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From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2023
Short Description:
disastertech via NodeXL https://bit.ly/3JNCIKO
@disasternet
@mmlee
@iamgtsmith
@disastertechlab
@oneeleven_111
@disastertechinc
@itdrc
@dhsscitech
@caravanstudios
@katekaminska1

Top hashtags:
#disastertech
#smem
#hackathon
#emgtwitter
#opendata
#data4good
#commisaid

Description:
Description
The graph represents a network of 2,198 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 23:04 UTC.

The tweets in the network were tweeted over the 3437-day, 23-hour, 20-minute period from Thursday, 17 October 2013 at 15:42 UTC to Friday, 17 March 2023 at 15:03 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 : 2198
Unique Edges : 2302
Edges With Duplicates : 7250
Total Edges : 9552
Number of Edge Types : 9
Retweet : 2205
MentionsInRetweet : 3335
Tweet : 1752
Mentions : 1815
Quote : 115
MentionsInQuote : 146
MentionsInReplyTo : 117
Replies to : 66
MentionsInQuoteReply : 1
Self-Loops : 1974
Reciprocated Vertex Pair Ratio : 0.0504908835904628
Reciprocated Edge Ratio : 0.096128170894526
Connected Components : 203
Single-Vertex Connected Components : 151
Maximum Vertices in a Connected Component : 1873
Maximum Edges in a Connected Component : 9067
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.922618
Graph Density : 0.000775521919003621
Modularity : 0.334594
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,198 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 23:04 UTC.

The tweets in the network were tweeted over the 3437-day, 23-hour, 20-minute period from Thursday, 17 October 2013 at 15:42 UTC to Friday, 17 March 2023 at 15:03 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:
[306] https://disasternet.co/newsroom/
[71] https://www.picatic.com/DisasterTech
[57] https://wh.gov/iB7JJ
[50] https://twitter.com/DisasterTechLab/status/622862609809842176/photo/1
[34] http://www.emergencymgmt.com/r?19=961&43=503662&44=290680821&32=8717&7=528852&40=http%3A%2F%2Fwww.emergencymgmt.com%2Fdisaster%2FDisasterTech-Hackathon-Honor-Hurricane-Katrina.html&utm_source=dlvr.it&utm_medium=twitter
[32] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[31] http://w.on24.com/r.htm?e=914689&s=1&k=0D234FA37932FBCF1708C59AA05B3F9F
[29] https://twitter.com/evankirstel/status/919258974934978561/video/1
[25] https://go.usa.gov/3BAE9
[24] https://google.org/personfinder/2015-nepal-earthquake

Top URLs in Tweet in G1:
[304] https://disasternet.co/newsroom/
[28] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[15] http://w.on24.com/r.htm?e=914689&s=1&k=0D234FA37932FBCF1708C59AA05B3F9F
[9] http://www.govtech.com/public-safety/DisasterTech-Hackathon-to-Honor-Hurricane-Katrina.html
[9] https://www.fema.gov/news-release/2015/06/17/fema-launches-innovative-national-volunteer-program-enhance-disaster
[6] http://phys.org/news/2015-10-technology-disasters.html?utm_content=buffer0712a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://wp.me/p36A7h-pX
[6] https://event.on24.com/eventRegistration/EventLobbyServlet?target=reg20.jsp&eventid=914689&sessionid=1&key=0D234FA37932FBCF1708C59AA05B3F9F&sourcepage=register
[6] https://twitter.com/govtechnews/status/562678176413790208/photo/1
[5] https://on.mash.to/1bFWsNV

Top URLs in Tweet in G2:
[54] https://wh.gov/iB7JJ
[24] https://go.usa.gov/3BAE9
[18] https://twitter.com/khoney/status/660112461186600960/photo/1
[16] https://firstnet.gov/newsroom/blog/nga-mobile-app-allows-interactive-content-without-network-connection
[16] https://wh.gov/ijJUV
[16] https://firstnet.gov/newsroom/blog/nfpa-map-real-time-wildfire-activity-information
[14] http://disasters.data.gov
[14] http://w.on24.com/r.htm?e=914689&s=1&k=0D234FA37932FBCF1708C59AA05B3F9F
[11] https://data.gov/disasters/taking-action-disaster-preparedness-technology-innovation-support-americas-prepareathon/
[11] http://www.islandpacket.com/2015/04/06/3684699/model-of-storm-surge-simulator.html

Top URLs in Tweet in G3:
[15] https://www.disastertech.com/
[13] https://www.disastertech.com/dice
[12] https://www.ready.gov/
[12] https://www.disastertech.com/connect-with-us
[6] https://www.itdrc.org/volunteer
[4] https://www.disastertech.com/iaem2021
[4] https://www.disastertech.com/dtech2022
[4] https://www.cpsc.gov/
[4] https://www.disastertech.com/conference
[4] https://twitter.com/disastertechinc/status/1625527591921766401/photo/1

Top URLs in Tweet in G4:
[61] https://www.picatic.com/DisasterTech
[19] https://www.sas.com/gms/redirect.jsp?detail=GMS67418_98112
[11] https://www.canadianunderwriter.ca/insurance/oneeleven-aviva-canada-host-canadas-first-ever-disastertech-hackathon-1004120422/
[6] https://techvibes.com/2017/09/12/toronto-to-host-canadas-first-ever-disastertech-hackathon
[6] https://www.sas.com/en_ca/insights/articles/analytics/local/disastertech-hackathon.html
[6] https://twitter.com/Crawford_Canada/status/917815172143702016
[5] https://brainstation.io/magazine/toronto-to-host-canadas-first-ever-disastertech-hackathon
[5] https://twitter.com/techvibes/status/907635263832072192/photo/1
[5] https://www.dimple.ai/blog/2017/9/18/oneeleven-and-aviva-canada-host-disastertech-hackathon-in-toronto
[5] https://techvibes.com/2017/09/12/toronto-to-host-canadas-first-ever-disastertech-hackathon?utm_content=buffer7a164&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[19] https://google.org/personfinder/2015-nepal-earthquake
[7] https://www.gofundme.com/f/haitiancomms
[6] http://itproportal.com/
[5] https://twitter.com/DisasterTechLab/status/622862609809842176/photo/1
[5] https://zeenews.india.com/news/nepal-bans-drones-in-its-skies-fearing-leak-of-sensitive-info_1590986.html
[5] http://www.computerweekly.com/news/450302519/Disaster-Tech-Lab-brings-emergency-internet-to-refugee-camps
[5] http://moneysedge.com/newsimage?id=222
[4] https://www.gofundme.com:443/disastertechlab1
[4] https://www.gofundme.com/f/carribeancomms
[4] https://www.facebook.com/DisasterTechLab/posts/10154892797574688

Top URLs in Tweet in G6:
[34] http://www.emergencymgmt.com/r?19=961&43=503662&44=290680821&32=8717&7=528852&40=http%3A%2F%2Fwww.emergencymgmt.com%2Fdisaster%2FDisasterTech-Hackathon-Honor-Hurricane-Katrina.html&utm_source=dlvr.it&utm_medium=twitter
[5] https://www.picatic.com/DisasterTech
[4] http://safesteps.com/d-tech
[4] http://www.emergencymgmt.com/r?19=961&43=503662&44=290680821&32=8717&7=528857&40=http%3A%2F%2Fwww.emergencymgmt.com%2Fdisaster%2FDisasterTech-Hackathon-Honor-Hurricane-Katrina.html&utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/KtkZergs/status/1552365452512399365/photo/1
[3] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[2] https://ift.tt:443/1LaS4Cc
[2] https://mailchimp.com/about/mcsv-static
[2] http://www.govtech.com/public-safety/DisasterTech-Hackathon-to-Honor-Hurricane-Katrina.html
[2] https://goo.gl/2UgwcV

Top URLs in Tweet in G7:
[3] https://www.eventbrite.com/e/cadre-10th-annual-together-we-do-better-conference-tickets-17701914904?ref=enivtefor001&invite=ODE3NTg2Ni9zZWlzZW5tYW5AcGpjYy5vcmcvMA%3D%3D&utm_source=eb_email&utm_medium=email&utm_campaign=inviteformal001&utm_term=eventpage&utm_source=DRAFT%3A%20Community%20Resilience&utm_campaign=CRN%209%2F9%2F15&utm_medium=email
[3] http://www.cnn.com/2015/08/24/us/robot-disaster-technology/index.html
[3] https://twitter.com/caravanstudios/status/664847624638324736/photo/1
[3] https://blog.techsoup.org/posts/using-whatsapp-proxy-servers-during-internet-blackouts
[3] https://www.theverge.com/2021/4/28/22407676/google-expands-android-earthquake-detection-system
[2] http://forums.techsoup.org/cs/community/b/tsblog/archive/2015/06/19/how-emerging-tech-is-changing-disaster-relief.aspx
[2] https://www.eventbrite.com/e/disaster-preparedness-technology-for-nonprofits-workshop-tickets-88541149963
[2] http://www.govtech.com/em/disaster/Mobile-App-Takes-the-Hazmat-Guesswork-out-of-Responding-to-a-Train-Derailment.html?utm_content=70419847&utm_medium=social&utm_source=twitter
[2] http://www.govtech.com/em/papers/When-Rapid-Reliable-Access-to-Information-Can-Be-a-Matter-of-Life-and-Death-76280.html?utm_content=64748124&utm_medium=social&utm_source=twitter
[2] https://www.twilio.com/blog/twilio-org-awards-grants-nonprofits-crisis-communications

Top URLs in Tweet in G8:
[5] https://e27.co/d-tech-innovation-is-key-in-mitigating-the-impact-of-natural-disasters-20200707/
[5] https://e27.co/vcs-get-behind-disaster-tech-in-search-for-innovative-life-saving-technologies-20200810/
[5] https://safesteps.com/d-tech/competition.php
[4] https://twitter.com/avpn_asia/status/1143782989861548032/photo/1
[4] http://safesteps.com/d-tech
[4] https://twitter.com/avpn_asia/status/1143834116237905920/photo/1
[2] https://safesteps.com/d-tech/
[2] https://e27engage.typeform.com/to/y5j05c7N
[2] https://techforimpact.asia/why-disaster-tech-in-asia-holds-great-potential-and-how-to-scale-the-field/
[2] https://avpn.asia/conference/session/partnering-for-impact-in-innovations-for-disaster-technology/

Top URLs in Tweet in G9:
[2] https://twitter.com/SocialDesignIn/status/1126539712443740161
[2] https://twitter.com/NeedsList4Good/status/1082997639212355584/photo/1
[1] https://needslist.co/
[1] https://www.forbes.com/sites/alanamatos/2017/10/18/this-startup-is-leading-the-effort-for-the-future-of-humanitarian-aid/#1b929e136d6d
[1] https://needslist4good.medium.com/can-open-source-data-help-direct-resources-locally-after-disasters-c0c519a98425
[1] https://twitter.com/NeedsList4Good/status/1238940155920166912/photo/1
[1] https://wraltechwire.com/2018/09/24/durham-based-needslist-provides-real-time-needs-registry-for-florence-global-disasters/
[1] https://www.forbes.com/sites/annefield/2018/09/30/humanitarian-aid-platform-gets-first-hand-lessons-from-hurricane-florence/#6d0d32e44730
[1] https://twitter.com/nfreidus/status/1170070292087169025/photo/1
[1] https://twitter.com/Lara/status/1022093507878703104

Top URLs in Tweet in G10:
[7] https://blog.nextdoor.com/2015/04/30/nextdoor-for-public-agencies-gets-an-upgrade-on-americas-national-day-of-action/
[6] https://blog.nextdoor.com/2014/08/25/in-the-aftermath-of-serious-earthquake-bay-area-neighbors-turn-to-nextdoor/
[1] https://twitter.com/GMA/status/1040577414068224002
[1] https://twitter.com/Nextdoor/status/867388930869661696
[1] https://twitter.com/mapbox/status/593057323993534464
[1] https://go.usa.gov/hDrm
[1] https://medium.com/nextdooragencyresources/nextdoor-for-public-agencies-engagement-plan-for-emergency-managers-2e7dbef08d2f
[1] https://twitter.com/josephporcelli/status/1127968750483968000/photo/1
[1] https://engblog.nextdoor.com/scaling-disaster-response-at-nextdoor-85d1007a9e63#.n8r1emj2s
[1] https://twitter.com/josephporcelli/status/726103805582925829/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1208] twitter.com
[411] bing.com
[385] disasternet.co
[226] disastertech.com
[187] emergencymgmt.com
[90] wh.gov
[78] picatic.com
[65] usa.gov
[62] dy.si
[60] firstnet.gov

Top Domains in Tweet in G1:
[411] bing.com
[377] disasternet.co
[109] emergencymgmt.com
[75] twitter.com
[25] linkedin.com
[23] on24.com
[17] instagram.com
[16] forbes.com
[14] wired.com
[12] techcrunch.com

Top Domains in Tweet in G2:
[138] twitter.com
[84] wh.gov
[55] usa.gov
[55] firstnet.gov
[52] data.gov
[15] on24.com
[14] techchange.org
[13] emergencymgmt.com
[11] islandpacket.com
[10] fb.me

Top Domains in Tweet in G3:
[450] twitter.com
[225] disastertech.com
[43] bit.ly
[22] ready.gov
[8] itdrc.org
[5] volunteermatch.org
[5] wired.com
[4] cpsc.gov
[4] datacoalition.org
[4] goo.gl

Top Domains in Tweet in G4:
[197] twitter.com
[66] picatic.com
[54] dy.si
[42] sas.com
[15] canadianunderwriter.ca
[14] techvibes.com
[12] globenewswire.com
[8] startupheretoronto.com
[8] citopbroker.com
[8] cbc.ca

Top Domains in Tweet in G5:
[63] twitter.com
[34] disastertechlab.org
[33] gofundme.com
[19] google.org
[16] emergencymgmt.com
[10] preventionweb.net
[9] homelandsecuritynewswire.com
[7] facebook.com
[6] itproportal.com
[5] india.com

Top Domains in Tweet in G6:
[46] emergencymgmt.com
[39] twitter.com
[8] dy.si
[6] ift.tt
[5] safesteps.com
[5] fb.me
[5] owler.us
[5] picatic.com
[5] reuters.com
[3] internationaldisasterconference.com

Top Domains in Tweet in G7:
[51] twitter.com
[14] techsoup.org
[8] eventbrite.com
[4] govtech.com
[3] twilio.com
[3] cnn.com
[3] theverge.com
[2] vimeo.com
[2] github.com
[2] fastcompany.com

Top Domains in Tweet in G8:
[34] twitter.com
[16] safesteps.com
[16] e27.co
[4] avpn.asia
[2] typeform.com
[2] techforimpact.asia
[2] youtube.com
[1] hotosm.org
[1] theonlinecitizen.com
[1] asiainsurancereview.com

Top Domains in Tweet in G9:
[11] twitter.com
[3] forbes.com
[1] needslist.co
[1] medium.com
[1] wraltechwire.com
[1] eventbrite.com
[1] currystonefoundation.org

Top Domains in Tweet in G10:
[15] nextdoor.com
[9] twitter.com
[2] usa.gov
[2] data.gov
[1] medium.com
[1] goodmorningamerica.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3427] disastertech
[868] smem
[394] hackathon
[218] emgtwitter
[129] opendata
[112] data4good
[112] commisaid
[98] prepareathon
[83] innovation
[76] idce15



Top Hashtags in Tweet in G1:
[1049] disastertech
[726] smem
[71] hackathon
[48] idce15
[42] hsem
[29] opendata
[29] ict4d
[23] emgtwitter
[21] idce
[13] drr

Top Hashtags in Tweet in G2:
[660] disastertech
[94] opendata
[80] prepareathon
[68] smem
[51] safetydata
[51] natlmakerfaire
[43] innovation
[35] getcivic
[28] tech
[27] idce15

Top Hashtags in Tweet in G3:
[447] disastertech
[190] emgtwitter
[33] commisaid
[32] dod
[28] epicready
[24] dice
[21] exercisetraining
[18] emergencymanagement
[10] tornadooutbreak
[10] al

Top Hashtags in Tweet in G4:
[361] disastertech
[218] hackathon
[106] data4good
[10] analytics
[6] 111hub
[6] smartcity
[6] hacking
[5] resilience
[4] openinnovation
[4] codesearch

Top Hashtags in Tweet in G5:
[360] disastertech
[61] commisaid
[54] refugeecrisis
[30] wifi
[27] nepalearthquake
[17] vanuatu
[12] teamdtl
[10] puertorico
[10] humanitarian
[10] ukraine

Top Hashtags in Tweet in G6:
[91] disastertech
[12] hackathon
[8] drones
[7] safesteps
[7] dtech
[7] naturaldisasters
[6] tech
[5] data4good
[5] smem
[5] nonprofitcharity

Top Hashtags in Tweet in G7:
[91] disastertech
[15] nonprofits
[8] publicgoodtech
[7] 4bells
[6] nptech
[6] techindisasters
[6] techforgood
[5] covid19
[5] techsouptalks
[4] 4bellsapp

Top Hashtags in Tweet in G8:
[68] disastertech
[27] dtech
[27] safesteps
[13] dealsharelive
[11] innovation
[6] avpn2019
[3] prudencefoundation
[2] bealifesaver
[2] didyouknow
[2] naturaldisasters

Top Hashtags in Tweet in G9:
[19] disastertech
[9] hurricaneflorence
[5] reshapeaid
[4] tech
[4] covid19
[3] 2017goyearinreview
[2] disasters
[2] refugees
[2] sonomafires
[2] humanitarianaid

Top Hashtags in Tweet in G10:
[24] disastertech
[9] nextdoorgov
[9] prepareathon
[7] smem
[6] napaquake
[4] emgtwitter
[4] emergencymanagement
[4] bestpractices
[2] florence
[2] disaster

Top Words
Top Words in Tweet in Entire Graph:
[3489] #disastertech
[927] hackathon
[885] #smem
[755] disaster
[624] hurricane
[623] disastertech
[609] emergency
[563] katrina
[542] disasternet
[490] tech

Top Words in Tweet in G1:
[1071] #disastertech
[736] #smem
[612] hackathon
[510] disasternet
[502] katrina
[495] hurricane
[456] emergency
[453] disastertech
[424] apps
[400] honors

Top Words in Tweet in G2:
[681] #disastertech
[141] disaster
[137] mmlee
[132] dhsscitech
[98] whitehouseostp
[97] innovation
[95] #opendata
[82] #prepareathon
[79] response
[78] tech

Top Words in Tweet in G3:
[450] #disastertech
[309] disastertechinc
[225] more
[209] disaster
[190] #emgtwitter
[187] visit
[187] learn
[149] itdrc
[145] tech
[124] team

Top Words in Tweet in G4:
[373] #disastertech
[292] oneeleven_111
[224] #hackathon
[222] first
[186] avivacanada
[169] hackathon
[151] canada's
[124] sascanada
[106] #data4good
[84] canada

Top Words in Tweet in G5:
[359] #disastertech
[198] disastertechlab
[78] disaster
[71] team
[62] response
[61] #commisaid
[55] tech
[54] #refugeecrisis
[47] equipment
[40] deployment

Top Words in Tweet in G6:
[91] #disastertech
[78] hackathon
[67] disastertech
[49] katrina
[49] hurricane
[47] honor
[36] emergency
[34] mgmt
[29] disaster
[20] canada

Top Words in Tweet in G7:
[94] #disastertech
[33] techsoup
[25] caravanstudios
[18] disaster
[15] more
[15] response
[15] #nonprofits
[15] help
[14] app
[14] read

Top Words in Tweet in G8:
[71] tech
[69] #disastertech
[35] awards
[27] #safesteps
[27] #dtech
[26] disaster
[22] solutions
[22] steps
[22] safe
[21] gt

Top Words in Tweet in G9:
[23] needslist4good
[19] #disastertech
[9] #hurricaneflorence
[8] thanks
[8] needs
[8] forbes
[8] future
[7] local
[7] amplifying
[7] hope

Top Words in Tweet in G10:
[29] nextdoor
[27] help
[24] 911
[24] #disastertech
[18] josephporcelli
[17] reach
[17] need
[13] apps
[12] rescue
[12] first

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[587] disastertech,hackathon
[544] hurricane,katrina
[521] #smem,#disastertech
[418] emergency,apps
[418] katrina,emergency
[402] honors,hurricane
[402] hackathon,honors
[343] weekly,#smem
[343] disasternet,weekly
[336] #disastertech,stories

Top Word Pairs in Tweet in G1:
[486] hurricane,katrina
[452] disastertech,hackathon
[447] #smem,#disastertech
[413] katrina,emergency
[413] emergency,apps
[400] hackathon,honors
[400] honors,hurricane
[338] weekly,#smem
[338] disasternet,weekly
[331] #disastertech,stories

Top Word Pairs in Tweet in G2:
[72] innovation,disaster
[58] whitehouseostp,unleashing
[50] disaster,response
[45] #disastertech,#prepareathon
[44] tech,innovation
[43] disaster,preparedness
[40] preparedness,#disastertech
[39] #disastertech,hackathon
[39] unleashing,tech
[36] response,recovery

Top Word Pairs in Tweet in G3:
[154] learn,more
[108] disaster,tech
[75] visit,#disastertech
[58] #disastertech,#emgtwitter
[58] head,over
[51] more,visit
[46] dice,platform
[40] epic,ready
[23] data,science
[20] schedule,demo

Top Word Pairs in Tweet in G4:
[207] #disastertech,#hackathon
[146] canada's,first
[130] first,#disastertech
[101] oneeleven_111,avivacanada
[68] #disastertech,hackathon
[65] avivacanada,canada's
[60] partners,oneeleven_111
[58] disastertech,hackathon
[54] sascanada,partners
[49] canada,first

Top Word Pairs in Tweet in G5:
[40] disaster,tech
[34] tech,lab
[29] #disastertech,#commisaid
[25] #refugeecrisis,#disastertech
[21] #commisaid,#disastertech
[20] #nepalearthquake,#disastertech
[19] peoplefinder,live
[19] live,#nepalearthquake
[18] cambiumnetworks,equipment
[17] installing,cambiumnetworks

Top Word Pairs in Tweet in G6:
[66] disastertech,hackathon
[49] hurricane,katrina
[47] hackathon,honor
[47] honor,hurricane
[33] emergency,mgmt
[33] mgmt,disastertech
[14] first,disastertech
[10] canada,first
[10] host,canada
[10] #disastertech,#hackathon

Top Word Pairs in Tweet in G7:
[8] read,more
[7] cto,anna
[7] crisis,response
[6] #techindisasters,forum
[6] techsoup,#nonprofits
[6] forum,live
[5] calamity,strikes
[5] help,prevent
[5] #4bells,app
[5] #techsouptalks,10

Top Word Pairs in Tweet in G8:
[27] tech,awards
[22] safe,steps
[21] steps,tech
[17] #disastertech,#dtech
[14] gt,gt
[13] save,lives
[13] #safesteps,#disastertech
[10] win,grants
[10] tech,solutions
[9] #safesteps,#dtech

Top Word Pairs in Tweet in G9:
[7] hope,future
[7] forbes,amplifying
[7] thanks,forbes
[7] learning,#hurricaneflorence
[7] #hurricaneflorence,hope
[7] future,thanks
[6] needslist4good,learning
[4] dynamic,updated
[4] response,used
[4] updated,list

Top Word Pairs in Tweet in G10:
[12] apps,help
[12] 911,apps
[12] 911,always
[12] call,need
[12] first,call
[12] help,rescue
[12] need,help
[12] rescue,reach
[12] always,first
[12] reach,911

Top Replied-To
Top Replied-To in Entire Graph:
@sascanada
@oneeleven_111
@disastertechinc
@disastertechlab
@mmlee
@codemkrs
@rusnivek
@itdrc
@gregghendry

Top Replied-To in G1:
@rusnivek
@codemkrs
@gregghendry
@hootsuitelabs
@sdmi_lsu
@robbievitrano
@skysaverusa
@maryjofly

Top Replied-To in G2:
@mmlee
@landlineph
@denicewross
@brianforde
@corneralliance
@urbanareaalicia
@usdatagov
@appallicious
@jackiekazil
@carterhewgley

Top Replied-To in G3:
@disastertechinc
@itdrc
@weareaventur
@samlmontano
@disastertech
@roger_colemanny

Top Replied-To in G4:
@sascanada
@oneeleven_111
@shardy12
@cbctoronto
@crawford_canada
@oneeleven
@smithmegan
@sassoftware
@kabirshaal

Top Replied-To in G5:
@disastertechlab
@ndinnet
@beachcombernc
@fevriervincent

Top Replied-To in G7:
@twiliodotorg
@uscert_gov
@oliviasterns
@huffingtonpost
@appallicious

Top Replied-To in G8:
@ifrc
@adb_ventures
@hotosm

Top Mentioned
Top Mentioned in Entire Graph:
@disastertechinc
@oneeleven_111
@disastertechlab
@avivacanada
@disasternet
@itdrc
@dhsscitech
@mmlee
@sascanada

Top Mentioned in G1:
@disasternet
@katekaminska1
@eric_holdeman
@disastertechlab
@hootsuitelabs
@hootsuite
@dhsscitech
@maryjofly

Top Mentioned in G2:
@mmlee
@dhsscitech
@firstnetgov
@usdatagov
@denicewross
@westbigdatahub
@usgs
@natlmakerfaire
@whitehouse

Top Mentioned in G3:
@disastertechinc
@itdrc
@ibm
@iaem
@distributech
@cleanpacific
@nsf
@microsoftteams
@readygov

Top Mentioned in G4:
@oneeleven_111
@avivacanada
@sascanada
@cdnunderwriter
@sassoftware
@techvibes
@norm
@crawford_canada
@torontohydro

Top Mentioned in G5:
@disastertechlab
@cambiumnetworks
@commisaid
@whatsapp
@disastermedics
@cradlepoint
@computerweekly
@moneysedge
@disasternet
@goalzero

Top Mentioned in G6:

Top Mentioned in G7:
@techsoup
@caravanstudios
@itdrc
@funds4disaster
@yoyoshida
@appallicious
@fastcompany
@slee140
@redcrossil
@twiliodotorg

Top Mentioned in G8:
@avpn_asia
@ifrcasiapacific
@prudentialplc
@e27co
@ifrc
@lenovo
@hotosm
@fieldsight_org
@prufoundation
@petabencana

Top Mentioned in G9:
@needslist4good
@forbes
@cnarrations
@amanda_levinson
@phillygrants
@schoolbxproject
@socialdesignin
@thertp
@1millioncupsrtp
@usaid

Top Mentioned in G10:
@josephporcelli
@nextdoor
@nema_web
@robbiewturner
@hazcenter
@mmlee
@dhsscitech
@itdrc
@zello

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@oldlady12345
@lindaleeking
@petabencana
@evankirstel
@southwestair
@chuddles11
@dataaugmented
@rapplerdotcom
@bigdatatweetbot

Top Tweeters in G1:
@new_narrative
@businessinsider
@raqooq5
@breakingnewzman
@liveedges
@blubdha
@pfanderson
@p_staatz
@gis_sharer
@rf_jenkins

Top Tweeters in G2:
@oldlady12345
@rapplerdotcom
@nilimajumder
@lltwing
@mckenrene
@latimes
@v2aggie2
@dwnews
@ldiazammo
@npr

Top Tweeters in G3:
@southwestair
@bigdatatweetbot
@opensource_orgs
@jobsviatweet
@andytoronto
@planetscape
@sonokocentral
@breakingseanews
@andrewdwilliams
@epuujee

Top Tweeters in G4:
@jornalistavitor
@smartcityfeed
@raemadema
@davidvorpe65
@parvez1
@dmrider
@cbctoronto
@danmihalache007
@lynngr
@businessto

Top Tweeters in G5:
@lindaleeking
@irishtimes
@die_primel
@clancynewyork
@4billlewis
@iramey
@solhog
@thenextweb
@fanfare100
@nrodovsky

Top Tweeters in G6:
@dataaugmented
@atomsoffice
@_ngoo
@newsfromspi
@gnwlive
@financialbuzz
@earthquake_rt
@csr_rt
@socialmediamond
@stockgurudotcom

Top Tweeters in G7:
@adekleine
@ottlegalrebels
@satyajit1910
@fastcompany
@msnbc
@talentgeek2
@yahoonews
@smh
@digiphile
@engadget

Top Tweeters in G8:
@petabencana
@far_away90
@lenovo
@hubermantamir
@e27co
@michealcpreble
@fabiantilmant
@sigekok
@ifrc
@ranuganda

Top Tweeters in G9:
@forbes
@am1470wwnn
@kateszumanski
@wraltechwire
@usaid
@unicefusa
@dfid_uk
@thertp
@gchallenges
@datto

Top Tweeters in G10:
@c_coolidge
@wmn4srvl
@gma
@jr3597
@kc0ryz
@kathiwindheim
@brindisi
@melissaloveshou
@nextdoor
@joditraversaro