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From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2023
Short Description:
disastertech via NodeXL https://bit.ly/3Gzy5RS
@disasternet
@mmlee
@iamgtsmith
@disastertechlab
@oneeleven_111
@itdrc
@disastertechinc
@caravanstudios
@dhsscitech
@nwtemc_pnw

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

Description:
Description
The graph represents a network of 2,162 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 22:09 UTC.

The tweets in the network were tweeted over the 3375-day, 0-hour, 26-minute period from Thursday, 17 October 2013 at 15:42 UTC to Friday, 13 January 2023 at 16:09 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 : 2162
Unique Edges : 2276
Edges With Duplicates : 7330
Total Edges : 9606
Number of Edge Types : 9
Tweet : 1688
Retweet : 2257
MentionsInRetweet : 3388
Mentions : 1809
Replies to : 68
MentionsInReplyTo : 118
MentionsInQuote : 147
Quote : 130
MentionsInQuoteReply : 1
Self-Loops : 1911
Reciprocated Vertex Pair Ratio : 0.0514253773057574
Reciprocated Edge Ratio : 0.0978203083466241
Connected Components : 169
Single-Vertex Connected Components : 117
Maximum Vertices in a Connected Component : 1871
Maximum Edges in a Connected Component : 9202
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.918179
Graph Density : 0.000805208470228048
Modularity : 0.328912
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,162 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 22:09 UTC.

The tweets in the network were tweeted over the 3375-day, 0-hour, 26-minute period from Thursday, 17 October 2013 at 15:42 UTC to Friday, 13 January 2023 at 16:09 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:
[305] https://disasternet.co/newsroom/
[71] https://www.picatic.com/DisasterTech
[57] https://wh.gov/iB7JJ
[51] https://twitter.com/DisasterTechLab/status/622862609809842176/photo/1
[32] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[30] http://w.on24.com/r.htm?e=914689&s=1&k=0D234FA37932FBCF1708C59AA05B3F9F
[28] https://twitter.com/evankirstel/status/919258974934978561/video/1
[25] https://go.usa.gov/3BAE9
[24] https://google.org/personfinder/2015-nepal-earthquake
[19] https://firstnet.gov/newsroom/blog/nfpa-map-real-time-wildfire-activity-information

Top URLs in Tweet in G1:
[302] https://disasternet.co/newsroom/
[7] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[6] http://phys.org/news/2015-10-technology-disasters.html?utm_content=buffer0712a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] http://www.emergencymgmt.com/training/FEMA-New-Data-Visualization-Tool-Maps-Disasters.html?flipboard=yes&utm_content=buffer0994e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.fema.gov/news-release/2015/06/17/fema-launches-innovative-national-volunteer-program-enhance-disaster
[6] http://fw.to/adW26nK
[5] http://www.emergencymgmt.com/safety/Wearable-Technology-Change-Emergency-Response.html
[5] https://wp.me/p36A7h-pX
[5] https://www.buzzfeed.com/brendanklinkenberg/startsups-rise-to-the-occasion?utm_term=.edBRXr6xQm
[5] https://www.cbc.ca/news/technology/paris-attacks-is-social-media-becoming-more-reliable-in-a-crisis-1.3320891

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://wh.gov/ijJUV
[16] https://firstnet.gov/newsroom/blog/nfpa-map-real-time-wildfire-activity-information
[16] https://firstnet.gov/newsroom/blog/nga-mobile-app-allows-interactive-content-without-network-connection
[14] http://w.on24.com/r.htm?e=914689&s=1&k=0D234FA37932FBCF1708C59AA05B3F9F
[14] http://disasters.data.gov
[14] https://www.data.gov/disasters/taking-action-disaster-preparedness-technology-innovation-support-americas-prepareathon/
[11] https://data.gov/disasters/taking-action-disaster-preparedness-technology-innovation-support-americas-prepareathon/

Top URLs in Tweet in G3:
[15] https://www.disastertech.com/
[13] https://www.disastertech.com/dice
[12] https://www.disastertech.com/connect-with-us
[12] https://www.ready.gov/
[6] https://www.itdrc.org/volunteer
[4] https://twitter.com/ITDRC/status/632260370665607172/photo/1
[4] https://www.volunteermatch.org/search/opp2284565.jsp
[4] https://goo.gl/JK6tSg
[4] https://twitter.com/jrrttgd/status/606936266211344385/photo/1
[4] https://datacoalition.org/Sys/Error/404

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://twitter.com/Crawford_Canada/status/917815172143702016
[6] https://www.sas.com/en_ca/insights/articles/analytics/local/disastertech-hackathon.html
[5] http://www.globenewswire.com/news-release/2017/09/12/1118178/0/en/OneEleven-and-Aviva-Canada-to-host-Canada-s-first-ever-DisasterTech-Hackathon.html
[5] https://www.dimple.ai/blog/2017/9/18/oneeleven-and-aviva-canada-host-disastertech-hackathon-in-toronto
[5] https://brainstation.io/magazine/toronto-to-host-canadas-first-ever-disastertech-hackathon
[5] https://twitter.com/techvibes/status/907635263832072192/photo/1

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] http://www.computerweekly.com/news/450302519/Disaster-Tech-Lab-brings-emergency-internet-to-refugee-camps
[5] https://twitter.com/DisasterTechLab/status/622862609809842176/photo/1
[5] https://www.gofundme.com/f/carribeancomms
[5] https://zeenews.india.com/news/nepal-bans-drones-in-its-skies-fearing-leak-of-sensitive-info_1590986.html
[5] http://moneysedge.com/newsimage?id=222
[4] https://www.gofundme.com/f/lesbosrefugees
[4] https://www.gofundme.com/f/internet4amatrice

Top URLs in Tweet in G6:
[46] https://twitter.com/DisasterTechLab/status/622862609809842176/photo/1
[17] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[12] http://w.on24.com/r.htm?e=914689&s=1&k=0D234FA37932FBCF1708C59AA05B3F9F
[8] http://www.govtech.com/public-safety/DisasterTech-Hackathon-to-Honor-Hurricane-Katrina.html
[6] https://twitter.com/govtechnews/status/562678176413790208/photo/1
[5] http://www.firstresponder.gov/SitePages/GrantsAndTraining/Webinars.aspx
[5] https://twitter.com/HoustonOEM/status/599618023515795457/photo/1
[4] https://twitter.com/rusnivek/status/564159533354721280/photo/1
[4] https://go.usa.gov/hDrm
[4] https://youtu.be/OYYgZBOyYgA

Top URLs in Tweet in G7:
[5] https://www.picatic.com/DisasterTech
[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
[4] http://safesteps.com/d-tech
[3] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[3] https://twitter.com/KtkZergs/status/1552365452512399365/photo/1
[2] https://mailchimp.com/about/mcsv-static
[2] http://www.govtech.com/public-safety/DisasterTech-Hackathon-to-Honor-Hurricane-Katrina.html
[2] https://stockguru.com/2017/09/12/oneeleven-and-aviva-canada-to-host-canadas-first-ever-disastertech-hackathon/
[2] https://ift.tt:443/1LaS4Cc
[2] https://goo.gl/2UgwcV

Top URLs in Tweet in G8:
[4] http://www.emergencymgmt.com/disaster/DisasterTech-Hackathon-Honor-Hurricane-Katrina.html
[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://www.theverge.com/2021/4/28/22407676/google-expands-android-earthquake-detection-system
[2] http://pj.news.chass.ncsu.edu/2016/04/04/connection-amidst-disaster-the-role-of-information-technology-during-recovery/
[2] https://www.eventbrite.com/e/disaster-preparedness-technology-for-nonprofits-workshop-tickets-88541149963
[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] 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] https://www.twilio.com/blog/twilio-org-awards-grants-nonprofits-crisis-communications

Top URLs in Tweet in G9:
[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] https://twitter.com/avpn_asia/status/1143834116237905920/photo/1
[4] http://safesteps.com/d-tech
[2] https://e27engage.typeform.com/to/y5j05c7N
[2] http://www.safesteps.com/d-tech
[2] https://avpn.asia/conference/session/partnering-for-impact-in-innovations-for-disaster-technology/
[2] https://techforimpact.asia/why-disaster-tech-in-asia-holds-great-potential-and-how-to-scale-the-field/

Top URLs in Tweet in G10:
[2] https://twitter.com/SocialDesignIn/status/1126539712443740161
[2] https://twitter.com/NeedsList4Good/status/1082997639212355584/photo/1
[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://www.forbes.com/sites/annefield/2018/09/30/humanitarian-aid-platform-gets-first-hand-lessons-from-hurricane-florence/#6d0d32e44730
[1] https://wraltechwire.com/2018/09/24/durham-based-needslist-provides-real-time-needs-registry-for-florence-global-disasters/
[1] https://twitter.com/nfreidus/status/1170070292087169025/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://twitter.com/Lara/status/1022093507878703104

Top Domains
Top Domains in Tweet in Entire Graph:
[1170] twitter.com
[409] bing.com
[384] disasternet.co
[182] disastertech.com
[155] emergencymgmt.com
[90] wh.gov
[78] picatic.com
[65] usa.gov
[62] dy.si
[60] firstnet.gov

Top Domains in Tweet in G1:
[376] disasternet.co
[89] emergencymgmt.com
[49] twitter.com
[26] linkedin.com
[17] wired.com
[14] forbes.com
[12] techcrunch.com
[11] youtube.com
[11] fb.me
[8] mash.to

Top Domains in Tweet in G2:
[135] twitter.com
[84] wh.gov
[55] firstnet.gov
[54] usa.gov
[52] data.gov
[15] on24.com
[10] islandpacket.com
[8] emergencymgmt.com
[6] sxsw.com
[6] officer.com

Top Domains in Tweet in G3:
[395] twitter.com
[181] disastertech.com
[40] bit.ly
[22] ready.gov
[8] itdrc.org
[5] volunteermatch.org
[4] goo.gl
[4] datacoalition.org
[4] cpsc.gov
[3] blogspot.com

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:
[65] twitter.com
[41] gofundme.com
[33] disastertechlab.org
[19] google.org
[16] emergencymgmt.com
[10] preventionweb.net
[9] homelandsecuritynewswire.com
[7] facebook.com
[6] itproportal.com
[5] computerweekly.com

Top Domains in Tweet in G6:
[409] bing.com
[104] twitter.com
[24] emergencymgmt.com
[16] on24.com
[16] instagram.com
[11] govtech.com
[8] internationaldisasterconference.com
[6] usa.gov
[5] firstresponder.gov
[4] youtu.be

Top Domains in Tweet in G7:
[39] twitter.com
[10] emergencymgmt.com
[8] dy.si
[6] ift.tt
[5] picatic.com
[5] fb.me
[5] safesteps.com
[5] reuters.com
[5] owler.us
[3] govtech.com

Top Domains in Tweet in G8:
[42] twitter.com
[10] techsoup.org
[8] eventbrite.com
[5] emergencymgmt.com
[4] govtech.com
[3] twilio.com
[3] cnn.com
[3] theverge.com
[2] fastcompany.com
[2] on24.com

Top Domains in Tweet in G9:
[32] twitter.com
[16] e27.co
[14] safesteps.com
[4] avpn.asia
[2] typeform.com
[2] techforimpact.asia
[2] youtube.com
[1] hotosm.org
[1] mapbox.com
[1] theonlinecitizen.com

Top Domains in Tweet in G10:
[11] twitter.com
[3] forbes.com
[1] medium.com
[1] wraltechwire.com
[1] needslist.co
[1] eventbrite.com
[1] currystonefoundation.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3455] disastertech
[873] smem
[395] hackathon
[192] emgtwitter
[140] commisaid
[129] opendata
[112] data4good
[98] prepareathon
[81] innovation
[77] refugeecrisis



Top Hashtags in Tweet in G1:
[913] disastertech
[663] smem
[41] hsem
[39] commisaid
[32] ict4d
[30] opendata
[23] refugeecrisis
[22] emgtwitter
[15] hackathon
[14] drr

Top Hashtags in Tweet in G2:
[564] disastertech
[91] opendata
[79] prepareathon
[51] natlmakerfaire
[51] safetydata
[42] smem
[41] innovation
[33] getcivic
[27] makers
[24] makerfaire

Top Hashtags in Tweet in G3:
[413] disastertech
[165] emgtwitter
[33] commisaid
[17] emergencymanagement
[15] exercisetraining
[12] dice
[10] tornadooutbreak
[10] al
[10] ga
[10] epicready

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

Top Hashtags in Tweet in G5:
[367] disastertech
[61] commisaid
[54] refugeecrisis
[29] wifi
[26] nepalearthquake
[17] vanuatu
[13] teamdtl
[12] puertorico
[10] ukraine
[8] amatrice

Top Hashtags in Tweet in G6:
[328] disastertech
[123] smem
[116] hackathon
[41] idce15
[21] idce
[11] owled
[9] hsem
[7] innovation
[6] scitechconvo
[5] hurricanekatrina

Top Hashtags in Tweet in G7:
[90] disastertech
[12] hackathon
[8] drones
[7] safesteps
[7] dtech
[7] naturaldisasters
[6] tech
[5] data4good
[5] smem
[5] nonprofitcharity

Top Hashtags in Tweet in G8:
[89] disastertech
[19] nonprofits
[8] publicgoodtech
[7] 4bells
[5] haitiearthquake
[5] covid19
[5] techindisasters
[5] cyberattacks
[5] techsouptalks
[4] resilience

Top Hashtags in Tweet in G9:
[66] disastertech
[27] safesteps
[27] dtech
[13] dealsharelive
[11] innovation
[6] avpn2019
[2] naturaldisasters
[2] didyouknow
[2] prudencefoundation
[2] fundingopportunity

Top Hashtags in Tweet in G10:
[19] disastertech
[9] hurricaneflorence
[5] reshapeaid
[4] tech
[4] covid19
[3] 2017goyearinreview
[2] refugees
[2] northcarolina
[2] disasterprep
[2] innovation

Top Words
Top Words in Tweet in Entire Graph:
[3504] #disastertech
[897] hackathon
[891] #smem
[740] disaster
[591] hurricane
[583] disastertech
[573] emergency
[542] disasternet
[527] katrina
[478] tech

Top Words in Tweet in G1:
[906] #disastertech
[666] #smem
[507] disasternet
[345] weekly
[333] stories
[139] disaster
[108] disastertechlab
[77] tech
[74] response
[70] eric_holdeman

Top Words in Tweet in G2:
[584] #disastertech
[134] mmlee
[128] dhsscitech
[120] disaster
[98] whitehouseostp
[95] innovation
[92] #opendata
[81] #prepareathon
[78] unleashing
[75] firstnetgov

Top Words in Tweet in G3:
[416] #disastertech
[290] disastertechinc
[186] more
[186] disaster
[165] #emgtwitter
[153] learn
[145] itdrc
[142] visit
[131] tech
[115] 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:
[366] #disastertech
[197] disastertechlab
[78] disaster
[72] team
[62] response
[61] #commisaid
[57] tech
[54] #refugeecrisis
[47] equipment
[39] work

Top Words in Tweet in G6:
[576] hackathon
[478] katrina
[475] hurricane
[435] disastertech
[411] emergency
[404] apps
[400] honors
[346] #disastertech
[131] #smem
[122] #hackathon

Top Words in Tweet in G7:
[90] #disastertech
[42] hackathon
[31] disastertech
[28] disaster
[20] canada
[18] help
[16] host
[16] first
[14] oneeleven
[13] katrina

Top Words in Tweet in G8:
[91] #disastertech
[36] techsoup
[27] caravanstudios
[19] #nonprofits
[18] disaster
[15] itdrc
[14] more
[14] app
[13] response
[13] learn

Top Words in Tweet in G9:
[67] #disastertech
[63] tech
[27] #safesteps
[27] awards
[27] #dtech
[24] disaster
[21] gt
[19] avpn_asia
[18] more
[17] finalists

Top Words in Tweet in G10:
[23] needslist4good
[19] #disastertech
[9] #hurricaneflorence
[8] needs
[8] forbes
[8] thanks
[8] future
[7] learning
[7] hope
[7] amplifying

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[549] disastertech,hackathon
[520] #smem,#disastertech
[509] hurricane,katrina
[417] emergency,apps
[417] katrina,emergency
[402] honors,hurricane
[402] hackathon,honors
[342] weekly,#smem
[342] disasternet,weekly
[335] #disastertech,stories

Top Word Pairs in Tweet in G1:
[440] #smem,#disastertech
[338] weekly,#smem
[338] disasternet,weekly
[331] #disastertech,stories
[109] #disastertech,#smem
[83] disasternet,disasternet
[31] disaster,response
[29] stories,eric_holdeman
[24] disaster,relief
[22] social,media

Top Word Pairs in Tweet in G2:
[70] innovation,disaster
[58] whitehouseostp,unleashing
[45] #disastertech,#prepareathon
[44] tech,innovation
[43] disaster,preparedness
[42] disaster,response
[40] preparedness,#disastertech
[39] unleashing,tech
[33] response,recovery
[33] #disastertech,#innovation

Top Word Pairs in Tweet in G3:
[122] learn,more
[91] disaster,tech
[55] #disastertech,#emgtwitter
[49] head,over
[48] visit,#disastertech
[45] more,visit
[45] dice,platform
[25] epic,ready
[23] data,science
[19] ibm,test

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:
[41] disaster,tech
[34] tech,lab
[29] #disastertech,#commisaid
[25] #refugeecrisis,#disastertech
[22] #commisaid,#disastertech
[20] #nepalearthquake,#disastertech
[19] peoplefinder,live
[19] live,#nepalearthquake
[18] cambiumnetworks,equipment
[17] installing,cambiumnetworks

Top Word Pairs in Tweet in G6:
[474] hurricane,katrina
[435] disastertech,hackathon
[404] katrina,emergency
[404] emergency,apps
[400] honors,hurricane
[400] hackathon,honors
[135] #disastertech,hackathon
[58] #disastertech,#hackathon
[56] #smem,#disastertech
[46] #hackathon,#smem

Top Word Pairs in Tweet in G7:
[30] disastertech,hackathon
[14] first,disastertech
[13] hurricane,katrina
[11] hackathon,honor
[11] honor,hurricane
[10] canada,first
[10] host,canada
[10] #disastertech,#hackathon
[8] oneeleven,aviva
[8] aviva,canada

Top Word Pairs in Tweet in G8:
[10] techsoup,#nonprofits
[8] read,more
[7] cto,anna
[7] crisis,response
[5] recovery,fund
[5] forum,live
[5] resilience,calamity
[5] potential,disasters
[5] 2pm,pt
[5] build,resilience

Top Word Pairs in Tweet in G9:
[19] tech,awards
[17] #disastertech,#dtech
[14] gt,gt
[14] safe,steps
[13] steps,tech
[13] #safesteps,#disastertech
[11] save,lives
[10] win,grants
[10] tech,solutions
[9] #safesteps,#dtech

Top Word Pairs in Tweet in G10:
[7] thanks,forbes
[7] #hurricaneflorence,hope
[7] hope,future
[7] forbes,amplifying
[7] learning,#hurricaneflorence
[7] future,thanks
[6] needslist4good,learning
[4] list,vetted
[4] support,coordination
[4] dynamic,updated

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

Top Replied-To in G1:
@gregghendry
@linkedin
@grouchomama718
@etechops

Top Replied-To in G2:
@mmlee
@denicewross
@brianforde
@ssadma
@twilio
@appallicious
@urbanareaalicia
@jackiekazil
@emmyodwyer
@corneralliance

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

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

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

Top Replied-To in G6:
@codemkrs
@rusnivek
@ltgrusselhonore
@robbievitrano
@skysaverusa
@hootsuitelabs
@sdmi_lsu
@dhsscitech

Top Replied-To in G8:
@appallicious
@uscert_gov
@oliviasterns
@huffingtonpost
@twiliodotorg

Top Replied-To in G9:
@hotosm
@adb_ventures

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

Top Mentioned in G1:
@disasternet
@disastertechlab
@eric_holdeman
@katekaminska1
@joinipsa
@itdrc
@emergencymgtmag
@tamer_hadi
@kc5fm

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

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

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

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

Top Mentioned in G6:
@hootsuitelabs
@hootsuite
@dhsscitech
@maryjofly
@codemkrs
@disasternet
@rusnivek
@disastertechlab

Top Mentioned in G7:

Top Mentioned in G8:
@techsoup
@caravanstudios
@itdrc
@funds4disaster
@appallicious
@yoyoshida
@fastcompany
@slee140
@redcrossil

Top Mentioned in G9:
@avpn_asia
@e27co
@lenovo
@ifrcasiapacific
@hotosm
@fieldsight_org
@petabencana
@prufoundation
@kickstartph
@antlerglobal

Top Mentioned in G10:
@needslist4good
@forbes
@cnarrations
@amanda_levinson
@phillygrants
@socialdesignin
@thertp
@1millioncupsrtp
@schoolbxproject
@usaid

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jornalistavitor
@oldlady12345
@cybersecurityn8
@lindaleeking
@evankirstel
@petabencana
@southwestair
@chuddles11
@dataaugmented

Top Tweeters in G1:
@new_narrative
@businessinsider
@raqooq5
@breakingnewzman
@liveedges
@pfanderson
@gis_sharer
@time
@cnn
@dwnews

Top Tweeters in G2:
@oldlady12345
@nilimajumder
@lltwing
@mckenrene
@latimes
@v2aggie2
@waze
@ldiazammo
@npr
@gigabytemag

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

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

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

Top Tweeters in G6:
@baronianconsult
@blubdha
@rythmlabs
@p_staatz
@birdtrees
@wwltv
@emergencyprep3
@sejorg
@ladyday93_tjfgg
@jstapfinator

Top Tweeters in G7:
@dataaugmented
@atomsoffice
@_ngoo
@newsfromspi
@gnwlive
@financialbuzz
@earthquake_rt
@csr_rt
@socialmediamond
@stockgurudotcom

Top Tweeters in G8:
@sectest9
@cybersecurityn8
@adekleine
@ottlegalrebels
@satyajit1910
@fastcompany
@msnbc
@talentgeek2
@yahoonews
@smh

Top Tweeters in G9:
@petabencana
@far_away90
@lenovo
@hubermantamir
@e27co
@michealcpreble
@fabiantilmant
@sigekok
@ifrc
@ranuganda

Top Tweeters in G10:
@forbes
@am1470wwnn
@kateszumanski
@wraltechwire
@usaid
@unicefusa
@dfid_uk
@thertp
@gchallenges
@datto


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