#data4good, Twitter, 5/27/2019 5:11:55 AM, 198162


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#data4good_2019-05-26_22-08-00.xlsx
#data4good_2019-05-26_22-08-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 27, 2019
Short Description:
#data4good via NodeXL http://bit.ly/2W6SmtI
@johngmcnutt
@kirkdborne
@drivendataorg
@machinelearn_d
@betanyc
@datakind
@techatbloomberg
@qlik_apac
@nvsdata
@theadamgabriel

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

Description:
Description
The graph represents a network of 414 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, 27 May 2019 at 05:08 UTC.

The requested start date was Monday, 27 May 2019 at 00:01 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 12-day, 0-hour, 1-minute period from Monday, 13 May 2019 at 00:46 UTC to Saturday, 25 May 2019 at 00:47 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 : 414
Unique Edges : 501
Edges With Duplicates : 154
Total Edges : 655
Number of Edge Types : 3
Mentions : 570
Tweet : 81
Replies to : 4
Self-Loops : 81
Reciprocated Vertex Pair Ratio : 0.0368098159509202
Reciprocated Edge Ratio : 0.0710059171597633
Connected Components : 56
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 187
Maximum Edges in a Connected Component : 319
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.202574
Graph Density : 0.00296522440958697
Modularity : 0.722543
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] https://dy.si/wtcZ6V
[15] https://dy.si/91T8A
[15] https://cordata.top-ix.org/
[11] https://dy.si/Rw8N4
[8] https://dy.si/y7vUf
[7] https://dy.si/q3c4E
[6] https://dy.si/XQpca
[5] https://www.datasciencecentral.com/profiles/blogs/using-semantic-segmentation-to-identify-rooftops-in-low
[4] https://dy.si/j2zpB
[4] https://u.group/

Top URLs in Tweet in G1:
[15] https://dy.si/wtcZ6V
[15] https://dy.si/91T8A
[11] https://dy.si/Rw8N4
[8] https://dy.si/y7vUf
[7] https://dy.si/q3c4E
[5] https://dy.si/XQpca
[4] https://dy.si/mKB3B
[4] https://dy.si/j2zpB
[3] https://dy.si/Dnnu2
[2] https://dy.si/fWHtK

Top URLs in Tweet in G2:
[1] https://beta.nyc/2019/05/13/job-opening-public-interest-technologist-civic-hacker/

Top URLs in Tweet in G3:
[2] https://magazine.amstat.org/blog/2019/05/01/ethical-best-practices/
[2] https://twitter.com/UNGlobalPulse/status/1126173861723222023
[1] https://twitter.com/unicefchief/status/1130565445575204867
[1] https://www.unglobalpulse.org/resource-library/guides
[1] https://twitter.com/aquilainsight/status/1127925817076592643
[1] https://twitter.com/gideonmann/status/1128672462349246464

Top URLs in Tweet in G4:
[2] https://twitter.com/Earth_Challenge/status/1125848707805716480
[2] https://www.blog.google/outreach-initiatives/google-org/ai-impact-challenge-grantees/?utm_source=tw&utm_medium=social&utm_campaign=io19
[1] https://boards.greenhouse.io/khanacademy/jobs/15823
[1] https://jobs-prc.icims.com/jobs/5923/computational-social-scientist/job?mobile=false&width=641&height=500&bga=true&needsRedirect=false&jan1offset=-300&jun1offset=-240
[1] https://beta.nyc/2019/05/13/job-opening-public-interest-technologist-civic-hacker/
[1] https://www.unglobalpulse.org/resource-library/guides
[1] https://urbanlabs.uchicago.edu/careers?vacancy=178
[1] https://policing-equity.prismhr-hire.com/job/124384/data-analyst-national-justice-database
[1] https://twitter.com/PubHealthPost/status/1128617292579917824

Top URLs in Tweet in G5:
[15] https://cordata.top-ix.org/
[2] https://twitter.com/bgoncalves/status/1129023845174849541
[1] https://www.isi.it/en/news-events/iscrizioni-aperte-a-cordata-il-nuovo-programma-di-formazione-su-data4good-e-tecnologie-civiche
[1] https://cordata.top-ix.org

Top URLs in Tweet in G6:
[3] https://twitter.com/HRSAgov/status/1131284905562968064
[2] https://www.sas.com/en_be/customers/san-bernardino-county-health.html
[1] http://video.sas.com/ax16/detail/videos/breakout-sessions/video/5125303674001/there-is-no-health-without-behavioral-health?autoStart=true
[1] https://twitter.com/mrtomsab/status/1130476775161651200
[1] https://www.linkedin.com/pulse/data-sources-assess-whole-person-suffering-josh-morgan-psyd
[1] https://blogs.sas.com/content/statelocalgov/2018/03/15/whole-person-analytics-person-centered-care/
[1] https://twitter.com/HRSAgov/status/1131279847643332608
[1] https://twitter.com/primary1health/status/1131281073202192384
[1] https://dy.si/51GhfS
[1] https://www.ahrq.gov/news/blog/ahrqviews/learning-while-caring.html

Top URLs in Tweet in G7:
[1] https://twitter.com/qlik/status/1124005136668528640
[1] https://civsourceonline.com/2019/04/23/new-jersey-links-law-enforcement-and-prescriptions-as-part-of-opioid-fight/
[1] https://dy.si/HMPYF
[1] https://twitter.com/alorza/status/1128292391922880513
[1] https://dy.si/hf2jN
[1] https://lnkd.in/eNMVutF
[1] https://lnkd.in/e8Y-Fxc
[1] https://t.co/9ixqUC6LGn
[1] https://twitter.com/StephTweetChat/status/1128434820483289088
[1] https://dy.si/TLwET

Top URLs in Tweet in G8:
[3] https://www.mastercardcenter.org/insights/leaving-no-place-behind-in-the-digital-economy?cmp=organic.twitter.social.featured.econgrowth.met.nam.

Top URLs in Tweet in G9:
[1] http://olifro.st/blog/data-on-ebay/

Top Domains
Top Domains in Tweet in Entire Graph:
[90] dy.si
[42] twitter.com
[16] top-ix.org
[15] sas.com
[7] drivendata.org
[5] datasciencecentral.com
[4] u.group
[4] sohealthy.fr
[3] nih.gov
[3] uptake.org

Top Domains in Tweet in G1:
[76] dy.si
[3] twitter.com
[2] datasciencecentral.com
[2] nih.gov
[1] medium.com
[1] 3blmedia.com

Top Domains in Tweet in G2:
[1] beta.nyc

Top Domains in Tweet in G3:
[5] twitter.com
[2] amstat.org
[1] unglobalpulse.org

Top Domains in Tweet in G4:
[3] twitter.com
[2] blog.google
[1] greenhouse.io
[1] icims.com
[1] beta.nyc
[1] unglobalpulse.org
[1] uchicago.edu
[1] prismhr-hire.com

Top Domains in Tweet in G5:
[16] top-ix.org
[2] twitter.com
[1] isi.it

Top Domains in Tweet in G6:
[8] sas.com
[7] twitter.com
[7] dy.si
[1] linkedin.com
[1] ahrq.gov
[1] nih.gov

Top Domains in Tweet in G7:
[4] twitter.com
[4] dy.si
[2] lnkd.in
[1] civsourceonline.com
[1] t.co
[1] odtug.com
[1] vox.com
[1] toucantoco.com
[1] 3blmedia.com
[1] sas.com

Top Domains in Tweet in G8:
[3] mastercardcenter.org

Top Domains in Tweet in G9:
[1] olifro.st

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[236] data4good
[78] datascience
[77] bigdata
[65] ai
[49] machinelearning
[33] healthcare
[23] civictech
[20] healthtech
[19] data
[18] ai4socialgood



Top Hashtags in Tweet in G1:
[66] bigdata
[49] ai
[47] datascience
[45] machinelearning
[33] healthcare
[29] data4good
[20] healthtech
[18] ai4socialgood
[16] deeplearning
[15] populationhealth

Top Hashtags in Tweet in G2:
[3] data4good
[2] job
[1] opendata
[1] civictech
[1] tech4good

Top Hashtags in Tweet in G3:
[12] data4good
[6] data
[5] d4gx
[5] dayoffamilies
[3] data4peace
[3] ununiversity
[2] charity
[2] stats4good
[2] datajustice
[1] googleai

Top Hashtags in Tweet in G4:
[18] data4good
[12] job
[2] data
[2] technology
[2] citizenscience
[1] dc
[1] ununiversity
[1] googleai
[1] io19
[1] ai

Top Hashtags in Tweet in G5:
[19] data4good
[16] cordata2019
[16] civictech
[1] cooperazioneinternazionale
[1] formazionesviluppo

Top Hashtags in Tweet in G6:
[22] data4good
[7] analytics
[5] bhealthy
[4] mentalhealthmonth
[2] mentalhealthawarenessmonth
[2] analyticsx
[2] wholepersoncare
[2] opioid
[2] 4mind4body
[1] behavioralhealth

Top Hashtags in Tweet in G7:
[17] data4good
[3] sasforummilan
[2] data
[1] qonnection2019
[1] qlikorg
[1] iot
[1] sensor
[1] wildlife
[1] amazon
[1] rainforest

Top Hashtags in Tweet in G8:
[4] data4good
[4] equity
[4] mastercard
[2] scny19
[1] urbannext50
[1] economicdevelopment
[1] partner4good
[1] opportunityzones
[1] inclusivegrowth
[1] socialimpact

Top Hashtags in Tweet in G9:
[10] cebit18
[10] cebit
[2] madana
[2] data4good
[1] datarevolution

Top Hashtags in Tweet in G10:
[9] data4good
[9] odtug
[9] orclepm
[9] orclanalytics
[1] oracledv
[1] essbase
[1] dodeca
[1] kscope19

Top Words
Top Words in Tweet in Entire Graph:
[405] Words in Sentiment List#1: Positive
[151] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[9410] Non-categorized Words
[9966] Total Words
[236] #data4good
[105] kirkdborne
[85] data
[78] #datascience
[77] #bigdata

Top Words in Tweet in G1:
[104] kirkdborne
[66] #bigdata
[49] #ai
[47] #datascience
[45] #machinelearning
[33] #healthcare
[30] ht
[29] #data4good
[26] boozallen
[22] digital

Top Words in Tweet in G2:
[43] civic
[42] public
[41] looking
[41] hire
[41] full
[41] time
[41] interest
[41] technologist
[41] hacker
[41] ready

Top Words in Tweet in G3:
[12] #data4good
[8] unglobalpulse
[7] new
[6] #data
[6] guide
[6] international
[6] pulse
[6] family
[5] open
[5] #d4gx

Top Words in Tweet in G4:
[18] #data4good
[12] #job
[12] alert
[10] datakind
[8] research
[7] looking
[6] tank
[5] nonprofit
[5] hire
[5] click

Top Words in Tweet in G5:
[31] per
[19] #data4good
[18] di
[18] e
[17] iscrizioni
[17] programma
[17] formazione
[16] #cordata2019
[16] #civictech
[15] top_ix

Top Words in Tweet in G6:
[22] #data4good
[11] power
[10] sassoftware
[7] #analytics
[7] good
[6] help
[6] better
[6] people
[5] using
[5] #bhealthy

Top Words in Tweet in G7:
[17] #data4good
[6] di
[3] data
[3] tra
[3] novità
[3] questa
[3] edizione
[3] #sasforummilan
[3] anche
[3] escape

Top Words in Tweet in G8:
[11] data
[9] cntr4growth
[8] insights
[8] encourage
[7] more
[6] sector
[5] being
[4] #data4good
[4] leveraged
[4] help

Top Words in Tweet in G9:
[27] madana_hq
[27] data
[10] come
[10] meet
[10] team
[10] #cebit18
[10] giving
[10] away
[10] 10
[10] full

Top Words in Tweet in G10:
[9] presenting
[9] #data4good
[9] oracleanalytics
[9] session
[9] #odtug
[9] #orclepm
[9] #orclanalytics
[9] meetup
[9] monterrey
[8] nevianazhgaba

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[46] looking,hire
[42] public,interest
[42] interest,technologist
[42] technologist,civic
[42] civic,hacker
[41] hire,full
[41] full,time
[41] time,public
[41] hacker,ready
[41] ready,hack

Top Word Pairs in Tweet in G1:
[29] ht,kirkdborne
[23] #bigdata,#machinelearning
[20] artificial,intelligence
[18] kirkdborne,harnessing
[17] #bigdata,#datascience
[17] theadamgabriel,ht
[15] harnessing,digital
[15] digital,information
[15] information,improve
[15] improve,#populationhealth

Top Word Pairs in Tweet in G2:
[41] looking,hire
[41] hire,full
[41] full,time
[41] time,public
[41] public,interest
[41] interest,technologist
[41] technologist,civic
[41] civic,hacker
[41] hacker,ready
[41] ready,hack

Top Word Pairs in Tweet in G3:
[5] wednesday's,international
[5] international,#dayoffamilies
[5] #dayoffamilies,celebrating
[5] celebrating,pulse
[5] pulse,labs
[5] labs,family
[5] family,amazing
[5] amazing,group
[5] group,talented
[4] #data,new

Top Word Pairs in Tweet in G4:
[12] #data4good,#job
[12] #job,alert
[8] datakind,#data4good
[5] looking,hire
[5] click,link
[5] link,details
[4] details,apply
[4] alert,policingequity
[4] policingequity,research
[4] research,action

Top Word Pairs in Tweet in G5:
[17] programma,di
[17] di,formazione
[17] #data4good,e
[16] formazione,#data4good
[16] e,#civictech
[16] #civictech,per
[15] iscrizioni,per
[15] per,#cordata2019
[15] #cordata2019,https
[15] https,t

Top Word Pairs in Tweet in G6:
[5] using,#data4good
[5] power,good
[4] #data4good,wraltechwire
[3] sassoftware,gives
[3] gives,people
[3] people,power
[3] power,know
[3] know,power
[3] good,#data4good
[2] approach,end

Top Word Pairs in Tweet in G7:
[3] tra,novità
[3] novità,di
[3] di,questa
[3] questa,edizione
[3] edizione,di
[3] di,#sasforummilan
[3] #sasforummilan,anche
[3] anche,escape
[3] escape,room
[3] room,sperimenta

Top Word Pairs in Tweet in G8:
[8] data,insights
[4] insights,leveraged
[4] leveraged,help
[4] help,cities
[4] cities,become
[4] become,more
[4] more,inclusive
[4] inclusive,#equity
[4] #equity,huge
[4] huge,concern

Top Word Pairs in Tweet in G9:
[10] come,meet
[10] meet,madana_hq
[10] madana_hq,team
[10] team,#cebit18
[10] #cebit18,giving
[10] giving,away
[10] away,10
[10] 10,full
[10] full,duration
[10] duration,#cebit

Top Word Pairs in Tweet in G10:
[9] presenting,#data4good
[9] #data4good,oracleanalytics
[9] oracleanalytics,session
[9] session,#odtug
[9] #odtug,#orclepm
[9] #orclepm,#orclanalytics
[9] #orclanalytics,meetup
[9] meetup,monterrey
[8] nevianazhgaba,presenting
[8] monterrey,gadashe

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@betanyc
@boozallen
@madana_hq
@theadamgabriel
@top_ix
@datakind
@feeleat_
@realolifrost
@oracleanalytics

Top Mentioned in G1:
@kirkdborne
@boozallen
@theadamgabriel
@martinheinrich
@boozd
@the_nsmc
@boozdatascience
@nychealthsystem
@ipfconline1
@kaggle

Top Mentioned in G2:
@betanyc
@datakind
@codeforamerica
@pewresearch

Top Mentioned in G3:
@unglobalpulse
@undppa
@mamellothinyane
@unu_cs
@johngmcnutt
@brooklyn11210
@mel
@melaniesage
@qlik_apac
@michaeleddy

Top Mentioned in G4:
@datakind
@policingequity
@crimelabnewyork
@khanacademy
@pewresearch
@datakinddc
@betanyc
@unglobalpulse
@undppa
@pubhealthpost

Top Mentioned in G5:
@top_ix
@isi_fondazione
@moxoff_mathxinn
@heartindata
@csp_live
@fondcariplo
@innovasviluppo
@mtizzoni

Top Mentioned in G6:
@sassoftware
@wraltechwire
@drjosh
@trentsmithnc
@drkanalytics
@ahrqnews
@sbdbh
@endstigma
@nimhdirector

Top Mentioned in G8:
@cntr4growth
@citypossible
@shaminasingh
@citypgh
@stevebenjaminsc

Top Mentioned in G9:
@madana_hq
@realolifrost
@cebit

Top Mentioned in G10:
@oracleanalytics
@nevianazhgaba
@gadashe
@gadashek

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@gamergeeknews
@chidambara09
@entwistletx
@santchiweb
@caring_mobile
@machinelearn_d
@socialgoodstuff
@socialchangeaus
@ipfconline1

Top Tweeters in G1:
@gamergeeknews
@chidambara09
@machinelearn_d
@ipfconline1
@kirkdborne
@dme_health
@manifattura40
@machine_ml
@ingebear09
@dme_jun

Top Tweeters in G2:
@melodyisdestiny
@nickkauf
@kushaldas
@dreamchaser_nfl
@noneck
@infosecsherpa
@richmintz
@hunter_owens
@evomri
@geminiimatt

Top Tweeters in G3:
@info4practice
@njsmyth
@johngmcnutt
@laurelhitchcock
@melaniesage
@amstatnews
@undppa
@unglobalpulse
@verenaungu
@mel

Top Tweeters in G4:
@pewresearch
@andrewnebus
@meansandrew
@yaso
@datakind
@welcome_hudds
@pubhealthpost
@khanacademy
@michaeleddy
@joewasserman

Top Tweeters in G5:
@bgoncalves
@fondcariplo
@csp_live
@top_ix
@pendolare
@danielapaolotti
@mtizzoni
@lucacicchelli
@astrastefania
@bigdive_eu

Top Tweeters in G6:
@sassoftware
@wraltechwire
@ahrqnews
@endstigma
@drjosh
@hermon100
@sasasiapacific
@fuel_digital_fr
@trentsmithnc
@sbdbh

Top Tweeters in G7:
@joseph_santoro
@gonevoip
@kristinevick
@angienavarromx
@emanuelasferco
@dbaontap
@ideorg
@nelliesworld
@jenniferchan7
@_m_dey

Top Tweeters in G8:
@davidbr59545413
@terrencegallman
@stevebenjaminsc
@craigbida
@cntr4growth
@citypgh
@hlsilver
@ssoniagp
@kodeh
@shaminasingh

Top Tweeters in G9:
@pripyatboob
@cebit
@cod76_us
@ashit5
@petrrr_rrrtep
@avisek_rudra
@madana_hq
@geoffreyblinkz
@azis33212349
@jagadevtrupti

Top Tweeters in G10:
@oracleanalytics
@odtug
@rterreros
@nevianazhgaba
@icodealot
@gadashek
@gadashe
@appliedolap
@julie_jacobs129
@datarestless