#FinServ, Twitter, 5/8/2022 4:32:32 AM, 275853


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#FinServ_2022-05-07_18-38-50.xlsx
#FinServ_2022-05-07_18-38-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 08, 2022
Short Description:
#FinServ via NodeXL https://bit.ly/3FxRJg7
@stratorob
@chidambara09
@enricomolinari
@globaliqx
@lucas_gool
@antgrasso
@magnifintech
@ralexjimenez
@bristowcolin
@dasfintechbot

Top hashtags:
#finserv
#fintech
#ai
#iot
#insurtech
#javascript
#python
#women
#marketing

Description:
Description
The graph represents a network of 1,972 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, 08 May 2022 at 01:51 UTC.

The requested start date was Sunday, 08 May 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, 12-hour, 45-minute period from Monday, 02 May 2022 at 10:56 UTC to Saturday, 07 May 2022 at 23:42 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 : 1972
Unique Edges : 3589
Edges With Duplicates : 18239
Total Edges : 21828
Number of Edge Types : 5
Mentions : 4712
Retweet : 6266
Tweet : 408
MentionsInRetweet : 10363
Replies to : 79
Self-Loops : 864
Reciprocated Vertex Pair Ratio : 0.0394417475728155
Reciprocated Edge Ratio : 0.0758902510215995
Connected Components : 81
Single-Vertex Connected Components : 65
Maximum Vertices in a Connected Component : 1858
Maximum Edges in a Connected Component : 21715
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.078388
Graph Density : 0.00176288433811566
Modularity : 0.205307
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,972 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, 08 May 2022 at 01:51 UTC.

The requested start date was Sunday, 08 May 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, 12-hour, 45-minute period from Monday, 02 May 2022 at 10:56 UTC to Saturday, 07 May 2022 at 23:42 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:
[430] https://www.bcg.com/publications/2022/a-corporate-guide-to-enter-the-metaverse-explained
[69] https://sanctions.io/crypto-industry/?utm_source=twitter&utm_medium=email&utm_campaign=mh-crypto/
[68] https://ca.finance.yahoo.com/news/data-science-used-cryptocurrency-predictions-090019899.html
[68] https://sanctions.io
[60] https://www.msn.com/en-in/money/topstories/top-cryptocurrency-news-today-the-biggest-moves-in-bitcoin-nfts-crypto-rules-and-more/ar-AAWYmJq?ocid=BingNewsSearch
[41] https://www.pymnts.com/news/payment-methods/2022/real-time-payments-on-the-way-to-becoming-commonplace-with-fednow-pilot/
[34] https://www.insurancebusinessmag.com/au/news/environmental/actuaries-summit-a-climate-wakeup-call-for-the-insurance-industry-404805.aspx#.YnQ1JhehbgA.twitter
[33] https://www.lendacademy.com/top-10-fintech-stories-for-the-week-ending-april-30-2022/
[32] https://builtin.com/data-science/finance-data-science
[31] https://sanctions.io/why-sanctions-lists-and-pep-data-screenings-are-important-for-any-business/

Top URLs in Tweet in G1:
[366] https://www.bcg.com/publications/2022/a-corporate-guide-to-enter-the-metaverse-explained
[15] https://thefinancialbrand.com/140562/5-popular-fintech-app-features-banks-should-add-to-mobile-banking/
[15] https://bit.ly/3LGCKCQ
[14] https://www.lendacademy.com/top-10-fintech-stories-for-the-week-ending-april-30-2022/
[12] https://www.pymnts.com/identity/2022/early-warning-services-unveils-synthetic-id-fraud-tool/
[12] https://www.insurancebusinessmag.com/au/news/environmental/actuaries-summit-a-climate-wakeup-call-for-the-insurance-industry-404805.aspx#.YnQ1JhehbgA.twitter
[12] https://www.p2pfinancenews.co.uk/2022/05/03/global-fintech-sector-employs-more-people-than-some-countries/
[12] https://www.lendacademy.com/ai-fintech-integration-needs-to-push-through-restrictions/
[11] https://www.insurancebusinessmag.com/us/news/environmental/revealed--the-business-sectors-now-facing-a-greater-threat-from-climate-change-404875.aspx#.YnQ0VHE7DPI.twitter
[10] https://buff.ly/3w1L1ul

Top URLs in Tweet in G2:
[61] https://ca.finance.yahoo.com/news/data-science-used-cryptocurrency-predictions-090019899.html
[51] https://www.msn.com/en-in/money/topstories/top-cryptocurrency-news-today-the-biggest-moves-in-bitcoin-nfts-crypto-rules-and-more/ar-AAWYmJq?ocid=BingNewsSearch
[25] https://www.bcg.com/publications/2022/a-corporate-guide-to-enter-the-metaverse-explained
[24] https://securityaffairs.co/wordpress/130802/security/iot-cybersecurity-future.html
[23] https://venturebeat.com/2022/05/02/dell-adds-cyber-recovery-and-more-to-apex-storage-cloud-platform/
[23] https://www.zdnet.com/article/dell-targets-multi-cloud-ecosystem-with-cyber-recovery-and-data-analytics/
[23] https://alliedtechnologies.io/top-10-digital-marketing-strategies-2022/
[22] https://alliedtechnologies.io/
[21] https://sg.news.yahoo.com/apecoin-slides-response-controversial-otherside-003523445.html
[21] https://www.digitaljournal.com/pr/cloud-gaming-market-may-see-a-big-move-sony-nvidia-crytek#ixzz7SDHxrTjD

Top URLs in Tweet in G3:
[25] https://www.bcg.com/publications/2022/a-corporate-guide-to-enter-the-metaverse-explained
[14] https://www.pymnts.com/news/payment-methods/2022/real-time-payments-on-the-way-to-becoming-commonplace-with-fednow-pilot/
[10] https://www.insurancebusinessmag.com/us/news/specialty-insurance/how-asteya-is-making-disability-insurance-more-accessible-404909.aspx#.YnQgclN-Ri4.twitter
[9] https://www.linkedin.com/pulse/22-most-important-insurance-technology-trends-2022-mike-de-waal?utm_content=buffer53a7e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.pymnts.com/shopping/2022/new-data-digital-platforms-are-driving-a-global-wave-of-smb-innovation/
[8] https://www.bankingdive.com/news/cfpb-fines-bank-of-america-10m-over-illegal-garnishments/623193/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202022-05-05%20Banking%20Dive%20%5Bissue:41536%5D&utm_term=Banking%20Dive
[8] https://www.insurancebusinessmag.com/us/news/breaking-news/lessons-from-a-challenging-career-404906.aspx#.YnQg0Hrwaxk.twitter
[8] https://www.insurancebusinessmag.com/us/news/technology/case-study-kissterras-insurance-marketing-tech-404904.aspx#.YnQjK2oVcR8.twitter
[8] https://www.insurancebusinessmag.com/au/news/environmental/actuaries-summit-a-climate-wakeup-call-for-the-insurance-industry-404805.aspx#.YnQ1JhehbgA.twitter
[8] https://www.pymnts.com/fraud-prevention/2022/how-banks-are-pulling-the-plug-on-financial-fraud-in-a-connected-age/

Top URLs in Tweet in G4:
[13] https://www.bcg.com/publications/2022/a-corporate-guide-to-enter-the-metaverse-explained
[3] https://www.msn.com/en-us/money/news/ukraine-thanks-elon-musk-with-an-nft-portrait-to-keep-the-memory-forever/ar-AAWP7lA?ocid=BingNewsSearch
[3] https://www.msn.com/en-in/news/other/cryptocurrency-is-the-main-mechanism-behind-decentralised-finance-ajeet-khurana/ar-AAWOVtZ?ocid=BingNewsSearch
[2] https://www.lendacademy.com/ai-fintech-integration-needs-to-push-through-restrictions/
[2] https://buff.ly/3s9ybJo
[2] https://www.insurancebusinessmag.com/us/news/technology/case-study-kissterras-insurance-marketing-tech-404904.aspx#.YnQjK2oVcR8.twitter
[2] https://www.msn.com/en-in/money/topstories/top-cryptocurrency-news-today-the-biggest-moves-in-bitcoin-nfts-crypto-rules-and-more/ar-AAWYmJq?ocid=BingNewsSearch
[2] https://www.everestgrp.com/2018-12-potential-use-cases-of-quantum-computing-in-banking-financial-services-48389.html/
[1] https://www.nasdaq.com/articles/regulation-is-no-threat-to-the-ethos-of-crypto
[1] https://www.latimes.com/entertainment-arts/business/story/2022-04-27/disney-begins-formulating-a-metaverse-strategy

Top URLs in Tweet in G5:
[2] https://twitter.com/blocmatesdotcom/status/1521485104471842816
[1] https://www.msn.com/en-in/money/topstories/top-cryptocurrency-news-today-the-biggest-moves-in-bitcoin-nfts-crypto-rules-and-more/ar-AAWYmJq?ocid=BingNewsSearch
[1] https://twitter.com/djqianfusion/status/1522096043466584064
[1] https://twitter.com/kucoincom/status/1522158425056038912
[1] https://twitter.com/Larry_crypto3/status/1522267149024169991
[1] https://twitter.com/IndividualPira1/status/1522092677034123264
[1] https://twitter.com/FinanceChainge/status/1520720205244256256
[1] https://twitter.com/blocmatesdotcom/status/1521067160826945536
[1] https://twitter.com/i/web/status/1522867508029632514

Top URLs in Tweet in G6:
[2] https://www.brentwoodfinancialadvisors.com/
[1] https://dy.si/ZhXu1F2
[1] https://salesforce.smh.re/0_r3
[1] https://bit.ly/3tQ5dQc
[1] https://engagingwomeninwealth.com/dear-deb
[1] https://bit.ly/2YEbZtb
[1] https://www.formassembly.com/blog/webinar-financial-services-data-solutions/?utm_medium=social&utm_source=twitter&utm_content=blog&utm_campaign=webinar-financial-services-data-solutions
[1] https://www.formassembly.com/blog/lead-routing/&utm_medium=social&utm_source=twitter&utm_content=blog&utm_campaign=lead-routing
[1] http://share.postbeyond.com/6f927
[1] https://documentmedia.com/article-3220-Clean-and-Simple.html

Top URLs in Tweet in G7:
[5] https://www.macrumors.com/2022/05/02/apple-watch-ecg-weak-heart-pump/
[3] https://bit.ly/3KxsUlp
[2] https://www.theuxda.com/blog/five-powerful-factors-impact-customer-experience-banking
[2] https://www.fxcintel.com/research/analysis/crypto-card-competition-heats-up
[2] https://public2.bomamarketing.com/cp/4iiVKMPloJuJiJTceXONCj?sa=519HZZXI6v7M
[2] https://www.getthatright.com/benefits-of-term-insurance-plan/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://skaleet.com/en/blog/global-cross-border-payments-market-developments/
[1] https://mailchi.mp/lhoft/the-payments-top-5-8029728
[1] https://lhoft.com/en/insights/gender-inclusion-challenges-and-opportunities/
[1] https://www.forbes.com/sites/forbesbusinesscouncil/2022/05/02/how-vertical-saas-is-disrupting-the-fintech-giants/?sh=1a8c990c5b44

Top URLs in Tweet in G8:
[10] https://finance.yahoo.com/news/bentley-university-now-accepting-cryptocurrency-130900346.html
[1] https://www.insurancebusinessmag.com/au/news/environmental/actuaries-summit-a-climate-wakeup-call-for-the-insurance-industry-404805.aspx#.YnQ1JhehbgA.twitter
[1] https://ca.finance.yahoo.com/news/data-science-used-cryptocurrency-predictions-090019899.html
[1] https://www.p2pfinancenews.co.uk/2022/05/03/global-fintech-sector-employs-more-people-than-some-countries/
[1] https://www.bankingdive.com/news/ppp-sba-small-business-lending-banks-analyzing-legacy-impact-800b-paycheck-protection-program/623160/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202022-05-05%20Banking%20Dive%20%5Bissue:41536%5D&utm_term=Banking%20Dive
[1] https://www.insurancebusinessmag.com/us/news/technology/case-study-kissterras-insurance-marketing-tech-404904.aspx#.YnQjK2oVcR8.twitter
[1] https://www.insurancebusinessmag.com/us/news/ma/wtw-commits-to-growing-manda-practice-404901.aspx#.YnQzh5BKHoE.twitter
[1] https://african.business/2022/05/finance-services/is-buy-now-pay-later-the-next-big-thing-for-fintech-in-africa/
[1] https://www.msn.com/en-in/money/news/cryptocurrency-price-today-bitcoin-ether-up-after-fed-rate-hike-cardano-gains-big/ar-AAWWl6m?ocid=BingNewsSearch

Top URLs in Tweet in G9:
[1] https://twitter.com/daciatakesnote/status/1522700575141359617
[1] https://www.2050trailblazers.com/episode/s06e05
[1] https://twitter.com/represented_/status/1518658603644817410

Top URLs in Tweet in G10:
[1] http://jasonATstreetcredpr.com
[1] https://twitter.com/SnappyKraken/status/1519298068830633985?s=20&t=a0HnObXHwxADGPq0YRaQ8A
[1] https://twitter.com/robertsofia/status/1521478109551378434
[1] https://podcasts.apple.com/us/podcast/redefining-financial-planning-with-shruti-joshi-ep-25/id1577302713?i=1000558946875
[1] https://www.youtube.com/watch?v=8N_5Je1-f88


Top Domains
Top Domains in Tweet in Entire Graph:
[432] bcg.com
[362] twitter.com
[300] pymnts.com
[295] sanctions.io
[215] insurancebusinessmag.com
[163] co.uk
[136] yahoo.com
[133] msn.com
[128] sifted.eu
[113] buff.ly

Top Domains in Tweet in G1:
[367] bcg.com
[107] twitter.com
[107] co.uk
[93] buff.ly
[87] pymnts.com
[70] insurancebusinessmag.com
[57] bit.ly
[53] fashionunited.in
[42] medium.com
[38] forbes.com

Top Domains in Tweet in G2:
[104] yahoo.com
[102] msn.com
[101] pymnts.com
[71] insurancebusinessmag.com
[59] sifted.eu
[50] alliedtechnologies.io
[42] nasdaq.com
[41] digitaljournal.com
[39] venturebeat.com
[39] ampmplumbingopen.com

Top Domains in Tweet in G3:
[167] twitter.com
[101] pymnts.com
[63] insurancebusinessmag.com
[35] sifted.eu
[32] bankingdive.com
[25] bcg.com
[15] travelandleisure.com
[10] co.uk
[9] linkedin.com
[9] lendacademy.com

Top Domains in Tweet in G4:
[14] bcg.com
[9] msn.com
[6] pymnts.com
[5] twitter.com
[5] buff.ly
[4] lendacademy.com
[4] insurancebusinessmag.com
[4] everestgrp.com
[3] nasdaq.com
[3] raconteur.net

Top Domains in Tweet in G5:
[9] twitter.com
[1] msn.com

Top Domains in Tweet in G6:
[9] twitter.com
[6] brentwoodfinancialadvisors.com
[3] excelsecurities.com
[2] bit.ly
[2] formassembly.com
[2] paper.li
[1] dy.si
[1] smh.re
[1] engagingwomeninwealth.com
[1] postbeyond.com

Top Domains in Tweet in G7:
[8] bit.ly
[7] co.uk
[5] macrumors.com
[4] forbes.com
[4] getthatright.com
[3] linkedin.com
[3] finextra.com
[2] theuxda.com
[2] fxcintel.com
[2] twitter.com

Top Domains in Tweet in G8:
[11] yahoo.com
[3] insurancebusinessmag.com
[1] co.uk
[1] bankingdive.com
[1] african.business
[1] msn.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] 2050trailblazers.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] jasonatstreetcredpr.com
[1] apple.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2898] finserv
[2611] fintech
[2390] ai
[2320] iot
[1792] insurtech
[1612] javascript
[1507] python
[1353] women
[1252] marketing
[1249] iiot



Top Hashtags in Tweet in G1:
[1511] finserv
[1313] ai
[1108] fintech
[1085] women
[970] ehealth
[928] healthtech
[911] datascientist
[880] cx
[864] digitalhealth
[844] insurtech

Top Hashtags in Tweet in G2:
[632] fintech
[498] finserv
[478] iot
[353] web3
[346] technology
[341] python
[339] nft
[314] insurtech
[308] digital
[296] ai

Top Hashtags in Tweet in G3:
[979] iot
[954] python
[890] pytorch
[865] javascript
[824] iiot
[807] reactjs
[778] wordpress
[661] ai
[644] defi
[640] security

Top Hashtags in Tweet in G4:
[80] fintech
[72] finserv
[40] ai
[34] marketing
[30] metaverse
[27] blockchain
[23] insurtech
[21] web3
[19] t32022
[17] iot

Top Hashtags in Tweet in G5:
[112] marketing
[98] fintech
[98] finserv
[83] blockchain
[72] web3
[69] security
[65] tech
[38] metaverse
[31] banking
[30] nft

Top Hashtags in Tweet in G6:
[29] finserv
[6] fintech
[6] brentwoodfinancial
[5] ai
[4] financialservices
[4] techforgood
[4] financialwellness
[4] assetmanagement
[4] wealthmanagement
[3] banking

Top Hashtags in Tweet in G7:
[54] women
[43] cx
[42] ai
[39] healthtech
[39] datascientist
[39] digitalhealth
[39] startups
[39] ehealth
[34] ces2023
[31] fintech

Top Hashtags in Tweet in G8:
[12] cryptocurrency
[6] fintech
[5] finserv
[4] insurtech
[4] marketing
[2] payments
[1] insurance
[1] datascience
[1] people
[1] peer2peer

Top Hashtags in Tweet in G9:
[6] finserv
[2] deib
[2] doingthework
[1] lowkeyjelly
[1] wishiwasthere
[1] humancapital
[1] cfpprodiversity
[1] cfp
[1] podcast
[1] dei

Top Hashtags in Tweet in G10:
[7] finserv
[6] pr
[6] publicrelations
[5] joltconference
[4] fintech
[4] advisormarketing
[3] fintwit
[1] financialadvisor
[1] financialplanning

Top Words
Top Words in Tweet in Entire Graph:
[2785] #finserv
[2609] #fintech
[2414] #ai
[2354] #iot
[1865] enricomolinari
[1761] #insurtech
[1647] #javascript
[1542] #python
[1353] #women
[1283] #iiot

Top Words in Tweet in G1:
[1421] #finserv
[1305] #ai
[1106] #fintech
[1085] #women
[1057] enricomolinari
[967] #ehealth
[928] #healthtech
[910] #datascientist
[880] #cx
[864] #digitalhealth

Top Words in Tweet in G2:
[778] stratorob
[632] #fintech
[490] #finserv
[486] #iot
[404] enricomolinari
[349] #python
[345] #web3
[337] #technology
[328] #nft
[306] #insurtech

Top Words in Tweet in G3:
[1006] #iot
[981] #python
[917] #pytorch
[892] #javascript
[850] #iiot
[828] #reactjs
[771] #wordpress
[686] #ai
[642] #defi
[633] #security

Top Words in Tweet in G4:
[95] antgrasso
[80] #fintech
[72] #finserv
[66] digital
[61] top
[60] market
[55] way
[54] over
[52] enricomolinari
[51] pay

Top Words in Tweet in G5:
[118] lucas_gool
[112] #marketing
[98] #fintech
[98] #finserv
[83] #blockchain
[77] future
[72] #web3
[69] #security
[65] #tech
[64] retweet

Top Words in Tweet in G6:
[29] #finserv
[13] financial
[6] #fintech
[6] #brentwoodfinancial
[5] retirement
[5] #ai
[4] #financialservices
[4] future
[4] #techforgood
[4] #financialwellness

Top Words in Tweet in G7:
[54] chidambara09
[54] #women
[43] #cx
[42] #ai
[39] #healthtech
[39] #datascientist
[39] #digitalhealth
[39] #startups
[38] #ehealth
[34] #ces2023

Top Words in Tweet in G8:
[12] stratorob
[12] #cryptocurrency
[10] bentley
[10] university
[10] accepting
[10] tuition
[10] payments
[10] markselinger
[10] modernb2b
[10] th

Top Words in Tweet in G9:
[6] #finserv
[5] dei
[5] stories
[4] treat
[4] husband
[4] colleagues
[4] deloitteus
[4] experience
[4] amazingness
[4] carlaannharris

Top Words in Tweet in G10:
[11] financial
[7] love
[7] work
[7] team
[7] #finserv
[6] #pr
[6] looking
[6] join
[6] dynamic
[6] #publicrelations

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1259] #iot,#iiot
[1029] #cx,#women
[1021] #healthtech,#datascientist
[1001] #javascript,#reactjs
[998] #women,#ehealth
[979] #ehealth,#ces2023
[968] #fintech,#insurtech
[907] #reactjs,#wordpress
[827] #fintech,#finserv
[823] #python,#iot

Top Word Pairs in Tweet in G1:
[862] #cx,#women
[855] #healthtech,#datascientist
[842] #women,#ehealth
[827] #ehealth,#ces2023
[668] #digitalhealth,#startups
[668] #startups,#cx
[509] chidambara09,#healthtech
[467] #iot,#ai
[453] #ai,#digitalhealth
[449] #datascientist,#iot

Top Word Pairs in Tweet in G2:
[261] #fintech,#insurtech
[203] #iot,#iiot
[198] #business,#investing
[192] #python,#iot
[187] #insurtech,#finserv
[186] #finserv,#marketing
[184] #fintech,#finserv
[180] #investing,#digital
[172] #javascript,#reactjs
[168] #web3,#technology

Top Word Pairs in Tweet in G3:
[842] #iot,#iiot
[795] #javascript,#reactjs
[727] #reactjs,#wordpress
[612] #wordpress,#security
[604] #python,#iot
[591] #security,#defi
[576] #iiot,#pytorch
[443] #pytorch,#javascript
[434] #fintech,#insurtech
[349] #ai,#iot

Top Word Pairs in Tweet in G4:
[50] way,pay
[50] pay,purchases
[50] purchases,transformed
[50] transformed,over
[50] over,past
[50] past,year
[50] year,keeping
[50] keeping,top
[50] top,changing
[50] changing,market

Top Word Pairs in Tweet in G5:
[80] #marketing,#fintech
[80] #fintech,#finserv
[65] #finserv,#blockchain
[65] #blockchain,#tech
[65] #tech,#security
[62] lucas_gool,retweet
[62] #security,#web3
[33] retweet,fsn
[33] fsn,10
[33] 10,future

Top Word Pairs in Tweet in G6:
[4] #fintech,#finserv
[4] #brentwoodfinancial,#financialwellness
[4] #financialwellness,#assetmanagement
[3] financial,services
[3] #excelsecurities,#financialadvisor
[3] #financialadvisor,#brokerdealer
[3] #brokerdealer,#financialservices
[3] financial,advisors
[3] #digital,#techforgood
[3] #assetmanagement,#financialadvice

Top Word Pairs in Tweet in G7:
[39] #digitalhealth,#startups
[39] #startups,#cx
[39] #cx,#women
[38] #healthtech,#datascientist
[35] #women,#ehealth
[34] chidambara09,#healthtech
[34] #ehealth,#ces2023
[29] #datascientist,#iot
[29] #iot,#ai
[29] #ai,#digitalhealth

Top Word Pairs in Tweet in G8:
[10] stratorob,bentley
[10] bentley,university
[10] university,accepting
[10] accepting,#cryptocurrency
[10] #cryptocurrency,tuition
[10] tuition,payments
[10] payments,markselinger
[10] markselinger,modernb2b
[10] modernb2b,th
[4] #fintech,#insurtech

Top Word Pairs in Tweet in G9:
[4] treat,husband
[4] husband,colleagues
[4] colleagues,deloitteus
[4] deloitteus,experience
[4] experience,amazingness
[4] amazingness,carlaannharris
[4] iâ,inspired
[4] inspired,work
[4] work,others
[4] others,untold

Top Word Pairs in Tweet in G10:
[6] work,financial
[6] financial,#pr
[6] #pr,looking
[6] looking,join
[6] join,dynamic
[6] dynamic,team
[6] team,#publicrelations
[6] #publicrelations,pros
[6] pros,love
[6] love,clients

Top Replied-To
Top Replied-To in Entire Graph:
@kiiara
@xhsmgx
@enricomolinari
@richardturrin
@stratorob
@martinhoyes
@eminem_pro
@jimmarous
@this0499154500

Top Replied-To in G1:
@enricomolinari
@richardturrin
@jimmarous
@line_global
@labordeolivier
@parishilton
@bionicsocialite
@this0499154500
@gazetaru

Top Replied-To in G2:
@stratorob

Top Replied-To in G3:
@kiiara
@xhsmgx
@eminem_pro
@soul_dispatch
@dylan___r
@thomasd48342358
@theshadynews313
@shady_loni
@preshonyee

Top Replied-To in G5:
@bsc_daily
@djqianfusion

Top Replied-To in G7:
@money2020

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@stratorob
@chidambara09
@betamoroney
@bcg
@enilev
@kiiara
@psb_dc
@rap_thesaurus
@diagorovenko

Top Mentioned in G1:
@enricomolinari
@chidambara09
@betamoroney
@enilev
@bcg
@stratorob
@psb_dc
@ralexjimenez
@richardturrin
@spirosmargaris

Top Mentioned in G2:
@stratorob
@enricomolinari
@diagorovenko
@chidambara09
@gds_cyber
@edtayloremg
@thegentlejain
@siftedeu
@ugosetti

Top Mentioned in G3:
@kiiara
@enricomolinari
@rap_thesaurus
@eminem
@alludingassets
@wearemarahall
@chidambara09
@galaxykiiara
@everydaykiiara
@xoceqp

Top Mentioned in G4:
@antgrasso
@enricomolinari
@101blockchains
@khulood_almani
@mvollmer1
@stratorob
@procurement2030
@bcg
@bristowcolin
@smartbizinsight

Top Mentioned in G5:
@lucas_gool
@fusionprotocol
@fsntwit
@djqianfusion
@sayedtanvirahm3
@bnbchain
@tofunft
@nftylab
@uba_en
@cowboysnake

Top Mentioned in G6:
@1davidclarke

Top Mentioned in G7:
@chidambara09
@the_lhoft
@skaleetofficial
@stratorob
@francefintech
@financeinnov
@asocfintechins
@annenbcnews
@hadimaashi

Top Mentioned in G8:
@stratorob
@markselinger
@modernb2b
@th
@enricomolinari
@gds_cyber
@edtayloremg
@thegentlejain
@xbond49

Top Mentioned in G9:
@deloitteus
@carlaannharris
@rianka_d
@danadisrupts
@2050tbs
@lazettabraxton
@chip_pros

Top Mentioned in G10:
@deadcaitbounce
@jasonlahita
@bobbykkraft
@rob_sandrew
@kendralante
@johnellert
@hellochoir
@streetcred_pr

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@chidambara09
@xaelbot
@piyuanker12
@codedailybot
@crweworld
@javascriptd
@bitcoinagile
@cybersecurityn8

Top Tweeters in G1:
@chidambara09
@piyuanker12
@evankirstel
@botraj1
@business
@businessinsider
@ssxman2
@santchiweb
@telegraph
@nicochan33

Top Tweeters in G2:
@sectest9
@marshawright
@xaelbot
@codedailybot
@bitcoinagile
@cybersecurityn8
@sudeepkhatri
@codernotesbot
@fabriciosx
@lorimoreno

Top Tweeters in G3:
@crweworld
@javascriptd
@jfsebastian146
@digestwordpress
@dataaugmented
@opensource_orgs
@calcaware
@serverlessfan
@mentalhealthbo5
@goaidev

Top Tweeters in G4:
@jimmyroybloom
@robotproud
@fintechna
@bayiskendr
@ene3112
@kiranmanral
@michaelbathurst
@nikster007
@bindyb123
@mvollmer1

Top Tweeters in G5:
@bot_innovation
@techinjektion
@magnate_verse
@life_work_peace
@lucas_gool
@sayedtanvirahm3
@lumber_moh
@bobosiang57
@jedihornet
@gayarush

Top Tweeters in G6:
@stc11stc
@cra
@1davidclarke
@ra
@daveandcori
@dinnovatrain
@ea
@pillai_sunil
@oxmetasonic
@formassembly

Top Tweeters in G7:
@sminaev2015
@cephalopodluke2
@bamitav
@chrisdulux
@trab_bot
@money2020
@precisionmedbot
@whiteheartvic
@bankautomation
@ingridlunden

Top Tweeters in G8:
@stanleyepstein
@scalarhumanity
@modernb2b
@rsaholdings
@markselinger
@ro_ma_ny
@the_cryptogeek
@bakemydayz
@sabiu__umar
@osasosaro2

Top Tweeters in G9:
@deloitteus
@lauralatourette
@__sotr__
@rianka_d
@anat_edits
@carlaannharris
@lazettabraxton
@2050tbs
@danadisrupts
@chip_pros

Top Tweeters in G10:
@deadcaitbounce
@jasonlahita
@elenaspeaking
@kendralante
@mattmiddleton__
@bobbykkraft
@kylehappe
@streetcred_pr
@tommywarb
@facetwealth


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