supplychain, Twitter, 3/18/2023 7:43:08 PM, 291519


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supplychain_2023-03-18_12-28-49.xlsx
supplychain_2023-03-18_12-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2023
Short Description:
supplychain via NodeXL https://bit.ly/3LyMTEz
@businesslib
@scottwluton
@sconnecte
@trippledutch
@antgrasso
@mckinsey
@sap
@supplychaind
@_supplychainnow
@pawlowskimario

Top hashtags:
#supplychain
#logistics
#shipping
#freight
#transportation
#vechain

Description:
Description
The graph represents a network of 4,109 Twitter users whose recent tweets contained "supplychain", 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 19:35 UTC.

The tweets in the network were tweeted over the 3759-day, 12-hour, 14-minute period from Friday, 30 November 2012 at 11:46 UTC to Saturday, 18 March 2023 at 00:00 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 : 4109
Unique Edges : 2849
Edges With Duplicates : 5688
Total Edges : 8537
Number of Edge Types : 9
Retweet : 1583
MentionsInRetweet : 2118
Tweet : 2545
Replies to : 210
MentionsInReplyTo : 229
Mentions : 1707
Quote : 65
MentionsInQuote : 75
MentionsInQuoteReply : 5
Self-Loops : 2874
Reciprocated Vertex Pair Ratio : 0.0294763248667294
Reciprocated Edge Ratio : 0.0572646969235455
Connected Components : 1590
Single-Vertex Connected Components : 1073
Maximum Vertices in a Connected Component : 829
Maximum Edges in a Connected Component : 2216
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.048757
Graph Density : 0.00019449314836717
Modularity : 0.452918
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,109 Twitter users whose recent tweets contained "supplychain", 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 19:35 UTC.

The tweets in the network were tweeted over the 3759-day, 12-hour, 14-minute period from Friday, 30 November 2012 at 11:46 UTC to Saturday, 18 March 2023 at 00:00 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 : supplychain
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.linkedin.com/groups/14197089/
[33] https://drtombooks.com/
[25] http://www.jumbochain.org/
[19] https://morpheus.network/
[11] https://www.daygard.com/
[11] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Fnews.morpheus.network%2Flogistics-2-0-building-smarter-supply-chains-with-ai-22e0342d5047
[10] https://nanoone.ca/news/news-releases/nano-one-granted-3-new-patents-and-receives-proceeds-from-warrants/
[10] https://www.youtube.com/watch?v=Tl6EWt1dmw4&feature=youtu.be

[10] https://forms.gle/9jdqBAJ8JAq4fZFk8
[10] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860

Top URLs in Tweet in G1:
[40] https://www.linkedin.com/groups/14197089/
[33] https://drtombooks.com/
[10] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[9] https://www.cxotoday.com/corner-office/cloud-native-erp-and-epm-solutions-empowering-cfos-and-cxos-fraternity-says-oracle/
[7] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[7] https://www.youtube.com/watch?v=j1xpxtRaWVg

[7] http://secure.campaigner.com/csb/Public/show/9fx3-2na75x--12ug4h-uyc7og0
[6] https://tonernews.com/forums/topic/raven-launches-new-ricoh-high-yield-imc-mpc-universal-toner/
[6] https://www.aipia.info/news.php
[6] https://content-app.com/?action=leadgen&id=NTMyMCMjIyNodHRwczovL3d3dy5tYXJ0aW52ZWFzZXkuY29tL2pvYnMvZGV0YWlscy91ay9ldXJvcGUtZXUvZXVyb3BlLW5vbi1ldS9ub3J0aC1hbWVyaWNhL21pZGRsZS1lYXN0L2FzaWEtcGFjaWZpYy9pbmRpYS9zaW5nYXBvcmUvdGhhaWxhbmQvYm9hcmQtYW5kLXNlbmlvci9zdXBwbHktY2hhaW4tbG9naXN0aWNzL2ZtY2ctcmV0YWlsL3N1cHBseS1jaGFpbi1zeXN0ZW1zLWl0LWRpcmVjdG9yLWFwYWMvMTAwND91dG1fc291cmNlPVBhaWdlciZ1dG1fbWVkaXVtPVJlZmVycmFsIyMjIw&skip=1

Top URLs in Tweet in G2:
[7] https://twitter.com/_supplychainnow/status/1636024692825022464
[3] https://www.supplychaindive.com/news/microsoft-promotes-proactive-supplier-collaboration-ai-supply-chain/644827/
[3] https://smithweb.com/contact/
[2] https://www.dailynews.com/2023/02/14/a-dozen-eggs-now-costs-more-than-a-pound-of-ground-beef/
[2] https://info.turvo.com/rpm-roi-snapshot?utm_source=
[2] https://supply-chain-now.captivate.fm/1093
[2] https://www.intel.com/content/www/us/en/search.html?ws=marketplace#q=dataon&sort=relevancy&f:@tabfilter=[Partners]&f:@sfpartnerprogram=[Intel%C2%AE%20Solutions%20Marketplace
[2] https://www.usbank.com/corporate-and-commercial-banking/industry-expertise/transportation/freight-payment-insights.html?utm_source=twitter&utm_medium=post
[2] https://vectorgl.com/stand-with-ukraine/
[2] https://t.co/grqolReOI5

Top URLs in Tweet in G3:
[4] https://twitter.com/ohhwesley89/status/1636148852293267456/photo/1
[4] https://twitter.com/ohhwesley89/status/1635779579347628032/photo/1
[4] https://twitter.com/ohhwesley89/status/1636855352586309632/photo/1
[4] https://twitter.com/ohhwesley89/status/1636548314538852352/photo/1
[2] https://twitter.com/PERE_Mainz/status/1635927654942507008/photo/1
[1] https://www.mdpi.com/2624-6511/6/2/41
[1] https://cryptonews.net/de/news/altcoins/20661139/
[1] https://www.btc-echo.de/news/vechain-so-loest-das-krypto-projekt-lieferkettenprobleme-160732/?utm_source=contentstudio.io&utm_medium=referral

Top URLs in Tweet in G4:
[3] https://www.weforum.org/agenda/2023/03/polycrisis-adam-tooze-historian-explains?utm_source=linkedin&utm_medium=social_scheduler&utm_term=Global+Health&utm_content=10%2F03%2F2023+11%3A30
[2] https://www2.deloitte.com/us/en/pages/finance/articles/globalization-isnt-going-anywhere.html?id=us:2em:3na:CFOI:awa:cfo:020923:mkid-K0176794&ctr=cta&sfid=0033000000Zvw4LAAR
[2] https://www.visualcapitalist.com/cp/visualizing-the-changing-world-population-by-country/
[2] https://www.blockdata.tech/blog/general/the-state-of-blockchain-consortiums-in-2022
[2] https://www.weforum.org/agenda/2023/03/supply-chain-leadership/
[2] https://bityl.co/5Oxg
[2] https://twitter.com/NewTechTwin/status/1636591321820405760/photo/1
[1] https://twitter.com/MPBorman/status/1636049849035505664/photo/1
[1] https://twitter.com/MPBorman/status/1634966237112598528/photo/1
[1] https://twitter.com/MPBorman/status/1634253008555974656/photo/1

Top URLs in Tweet in G5:
[19] https://morpheus.network/
[11] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Fnews.morpheus.network%2Flogistics-2-0-building-smarter-supply-chains-with-ai-22e0342d5047
[4] https://twitter.com/MariuszMorpheus/status/1636104174545797125/photo/1
[4] https://twitter.com/MariuszMorpheus/status/1636117737746382848/photo/1
[4] https://twitter.com/MariuszMorpheus/status/1636102314443300867/photo/1
[3] https://twitter.com/arch_tis/status/1636151006374363136/photo/1
[2] https://twitter.com/MirzaYasirHuss2/status/1636812956250849284/photo/1
[2] https://twitter.com/arch_tis/status/1636468898152284160/photo/1
[2] https://www.careerarc.com/job-listing/tjx-companies-jobs-assistant-general-manager-45887000?campaign_id=429&src=102&tx=tbF8HnbKM8Qxow&utm_campaign=TW102&utm_medium=TW&utm_source=JC
[1] https://twitter.com/MirzaYasirHuss2/status/1635706773142208512/photo/1

Top URLs in Tweet in G6:
[1] https://twitter.com/Dr_AdibEnayati/status/1636492950224924676/photo/1
[1] https://twitter.com/Dr_AdibEnayati/status/1632544077441900544/photo/1

Top URLs in Tweet in G7:
[5] https://youtu.be/VOQ491Mi8s4
[4] http://www.indigo.co.uk/industries/cold-chain-cold-storage-wms
[4] http://www.indigo.co.uk/article/2021/10/13/5-ways-a-wms-helps-your-warehouse-get-to-net-zero
[3] https://www.bbntimes.com/technology/revolutionizing-logistics-and-supply-chain-management-with-machine-learning
[2] https://www.freightwaves.com/news/trucking-industry-sifts-through-an-abundance-of-tech-options
[2] https://www.logisticsit.com/articles/2023/03/08/demand-for-cash-automation-technology-rises-as-retailers-seek-efficiency-and-security
[1] https://www.descartes.com/resources/news/supply-chain-quarterly-descartes-snaps-supply-vision-12-million?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.supplychainbrief.com/frs/23231296/no-fluff-roi--the-top-5-roi-drivers-for-supply-chain-visibility/email?utm_source=Twitter&utm_medium=Social&utm_campaign=FourKites%20Tara
[1] https://www.fourkites.com/sustainable-supply-chain/?utm_source=linkedin&utm_medium=social&utm_campaign=loud-proud
[1] https://twitter.com/FourKites/status/1636729128907882497/photo/1

Top URLs in Tweet in G8:
[4] https://twitter.com/CDP/status/1635923830865625090/photo/1
[4] https://www.mckinsey.com/industries/financial-services/our-insights/tech-driven-insurers-how-to-thrive-in-2030
[4] https://twitter.com/gocometcom/status/1635916287338770433/photo/1
[3] https://www.esgtoday.com/nearly-60-of-companies-not-disclosing-any-supply-chain-emissions-as-reporting-regulations-approach-cdp/
[3] https://supplychaindigital.com/top10/top-10-supply-chain-technologies
[3] https://twitter.com/gocometcom/status/1636349403123572736/photo/1
[2] http://www.cdp.net/en/research/global-reports/scoping-out-tracking-nature-across-the-supply-chain?utm_source=twitter&utm_medium=post&utm_campaign=supply-chain-report
[2] https://twitter.com/CDP/status/1635923830865625090
[2] https://www.cips.org/supply-management/analysis/2023/march/does-procurement-have-the-vision-to-flourish-in-a-recession/
[2] https://supplychaindigital.com/supply-chain-risk-management/geopolitical-risk-demands-ceo-supply-chain-proactivity

Top URLs in Tweet in G9:
[3] http://worldsolutions.work/2021/10/01/world-192/
[2] https://twitter.com/wsi_usa/status/1444057245960990723/photo/1
[2] https://www.amazon.com/Procurement-Mojo-Sigi-Osagie/dp/1852527455/ref=sr_1_1?ie=UTF8&qid=1531402431&sr=8-1&keywords=procurement+mojo
[1] https://twitter.com/FreightWaves/status/1636702604590735364
[1] https://www.freightwaves.com/news/daily-infographic-what-would-happen-if-trucks-stopped-hauling-freight
[1] https://www.freightwaves.com/news/kodiak-robotics-and-forward-air-begin-dallas-atlanta-autonomous-runs
[1] https://twitter.com/MunayyerGroup/status/1636366598100459520/photo/1
[1] https://www.forbes.com/sites/sap/2023/03/16/how-midsize-companies-build-supply-chain-resiliency-and-sustainability/?sh=5e6e48ba78c9
[1] https://twitter.com/MunayyerGroup/status/1636698906775158784/video/1
[1] https://www.tycoonstory.com/technology/how-smart-contracts-are-changing-the-ways-of-handling-businesses/

Top URLs in Tweet in G10:
[4] https://www.infosecurity-magazine.com/blogs/looking-back-mega-breaches-trends
[2] https://www.accountingweb.co.uk/tech/tech-pulse/third-party-risk-be-careful-who-you-play-with
[2] https://technative.io/avoid-the-digital-disconnect-keep-the-supply-chain-flowing/
[2] https://asvin.io/embedded-world-2023-14-16-03-23-in-nuremberg-germany/
[1] https://technative.io/top-10-it-observations-for-business-leaders-in-2023/
[1] https://technative.io/uncovering-black-holes-digital-supply-chains/
[1] https://twitter.com/Corix_JC/status/1633499087374000130/photo/1
[1] https://twitter.com/BillMew/status/1636866103828783104/photo/1
[1] https://twitter.com/OmdiaHQ/status/1634105583128260609
[1] https://pages.omdia.informa.com/Industrial-and-Public-Display-E-book-EW23

Top Domains
Top Domains in Tweet in Entire Graph:
[2047] twitter.com
[238] careerarc.com
[132] linkedin.com
[109] co.uk
[72] youtube.com
[60] automotiveworld.com
[54] tonernews.com
[53] informa.com
[49] drtombooks.com
[41] paper.li

Top Domains in Tweet in G1:
[944] twitter.com
[193] careerarc.com
[91] linkedin.com
[68] co.uk
[54] tonernews.com
[49] drtombooks.com
[30] maritime-network.com
[26] vision33.com
[23] youtube.com
[17] amazon.com

Top Domains in Tweet in G2:
[87] twitter.com
[11] linkedin.com
[11] captivate.fm
[8] youtube.com
[6] supplychaindive.com
[5] t.co
[5] buyersmeetingpoint.com
[4] on24.com
[4] yahoo.com
[3] turvo.com

Top Domains in Tweet in G3:
[18] twitter.com
[1] mdpi.com
[1] cryptonews.net
[1] btc-echo.de

Top Domains in Tweet in G4:
[29] twitter.com
[10] sociabble.com
[5] weforum.org
[5] gartner.com
[3] glsummit.it
[3] johngalt.com
[2] deloitte.com
[2] visualcapitalist.com
[2] blockdata.tech
[2] bityl.co

Top Domains in Tweet in G5:
[66] twitter.com
[20] morpheus.network
[12] medium.com
[3] bluebin.com
[3] ihirelogistics.com
[2] careerarc.com
[1] ihiremanufacturing.com
[1] proofpoint.com
[1] youtube.com

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

Top Domains in Tweet in G7:
[21] twitter.com
[10] co.uk
[5] youtu.be
[5] logisticsit.com
[3] paper.li
[3] bbntimes.com
[2] freightwaves.com
[2] shareaholic.com
[2] risnews.com
[1] descartes.com

Top Domains in Tweet in G8:
[22] twitter.com
[15] supplychaindigital.com
[6] supplychaindive.com
[5] sdcexec.com
[4] esgtoday.com
[4] mckinsey.com
[3] cdp.net
[3] freightwaves.com
[3] foodlogistics.com
[2] cips.org

Top Domains in Tweet in G9:
[14] twitter.com
[9] paper.li
[7] forbes.com
[3] freightwaves.com
[3] tycoonstory.com
[3] worldsolutions.work
[2] amazon.com
[1] abiresearch.com
[1] medium.com
[1] grocerydive.com

Top Domains in Tweet in G10:
[12] twitter.com
[4] technative.io
[4] infosecurity-magazine.com
[4] asvin.io
[2] co.uk
[1] informa.com
[1] una.com
[1] prophetic-technology.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4105] supplychain
[820] logistics
[244] shipping
[227] freight
[208] transportation
[164] vechain
[158] supplychainmanagement
[145] procurement
[144] manufacturing
[143] technology



Top Hashtags in Tweet in G1:
[1907] supplychain
[342] logistics
[142] shipping
[90] transportation
[85] finance
[84] freight
[80] manufacturing
[69] technology
[63] cargo
[62] procurement

Top Hashtags in Tweet in G2:
[133] supplychain
[31] supplychainnow
[18] freight
[12] supplychainbuzz
[9] tech
[9] logistics
[9] procurement
[8] ukraine
[7] digitaltransformation
[7] semiconductor

Top Hashtags in Tweet in G3:
[164] vechain
[39] buidl
[8] supplychain
[7] blockchain
[5] logistics
[4] layer1
[4] nft
[4] web3
[4] carbon
[4] sustainability

Top Hashtags in Tweet in G4:
[80] supplychain
[10] logistics
[10] climatechange
[10] decentralization
[9] gartnersc
[7] ceo
[7] blockchain
[6] corpgov
[6] ai
[5] cfo

Top Hashtags in Tweet in G5:
[90] supplychain
[24] blockchain
[18] crypto
[15] transformationweek
[14] altcoin
[12] healthcaresupplychain
[9] realworldadoption
[9] bitcoin
[9] kucoingem
[7] btc

Top Hashtags in Tweet in G6:
[81] supplychain
[80] china
[80] chineseinfluence
[80] influence
[80] unitedstates
[80] supplychainmanagement
[80] counteringchina
[1] usa
[1] nationalsecurity

Top Hashtags in Tweet in G7:
[35] supplychain
[18] logistics
[7] drones
[6] lastmileair
[6] drone
[5] timtalk
[5] warehousemanagementsystems
[4] socialselling
[4] digitalselling
[4] cryptocurrency

Top Hashtags in Tweet in G8:
[94] supplychain
[12] logistics
[12] sustainability
[5] esg
[4] scope3
[3] procurement
[3] purchasing
[3] ai
[3] cdpsupplychain
[3] retail

Top Hashtags in Tweet in G9:
[40] supplychain
[15] business
[10] procurement
[9] logistics
[7] finance
[6] blockchaintechnology
[6] streamline
[6] news
[3] trucking
[3] supplychains

Top Hashtags in Tweet in G10:
[25] supplychain
[10] cybersecurity
[7] sustainability
[7] telco
[7] metaverse
[7] cloud
[6] digitaltransformation
[6] software
[5] iot
[4] iiot

Top Words
Top Words in Tweet in Entire Graph:
[4105] #supplychain
[1153] supply
[1002] chain
[820] #logistics
[619] more
[405] job
[275] link
[267] join
[261] logistics
[258] latest

Top Words in Tweet in G1:
[1907] #supplychain
[481] supply
[436] chain
[348] job
[342] #logistics
[298] more
[230] link
[216] bio
[191] apply
[184] click

Top Words in Tweet in G2:
[133] #supplychain
[81] scottwluton
[59] _supplychainnow
[43] supply
[37] chain
[32] join
[31] #supplychainnow
[29] check
[28] take
[27] going

Top Words in Tweet in G3:
[126] blockchain
[124] #vechain
[121] pere_mainz
[82] chain
[82] supply
[78] accts
[78] vechainthor
[58] 060
[45] ps
[45] extensive

Top Words in Tweet in G4:
[80] #supplychain
[47] supply
[32] world
[29] mvollmer1
[29] looking
[26] chain
[20] useful
[20] crises
[20] multiple
[20] way

Top Words in Tweet in G5:
[107] mnw
[90] #supplychain
[63] mnwsupplychain
[55] supply
[26] chain
[24] #blockchain
[22] compliance
[19] essential
[19] goods
[18] vet

Top Words in Tweet in G6:
[81] #supplychain
[80] #unitedstates
[80] #supplychainmanagement
[80] #china
[80] #influence
[80] #chineseinfluence
[80] #counteringchina
[79] dr_adibenayati
[79] #nationalsecuri
[2] foreign

Top Words in Tweet in G7:
[35] #supplychain
[18] #logistics
[10] supply
[9] logistics
[9] chain
[9] management
[9] lastmileair
[8] cold
[8] warehouse
[7] #drones

Top Words in Tweet in G8:
[94] #supplychain
[49] chain
[44] cdp
[42] supply
[32] companies
[28] emissions
[26] 2022
[22] shows
[21] impact
[20] disclosing

Top Words in Tweet in G9:
[40] #supplychain
[17] supply
[15] forbes
[15] #business
[14] chain
[10] #procurement
[9] thanks
[9] ways
[9] #logistics
[8] according

Top Words in Tweet in G10:
[25] #supplychain
[12] business
[11] technative
[10] #cybersecurity
[9] 2023
[7] vmware
[7] 10
[7] observations
[7] leaders
[7] #cloud

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[969] supply,chain
[376] #logistics,#supplychain
[224] link,bio
[178] #supplychain,#logistics
[149] click,link
[114] supply,chains
[104] cvs,health
[104] #supplychain,job
[101] #freight,#logistics
[100] #supplychain,#transportation

Top Word Pairs in Tweet in G1:
[426] supply,chain
[216] link,bio
[134] click,link
[109] #logistics,#supplychain
[101] cvs,health
[100] #supplychain,job
[83] #supplychain,#logistics
[72] #shipping,#supplychain
[72] bio,apply
[69] see,latest

Top Word Pairs in Tweet in G2:
[37] supply,chain
[29] #supplychainnow,#supplychain
[25] take,swings
[25] consequence,life
[25] step,batters
[25] hard,step
[25] anything,consequence
[25] going,hard
[25] life,going
[25] batters,box

Top Word Pairs in Tweet in G3:
[82] pere_mainz,#vechain
[82] supply,chain
[78] vechainthor,accts
[58] accts,060
[45] extensive,preliminary
[45] blockchain,survey
[45] preliminary,blockchain
[45] highlighted,paper
[45] maritime,perspective
[45] survey,maritime

Top Word Pairs in Tweet in G4:
[26] supply,chain
[20] way,looking
[20] useful,way
[20] once,useful
[20] multiple,crises
[20] describe,interaction
[20] looking,world
[20] 'polycrisis',describe
[20] interaction,multiple
[20] crises,once

Top Word Pairs in Tweet in G5:
[26] supply,chain
[19] essential,goods
[17] feeling,heat
[17] goods,feeling
[17] agra,facing
[17] food,agra
[17] compliance,essential
[17] increasing,regulations
[17] facing,increasing
[17] regulations,compliance

Top Word Pairs in Tweet in G6:
[80] #supplychain,#unitedstates
[80] #chineseinfluence,#influence
[80] #china,#chineseinfluence
[80] #supplychainmanagement,#counteringchina
[80] #unitedstates,#supplychainmanagement
[80] #influence,#supplychain
[79] dr_adibenayati,#china
[79] #counteringchina,#nationalsecuri

Top Word Pairs in Tweet in G7:
[9] supply,chain
[8] #logistics,#supplychain
[5] karnika,yashwant
[4] helps,warehouse
[4] #cryptocurrency,#metaverse
[4] guide,advanced
[4] #socialselling,#digitalselling
[4] wms,helps
[4] advanced,warehouse
[4] hard,facts

Top Word Pairs in Tweet in G8:
[39] supply,chain
[19] #supplychain,emissions
[17] cdp,analysis
[17] disclosing,companies
[17] companies,2022
[17] 2022,reported
[17] lt,50
[17] reported,#supplychain
[17] despite,impact
[17] shows,lt

Top Word Pairs in Tweet in G9:
[14] supply,chain
[8] chain,management
[7] management,#procurement
[7] important,roles
[7] procurement,supply
[7] #procurement,#supplychain
[7] #supplychain,#business
[7] #business,#finance
[7] 11,important
[7] roles,procurement

Top Word Pairs in Tweet in G10:
[7] #sustainability,#telco
[7] #cloud,#supplychain
[7] #telco,#metaverse
[7] leaders,2023
[7] 2023,vmware
[7] 10,observations
[7] business,leaders
[7] top,10
[7] vmware,#sustainability
[7] #metaverse,#cloud

Top Replied-To
Top Replied-To in Entire Graph:
@kroger
@monsterscoins
@cryptobullgod23
@mrccommunityact
@foxcryptobsc
@gop
@altgemsalert
@100xaltcoingems
@detikcom
@maphumanintent

Top Replied-To in G1:
@esg_corpstage

Top Replied-To in G2:
@sap
@foreignaffairs
@wsj
@stlouisfed

Top Replied-To in G3:
@dio_ianakiara

Top Replied-To in G5:
@bullmarketsoon
@mnwsupplychain
@mr_blond_008
@kristhought8
@cryptomatrix31
@wauwda
@dreadbong0
@ben_mcclymans
@nahawin
@defi_paanda

Top Replied-To in G7:
@asokan_telecom
@bjswholesale

Top Replied-To in G9:
@forbes

Top Mentioned
Top Mentioned in Entire Graph:
@pere_mainz
@scottwluton
@dr_adibenayati
@mnwsupplychain
@automotiveworld
@_supplychainnow
@lloydslist
@ohhwesley89
@epazz
@mvollmer1

Top Mentioned in G1:
@datexcorpwms
@learn_at_lt
@chicagoessays
@daesltd
@charloteessay
@elaanalytics
@recruiterblupan
@refinitiv
@mersaro_freight

Top Mentioned in G2:
@scottwluton
@_supplychainnow
@gregoryswhite
@turvo
@kevin_jackson
@ratelinx
@sap
@enablesoftware
@pros_inc
@supplychaindive

Top Mentioned in G3:
@pere_mainz
@ohhwesley89
@animalconcerts
@beatzcoin
@chiliz
@dexbet_win
@chopz_888starz
@vechainofficial

Top Mentioned in G4:
@mvollmer1
@antgrasso
@gartner_inc
@acumatica
@ibmsecurity
@grabritain
@66iot
@pymnts
@wef
@mpborman

Top Mentioned in G5:
@mnwsupplychain
@cryptomatrix31
@trippledutch
@nftenth85621516
@100x_alpha
@cryptorobinson_
@paullwilsonn
@arch_tis
@mirzayasirhuss2
@cocacola

Top Mentioned in G6:
@dr_adibenayati

Top Mentioned in G7:
@indigowms
@lastmileair
@pawlowskimario
@mvollmer1
@dlaignite
@frronconi
@zipline
@fourkites
@tobiaskintzel
@curieuxexplorer

Top Mentioned in G8:
@cdp
@supplychaind
@sdcexec
@mckinsey
@galvindex
@tysonlester
@logisticsmatter
@supplychaindive
@supplymgmt
@sce_awards

Top Mentioned in G9:
@forbes
@haritha28633474
@venkatakeerthi8
@freightwaves
@munayyergroup
@kodiakrobotics
@forwardairjobs
@sap
@tycoonstoryco
@tycoonstory2020

Top Mentioned in G10:
@technative
@vmware
@thinkers360
@infosecuritymag
@paulsparrows
@embedded_world
@transform_sec
@asvin_iot
@billmew
@accountingwebuk

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@chidambara09
@detikcom
@kuramato904
@evankirstel
@drtomdepaoli
@menabster
@sudeepkhatri
@avosfrommexico
@dev_discourse

Top Tweeters in G1:
@drtomdepaoli
@dev_discourse
@info_lavoro
@briefingcom
@presseticker
@capitaine_jon
@carlarjenkins
@supplychnonline
@reddysalina
@chicagoessays

Top Tweeters in G2:
@avosfrommexico
@jjaazzee1
@tweetinggoddess
@wsj
@joannef95945936
@pastorannisha
@greentechdon
@yahoofinance
@glamama
@cnet

Top Tweeters in G3:
@sengar_krishan
@felixcepeda8
@grnninjasniper
@luuk22819033
@leobrazilcrypto
@bigandmonsters
@pazdepazzi
@john246824681
@jordansour1
@splendidmite

Top Tweeters in G4:
@sudeepkhatri
@ilovebooks786
@grattonboy
@luengo1958
@wef
@curtisschin
@kanezadiane
@mvollmer1
@johnnosta
@erkanguntore

Top Tweeters in G5:
@ihirejobalerts
@cocacola
@mandivs
@thomaskleimann
@dagnum_pi
@cryptomadness10
@morpheus_neo_
@lewisholdennz
@dreadbong0
@shahryar_sultan

Top Tweeters in G6:
@rajpootgirl08
@armonilamat
@miamosfa
@mfymmd22067144
@highkings3
@nessamyburg
@gametripoli
@saber67175642
@dr_adibenayati
@gilletfire

Top Tweeters in G7:
@nicochan33
@rwang0
@rldi_lamy
@timothy_hughes
@jblefevre60
@jeancayeux
@justblazedro
@heb
@haroldsinnott
@nevillegaunt

Top Tweeters in G8:
@businessinsider
@eco1start
@realpro4real
@mbohl07
@fernandakellner
@andytuit
@logisticsmatter
@wmbtweets
@mckinsey
@strategyndigita

Top Tweeters in G9:
@rantoshak
@taevisionceo
@forbes
@washingtonpost
@taevisionapp
@bworldph
@wsi_usa
@_worldsolutions
@amberowens18
@siliconangle

Top Tweeters in G10:
@akwyz
@yvesmulkers
@ianmcalvert
@dez_blanchfield
@fabriziobustama
@pettet50
@corix_jc
@corixpartners
@billmew
@technative