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traveltech_2022-11-30_18-18-08.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2022
Short Description:
traveltech via NodeXL https://bit.ly/3B0VZnc
@lottmus
@travolution
@cruisewatchcom
@phocuswire
@phocuswright
@wbe_travel
@enilev
@chidambara09
@traveltech_show
@travserver1

Top hashtags:
#traveltech
#web3
#ehealth
#healthtech
#datascientist
#csuite
#digitalhealth
#cx

Description:
Description
The graph represents a network of 295 Twitter users whose tweets in the requested range contained "traveltech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 01 December 2022 at 02:19 UTC.

The requested start date was Thursday, 01 December 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 13-day, 22-hour, 34-minute period from Thursday, 17 November 2022 at 02:18 UTC to Thursday, 01 December 2022 at 00:53 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 : 295
Unique Edges : 269
Edges With Duplicates : 490
Total Edges : 759
Number of Edge Types : 5
Tweet : 299
Replies to : 6
Retweet : 101
MentionsInRetweet : 194
Mentions : 159
Self-Loops : 304
Reciprocated Vertex Pair Ratio : 0.0925925925925926
Reciprocated Edge Ratio : 0.169491525423729
Connected Components : 117
Single-Vertex Connected Components : 73
Maximum Vertices in a Connected Component : 42
Maximum Edges in a Connected Component : 184
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.189127
Graph Density : 0.00340136054421769
Modularity : 0.402457
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 295 Twitter users whose tweets in the requested range contained "traveltech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 01 December 2022 at 02:19 UTC.

The requested start date was Thursday, 01 December 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 13-day, 22-hour, 34-minute period from Thursday, 17 November 2022 at 02:18 UTC to Thursday, 01 December 2022 at 00:53 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 : traveltech
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:
[23] https://apps.apple.com/gb/app/journeyhero/id1483619113
[8] https://newscollage.travserver.com/november2022/air-travel-centre-relaxes-rules-for-international-passengers-scraps-air-suvidha-form.html
[7] https://urbanlinker.com/fr/jobs/tech/developpeur-phpsymfony-senior-fh-traveltech-1668698217
[4] https://www.analyticsinsight.net/top-10-portals-to-land-a-six-figure-data-science-job-in-2023/
[4] https://www.seattletimes.com/business/technology/a-5-step-tech-checklist-for-handling-air-travel-woes-on-the-go/
[3] https://mssi.com/
[3] https://www.travelport.com/plus/even-more-choice?utm_campaign=Travelport%20Plus%20-%20Chapter%204&utm_content=226754948&utm_medium=social&utm_source=twitter&hss_channel=tw-96167680
[3] https://builtin.com/corporate-innovation/top-tech-disruptors
[2] https://newscollage.travserver.com/november2022/first-tourism-track-meeting-of-g20-will-be-held-in-rann-of-kutch.html
[2] https://newscollage.travserver.com/november2022/india-retains-lead-as-top-tourism-market-of-maldives-this-year.html

Top URLs in Tweet in G1:
[4] https://www.seattletimes.com/business/technology/a-5-step-tech-checklist-for-handling-air-travel-woes-on-the-go/
[3] https://mssi.com/
[2] http://www.adonis.com/
[1] https://www.fairfly.com/insights/costs-and-innovation-are-tops-as-the-role-of-travel-managers-evolves/
[1] https://okt.to/v6LhD2
[1] https://okt.to/ckdn7x
[1] https://okt.to/FVMyax
[1] https://zobjobs.com/job/node-developer-global-traveltech-45-million-users-nodejs-job-in-uk-zj693bdkrjbt
[1] https://www.instagram.com/p/ClEwzIKy4VY/?igshid=YTgzYjQ4ZTY=
[1] https://okt.to/gKjD2t

Top URLs in Tweet in G2:
[2] https://www.phocuswire.com/Initiative-travel-tech-collaborate-climate-change?utm_source=social&utm_medium=twitter&utm_campaign=site+article__initiative-travel-tech-collaborate-climate-change
[1] https://www.phocuswire.com/hot-25-travel-startups-2023
[1] https://www.surveymonkey.co.uk/r/96KHJVT
[1] https://twitter.com/i/web/status/1595420012650680320
[1] https://twitter.com/Phocuswright/status/1595150999890841601
[1] https://www.wbe.travel/partner/abreu/?utm_source=social_media&utm_medium=Linkedin&utm_campaign=abreu_new_partner&utm_id=abreu_new_partner
[1] https://www.wbe.travel/landingp/meet-wbe-travels-team-at-uzakrota-travel-summit-2022/?utm_source=social_media&utm_medium=Linkedin&utm_campaign=meeting_uzakrota&utm_id=meeting_uzakrota
[1] https://travolution.com/
[1] https://twitter.com/boydcohen/status/1593598317086199808

Top URLs in Tweet in G3:
[4] https://www.analyticsinsight.net/top-10-portals-to-land-a-six-figure-data-science-job-in-2023/
[2] https://www.eficiens.com/allianz-metavers-accelerateur/
[2] https://beincrypto.com/is-xrp-a-security-coinbase-wallet-delists-ripple/
[2] https://www.travelandleisure.com/rockefeller-center-christmas-tree-lighting-nyc-6830804?utm_campaign=travelandleisure_travelleisure&utm_medium=social&utm_source=twitter.com&utm_term=6384a868987ed200011a6231
[2] https://www.travelandleisure.com/best-places-to-live-in-the-world-6827720?utm_campaign=travelandleisure_travelleisure&utm_medium=social&utm_source=twitter.com&utm_term=6384f363c0850d000156a198
[2] https://www.travelandleisure.com/trip-ideas/nature-travel/norway-when-to-see-northern-lights?utm_campaign=travelandleisure_travelleisure&utm_medium=social&utm_source=twitter.com&utm_term=6384cded8385ef0001c5de29
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fnetflixtechblog.com%2Fseeing-through-hardware-counters-a-journey-to-threefold-performance-increase-2721924a2822%3Fsource%3Dsocial.tw
[2] https://www.healthcareafrica.info/who-reports-surge-of-the-sudan-ebolavirus-in-uganda/
[1] https://twitter.com/i/web/status/1598006409006051330
[1] https://hackernoon.com/the-future-of-in-person-and-virtual-events?source=rss

Top URLs in Tweet in G4:
[8] https://newscollage.travserver.com/november2022/air-travel-centre-relaxes-rules-for-international-passengers-scraps-air-suvidha-form.html
[2] https://newscollage.travserver.com/november2022/15-24-lakh-foreigners-visited-india-in-2021-highest-from-us-followed-by-bangladesh.html
[2] https://newscollage.travserver.com/november2022/g20-declaration-bats-for-seamless-post-covid-travel-to-enable-tourism-recovery.html
[2] https://newscollage.travserver.com/november2022/air-india-to-introduce-premium-economy-class-in-certain-long-haul-flights-next-month-ceo-md-campbell-wilson.html
[2] https://newscollage.travserver.com/november2022/this-new-uae-rule-will-not-allow-passengers-with-only-one-name-on-the-passport-to-travel.html
[2] https://newscollage.travserver.com/november2022/india-retains-lead-as-top-tourism-market-of-maldives-this-year.html
[2] https://newscollage.travserver.com/november2022/first-tourism-track-meeting-of-g20-will-be-held-in-rann-of-kutch.html
[1] https://newscollage.travserver.com/november2022/unwto-tourism-recovery-accelerates-to-reach-65-percent_of-pre-pandemic-levels.html
[1] https://www.youtube.com/watch?v=AtDePWfcHXw&feature=youtu.be

[1] https://www.youtube.com/watch?v=-aw39w9IKPo&feature=youtu.be


Top URLs in Tweet in G5:
[1] https://www.photoinduced.com/17087/holiday-gift-guide-2022-1-travel-tech/

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=dVkNPcaG6TA&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://skift.com/2022/10/26/the-tech-revolution-poised-to-power-tour-operators/
[1] https://skift.com/2022/11/17/travel-tech-investment-is-on-unstable-ground-heres-what-industry-pros-say/
[1] https://www.linkedin.com/feed/update/urn:li:activity:6998365193827139584

Top URLs in Tweet in G10:
[1] https://twitter.com/travolution/status/1596088065592025088
[1] https://www.linkedin.com/feed/update/urn:li:share:7001110869778522112

Top Domains
Top Domains in Tweet in Entire Graph:
[161] twitter.com
[23] apple.com
[21] travserver.com
[17] co.uk
[11] youtube.com
[9] dy.si
[8] travelandleisure.com
[8] technative.io
[7] okt.to
[7] forbes.com

Top Domains in Tweet in G1:
[13] twitter.com
[8] dy.si
[6] okt.to
[5] exploretech.io
[4] seattletimes.com
[3] mssi.com
[2] linkedin.com
[2] euronews.com
[2] adonis.com
[2] co.uk

Top Domains in Tweet in G2:
[3] phocuswire.com
[3] twitter.com
[2] wbe.travel
[1] co.uk
[1] travolution.com

Top Domains in Tweet in G3:
[131] twitter.com
[12] co.uk
[8] technative.io
[8] travelandleisure.com
[7] forbes.com
[6] coruzant.com
[5] analyticsinsight.net
[5] venturebeat.com
[5] thelifesciencesmagazine.com
[4] medium.com

Top Domains in Tweet in G4:
[21] travserver.com
[8] youtube.com
[2] twitter.com

Top Domains in Tweet in G5:
[1] photoinduced.com

Top Domains in Tweet in G8:
[1] youtube.com

Top Domains in Tweet in G9:
[2] skift.com
[1] linkedin.com

Top Domains in Tweet in G10:
[1] twitter.com
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[215] traveltech
[136] web3
[135] ehealth
[134] healthtech
[134] datascientist
[134] csuite
[132] digitalhealth
[132] cx
[125] smartcity
[122] finserv



Top Hashtags in Tweet in G1:
[79] traveltech
[15] digitalage
[13] travel
[9] whereeverythingconnects
[6] hospitality
[6] technology
[6] hospitalitytech
[6] travelnurse
[5] traveltechnology
[5] throwbackthursday

Top Hashtags in Tweet in G2:
[12] traveltech
[2] awards
[1] startups
[1] ttshow
[1] team
[1] partners
[1] cactus
[1] sfa
[1] extnooz
[1] oldleaders

Top Hashtags in Tweet in G3:
[135] web3
[135] ehealth
[134] healthtech
[134] datascientist
[134] csuite
[132] digitalhealth
[132] cx
[125] smartcity
[122] finserv
[19] traveltech

Top Hashtags in Tweet in G4:
[22] tourism
[18] air
[15] travelagency
[15] onlinetravelagency
[15] technology
[15] traveltech
[15] travelbusiness
[15] leisure
[15] booking
[12] travel

Top Hashtags in Tweet in G5:
[1] traveltech
[1] giftguide
[1] hydration

Top Hashtags in Tweet in G6:
[1] traveltech
[1] blockchain
[1] travoawards

Top Hashtags in Tweet in G7:
[3] traveltech
[3] aviation
[3] aviationlovers
[2] netzero
[1] sustainabletravel
[1] sustainability
[1] innovation
[1] hydrogen
[1] climatecrisis
[1] travel

Top Hashtags in Tweet in G8:
[12] technology
[8] traveltech
[6] hiringdevelopers
[6] developerjobs
[5] traveling
[5] hiringimmediately
[5] developers
[5] softwaredeveloper
[5] innovation
[5] itjobopportunity

Top Hashtags in Tweet in G9:
[3] traveltech
[1] travel
[1] technology
[1] startups
[1] vc

Top Hashtags in Tweet in G10:
[1] awards
[1] traveltech
[1] metaverse
[1] tourism

Top Words
Top Words in Tweet in Entire Graph:
[215] #traveltech
[136] #web3
[135] #ehealth
[134] #healthtech
[134] #csuite
[134] #datascientist
[132] #digitalhealth
[132] #cx
[125] #smartcity
[122] #finserv

Top Words in Tweet in G1:
[79] #traveltech
[37] travel
[27] wk
[24] tech
[18] business
[17] solutions
[17] experience
[16] transport
[16] safety
[16] one

Top Words in Tweet in G2:
[15] phocuswright
[12] #traveltech
[11] lottmus
[9] traveltech_show
[8] wbe_travel
[8] cruisewatchcom
[6] fun
[5] blacklane
[5] tourradar
[5] hopper

Top Words in Tweet in G3:
[135] #web3
[135] #ehealth
[134] #datascientist
[134] #csuite
[134] #healthtech
[132] #digitalhealth
[132] #cx
[125] #smartcity
[122] #finserv
[21] chidambara09

Top Words in Tweet in G4:
[22] #tourism
[18] #air
[15] #travelbusiness
[15] #traveltech
[15] #booking
[15] #technology
[15] #onlinetravelagency
[15] #travelagency
[15] #leisure
[12] #travel

Top Words in Tweet in G6:
[8] again
[8] excited
[8] travolution
[8] london
[8] very
[8] tomorrow's
[8] ceremony
[8] thanks
[8] awards
[8] nominating

Top Words in Tweet in G7:
[3] #aviation
[3] #traveltech
[3] #aviationlovers
[2] steube
[2] unveiled
[2] sebbourguignon
[2] haven't
[2] concept
[2] mt
[2] jets

Top Words in Tweet in G8:
[12] #technology
[8] #traveltech
[6] #hiringdevelopers
[6] #developerjobs
[5] travel
[5] quicker
[5] #softwaredeveloper
[5] #traveling
[5] #itjobopportunity
[5] make

Top Words in Tweet in G9:
[3] more
[3] #traveltech
[3] gtuli1
[3] tech
[2] deal
[2] seed
[2] engine
[2] doubling
[2] team
[2] led

Top Words in Tweet in G10:
[4] winning
[4] team
[3] done
[3] traveltekltd
[3] congratulations
[3] bywaytravel
[3] well
[3] technology
[3] massive
[3] best

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[134] #datascientist,#csuite
[132] #web3,#cx
[132] #digitalhealth,#web3
[132] #csuite,#digitalhealth
[131] #cx,#ehealth
[122] #ehealth,#finserv
[117] #healthtech,#smartcity
[116] #smartcity,#datascientist
[26] travel,tech
[25] journeyhero,app

Top Word Pairs in Tweet in G1:
[15] #digitalage,transport
[15] experience,increased
[15] increased,safety
[14] take,business
[14] passenger,experience
[14] superior,passenger
[14] transport,solutions
[14] solutions,take
[14] business,superior
[9] better,operational

Top Word Pairs in Tweet in G2:
[5] nezasatravel,easyjet
[5] traveltech_show,fastfuture
[5] easyjet,wbe_travel
[5] wbe_travel,travel_ledger
[5] tourradar,hopper
[5] codegen_int,arivaltravel
[5] cruisewatchcom,tourradar
[5] shout,cruisewatchcom
[5] fastfuture,codegen_int
[5] phocuswright,traveltech_show

Top Word Pairs in Tweet in G3:
[134] #datascientist,#csuite
[132] #web3,#cx
[132] #digitalhealth,#web3
[132] #csuite,#digitalhealth
[131] #cx,#ehealth
[122] #ehealth,#finserv
[117] #healthtech,#smartcity
[116] #smartcity,#datascientist
[14] #healthtech,#cnssummit2022
[14] #cnssummit2022,#datascientist

Top Word Pairs in Tweet in G4:
[15] #tourism,#booking
[15] #leisure,#tourism
[15] #traveltech,#travelbusiness
[15] #onlinetravelagency,#technology
[15] #travelagency,#onlinetravelagency
[15] #travelbusiness,#leisure
[15] #technology,#traveltech
[8] #passengers,scraps
[8] rules,#international
[8] #suvidha,form

Top Word Pairs in Tweet in G6:
[8] thanks,again
[8] ceremony,london
[8] very,excited
[8] again,nominating
[8] tomorrow's,travolution
[8] travolution,awards
[8] excited,tomorrow's
[8] awards,ceremony
[8] london,thanks
[7] chain4travel,very

Top Word Pairs in Tweet in G7:
[3] #traveltech,#aviation
[2] mt,susanstellflue
[2] airbus,unveiled
[2] commercial,jets
[2] retired,#traveltech
[2] haven't,supersonic
[2] unveiled,#netzero
[2] sebbourguignon,intengineering
[2] concept,mt
[2] #netzero,concept

Top Word Pairs in Tweet in G8:
[5] travel,tech
[5] make,#traveling
[5] discuss,latest
[5] tech,tuesday
[5] latest,#technology
[5] #technology,#innovation
[5] #innovation,#traveltech
[5] #developerjobs,#softwaredeveloper
[5] check,travel
[5] #softwaredeveloper,#technology

Top Word Pairs in Tweet in G9:
[2] deal,engine
[2] congratulate,deal
[2] travel,tech
[2] engine,team
[2] end,week
[2] team,3m
[2] round,led
[2] led,gtuli1
[2] back,end
[2] doubling,back

Top Word Pairs in Tweet in G10:
[3] done,massive
[3] congratulations,traveltekltd
[3] massive,congratulations
[3] traveltekltd,winning
[3] best,technology
[3] winning,best
[3] well,done
[3] team,bywaytravel
[3] technology,team
[2] bywaytravel,wi

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@chidambara09
@phocuswright
@enilev
@travolution
@lottmus
@traveltech_show
@wbe_travel
@betamoroney
@cruisewatchcom
@chain4travel

Top Mentioned in G1:
@fairflytweets
@movedgr
@exploretech

Top Mentioned in G2:
@phocuswright
@lottmus
@traveltech_show
@wbe_travel
@cruisewatchcom
@fastfuture
@codegen_int
@arivaltravel
@tourradar
@hopper

Top Mentioned in G3:
@chidambara09
@enilev
@betamoroney
@be
@conferencehicon
@development_rt
@caring_mobile
@b
@curieuxexplorer
@khulood_almani

Top Mentioned in G4:
@travserver1
@airindiain
@dubaidet
@visitmaldives
@gujarattourism
@unwto

Top Mentioned in G5:
@skbcases
@peakdesignltd
@platypodtripods
@ankerofficial
@mophie
@twelvesouth
@roku
@oakley

Top Mentioned in G6:
@travolution
@chain4travel

Top Mentioned in G7:
@travelesquire
@airbus
@susanstellflue
@steube
@sebbourguignon
@intengineering

Top Mentioned in G8:
@cruisingwithwhe
@jet2travel_tech

Top Mentioned in G9:
@gtuli1
@skift
@betsmule
@fprimecapital

Top Mentioned in G10:
@traveltekltd
@bywaytravel
@traveltechscot
@_oshaughnessy

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@o_fabriciosouza
@godfrey_g_
@josemar72168618
@easyjet
@caring_mobile
@jobsviatweet
@airindiain
@moqil
@dasfintechbot

Top Tweeters in G1:
@zobjobsgb
@toptravelgadget
@newtv_18
@rosmiquel
@travellatte
@techwargr1
@wadekwright
@discompany0
@aluenterprise
@lexparka

Top Tweeters in G2:
@easyjet
@craventravels
@phocuswire
@phocuswright
@travelzoo
@lottmus
@hopper
@fastfuture
@gkhnerdogan
@professorsabena

Top Tweeters in G3:
@chidambara09
@godfrey_g_
@caring_mobile
@wil_bielert
@nevillegaunt
@silviastrips
@betamoroney
@labordeolivier
@curieuxexplorer
@khulood_almani

Top Tweeters in G4:
@airindiain
@dubaidet
@unwto
@maxlarsenjr
@visitmaldives
@gujarattourism
@jeenatamin
@phigame1
@mrskaraterrydd1
@mrtyman3

Top Tweeters in G5:
@roku
@oakley
@ankerofficial
@twelvesouth
@mophie
@peakdesignltd
@photoinduced
@platypodtripods
@skbcases

Top Tweeters in G6:
@travolution
@torocrypto2
@notenougheth
@blackbeastnft
@angryturtlehea1
@crazylemur4
@odiseatours
@chain4travel
@caminonetwork

Top Tweeters in G7:
@sebbourguignon
@intengineering
@travelesquire
@steube
@airbus
@susanstellflue
@leliwtony

Top Tweeters in G8:
@o_fabriciosouza
@jobsviatweet
@cruisingwithwhe
@rijncs1
@saitodepaula1
@patrick35321822
@jet2travel_tech

Top Tweeters in G9:
@skift
@opendest
@fprimecapital
@sarah__lamont
@betsmule
@gtuli1

Top Tweeters in G10:
@aileenlamb
@_oshaughnessy
@joshuaryansaha
@traveltekltd
@bywaytravel
@traveltechscot


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