traveltech, Twitter, 6/4/2020 7:37:34 AM, 228755


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traveltech_2020-06-03_18-48-09.xlsx
traveltech_2020-06-03_18-48-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 04, 2020
Short Description:
traveltech via NodeXL https://bit.ly/2U9hcG7
@enricomolinari
@automeme
@pradeeprao_
@aneeshnair
@antibooking
@zatornb1
@chidambara09
@websecurityit
@grattonboy
@wef

Top hashtags:
#traveltech
#startup
#socialnetworks
#ai
#fintech
#innovation
#travel
#martech
#iot

Description:
Description
The graph represents a network of 586 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, 04 June 2020 at 01:48 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 20-hour, 31-minute period from Thursday, 21 May 2020 at 04:43 UTC to Wednesday, 03 June 2020 at 01:15 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 : 586
Unique Edges : 680
Edges With Duplicates : 1109
Total Edges : 1789
Number of Edge Types : 5
Retweet : 452
MentionsInRetweet : 853
Mentions : 327
Tweet : 149
Replies to : 8
Self-Loops : 162
Reciprocated Vertex Pair Ratio : 0.0324324324324324
Reciprocated Edge Ratio : 0.06282722513089
Connected Components : 89
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 295
Maximum Edges in a Connected Component : 1266
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.758264
Graph Density : 0.00278579971412736
Modularity : 0.4322
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 586 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, 04 June 2020 at 01:48 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 20-hour, 31-minute period from Thursday, 21 May 2020 at 04:43 UTC to Wednesday, 03 June 2020 at 01:15 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:
[38] http://www.antibooking.com
[22] https://www.idginsiderpro.com/article/3545387/cios-offer-strategies-for-engaging-an-entirely-mobile-workforce.html?utm_medium=social&utm_source=twitter&utm_content=content&utm_campaign=organic
[9] https://twitter.com/aneeshnair/status/1266196389182095362
[6] https://medium.com/@himanshi651/top-5-digital-transformation-trends-in-hospitality-and-travel-industry-ad0ac73467ac
[6] https://founder360mag.com/5-rising-traveltech-startups-in-africa-worth-following/
[5] https://femeconomy.com/female-leader-stephenie-rodriguez-founder-ceo-jozu-for-women/?fbclid=IwAR3u6srX2yxjat65rhgfhy-J45RD5-OZnwbTzaEMsWp4ZKkwNOScT_Ds_YE
[5] https://mailchi.mp/9e5871f4b515/hoteltcs
[4] https://www.itraq.com/
[4] https://travelscrum.typeform.com/to/akZHvd
[4] http://www.dorms.com/

Top URLs in Tweet in G1:
[1] https://twitter.com/enricomolinari/status/1265322268231639045
[1] https://twitter.com/i/web/status/1255429869309026304
[1] https://twitter.com/i/web/status/1255880337571418115
[1] https://www.linkedin.com/slink?code=dDTbvXG
[1] https://twitter.com/i/web/status/1264090232170991616

Top URLs in Tweet in G2:
[5] https://mailchi.mp/9e5871f4b515/hoteltcs
[4] https://www.itraq.com/
[3] https://www.sunryse.co/posts/lesson-from-the-pandemic-for-traveltech
[2] https://blog.iammarketingmedia.com/traveltech-luggagehero-closes-seedrs-campaign-24-overfunded-at-e409k/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[2] http://www.tekno1.fr
[1] https://twitter.com/Sabre_India/status/1263314531641552896
[1] https://twitter.com/i/web/status/1263359223670493185
[1] https://adalidda.com/posts/XaxycuLARrDZZyZN6/travel-startups-in-the-greater-mekong-subregion-travel
[1] https://www.exploringrussia.kaspersky.com/en/
[1] https://rb.ru/news/startup-village-traveltech/

Top URLs in Tweet in G3:
[6] https://medium.com/@himanshi651/top-5-digital-transformation-trends-in-hospitality-and-travel-industry-ad0ac73467ac
[4] https://www.maddyness.com/uk/?p=549182
[3] https://www.exploringrussia.kaspersky.com/en/
[1] https://twitter.com/tourismgoi/status/1266665846161711106
[1] https://twitter.com/i/web/status/1265540044074385412
[1] https://www.youtube.com/watch?v=AGuWXuDw66Q

[1] https://twitter.com/i/web/status/1263644954968174592
[1] https://www.eclerxdigital.com/2020/02/26/on-demand-webinar-application-of-intelligent-automation-in-travel/?utm_source=Twitter&utm_medium=social&utm_campaign=HotelBedsWebR+%232&utm_term=&utm_content=On-demand+Webinar%3A+Application+of+Intelligent+Automation+in+Travel
[1] https://twitter.com/i/web/status/1263375098632953857
[1] https://www.eu-startups.com/2020/05/traveltech-fly-now-pay-later-grabs-e39-million-for-its-payments-app/

Top URLs in Tweet in G4:
[22] https://www.idginsiderpro.com/article/3545387/cios-offer-strategies-for-engaging-an-entirely-mobile-workforce.html?utm_medium=social&utm_source=twitter&utm_content=content&utm_campaign=organic
[9] https://twitter.com/aneeshnair/status/1266196389182095362
[1] https://twitter.com/daviddoughty/status/1264090232170991616
[1] https://twitter.com/WeDreamCrafters/status/1226630030433775617
[1] https://twitter.com/ShiCooks/status/1226174887871430656
[1] https://twitter.com/enricomolinari/status/1260501537752678400

Top URLs in Tweet in G5:
[2] https://twitter.com/Avis/status/1258846113404203012
[2] https://www.youtube.com/watch?v=exxQFSwXKgw&feature=youtu.be

[2] https://www.phocuswire.com/InPhocus-episode-11-Future-for-NDC-coronavirus?utm_source=eNL&utm_medium=email&utm_campaign=Daily&oly_enc_id=9807B9477078A4S
[2] https://hub.wtm.com/travel-technology-trends-for-a-post-coronavirus-world/
[2] https://www.phocuswire.com/Contactless-surveillance-travel-coronavirus
[2] https://www.thecompanydime.com/contact-tracing/
[1] https://www.civilbeat.org/2020/06/path-to-reopening-includes-short-term-rentals/
[1] https://www.vrbo.com/info/media-center/press-releases/PR_2020/as-families-think-about-when-they-can-travel-again--vrbo-announces-new-tools-to-meet-the-new-needs-of-customers/
[1] https://twitter.com/USTravel/status/1260590414039519232
[1] https://twitter.com/FourSeasons/status/1260620723007229952

Top URLs in Tweet in G6:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226698

Top URLs in Tweet in G7:
[2] https://www.eu-startups.com/2020/05/people-feel-positive-about-a-return-to-travel-interview-with-luggageheros-ceo-jannik-lawaetz/
[1] https://www.eu-startups.com/2020/05/rural-travel-may-actually-exceed-urban-for-the-first-time-ever-interview-with-stashers-ceo-jacob-wedderburn-day/
[1] https://twitter.com/i/web/status/1262307086882476032
[1] https://reopening.travel/reopening/
[1] https://tech.eu/brief/handiscover-grant-funding/
[1] https://twitter.com/i/web/status/1263432820908752896

Top URLs in Tweet in G8:
[38] http://www.antibooking.com
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226698
[1] https://twitter.com/i/web/status/1265523231039119363
[1] https://www.youtube.com/watch?time_continue=5&v=s2WK0EhXqdo&feature=emb_title
[1] https://twitter.com/i/web/status/1265523217546043394
[1] https://twitter.com/i/web/status/1265523219240497156
[1] https://twitter.com/i/web/status/1265523220880470017
[1] https://twitter.com/i/web/status/1265523222474342402
[1] https://twitter.com/i/web/status/1265523224181452800
[1] https://twitter.com/i/web/status/1265523225871757317

Top URLs in Tweet in G10:
[1] https://www.verdict.co.uk/hotelrunner-travel-coronavirus/

Top Domains
Top Domains in Tweet in Entire Graph:
[69] twitter.com
[38] antibooking.com
[22] idginsiderpro.com
[14] linkedin.com
[7] youtube.com
[6] medium.com
[6] sunryse.co
[6] founder360mag.com
[5] femeconomy.com
[5] wtm.com

Top Domains in Tweet in G1:
[4] twitter.com
[1] linkedin.com

Top Domains in Tweet in G2:
[10] linkedin.com
[8] twitter.com
[5] mailchi.mp
[4] itraq.com
[3] sunryse.co
[3] discompany.work
[2] youtube.com
[2] instagram.com
[2] crossingcreeksrvresort.com
[2] iammarketingmedia.com

Top Domains in Tweet in G3:
[6] medium.com
[5] twitter.com
[4] maddyness.com
[3] kaspersky.com
[1] youtube.com
[1] eclerxdigital.com
[1] eu-startups.com

Top Domains in Tweet in G4:
[22] idginsiderpro.com
[13] twitter.com

Top Domains in Tweet in G5:
[12] twitter.com
[5] phocuswire.com
[2] youtube.com
[2] wtm.com
[2] thecompanydime.com
[1] civilbeat.org
[1] vrbo.com
[1] latimes.com
[1] prnewswire.com
[1] expedia.com

Top Domains in Tweet in G6:
[1] nodexlgraphgallery.org

Top Domains in Tweet in G7:
[3] eu-startups.com
[2] twitter.com
[1] reopening.travel
[1] tech.eu

Top Domains in Tweet in G8:
[38] antibooking.com
[9] twitter.com
[2] nodexlgraphgallery.org
[1] youtube.com

Top Domains in Tweet in G10:
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[405] traveltech
[165] startup
[155] socialnetworks
[72] ai
[68] fintech
[65] innovation
[50] travel
[49] martech
[43] iot
[39] marketing



Top Hashtags in Tweet in G1:
[61] ai
[38] mars2030
[38] martech
[34] traveltech
[28] fintech
[26] mobility
[26] cx
[23] smartcities
[23] ehealth
[21] autonomouscar

Top Hashtags in Tweet in G2:
[50] traveltech
[13] travel
[13] hoteltechnology
[8] travelcompany
[7] hoteliers
[7] traveltechnology
[7] traveltrends
[7] hospitalityindustry
[6] hospitalitymanagement
[6] hotelindustry

Top Hashtags in Tweet in G3:
[16] traveltech
[15] travel
[8] travelindustry
[6] hospitality
[4] tourismtech
[3] startups
[2] audioodigos
[2] tourism
[2] traveltrends
[2] fintech

Top Hashtags in Tweet in G4:
[29] traveltech
[27] iot
[27] fintech
[27] mobile
[27] cios
[22] cio
[22] cto
[22] ciso
[22] cdo
[20] marketing

Top Hashtags in Tweet in G5:
[14] traveltech
[11] travelconfident
[3] travel
[3] technology
[2] icymi
[2] phocuswire
[2] phocuswright
[2] sabre
[2] gds
[2] travelmanagement

Top Hashtags in Tweet in G6:
[7] traveltech
[3] fintech
[2] bigdata
[2] smarthome
[2] startup
[2] socialnetworks
[2] innovation
[2] smartcities
[2] efood
[2] ai

Top Hashtags in Tweet in G7:
[9] traveltech
[3] nordicmade
[2] fintech
[2] malmostartups
[2] nordictech
[2] cphftw
[1] eu
[1] handiscover
[1] disabilities
[1] data

Top Hashtags in Tweet in G8:
[155] startup
[155] traveltech
[153] socialnetworks
[30] innovation
[28] vc
[28] angelinvesting
[28] angelinvestor
[18] businessangels
[10] bigdata
[10] intelligentassistant

Top Hashtags in Tweet in G9:
[11] smarthome
[11] efood
[11] ir4
[11] art
[11] traveltech
[11] retailtech
[11] culture

Top Hashtags in Tweet in G10:
[2] traveltech
[1] mobility

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[257] enricomolinari
[136] ty
[62] wef
[61] #ai
[38] nasa's
[38] top
[38] #mars2030
[38] habitat
[38] finalists
[38] #martech

Top Words in Tweet in G2:
[50] #traveltech
[14] travel
[13] #travel
[13] #hoteltechnology
[11] traveltech
[8] list
[8] #travelcompany
[7] world
[7] know
[7] #hoteliers

Top Words in Tweet in G3:
[26] travel
[16] #traveltech
[15] #travel
[10] industry
[10] support
[9] read
[8] #travelindustry
[8] hotelbeds
[7] series
[7] watch

Top Words in Tweet in G4:
[50] enricomolinari
[29] #traveltech
[27] #iot
[27] #fintech
[27] strategies
[27] engaging
[27] entirely
[27] #mobile
[27] workforce
[27] #cios

Top Words in Tweet in G5:
[14] #traveltech
[11] #travelconfident
[10] travel
[6] travelers
[4] vrbo
[4] need
[4] online
[4] covid
[4] phocuswire
[3] hawaii

Top Words in Tweet in G6:
[36] enricomolinari
[19] intengineering
[17] worldtrendsinfo
[17] jeroenbartelse
[17] drsharwood
[17] wiprodigital
[17] ms1mn
[17] intellimetri
[16] chidambara09
[16] vanivina

Top Words in Tweet in G7:
[9] #traveltech
[4] eu_startups
[4] startup
[3] handiscovercom
[3] based
[3] #nordicmade
[2] skift
[2] industry
[2] uk
[2] #fintech

Top Words in Tweet in G8:
[155] #startup
[155] #traveltech
[153] #socialnetworks
[111] antibooking
[39] market
[34] travel
[30] #innovation
[28] #vc
[28] #angelinvesting
[28] #angelinvestor

Top Words in Tweet in G9:
[11] resist
[11] #smarthome
[11] made
[11] chocolate
[11] without
[11] eating
[11] #efood
[11] #ir4
[11] #art
[11] #traveltech

Top Words in Tweet in G10:
[12] founders
[10] foundersfactory
[10] factory
[10] alumni
[10] zipabouthq
[10] behind
[10] passenger
[10] connect
[10] personalised
[10] information

Top Word Pairs
Top Word Pairs in Tweet in G2:
[62] #hoteltechnology,#traveltech
[62] #traveltech,#hoteltechnology
[38] love,#hoteltech
[38] #hoteltech,content
[38] content,create
[38] create,first
[38] first,know
[38] know,join
[36] join,mailing
[21] mailing,list

Top Word Pairs in Tweet in G3:
[7] support,travel
[6] travel,industry
[5] thanks,founding
[5] founding,founder
[5] founder,institute
[5] institute,having
[5] having,guest
[5] guest,contributor
[5] contributor,future
[5] future,travel

Top Word Pairs in Tweet in G4:
[10] strategies,engaging
[8] engaging,entirely
[6] entirely,#mobile
[6] #mobile,workforce
[6] workforce,#cios
[6] #cios,offer
[6] offer,advice
[6] advice,#cio
[6] #cio,#cto
[6] #cto,#ciso

Top Word Pairs in Tweet in G5:
[27] short,term
[27] social,distancing
[27] term,rentals
[27] working,hard
[27] travel,industry
[27] recovery,program
[27] travelers,looking
[22] looking,before
[22] before,making
[22] making,plans

Top Word Pairs in Tweet in G6:
[3] enricomolinari,intengineering
[3] intengineering,worldtrendsinfo
[2] worldtrendsinfo,jeroenbartelse
[2] jeroenbartelse,drsharwood
[2] drsharwood,wiprodigital
[2] wiprodigital,ms1mn
[2] ms1mn,intellimetri
[2] chidambara09,enricomolinari
[2] intellimetri,vanivina
[2] sleek,platform

Top Word Pairs in Tweet in G7:
[17] uk,based
[17] based,#traveltech
[17] #traveltech,#fintech
[17] #fintech,startup
[17] startup,fnpluk
[17] fnpluk,snapped
[17] snapped,39
[16] 39,million
[16] million,series
[3] series,funding

Top Word Pairs in Tweet in G8:
[2] #startup,#traveltech
[2] #traveltech,#socialnetworks
[2] antibooking,#startup
[2] #socialnetworks,#vc
[2] #vc,#angelinvesting
[2] #angelinvesting,#innovation
[2] travel,market
[2] future,travel
[2] #innovation,#businessangels
[2] #businessangels,#angelinvestor

Top Word Pairs in Tweet in G9:
[151] resist,#smarthome
[151] #smarthome,made
[108] made,chocolate
[28] chocolate,without
[28] without,eating
[28] eating,#efood
[24] #efood,#ir4
[20] #ir4,#art
[18] #art,#traveltech
[18] #traveltech,#retailtech

Top Word Pairs in Tweet in G10:
[11] founders,factory
[11] factory,alumni
[11] alumni,zipabouthq
[11] zipabouthq,behind
[11] behind,passenger
[11] passenger,connect
[11] connect,personalised
[11] personalised,information
[11] information,service
[11] service,help

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@antibooking
@wef
@intengineering
@nasa
@digitaltrends
@techinsider
@zatornb1
@worldtrendsinfo
@jeroenbartelse

Top Mentioned in G1:
@enricomolinari
@wef
@nasa
@digitaltrends
@techinsider
@seeker
@statistacharts
@npdgroup
@intengineering
@amitchampaneri1

Top Mentioned in G2:
@apeuvionweiss
@vladobotsvadze

Top Mentioned in G3:
@beyondstay1
@clydehut
@founding
@hotelbeds
@fnpluk
@alexeimiller
@jgabbott
@kaspersky
@dataart
@tourismgoi

Top Mentioned in G4:
@enricomolinari
@intengineering
@aneeshnair
@sayogenie
@ecommcto
@digitaltrends
@wef
@cioonline
@grattonboy
@abagdadi

Top Mentioned in G5:
@phocuswire
@vrbo
@expediagroup
@bcdtravel
@phocuswright
@traveltech
@civilbeat
@ustravel
@expedia
@airbnb

Top Mentioned in G6:
@enricomolinari
@intengineering
@worldtrendsinfo
@jeroenbartelse
@drsharwood
@wiprodigital
@ms1mn
@intellimetri
@chidambara09
@vanivina

Top Mentioned in G7:
@eu_startups
@handiscovercom
@skift
@fnpluk
@siliconvikings
@eueic
@tech_eu
@luggagehero
@j_lawaetz
@stasherofficial

Top Mentioned in G8:
@antibooking
@zatornb1
@automeme
@enricomolinari
@xbond49
@pradeeprao_
@chidambara09
@travelesquire
@wef
@turismetic

Top Mentioned in G9:
@pradeeprao_
@fabriziobustama
@curieuxexplorer
@pawlowskimario
@andresvilarino
@ragusosergio
@gvalan
@achyutaghosh
@ashoknellikar
@spirosmargaris

Top Mentioned in G10:
@foundersfactory
@zipabouthq
@hotelrunner
@verdictuk
@grantshapps

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@southwestair
@aldoceccarelli
@lorimoreno
@tekno1radio
@iam__network
@sumanebot
@femtech_
@fintechna

Top Tweeters in G1:
@aldoceccarelli
@lorimoreno
@swissbusiness
@bot_innovation
@amazingchevvolt
@jjhuqpwjakk7cpr
@nicochan33
@trippbraden
@shicooks
@kirillklip

Top Tweeters in G2:
@tekno1radio
@iam__network
@vladobotsvadze
@vccircle
@toptravelgadget
@moueller1961
@rusbase
@jadiegirl77479
@jamesparton
@wadekwright

Top Tweeters in G3:
@moqil
@allesundnix_
@travel_biz_news
@iotworlds
@kaspersky
@founding
@brgsstm
@eustartup_comp
@smarttravelnews
@carlelouis

Top Tweeters in G4:
@sectest9
@fintechna
@vivmilano
@caring_mobile
@websecurityit
@cybersecurityn8
@scalarhumanity
@markj_ohnson
@miguemigue38
@cioonline

Top Tweeters in G5:
@southwestair
@wsj
@coloradoan
@expedia
@airbnb
@civilbeat
@caduta_massi
@travelmedia_ie
@tergloba
@phocuswright

Top Tweeters in G6:
@chidambara09
@femtech_
@taieb_bot
@xaelbot
@codedailybot
@llnuxbot
@learn__together
@womencodersbot
@linuxdreams
@redianbot

Top Tweeters in G7:
@skift
@tech_eu
@siliconvikings
@eu_startups
@ragaliepetricad
@sh
@eueic
@sean_oneill
@crunchbasenews
@boekelund1

Top Tweeters in G8:
@turatlascom
@automeme
@xbond49
@travelesquire
@prakashadvani
@viajarlugares
@turatlasru
@turistico_
@new_newmexico
@command_wp

Top Tweeters in G9:
@gvalan
@spirosmargaris
@tallcedarofleb
@drrueckauf
@shishir77459534
@reindeerfinn
@ashoknellikar
@achyutaghosh
@sansuabraham
@nishant33962550

Top Tweeters in G10:
@verdictuk
@grantshapps
@amygrimmers
@louiswarner
@ardenagopyan
@inhousecomms
@hotelrunner
@foundersfactory
@ditzikow
@jonmillman92