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#data4good_2019-12-02_10-51-05.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Description:
Description
The graph represents a network of 381 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, 02 December 2019 at 18:51 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 18-hour, 4-minute period from Monday, 18 November 2019 at 03:09 UTC to Sunday, 01 December 2019 at 21:14 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 : 381
Unique Edges : 569
Edges With Duplicates : 260
Total Edges : 829
Number of Edge Types : 3
Mentions : 736
Tweet : 84
Replies to : 9
Self-Loops : 84
Reciprocated Vertex Pair Ratio : 0.0567010309278351
Reciprocated Edge Ratio : 0.107317073170732
Connected Components : 50
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 162
Maximum Edges in a Connected Component : 452
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.903763
Graph Density : 0.00424782428512225
Modularity : 0.654152
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 381 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, 02 December 2019 at 18:51 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 18-hour, 4-minute period from Monday, 18 November 2019 at 03:09 UTC to Sunday, 01 December 2019 at 21:14 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:
[23] https://dy.si/q3c4E
[12] https://medium.com/p/the-data-scientist-who-rules-the-data-science-for-good-competitions-on-kaggle-ab436595a29f
[8] http://rocketdatascience.org/?p=410
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpredicting-hospitalisation-of-kidney-dialysis-patients-with-ai-88e57007193d
[6] http://sdg.iisd.org/news/geo-week-2019-launches-initiatives-to-enhance-digital-inclusion/
[6] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=1ccd6c88-874b-45b4-9fb9-7c30f1d4bb7e&f=102156
[5] https://www.linkedin.com/slink?code=eYqyxQV
[5] https://dy.si/mKB3B
[4] https://ictworks.us4.list-manage.com/track/click?u=84e9f392a668e74df589375c7&id=d9289677fe&e=bf7277cab4
[4] https://www.amazon.com/gp/product/1938946030/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1938946030&linkCode=as2&tag=kirkdborne-20&linkId=b9c10c259e504cdfb91d70e3b8d64e36

Top URLs in Tweet in G1:
[15] https://dy.si/q3c4E
[9] https://medium.com/p/the-data-scientist-who-rules-the-data-science-for-good-competitions-on-kaggle-ab436595a29f
[8] http://rocketdatascience.org/?p=410
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpredicting-hospitalisation-of-kidney-dialysis-patients-with-ai-88e57007193d
[4] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=1ccd6c88-874b-45b4-9fb9-7c30f1d4bb7e&f=102156
[3] https://www.amazon.com/gp/product/1938946030/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1938946030&linkCode=as2&tag=kirkdborne-20&linkId=b9c10c259e504cdfb91d70e3b8d64e36
[3] https://dy.si/mKB3B
[2] https://engage.bah.com/Article/Redirect/97526ee5-bd45-418c-bbdc-68bc3c801755?uc=30185&g=9f1d507e-d423-4a9c-8c2b-e3a710a7454b&f=103287
[2] https://www.3blmedia.com/node/268071
[2] https://engage.bah.com/Article/Redirect/9999920f-72cc-4b89-b679-239630c4055c?uc=30185&g=1df8acea-7fbf-4575-a2c2-b16a504604c3&f=73353

Top URLs in Tweet in G2:
[5] http://sdg.iisd.org/news/geo-week-2019-launches-initiatives-to-enhance-digital-inclusion/
[3] https://blog.werobotics.org/2019/09/25/flyinglabsday-this-is-the-power-of-local/?utm_content=bufferaa6e8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://blog.werobotics.org/2019/11/22/senegal-flying-labs-drone-pilot-certification-course-returns-this-december/?utm_content=buffer98068&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://mailchi.mp/werobotics/subscribe?utm_content=buffere2c1b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.facebook.com/events/2664588366930706/?utm_content=bufferd68aa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://mailchi.mp/werobotics/subscribe?utm_content=buffer43432&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://blog.werobotics.org/2019/11/22/senegal-flying-labs-drone-pilot-certification-course-returns-this-december/?utm_content=buffer69b2c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2019/10/01/cyclones-and-floods-kept-india-flying-labs-on-its-toes/?utm_content=buffer694f9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.facebook.com/events/2664588366930706/?utm_content=buffer0d797&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://blog.werobotics.org/2019/11/25/ghana-flying-labs-launches-to-help-address-local-challenges-using-drones-and-data/?utm_content=bufferfe3a1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[3] https://www.publictechnology.net/articles/opinion/better-data-can-help-make-better-society
[2] https://www.linkedin.com/slink?code=fYMrAa2
[2] https://theodi.org/article/nearly-9-in-10-people-think-its-important-that-organisations-use-personal-data-ethically/
[2] https://newsroom.mastercard.com/press-releases/mastercard-launches-toolkit-to-help-community-leaders-drive-sustainable-inclusive-growth
[1] https://www.mastercardcenter.org/insights/using-data-driven-insights-to-help-revive-a-historic-new-orleans-neighborhood?cmp=organic.twitter.social.research.econgrowth.met.nam.
[1] https://mindtree.org/
[1] https://indiasummit.avpn.asia/?utm_campaign=Events&utm_medium=bitly&utm_source=Twitter
[1] https://dy.si/q3c4E
[1] https://medium.com/p/the-data-scientist-who-rules-the-data-science-for-good-competitions-on-kaggle-ab436595a29f

Top URLs in Tweet in G4:
[4] https://ictworks.us4.list-manage.com/track/click?u=84e9f392a668e74df589375c7&id=d9289677fe&e=bf7277cab4
[3] https://www.ictworks.org/responsible-data-maturity-model/#.XdcK8jJKiis
[2] https://www.drivendata.org/competitions/57/nepal-earthquake/
[2] https://www.drivendata.org/competitions/58/disaster-response-roof-type/page/149/
[1] https://www.drivendata.org/competitions/46/box-plots-for-education-reboot/
[1] https://www.drivendata.org/competitions/7/pump-it-up-data-mining-the-water-table/
[1] https://www.drivendata.org/competitions/59/camera-trap-serengeti/
[1] https://www.drivendata.org/competitions/59/camera-trap-serengeti/page/145/
[1] https://www.drivendata.org/competitions/44/dengai-predicting-disease-spread/page/81/
[1] https://geospatialworldforum.org/speakers-bio.asp?id=gwf2020A0049

Top URLs in Tweet in G5:
[1] https://twitter.com/DataKindUK/status/1198635913997422592
[1] https://twitter.com/dataiku/status/1199677762937786368
[1] https://twitter.com/DataKindUK/status/1199647300500500480
[1] https://www.meetup.com/Data-for-Good-Grenoble/events/266283862/
[1] https://www.meetup.com/Data-for-Good-Grenoble/events/266283850/

Top URLs in Tweet in G6:
[6] https://dy.si/q3c4E
[2] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[2] https://dy.si/mKB3B
[2] https://www.3blmedia.com/node/268071
[2] https://engage.bah.com/Article/Redirect/9999920f-72cc-4b89-b679-239630c4055c?uc=30185&g=1df8acea-7fbf-4575-a2c2-b16a504604c3&f=73353
[2] https://dy.si/BAWcwD
[2] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=1ccd6c88-874b-45b4-9fb9-7c30f1d4bb7e&f=102156
[2] https://medium.com/p/the-data-scientist-who-rules-the-data-science-for-good-competitions-on-kaggle-ab436595a29f
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fpredicting-hospitalisation-of-kidney-dialysis-patients-with-ai-88e57007193d
[1] https://dallasinnovates.com/north-texas-team-chosen-for-federal-ai-healthcare-challenge/

Top URLs in Tweet in G7:
[1] https://dy.si/q3c4E
[1] https://twitter.com/TechAtBloomberg/status/1195453948745961472
[1] https://twitter.com/IP_Observatory/status/1197124428296941568
[1] https://www1.nyc.gov/assets/home/downloads/pdf/executive-orders/2019/eo-50.pdf?mc_cid=f74d21dc3f&mc_eid=c06bcd901c
[1] https://www.linkedin.com/slink?code=gfTJG6s
[1] https://www.linkedin.com/slink?code=gfDbidS
[1] https://www.forbes.com/sites/forbestechcouncil/2019/11/20/its-time-for-education-to-become-data-literate/#cb83cc22eae7
[1] https://twitter.com/boozallen/status/1187565761415524352
[1] https://diginomica.com/power-data-analytics-deliver-objective-truth-two-social-good-use-case-exemplars-make-point
[1] https://twitter.com/curtisharris_/status/1196963378519924736

Top URLs in Tweet in G8:
[1] http://www.dssgfellowship.org/
[1] https://twitter.com/Silicon_Canal/status/1199604577638723584
[1] https://twitter.com/DataKindUK/status/1196455952763031552

Top URLs in Tweet in G9:
[2] https://time.com/5700671/wildlife-drones-wildtrack/
[1] https://twitter.com/sas_anz/status/1198764122575396865
[1] https://www.itwire.com/business-it-news/data/data-driven-analytics-key-to-maximising-fundraising-spend-on-research-says-the-kids-cancer-project.html
[1] https://dy.si/K2iYW
[1] https://www.sas.com/en_us/explore/analytics-in-action/impact/wildtrack.geo.html
[1] https://dy.si/Ddanse2
[1] https://blogs.sas.com/content/sascom/2019/10/29/i-applied-ai-to-my-arthritis-assessment-heres-what-happened/

Top URLs in Tweet in G10:
[1] https://correlaid.org/meetup
[1] https://correlaid.org/en/meetup/
[1] https://twitter.com/ameisen_strasse/status/1196730431284162560
[1] https://twitter.com/CorrelAid/status/1201145408866656257
[1] https://twitter.com/CorrelAid/status/1200464441139175427

Top Domains
Top Domains in Tweet in Entire Graph:
[47] dy.si
[34] twitter.com
[18] medium.com
[14] werobotics.org
[12] bah.com
[10] linkedin.com
[9] drivendata.org
[8] rocketdatascience.org
[6] iisd.org
[6] sas.com

Top Domains in Tweet in G1:
[20] dy.si
[13] medium.com
[8] bah.com
[8] rocketdatascience.org
[3] amazon.com
[2] 3blmedia.com
[2] faveeo.com
[1] twitter.com
[1] kaggle.com
[1] dallasinnovates.com

Top Domains in Tweet in G2:
[14] werobotics.org
[5] iisd.org
[4] mailchi.mp
[3] facebook.com
[1] earthobservations.org

Top Domains in Tweet in G3:
[3] publictechnology.net
[2] linkedin.com
[2] theodi.org
[2] mastercard.com
[1] mastercardcenter.org
[1] mindtree.org
[1] avpn.asia
[1] dy.si
[1] medium.com

Top Domains in Tweet in G4:
[9] drivendata.org
[4] list-manage.com
[3] ictworks.org
[1] geospatialworldforum.org

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

Top Domains in Tweet in G6:
[10] dy.si
[10] twitter.com
[4] bah.com
[3] medium.com
[2] kaggle.com
[2] 3blmedia.com
[1] dallasinnovates.com
[1] amazon.com
[1] bloomberg.com

Top Domains in Tweet in G7:
[6] twitter.com
[3] dy.si
[3] linkedin.com
[2] sas.com
[1] nyc.gov
[1] forbes.com
[1] diginomica.com
[1] obforum.com
[1] iisd.org
[1] analyticssummit.ie

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

Top Domains in Tweet in G9:
[2] time.com
[2] dy.si
[2] sas.com
[1] twitter.com
[1] itwire.com

Top Domains in Tweet in G10:
[3] twitter.com
[2] correlaid.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[226] data4good
[105] datascience
[102] ai
[52] bigdata
[42] machinelearning
[33] ai4socialgood
[26] opendata
[22] analytics
[22] datascibowl
[20] techforgood



Top Hashtags in Tweet in G1:
[61] datascience
[45] ai
[21] bigdata
[19] data4good
[17] ai4socialgood
[16] machinelearning
[10] datascientist
[10] kaggle
[10] opendata
[9] agile

Top Hashtags in Tweet in G2:
[20] data4good
[18] techforgood
[10] geoweek19
[7] poweroflocal
[7] flyinglabs
[5] sdgs
[3] tech
[2] drones
[2] publichealth
[1] eo4impact

Top Hashtags in Tweet in G3:
[14] data4good
[9] avpn2019
[4] bigdata
[4] inclusivegrowth
[2] splunk
[2] socialimpact
[2] datascience
[2] ai
[2] sharedvalue
[1] opportunityzones

Top Hashtags in Tweet in G4:
[19] data4good
[8] data4change
[5] datascience
[1] datascientist
[1] data

Top Hashtags in Tweet in G5:
[18] data4good
[7] ethics
[7] bookclub
[5] opendata
[4] eggams2019
[3] dataheroes
[3] datascience
[3] grenoble
[1] dataviz

Top Hashtags in Tweet in G6:
[29] datascience
[29] ai
[22] data4good
[20] bigdata
[18] machinelearning
[15] ai4socialgood
[13] datascibowl
[10] datascientists
[9] agile
[7] deeplearning

Top Hashtags in Tweet in G7:
[22] data4good
[9] ai
[6] analytics
[4] data
[3] arthritis
[3] iot
[3] sasireland
[2] digitalmarketing
[2] monitoramento
[2] sociallistening

Top Hashtags in Tweet in G8:
[10] data4good
[4] charities
[1] datascience
[1] machinelearning
[1] ai
[1] westmidlands
[1] datapals
[1] charitypals
[1] brumtechawards
[1] smallbutvital

Top Hashtags in Tweet in G9:
[11] data4good
[8] analytics
[5] ai
[2] arthritis
[2] iot
[1] helathcare
[1] cheetahseverprosper
[1] digital
[1] dataviz
[1] health

Top Hashtags in Tweet in G10:
[6] data4good
[4] correlber
[2] correlaidmeetsopendata
[1] correlaidinberlin
[1] sorrynotsorry
[1] volunteering
[1] git
[1] tdd
[1] rstats

Top Words
Top Words in Tweet in Entire Graph:
[394] Words in Sentiment List#1: Positive
[68] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9835] Non-categorized Words
[10297] Total Words
[226] #data4good
[126] data
[118] kirkdborne
[105] #datascience
[102] #ai

Top Words in Tweet in G1:
[74] kirkdborne
[61] #datascience
[45] #ai
[31] 2019
[31] bowl
[29] good
[28] boozallen
[27] learn
[26] digital
[24] data

Top Words in Tweet in G2:
[30] werobotics
[20] #data4good
[18] #techforgood
[17] world
[16] flying
[16] labs
[14] ghana
[14] train
[14] generation
[14] talent

Top Words in Tweet in G3:
[27] data
[18] cntr4growth
[14] #data4good
[12] science
[12] help
[12] paragie
[10] center
[10] launched
[9] make
[9] #avpn2019

Top Words in Tweet in G4:
[19] #data4good
[14] competition
[11] clouderafnd
[8] #data4change
[7] drivendataorg
[5] #datascience
[5] skills
[5] way
[5] data
[4] honing

Top Words in Tweet in G5:
[18] #data4good
[14] great
[13] dataforgoodgr
[12] first
[9] work
[8] algorithms
[7] #ethics
[7] #bookclub
[7] data
[7] astroadamh

Top Words in Tweet in G6:
[39] kirkdborne
[29] #datascience
[29] #ai
[22] ht
[22] #data4good
[20] #bigdata
[19] digital
[18] boozallen
[18] #machinelearning
[16] good

Top Words in Tweet in G7:
[22] #data4good
[9] #ai
[6] #analytics
[4] #data
[4] mark
[4] wolff
[3] technology
[3] advances
[3] certainly
[3] transformed

Top Words in Tweet in G8:
[10] data
[10] #data4good
[6] partners
[6] more
[6] great
[5] social
[5] good
[4] science
[4] datascifellows
[4] accepting

Top Words in Tweet in G9:
[11] #data4good
[9] kidscancerproj
[9] itwire
[8] #analytics
[7] story
[5] oschabenberger
[5] journey
[5] powerful
[5] cc
[5] owenfinegan

Top Words in Tweet in G10:
[23] correlaid
[22] meetup
[16] ameisen_strasse
[14] program
[14] online
[10] finally
[10] already
[10] very
[10] proud
[10] educational

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[41] #datascience,bowl
[39] data,science
[39] social,good
[33] 2019,#datascience
[30] world,digital
[30] digital,learn
[30] learn,power
[30] power,#datascience
[30] #datascience,#ai
[30] #ai,social

Top Word Pairs in Tweet in G1:
[31] #datascience,bowl
[25] 2019,#datascience
[20] boozallen,pbskids
[19] social,good
[19] pbskids,kaggle
[18] presented,boozallen
[18] kirkdborne,2019
[17] world,digital
[17] digital,learn
[17] learn,power

Top Word Pairs in Tweet in G2:
[16] flying,labs
[14] #techforgood,#data4good
[14] ghana,flying
[14] train,generation
[14] generation,talent
[14] talent,facilitating
[14] facilitating,world
[14] world,class
[14] class,training
[14] training,courses

Top Word Pairs in Tweet in G3:
[12] data,science
[9] cntr4growth,launched
[9] launched,interactive
[9] interactive,inclusive
[9] inclusive,growth
[9] growth,toolkit
[9] toolkit,help
[9] help,local
[9] local,leaders
[9] leaders,drive

Top Word Pairs in Tweet in G4:
[8] #data4good,competition
[8] #data4good,#data4change
[4] honing,#datascience
[4] #datascience,skills
[4] skills,one
[4] one,largest
[4] largest,disaster
[4] disaster,datasets
[4] datasets,collected
[4] collected,sounds

Top Word Pairs in Tweet in G5:
[7] #ethics,#bookclub
[7] starting,first
[7] unfair,algorithms
[6] first,#ethics
[5] come,meet
[5] meet,community
[5] community,volunteers
[5] volunteers,attempting
[5] attempting,understand
[5] understand,associations

Top Word Pairs in Tweet in G6:
[22] ht,kirkdborne
[12] #data4good,#ai4socialgood
[10] kirkdborne,world
[10] world,digital
[10] digital,learn
[10] learn,power
[10] power,#datascience
[10] #datascience,#ai
[10] #ai,social
[10] social,good

Top Word Pairs in Tweet in G7:
[5] #analytics,#data4good
[4] mark,wolff
[3] #data,#ai
[3] technology,advances
[3] advances,certainly
[3] certainly,transformed
[3] transformed,aspects
[3] aspects,treatment
[3] treatment,many
[3] many,practices

Top Word Pairs in Tweet in G8:
[4] data,science
[4] science,social
[4] social,good
[4] good,datascifellows
[4] datascifellows,accepting
[4] accepting,applications
[4] applications,2020
[4] 2020,project
[4] project,partners
[3] alexcengler,data

Top Word Pairs in Tweet in G9:
[7] story,#data4good
[5] #analytics,journey
[5] journey,kidscancerproj
[5] kidscancerproj,powerful
[5] powerful,story
[5] #data4good,cc
[5] cc,owenfinegan
[5] owenfinegan,davidbowiework
[5] davidbowiework,itwire
[4] oschabenberger,#analytics

Top Word Pairs in Tweet in G10:
[18] correlaid,meetup
[10] program,correlaid
[10] meetup,finally
[10] finally,online
[10] online,already
[10] already,very
[10] very,proud
[10] proud,educational
[10] educational,content
[10] content,network

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@werobotics
@boozallen
@correlaid
@pbskids
@kaggle
@cntr4growth
@ameisen_strasse
@booz
@theadamgabriel

Top Mentioned in G1:
@kirkdborne
@boozallen
@pbskids
@kaggle
@booz
@p
@theadamgabriel
@mayoclinic
@ibm

Top Mentioned in G2:
@werobotics
@japanflyinglabs
@snglflyinglabs
@steven_ramage
@geosec2025
@iisd_sdgs
@indiaflyinglabs

Top Mentioned in G3:
@cntr4growth
@paragie
@avpn_asia
@rockefellerfdn
@ardeniyishirgun
@roc
@urbanbigdata
@publictech
@svinitiative
@correlaid

Top Mentioned in G4:
@clouderafnd
@drivendataorg
@dfid_uk
@wayan_vota
@geospatialm
@azure
@microsoft_green
@matlab
@erstrategies
@worldbank

Top Mentioned in G5:
@dataforgoodgr
@astroadamh
@dataiku
@datakinduk
@keoghdata
@mathbabedotorg
@ftalps
@dataforgood_fr
@astrophyssoton
@unisouthampton

Top Mentioned in G6:
@theadamgabriel
@kirkdborne
@techatbloomberg
@bloomberg
@jpmorgan
@rlingle
@thegovlab
@datascientistsf
@booz

Top Mentioned in G8:
@datascifellows
@alexcengler
@datakinduk
@datakind
@ishbel_hunter
@laraburns
@zoeamar
@wethecatalysts
@rnrworks
@msmandyj

Top Mentioned in G9:
@kidscancerproj
@itwire
@oschabenberger
@owenfinegan
@davidbowiework
@wildtrackfit
@sas_anz
@sassoftware
@suklpm
@m_a_wolff

Top Mentioned in G10:
@correlaid
@ameisen_strasse
@citylabberlin
@jaesmicl
@lxndrkp
@ldbailey255

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@chidambara09
@time
@nancyrubin
@femtech_
@akdm_bot
@newsneus
@starchyarchie
@kate_eviva

Top Tweeters in G1:
@arkangelscrap
@chidambara09
@nancyrubin
@newsneus
@starchyarchie
@web_pixelportal
@thecuriousluke
@kirkdborne
@domingonarvaez1
@machine_ml

Top Tweeters in G2:
@elongwilliam
@nordicgeo
@partageleen
@craigzelizer
@coolsky_
@jcbivins
@faineg
@sallyeaves
@heatherleson
@kerwood

Top Tweeters in G3:
@justbementalist
@sdg2030
@mastercard
@publictech
@rockefellerfdn
@ardeniyishirgun
@johngmcnutt
@odihq
@svinitiative
@manavsubodh

Top Tweeters in G4:
@akdm_bot
@paasdev
@worldbank
@azure
@wayan_vota
@dfid_uk
@cdcgov
@wbg_climate
@ict_works
@noaa

Top Tweeters in G5:
@unisouthampton
@dataiku
@duncan3ross
@mathbabedotorg
@ceribatchelder
@ruudkaitjily
@astroadamh
@joankamp
@ftalpsgrenoble
@poshandcrabby

Top Tweeters in G6:
@nosqldigest
@nvsdata
@wiomax_pa
@jeremy972i
@smartcitiesfeed
@datascientistsf
@usdatascience
@theadamgabriel
@bloomberg
@geosystemsfeed

Top Tweeters in G7:
@bigdata_fr
@manishbytes
@sas_dach
@biscorecard
@eo_services
@marooninspiring
@sas_portugal
@andres_mleal
@aciperski
@getrevere

Top Tweeters in G8:
@zoeamar
@paulineroche
@msmandyj
@ollybenson
@jennifergardy
@datakind
@jakeporway
@alexcengler
@ishbel_hunter
@tgyateng

Top Tweeters in G9:
@time
@homesatmetacoda
@wiomax_va
@sassoftware
@itwire
@drkeil
@melodie_rush
@kidscancerproj
@sas_anz
@owenfinegan

Top Tweeters in G10:
@rstatstweet
@fubits
@otos2016
@ameisen_strasse
@paavopdf
@a_leininger
@cedscherer
@bnjmnsbl
@codailychalleng
@ldbailey255