#data4good, Twitter, 12/29/2020 7:32:06 PM, 244327


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#data4good_2020-12-29_08-53-31.xlsx
#data4good_2020-12-29_08-53-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 29, 2020
Short Description:
#data4good via NodeXL https://bit.ly/382ckdz
@johngmcnutt
@kirkdborne
@salhaj
@sassoftware
@pumpthejuice
@fmfrancoise
@poddersanjay
@trendsinai
@johnmaynardcpa
@data4goodfest

Top hashtags:
#data4good
#datascience
#ai
#datascibowl
#bigdata
#innovation
#machinelearning

Description:
Description
The graph represents a network of 244 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 Tuesday, 29 December 2020 at 16:54 UTC.

The requested start date was Monday, 28 December 2020 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, 13-hour, 45-minute period from Monday, 14 December 2020 at 08:13 UTC to Friday, 25 December 2020 at 21:59 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 : 244
Unique Edges : 239
Edges With Duplicates : 491
Total Edges : 730
Number of Edge Types : 5
Retweet : 167
MentionsInRetweet : 358
Mentions : 154
Tweet : 42
Replies to : 9
Self-Loops : 45
Reciprocated Vertex Pair Ratio : 0.0597826086956522
Reciprocated Edge Ratio : 0.112820512820513
Connected Components : 30
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 163
Maximum Edges in a Connected Component : 607
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.478816
Graph Density : 0.00657761586723335
Modularity : 0.42236
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 244 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 Tuesday, 29 December 2020 at 16:54 UTC.

The requested start date was Monday, 28 December 2020 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, 13-hour, 45-minute period from Monday, 14 December 2020 at 08:13 UTC to Friday, 25 December 2020 at 21:59 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:
[26] https://omdena.com/blog/data-science-portfolio/
[20] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459
[7] https://dy.si/7nDn9
[7] https://data4goodfest.org.uk/call-for-contributions/
[6] https://www.sas.com/sas/events/hack-in-sas.html
[6] https://qri.io/download
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243457
[5] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[3] https://dy.si/1HhcY2
[3] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727

Top URLs in Tweet in G1:
[22] https://omdena.com/blog/data-science-portfolio/
[6] https://www.sas.com/sas/events/hack-in-sas.html
[4] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[2] https://dy.si/1HhcY2
[2] https://www.datasciencecentral.com/profiles/blogs/artificial-intelligence-for-precision-medicine-and-better
[2] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[2] https://dy.si/oeydWg
[1] https://www.amazon.com/gp/product/1541644638/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1541644638&linkCode=as2&tag=kirkdborne-20&linkId=914a7046be98e5700d28db777c108bda
[1] https://www.mdpi.com/2071-1050/12/8/3223/htm
[1] https://twitter.com/SASsoftware/status/1339584842346840066

Top URLs in Tweet in G2:
[2] https://twitter.com/DataKindUK/status/1337794350776979464
[1] https://dy.si/XCr7e
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459
[1] https://www.datasciencecentral.com/profiles/blogs/artificial-intelligence-for-precision-medicine-and-better
[1] https://link.medium.com/9h7GRE2ggcb
[1] https://www.linkedin.com/slink?code=e4Uw_-H
[1] https://www.atlanticcouncil.org/event/practical-steps-towards-data-for-good-in-2021/
[1] https://twitter.com/NCVO/status/1338823045641887744
[1] https://www.fastcompany.com/90583315/well-never-solve-the-wage-gap-without-better-transparent-data
[1] https://engineering.nyu.edu/news/using-data-help-transform-governance

Top URLs in Tweet in G3:
[19] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243457
[4] https://omdena.com/blog/data-science-portfolio/
[1] https://www.weforum.org/press/2020/12/world-economic-forum-launches-initiative-to-enable-equitable-and-trusted-use-of-data-for-global-common-good?utm_campaign=World%20Economic%20Forum&utm_content=149724520&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992
[1] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[1] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[1] https://www.linkedin.com/slink?code=dXVaiqQ
[1] https://www.linkedin.com/slink?code=dFfiYgH
[1] https://www.linkedin.com/slink?code=dv6EWrD
[1] https://www.youtube.com/watch?v=4TzEcUTSIQs&feature=youtu.be


Top URLs in Tweet in G5:
[1] https://twitter.com/niels_bremen/status/1342376804514979841
[1] https://soundcloud.com/correlaid_podcast/about-correlaid-was-ist-eigentlich-ein-local-chapter
[1] https://twitter.com/datakinduk/status/1341055861964365828
[1] https://twitter.com/datakind/status/1341151520453255173
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=241581

Top URLs in Tweet in G6:
[1] https://twitter.com/sspringett1/status/1338418689465528322
[1] https://twitter.com/PawarBI/status/1338489108453318657
[1] https://twitter.com/poddersanjay/status/1339083687112056833?s=19
[1] https://www.linkedin.com/posts/world-economic-forum_work-lifestyle-activity-6745336915236540416-i8Yr
[1] https://phys.org/news/2020-12-satellite-tracking-whale-survival.html
[1] https://twitter.com/KirkDBorne/status/1340674963452391426
[1] https://www.sas.com/sas/events/hack-in-sas.html?utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=4328001220
[1] https://dy.si/uFHkb
[1] https://publicate.it/p/QvpvPJ189848
[1] https://www.linkedin.com/slink?code=dpw-Yw3

Top URLs in Tweet in G7:
[1] https://www.accenture.com/tw-en/insights/technology/data-good?c=acn_glb_techinnovationtwitter_11658225&n=smc_1120

Top URLs in Tweet in G8:
[1] https://data.humdata.org/organization/facebook?
[1] https://solutionscenter.nethope.org/webinars/view/facebooks-disease-prevention-maps-project
[1] https://research.fb.com/blog/2020/06/protecting-privacy-in-facebook-mobility-data-during-the-covid-19-response/

Top URLs in Tweet in G9:
[7] https://data4goodfest.org.uk/call-for-contributions/
[2] https://data4goodfest.org.uk/get-involved/

Top URLs in Tweet in G10:
[1] https://bogota.gov.co/asi-vamos/gab/arranca-agata-la-nueva-agencia-de-analitica-de-datos-de-bogota

Top Domains
Top Domains in Tweet in Entire Graph:
[28] nodexlgraphgallery.org
[26] omdena.com
[19] dy.si
[14] twitter.com
[9] sas.com
[9] org.uk
[8] bah.com
[6] linkedin.com
[6] qri.io
[4] snowflake.com

Top Domains in Tweet in G1:
[22] omdena.com
[6] bah.com
[6] sas.com
[5] dy.si
[2] datasciencecentral.com
[1] amazon.com
[1] mdpi.com
[1] twitter.com
[1] fbinaa.org

Top Domains in Tweet in G2:
[3] twitter.com
[1] dy.si
[1] nodexlgraphgallery.org
[1] datasciencecentral.com
[1] medium.com
[1] linkedin.com
[1] atlanticcouncil.org
[1] fastcompany.com
[1] nyu.edu

Top Domains in Tweet in G3:
[26] nodexlgraphgallery.org
[4] omdena.com
[3] linkedin.com
[2] bah.com
[1] weforum.org
[1] youtube.com
[1] qri.io
[1] datakind.org
[1] twitter.com

Top Domains in Tweet in G5:
[3] twitter.com
[1] soundcloud.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G6:
[4] twitter.com
[2] linkedin.com
[1] phys.org
[1] sas.com
[1] dy.si
[1] publicate.it
[1] johnsnowlabs.com
[1] google.com

Top Domains in Tweet in G7:
[1] accenture.com

Top Domains in Tweet in G8:
[1] humdata.org
[1] nethope.org
[1] fb.com

Top Domains in Tweet in G9:
[9] org.uk

Top Domains in Tweet in G10:
[1] gov.co

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[131] data4good
[75] datascience
[72] ai
[33] datascibowl
[28] bigdata
[26] innovation
[23] machinelearning
[16] data4goodfest
[11] datascientists
[11] sustainability



Top Hashtags in Tweet in G1:
[47] datascience
[24] ai
[16] data4good
[15] bigdata
[11] machinelearning
[11] innovation
[8] hackathon
[8] datascientists
[8] ai4good
[4] iot

Top Hashtags in Tweet in G2:
[15] data4good
[8] ai
[3] computerscience
[3] 100q
[3] datascience
[3] data4goodfest
[2] innovation
[2] geotech
[1] datascibowl
[1] precisionmedicine

Top Hashtags in Tweet in G3:
[30] datascibowl
[20] data4good
[20] ai
[15] datascience
[10] bigdata
[10] wearables
[10] innovation
[6] data
[6] wearabletech
[5] wearabletechnology

Top Hashtags in Tweet in G4:
[1] it
[1] data
[1] tech
[1] jobsearch
[1] data4good
[1] taxes
[1] housing
[1] worklife
[1] costofliving
[1] workfromanywhere

Top Hashtags in Tweet in G5:
[8] data4good
[3] correlhat
[2] datascientists
[2] datenanalyse
[1] bundestag
[1] opendiscourse
[1] datascience
[1] correltalk

Top Hashtags in Tweet in G6:
[13] data4good
[2] machinelearning
[1] moldova
[1] stats
[1] nonprofits
[1] thiscommunityisthebest
[1] covid
[1] rstats
[1] dataanalytics
[1] datamining

Top Hashtags in Tweet in G7:
[8] ai
[1] data4good

Top Hashtags in Tweet in G8:
[2] data4good
[1] humanitarian
[1] disease
[1] covid19

Top Hashtags in Tweet in G9:
[13] data4goodfest
[9] data4good
[6] charity
[3] charitydata
[1] socialsector

Top Hashtags in Tweet in G10:
[3] dataanalitics
[3] data4good
[1] smartcity

Top Words
Top Words in Tweet in Entire Graph:
[131] #data4good
[83] kirkdborne
[75] #datascience
[72] #ai
[59] data
[46] 2021
[36] salhaj
[36] top
[35] brilliant
[33] #datascibowl

Top Words in Tweet in G1:
[47] #datascience
[43] kirkdborne
[28] brilliant
[24] #ai
[22] 50
[22] top
[22] resources
[22] build
[22] 2021
[22] portfolio

Top Words in Tweet in G2:
[15] #data4good
[8] #ai
[7] data
[6] social
[6] datakinduk
[6] good
[6] 2021
[6] lisahornung_
[6] research
[5] great

Top Words in Tweet in G3:
[33] kirkdborne
[33] salhaj
[30] #datascibowl
[27] fmfrancoise
[26] nodexl
[24] sallyeaves
[24] zaloni
[24] chidambara09
[20] #data4good
[20] #ai

Top Words in Tweet in G5:
[9] correlaid
[8] #data4good
[4] eigentlich
[4] local
[4] chapter
[4] welche
[4] projekte
[4] organisiert
[4] könnt
[4] beitreten

Top Words in Tweet in G6:
[13] #data4good
[3] data
[2] world
[2] #machinelearning
[2] experience
[2] minds
[2] alla
[2] public
[2] clinical

Top Words in Tweet in G7:
[8] technology
[8] especially
[8] data
[8] #ai
[8] brings
[8] fantastic
[8] opportunity
[8] solve
[8] world
[8] biggest

Top Words in Tweet in G8:
[3] facebook
[3] data
[2] #data4good
[2] simulacrandrew
[2] critical
[2] tool
[2] understanding
[2] people's
[2] behavior
[2] during

Top Words in Tweet in G9:
[13] #data4goodfest
[9] #data4good
[9] see
[8] data4goodfest
[8] festival
[8] help
[7] data
[7] sector
[7] 2021
[7] monday

Top Words in Tweet in G10:
[3] today
[3] bogota
[3] launched
[3] agata
[3] #dataanalitics
[3] agency
[3] agataanalitica
[3] foster
[3] #data4good
[3] congratulations

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[27] nodexl,kirkdborne
[26] brilliant,50
[26] 50,top
[26] top,resources
[26] resources,build
[26] build,2021
[26] 2021,#datascience
[26] #datascience,portfolio
[26] portfolio,omdenaai
[25] #datascibowl,nodexl

Top Word Pairs in Tweet in G1:
[22] brilliant,50
[22] 50,top
[22] top,resources
[22] resources,build
[22] build,2021
[22] 2021,#datascience
[22] #datascience,portfolio
[22] portfolio,omdenaai
[21] kirkdborne,brilliant
[21] omdenaai,#bigda

Top Word Pairs in Tweet in G2:
[3] computer,science
[3] science,catalyst
[3] catalyst,social
[3] social,justice
[3] justice,#ai
[3] #ai,#computerscience
[3] #computerscience,#data4good
[3] #data4good,evankirstel
[3] evankirstel,paula_piccard
[3] great,see

Top Word Pairs in Tweet in G3:
[25] nodexl,kirkdborne
[24] #datascibowl,nodexl
[24] kirkdborne,sallyeaves
[24] sallyeaves,salhaj
[24] salhaj,fmfrancoise
[24] fmfrancoise,zaloni
[24] zaloni,chidambara09
[8] salhaj,#datascibowl
[8] chidambara09,reutsmichae
[8] reutsmichael1,#datascibowl

Top Word Pairs in Tweet in G5:
[4] eigentlich,local
[4] local,chapter
[4] chapter,welche
[4] welche,projekte
[4] projekte,organisiert
[4] organisiert,könnt
[4] könnt,beitreten
[3] right,time
[3] time,christmas
[3] christmas,#correlhat

Top Word Pairs in Tweet in G7:
[8] technology,especially
[8] especially,data
[8] data,#ai
[8] #ai,brings
[8] brings,fantastic
[8] fantastic,opportunity
[8] opportunity,solve
[8] solve,world
[8] world,biggest
[8] biggest,problems

Top Word Pairs in Tweet in G8:
[2] critical,tool
[2] tool,understanding
[2] understanding,people's
[2] people's,behavior
[2] behavior,during
[2] during,pandemic
[2] pandemic,mobility
[2] mobility,data
[2] data,facebook
[2] facebook,released

Top Word Pairs in Tweet in G9:
[9] see,#data4goodfest
[6] #data4goodfest,call
[6] call,contributions
[6] contributions,open
[6] #data4good,#charity
[5] 11,jan
[5] help,shape
[5] shape,festival
[5] festival,#data4good
[4] monday,11

Top Word Pairs in Tweet in G10:
[3] today,bogota
[3] bogota,launched
[3] launched,agata
[3] agata,#dataanalitics
[3] #dataanalitics,agency
[3] agency,agataanalitica
[3] agataanalitica,foster
[3] foster,#data4good
[3] #data4good,congratulations
[2] carlos_santiso,today

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@salhaj
@omdenaai
@sallyeaves
@fmfrancoise
@zaloni
@chidambara09
@_m_dey
@sassoftware
@reutsmichael1

Top Mentioned in G1:
@kirkdborne
@omdenaai
@sassoftware
@boozallen
@fbinaaquantico
@_m_dey

Top Mentioned in G2:
@datakinduk
@kirkdborne
@evankirstel
@paula_piccard
@astrophyssoton
@unisouthampton
@lisahornung_
@ncvo
@data4goodfest
@astroadamh

Top Mentioned in G3:
@kirkdborne
@salhaj
@sallyeaves
@fmfrancoise
@zaloni
@chidambara09
@reutsmichael1
@lyakovet
@reut

Top Mentioned in G4:
@sasanalytics
@sassoftware
@sas_cares
@ncchamber
@nc_governor
@thertp
@triangleregion
@frontierrtp
@visitnc
@visitraleigh

Top Mentioned in G5:
@correlaid
@opendiscoursede
@alyswoodward
@hannahwahwah
@salhaj
@kirkdborne
@biscorecard
@datasciencebot_
@cedscherer
@johngmcnutt

Top Mentioned in G7:
@poddersanjay
@peterlacy
@mcarrelb
@shalabhksingh

Top Mentioned in G8:
@simulacrandrew
@facebook
@humdata
@crisisreadiness
@directrelief
@pdc_global
@jenniferchan7
@gislio

Top Mentioned in G9:
@data4goodfest
@wethecatalysts
@mrtomfrench

Top Mentioned in G10:
@bogota
@agataanalitica
@carlos_santiso
@claudialopez
@felipks
@consejeriatic
@marisabelmejia

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@evankirstel
@zimei_no_ri
@calcaware
@andrewmorrisuk
@bexxmodd
@bar_zie
@ml_tweet_bot
@inc
@thecuriousluke

Top Tweeters in G1:
@andrewmorrisuk
@bexxmodd
@bar_zie
@thecuriousluke
@dirac7
@mariuskarma
@newsneus
@artificialbra1n
@datasciencebot_
@kirkdborne

Top Tweeters in G2:
@evankirstel
@drjdrooghaag
@nevillegaunt
@avrohomg
@digitalcloudgal
@atlanticcouncil
@paulgibson20
@amandaray02
@paula_piccard
@ncvo

Top Tweeters in G3:
@chidambara09
@calcaware
@ml_tweet_bot
@fmfrancoise
@trendsinai
@salhaj
@wef
@teamofindore
@hernangraffe
@vivianfrancos

Top Tweeters in G4:
@thertp
@sasanalytics
@sas_cares
@visitnc
@townofcary
@triangleregion
@visitraleigh
@ncchamber
@frontierrtp
@margaretomara

Top Tweeters in G5:
@greenoid_de
@teraspri
@biscorecard
@cedscherer
@alyswoodward
@da
@correlaid
@hannahwahwah
@jj_mllr
@lxndrkp

Top Tweeters in G6:
@thalygutierrez_
@sasitaly
@johnsnowlabs
@appdigitalcloud
@givememymtn
@conservationact
@shan_gsd
@social_policy
@rojasadri26
@jitendra_soni14

Top Tweeters in G7:
@zimei_no_ri
@pastorannisha
@yassef
@ahmedsellem2
@peterlacy
@accenturetech
@accenturelabs
@poddersanjay
@mcarrelb
@shalabhksingh

Top Tweeters in G8:
@nordicgeo
@kadunaconnect
@gislio
@facebook
@simulacrandrew
@directrelief
@humdata
@jenniferchan7
@pdc_global
@crisisreadiness

Top Tweeters in G9:
@charitydigiorg
@anna_d_scott
@danolner
@johnfitzg
@andreainngoland
@mrtomfrench
@rnrworks
@wethecatalysts
@data4goodfest

Top Tweeters in G10:
@bogota
@claudialopez
@consejeriatic
@marisabelmejia
@felipks
@carlos_santiso
@dagososa1
@agataanalitica


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