkeys
[2] icao
[2] sojern
[2] airdna
[2] today
[2] launch
[2] #unwto
[2] #tourism

Top Words in Tweet in G9:
[2] always
[2] happy
[2] meet
[2] minded
[2] friends
[2] #cop26
[2] #earthobservation
[2] #climatedata
[2] #data4good
[2] cop26

Top Words in Tweet in G10:
[2] #it
[2] #data
[2] #data4good

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[61] role,#iot
[61] #iot,#sustainability
[61] #sustainability,addressing
[61] addressing,current
[61] current,environmental
[61] environmental,conditions
[58] #datascience,#ai
[53] social,good
[48] power,#datascience
[48] #ai,inform

Top Word Pairs in Tweet in G1:
[56] #datascience,#ai
[53] role,#iot
[53] #iot,#sustainability
[53] #sustainability,addressing
[53] addressing,current
[53] current,environmental
[53] environmental,conditions
[50] social,good
[46] power,#datascience
[46] #ai,inform

Top Word Pairs in Tweet in G2:
[7] come,join
[7] join,datakinduk
[7] datakinduk,help
[7] help,make
[7] make,impact
[7] impact,social
[7] social,sector
[7] sector,helping
[7] helping,organisations
[7] organisations,make

Top Word Pairs in Tweet in G3:
[14] algorithm,problem
[14] problem,solving
[14] solving,cars
[14] cars,human
[14] human,brain
[14] brain,#ai
[14] #ai,#ml
[14] #ml,#data4good
[14] #data4good,drjdrooghaag
[14] drjdrooghaag,nevillegaunt

Top Word Pairs in Tweet in G4:
[17] flying,labs
[10] labs,day
[9] first,#flyinglabs
[9] #flyinglabs,launched
[9] launched,years
[9] years,ago
[9] ago,today
[9] today,join
[9] join,celebrating
[9] celebrating,2nd

Top Word Pairs in Tweet in G5:
[7] honored,represent
[7] represent,databricks
[7] databricks,part
[7] part,dssgpt
[7] dssgpt,fine
[7] fine,endeavor
[7] endeavor,doing
[7] doing,mlflow
[7] mlflow,workshop
[7] workshop,tech

Top Word Pairs in Tweet in G6:
[7] y'all,seen
[7] seen,justynalucznik's
[7] justynalucznik's,presentation
[7] presentation,gartner_inc's
[7] gartner_inc's,analytics
[7] analytics,bi
[7] bi,bakeoff
[7] bakeoff,love
[7] love,mspowerbi
[7] mspowerbi,report

Top Word Pairs in Tweet in G7:
[3] #data,strategic
[3] strategic,asset
[3] asset,#uk
[3] #uk,releases
[3] releases,national
[3] national,data
[3] data,strategy
[3] strategy,setting
[3] setting,vision
[3] vision,leverage

Top Word Pairs in Tweet in G8:
[2] thanks,str_data
[2] str_data,forwardkeys
[2] forwardkeys,icao
[2] icao,sojern
[2] sojern,airdna
[2] airdna,today
[2] today,launch
[2] launch,#unwto
[2] #unwto,#tourism
[2] #tourism,#recoverytracker

Top Word Pairs in Tweet in G9:
[2] always,happy
[2] happy,meet
[2] meet,minded
[2] minded,friends
[2] friends,#cop26
[2] #cop26,#earthobservation
[2] #earthobservation,#climatedata
[2] #climatedata,#data4good
[2] #data4good,cop26
[2] cop26,spacegovuk

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@sassoftware
@datakinduk
@cloudpreacher
@indiastats
@werobotics
@dssgpt
@drjdrooghaag
@nevillegaunt
@avrohomg

Top Mentioned in G1:
@kirkdborne
@sassoftware
@cloudpreacher
@boozallen
@cdaitgt
@semasgaier
@lifeatbooz
@drjosh
@dssgpt
@praxics

Top Mentioned in G2:
@datakinduk
@cita_lewisham
@gisellecory
@duncan3ross
@sobus_h_f
@a_campello_jr
@chrisbeeley
@sianbasker
@gl
@globalwitness

Top Mentioned in G3:
@drjdrooghaag
@nevillegaunt
@avrohomg
@johnmaynardcpa
@digitalcloudgal
@fogle_shane
@jolaburnett
@archonsec
@dahl_consult
@fabriziobustama

Top Mentioned in G4:
@werobotics
@kenyaflyinglabs

Top Mentioned in G5:
@dssgpt
@databricks
@2twitme
@mlflow
@exp_mark
@kirkdborne
@data4goodinc
@nhfcommunity
@danyr
@sassoftware

Top Mentioned in G6:
@shan_gsd
@justynalucznik
@gartner_inc
@mspowerbi
@kirkdborne
@lumachain
@sallyeaves
@drjosh
@sassoftware
@biscorecard

Top Mentioned in G7:
@data4sdgs
@carlos_santiso
@devex
@care
@techchange
@worldbank
@undataforum
@humdata
@pdc_global
@werobotics

Top Mentioned in G8:
@str_data
@forwardkeys
@icao
@sojern
@airdna
@scarvao1
@eu_commission
@iata
@itcnews
@sdgaction

Top Mentioned in G9:
@cop26
@spacegovuk
@space4climate
@emilyshuckburgh
@mcclarity
@damilolasdg7
@sumakhelena
@royalsociety
@aloksharma_rdg

Top Mentioned in G10:
@petenajarian
@halftimereport
@scottwapnercnbc
@sassoftware
@jeffbezos
@thertp
@sas_cares
@sasanalytics
@jimcramer

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@ottlegalrebels
@itknowingness
@bot_innovation
@andrewmorrisuk
@cybersecurityn8
@trippbraden
@ssxman2
@entwistletx

Top Tweeters in G1:
@sectest9
@itknowingness
@bot_innovation
@andrewmorrisuk
@cybersecurityn8
@trippbraden
@ssxman2
@yvesmulkers
@techtrendingnow
@fabriciosx

Top Tweeters in G2:
@jenstirrup
@nedworks
@sallyeaves
@robmccargow
@jenit
@tomchatfield
@cmcd_phd
@duncan3ross
@chrisbeeley
@laurac_rter

Top Tweeters in G3:
@drferdowsi
@dinisguarda
@junjudapi
@fabriziobustama
@drjdrooghaag
@nevillegaunt
@archonsec
@avrohomg
@urbansqr
@digitalcloudgal

Top Tweeters in G4:
@jcbivins
@mapconcierge
@olaideolawuwo
@patrickmeier
@simulacrandrew
@nvarona
@sospeterisource
@wiredrone
@kiggudded
@werobotics

Top Tweeters in G5:
@entwistletx
@thecuriousluke
@exp_mark
@under_less
@abhibisht89
@datazifu
@marcel_marizu
@algorithmsb
@danyr
@databricks

Top Tweeters in G6:
@ottlegalrebels
@botnowa
@gartner_inc
@knxchg
@publichealthbot
@oappdev
@mspowerbi
@biscorecard
@blueraster
@shan_gsd

Top Tweeters in G7:
@nordicgeo
@devex
@mrochao
@worldbank
@care
@techchange
@data4sdgs
@humdata
@gdsteam
@luisamedinatic

Top Tweeters in G8:
@eu_commission
@ifc_org
@itcnews
@sdgaction
@iata
@icao
@wb_research
@unctadtrade
@sojern
@scarvao1

Top Tweeters in G9:
@royalsociety
@spacegovuk
@aloksharma_rdg
@space4climate
@nceoscience
@mcclarity
@emilyshuckburgh
@cop26
@damilolasdg7
@sumakhelena

Top Tweeters in G10:
@petenajarian
@jimcramer
@sterph1
@thertp
@sasanalytics
@sas_cares
@scottwapnercnbc
@pumpthejuice
@halftimereport
@jeffbezos


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