#data4good, Twitter, 12/31/2018 5:34:38 AM, 180142


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#data4good_2018-12-30_21-31-39.xlsx
#data4good_2018-12-30_21-31-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 31, 2018
Short Description:
#data4good via NodeXL http://bit.ly/2CInPHr
@johngmcnutt
@kirkdborne
@fmfrancoise
@datakind
@sassoftware
@elsevierconnect
@alemannoeu
@drivendataorg
@thechrischua
@data

Top hashtags:
#data4good
#ai
#datascience
#machinelearning
#datadive
#geospatial
#bigdata

Description:
Description
The graph represents a network of 260 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 December 2018 at 05:31 UTC.

The requested start date was Monday, 31 December 2018 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, 21-hour, 32-minute period from Monday, 17 December 2018 at 03:20 UTC to Monday, 31 December 2018 at 00:53 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 : 260
Unique Edges : 387
Edges With Duplicates : 81
Total Edges : 468
Number of Edge Types : 3
Mentions : 419
Replies to : 6
Tweet : 43
Self-Loops : 43
Reciprocated Vertex Pair Ratio : 0.0182291666666667
Reciprocated Edge Ratio : 0.0358056265984655
Connected Components : 26
Single-Vertex Connected Components : 10
Maximum Vertices in a Connected Component : 185
Maximum Edges in a Connected Component : 384
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.546194
Graph Density : 0.00580635580635581
Modularity : 0.695774
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] http://collect.earth/
[13] https://news.itu.int/journal-issue-2/
[7] https://blogs.gartner.com/cindi-howson/2018/12/20/yearend2018/
[6] https://drivendata.github.io/cookiecutter-data-science/
[5] https://www.socialstrategi.com/social-data-for-social-good-initiative/
[5] https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good?cid=soc-web
[5] https://www.iafrikan.com/2018/09/07/artificial-intelligence-poaching-wildlife-republic-of-congo-sensors/
[4] https://www.youtube.com/watch?v=4e3EcJqmZd4

[4] https://twitter.com/McKinsey_MGI/status/1067932420471689216
[4] http://www.pyplan.com

Top URLs in Tweet in G1:
[14] http://collect.earth/
[4] https://www.socialstrategi.com/social-data-for-social-good-initiative/
[1] https://datasciencebowl.com/2018winners/
[1] https://www.datasciencecentral.com/profiles/blogs/using-semantic-segmentation-to-identify-rooftops-in-low
[1] http://www.fao.org/news/story/en/item/1173756/icode/
[1] https://blogs.wsj.com/cio/2018/12/13/cignas-algorithms-aim-to-predict-opioid-abuse/
[1] https://www.boozallen.com/c/multimedia/social-marketing-change-the-world-by-changing-behavior.html
[1] https://www.analyticsvidhya.com/blog/2018/12/key-breakthroughs-ai-ml-2018-trends-2019/
[1] https://www.youtube.com/watch?v=4e3EcJqmZd4

[1] https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good?cid=soc-web

Top URLs in Tweet in G2:
[7] https://blogs.gartner.com/cindi-howson/2018/12/20/yearend2018/
[4] https://twitter.com/McKinsey_MGI/status/1067932420471689216
[2] http://news.cornell.edu/stories/2018/10/harnessing-machine-learning-and-big-data-fight-hunger
[2] https://twitter.com/GlobPeaceIndex/status/1078489616766750721
[2] https://dy.si/53s3Z
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178825
[1] https://medium.com/@JoyB123/the-time-of-year-when-dickens-kicks-in-582bb170e06e
[1] https://drivendata.github.io/cookiecutter-data-science/
[1] https://www.socialstrategi.com/social-data-for-social-good-initiative/
[1] https://dy.si/hhBMd

Top URLs in Tweet in G3:
[5] https://drivendata.github.io/cookiecutter-data-science/
[4] http://www.pyplan.com
[3] https://www.datacamp.com/community/podcast/data-science-ecology
[2] https://medium.com/@JoyB123/the-time-of-year-when-dickens-kicks-in-582bb170e06e
[1] https://www.change.org/careers/c6c9025d-9b33-4edf-9f40-a0e6593fc26f?ref=techjobsforgood.com
[1] https://workforcenow.adp.com/mascsr/default/mdf/recruitment/recruitment.html?cid=89b5bb00-d327-442f-9d62-9cfa5d7675da&jobId=262261&lang=en_US&source=CC3&ccId=19000101_000001
[1] https://www.idealist.org/en/government-job/031dfc7df16942f1a5df983c734e8fe4-data-associate-nyu-global-ties-for-children-global-ties-for-children-new-york-university-new-york#apply
[1] https://twitter.com/drivendataorg/status/1074757893306621958

Top URLs in Tweet in G4:
[1] https://www.elsevier.com/connect/you-too-can-be-a-sexy-data-unicorn-and-other-lessons-from-my-first-datadive?utm_source=tw&utm_medium=VidAD-GC

Top URLs in Tweet in G5:
[13] https://news.itu.int/journal-issue-2/

Top URLs in Tweet in G6:
[1] https://www.economist.com/node/21755504?frsc=dg%7Ce

Top URLs in Tweet in G7:
[1] https://dy.si/TNaBkS
[1] https://dy.si/BGF96
[1] https://www.weforum.org/agenda/2018/09/ai-can-help-us-map-forests-down-to-each-tree
[1] https://twi.li/AszjU8
[1] https://dy.si/XiFrQ
[1] http://www.globalcarbonproject.org/carbonbudget/18/presentation.htm
[1] https://twitter.com/pepcanadell/status/1070699886830448641
[1] https://dy.si/sAJH9
[1] https://www.thinknpc.org/events-and-training/stories-and-numbers-choosing-what-impact-data-to-collect-2-copy/
[1] http://chauflurtiles.blogspot.com/?gz=p1gy8ljq

Top URLs in Tweet in G8:
[1] https://data.humdata.org/visualization/a-journey-of-1000km/
[1] https://datajournalismhandbook.org/handbook/two#doing-issues-with-data

Top URLs in Tweet in G9:
[3] https://www.correlaid.org/
[1] https://twitter.com/CorrelAid/status/1074627900706574336

Top URLs in Tweet in G10:
[1] https://www.copernicus.eu/en/access-data

Top Domains
Top Domains in Tweet in Entire Graph:
[20] dy.si
[15] twitter.com
[14] collect.earth
[13] itu.int
[7] gartner.com
[7] github.io
[6] youtube.com
[5] socialstrategi.com
[5] mckinsey.com
[5] iafrikan.com

Top Domains in Tweet in G1:
[14] collect.earth
[4] socialstrategi.com
[1] datasciencebowl.com
[1] datasciencecentral.com
[1] fao.org
[1] wsj.com
[1] boozallen.com
[1] analyticsvidhya.com
[1] youtube.com
[1] mckinsey.com

Top Domains in Tweet in G2:
[14] dy.si
[9] twitter.com
[7] gartner.com
[3] nodexlgraphgallery.org
[3] sas.com
[2] medium.com
[2] github.io
[2] cornell.edu
[1] socialstrategi.com
[1] cleantechnica.com

Top Domains in Tweet in G3:
[5] github.io
[4] pyplan.com
[3] datacamp.com
[2] medium.com
[1] change.org
[1] adp.com
[1] idealist.org
[1] twitter.com

Top Domains in Tweet in G4:
[1] elsevier.com

Top Domains in Tweet in G5:
[13] itu.int

Top Domains in Tweet in G6:
[1] economist.com

Top Domains in Tweet in G7:
[4] dy.si
[1] weforum.org
[1] twi.li
[1] globalcarbonproject.org
[1] twitter.com
[1] thinknpc.org
[1] blogspot.com

Top Domains in Tweet in G8:
[1] humdata.org
[1] datajournalismhandbook.org

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

Top Domains in Tweet in G10:
[1] copernicus.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[144] data4good
[49] ai
[28] datascience
[26] machinelearning
[22] datadive
[15] geospatial
[15] bigdata
[15] analytics
[14] semantic
[12] job



Top Hashtags in Tweet in G1:
[15] geospatial
[14] machinelearning
[12] semantic
[12] ai
[9] datascience
[9] computervision
[8] data4good
[8] bigdata
[8] nlproc
[8] reinforcementlearning

Top Hashtags in Tweet in G2:
[50] data4good
[21] ai
[9] machinelearning
[7] datascience
[6] analytics
[4] ml
[4] conservation
[4] opendata
[4] bigdata
[3] aiforsocialgood

Top Hashtags in Tweet in G3:
[29] data4good
[12] job
[7] datascience
[6] pyplan
[3] opensource
[3] python
[3] pandas
[2] cookiecutter
[2] fridayfeeling
[2] dataforgood

Top Hashtags in Tweet in G4:
[21] datadive
[1] data4good

Top Hashtags in Tweet in G5:
[13] data4good

Top Hashtags in Tweet in G6:
[1] data4good
[1] datasharing

Top Hashtags in Tweet in G7:
[10] data4good
[3] analytics
[2] ai
[2] bigdata
[2] climateaction
[2] carbonbudget
[2] co2
[2] ch4
[2] n2o
[1] sasgov

Top Hashtags in Tweet in G8:
[2] ddj
[2] data4good
[1] dataviz
[1] datahandbook

Top Hashtags in Tweet in G9:
[5] data4good
[4] correlaid
[1] podcast
[1] datascience

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

Top Words
Top Words in Tweet in Entire Graph:
[227] Words in Sentiment List#1: Positive
[50] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[5475] Non-categorized Words
[5752] Total Words
[144] data4good
[131] data
[52] ai
[48] kirkdborne
[47] use

Top Words in Tweet in G1:
[41] kirkdborne
[26] use
[15] geospatial
[14] machinelearning
[14] fao
[14] nasa
[14] release
[14] next
[14] generation
[14] tool

Top Words in Tweet in G2:
[50] data4good
[24] ai
[19] data
[15] analytics
[11] top
[10] impact
[10] up
[10] sassoftware
[9] 2018
[9] social

Top Words in Tweet in G3:
[29] data4good
[22] data
[13] datakind
[13] alert
[12] job
[11] talk
[11] support
[10] looking
[10] hire
[10] engineer

Top Words in Tweet in G4:
[41] data
[21] sexy
[21] unicorn
[21] 5
[21] surprising
[21] things
[21] learned
[21] during
[21] datadive
[21] google

Top Words in Tweet in G5:
[25] itu
[13] out
[13] now
[13] latest
[13] edition
[13] journal
[13] data4good

Top Words in Tweet in G6:
[10] data
[10] understood
[10] mean
[10] people
[10] individuals
[10] demand
[10] accountability
[10] those
[10] seek
[9] alemannoeu

Top Words in Tweet in G7:
[10] data4good
[5] data
[3] analytics
[2] birds
[2] ai
[2] s
[2] public
[2] bigdata
[2] gt
[2] helps

Top Words in Tweet in G8:
[9] ddjournalism
[7] 2013
[7] over
[7] 4
[7] 2
[7] million
[7] people
[7] displaced
[7] south
[7] sudan

Top Words in Tweet in G9:
[11] correlaid
[5] data4good
[3] habemus
[3] neue
[3] homepage
[2] ybuhl
[2] happy
[2] coding
[2] unikonstanz
[2] special

Top Words in Tweet in G10:
[9] use
[8] copernicus
[8] full
[8] free
[8] open
[8] data
[8] scientists
[8] policymakers
[8] entrepreneurs
[8] everyone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[22] sexy,data
[22] data,unicorn
[22] unicorn,5
[22] 5,surprising
[22] surprising,things
[22] things,learned
[22] learned,during
[22] during,datadive
[22] datadive,google
[22] google,s

Top Word Pairs in Tweet in G1:
[14] fao,nasa
[14] nasa,release
[14] release,next
[14] next,generation
[14] generation,geospatial
[14] geospatial,tool
[14] tool,tracks
[14] tracks,land
[14] land,use
[14] use,landscape

Top Word Pairs in Tweet in G2:
[7] look,back
[7] back,high
[7] high,points
[7] points,bi
[7] bi,analytics
[7] analytics,2018
[7] 2018,top
[7] top,trends
[7] trends,augmented
[7] augmented,nlp

Top Word Pairs in Tweet in G3:
[12] data4good,job
[12] job,alert
[10] looking,hire
[10] data,engineer
[9] datakind,data4good
[7] alert,unrefugeeagency
[7] unrefugeeagency,provides
[7] provides,critical
[7] critical,support
[7] support,refugees

Top Word Pairs in Tweet in G4:
[21] sexy,data
[21] data,unicorn
[21] unicorn,5
[21] 5,surprising
[21] surprising,things
[21] things,learned
[21] learned,during
[21] during,datadive
[21] datadive,google
[21] google,s

Top Word Pairs in Tweet in G5:
[13] out,now
[13] now,latest
[13] latest,edition
[13] edition,itu
[13] itu,journal
[13] journal,data4good
[12] itu,out

Top Word Pairs in Tweet in G6:
[10] data,understood
[10] understood,mean
[10] mean,people
[10] people,individuals
[10] individuals,demand
[10] demand,accountability
[10] accountability,those
[10] those,seek
[9] alemannoeu,data
[9] seek,kn

Top Word Pairs in Tweet in G7:
[2] great,source
[2] source,climateaction
[2] climateaction,analytics
[2] analytics,carbonbudget
[2] carbonbudget,co2
[2] co2,ch4
[2] ch4,n2o
[2] n2o,efforts
[2] efforts,mitigate
[2] mitigate,emissions

Top Word Pairs in Tweet in G8:
[7] 2013,over
[7] over,4
[7] 4,2
[7] 2,million
[7] million,people
[7] people,displaced
[7] displaced,south
[7] south,sudan
[7] sudan,humdata
[7] humdata,visualisation

Top Word Pairs in Tweet in G9:
[4] correlaid,data4good
[3] habemus,neue
[3] neue,homepage
[3] homepage,correlaid
[3] correlaid,correlaid
[2] ybuhl,habemus
[2] happy,coding
[2] coding,correlaid
[2] correlaid,unikonstanz
[2] unikonstanz,special

Top Word Pairs in Tweet in G10:
[8] use,copernicus
[8] copernicus,full
[8] full,free
[8] free,open
[8] open,data
[8] data,scientists
[8] scientists,policymakers
[8] policymakers,entrepreneurs
[8] entrepreneurs,everyone
[8] everyone,europe

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@elsevierconnect
@data
@datakind
@fao
@nasa
@itu
@ddjournalism
@alemannoeu
@sassoftware

Top Mentioned in G1:
@kirkdborne
@fao
@nasa
@avrohomg
@unifiedinbox
@kenherron
@jennifer_espo
@intelhealth
@musiccomposer1
@socialstrategi

Top Mentioned in G2:
@sassoftware
@biscorecard
@kirkdborne
@oschabenberger
@amashariki
@daverubal
@mikenewkirk
@johngmcnutt
@fmfrancoise
@chidambara09

Top Mentioned in G3:
@datakind
@drivendataorg
@pjbull
@unrefugeeagency
@refugees
@hugobowne
@pyplan
@deltanalytics
@change
@nyuglobalties

Top Mentioned in G4:
@elsevierconnect
@data
@datakind

Top Mentioned in G5:
@itu

Top Mentioned in G6:
@alemannoeu
@theeconomist

Top Mentioned in G7:
@fbaddache

Top Mentioned in G8:
@ddjournalism
@humdata
@unocha

Top Mentioned in G9:
@correlaid
@ybuhl
@unikonstanz
@c_schwemmer
@bosch_phil
@ameisen_strasse
@jaesmicl

Top Mentioned in G10:
@copernicuseu

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@chidambara09
@calcaware
@machinelearnflx
@sydsalesman
@people
@bigdatabatman
@theeconomist
@machinelearn_d
@luisb

Top Tweeters in G1:
@machinelearnflx
@sydsalesman
@machinelearn_d
@vilmagracia4
@approvedamerica
@kirkdborne
@apurba3110
@nasa
@drtao
@socialstrategi

Top Tweeters in G2:
@chidambara09
@calcaware
@people
@bigdatabatman
@fmfrancoise
@homesatmetacoda
@daverubal
@natgeo
@sassoftware
@iainljbrown

Top Tweeters in G3:
@refugees
@change
@unrefugeeagency
@adaptivetoolbox
@pythondevelopm2
@manjurulhoque7
@meansandrew
@cane_matt
@codeforpdx
@datakind

Top Tweeters in G4:
@luisb
@lardnerpepper
@neuromusic
@petrizzo
@rafaelojedac
@hamedmohamedsay
@keltherman
@ririnmarinasari
@mrgunn
@lundukibisu

Top Tweeters in G5:
@nordicgeo
@ltorresvale
@itu
@dejigreg
@itu_tclimate
@mwinyi_mzee
@itu_aochile
@cyndanielle21
@jpirronep
@fredwerner73

Top Tweeters in G6:
@alllibertynews
@theeconomist
@alemannoeu
@lucacominassi
@mollienne
@thegoodlobby
@euclinic
@rfc5984
@digi_law
@ibnkh4l

Top Tweeters in G7:
@npcthinks
@twinybots
@georgiamariani
@__kisi__
@wilsonraj
@sasbelux
@fbaddache
@schmidt_alessa
@phleboucher
@gendtasibso

Top Tweeters in G8:
@bbbcccnnn
@jmmuriu
@margymaclibrary
@isabellaghement
@unocha
@apwalugembe
@humdata
@ddjournalism
@_ddjlab

Top Tweeters in G9:
@e_nterdiscipl
@unikonstanz
@ameisen_strasse
@ybuhl
@idek_neu
@c_schwemmer
@correlaid
@jaesmicl
@bosch_phil

Top Tweeters in G10:
@copernicuseu
@whisper611
@eo_open_science
@natashapicone
@anilsagar651
@karen_e_day
@aleksinbrussels


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