supplychain, Twitter, 12/3/2022 8:52:49 PM, 285425


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supplychain_2022-12-03_12-28-49.xlsx
supplychain_2022-12-03_12-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 03, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3Fq0lqT
@scottwluton
@antgrasso
@eli_krumova
@pawlowskimario
@awscloud
@_supplychainnow
@godfrey_g_
@talkinlogistics
@mvollmer1
@ibm

Top hashtags:
#supplychain
#logistics
#transportation
#shipping
#ai
#freight
#manufacturing

Description:
Description
The graph represents a network of 5,108 Twitter users whose tweets in the requested range contained "supplychain", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 03 December 2022 at 20:44 UTC.

The requested start date was Saturday, 03 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 1-hour, 51-minute period from Monday, 28 November 2022 at 16:03 UTC to Friday, 02 December 2022 at 17:55 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 : 5108
Unique Edges : 3714
Edges With Duplicates : 8239
Total Edges : 11953
Number of Edge Types : 5
Mentions : 2249
Tweet : 4074
Retweet : 2298
MentionsInRetweet : 3181
Replies to : 151
Self-Loops : 4197
Reciprocated Vertex Pair Ratio : 0.0373636574611279
Reciprocated Edge Ratio : 0.0720357941834452
Connected Components : 1992
Single-Vertex Connected Components : 1390
Maximum Vertices in a Connected Component : 1426
Maximum Edges in a Connected Component : 4883
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.895613
Graph Density : 0.000171352630834059
Modularity : 0.4215
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,108 Twitter users whose tweets in the requested range contained "supplychain", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 03 December 2022 at 20:44 UTC.

The requested start date was Saturday, 03 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 1-hour, 51-minute period from Monday, 28 November 2022 at 16:03 UTC to Friday, 02 December 2022 at 17:55 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 : 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:
[49] https://hbr.org/2022/11/3-steps-to-prepare-your-supply-chain-for-the-next-crisis
[40] https://drtombooks.com/
[11] https://orfonline.org/expert-speaks/chinas-dominance-of-the-solar-photovoltaic-value-chain
[11] https://morpheus.network/
[11] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[11] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[10] https://coruzant.com/blockchain/blockchain-technology-in-food-supply-chain/
[10] https://twitter.com/i/events/1517161928610631680?linkId=100000127279757
[10] https://www.supplychainbrain.com/blogs/1-think-tank/post/35314-how-to-make-the-most-of-supplier-rebate-programs
[9] https://erpsolutionsoodles.medium.com/creating-smart-warehouses-with-iot-enabled-devices-7f2bb29aa8aa

Top URLs in Tweet in G1:
[49] https://hbr.org/2022/11/3-steps-to-prepare-your-supply-chain-for-the-next-crisis
[11] https://orfonline.org/expert-speaks/chinas-dominance-of-the-solar-photovoltaic-value-chain
[9] https://expendablemudge.blogspot.com/2022/11/the-most-wonderful-time-of-year.html
[8] https://slspakistan.com/
[7] http://www.aidevisor.com/services/
[6] https://www.supplychainbrain.com/blogs/1-think-tank/post/35314-how-to-make-the-most-of-supplier-rebate-programs
[6] https://www.copperberg.com/supply-chain-resilience-in-industrial-manufacturing/?utm_source=social&utm_medium=posts&utm_term=article
[5] http://www.procurementheads.com/jobs/
[5] https://www.aipia.info/news.php
[4] https://www.sas.com/sas/events/hackathon.html?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=8313271700&utm_campaign=SAS+Brand

Top URLs in Tweet in G2:
[9] https://coruzant.com/blockchain/blockchain-technology-in-food-supply-chain/
[7] https://www.bbntimes.com/technology/solving-business-problems-with-blockchain
[4] http://www.preleasedwarehouse.com
[3] https://blog.hyland.com/digital-transformation/supply-chain-technology/
[3] http://amshuhu.com/what-they-want-from-your-distributor-management-system/
[2] https://www.cio.com/article/307678/supply-chain-woes-analytics-may-be-the-answer.html
[2] https://www.theweek.in/news/biz-tech/2022/05/05/what-next-for-supply-chain-financing-with-kredx.html
[2] https://cart.com/
[2] https://www.supplychaindive.com/news/fedex-dataworks-cart-dot-com-launch-data-alliance-e-commerce/637439/
[2] https://www.prnewswire.com/news-releases/track-and-trace-solutions-market-to-reach-27-27-billion-by-2029---market-size-share-forecasts--trends-analysis-report-with-covid-19-impact-by-meticulous-research-301674412.html

Top URLs in Tweet in G3:
[7] https://artofprocurement.com/pod-procurement-6-november-25th-2022/
[5] https://event.on24.com/eventRegistration/EventLobbyServletV2?target=reg20V2.jsp&eventid=3978299&sessionid=1&key=FADD7F4E1BE79824ACDB9614A17EC62B&groupId=4228658&partnerref=social&sourcepage=register
[5] https://partners.wsj.com/nvidia/why-ai-needs-to-be-a-supply-chain-priority/?ncid=so-twit-576377-vt23#cid=ix04_so-twit_en-us
[4] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/november-28-december-2-indirect-spend-modern-slavery-supply-chain-process-maturity
[4] https://twitter.com/ScottWLuton/status/1597420988874252289
[3] https://buyersmeetingpoint.com/news-and-events/news-bmp/1110-winter-is-coming-trouble-in-the-energy-supply-chain
[3] https://podcasts.captivate.fm/media/6edb8e3d-8251-47b3-9041-4ef6b5496702/FINAL-20AUDIO-20Dial-20P-20Updated-20Classic-20The-20Baby-20For-converted.mp3
[3] https://podcasts.captivate.fm/media/e1632108-d321-43ed-b4a9-b73bba9fcebd/FINAL-20AUDIO-20DP-200616-20Z-20MPG.mp3
[3] https://buyersmeetingpoint.com/news-and-events/news-bmp/1115-10-tips-for-supplier-diversity-success
[3] https://www.linkedin.com/pulse/10-tips-supplier-diversity-success-kelly-barner/

Top URLs in Tweet in G4:
[10] https://twitter.com/i/events/1517161928610631680?linkId=100000127279757
[9] https://erpsolutionsoodles.medium.com/creating-smart-warehouses-with-iot-enabled-devices-7f2bb29aa8aa
[6] https://www.mckinsey.com/featured-insights/themes/how-to-build-supply-chain-resilience?cid=other-soc--mip-mck-oth---&sid=7150709528&linkId=170478679
[6] https://developer.ibm.com/blogs/sci-the-weather-company/?social_post=3203196344&linkId=84423293
[4] https://www.datasciencecentral.com/profiles/blogs/dsc-thursday-news-12-nov-2020
[4] https://thehearup.com/how-does-iot-asset-tracking-help-in-supply-chain-visibility/23744/
[4] https://www.devdiscourse.com/article/technology/1109463-technologies-that-will-drive-the-new-normal-post-covid-19
[3] https://www.supplychainquarterly.com/podcasts
[3] https://ocw.mit.edu/search/
[3] https://www.mckinsey.com/~/media/mckinsey/featured%20insights/innovation/globalization%20in%20transition%20the%20future%20of%20trade%20and%20value%20chains/mgi-globalization%20in%20transition-the-future-of-trade-and-value-chains-full-report.ashx

Top URLs in Tweet in G5:
[5] https://positivepurchasing.com/podcast-the-procurement-show/
[3] https://www.supplychainbrain.com/blogs/1-think-tank/post/35314-how-to-make-the-most-of-supplier-rebate-programs
[2] https://www.cnbc.com/2022/11/28/with-rail-strike-looming-tech-companies-reroute-chips-to-trucking-.html
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=97d68285-6c6d-11ed-b0f8-516e7a4f7a6f&url=L25ld3MvbmV3c2xldHRlcnMvMjAyMi0xMS0yMi9zdXBwbHktY2hhaW4tbGF0ZXN0LXdlc3QtY29hc3QtcG9ydHMtdG8tY2VkZS1jYXJnby10by1lYXN0LWNvYXN0LXJpdmFscw==
[1] https://www.supplychaindive.com/news/macys-inventory-management-no-glut-supply-chain-officer-dennis-mullahy-interview-peak-season/635408/
[1] https://www.youtube.com/watch?v=C61xsft6toc

[1] https://www.youtube.com/watch?v=TYXPWO3eSeA

[1] https://www.supplychaindive.com/news/just-in-time-supply-chains-dead/637492/
[1] https://www.sdcexec.com/safety-security/risk-compliance/article/22512094/rebirth-analytics-how-the-world-can-eliminate-supply-chain-risk
[1] https://www.ascm.org/learning-development/?&utm_source=twitter&utm_medium=social&utm_campaign=cert_cyber-2022_20221202

Top URLs in Tweet in G6:
[4] https://www.sdcexec.com/warehousing/micro-fulfillment/article/22512720/modula-the-key-to-reimagining-ecommerce-microfulfillment
[3] https://splash247.com/chinese-stocks-rally-as-shipping-looks-on-for-signs-of-beijing-easing-covid-measures/
[2] https://www.retaildive.com/news/target-starbucks-curbside-pickup-service/637353/
[2] https://omnitalk.blog/2022/11/29/walmart-overtakes-amazon-in-shoppers-search-for-black-friday-bargains/
[2] https://www.customssupport.com/en/news/3d-printing-future-trade
[2] https://www.alcottglobal.com/what-makes-a-top-supply-chain-talent/
[2] https://techcrunch.com/2022/11/29/software-supply-chain-security-is-broader-than-solarwinds-and-log4j/
[2] https://www.dcvelocity.com/articles/56078-supply-chain-cyberattacks-to-ramp-up-on-2023
[2] https://www.digitalcommerce360.com/2022/11/22/most-suppliers-miss-out-on-supply-chain-automation-benefits-study-says/
[2] https://multichannelmerchant.com/blog/mitigating-supply-chain-disruption-for-smbs/

Top URLs in Tweet in G7:
[3] https://www.logisticsbusiness.com/transport-distribution/ports-shipping/predicting-2023-supply-chain-innovations/
[2] https://www.laranews.net/ryanair-and-shell-sign-sustainable-fuel-agreement/?utm_source=rss&utm_medium=rss&utm_campaign=ryanair-and-shell-sign-sustainable-fuel-agreement
[2] https://lloydslist.maritimeintelligence.informa.com/LL1143153/Russian-interference-cuts-Odesa-ports-capacity-in-half-says-Ukrainian-official
[2] https://lloydslist.maritimeintelligence.informa.com/LL1143151/How-will-Chinas-zero-Covid-policy-play-out-for-dry-bulk
[2] https://lloydslist.maritimeintelligence.informa.com/LL1143166/Carriers-told-to-manage-capacity-to-avoid-all-out-rate-war
[2] https://lloydslist.maritimeintelligence.informa.com/LL1143172/Awilco-LNG-secures-time-charter-employment-for-fleet-at-strong-rates
[2] https://lloydslist.maritimeintelligence.informa.com/LL1143190/Maersk-and-IBM-to-halt-TradeLens-operations-in-2023
[2] https://lloydslist.maritimeintelligence.informa.com/LL1143203/UK-shipping-needs-$90bn-to-meet-net-zero-goal
[2] https://www.parcelandpostaltechnologyinternational.com/news/logistics/dhl-supply-chain-to-create-carbon-neutral-warehouses-in-key-european-markets.html
[2] https://www.parcelandpostaltechnologyinternational.com/news/staff-personnel/xpo-hires-more-than-1000-uk-drivers-in-2022.html

Top URLs in Tweet in G8:
[2] https://journals.sagepub.com/doi/epub/10.1177/23996544221142763
[1] https://twitter.com/PERE_Mainz/status/1597495088250499074
[1] https://journals.sagepub.com/doi/pdf/10.1177/23996544221142763
[1] https://twitter.com/eisenreich/status/1378081951022743556

Top URLs in Tweet in G9:
[9] https://morpheus.network/
[1] https://twitter.com/Crypto_Racer_/status/1596870501988970496
[1] https://www.lexology.com/library/detail.aspx?g=b5fed0cd-ede7-436d-9e57-f48f538c48b0
[1] https://twitter.com/HGTPTony/status/1594054000072331264
[1] https://www.twitch.tv/spartacus_for_academy

Top URLs in Tweet in G10:
[1] https://redirect.viglink.com?u=https%3A%2F%2Fteams.microsoft.com%2Fregistration%2FZEmVD3cAAkuBPHsVLRgLPA%2CK39ALLkApk6qdfuRXdFr2g%2Cy6pQp-tjEEGlBPfn3nGA1A%2C1dh_01MVHE-1GXwI97XvFA%2CVJ7UO2Q6skqhu-Zq4YpuWQ%2COHfB2HsFuEuJV2oYBQLc0w%3Fmode%3Dread%26tenantId%3D0f954964-0077-4b02-813c-7b152d180b3c&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://pauncefoteandhay.substack.com/p/tis-normally-the-season#:~:text=lowest
[1] since
[1] February.-,Warehouse
[1] storage,-rates
[1] across
[1] the
[1] https://pauncefoteandhay.substack.com/
[1] https://www.bls.gov/news.release/empsit.nr0.htm
[1] https://www.cnbc.com/2022/11/23/with-unions-aligned-rail-strike-emergency-planning-timeline-is-clear.html

Top Domains
Top Domains in Tweet in Entire Graph:
[335] careerarc.com
[202] co.uk
[197] twitter.com
[117] linkedin.com
[74] automotiveworld.com
[69] youtube.com
[67] informa.com
[59] drtombooks.com
[55] hbr.org
[54] theloadstar.com

Top Domains in Tweet in G1:
[319] careerarc.com
[55] twitter.com
[49] linkedin.com
[49] hbr.org
[40] maritime-network.com
[37] youtube.com
[33] aplitrak.com
[30] co.uk
[27] dy.si
[17] com.au

Top Domains in Tweet in G2:
[9] coruzant.com
[8] bbntimes.com
[6] qodeonline.com
[5] gartner.com
[5] settyl.com
[4] hyland.com
[4] preleasedwarehouse.com
[3] supplychaindive.com
[3] amshuhu.com
[3] manufacturingdigital.com

Top Domains in Tweet in G3:
[26] captivate.fm
[19] linkedin.com
[16] twitter.com
[14] on24.com
[12] wsj.com
[10] buyersmeetingpoint.com
[10] bit.ly
[10] oracle.com
[7] artofprocurement.com
[7] supplier.io

Top Domains in Tweet in G4:
[39] twitter.com
[10] mckinsey.com
[9] medium.com
[6] ibm.com
[6] devdiscourse.com
[4] supplychainquarterly.com
[4] mit.edu
[4] datasciencecentral.com
[4] thehearup.com
[4] youtube.com

Top Domains in Tweet in G5:
[9] supplychainbrain.com
[7] freightwaves.com
[6] supplychaindive.com
[5] bloomberg.com
[5] positivepurchasing.com
[3] ascm.org
[3] cnbc.com
[3] bit.ly
[2] youtube.com
[2] theloadstar.com

Top Domains in Tweet in G6:
[8] sdcexec.com
[8] splash247.com
[7] techcrunch.com
[5] theloadstar.com
[4] omnitalk.blog
[3] wsj.com
[3] bloomberg.com
[3] retaildive.com
[3] lexology.com
[3] dcvelocity.com

Top Domains in Tweet in G7:
[74] automotiveworld.com
[66] informa.com
[46] theloadstar.com
[30] logisticsbusiness.com
[17] co.uk
[16] parcelandpostaltechnologyinternational.com
[14] voxlog.fr
[12] aircargonews.net
[12] africasupplychainmag.com
[9] okt.to

Top Domains in Tweet in G8:
[3] sagepub.com
[2] twitter.com

Top Domains in Tweet in G9:
[9] morpheus.network
[2] twitter.com
[1] lexology.com
[1] twitch.tv

Top Domains in Tweet in G10:
[2] substack.com
[2] mailchi.mp
[1] viglink.com
[1] bls.gov
[1] cnbc.com
[1] abc3340.com
[1] npr.org
[1] detroitnews.com
[1] ngfa.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6066] supplychain
[1109] logistics
[354] transportation
[319] shipping
[291] ai
[287] freight
[206] manufacturing
[174] procurement
[155] technology
[154] sustainability



Top Hashtags in Tweet in G1:
[2801] supplychain
[439] logistics
[201] shipping
[129] transportation
[121] cargo
[114] freight
[97] manufacturing
[93] transport
[86] business
[78] warehouse

Top Hashtags in Tweet in G2:
[305] supplychain
[147] ai
[62] logistics
[43] artificialintelligence
[37] reinvent
[36] iot
[36] future
[36] driverless
[36] electric
[36] hydrogen

Top Hashtags in Tweet in G3:
[218] supplychain
[48] inflation
[38] procurement
[26] supplychainnow
[19] cx
[18] goodnews
[12] podcast
[12] logistics
[9] supplierdiversity
[8] cybersecurity

Top Hashtags in Tweet in G4:
[119] supplychain
[47] ai
[41] iot
[27] technology
[25] digitaltransformation
[20] ml
[19] iiot
[19] automation
[18] industry40
[18] tech

Top Hashtags in Tweet in G5:
[80] supplychain
[8] procurement
[7] intermodal
[6] trucking
[6] logistics
[6] purchasing
[4] china
[4] railroad
[4] strike
[4] railroadworkers

Top Hashtags in Tweet in G6:
[120] supplychain
[37] logistics
[18] retail
[14] ecommerce
[10] transportation
[9] sustainability
[8] inventory
[5] scnsummit
[5] manufacturing
[5] rail

Top Hashtags in Tweet in G7:
[321] supplychain
[267] logistics
[138] transportation
[119] freight
[74] automotive
[69] shipping
[49] shippingpodcast
[20] logistique
[19] aircargo
[19] airfreight

Top Hashtags in Tweet in G8:
[33] vechain
[3] blockchain
[3] supplychain
[2] sustainability
[1] crypto
[1] transparency
[1] krypto
[1] nachhaltigkeit
[1] transparenz
[1] business

Top Hashtags in Tweet in G9:
[32] supplychain
[21] interoperability
[21] ai
[21] layer1
[21] id
[17] mnw
[14] crypto
[9] morpheusnetwork
[9] mnwsupplychain
[9] utility

Top Hashtags in Tweet in G10:
[22] supplychain
[2] economy
[2] foodprices
[2] trade
[2] railstrike
[2] agriculture
[1] criticalminerals
[1] oil
[1] employment
[1] inflation

Top Words
Top Words in Tweet in Entire Graph:
[6064] #supplychain
[1623] supply
[1378] chain
[1109] #logistics
[827] more
[772] job
[610] link
[580] bio
[491] click
[424] business

Top Words in Tweet in G1:
[2800] #supplychain
[726] job
[557] link
[542] bio
[445] supply
[444] click
[439] #logistics
[401] more
[388] chain
[354] apply

Top Words in Tweet in G2:
[305] #supplychain
[174] supply
[166] antgrasso
[161] chain
[152] end
[147] #ai
[116] create
[114] between
[80] performance
[78] vision

Top Words in Tweet in G3:
[218] #supplychain
[171] scottwluton
[111] _supplychainnow
[88] join
[62] supply
[60] sap
[53] chain
[49] learn
[48] #inflation
[44] more

Top Words in Tweet in G4:
[119] #supplychain
[61] eli_krumova
[47] #ai
[41] #iot
[29] supply
[27] #technology
[25] #digitaltransformation
[24] chain
[20] #ml
[19] #iiot

Top Words in Tweet in G5:
[80] #supplychain
[24] supply
[19] strike
[15] scbrain
[15] chain
[14] big
[13] union
[13] help
[12] apparatchiks
[12] boys

Top Words in Tweet in G6:
[120] #supplychain
[39] supply
[37] #logistics
[26] chain
[19] more
[18] #retail
[17] china
[15] key
[14] #ecommerce
[14] covid

Top Words in Tweet in G7:
[321] #supplychain
[267] #logistics
[138] #transportation
[119] #freight
[74] automotiveworld
[74] #automotive
[69] #shipping
[68] lloydslist
[49] #shippingpodcast
[46] theloadstar

Top Words in Tweet in G8:
[67] vechain
[63] supply
[61] highlighted
[35] chains
[34] sustainable
[34] journal
[34] vechain's
[34] collaboration
[34] article
[34] recent

Top Words in Tweet in G9:
[87] project
[60] mnw
[32] qnt
[32] #supplychain
[23] tao
[22] dreadbong0
[22] azero
[21] #layer1
[21] #interoperability
[21] cheq

Top Words in Tweet in G10:
[22] #supplychain
[18] one
[16] against
[16] ensemble
[16] succeed
[16] l'un
[16] veut
[16] l'autre
[16] réussir
[16] contre

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1329] supply,chain
[579] link,bio
[500] #logistics,#supplychain
[385] click,link
[246] #supplychain,job
[217] cvs,health
[196] #supplychain,#logistics
[188] supply,chains
[172] bio,apply
[154] #supplychain,#transportation

Top Word Pairs in Tweet in G1:
[541] link,bio
[364] supply,chain
[354] click,link
[232] #supplychain,job
[198] cvs,health
[163] bio,apply
[131] bio,see
[126] see,latest
[111] #supplychain,#logistics
[109] #logistics,#supplychain

Top Word Pairs in Tweet in G2:
[150] supply,chain
[76] end,end
[74] chain,transformation
[73] strategy,optimize
[73] leadership,tenacity
[73] optimize,end
[73] vision,leadership
[73] transformation,strategy
[73] performance,needs
[73] needs,vision

Top Word Pairs in Tweet in G3:
[53] supply,chain
[42] _supplychainnow,join
[39] focused,outsmarting
[39] outstanding,conversations
[39] both,working
[39] scottwluton,outstanding
[39] #inflation,comes
[39] outsmarting,#inflation
[39] demand,including
[39] conversations,demand

Top Word Pairs in Tweet in G4:
[24] supply,chain
[17] #ai,#ml
[16] #iot,#iiot
[12] #bigdata,#datascience
[11] #iiot,#iotpl
[10] #datascience,#ai
[10] #futureofwork,#digitaltransformation
[10] #semiconductors,#intel
[10] #intel,#intelon
[10] intel,#supplychain

Top Word Pairs in Tweet in G5:
[14] supply,chain
[12] boys,way
[12] strike,deal
[12] avoid,strike
[12] gaslight,labor
[12] deal,rank
[12] labor,union
[12] rank,file
[12] big,boys
[12] union,bust

Top Word Pairs in Tweet in G6:
[26] supply,chain
[18] #supplychain,#logistics
[10] #logistics,#supplychain
[9] #supplychain,#retail
[8] #supplychain,#sustainability
[6] supply,chains
[5] scn,summit
[5] week's,scn
[5] learn,more
[5] summit,presented

Top Word Pairs in Tweet in G7:
[260] #logistics,#supplychain
[120] #supplychain,#transportation
[117] #freight,#logistics
[74] #automotive,#logistics
[74] #transportation,automotiveworld
[68] #shipping,#freight
[68] #supplychain,lloydslist
[49] #shippingpodcast,#freight
[46] #supplychain,theloadstar
[30] #transportation,logisticsbizz

Top Word Pairs in Tweet in G8:
[35] supply,chains
[34] chains,vechain's
[34] vechain's,collaboration
[34] recent,journal
[34] highlighted,recent
[34] collaboration,highlighted
[34] sustainable,supply
[34] journal,article
[34] vechain,sustainable
[33] eisenreich,vechain

Top Word Pairs in Tweet in G9:
[21] project,mnw
[21] #layer1,project
[21] #interoperability,project
[21] project,azero
[21] tao,#ai
[21] qnt,#interoperability
[21] project,cheq
[21] #id,project
[21] #ai,project
[21] cheq,#id

Top Word Pairs in Tweet in G10:
[16] l'autre,succeed
[16] ensemble,l'un
[16] succeed,together
[16] contre,l'autre
[16] veut,réussir
[16] one,against
[16] l'un,contre
[16] against,another
[16] réussir,ensemble
[16] together,one

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@oracle
@keepmoathomes
@petebuttigieg
@cryptoworld202
@leadermcconnell
@dhlsupplychain
@coinmarketcap
@kshalilu
@supplychaindive

Top Replied-To in G1:
@redarrow3pl
@westmond_

Top Replied-To in G2:
@gartner_inc

Top Replied-To in G3:
@oracle
@jennyfroome
@sapics01
@manufuture_ltd
@apple
@kinaxis

Top Replied-To in G4:
@idgtechtalk

Top Replied-To in G5:
@supplychaindive
@ascm_hq

Top Replied-To in G6:
@bw
@logtecheric
@jake_hoffman19
@samcrut

Top Replied-To in G7:
@dhlsupplychain
@logifrio
@bollorelog
@etihadcargo_om
@xpologistics

Top Replied-To in G9:
@mnwsupplychain
@dreadbong0

Top Replied-To in G10:
@potus
@petebuttigieg
@wmwms224
@melissalalinea
@pamelahensley22
@whitehouse
@greg_price11

Top Mentioned
Top Mentioned in Entire Graph:
@scottwluton
@antgrasso
@_supplychainnow
@automotiveworld
@lloydslist
@sap
@mvollmer1
@eli_krumova
@awsarchitecture
@theloadstar

Top Mentioned in G1:
@expendablemudge
@datexcorpwms
@kpi_supply
@latribunetlse
@servispart
@ologusa
@newpowerww
@stockie_raj

Top Mentioned in G2:
@antgrasso
@mvollmer1
@awscloud
@ronald_vanloon
@pawlowskimario
@jameseagle17
@jblefevre60
@jamesvgingerich
@amshuhu_itech
@frronconi

Top Mentioned in G3:
@scottwluton
@_supplychainnow
@sap
@gregoryswhite
@buyersmeetpoint
@idc
@dialprocurement
@wsj
@coupa
@jennyfroome

Top Mentioned in G4:
@eli_krumova
@inteluk
@intel
@antgrasso
@calsoft_data
@antgrasso_it
@gs1_us
@mckinsey
@kirkdborne
@pawlowskimario

Top Mentioned in G5:
@scbrain
@traderstef
@freightwaves
@procurementshow
@supplychaindive
@bloomberg
@cnbc
@ft
@jonathan_obrien
@paulcphilpott

Top Mentioned in G6:
@sdcexec
@ltdmanagement
@foodlogistics
@maersk
@logisticsmatter
@future_shipping
@wswmuc
@marinamayer
@enablesoftware
@splash_247

Top Mentioned in G7:
@automotiveworld
@lloydslist
@theloadstar
@logisticsbizz
@ukhaulier
@parcelpostal
@freightupdates
@news_lara
@dhlsupplychain
@vox_log

Top Mentioned in G8:
@eisenreich
@pere_mainz
@vechain_ger_aut

Top Mentioned in G9:
@dreadbong0
@mnwsupplychain
@crypto_racer_
@shannogees
@crypt0proselyte
@defiler_69
@forspartacus
@wasithetics
@aramco
@danmorpheusceo

Top Mentioned in G10:
@aureliebonal
@emmanuelmacro
@potus
@whitehouse
@cgagroup
@cuzzimj
@petebuttigieg
@emmanuelmacron
@warehousequote_
@bls_gov

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marekingu
@filafresh
@alerttrade
@tesco
@paoloigna1
@gambiste1
@ronniehowlett3
@hrblock_21
@cybersecurityn8

Top Tweeters in G1:
@filafresh
@natioscourge
@info_lavoro
@billmoore20
@dumbwire
@roccodallas
@orfonline
@ihirejobalerts
@networx_recruit
@presseticker

Top Tweeters in G2:
@evankirstel
@sudeepkhatri
@godfrey_g_
@serverlessfan
@ssxman2
@ricardo_ik_ahau
@jamesvgingerich
@nicochan33
@trackntracer
@shi4tech

Top Tweeters in G3:
@hrblock_21
@john_siracusa
@reuters
@lllwry
@mcdonalds
@qbankendy
@wsj
@pastorannisha
@natlawreview
@ikerot

Top Tweeters in G4:
@sectest9
@paoloigna1
@cybersecurityn8
@o_fabriciosouza
@yvesmulkers
@startzai
@techinjektion
@mbohl07
@eli_krumova
@nevillegaunt

Top Tweeters in G5:
@sustain05
@cnn
@ft
@cointelegraph
@lglourencetti
@traderstef
@land_line_mag
@iot_automotive
@jamesgrickards
@nwtls

Top Tweeters in G6:
@gambiste1
@joe_in_indiana
@splash_247
@bw
@grupokoehofrd
@wswmuc
@logisticsmatter
@worldbank
@cloud_smart_bot
@samchambers

Top Tweeters in G7:
@bot_cybernews
@syaiffrie
@automotiveworld
@lloydslist
@roberto_vs3
@air101blog
@here
@trendmicro
@freightupdates
@afdb_group

Top Tweeters in G8:
@kinggov3
@pazdepazzi
@sanpei75196862
@solaleh51699853
@manishd42621535
@vitadoc1
@mrjoellzpoellz
@futurecryptoc
@bruce21b
@zzinovvv

Top Tweeters in G9:
@kirkdborne
@mandivs
@plan_abc_xyz
@thickierozay
@morpheus_neo_
@bbugs_wagmi_bot
@dreadbong0
@legitcryptonerd
@cryptoispoetry
@srgordongekko

Top Tweeters in G10:
@costeslioneler
@nordsud6213
@eric_vds
@rose91912584
@manitoucom
@ladynurse1974
@vlanon
@ibarraangelicam
@sacpaaz
@sebtaisne81


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