civictech, Twitter, 11/17/2022 6:56:07 PM, 284666


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civictech_2022-11-17_08-12-17.xlsx
civictech_2022-11-17_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 17, 2022
Short Description:
civictech via NodeXL https://bit.ly/3UNZIfK
@fwd50conf
@codeforpdx
@civictechguide
@freisangil
@joanbajorek
@usoftech_
@usdigitalcorps
@stungeye
@prairiedevcon
@citizenrecolte

Top hashtags:
#civictech
#fwd50
#citizenrecolte
#opendata
#govtech
#government
#mbpoli

Description:
Description
The graph represents a network of 58 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, 17 November 2022 at 16:12 UTC.

The requested start date was Thursday, 17 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 20-hour, 31-minute period from Thursday, 03 November 2022 at 01:01 UTC to Thursday, 03 November 2022 at 21:32 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 : 58
Unique Edges : 46
Edges With Duplicates : 61
Total Edges : 107
Number of Edge Types : 5
Retweet : 26
MentionsInRetweet : 45
Replies to : 1
Tweet : 10
Mentions : 25
Self-Loops : 11
Reciprocated Vertex Pair Ratio : 0.105263157894737
Reciprocated Edge Ratio : 0.19047619047619
Connected Components : 20
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 8
Maximum Edges in a Connected Component : 30
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.106383
Graph Density : 0.0190562613430127
Modularity : 0.546401
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 58 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, 17 November 2022 at 16:12 UTC.

The requested start date was Thursday, 17 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 20-hour, 31-minute period from Thursday, 03 November 2022 at 01:01 UTC to Thursday, 03 November 2022 at 21:32 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:
[2] https://civichackersummit.com/
[2] https://proudcity.com/proudcity-1-134-0-release/
[2] https://civictech.guide/calendar/
[1] https://twitter.com/AmandaRenteria/status/1588000707294253056
[1] https://twitter.com/code4ca/status/1587832604270600192
[1] https://www.computronix.com/high-fit-hands-on/
[1] https://datasociety.net/announcements/2022/10/24/keywords-on-the-datafied-state/?utm_campaign=coschedule&utm_source=twitter&utm_medium=DataDotOrg
[1] https://twitter.com/chihacknight/status/1587189844379303942
[1] https://twitter.com/aliglenesk/status/1586093689020915712
[1] https://civictech.chat/2022/11/microbusinesses

Top URLs in Tweet in G1:
[1] https://twitter.com/AmandaRenteria/status/1588000707294253056
[1] https://twitter.com/code4ca/status/1587832604270600192

Top URLs in Tweet in G2:
[2] https://civictech.guide/calendar/

Top URLs in Tweet in G3:
[1] https://www.xd.gov/apply/

Top URLs in Tweet in G5:
[1] https://e.thenews.com.pk/detail?id=143937
[1] https://www.computronix.com/high-fit-hands-on/

Top URLs in Tweet in G6:
[1] https://twitter.com/aliglenesk/status/1586093689020915712

Top URLs in Tweet in G8:
[1] https://datasociety.net/announcements/2022/10/24/keywords-on-the-datafied-state/?utm_campaign=coschedule&utm_source=twitter&utm_medium=DataDotOrg

Top URLs in Tweet in G9:
[1] https://civictech.chat/2022/11/microbusinesses

Top Domains
Top Domains in Tweet in Entire Graph:
[6] twitter.com
[2] civichackersummit.com
[2] proudcity.com
[2] civictech.guide
[1] computronix.com
[1] datasociety.net
[1] civictech.chat
[1] xd.gov
[1] com.pk

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[2] civictech.guide

Top Domains in Tweet in G3:
[1] xd.gov

Top Domains in Tweet in G5:
[1] com.pk
[1] computronix.com

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

Top Domains in Tweet in G8:
[1] datasociety.net

Top Domains in Tweet in G9:
[1] civictech.chat

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[34] civictech
[9] fwd50
[5] citizenrecolte
[5] opendata
[4] govtech
[4] government
[4] mbpoli
[4] wpgpoli
[4] opengov
[3] researcher



Top Hashtags in Tweet in G1:
[8] civictech
[6] fwd50

Top Hashtags in Tweet in G2:
[4] mbpoli
[4] wpgpoli
[4] opengov
[4] opendata
[1] civictech

Top Hashtags in Tweet in G3:
[1] civictech
[1] tech
[1] ai
[1] government

Top Hashtags in Tweet in G4:
[2] smartcity
[2] civictech
[1] tec
[1] tech
[1] ict
[1] techforgood

Top Hashtags in Tweet in G5:
[4] civictech
[1] ctf
[1] ctf2022
[1] ctf2022_2023
[1] civictechforum
[1] government
[1] dataviz
[1] karachi
[1] govtech
[1] stateandlocal

Top Hashtags in Tweet in G6:
[1] hiring
[1] civictech
[1] govtech

Top Hashtags in Tweet in G7:
[3] citizenrecolte
[3] civictech
[1] redevabiliteactive
[1] transparence

Top Hashtags in Tweet in G8:
[3] researcher
[3] datafiedstate
[1] civictech
[1] publicinterest

Top Hashtags in Tweet in G9:
[1] tech
[1] civictech
[1] microbusiness

Top Hashtags in Tweet in G10:
[3] fwd50
[1] civictech

Top Words
Top Words in Tweet in Entire Graph:
[34] #civictech
[11] talk
[10] smart
[9] #fwd50
[6] share
[6] inclusive
[6] amandarenteria
[6] working
[6] dorothy_eng
[5] code4ca

Top Words in Tweet in G1:
[8] #civictech
[6] amandarenteria
[6] share
[6] dorothy_eng
[6] #fwd50
[5] code4ca
[5] wonderful
[4] moment
[4] journey
[4] codeforamerica

Top Words in Tweet in G2:
[4] prairiedevcon
[4] talk
[4] #mbpoli
[4] monday
[4] #opendata
[4] short
[4] winnipeg
[4] #wpgpoli
[4] #opengov
[4] µon

Top Words in Tweet in G3:
[3] fellowship
[3] uscensusbureau
[3] minimal
[3] 300
[3] due
[3] applications
[3] 131
[3] technology
[3] remote
[3] travel

Top Words in Tweet in G4:
[10] smart
[5] cities
[5] let's
[5] inclusive
[5] world
[5] build
[5] barcelona
[5] spain
[4] congress
[4] details

Top Words in Tweet in G5:
[4] #civictech
[2] approach

Top Words in Tweet in G6:
[3] joined
[3] working
[3] one
[3] navapbc
[3] collaborative
[3] loved
[3] teammates
[3] month
[3] empathetic
[3] talented

Top Words in Tweet in G7:
[3] #citizenrecolte
[3] rant
[3] technologie
[3] capacitã
[3] transfert
[3] lus
[3] #civictech
[3] locaux
[3] renforcement
[3] considã

Top Words in Tweet in G8:
[3] #datafiedstate
[3] perspective
[3] datasociety
[3] working
[3] offer
[3] #researcher
[3] essays
[3] commissioning
[2] theâ
[2] datadotorg

Top Words in Tweet in G9:
[2] jeremy
[2] hello
[2] talk
[2] godaddy
[2] venture
[2] folks
[2] forward
[2] tune
[2] conversation
[2] vp

Top Words in Tweet in G10:
[3] close
[3] good
[3] openscipinayâ
[3] incentivizing
[3] talk
[3] mic
[3] excellent
[3] behaviour
[3] beautiful
[3] slide

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6] #civictech,#fwd50
[5] locaux,transfert
[5] #civictech,considã
[5] inclusive,smart
[5] lus,locaux
[5] transfert,technologie
[5] spain,world
[5] renforcement,capacitã
[5] world,smart
[5] barcelona,spain

Top Word Pairs in Tweet in G1:
[6] #civictech,#fwd50
[4] wonderful,share
[4] journey,change
[4] moment,journey
[4] change,dorothy_eng
[4] share,moment
[4] code4ca,#civictech
[4] dorothy_eng,code4ca
[3] amandarenteria,wonderful
[2] code,canada

Top Word Pairs in Tweet in G2:
[4] #wpgpoli,#opengov
[4] #mbpoli,#wpgpoli
[4] µon,prairiedevcon
[4] giving,monday
[4] monday,winnipeg
[4] winnipeg,#mbpoli
[4] #opengov,#opendata
[4] prairiedevcon,talk
[4] short,µon
[4] talk,giving

Top Word Pairs in Tweet in G3:
[3] applications,due
[3] 300,applications
[3] 178,176
[3] minimal,travel
[3] emerging,technology
[3] uscensusbureau,remote
[3] fellowship,uscensusbureau
[3] travel,131
[3] 131,178
[3] 176,300

Top Word Pairs in Tweet in G4:
[5] let's,build
[5] inclusive,smart
[5] world,smart
[5] spain,world
[5] build,inclusive
[5] barcelona,spain
[5] cities,barcelona
[5] smart,cities
[4] see,details
[4] expo,see

Top Word Pairs in Tweet in G6:
[3] month,ago
[3] working,navapbc
[3] one,month
[3] talented,teammates
[3] joined,one
[3] loved,working
[3] collaborative,humble
[3] ago,loved
[3] humble,talented
[3] navapbc,empathetic

Top Word Pairs in Tweet in G7:
[3] renforcement,capacitã
[3] #civictech,considã
[3] rant,renforcement
[3] lus,locaux
[3] considã,rant
[3] locaux,transfert
[3] capacitã,lus
[3] #citizenrecolte,#civictech
[3] transfert,technologie
[2] citizenrecolte,#citizenrecolte

Top Word Pairs in Tweet in G8:
[3] #researcher,working
[3] #datafiedstate,datasociety
[3] commissioning,essays
[3] offer,perspective
[3] essays,offer
[3] datasociety,commissioning
[3] working,#datafiedstate
[2] perspective,theâ
[2] datadotorg,#researcher

Top Word Pairs in Tweet in G9:
[2] folks,tune
[2] venture,forward
[2] conversation,jeremy
[2] hartman,vp
[2] jeremy,hartman
[2] hello,folks
[2] tune,conversation
[2] godaddy,talk
[2] vp,venture
[2] forward,godaddy

Top Word Pairs in Tweet in G10:
[3] talk,incentivizing
[3] good,behaviour
[3] slide,close
[3] beautiful,mic
[3] close,openscipinayâ
[3] #fwd50,talk
[3] drop,slide
[3] incentivizing,good
[3] openscipinayâ,excellent
[3] excellent,#fwd50

Top Replied-To
Top Replied-To in Entire Graph:
@graysonearle

Top Mentioned
Top Mentioned in Entire Graph:
@dorothy_eng
@amandarenteria
@code4ca
@codeforamerica
@prairiedevcon
@freisangil
@fwd50conf
@datasociety
@navapbc

Top Mentioned in G1:
@dorothy_eng
@amandarenteria
@code4ca
@codeforamerica
@fwd50conf
@pifgov
@usdigitalcorps

Top Mentioned in G2:
@prairiedevcon
@stungeye
@civictechguide
@mozilla

Top Mentioned in G3:
@uscensusbureau
@joanbajorek
@aileenmcgraw

Top Mentioned in G4:
@freisangil
@asbelkemboi7
@iriglobal
@development_rt

Top Mentioned in G6:
@navapbc
@yanyinchoy

Top Mentioned in G7:
@citizenrecolte

Top Mentioned in G8:
@datasociety
@datadotorg

Top Mentioned in G9:
@godaddy
@civictechchat

Top Mentioned in G10:
@mhellstern

Top Tweeters
Top Tweeters in Entire Graph:
@psb_dc
@codeforpdx
@godaddy
@asbelkemboi7
@mgifford
@heyjturner
@iriglobal
@uscensusbureau
@codeforamerica
@shashashasha

Top Tweeters in G1:
@codeforamerica
@amandarenteria
@code4ca
@fwd50conf
@pifgov
@dorothy_eng
@usoftech_
@usdigitalcorps

Top Tweeters in G2:
@codeforpdx
@heyjturner
@mozilla
@stungeye
@civictechguide
@prairiedevcon

Top Tweeters in G3:
@psb_dc
@uscensusbureau
@joanbajorek
@aileenmcgraw
@maddyapps

Top Tweeters in G4:
@asbelkemboi7
@iriglobal
@development_rt
@ancyobote
@freisangil

Top Tweeters in G5:
@a
@greenpktv
@last100bills
@computronixcx
@civictechforum

Top Tweeters in G6:
@shashashasha
@aliglenesk
@yanyinchoy
@navapbc

Top Tweeters in G7:
@douceesay
@safietouraby
@citizenrecolte

Top Tweeters in G8:
@lamiapd
@datasociety
@datadotorg

Top Tweeters in G9:
@godaddy
@civictechchat
@ryan_koch

Top Tweeters in G10:
@mgifford
@mhellstern
@digitalsnet


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