civictech, Twitter, 1/3/2020 9:23:19 PM, 219782


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civictech_2020-01-01_18-14-24.xlsx
civictech_2020-01-01_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 03, 2020
Short Description:
civictech via NodeXL http://bit.ly/37vcqqT
@open_eugene
@kirkdborne
@cadotgov
@govtechnews
@code4fresno
@pivotcloud
@codefornl
@elgl50
@codeforpdx
@participatory

Top hashtags:
#civictech
#govtech
#opengovernment
#ai
#digitaltransformation
#opendata
#leestip

Description:
Description
The graph represents a network of 632 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 02 January 2020 at 02:14 UTC.

The requested start date was Thursday, 02 January 2020 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, 42-minute period from Thursday, 19 December 2019 at 01:20 UTC to Wednesday, 01 January 2020 at 13:03 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 : 632
Unique Edges : 904
Edges With Duplicates : 236
Total Edges : 1140
Number of Edge Types : 4
Mentions : 238
MentionsInRetweet : 746
Tweet : 139
Replies to : 17
Self-Loops : 139
Reciprocated Vertex Pair Ratio : 0.0294117647058824
Reciprocated Edge Ratio : 0.0571428571428571
Connected Components : 96
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 215
Maximum Edges in a Connected Component : 551
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.896067
Graph Density : 0.00228189131176152
Modularity : 0.760126
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 632 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 02 January 2020 at 02:14 UTC.

The requested start date was Thursday, 02 January 2020 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, 42-minute period from Thursday, 19 December 2019 at 01:20 UTC to Wednesday, 01 January 2020 at 13:03 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 : civictech
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:
[18] https://www.nextgov.com/emerging-tech/2019/12/pentagon-wants-ai-driven-drone-swarms-search-and-rescue-ops/162113/
[15] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[14] https://techtalks.codefor.nl
[10] http://wrld.bg/5KFD30q2JIi
[10] https://twitter.com/GarrettBroad/status/1207860088523886593
[9] https://www.govloop.com/resources/governments-customer-experience-playbook/
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219422
[5] https://platformland.github.io/playbook/book/text/0-3-contents.html
[3] https://standard.publiccode.net
[3] https://github.com/Code4PuertoRico/Code4PR/issues/1

Top URLs in Tweet in G1:
[15] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[14] https://techtalks.codefor.nl
[5] https://platformland.github.io/playbook/book/text/0-3-contents.html
[3] https://standard.publiccode.net
[3] https://github.com/18F/technology-budgeting/blob/master/handbook.md
[3] https://www.bol.com/nl/f/the-culture-map/9200000025775143/
[3] https://medium.com/cadotgov/alpha-ca-gov-operational-principles-e87c49bd2c8d
[2] https://clarity.codefor.nl/cbase/kennisloods-rotterdam-7babac4af4e2f5317e5b7869024c4a32/usecase/groen-in-beeld-0a80f8538b3f510dec78495489fa5b9b
[2] https://clarity.codefor.nl/cbase/fixxx-amsterdam/usecase/tourbuzz-312280ce273c8af139a821f5b44f1b92
[2] http://www.hemingwayapp.com/

Top URLs in Tweet in G2:
[10] http://wrld.bg/5KFD30q2JIi
[2] http://wrld.bg/ApdE30pbXjA
[1] https://www.citizentech.org/pages/introduction.html
[1] https://www.wsj.com/articles/yes-ordinary-citizens-can-decide-complex-issues-1533310053
[1] https://osf.io/preprints/socarxiv/keznu/
[1] https://clarity.codefor.nl/cbase/open-data-platforms-50219f7e/usecase/eindhoven-open-data-c0490dccbae06ef9677c7d73a47e9979
[1] https://www.citizentech.org/

Top URLs in Tweet in G3:
[3] https://civictech.chat/2019/12/colorado-digital-service
[2] https://civictech.chat/2019/11/rising-for-justice
[2] https://civictech.chat/2019/12/engaging-local-government-leaders
[1] https://civictech.chat/2019/11/data-democratization
[1] https://medium.com/code-for-canada/meet-the-2020-code-for-canada-fellows-f5d05bd91b0
[1] https://codefor.ca/summit-2020/
[1] https://twitter.com/tjl/status/1210377306411278336
[1] https://twitter.com/code4ca/status/1208055512652288001

Top URLs in Tweet in G4:
[1] https://twitter.com/PMOIndia/status/1210926836311564290

Top URLs in Tweet in G5:
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219422
[2] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-NY-Proposes-Net-Neutrality-Guards.html
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218898
[2] https://www.nextgov.com/emerging-tech/2019/12/pentagon-wants-ai-driven-drone-swarms-search-and-rescue-ops/162113/
[1] https://engage.bah.com/Article/Redirect/1766a9c7-f396-4c03-9925-04d951dde4db?uc=30185&g=4681c9e5-7984-4a5f-b99b-cfc54b70b77f&f=70836
[1] https://www.govloop.com/resources/governments-customer-experience-playbook/

Top URLs in Tweet in G6:
[14] https://www.nextgov.com/emerging-tech/2019/12/pentagon-wants-ai-driven-drone-swarms-search-and-rescue-ops/162113/
[8] https://www.govloop.com/resources/governments-customer-experience-playbook/
[3] https://engage.bah.com/Article/Redirect/a528c681-f904-4517-b5b0-a85aa5ffff44?uc=30185&g=a73de537-a060-46de-a527-60c4f821502f&f=111478
[2] https://dy.si/FiZWEJ
[1] https://www.govloop.com/community/blog/how-to-use-nextdoor-to-reach-people-in-your-community/

Top URLs in Tweet in G7:
[2] https://blogs.worldbank.org/governance/2020-and-beyond-managing-intersection-technology-and-citizen-engagement
[2] https://www.nytimes.com/2019/12/30/technology/the-2019-good-tech-awards.html?algo=top_conversion&fellback=false&imp_id=453319460&imp_id=46298239&action=click&module=Most%20Popular&pgtype=Homepage
[1] https://linc.cnil.fr/les-civic-tech-bousculent-elles-vraiment-la-democratie
[1] https://nouzie.com/civictech-team-listening-to-the-interview-about-mealsmadesimple-infoamfredericton/
[1] https://www.civocracy.com/post/pas-d-inclusion-pas-de-participation
[1] https://united4iran.org/en/irancubator/toranj.html
[1] https://twitter.com/sfmoci/status/1207765277837942784
[1] http://mailchi.mp/citizenlab/citizenlab-newsletter-december19-1510637
[1] https://twitter.com/innovforchange/status/1208019825559326720
[1] http://hiro-matsuno.hatenablog.com/entry/2019/12/22/070136

Top URLs in Tweet in G8:
[1] https://opensourcepolitics.eu/actualites/decidim-en-bonne-place-parmi-les-civic-tech-selon-les-criteres-de-la-cnil/
[1] https://linc.cnil.fr/les-civic-tech-bousculent-elles-vraiment-la-democratie
[1] https://linc.cnil.fr/sites/default/files/atoms/files/20191108_vv_linc_livrable_vf_web.pdf

Top URLs in Tweet in G9:
[1] http://eepurl.com/chnvPn

Top URLs in Tweet in G10:
[1] https://www.ted.com/talks/eli_pariser_what_obligation_do_social_media_platforms_have_to_the_greater_good/transcript?language=en#t-1014278
[1] http://www.stateofplace.co/our-blog/2019/12/top-12-citymaking-movements-of-the-2010s
[1] https://twitter.com/GovLovePodcast/status/1208047404303257601

Top Domains
Top Domains in Tweet in Entire Graph:
[41] codefor.nl
[32] twitter.com
[18] nextgov.com
[13] medium.com
[12] wrld.bg
[10] govloop.com
[9] nodexlgraphgallery.org
[8] civictech.chat
[6] github.com
[5] bah.com

Top Domains in Tweet in G1:
[40] codefor.nl
[5] github.io
[4] medium.com
[3] publiccode.net
[3] github.com
[3] bol.com
[2] hemingwayapp.com
[2] civictech.guide
[2] govgeek.club
[1] gob.es

Top Domains in Tweet in G2:
[12] wrld.bg
[2] citizentech.org
[1] wsj.com
[1] osf.io
[1] codefor.nl

Top Domains in Tweet in G3:
[8] civictech.chat
[2] twitter.com
[1] medium.com
[1] codefor.ca

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

Top Domains in Tweet in G5:
[9] nodexlgraphgallery.org
[2] govtech.com
[2] nextgov.com
[1] bah.com
[1] govloop.com

Top Domains in Tweet in G6:
[14] nextgov.com
[9] govloop.com
[3] bah.com
[2] dy.si

Top Domains in Tweet in G7:
[5] twitter.com
[3] ne.jp
[2] worldbank.org
[2] nytimes.com
[1] cnil.fr
[1] nouzie.com
[1] civocracy.com
[1] united4iran.org
[1] mailchi.mp
[1] hatenablog.com

Top Domains in Tweet in G8:
[2] cnil.fr
[1] opensourcepolitics.eu

Top Domains in Tweet in G9:
[1] eepurl.com

Top Domains in Tweet in G10:
[1] ted.com
[1] stateofplace.co
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[353] civictech
[108] govtech
[30] opengovernment
[30] ai
[21] digitaltransformation
[21] opendata
[18] leestip
[17] ai4socialgood
[17] uas
[17] uav



Top Hashtags in Tweet in G1:
[91] civictech
[58] govtech
[28] opengovernment
[18] leestip
[15] events
[15] techtalk
[14] digitaltransformation
[12] clarity
[9] governmenttech
[2] happyholidays

Top Hashtags in Tweet in G2:
[17] civictech
[13] govtech
[3] demopart
[2] opengov
[1] education
[1] health
[1] infrastructure
[1] ict4d
[1] clarity
[1] opendata

Top Hashtags in Tweet in G3:
[12] civictech
[12] localgov
[6] colorado
[2] digitalgov
[1] cfabrigade
[1] nationalexpungementweek
[1] justice
[1] roadsafety

Top Hashtags in Tweet in G4:
[1] digitalindia
[1] civictech

Top Hashtags in Tweet in G5:
[10] civictech
[8] govtech
[7] ai
[5] stateandlocal
[3] cybersecurity
[3] security
[3] bigdata
[3] digitaltransformation
[2] fintech
[2] experienceeconomy

Top Hashtags in Tweet in G6:
[17] ai
[14] ai4socialgood
[14] uas
[14] uav
[8] customerexperience
[6] govtech
[6] civictech
[6] bigdata
[3] datascience
[3] machinelearning

Top Hashtags in Tweet in G7:
[27] civictech
[4] govtech
[3] ai
[2] senegal
[2] elections
[2] kebetu
[2] sakaddu
[2] bigdata
[2] security
[2] gooddiscoverys

Top Hashtags in Tweet in G8:
[15] civictech
[1] recrutement
[1] stage
[1] accessibilité
[1] bosa
[1] démocratie
[1] participation
[1] citoyens
[1] begov
[1] particupationcitoyenne

Top Hashtags in Tweet in G9:
[5] civictech
[3] osic

Top Hashtags in Tweet in G10:
[11] urbanism
[3] civictech
[2] placemaking
[1] publicspace
[1] digitalplacemaking
[1] tacticalurbanism
[1] healthyplaces
[1] cities
[1] govtech
[1] govdesign

Top Words
Top Words in Tweet in Entire Graph:
[466] Words in Sentiment List#1: Positive
[69] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[13694] Non-categorized Words
[14229] Total Words
[353] #civictech
[108] #govtech
[75] tech
[62] digital
[51] government

Top Words in Tweet in G1:
[91] #civictech
[58] #govtech
[28] #opengovernment
[25] cadotgov
[20] content
[20] check
[19] over
[18] #leestip
[18] re
[16] democracy

Top Words in Tweet in G2:
[31] participatory
[24] digital
[23] steiny
[23] tech
[21] report
[21] influence
[21] citizens
[20] citizen
[17] #civictech
[16] wbg_gov

Top Words in Tweet in G3:
[15] digital
[12] #civictech
[12] service
[12] elgl50
[12] kwyatt23
[12] #localgov
[11] take
[11] listen
[11] uncmpa
[11] alumnus

Top Words in Tweet in G4:
[27] pm
[27] narendramodi
[27] vision
[27] emphasis
[27] participative
[27] governance
[27] mygovindia
[27] scaling
[27] heights
[26] buzzindelhi

Top Words in Tweet in G5:
[10] govtechnews
[10] public_team
[10] #civictech
[9] govtech
[9] nodexl
[9] cybersec_feeds
[9] yourxss
[9] dk_analytics
[8] #govtech
[7] apoliticalco

Top Words in Tweet in G6:
[23] kirkdborne
[17] #ai
[16] gt
[14] using
[14] driven
[14] drone
[14] swarms
[14] search
[14] rescue
[14] operations

Top Words in Tweet in G7:
[27] #civictech
[11] good
[7] tech
[6] 2020
[5] 2019
[5] really
[4] team
[4] #govtech
[3] cnil
[3] part

Top Words in Tweet in G8:
[32] cnil
[18] quelles
[18] sont
[15] #civictech
[12] lincnil
[11] retrouvez
[11] compte
[11] rendu
[11] vidéo
[11] échanges

Top Words in Tweet in G9:
[14] civichive
[14] year
[13] 2019
[13] make
[12] rounding
[12] dream
[12] greater
[12] impacts
[12] ahead
[12] thank

Top Words in Tweet in G10:
[11] decade
[11] many
[11] influential
[11] #urbanism
[11] movements
[11] stateofplace
[11] cityfoodlover
[11] provides
[11] inspiring
[11] overview

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[78] #civictech,#govtech
[28] #govtech,#opengovernment
[27] pm,narendramodi
[27] narendramodi,vision
[27] vision,emphasis
[27] emphasis,participative
[27] participative,governance
[27] governance,mygovindia
[27] mygovindia,scaling
[27] scaling,heights

Top Word Pairs in Tweet in G1:
[56] #civictech,#govtech
[28] #govtech,#opengovernment
[15] #events,over
[15] over,maanden
[15] maanden,personal
[15] personal,democracy
[15] democracy,forum
[15] forum,cee
[15] cee,#civictech
[14] #opengovernment,#digitaltransformation

Top Word Pairs in Tweet in G2:
[22] participatory,steiny
[21] digital,tech
[21] tech,influence
[13] #civictech,#govtech
[11] report,participatory
[11] steiny,digital
[11] influence,citizen
[11] citizen,government
[11] government,interactions
[11] interactions,read

Top Word Pairs in Tweet in G3:
[11] take,listen
[11] listen,uncmpa
[11] uncmpa,alumnus
[11] alumnus,elgl50
[11] elgl50,co
[11] co,founder
[11] founder,kwyatt23
[11] kwyatt23,discuss
[11] discuss,works
[11] works,push

Top Word Pairs in Tweet in G4:
[27] pm,narendramodi
[27] narendramodi,vision
[27] vision,emphasis
[27] emphasis,participative
[27] participative,governance
[27] governance,mygovindia
[27] mygovindia,scaling
[27] scaling,heights
[26] buzzindelhi,pm
[26] heights,#digit

Top Word Pairs in Tweet in G5:
[9] govtech,nodexl
[9] nodexl,govtechnews
[7] govtechnews,public_team
[7] public_team,cybersec_feeds
[7] cybersec_feeds,yourxss
[7] yourxss,apoliticalco
[7] apoliticalco,dk_analytics
[4] dk_analytics,fmfrancoise
[4] #civictech,#ai
[4] ht,kirkdborne

Top Word Pairs in Tweet in G6:
[14] using,#ai
[14] #ai,driven
[14] driven,drone
[14] drone,swarms
[14] swarms,search
[14] search,rescue
[14] rescue,operations
[14] operations,#ai4socialgood
[14] #ai4socialgood,#uas
[14] #uas,#uav

Top Word Pairs in Tweet in G7:
[3] really,really
[2] aime,marches
[2] #elections,personne
[2] personne,vote
[2] taux,d'abstention
[2] アーバンデータチャレンジ2019,国立国会図書館特別賞
[2] 2020,beyond
[2] beyond,managing
[2] managing,intersection
[2] intersection,technology

Top Word Pairs in Tweet in G8:
[18] quelles,sont
[11] retrouvez,compte
[11] compte,rendu
[11] rendu,vidéo
[11] vidéo,échanges
[11] échanges,événement
[11] événement,organisé
[11] organisé,décembre
[11] décembre,2019
[11] 2019,par

Top Word Pairs in Tweet in G9:
[12] rounding,2019
[12] 2019,dream
[12] dream,make
[12] make,greater
[12] greater,impacts
[12] impacts,year
[12] year,ahead
[12] ahead,thank
[12] thank,funders
[12] funders,partners

Top Word Pairs in Tweet in G10:
[11] decade,many
[11] many,influential
[11] influential,#urbanism
[11] #urbanism,movements
[11] movements,stateofplace
[11] stateofplace,cityfoodlover
[11] cityfoodlover,provides
[11] provides,inspiring
[11] inspiring,overview
[10] ebkent,decade

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@participatory
@narendramodi
@mygovindia
@kirkdborne
@buzzindelhi
@cadotgov
@steiny
@cnil
@wbg_gov
@elgl50

Top Mentioned in G1:
@cadotgov
@codeforall
@18f
@codefornl
@publicdigital
@stuartdrown
@cagovops
@bhuval
@miblon
@civictechchat

Top Mentioned in G2:
@participatory
@steiny
@wbg_gov
@worldbank
@codefornl
@digiphile

Top Mentioned in G3:
@elgl50
@kwyatt23
@uncmpa
@uncsog
@civictechchat
@ktinboulder
@code4ca
@codefordc
@rising4justice
@govlovepodcast

Top Mentioned in G4:
@narendramodi
@mygovindia
@buzzindelhi

Top Mentioned in G5:
@govtechnews
@public_team
@cybersec_feeds
@yourxss
@dk_analytics
@apoliticalco
@fmfrancoise
@public_france
@douglittlejr
@sommetgovtech

Top Mentioned in G6:
@kirkdborne
@govloop
@nextdoor
@actiac
@carahsoft
@girardinl
@caravanstudios

Top Mentioned in G7:
@united4iran
@misaontario

Top Mentioned in G8:
@cnil
@lincnil
@opensourcepol
@c_mabi
@vrmtvrmt
@obs_ct

Top Mentioned in G9:
@civichive
@trackang
@opengovhub
@macfound
@osiwa1
@civichall
@olataiwotweets

Top Mentioned in G10:
@stateofplace
@cityfoodlover
@ebkent
@patrickm02l
@elipariser
@kowyatt
@elgl50

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@clairebotai
@eraser
@cybersec_feeds
@snapchatsupport
@andrewmorrisuk
@sureshnakhua
@ghostdansing
@xyxox9kg3fs6tdv
@kachelmann

Top Tweeters in G1:
@steltenpower
@lakehillsoccer
@fa
@pivotcloud
@codeford
@codeforpdx
@civicwhitaker
@abhinemani
@pahlkadot
@lukefretwell

Top Tweeters in G2:
@digiphile
@bagaluesunab
@ricardo_ik_ahau
@seigla
@anthonyzach
@worldbank
@itz_thaani
@awatila
@vasumph
@tamara_mulherin

Top Tweeters in G3:
@elgl50
@smartcitiesfeed
@gnageshrao
@kwyatt23
@transport_gc
@stephbell81
@uncsog
@ktinboulder
@rising4justice
@code4luke

Top Tweeters in G4:
@sureshnakhua
@saxenaa14
@vinubha48672724
@wlvrn_tjs
@vishnus47793080
@rajput_ramesh
@abcunlimited1
@drmowgaligodse
@kkkankur
@saurav19419076

Top Tweeters in G5:
@chidambara09
@cybersec_feeds
@fmfrancoise
@smartecocity
@jennycohn1
@yourxss
@theadamgabriel
@govtechnews
@nygovcuomo
@apoliticalco

Top Tweeters in G6:
@clairebotai
@andrewmorrisuk
@kirkdborne
@machine_ml
@wynandbooysen
@grjenkin
@nvsdata
@greentechdon
@khattiy74899201
@natashareid95

Top Tweeters in G7:
@hiro_matsuno
@ketancho
@douglasmcnabb
@noeldickover
@triakt_tpe
@ujigis
@united4iran
@cmairn
@rlingle
@crowdpolicy

Top Tweeters in G8:
@rldi_lamy
@denis_maguet
@catherinepasca1
@penelopel_
@rombeaucher
@stephanebeauvai
@cyber_duedil
@cnil
@annegaelc
@virgiledeville

Top Tweeters in G9:
@okestalyf
@bolarinwaiyanu
@dcnrichiee
@osiwa1
@macfound
@simply_dayor
@surprisinglagos
@damen222
@trackang
@civichall

Top Tweeters in G10:
@jentrification
@wwstansburyccfa
@kowyatt
@benkittelson56
@sanzhiet
@stockholmcyclo
@stateofplace
@seelgl
@mdrouse5
@patrickm02l