supplychain, Twitter, 8/20/2022 8:09:11 PM, 280416


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supplychain_2022-08-20_12-28-50.xlsx
supplychain_2022-08-20_12-28-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 20, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3PDhDCw
@vanprobsolution
@eisenreich
@scottwluton
@paradigm29s
@freightwaves
@antgrasso
@pawlowskimario
@dbschenkerusa
@ericreports
@itu

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

Description:
Description
The graph represents a network of 5,173 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, 20 August 2022 at 19:43 UTC.

The requested start date was Saturday, 20 August 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 3-day, 20-hour, 28-minute period from Monday, 15 August 2022 at 21:26 UTC to Friday, 19 August 2022 at 17:54 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 : 5173
Unique Edges : 3575
Edges With Duplicates : 8543
Total Edges : 12118
Number of Edge Types : 5
Tweet : 3812
Retweet : 2649
MentionsInRetweet : 3387
Mentions : 2148
Replies to : 122
Self-Loops : 3912
Reciprocated Vertex Pair Ratio : 0.0342281879194631
Reciprocated Edge Ratio : 0.0661907852044127
Connected Components : 1820
Single-Vertex Connected Components : 1209
Maximum Vertices in a Connected Component : 1878
Maximum Edges in a Connected Component : 6206
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.154548
Graph Density : 0.000172791708509695
Modularity : 0.423878
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 5,173 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, 20 August 2022 at 19:43 UTC.

The requested start date was Saturday, 20 August 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 3-day, 20-hour, 28-minute period from Monday, 15 August 2022 at 21:26 UTC to Friday, 19 August 2022 at 17:54 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:
[46] https://drtombooks.com/
[33] https://impact.economist.com/projects/modernizing-air-travel/?source=EBBZTw00000IFS00M&wtExtndSource=SallyEaves
[25] https://www.cioinsight.com/big-data/supply-chain-automation/
[23] https://www.einnews.com/pr_news/584194299/vector-global-logistics-and-supply-chain-now-host-leveraging-logistics-for-ukraine-working-sessions-to-provide-aid
[23] https://www.ey.com/en_gl/technology-sector/how-do-you-stay-on-course-when-the-direction-keeps-changing
[19] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[17] https://www.britopian.com/data/digital-transformation-topics-research/
[14] https://www.laprogressive.com/economic-equality/secret-fox-lefties
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books

Top URLs in Tweet in G1:
[46] https://drtombooks.com/
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[8] http://www.procurementheads.com/jobs/
[7] https://www.supplychainbrain.com/articles/35295-from-smartphones-to-cars-chip-supply-woes-baffle-investors
[7] https://www.linkedin.com/posts/libonomy_security-blockchain-supplychain-activity-6894515075982397440-NbAm?utm_source=linkedin_share&utm_medium=member_desktop_web
[6] https://www.supplychainbrain.com/blogs/1-think-tank/post/35207-why-procurement-and-supply-chain-functions-need-to-converge
[5] https://www.orbichem.com/blog/new-chemical-industry-imperatives-expanding-inventory-and-making-supply-chains-robust?utm_campaign=Tecnon
[5] https://www.fiverr.com/zakariachaouch/make-donald-trump-sing-happy-birthday-for-you?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19737931_|afp0:random-hashtag|afp1:zakariachaouch/make-donald-trump-sing-happy-birthday-for-you&show_join=true
[5] https://drtombooks.com/common-sense-supply-management/

Top URLs in Tweet in G2:
[33] https://impact.economist.com/projects/modernizing-air-travel/?source=EBBZTw00000IFS00M&wtExtndSource=SallyEaves
[23] https://www.ey.com/en_gl/technology-sector/how-do-you-stay-on-course-when-the-direction-keeps-changing
[20] https://www.cioinsight.com/big-data/supply-chain-automation/
[18] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[17] https://www.britopian.com/data/digital-transformation-topics-research/
[12] https://www.msn.com/en-us/money/smallbusiness/why-supply-chain-digitalisation-is-the-need-of-the-hour/ar-AA10KqrD?fromMaestro=true
[10] https://www.supplychainbrain.com/articles/35425-digital-robots-can-transform-your-supply-chain-management-processes
[10] http://2bproductive.blogspot.com/2022/01/uncovering-key-business-management.html
[9] http://landing.gobolt.ai/
[8] https://wibozi.com/

Top URLs in Tweet in G3:
[1] https://iopscience.iop.org/article/10.1088/1742-6596/2311/1/012006/pdf
[1] https://twitter.com/PERE_Mainz/status/1559861269804507138
[1] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Fcontent%2Fpdf%2F10.1007%2F978-3-030-93975-5.pdf
[1] https://twitter.com/PERE_Mainz/status/1560201739671949315
[1] https://www.straitstimes.com/business/online-grocery-platform-that-makes-supply-chain-process-transparent-on-trial-in-spore
[1] https://www.linkedin.com/pulse/smart-freight-contracts-just-make-more-sense-jeff-ashcroft
[1] https://www.gs1.org/standards/traceability/case-study-library

Top URLs in Tweet in G4:
[3] https://www.scmr.com/article/sustainability_is_now_on_your_agenda
[3] https://www.b2e-media.com/magazines/supplychain-strategy-issue-1
[2] https://www.techtarget.com/searcherp/news/252523892/CHIPS-Act-should-simplify-semiconductor-supply-chains
[2] https://www.bain.com/insights/supply-chains-are-looking-up-literally/?utm_source=twitter&utm_medium=social_organic&utm_content=5064555497&linkId=122621768
[2] https://www2.deloitte.com/ie/en/pages/technology/articles/when-two-chains-combine-.html?utm_content=buffer0b75f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.mckinsey.com/business-functions/operations/our-insights/autonomous-supply-chain-planning-for-consumer-goods-companies?cid=other-soc-twi-mop-mck-oth---&sid=6664728621&linkId=158660428
[1] https://www.digitimes.com/news/a20220303VL204/byd-electric-vehicle-indonesia.html&chid=10
[1] https://www.irishtimes.com/business/2022/08/15/sun-shines-on-wicklow-wolf-brewery-as-solar-panels-yield-60-electricity-saving/
[1] https://www.mckinsey.com/industries/travel-logistics-and-infrastructure/our-insights/overcoming-global-supply-chain-challenges
[1] https://www.youtube.com/watch?v=jyDKjx69mLE&feature=youtu.be


Top URLs in Tweet in G5:
[19] https://www.einnews.com/pr_news/584194299/vector-global-logistics-and-supply-chain-now-host-leveraging-logistics-for-ukraine-working-sessions-to-provide-aid
[10] https://go.6river.com/august-webinar-data-insights
[8] https://twitter.com/ScottWLuton/status/1552322437533949955
[7] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/august-15-19-george-orwell-inspiring-women-and-optimizing-cash-flows
[5] https://twitter.com/i/broadcasts/1RDxlgzzbWEJL
[5] https://twitter.com/i/broadcasts/1LyGBogDakEJN
[5] https://podcasts.captivate.fm/media/9ba97769-b01d-421d-97b6-5d20e15668ac/FINAL-20AUDIO-20DP-200804-20Z-20MPG.mp3
[5] https://twitter.com/ScottWLuton/status/1559932776568090624
[4] https://twitter.com/ScottWLuton/status/1558615165016444930
[3] https://twitter.com/i/broadcasts/1RDxlgzPNZjJL

Top URLs in Tweet in G6:
[4] https://get.coupa.com/22-10-06_CE_EMEA_Coupa_22-London-Executive-Summit-UK_Register-London.html?network=twitter&userID=81987b76-82d4-49c4-be90-7686c291d538&campaign_name=everyonesocial&es_id=5ba2f945d3
[3] https://spendnetwork.com/supporting-sustainble-procurement-in-the-construction-industry/?utm_content=217508650&utm_medium=social&utm_source=linkedin&hss_channel=lcp-3285896
[3] https://www.supplychainbrain.com/articles/35454-five-supply-chain-challenges-and-how-process-people-and-technology-can-help-overcome-them
[3] https://www.dcvelocity.com/articles/55096-the-robots-are-here-now-what?es_id=41981f2c3f
[3] https://www.coldchainpacking.com/
[2] https://supplychaindigital.com/digital-supply-chain/advancing-the-digital-supply-chain-with-strategic-sourcing
[2] https://www.foxbusiness.com/markets/supply-chain-look-like-summer?cid=20073
[2] https://www.sccgltd.com/transport-optimisation/
[2] https://www.sathguru.com/executive-education/food-retail-executive-program/
[2] https://www.coupa.com/blog/supply-chain/unrelenting-supply-chain-disruptions-spur-supply-chain-procurement-and-finance?network=twitter&userID=81987b76-82d4-49c4-be90-7686c291d538&campaign_name=everyonesocial&es_id=48bd35fe85

Top URLs in Tweet in G7:
[6] http://tinoiq.com/supply-chain
[4] https://www.davidnorford.info
[2] https://lloydslist.maritimeintelligence.informa.com/LL1141943/Keppel-Shipyard-wins-29bn-FPSO-newbuild-contract-from-Petrobras
[2] https://lloydslist.maritimeintelligence.informa.com/LL1141954/Altera-Infrastructure-files-for-Chapter-11-debt-restructuring
[2] https://lloydslist.maritimeintelligence.informa.com/LL1141970/MISC-optimistic-on-upstream-oil-and-gas-sector
[2] https://lloydslist.maritimeintelligence.informa.com/LL1141976/Odfjell-says-chemical-tanker-rates-at-highest-since-2007
[2] https://lloydslist.maritimeintelligence.informa.com/LL1141908/One-Hundred-Ports-An-end-to-congestion
[2] https://lloydslist.maritimeintelligence.informa.com/LL1141985/Australias-grain-shipments-remain-stable-in-first-half
[2] https://www.logisticsbusiness.com/materials-handling-warehousing/distribution-centre-property/customs-partnership-fulfils/
[2] https://www.parcelandpostaltechnologyinternational.com/news/delivery/geodis-to-acquire-need-it-now-delivers.html

Top URLs in Tweet in G8:
[3] https://www.information-age.com/blockchain-technology-for-supply-chain-123498757/
[2] https://www.sap.com/programs/btp-better-together-customer-series.html
[2] https://smartfutures.org.uk/manufacturing-field-service-productivity-could-ai-and-ar-be-the-solution/
[1] https://livesocial.seismic.com/tdsML5
[1] https://www.transportandlogisticsme.com/smart-container-handling/average-container-prices-decline-amid-peak-shipping-season
[1] https://www.sustainabilitymenews.com/environmental-social/entwined-with-climate-crisis-food-systems-need-to-be-more-sustainable
[1] https://smartfutures.org.uk/the-variable-data-behind-sustainable-food-supply-chains/
[1] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[1] https://sloanreview.mit.edu/article/clinical-ai-gets-the-headlines-but-administrative-ai-may-be-a-better-bet/?utm_source=twitter&utm_medium=social&utm_campaign=sm-direct%E2%80%A6
[1] https://www.livefr8.com/

Top URLs in Tweet in G9:
[1] https://www.meti.go.jp/covid-19/supplychain/index.html
[1] https://twitter.com/KojiHirai6/status/1559627236969709568

Top URLs in Tweet in G10:
[4] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[3] http://ws-jp.co.jp/2021/10/15/world-24/
[2] https://landline.media/minnesota-extends-emergency-fuel-order/
[2] https://landline.media/fmcsa-reports-two-crashes-under-emergency-declaration-since-march-2020/
[2] https://supplychaindigital.com/supply-chain-risk-management/three-ways-to-future-proof-your-supply-chain
[2] https://www.reuters.com/markets/us/us-works-with-firms-supply-chains-ease-port-congestion-2022-08-10/
[2] https://www.axios.com/2022/08/08/supply-chain-inflation-prices-economy
[1] https://thebossmagazine.com/why-source-from-diverse-suppliers/?utm_content=218199598&utm_medium=social&utm_source=twitter&hss_channel=tw-1039681167547670528
[1] https://humanitarian.mit.edu/
[1] https://integrations.chain.io/?utm_content=218199396&utm_medium=social&utm_source=twitter&hss_channel=tw-1039681167547670528

Top Domains
Top Domains in Tweet in Entire Graph:
[328] careerarc.com
[191] twitter.com
[163] co.uk
[84] linkedin.com
[83] vision33.com
[79] youtube.com
[68] informazione.it
[67] drtombooks.com
[66] maritime-network.com
[61] informa.com

Top Domains in Tweet in G1:
[279] careerarc.com
[86] co.uk
[68] informazione.it
[67] drtombooks.com
[56] linkedin.com
[53] vision33.com
[46] twitter.com
[24] supplychainbrain.com
[24] amazon.com
[19] aplitrak.com

Top Domains in Tweet in G2:
[33] economist.com
[31] youtube.com
[25] ey.com
[20] cioinsight.com
[18] analyticsinsight.net
[17] britopian.com
[15] vision33.com
[14] forbes.com
[14] technative.io
[14] procurious.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] iop.org
[1] springer.com
[1] straitstimes.com
[1] linkedin.com
[1] gs1.org

Top Domains in Tweet in G4:
[10] okt.to
[7] scmr.com
[4] bityl.co
[3] mckinsey.com
[3] techtarget.com
[3] deloitte.com
[3] b2e-media.com
[2] bain.com
[2] twitter.com
[2] zdnet.com

Top Domains in Tweet in G5:
[49] twitter.com
[19] einnews.com
[16] captivate.fm
[13] 6river.com
[11] buyersmeetingpoint.com
[7] on24.com
[6] linkedin.com
[4] hbr.org
[4] dy.si
[4] dat.com

Top Domains in Tweet in G6:
[12] sdcexec.com
[9] supplychaindigital.com
[6] twitter.com
[6] digitimes.com
[6] coupa.com
[6] com.au
[6] globaltrademag.com
[6] spauldingridge.com
[5] ascm.org
[5] supplychainbrain.com

Top Domains in Tweet in G7:
[61] informa.com
[55] automotiveworld.com
[29] theloadstar.com
[27] co.uk
[17] logisticsbusiness.com
[13] parcelandpostaltechnologyinternational.com
[9] africasupplychainmag.com
[7] hellenicshippingnews.com
[6] tinoiq.com
[5] laranews.net

Top Domains in Tweet in G8:
[4] relexsolutions.com
[3] org.uk
[3] information-age.com
[2] sap.com
[1] seismic.com
[1] transportandlogisticsme.com
[1] sustainabilitymenews.com
[1] analyticsinsight.net
[1] mit.edu
[1] livefr8.com

Top Domains in Tweet in G9:
[1] go.jp
[1] twitter.com

Top Domains in Tweet in G10:
[8] twitter.com
[7] co.jp
[7] gartner.com
[6] freightwaves.com
[6] wsj.com
[5] landline.media
[3] mit.edu
[3] letstalksupplychain.com
[3] reuters.com
[2] chain.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5746] supplychain
[973] logistics
[327] shipping
[300] freight
[284] transportation
[279] technology
[225] ai
[215] procurement
[206] manufacturing
[153] warehouse



Top Hashtags in Tweet in G1:
[2586] supplychain
[297] logistics
[102] shipping
[102] freight
[101] technology
[99] manufacturing
[92] transportation
[80] warehouse
[71] procurement
[70] export

Top Hashtags in Tweet in G2:
[366] supplychain
[105] ai
[77] iot
[72] technology
[65] bigdata
[44] digitaltransformation
[43] innovation
[42] logistics
[33] news
[33] travel

Top Hashtags in Tweet in G3:
[102] ethereum
[40] vechain
[40] supplychain
[22] vechainthor
[13] poa2
[13] enterprise
[13] merchandising
[13] scalability
[3] blockchain
[2] vefam

Top Hashtags in Tweet in G4:
[95] supplychain
[11] infographic
[10] electricvehicles
[10] blockchain
[9] tech
[8] innovation
[6] sustainability
[6] ai
[6] decarbonization
[5] digitaltransformation

Top Hashtags in Tweet in G5:
[193] supplychain
[39] procurement
[22] logistics
[16] freight
[12] sustainability
[10] leadership
[8] podcast
[6] supplychainbuzz
[5] esg
[5] smes

Top Hashtags in Tweet in G6:
[152] supplychain
[32] logistics
[24] sustainability
[14] procurement
[11] technology
[7] fmcg
[7] suppliers
[6] infographic
[6] amshuhuitechsolutions
[6] ai

Top Hashtags in Tweet in G7:
[304] supplychain
[254] logistics
[116] transportation
[100] freight
[75] shipping
[56] automotive
[31] shippingpodcast
[14] transport
[6] 3pl
[6] apple

Top Hashtags in Tweet in G8:
[57] ai
[54] supplychain
[41] artificialintelligence
[35] drones
[26] healthcare
[22] healthtech
[13] warehouse
[13] aviation
[10] china
[9] bettertogetherstories

Top Hashtags in Tweet in G10:
[69] supplychain
[9] trucking
[6] gartnersc
[5] logistics
[4] minnesota
[4] fuelprices
[4] covidー19
[4] vaccines
[4] womeninsupplychain
[4] shipping

Top Words
Top Words in Tweet in Entire Graph:
[5742] #supplychain
[1647] supply
[1383] chain
[973] #logistics
[804] more
[691] job
[578] link
[519] bio
[427] click
[412] logistics

Top Words in Tweet in G1:
[2586] #supplychain
[609] job
[528] supply
[502] link
[482] bio
[475] chain
[382] click
[368] more
[324] apply
[297] #logistics

Top Words in Tweet in G2:
[366] #supplychain
[134] supply
[126] chain
[105] #ai
[77] #iot
[72] #technology
[65] #bigdata
[46] latest
[44] #digitaltransformation
[43] attbusiness

Top Words in Tweet in G3:
[328] vechain
[269] eisenreich
[180] publication
[124] highlighted
[124] recent
[102] token
[102] lower
[102] transaction
[102] costs
[102] #ethereum

Top Words in Tweet in G4:
[102] supply
[95] #supplychain
[67] blockchain
[64] chain
[61] antgrasso
[56] traceability
[56] immutability
[56] transparency
[41] decentralization
[41] benefits

Top Words in Tweet in G5:
[193] #supplychain
[114] scottwluton
[70] supply
[60] join
[58] chain
[55] gregoryswhite
[52] logistics
[48] _supplychainnow
[39] #procurement
[36] more

Top Words in Tweet in G6:
[153] #supplychain
[103] supply
[88] chain
[32] #logistics
[29] more
[28] management
[24] #sustainability
[24] coupa
[23] qad_community
[21] sdcexec

Top Words in Tweet in G7:
[304] #supplychain
[254] #logistics
[116] #transportation
[100] #freight
[75] #shipping
[65] lloydslist
[56] #automotive
[55] automotiveworld
[31] #shippingpodcast
[30] theloadstar

Top Words in Tweet in G8:
[57] #ai
[54] #supplychain
[41] #artificialintelligence
[40] ronald_vanloon
[35] #drones
[27] wef
[26] #healthcare
[25] world
[22] already
[22] saving

Top Words in Tweet in G9:
[142] 部素材
[71] 実は安倍政権の時に政府は
[71] サプライチェーン対策のための国内投資促進事業費補助金
[71] を出して
[71] 生産拠点の集中度が高く
[71] サプライチェーンの途
[71] 絶によるリスクが大きい重要な製品
[71] または国
[71] が健
[71] 康な生活を営む上で重要な製品

Top Words in Tweet in G10:
[66] #supplychain
[33] supply
[21] chain
[16] more
[10] chains
[9] #trucking
[8] learn
[8] data
[8] companies
[8] ports

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1347] supply,chain
[517] link,bio
[442] #logistics,#supplychain
[333] click,link
[238] eisenreich,vechain
[220] #supplychain,job
[182] #supplychain,#logistics
[162] supply,chains
[153] cvs,health
[145] learn,more

Top Word Pairs in Tweet in G1:
[482] link,bio
[458] supply,chain
[303] click,link
[202] #supplychain,job
[144] cvs,health
[131] bio,apply
[111] see,latest
[108] latest,#supplychain
[103] bio,see
[93] great,fit

Top Word Pairs in Tweet in G2:
[124] supply,chain
[34] #technology,#supplychain
[33] latest,#news
[33] #news,#travel
[33] #travel,#innovation
[33] #innovation,#airtravel
[33] #airtravel,barometer
[33] barometer,attbusiness
[33] attbusiness,co
[33] co,ua4ry2a0xd

Top Word Pairs in Tweet in G3:
[223] eisenreich,vechain
[124] vechain,highlighted
[124] highlighted,recent
[124] recent,publication
[102] vechain,lower
[102] lower,transaction
[102] transaction,costs
[102] costs,#ethereum
[102] #ethereum,less
[102] less,complex

Top Word Pairs in Tweet in G4:
[62] supply,chain
[41] traceability,immutability
[41] immutability,transparency
[41] transparency,decentralization
[41] decentralization,benefits
[41] benefits,blockchain
[41] blockchain,bring
[37] antgrasso,traceability
[36] supply,chains
[15] immutability,traceability

Top Word Pairs in Tweet in G5:
[58] supply,chain
[37] scottwluton,gregoryswhite
[36] scottwluton,join
[23] vector,global
[23] global,logistics
[23] logistics,supply
[23] chain,host
[23] host,leveraging
[23] leveraging,logistics
[23] logistics,ukraine

Top Word Pairs in Tweet in G6:
[86] supply,chain
[18] #supplychain,#logistics
[16] supply,chains
[14] sdcexec,#supplychain
[14] peak,season
[13] guide,supply
[13] chain,peak
[13] season,economic
[13] economic,uncertainty
[13] uncertainty,sdcexec

Top Word Pairs in Tweet in G7:
[221] #logistics,#supplychain
[98] #freight,#logistics
[97] #supplychain,#transportation
[67] #shipping,#freight
[65] #supplychain,lloydslist
[56] #automotive,#logistics
[55] #transportation,automotiveworld
[31] #shippingpodcast,#freight
[29] #supplychain,theloadstar
[26] #transportation,ukhaulier

Top Word Pairs in Tweet in G8:
[35] #ai,#artificialintelligence
[30] ronald_vanloon,#drones
[22] #drones,already
[22] already,saving
[22] saving,lives
[22] lives,world
[22] world,wef
[22] wef,#ai
[22] #artificialintelligence,#healthcare
[22] #healthcare,#healthtech

Top Word Pairs in Tweet in G9:
[71] 実は安倍政権の時に政府は,サプライチェーン対策のための国内投資促進事業費補助金
[71] サプライチェーン対策のための国内投資促進事業費補助金,を出して
[71] を出して,生産拠点の集中度が高く
[71] 生産拠点の集中度が高く,サプライチェーンの途
[71] サプライチェーンの途,絶によるリスクが大きい重要な製品
[71] 絶によるリスクが大きい重要な製品,部素材
[71] 部素材,または国
[71] または国,が健
[71] が健,康な生活を営む上で重要な製品
[71] 康な生活を営む上で重要な製品,部素材

Top Word Pairs in Tweet in G10:
[21] supply,chain
[10] supply,chains
[8] #trucking,#supplychain
[6] learn,more
[4] order,set
[4] set,expire
[4] expire,aug
[4] aug,24
[4] 24,run
[4] run,sept

Top Replied-To
Top Replied-To in Entire Graph:
@speedafng
@sullycnbc
@oracle
@abc
@yahoofinance
@pere_mainz
@sharleneisenia
@hypertrack
@gavinnewsom
@arnolda87

Top Replied-To in G2:
@sharleneisenia
@cybersecurityn8
@diversityup
@dez_blanchfield
@robertnburns
@attbusiness

Top Replied-To in G3:
@pere_mainz
@sunshinelu24
@pietereulie

Top Replied-To in G4:
@deloitte

Top Replied-To in G5:
@marahoffman
@ups

Top Replied-To in G7:
@amazon
@rulexrp

Top Mentioned
Top Mentioned in Entire Graph:
@eisenreich
@scottwluton
@amiga2500
@antgrasso
@lloydslist
@gregoryswhite
@automotiveworld
@pere_mainz
@ncscgov
@_supplychainnow

Top Mentioned in G1:
@blockchainusa2
@cremeglobal
@noikeanolife
@biz_logistics
@ipieca
@crypto_prothean
@leanstartuplive
@welkecustomsusa

Top Mentioned in G2:
@attbusiness
@sallyeaves
@ey_tmt
@bimedotcom
@kirkdborne
@sonu_monika
@markfny
@cioinsight
@forbes
@marcusborba

Top Mentioned in G3:
@eisenreich
@pere_mainz
@vechainge
@jeff_batter
@vechainofficial
@vechainthorcom
@sunshinelu24
@supplychain
@fourkites
@gs1kenya

Top Mentioned in G4:
@antgrasso
@gartner_inc
@lindagrass0
@scmr
@maxdigitalsight
@dbi_srl
@ingliguori
@antgrasso_it
@wbcsd
@cityofedmonton

Top Mentioned in G5:
@scottwluton
@gregoryswhite
@_supplychainnow
@dialprocurement
@gep_worldwide
@buyersmeetpoint
@kevin_jackson
@6riversystems
@infor
@redwoodlgistics

Top Mentioned in G6:
@qad_community
@sdcexec
@supplychaind
@coupa
@hypernym_
@scbrain
@spendnetwork
@globaltrademag
@supplychain247

Top Mentioned in G7:
@lloydslist
@automotiveworld
@theloadstar
@ukhaulier
@logisticsbizz
@parcelpostal
@freightupdates
@cisco
@flexport
@amazon

Top Mentioned in G8:
@ronald_vanloon
@wef
@digitaltrends
@sap
@china4tech
@tamaramccleary
@hassinggaard
@royal_greenland
@live_freight
@raedaawawdeh

Top Mentioned in G9:
@amiga2500

Top Mentioned in G10:
@wsj
@wsjp_insight
@gartner_sc
@freightwaves
@land_line_mag
@pfizer
@biontech_group
@moderna_tx
@ibd_agatlin
@ibdinvestors

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@alerttrade
@tesco
@chidambara09
@gambiste1
@xaelbot
@hrblock_21
@codedailybot
@cybersecurityn8
@javascriptd

Top Tweeters in G1:
@natioscourge
@drtomdepaoli
@info_lavoro
@devans00
@einpresswirepr
@john_westra
@supplychnonline
@quan
@mype
@noikeanolife

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@fabriciosx
@dev_discourse
@rahul05ranjan
@codewithtwitchi
@southerngemgal

Top Tweeters in G3:
@trackntracer
@ayirpelle
@jhlrsn
@afeliop
@anita_milewska
@muktabh
@cryptohodler16
@max_lyashko
@chuzshen
@atqzahmd

Top Tweeters in G4:
@zdnet
@aureliecoudouel
@supplychainsn
@scifryer2
@markets
@infonomicsinc
@domingonarvaez1
@jeancayeux
@jefiner68
@teslaownerssv

Top Tweeters in G5:
@hrblock_21
@evankirstel
@79topper
@straitarrow10
@ajc
@zimrirosas
@drferdowsi
@fastcompany
@loismil91809392
@kevin_jackson

Top Tweeters in G6:
@thehill
@ml_tweet_bot
@foodmfguk
@foxbusiness
@sdgscolab
@bluhrvstdigital
@ebuyerpro
@vegasazure
@beckershr
@supplychainblog

Top Tweeters in G7:
@manakoniec
@sncf
@livemint
@brianlaungaoaeh
@renfe
@danielnewmanuv
@appleretweetbot
@hellenicship
@getontrade
@qatarairways

Top Tweeters in G8:
@education_24x7
@ssxman2
@mark45dominic
@pyscalellc
@kuriharan
@yvesmulkers
@tmsmtomotomo
@digitaltrends
@wef
@norbertpiske

Top Tweeters in G9:
@junklife1km
@hosyunyan
@hakofuguf
@indigomode
@sleep_sheep2010
@genugtopf
@amn3cats
@ebikiti_shrimp
@rogue_monk
@kait8823

Top Tweeters in G10:
@reuters
@cnbc
@washingtonpost
@wsj
@marketwatch
@smh
@wsjp_insight
@mbohl07
@axios
@wsi_usa


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