#data4good, Twitter, 1/21/2019 5:34:38 AM, 182633


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#data4good_2019-01-20_21-31-39.xlsx
#data4good_2019-01-20_21-31-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 21, 2019
Short Description:
#data4good via NodeXL http://bit.ly/2U6z41R
@kirkdborne
@johngmcnutt
@biscorecard
@sassoftware
@datakind
@statcan_eng
@fmfrancoise
@chidambara09
@dryalhammadimit
@alex_romero

Top hashtags:
#data4good
#ai
#bigdata
#machinelearning
#datascience
#analytics
#healthcare

Description:
Description
The graph represents a network of 373 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, 21 January 2019 at 05:31 UTC.

The requested start date was Monday, 21 January 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, 11-hour, 58-minute period from Monday, 07 January 2019 at 06:44 UTC to Sunday, 20 January 2019 at 18:43 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 : 373
Unique Edges : 515
Edges With Duplicates : 185
Total Edges : 700
Number of Edge Types : 3
Mentions : 636
Replies to : 10
Tweet : 54
Self-Loops : 54
Reciprocated Vertex Pair Ratio : 0.0264150943396226
Reciprocated Edge Ratio : 0.0514705882352941
Connected Components : 39
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 239
Maximum Edges in a Connected Component : 507
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.525632
Graph Density : 0.00392055118337225
Modularity : 0.665555
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[19] http://www.ddmcd.com/managing-technology/discovery
[18] https://blogs.sas.com/content/sascom/2019/01/04/top-10-data-for-good-articles-of-2018/
[13] http://www.facebook.com/statisticscanada
[9] https://www.figure-eight.com/figure-eight-2018-data-scientist-report/
[8] https://washingtonexec.com/2019/01/2019-top-25-execs-to-watch/17/
[5] https://twitter.com/haroldsinnott/status/1084534310365995010
[4] https://twitter.com/i_cingolani/status/1084011106312568832
[4] https://cloud.google.com/visualize-2030/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181001
[4] https://twitter.com/altoanalytics/status/1082671605925507073

Top URLs in Tweet in G1:
[15] http://www.ddmcd.com/managing-technology/discovery
[8] https://washingtonexec.com/2019/01/2019-top-25-execs-to-watch/17/
[7] https://www.figure-eight.com/figure-eight-2018-data-scientist-report/
[3] https://www.fedscoop.com/nih-all-of-us-fitbit-data/
[2] https://medium.com/archieai/stop-sitting-on-all-that-data-do-something-with-it-ee9c966ace27
[2] https://www.datasciencecentral.com/profiles/blogs/seeing-the-ai-ml-future-in-healthcare-through-the-eyes-of-physici
[1] http://allofus.nih.gov
[1] https://medium.com/@opetundeadepoju/data-science-competition-platforms-you-need-to-know-about-55b6840c087e
[1] https://www.kaggle.com/
[1] https://www.drivendata.org/

Top URLs in Tweet in G2:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181001
[3] https://blog.ons.gov.uk/2019/01/16/looking-after-and-using-data-for-public-benefit/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181257
[3] https://twitter.com/altoanalytics/status/1082671605925507073
[2] http://www.ddmcd.com/managing-technology/discovery
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181849
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181388
[1] https://www.policyanddatascience.org/apply
[1] https://twitter.com/PodsProgram/status/1084898888476172288
[1] https://cloud.google.com/visualize-2030/

Top URLs in Tweet in G3:
[5] https://twitter.com/haroldsinnott/status/1084534310365995010
[3] https://blogs.sas.com/content/sascom/2019/01/04/top-10-data-for-good-articles-of-2018/
[2] https://cloud.google.com/visualize-2030/
[2] https://twitter.com/paulmiller99/status/1083378087398645766
[2] https://twitter.com/data4sdgs/status/1083797978677215237
[2] https://twitter.com/i_cingolani/status/1084011106312568832
[1] https://twitter.com/googlecloud/status/1086488871142154240
[1] http://www.facebook.com/statisticscanada
[1] https://www.gartner.com/doc/3880666
[1] https://cloud.google.com/visualize-2030

Top URLs in Tweet in G4:
[10] https://blogs.sas.com/content/sascom/2019/01/04/top-10-data-for-good-articles-of-2018/
[2] https://twitter.com/analyticsteve/status/1083822468337410053
[1] https://www.sas.com/sas/redirects/wildtrack.html
[1] https://www.sas.com/en_us/insights/articles/analytics/analytics-tackles-human-trafficking.html?utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=1760841634
[1] https://www.sas.com/en_us/insights/articles/analytics/analytics-tackles-human-trafficking.html?utm_source=TWITTER&utm_medium=social-sprinklr&utm_content=2071907191
[1] https://dy.si/qMTXb
[1] https://blogs.sas.com/content/statelocalgov/2018/12/05/how-analytics-shape-government-workforce/
[1] http://www.ddmcd.com/managing-technology/discovery
[1] https://medium.com/@opetundeadepoju/data-science-competition-platforms-you-need-to-know-about-55b6840c087e
[1] https://www.kaggle.com/

Top URLs in Tweet in G5:
[1] https://correlaid.org/blog/meetup-mannheim/
[1] https://correlaid.org/blog/problems-ai/
[1] https://twitter.com/ameisen_strasse/status/1083035270746963968
[1] https://www.figure-eight.com/figure-eight-2018-data-scientist-report/
[1] http://www.ddmcd.com/managing-technology/discovery

Top URLs in Tweet in G6:
[11] http://www.facebook.com/statisticscanada
[1] https://twitter.com/i_cingolani/status/1084011106312568832
[1] https://twitter.com/ISED_CA/status/1085167287898906630
[1] https://gts-ee.webex.com/mw3200/mywebex/default.do?service=1&siteurl=gts-ee&nomenu=true&main_url=%2Fmc3200%2Fe.do%3Fsiteurl%3Dgts-ee%26AT%3DMI%26EventID%3D625887287%26UID%3D0%26Host%3DQUhTSwAAAATA_cAUUcP1G6X0th4hAfF6vFcriwNLZa3MhUhbJK34hQlfyDam5hJ9CsaAqqaDO3x_qZzSQGCwaawqpwpNsp7f0%26FrameSet%3D2%26MTID%3Dm60fc26ed84ec6a882b612bec8b54265e
[1] https://twitter.com/ISED_CA/status/1083770646532886528
[1] https://www.facebook.com/statisticscanada
[1] https://gts-ee.webex.com/gts-ee/j.php?MTID=m60fc26ed84ec6a882b612bec8b54265e
[1] https://twitter.com/ISED_CA/status/1084858025196875784

Top URLs in Tweet in G7:
[2] https://twitter.com/DataKind/status/1083362832937213952
[1] https://www.datakind.org/blog/datakind-teams-up-with-google-to-apply-ai-to-social-good
[1] https://hire.withgoogle.com/public/jobs/charitywaterorg/view/P_AAAAAAFAAHbKUnRj9PMdie
[1] https://therockefellerfoundation.applytojob.com/apply/cr9waPiLn8/Data-Scientist-Visualization
[1] https://therockefellerfoundation.applytojob.com/apply/fD2KbITlsQ/Data-Scientist-Analytics
[1] https://justcapital.com/about/careers/

Top URLs in Tweet in G8:
[1] https://www.hotosm.org/jobs/

Top URLs in Tweet in G9:
[4] https://blogs.sas.com/content/sascom/2019/01/04/top-10-data-for-good-articles-of-2018/
[2] https://www.businesstimes.com.sg/life-culture/using-data-to-inform-and-alert-people-of-the-real-risks-on-the-road
[1] https://drivendata.github.io/cookiecutter-data-science/
[1] https://dy.si/fAM4Z
[1] https://www.unicef.org/innovation/stories/how-do-we-keep-socio-economic-estimates-date
[1] https://dy.si/jsFR2
[1] https://dy.si/FpEJE
[1] https://www.axa.com.sg/givedataback
[1] https://twitter.com/ngcproject/status/1085232979058806784
[1] https://dy.si/H1B9V

Top Domains
Top Domains in Tweet in Entire Graph:
[44] twitter.com
[28] sas.com
[19] ddmcd.com
[14] facebook.com
[11] nodexlgraphgallery.org
[10] dy.si
[9] figure-eight.com
[8] washingtonexec.com
[5] google.com
[5] medium.com

Top Domains in Tweet in G1:
[15] ddmcd.com
[8] washingtonexec.com
[7] figure-eight.com
[3] fedscoop.com
[3] medium.com
[2] datasciencecentral.com
[1] nih.gov
[1] kaggle.com
[1] drivendata.org
[1] datasciencebowl.com

Top Domains in Tweet in G2:
[11] nodexlgraphgallery.org
[8] twitter.com
[3] gov.uk
[2] ddmcd.com
[1] policyanddatascience.org
[1] google.com
[1] sas.com
[1] hbr.org
[1] healthcare-informatics.com
[1] nih.gov

Top Domains in Tweet in G3:
[12] twitter.com
[4] sas.com
[3] google.com
[2] gartner.com
[2] dy.si
[1] facebook.com
[1] medium.com
[1] lnkd.in

Top Domains in Tweet in G4:
[14] sas.com
[2] twitter.com
[1] dy.si
[1] ddmcd.com
[1] medium.com
[1] kaggle.com

Top Domains in Tweet in G5:
[2] correlaid.org
[1] twitter.com
[1] figure-eight.com
[1] ddmcd.com

Top Domains in Tweet in G6:
[12] facebook.com
[4] twitter.com
[2] webex.com

Top Domains in Tweet in G7:
[2] applytojob.com
[2] twitter.com
[1] datakind.org
[1] withgoogle.com
[1] justcapital.com

Top Domains in Tweet in G8:
[1] hotosm.org

Top Domains in Tweet in G9:
[6] dy.si
[5] sas.com
[4] twitter.com
[3] com.sg
[1] github.io
[1] unicef.org
[1] analyticsinsight.net
[1] lnkd.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[210] data4good
[91] ai
[50] bigdata
[48] machinelearning
[46] datascience
[28] analytics
[24] healthcare
[21] deeplearning
[20] humantraffickingawarenessmonth
[20] datadriven



Top Hashtags in Tweet in G1:
[59] ai
[33] machinelearning
[31] bigdata
[31] datascience
[18] healthcare
[16] datadriven
[15] deeplearning
[12] data4good
[7] datascientist
[6] ai4socialgood

Top Hashtags in Tweet in G2:
[44] data4good
[13] ai
[13] bigdata
[7] datascience
[4] machinelearning
[4] healthcare
[4] deeplearning
[4] opendata
[4] dataliteracy
[3] live

Top Hashtags in Tweet in G3:
[30] data4good
[5] analytics
[4] visualize2030
[2] science
[2] tech
[2] data
[2] aiforsocialgood
[1] brain
[1] research
[1] ai

Top Hashtags in Tweet in G4:
[19] data4good
[17] humantraffickingawarenessmonth
[17] humantrafficking
[6] ai
[5] analytics
[5] saslife
[4] dataforgood
[2] deeplearning
[2] sascommunity
[2] sasusers

Top Hashtags in Tweet in G5:
[10] machinelearning
[7] ai
[7] designthinking
[7] analytics
[5] data4good
[4] datascience
[2] rstats
[2] healthcare
[2] bigdata
[1] community

Top Hashtags in Tweet in G6:
[14] ottawa
[9] data4good
[6] innovationlive
[5] 3gcdc
[1] data

Top Hashtags in Tweet in G7:
[22] data4good
[12] job

Top Hashtags in Tweet in G8:
[18] osm
[18] informationmanagement
[18] community
[1] data4good
[1] osmjobs

Top Hashtags in Tweet in G9:
[20] data4good
[4] analytics
[3] data
[1] dataforgood
[1] opensource
[1] datascience
[1] ai
[1] saslife
[1] risks
[1] customerfirst

Top Hashtags in Tweet in G10:
[1] ai
[1] healthtech
[1] data4good
[1] techforgood

Top Words
Top Words in Tweet in Entire Graph:
[305] Words in Sentiment List#1: Positive
[88] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7900] Non-categorized Words
[8293] Total Words
[232] data
[211] data4good
[95] ai
[87] kirkdborne
[61] gt

Top Words in Tweet in G1:
[59] ai
[59] kirkdborne
[55] gt
[33] machinelearning
[31] bigdata
[26] data
[18] datascience
[18] seeing
[18] future
[18] healthcare

Top Words in Tweet in G2:
[44] data4good
[26] data
[19] kirkdborne
[18] fmfrancoise
[13] ai
[13] bigdata
[11] nodexl
[11] johngmcnutt
[9] want
[9] good

Top Words in Tweet in G3:
[30] data4good
[19] data
[11] more
[10] analytics
[10] biscorecard
[7] using
[7] good
[5] better
[5] googlecloud
[5] data4sdgs

Top Words in Tweet in G4:
[26] sassoftware
[19] data4good
[17] january
[17] humantraffickingawarenessmonth
[17] victims
[17] humantrafficking
[17] largely
[17] invisible
[17] re
[17] around

Top Words in Tweet in G5:
[11] correlaid
[10] â
[10] blog
[10] post
[10] ameisen_strasse
[10] machinelearning
[8] h_florianâ
[8] written
[8] experience
[8] newbie

Top Words in Tweet in G6:
[27] data
[25] statcan_eng
[25] conference
[24] ottawa
[21] 3rd
[21] annual
[20] re
[18] live
[15] goc
[13] facebook

Top Words in Tweet in G7:
[22] data
[22] data4good
[21] apply
[18] s
[17] datakind
[12] job
[12] alert
[10] scientist
[9] rockefellerfdnâ
[9] technology

Top Words in Tweet in G8:
[36] data
[18] passionate
[18] osm
[18] visualisation
[18] informationmanagement
[18] making
[18] community
[18] response
[18] sustainable
[17] hotosm_uganda

Top Words in Tweet in G9:
[20] data4good
[8] data
[5] analytics
[4] use
[4] good
[3] 10
[2] top
[2] articles
[2] 2018
[2] being

Top Words in Tweet in G10:
[2] raayar
[2] bentleyaudrey
[2] johnnosta
[2] chrissyfarr
[2] mandibpro
[2] health20paris
[2] ahier
[2] drnic1
[2] healthythinker
[2] glengilmore

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[32] ai,machinelearning
[27] data,conference
[25] gt,gt
[23] 3rd,annual
[22] seeing,future
[22] future,ai
[22] machinelearning,healthcare
[22] healthcare,through
[22] through,eyes
[22] eyes,physicians

Top Word Pairs in Tweet in G1:
[26] ai,machinelearning
[23] gt,gt
[18] seeing,future
[18] future,ai
[18] machinelearning,healthcare
[18] healthcare,through
[18] through,eyes
[18] eyes,physicians
[16] kirkdborne,seeing
[15] data,governance

Top Word Pairs in Tweet in G2:
[11] data4good,nodexl
[11] nodexl,johngmcnutt
[11] johngmcnutt,kirkdborne
[9] kirkdborne,fmfrancoise
[9] fmfrancoise,elsevierconnect
[9] elsevierconnect,data
[9] data,alemannoeu
[8] want,learn
[7] fmfrancoise,data4good
[7] data4good,ai

Top Word Pairs in Tweet in G3:
[5] data,good
[5] biscorecard,data4good
[5] data,scientists
[5] scientists,using
[5] using,analytics
[5] analytics,save
[5] save,endangered
[5] endangered,species
[5] species,prevent
[5] prevent,suicide

Top Word Pairs in Tweet in G4:
[17] january,humantraffickingawarenessmonth
[17] humantraffickingawarenessmonth,victims
[17] victims,humantrafficking
[17] humantrafficking,largely
[17] largely,invisible
[17] re,around
[15] sassoftware,january
[11] invisible,theyâ
[11] theyâ,re
[10] around,â

Top Word Pairs in Tweet in G5:
[10] blog,post
[8] â,h_florianâ
[8] h_florianâ,written
[8] written,blog
[8] post,experience
[8] experience,newbie
[8] newbie,correlaid
[8] correlaid,meetup
[8] meetup,german
[8] german,pretty

Top Word Pairs in Tweet in G6:
[25] data,conference
[21] 3rd,annual
[15] goc,data
[13] live,facebook
[11] annual,goc
[10] re,live
[10] facebook,3rd
[10] annual,government
[10] government,canada
[10] canada,data

Top Word Pairs in Tweet in G7:
[12] data4good,job
[12] job,alert
[10] data,scientist
[9] alert,rockefellerfdnâ
[9] rockefellerfdnâ,s
[9] s,data
[9] data,technology
[9] technology,team
[9] team,seeking
[9] seeking,experienced

Top Word Pairs in Tweet in G8:
[18] passionate,osm
[18] osm,data
[18] data,visualisation
[18] visualisation,informationmanagement
[18] informationmanagement,making
[18] making,community
[18] community,response
[18] response,data
[18] data,sustainable
[17] hotosm_uganda,passionate

Top Word Pairs in Tweet in G9:
[2] top,10
[2] articles,2018
[2] data,science
[2] analytics,data4good
[2] good,use
[2] data4good,stories
[2] data,analytics
[2] use,data4good

Top Word Pairs in Tweet in G10:
[2] raayar,bentleyaudrey
[2] bentleyaudrey,johnnosta
[2] johnnosta,chrissyfarr
[2] chrissyfarr,mandibpro
[2] mandibpro,health20paris
[2] health20paris,ahier
[2] ahier,drnic1
[2] drnic1,healthythinker
[2] healthythinker,glengilmore

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@sassoftware
@statcan_eng
@datakind
@biscorecard
@hotosm_uganda
@hotos
@correlaid
@ameisen_strasse
@johngmcnutt

Top Mentioned in G1:
@kirkdborne
@boozallen
@susanpenfield
@figureeightinc
@booz
@nih
@ai_in_medicine
@boozdigital
@allofusresearch
@datalitproject

Top Mentioned in G2:
@kirkdborne
@fmfrancoise
@johngmcnutt
@elsevierconnect
@data
@alemannoeu
@sassoftware
@biscorecard
@drjosh

Top Mentioned in G3:
@biscorecard
@googlecloud
@data4sdgs
@avchitale
@unfoundation
@kirkdborne
@carlieidoine
@databeyer
@monetizing_data

Top Mentioned in G4:
@sassoftware
@kirkdborne
@cjdinger
@alisonbolen
@analyticsteve
@sarah_sarhangi
@hooboxrobotics

Top Mentioned in G5:
@correlaid
@ameisen_strasse
@mckinsey
@dryalhammadimit
@kirkdborne
@datacamp
@jj_mllr
@omaymas_
@worldgamesad

Top Mentioned in G6:
@statcan_eng
@socdevsoc
@ised_ca
@biscorecard

Top Mentioned in G7:
@datakind
@charitywater
@googleorg
@justcapital_
@ngcproject

Top Mentioned in G8:
@hotosm_uganda
@hotos
@hotosm

Top Mentioned in G10:
@bentleyaudrey
@johnnosta
@chrissyfarr
@mandibpro
@health20paris
@ahier
@drnic1
@healthythinker
@glengilmore
@johnmaynardcpa

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@chidambara09
@lesechos
@machinelearnflx
@entwistletx
@mjoehlerich
@7wdata
@forbes
@socialgoodstuff

Top Tweeters in G1:
@arkangelscrap
@machinelearnflx
@7wdata
@ham_gretsky
@ipfconline1
@grigortw
@kirkdborne
@adamsfantasy
@apurba3110
@dme_health

Top Tweeters in G2:
@nosqldigest
@chidambara09
@mjoehlerich
@fmfrancoise
@harvardbiz
@paleobyleo
@alemannoeu
@ons
@censuspk
@hcinformatics

Top Tweeters in G3:
@forbes
@unfoundation
@haroldsinnott
@sstavrinoudakis
@pepetapia44
@trainedbrains
@biscorecard
@clairemelamed
@nimhgov
@jakeporway

Top Tweeters in G4:
@davidvorpe65
@stuckonsw
@homesatmetacoda
@sassoftware
@ptimusk
@intel
@pietrix79
@pridgeefx
@_artemisa_v
@alisonbolen

Top Tweeters in G5:
@entwistletx
@machinelearn_d
@thechrischua
@rstatstweet
@sap
@omaymas_
@mckinsey
@teraspri
@datacamp
@a_leininger

Top Tweeters in G6:
@wolfgin
@bitspec
@statcan_eng
@entishsandman
@djpaulolobo
@ma4cpa
@tinagroves
@socdevsoc
@ised_ca
@gillianwhichelo

Top Tweeters in G7:
@leokemboi
@meansandrew
@ngcproject
@tkb
@kings13y
@charitywater
@ghideas
@datakind
@govtechresearch
@data2x

Top Tweeters in G8:
@clearmapping
@thomasg77
@geo_maps
@luann_sally
@honorable_nath
@hansakwast
@hotosm
@travisbcurtice
@pedrito1414
@bubba2tony

Top Tweeters in G9:
@kristinevick
@tapan_patel
@sas_colombia
@sascanada
@the_connectory
@fingent
@asweinmann
@saspoland
@drivendataorg
@mjmenen

Top Tweeters in G10:
@johnnosta
@drnic1
@glengilmore
@ahier
@mandibpro
@health20paris
@healthythinker
@chrissyfarr
@raayar
@bentleyaudrey


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