disastertech, Twitter, 2/18/2023 10:08:38 PM, 289787


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disastertech_2023-02-18_14-04-49.xlsx
disastertech_2023-02-18_14-04-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 18, 2023
Short Description:
disastertech via NodeXL https://bit.ly/3EjPzkU
@disastertechinc
@disastertechlab
@wolverinegrs
@roger_colemanny
@seedsindia
@ifrcasiapacific
@prudentialplc
@ifrc
@distributech
@disastertechorg

Top hashtags:
#disastertech
#emgtwitter
#dod
#epicready
#dice

Description:
Description
The graph represents a network of 87 Twitter users whose recent tweets contained "disastertech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 22:05 UTC.

The tweets in the network were tweeted over the 297-day, 22-hour, 45-minute period from Monday, 25 April 2022 at 17:21 UTC to Friday, 17 February 2023 at 16:07 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 87
Unique Edges : 54
Edges With Duplicates : 557
Total Edges : 611
Number of Edge Types : 5
Mentions : 69
Retweet : 157
MentionsInRetweet : 193
Quote : 1
Tweet : 191
Self-Loops : 216
Reciprocated Vertex Pair Ratio : 0.0306122448979592
Reciprocated Edge Ratio : 0.0594059405940594
Connected Components : 12
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 41
Maximum Edges in a Connected Component : 517
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.851193
Graph Density : 0.0134990644212777
Modularity : 0.159707
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 87 Twitter users whose recent tweets contained "disastertech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 22:05 UTC.

The tweets in the network were tweeted over the 297-day, 22-hour, 45-minute period from Monday, 25 April 2022 at 17:21 UTC to Friday, 17 February 2023 at 16:07 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : disastertech
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:
[11] https://www.ready.gov/
[9] https://www.disastertech.com/
[6] https://www.disastertech.com/connect-with-us
[4] https://www.disastertech.com/conference
[4] https://www.disastertech.com/dtech2022
[4] https://www.cpsc.gov/
[4] https://twitter.com/disastertechinc/status/1625527591921766401/photo/1
[3] http://www.disastertech.com?utm_content=219314704&utm_medium=social&utm_source=twitter&hss_channel=tw-983805524843089927
[3] https://twitter.com/disastertechinc/status/1518641265805606914/photo/1
[3] https://twitter.com/disastertechinc/status/1536786717574844419/photo/1

Top URLs in Tweet in G1:
[11] https://www.ready.gov/
[9] https://www.disastertech.com/
[6] https://www.disastertech.com/connect-with-us
[4] https://www.disastertech.com/conference
[4] https://www.disastertech.com/dtech2022
[4] https://twitter.com/disastertechinc/status/1625527591921766401/photo/1
[4] https://www.cpsc.gov/
[3] http://www.disastertech.com?utm_content=219314704&utm_medium=social&utm_source=twitter&hss_channel=tw-983805524843089927
[3] https://twitter.com/disastertechinc/status/1518641265805606914/photo/1
[3] https://twitter.com/disastertechinc/status/1536786717574844419/photo/1

Top URLs in Tweet in G2:
[2] https://www.gsma.com/mobilefordevelopment/programme/mobile-for-humanitarian-innovation/innovations-in-mobile-technology-for-mobile-for-humanitarian-innovation-part-iv-2/#.Yoqjp8Vw75E.twitter
[2] https://mashable.com/archive/disaster-relief-tech-labs
[2] https://twitter.com/DisasterTechLab/status/1523930496702599168/photo/1
[1] https://twitter.com/DisasterTechLab/status/1570413025122975744/photo/1
[1] http://disastertechlab.org/ukraine-deployment-2022/
[1] http://disastertechlab.org/volunteers-wanted/
[1] http://disastertechlab.org/refugee-info-redux-2022/
[1] https://www.huffingtonpost.gr/2016/07/01/disaster-tech-lab-ngos-katagrafi_n_10740174.html?utm_campaign=share_twitter&ncid=engmodushpmg00000004
[1] https://ing.dk/artikel/noedhjaelp-er-ogsaa-satellittelefoner-178611?utm_source=twitter&utm_medium=social&utm_content=social_top__20220522224652&utm_campaign=socialbuttons
[1] http://disastertechlab.org/fundraiser-for-emergency-response-trailer/

Top URLs in Tweet in G3:
[1] https://safesteps.com/d-tech/
[1] https://twitter.com/IFRCAsiaPacific/status/1621427917275426817/photo/1

Top URLs in Tweet in G4:
[1] https://twitter.com/SeedsIndia/status/1540287718026268674/photo/1

Top URLs in Tweet in G5:
[3] https://twitter.com/KtkZergs/status/1552365452512399365/photo/1
[1] https://safesteps.com/d-tech/?utm_source=e27&utm_medium=buffer&utm_campaign=Prudence_SafeSteps
[1] https://twitter.com/e27co/status/1626167056612700163/photo/1
[1] https://www.zdnet.com/article/managing-disaster-and-disruption-with-ai-one-tree-at-a-time/
[1] https://github.com/DisasterTechCrew/awesome-disastertech
[1] https://www.nlm.nih.gov/pubs/techbull/jf23/jf23_wiser_discontinued.html

Top URLs in Tweet in G6:
[1] https://www.preventionweb.net/news/deep-learning-can-predict-tsunami-impacts-less-second

Top URLs in Tweet in G7:
[1] https://events.teams.microsoft.com/event/d6739b04-828e-49f4-82d4-e8875ffc630a@3382126a-a367-4d61-a0b7-fba907d8fe5c

Top URLs in Tweet in G8:
[2] https://blog.techsoup.org/posts/using-whatsapp-proxy-servers-during-internet-blackouts
[1] https://blog.techsoup.org/posts/building-a-disaster-recovery-plan
[1] https://twitter.com/TechSoup/status/1577030230996287499/photo/1
[1] https://twitter.com/TechSoup/status/1624151225640837120/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[240] twitter.com
[132] disastertech.com
[19] ready.gov
[4] bit.ly
[4] linkedin.com
[4] disastertechlab.org
[4] cpsc.gov
[3] noaa.gov
[3] techsoup.org
[2] hubs.ly

Top Domains in Tweet in G1:
[228] twitter.com
[132] disastertech.com
[19] ready.gov
[4] bit.ly
[4] cpsc.gov
[3] noaa.gov
[2] nationaltoday.com
[2] hubs.ly
[1] epa.gov
[1] techconnect.org

Top Domains in Tweet in G2:
[4] twitter.com
[4] disastertechlab.org
[4] linkedin.com
[2] gsma.com
[2] mashable.com
[1] huffingtonpost.gr
[1] ing.dk
[1] irishtimes.com
[1] thenextweb.com
[1] huffpost.com

Top Domains in Tweet in G3:
[1] safesteps.com
[1] twitter.com

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

Top Domains in Tweet in G5:
[4] twitter.com
[1] safesteps.com
[1] zdnet.com
[1] github.com
[1] nih.gov

Top Domains in Tweet in G6:
[1] preventionweb.net

Top Domains in Tweet in G7:
[1] microsoft.com

Top Domains in Tweet in G8:
[3] techsoup.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[247] disastertech
[127] emgtwitter
[25] dod
[23] epicready
[22] dice
[19] exercisetraining
[12] teamdtl
[10] emergencymanagement
[8] trainingexercise
[7] humanitarian



Top Hashtags in Tweet in G1:
[217] disastertech
[126] emgtwitter
[25] dod
[23] epicready
[22] dice
[19] exercisetraining
[10] emergencymanagement
[8] trainingexercise
[7] military
[6] cleanpacific

Top Hashtags in Tweet in G2:
[21] disastertech
[12] teamdtl
[7] humanitarian
[6] ukraine
[5] refugees
[3] wifi
[3] comms
[2] starlink
[2] satellite
[1] commisaid

Top Hashtags in Tweet in G3:
[1] bealifesaver
[1] disastertech

Top Hashtags in Tweet in G4:
[1] techforgood
[1] aiforresilientcities
[1] disastertech

Top Hashtags in Tweet in G5:
[3] disastertech
[1] bealifesaver
[1] ai
[1] artificialintelligence
[1] disastertechnology
[1] ictskillnet
[1] medlibs
[1] smem
[1] opsec
[1] hsem

Top Hashtags in Tweet in G6:
[1] earlywarning
[1] disastertech
[1] deeplearning

Top Hashtags in Tweet in G7:
[1] disastertech

Top Hashtags in Tweet in G8:
[3] techsoupblog
[3] nptech
[2] disastertech
[1] disasterrecovery
[1] nonprofit
[1] disasterpreparedness
[1] npcomms
[1] nonprofits

Top Words
Top Words in Tweet in Entire Graph:
[247] #disastertech
[167] disastertechinc
[148] more
[142] visit
[127] #emgtwitter
[118] learn
[97] disaster
[85] tech
[60] one
[58] demo

Top Words in Tweet in G1:
[217] #disastertech
[167] disastertechinc
[143] more
[142] visit
[126] #emgtwitter
[117] learn
[78] disaster
[66] tech
[59] one
[58] demo

Top Words in Tweet in G2:
[21] #disastertech
[16] disaster
[12] #teamdtl
[12] disastertechlab
[8] ukraine
[7] #humanitarian
[7] tech
[6] #ukraine
[6] affected
[6] organisations

Top Words in Tweet in G3:
[6] prudence
[6] steps
[6] foundation
[6] awards
[6] launches
[6] tech
[6] technology
[6] solutions
[6] prudentialplc
[6] support

Top Words in Tweet in G4:
[5] communities
[5] easily
[5] becomes
[5] make
[5] tool
[5] use
[5] themselves
[5] effective
[5] position
[5] truly

Top Words in Tweet in G5:
[3] #disastertech
[2] solution
[2] help
[2] disaster
[2] need

Top Words in Tweet in G7:
[2] using
[2] data

Top Words in Tweet in G8:
[3] #techsoupblog
[3] #nptech
[2] blackouts'
[2] #disastertech
[2] read
[2] servers
[2] during
[2] internet
[2] 'using
[2] proxy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[110] learn,more
[67] disaster,tech
[57] visit,#disastertech
[49] head,over
[44] more,visit
[35] epic,ready
[33] #disastertech,#emgtwitter
[17] more,disaster
[17] #disastertech,#epicready
[14] over,booth

Top Word Pairs in Tweet in G1:
[110] learn,more
[61] disaster,tech
[57] visit,#disastertech
[49] head,over
[44] more,visit
[35] epic,ready
[33] #disastertech,#emgtwitter
[17] more,disaster
[17] #disastertech,#epicready
[14] over,booth

Top Word Pairs in Tweet in G2:
[11] #disastertech,#teamdtl
[6] communication,services
[6] services,organisations
[6] provide,sorts
[6] organisations,communities
[6] affected,disasters
[6] disaster,tech
[6] sorts,communication
[6] tech,lab
[6] communities,affected

Top Word Pairs in Tweet in G3:
[6] safe,steps
[6] support,technology
[6] awards,support
[6] prudentialplc,launches
[6] launches,safe
[6] foundation,prudentialplc
[6] steps,tech
[6] ifrc,prudence
[6] technology,solutions
[6] tech,awards

Top Word Pairs in Tweet in G4:
[5] tool,truly
[5] position,themselves
[5] make,use
[5] becomes,effective
[5] easily,make
[5] effective,communities
[5] use,position
[5] truly,becomes
[5] tech,tool
[5] themselves,advocates

Top Word Pairs in Tweet in G8:
[2] #techsoupblog,#nptech
[2] servers,during
[2] internet,blackouts'
[2] read,'using
[2] 'using,whatsapp
[2] during,internet
[2] proxy,servers
[2] blackouts',#techsoupblog
[2] whatsapp,proxy

Top Replied-To
Top Replied-To in Entire Graph:
@disastertechinc
@ifrc

Top Replied-To in G1:
@disastertechinc

Top Replied-To in G3:
@ifrc

Top Mentioned
Top Mentioned in Entire Graph:
@disastertechinc
@disastertechlab
@distributech
@cleanpacific
@prudentialplc
@ifrcasiapacific
@ifrc
@seedsindia
@tuesdayschldrn
@cradlepoint

Top Mentioned in G1:
@disastertechinc
@distributech
@cleanpacific
@tuesdayschldrn
@fema
@disastertech
@ausaorg
@iaem
@msuspartner

Top Mentioned in G2:
@disastertechlab
@cradlepoint
@elonmusk
@irishtimes
@thenextweb
@huffpostimpact
@techcrunch
@zakahq
@globalstar
@starlink

Top Mentioned in G3:
@prudentialplc
@ifrcasiapacific
@ifrc

Top Mentioned in G4:
@seedsindia
@microsoft

Top Mentioned in G6:
@undrr
@preventionweb

Top Mentioned in G7:
@sentinel_hub
@ai6yrham

Top Mentioned in G8:
@whatsapp
@techsoup

Top Tweeters
Top Tweeters in Entire Graph:
@irishtimes
@pfanderson
@andytoronto
@iramey
@techcrunch
@thenextweb
@ai6yrham
@irishfabian
@kc0ryz
@emergencysewa

Top Tweeters in G1:
@andytoronto
@kc0ryz
@rich2011storm
@rizswan91
@usairforce
@rachaelgass
@fema
@naif_alrehaili
@hoey1
@uscg

Top Tweeters in G2:
@irishtimes
@iramey
@techcrunch
@thenextweb
@irishfabian
@emergencysewa
@huffpostimpact
@elonmusk
@cradlepoint
@spacex

Top Tweeters in G3:
@ifrc
@taslim_reza1
@ifrcasiapacific
@rcclimate
@robertolaprade
@elkhanrahimov
@prudentialplc
@swati_farasat

Top Tweeters in G4:
@microsoft
@seedsindia
@near_network
@gautam_r_thakor
@anupu198683
@nariasantalucia

Top Tweeters in G5:
@pfanderson
@e27co
@aigark
@ictskillnet
@ktkzergs

Top Tweeters in G6:
@undrr
@preventionweb
@hadr_institute

Top Tweeters in G7:
@ai6yrham
@sentinel_hub
@disastertechorg

Top Tweeters in G8:
@jcravens42
@techsoup
@whatsapp


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