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#FinServ_2022-04-23_18-38-50.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 24, 2022
Short Description:
#FinServ via NodeXL https://bit.ly/3K4pHti
@chidambara09
@enricomolinari
@stratorob
@globaliqx
@xeronbot
@khulood_almani
@richardturrin
@ralexjimenez
@albertogaruccio
@dasfintechbot

Top hashtags:
#iot
#finserv
#ai
#javascript
#fintech
#python
#insurtech
#pytorch

Description:
Description
The graph represents a network of 1,859 Twitter users whose tweets in the requested range contained "#FinServ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 April 2022 at 02:01 UTC.

The requested start date was Sunday, 24 April 2022 at 00:01 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 5-day, 15-hour, 35-minute period from Monday, 18 April 2022 at 08:25 UTC to Sunday, 24 April 2022 at 00:00 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 : 1859
Unique Edges : 4351
Edges With Duplicates : 18293
Total Edges : 22644
Number of Edge Types : 5
Mentions : 4815
MentionsInRetweet : 11211
Retweet : 6156
Replies to : 140
Tweet : 322
Self-Loops : 890
Reciprocated Vertex Pair Ratio : 0.0452154130527513
Reciprocated Edge Ratio : 0.0865188409740171
Connected Components : 45
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 1765
Maximum Edges in a Connected Component : 22481
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.067361
Graph Density : 0.00212824353753392
Modularity : 0.213919
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,859 Twitter users whose tweets in the requested range contained "#FinServ", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 April 2022 at 02:01 UTC.

The requested start date was Sunday, 24 April 2022 at 00:01 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 5-day, 15-hour, 35-minute period from Monday, 18 April 2022 at 08:25 UTC to Sunday, 24 April 2022 at 00:00 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 : #FinServ
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:
[46] https://www.insurancebusinessmag.com/au/news/natural-catastrophe/rebuilding-floodimpacted-nsw--new-organization-announced-402831.aspx#.Yl7nJXDxcwg.twitter
[40] https://www.dmnews.com/smart-home-tech/
[40] https://www.coindesk.com/sponsored-content/putting-web-3-in-the-picture/
[38] https://www.business-standard.com/article/markets/use-of-blockchain-for-security-and-covenant-monitoring-becomes-operational-122041801023_1.html
[29] https://www.iol.co.za/technology/opinion/flutterwave-dark-cloud-should-serve-as-a-lesson-to-the-tech-ecosystem-3ae630e2-42b0-4f75-ab22-128877400d75
[28] https://www.outlookindia.com/business/fintech-solutions-can-boost-cross-border-remittances-news-192091
[27] https://www.insurancebusinessmag.com/us/news/ma/what-hasnt-missed-a-beat-among-insurance-distributors-402928.aspx#.Yl7k7X6bNDk.twitter
[25] https://tribune.com.pk/story/2352944/mobile-firms-look-towards-ai-for-innovation
[24] https://thenextweb.com/news/how-we-can-make-data-science-more-diverse-why-that-matters
[24] https://www.insurancebusinessmag.com/us/news/breaking-news/a-unique-intersection-of-talent-and-experience--what-it-takes-to-thrive-in-insurance-402922.aspx#.Yl7loCAWuEI.twitter

Top URLs in Tweet in G1:
[18] https://fintechnews.sg/60524/sponsoredpost/why-brands-bigtechs-fintechs-and-banks-are-all-taking-notice-of-banking-as-a-service/
[15] https://www.statista.com/chart/27253/car-co2-emissions-by-size-type-statista-mmo/?utm_source=Statista+Newsletters&utm_campaign=1b94d11419-All_InfographTicker_daily_COM_AM_KW14_2022_Fr_COPY&utm_medium=email&utm_term=0_662f7ed75e-1b94d11419-315149497
[14] https://www.insurancebusinessmag.com/au/news/natural-catastrophe/rebuilding-floodimpacted-nsw--new-organization-announced-402831.aspx#.Yl7nJXDxcwg.twitter
[13] https://www.pymnts.com/connectedeconomy/2022/today-in-the-connected-economy-red-sox-stadium-goes-cashless/
[12] https://www.fintechfutures.com/2022/04/bnp-paribas-invests-in-fintech-focused-vc-firm-anthemis/
[12] https://www.mckinsey.com/business-functions/operations/our-insights/covid-19-an-inflection-point-for-industry-40#download/%2F~%2Fmedia%2Fmckinsey%2Fbusiness%20functions%2Foperations%2Four%20insights%2Fcovid%2019%20an%20inflection%20point%20for%20industry%2040%2Fcovid-19-an-inflection-point-for-industry-40.pdf%3FshouldIndex%3Dfalse
[12] https://www.paymentsjournal.com/iot-and-open-banking-win-win-for-both-industries/?utm_content=buffercc758&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://www.insurancebusinessmag.com/ca/risk-management/news/data-is-the-new-gold-325916.aspx?utm_content=buffera093a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://www.globalbankingandfinance.com/why-top-talent-are-moving-from-traditional-banks-to-fintech/
[11] https://thefinancialbrand.com/138622/4-ways-to-keep-younger-consumers-from-leaving-your-bank-for-a-fintech/

Top URLs in Tweet in G2:
[17] https://www.outlookindia.com/business/fintech-solutions-can-boost-cross-border-remittances-news-192091
[17] https://www.dmnews.com/smart-home-tech/
[15] https://tribune.com.pk/story/2352944/mobile-firms-look-towards-ai-for-innovation
[14] https://www.iol.co.za/technology/opinion/flutterwave-dark-cloud-should-serve-as-a-lesson-to-the-tech-ecosystem-3ae630e2-42b0-4f75-ab22-128877400d75
[13] https://www.business-standard.com/article/markets/use-of-blockchain-for-security-and-covenant-monitoring-becomes-operational-122041801023_1.html
[13] https://www.forbes.com/sites/forbestechcouncil/2022/04/21/get-your-data-strategy-right-with-data-engineering/?sh=6d3ea0e57f15
[12] https://health.economictimes.indiatimes.com/news/industry/what-should-a-women-look-for-in-a-health-insurance-policy/90912981
[12] https://www.coindesk.com/sponsored-content/putting-web-3-in-the-picture/
[12] https://techbullion.com/web-3-0-is-coming-where-is-their-data/
[12] https://www.thestar.com.my/business/business-news/2022/04/18/insurance-sector-on-growth-trend

Top URLs in Tweet in G3:
[26] https://www.coindesk.com/sponsored-content/putting-web-3-in-the-picture/
[23] https://www.insurancebusinessmag.com/au/news/natural-catastrophe/rebuilding-floodimpacted-nsw--new-organization-announced-402831.aspx#.Yl7nJXDxcwg.twitter
[23] https://www.business-standard.com/article/markets/use-of-blockchain-for-security-and-covenant-monitoring-becomes-operational-122041801023_1.html
[22] https://www.dmnews.com/smart-home-tech/
[19] http://dan.registre.xyz
[17] https://open.spotify.com/track/2o8kmcip6yKFcYGluRxWe5?si=FJx9wKfWRV-9ePQRcu9niw
[17] https://open.spotify.com/album/0y0WxAxhyfYQwaIrgwBfNs?si=WDOCJ6GFSCIPIP6-RKVKSA
[16] http://dan.legna.xyz
[15] https://www.google.com/maps?cid=153949127539420813
[15] https://thenextweb.com/news/how-we-can-make-data-science-more-diverse-why-that-matters

Top URLs in Tweet in G4:
[3] https://www.everestgrp.com/2019-12-customer-journey-mapping-in-banking-three-case-studies-results-market-insights-52187.html/
[2] https://www2.deloitte.com/us/en/insights/industry/financial-services/cybersecurity-maturity-financial-institutions-cyber-risk.html
[2] https://makethingsfinn.com/resources/blog/research-forrester-autonomous-payment-finance
[1] https://www.cbinsights.com/research/report/amazon-across-financial-services-fintech/?utm_source=twitter&utm_medium=social&utm_campaign=cbi-evergreen
[1] https://www.raconteur.net/infographics/realising-open-bankings-potential/
[1] https://www2.deloitte.com/us/en/insights/industry/financial-services/women-in-the-c-suite.html
[1] https://www.everestgrp.com/2018-12-characteristics-of-a-digital-bank-market-insights-48416.html/
[1] https://www.bmc.com/forms/mainframe-modernization-for-finserv.html?cid=em-IZOT_Global_MF_DevOps_What_Modernization_Means_EM_Video-BMM-03-f-03092022&cc=em&elqcid=18802&sfcid=7013n000002QcCd&emid=11663
[1] https://medium.com/@antgrasso/smart-contracts-real-life-use-cases-f1dd03a76d5
[1] https://economictimes.indiatimes.com/news/science/developing-countries-are-being-left-behind-in-the-ai-race-and-thats-a-problem-for-all-of-us/articleshow/90889503.cms?utm_source=contentofinterest&utm_medium=text&utm_campaign=cppst

Top URLs in Tweet in G5:
[3] https://ftpartners.docsend.com/view/iacvs2asfatmsjdm
[3] https://www.fintechfutures.com/2022/04/artificial-intelligence-a-winning-strategy-for-payments/
[2] https://www.qedinvestors.com/blog/whitepaper-best-practices-in-bank-fintech-partnerships
[2] https://thefinancialbrand.com/102103/digital-first-design-strategies-banks-ux-disruptors-challenger-ecosystem/
[2] https://biztechmagazine.com/article/2022/04/state-cloud-transition-financial-services
[1] https://www.openwaygroup.com/way4-card-as-a-service-solution-for-banks-and-fintechs
[1] https://www.mckinsey.com/industries/financial-services/our-insights/banking-matters/banking-utilities-succeeding-amidst-accelerating-divestment
[1] https://www.linkedin.com/feed/update/urn:li:activity:6919671850767699968/
[1] https://rossrepublic.com/exploring-embedded-lending-success-factors/
[1] https://medium.com/@janeli930/rise-of-the-next-gen-cfo-the-evolution-of-finances-role-and-tech-stack-49d101df7f94

Top URLs in Tweet in G6:
[2] https://twitter.com/FinanceChainge/status/1516709490422427648
[1] https://twitter.com/BrianClark19/status/1514865000980127757
[1] https://twitter.com/FinanceChainge/status/1485909767436525568

Top URLs in Tweet in G7:
[1] https://www.internationalinvestment.net/news/4041888/technology-shaping-future-wealth-management
[1] https://www.stcusa.com/securities/licensing/?utm_campaign=400162_STCFINSUS%20Holiday%20Promotions&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9kD5n5i6uDgVsfFUh2lGVlEiMSUysDT1C6v3qf-FhO5bL8jNTA1QoXELEBeO2poZ0leQIh
[1] https://blog.pagefreezer.com/prevent-sec-doomsday-scenarios-pagefreezer?utm_content=204929043&utm_medium=social&utm_source=twitter&hss_channel=tw-139855157
[1] https://altudo.co/resources/ebooks/how-banks-and-fsps-can-upgrade-digital-strategy-to-keep-up-with-digital-challengers
[1] https://twitter.com/guimathed/status/1516694697762295809
[1] https://www.excelsecurities.com/contact
[1] https://www.excelsecurities.com/resource-center/estate/test-your-estate-strategy-knowledge
[1] https://www.excelsecurities.com/advisor-solutions
[1] https://cdw.voicestorm.com/Article/Redirect/0024c454-9732-463e-ae66-ebebd8e62881?uc=862&g=8c25bf6c-968a-47e2-943e-b2eba5df527d&f=774762
[1] https://paper.li/neetatalks/1457855454?share_id=5a595a10-c137-11ec-9b52-fa163eed9ef2

Top URLs in Tweet in G8:
[1] https://techfundingnews.com/robinhood-eyes-uk-expansion-with-acquisition-of-crypto-app-ziglu/
[1] https://techfundingnews.com/this-startup-helping-immigrants-and-refugees-carry-their-credit-scores-raises-13m/
[1] https://techfundingnews.com/monzo-founder-backed-sona-easy-to-use-platform-for-deskless-workers-secures-6-8m-funding-led-by-googles-vc/

Top URLs in Tweet in G9:
[1] https://paper.li/JPNicols?edition_id=00d19cf0-c0ba-11ec-9378-fa163ed80008
[1] https://paper.li/JPNicols?edition_id=2bb08cf0-c183-11ec-9378-fa163ed80008
[1] https://paper.li/JPNicols?edition_id=8162fb40-c315-11ec-9d70-fa163ed80008
[1] https://twitter.com/i/web/status/1517880001554796544
[1] https://paper.li/JPNicols?edition_id=ac2701b0-bf27-11ec-9378-fa163ed80008
[1] https://paper.li/JPNicols?edition_id=d6a11560-bff0-11ec-9378-fa163ed80008
[1] https://www.re-work.co/events/ai-in-finance-summit-new-york-2022/register
[1] https://www.fintechfutures.com/2022/04/video-jp-morgan-at-finovate-europe-2022-fostering-innovation-in-payments/

Top URLs in Tweet in G10:
[1] https://nextbillion.net/five-lessons-microlending-strategy-covid19-crisis/
[1] https://nextbillion.net/jobs/?utm_sq=h1gn8669z9&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=nbnewseventsjobs
[1] https://bit.ly/3OqvOM7
[1] https://bit.ly/3rq3FdR
[1] https://nextbillion.net/news/press-release-fintech-kinara-capital-secures-usd-50-million-in-equity-led-by-nuveen/?utm_sq=h1h60b3ay0&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=nbnewseventsjobs
[1] https://nextbillion.net/five-lessons-microlending-strategy-covid19-crisis/?utm_sq=h1gmrhp3fp&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=nbdailyposttweets
[1] https://nextbillion.net/five-lessons-microlending-strategy-covid19-crisis/?utm_sq=h1gmt7hh2r&utm_source=twitter&utm_medium=social&utm_campaign=nextbillion&utm_content=nbdailyposttweets

Top Domains
Top Domains in Tweet in Entire Graph:
[394] insurancebusinessmag.com
[229] twitter.com
[127] mckinsey.com
[121] biometricupdate.com
[118] co.uk
[105] forbes.com
[79] pymnts.com
[79] theguardian.com
[77] globalfintechseries.com
[75] fintechfutures.com

Top Domains in Tweet in G1:
[116] insurancebusinessmag.com
[86] mckinsey.com
[66] pymnts.com
[46] forbes.com
[42] statista.com
[38] biometricupdate.com
[32] fintechfutures.com
[27] co.uk
[23] twitter.com
[23] thefinancialbrand.com

Top Domains in Tweet in G2:
[112] insurancebusinessmag.com
[72] co.uk
[52] theguardian.com
[45] msn.com
[45] globalfintechseries.com
[44] forbes.com
[39] fashionunited.in
[36] indiatimes.com
[32] fintechfutures.com
[31] dy.si

Top Domains in Tweet in G3:
[166] insurancebusinessmag.com
[161] twitter.com
[59] biometricupdate.com
[34] treetrimmingtemecula.com
[34] spotify.com
[26] coindesk.com
[25] justpaste.it
[25] soundcloud.com
[23] business-standard.com
[22] dmnews.com

Top Domains in Tweet in G4:
[4] everestgrp.com
[3] deloitte.com
[2] makethingsfinn.com
[1] cbinsights.com
[1] raconteur.net
[1] bmc.com
[1] medium.com
[1] indiatimes.com

Top Domains in Tweet in G5:
[10] pardot.com
[4] fintechfutures.com
[3] docsend.com
[3] finextra.com
[2] qedinvestors.com
[2] thefinancialbrand.com
[2] biztechmagazine.com
[1] openwaygroup.com
[1] mckinsey.com
[1] linkedin.com

Top Domains in Tweet in G6:
[4] twitter.com

Top Domains in Tweet in G7:
[5] twitter.com
[4] voicestorm.com
[3] excelsecurities.com
[2] paper.li
[1] internationalinvestment.net
[1] stcusa.com
[1] pagefreezer.com
[1] altudo.co
[1] iapp.org
[1] geekyhumans.com

Top Domains in Tweet in G8:
[3] techfundingnews.com

Top Domains in Tweet in G9:
[5] paper.li
[1] twitter.com
[1] re-work.co
[1] fintechfutures.com

Top Domains in Tweet in G10:
[5] nextbillion.net
[2] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3635] iot
[2879] finserv
[2648] ai
[2234] javascript
[2195] fintech
[2048] python
[1714] insurtech
[1699] pytorch
[1671] iiot
[1569] women



Top Hashtags in Tweet in G1:
[917] finserv
[884] fintech
[580] ai
[580] iot
[356] insurtech
[342] marketing
[299] datascientist
[288] women
[279] ehealth
[271] cx

Top Hashtags in Tweet in G2:
[1128] women
[1101] iot
[1095] ai
[1064] ehealth
[1053] finserv
[1039] healthtech
[1002] digitalhealth
[1000] datascientist
[995] cx
[977] ces2023

Top Hashtags in Tweet in G3:
[1937] iot
[1841] python
[1652] pytorch
[1601] javascript
[1600] iiot
[1293] reactjs
[1193] wordpress
[946] ai
[838] security
[818] fintech

Top Hashtags in Tweet in G4:
[19] finserv
[11] fintech
[5] ai
[4] customerexperience
[2] cybersecurity
[2] digitalstrategy
[2] infographic
[2] blockchain
[2] mainframe
[1] payments

Top Hashtags in Tweet in G5:
[35] finserv
[27] fintech
[22] banking
[19] innovation
[16] payments
[13] openbanking
[9] infographic
[9] opendata
[9] cloud
[8] disruption

Top Hashtags in Tweet in G6:
[32] chaingetheworld
[30] finserv
[29] defi
[10] fintech
[10] blockchain
[9] crypto
[9] banking
[7] alts
[7] altseason
[7] innovation

Top Hashtags in Tweet in G7:
[28] finserv
[8] fintech
[4] financialadvisor
[4] cdwsocial
[3] ai
[3] excelsecurities
[3] incidentresponse
[3] security
[3] blockchain
[2] technology

Top Hashtags in Tweet in G8:
[4] startup
[4] fintech
[3] finserv
[2] remoteworking
[2] credit
[1] crypto
[1] acquisition
[1] defi
[1] forex
[1] blockchain

Top Hashtags in Tweet in G9:
[6] finserv
[5] innovation
[5] strategy
[5] leadership
[5] fintech
[2] finovate
[2] reworkai
[2] abbyy
[1] nlp
[1] streamly

Top Hashtags in Tweet in G10:
[8] finserv
[5] socialimpact
[5] financialservices
[5] financialinclusion
[4] socent
[4] partnerships
[4] nigeria
[3] microfinance
[3] smes
[3] covid19

Top Words
Top Words in Tweet in Entire Graph:
[3706] #iot
[2878] #finserv
[2716] #ai
[2284] #javascript
[2195] #fintech
[2127] #python
[1760] #pytorch
[1742] #iiot
[1713] #insurtech
[1569] #women

Top Words in Tweet in G1:
[917] #finserv
[884] #fintech
[839] enricomolinari
[580] #ai
[580] #iot
[355] #insurtech
[342] #marketing
[300] chidambara09
[299] #datascientist
[288] #women

Top Words in Tweet in G2:
[1128] #women
[1101] #iot
[1095] #ai
[1064] #ehealth
[1052] #finserv
[1039] #healthtech
[1002] #digitalhealth
[1000] #datascientist
[995] #cx
[977] #ces2023

Top Words in Tweet in G3:
[2008] #iot
[1920] #python
[1713] #pytorch
[1671] #iiot
[1651] #javascript
[1336] #reactjs
[1221] #wordpress
[1014] #ai
[862] kiiara
[858] #security

Top Words in Tweet in G4:
[31] financial
[20] antgrasso
[19] #finserv
[15] services
[15] lindagrass0
[14] banking
[11] #fintech
[11] fintech
[11] startups
[11] giving

Top Words in Tweet in G5:
[35] #finserv
[27] #fintech
[22] #banking
[19] #innovation
[16] #payments
[13] #openbanking
[9] #infographic
[9] #opendata
[9] #cloud
[8] #disruption

Top Words in Tweet in G6:
[32] #chaingetheworld
[30] #finserv
[29] #defi
[27] something
[23] fsntwit
[23] financechainge
[21] big
[21] happen
[21] cross
[21] chain

Top Words in Tweet in G7:
[28] #finserv
[8] #fintech
[4] best
[4] sure
[4] call
[4] #financialadvisor
[4] business
[4] home
[4] #cdwsocial
[3] help

Top Words in Tweet in G8:
[4] london
[4] based
[4] #startup
[4] #fintech
[3] tfnbreakingnews
[3] #finserv
[2] #remoteworking
[2] deskless
[2] workers
[2] sonaatwork

Top Words in Tweet in G9:
[6] #finserv
[5] reading
[5] jpnicols
[5] daily
[5] newsfeed
[5] #innovation
[5] #strategy
[5] #leadership
[5] #fintech
[4] stories

Top Words in Tweet in G10:
[8] #finserv
[5] nextbillion
[5] #socialimpact
[5] #financialservices
[5] #financialinclusion
[4] looking
[4] during
[4] crisis
[4] bracworld
[4] #socent

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1723] #iot,#iiot
[1560] #python,#iot
[1459] #iiot,#pytorch
[1351] #iot,#ai
[1348] #women,#ehealth
[1347] #cx,#women
[1344] #javascript,#reactjs
[1343] #healthtech,#datascientist
[1331] #datascientist,#iot
[1327] #ehealth,#ces2023

Top Word Pairs in Tweet in G1:
[314] #fintech,#finserv
[288] #iot,#ai
[259] #healthtech,#datascientist
[259] #women,#ehealth
[257] #cx,#women
[254] #datascientist,#iot
[253] #ehealth,#ces2023
[251] #ai,#digitalhealth
[245] chidambara09,#healthtech
[165] #digitalhealth,#startups

Top Word Pairs in Tweet in G2:
[990] #cx,#women
[989] #women,#ehealth
[982] #healthtech,#datascientist
[977] #ehealth,#ces2023
[976] #datascientist,#iot
[963] #ai,#digitalhealth
[958] #iot,#ai
[718] #digitalhealth,#startups
[718] #startups,#cx
[607] #ces2023,#finserv

Top Word Pairs in Tweet in G3:
[1670] #iot,#iiot
[1509] #python,#iot
[1418] #iiot,#pytorch
[1309] #javascript,#reactjs
[1054] #reactjs,#wordpress
[752] #wordpress,#security
[642] #security,#defi
[560] #fintech,#insurtech
[504] #pytorch,#javascript
[317] #pytorch,#eth

Top Word Pairs in Tweet in G4:
[12] financial,services
[11] fintech,startups
[11] startups,giving
[11] giving,financial
[11] financial,operators
[11] operators,hard
[11] hard,time
[11] time,thanks
[11] thanks,flexible
[11] flexible,rapid

Top Word Pairs in Tweet in G5:
[20] #fintech,#banking
[17] #innovation,#fintech
[11] #finserv,#payments
[6] #banking,#digitalbanking
[5] #banking,#ecommerce
[5] #payments,#digitalpayments
[5] #openbanking,#finserv
[5] #openbanking,#openapis
[5] #ux,#cx
[5] #digitalbanking,#neobanks

Top Word Pairs in Tweet in G6:
[29] #defi,#finserv
[27] #chaingetheworld,#defi
[21] something,big
[21] big,happen
[21] happen,financechainge
[21] financechainge,cross
[21] cross,chain
[21] chain,liquidity
[21] liquidity,aggregator
[21] aggregator,#chaingetheworld

Top Word Pairs in Tweet in G7:
[5] #fintech,#finserv
[3] #excelsecurities,#financialadvisor
[3] sure,diy
[3] diy,home
[3] home,renos
[3] renos,craft
[3] craft,projects
[3] projects,comes
[3] comes,creating
[3] creating,#incidentresponse

Top Word Pairs in Tweet in G8:
[4] london,based
[2] tfnbreakingnews,#remoteworking
[2] #remoteworking,london
[2] based,#startup
[2] #startup,deskless
[2] deskless,workers
[2] workers,sonaatwork
[2] sonaatwork,grabs
[2] grabs,8m
[2] 8m,funding

Top Word Pairs in Tweet in G9:
[5] reading,jpnicols
[5] jpnicols,daily
[5] daily,newsfeed
[5] newsfeed,#innovation
[5] #innovation,#strategy
[5] #strategy,#leadership
[4] #leadership,#fintech
[4] #fintech,#finserv
[4] #finserv,stories
[2] stories,finovate

Top Word Pairs in Tweet in G10:
[4] analysts,sustainabledfs
[4] sustainabledfs,explore
[3] #financialservices,providers
[3] lbsnigeria,ydavidwest
[2] looking,make
[2] make,#socialimpact
[2] #socialimpact,check
[2] check,nextbillion's
[2] nextbillion's,jobs
[2] jobs,board

Top Replied-To
Top Replied-To in Entire Graph:
@kiiara
@attbusiness
@mamasmatter2
@enricomolinari
@kingblitzmusic
@nolifeshaq
@vmwarecloud
@lilpapabean_
@shadywordpress
@tokenhiphop

Top Replied-To in G1:
@attbusiness
@enricomolinari
@stratorob
@psb_dc
@frronconi
@globaliqx
@eli_krumova
@nafisalam
@khulood_almani
@ftpartners

Top Replied-To in G2:
@googlecloud
@vmwarecloud
@this0499154500
@enricomolinari
@lazettabraxton

Top Replied-To in G3:
@kiiara
@mamasmatter2
@kingblitzmusic
@nolifeshaq
@djschitso
@tokenhiphop
@shadywordpress
@lilpapabean_
@prfctlymessy
@verreaultsuzieq

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@chidambara09
@stratorob
@kiiara
@enilev
@betamoroney
@eminem
@enter_entendre
@emergingexit
@mckinsey

Top Mentioned in G1:
@enricomolinari
@chidambara09
@mckinsey
@stratorob
@richardturrin
@spirosmargaris
@betamoroney
@ralexjimenez
@efipm
@albertogaruccio

Top Mentioned in G2:
@chidambara09
@enilev
@betamoroney
@stratorob
@enricomolinari
@richardturrin
@mckinsey
@ledaglyptis
@ralexjimenez
@veillecyber3

Top Mentioned in G3:
@kiiara
@eminem
@enter_entendre
@emergingexit
@enricomolinari
@stratorob
@wearemarahall
@chidambara09
@itsoknottobegay
@wpstaff

Top Mentioned in G4:
@antgrasso
@lindagrass0
@deloitteinsight
@everestgroup
@digitaltdaily
@dare2digitize
@cyber_spanish
@forrester
@66iot
@csuitetechpoint

Top Mentioned in G5:
@targetgroupltd
@nicolas2pinto
@francefintech
@financeinnov
@paymentsnet
@asocfintechins
@skaleetofficial
@the_
@finextra
@ftpartners

Top Mentioned in G6:
@fsntwit
@financechainge
@lucas_gool
@cryptomichnl
@elonmusk
@defi_dad
@defidude
@route2fi

Top Mentioned in G7:
@1davidclarke

Top Mentioned in G8:
@tfnbreakingnews
@sonaatwork
@alpha_rider
@ziglumoney
@robinhoodapp
@vladtenev
@markhippo
@niallmcconnell
@global_founders
@backedvc

Top Mentioned in G9:
@jpnicols
@finovate
@jpmorgan
@chris_skinner
@financialbrand
@fastcocreative
@breakingbanks1
@johnhcook
@brettking
@geekwire

Top Mentioned in G10:
@nextbillion
@sustainabledfs
@bracworld
@efina_nigeria
@cenbank
@lbsnigeria
@ydavidwest
@businesswire
@kinaracapital

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@chidambara09
@gambiste1
@xaelbot
@codedailybot
@cybersecurityn8
@evankirstel
@aaroncuddeback
@jfsebastian146

Top Tweeters in G1:
@paoloigna1
@annemariayritys
@pollsstar
@aldoceccarelli
@rvp
@guardian
@ssxman2
@education_24x7
@evanderburg
@jeandoobs

Top Tweeters in G2:
@chidambara09
@sudeepkhatri
@gabbariele
@codernotesbot
@lorimoreno
@botsecx
@andrewmorrisuk
@gezgintrk
@lesechos
@o_g_log

Top Tweeters in G3:
@sectest9
@gambiste1
@xaelbot
@codedailybot
@cybersecurityn8
@evankirstel
@aaroncuddeback
@jfsebastian146
@fabriciosx
@tacobell

Top Tweeters in G4:
@taizun_tapia
@cyberthompson
@larialgenviller
@medium
@antgrasso
@raconteur
@iotmore
@thedxengineer
@tech2specialist
@feedsupervised

Top Tweeters in G5:
@yixuantu1
@gagnelegal
@rpatoolsc
@techguyjack
@stripe
@viviane41861305
@fintech_global
@the_lhoft
@brice2b
@financeinnov

Top Tweeters in G6:
@blackpeopledata
@cryptomichnl
@defi_dad
@life_work_peace
@lucas_gool
@elonmusk
@sayedtanvirahm3
@aporion66
@route2fi
@dollarich1

Top Tweeters in G7:
@phoneguymark
@1davidclarke
@susanweiner
@cisoonlineclub
@intersystemsuki
@nadia__rafiq
@vyom_srivastava
@ibbitsc
@goaltudo
@philpol

Top Tweeters in G8:
@robinhoodapp
@akanshadimri
@niallmcconnell
@ziglumoney
@alpha_rider
@markhippo
@backedvc
@tfnbreakingnews
@vladtenev
@andredehaes

Top Tweeters in G9:
@geekwire
@fastcocreative
@finovate
@johnhcook
@jpnicols
@teoeugo
@morganstanley
@jpmorgan
@cchiodi
@eileengpotter

Top Tweeters in G10:
@socentlive
@nextbillion
@businesswire
@bracworld
@lbsnigeria
@cenbank
@sustainabledfs
@kinaracapital
@efina_nigeria
@ydavidwest


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