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supplychain_2021-09-25_12-18-02.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2021
Short Description:
supplychain via NodeXL https://bit.ly/3iapDwX
@pawlowskimario
@chidambara09
@mvollmer1
@dbschenkerusa
@ronald_vanloon
@fisher85m
@scottwluton
@forbes
@qodenext
@pythonexpertbot

Top hashtags:
#supplychain
#logistics
#manufacturing
#shipping
#ai
#iot
#procurement

Description:
Description
The graph represents a network of 5,538 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, 25 September 2021 at 19:33 UTC.

The requested start date was Saturday, 25 September 2021 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, 3-hour, 51-minute period from Tuesday, 21 September 2021 at 14:04 UTC to Friday, 24 September 2021 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 : 5538
Unique Edges : 4114
Edges With Duplicates : 8370
Total Edges : 12484
Number of Edge Types : 5
Retweet : 2621
MentionsInRetweet : 3649
Tweet : 3770
Mentions : 2312
Replies to : 132
Self-Loops : 3864
Reciprocated Vertex Pair Ratio : 0.0415050426687355
Reciprocated Edge Ratio : 0.0797020484171322
Connected Components : 1823
Single-Vertex Connected Components : 1156
Maximum Vertices in a Connected Component : 1777
Maximum Edges in a Connected Component : 5289
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.777856
Graph Density : 0.000175124460660687
Modularity : 0.461881
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,538 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, 25 September 2021 at 19:33 UTC.

The requested start date was Saturday, 25 September 2021 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, 3-hour, 51-minute period from Tuesday, 21 September 2021 at 14:04 UTC to Friday, 24 September 2021 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:
[54] https://www.sdcexec.com/software-technology/emerging-technologies/article/21614920/tradeshift-where-supply-chain-digitalization-went-wrong
[34] https://drtombooks.com/
[22] https://technative.io/artificial-intelligence-coming-soon-to-a-barnyard-near-you/
[19] https://technative.io/the-impact-of-popular-iot-technology-on-the-ecommerce-industry/
[18] https://www.ft.com/content/34b831a5-f6d9-4438-924d-b2999a714663
[18] https://technative.io/making-data-driven-decisions-to-improve-supply-chain-performance/
[11] https://learntransformation.quora.com/?ch=10&share=396067ef&srid=u4uUwo
[11] https://www.datacamp.com/courses/supply-chain-analytics-in-python?irclickid=&irgwc=1
[11] https://www.aipia.info/news.php
[9] https://www.atma.io/

Top URLs in Tweet in G1:
[5] https://calendly.com/andrea-freight-hub-group
[4] https://www.instagram.com/accounts/login/
[4] https://www.leonardodrs.com/tampa
[4] http://www.servispart.co.uk/eight-easy-ways-to-cut-supply-chain-logistics-costs-quickly/
[4] https://www.goodada.com/blog/benefits-of-a-quality-control-inspection/?utm_campaign=benefits-of-quality-control-inspection&utm_medium=social_link&utm_source=missinglettr-twitter
[3] https://www.supplychainbrain.com/blogs/1-think-tank/post/33739-five-rules-for-the-next-supply-chain-crisis
[3] https://www.ussc.gov/research/research-reports/fentanyl-and-fentanyl-analogues-federal-trends-and-trafficking-patterns?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://riograndeguardian.com/rico-port-of-harlingen-literally-keeps-the-rio-grande-valley-running/?utm_source=rss&utm_medium=rss&utm_campaign=rico-port-of-harlingen-literally-keeps-the-rio-grande-valley-running
[3] https://chat.whatsapp.com/DtzBstZ1WLjDVjR6mB3Tk1
[3] https://algorhythmtech.com/metal-industry-solutions-rhythm-2-0

Top URLs in Tweet in G2:
[52] https://www.sdcexec.com/software-technology/emerging-technologies/article/21614920/tradeshift-where-supply-chain-digitalization-went-wrong
[18] https://www.ft.com/content/34b831a5-f6d9-4438-924d-b2999a714663
[10] https://www.datacamp.com/courses/supply-chain-analytics-in-python?irclickid=&irgwc=1
[7] https://glweb.eu/blog/digital-transformation/185-beyond-smart-cities-how-iot-is-changing-the-world
[6] https://echalliance.com/helsinki-pilots-drone-deliveries-for-pharmacy-products/
[6] https://www.youtube.com/watch?v=We1wexo6MjY&feature=youtu.be

[6] https://www.youtube.com/watch?v=SV6M0ZRxxFY&feature=youtu.be

[6] https://www.copperberg.com/covid-19-disrupted-spare-parts-distribution-is-the-impact-long-lasting/?utm_source=social&utm_campaign=spare-parts
[6] https://arstechnica.com/information-technology/2021/09/5-9-million-ransomware-attack-on-farming-co-op-may-cause-food-shortage/
[4] https://www.raconteur.net/infographics/respond-supply-chain-disruption/?utm_source=ActiveCampaign&utm_medium=email&utm_content=Rising+headwinds%3F+Inflation+and+your+pension&utm_campaign=Daily-newsletter-weds-sep-22-6am&vgo_ee=sfzzj5ZEJ%2B15gHMkP8LU%2BTWG14KK0nRd2WxI3hyUWYI%3D

Top URLs in Tweet in G3:
[5] https://rvs-solutions.com
[4] https://www.logisticsit.com/articles/2021/09/14/rising-to-today%E2%80%99s-business-and-operational-challenges
[3] https://www.lineagelogistics.com/news-stories/automation-response-challenges-cold-chain
[3] https://news.maritime-network.com/2021/09/21/just-how-many-containers-of-cargo-are-stuck-off-californias-coast?utm_content=buffer1e3b2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.technoretail.it/supply-chain/item/4645-la-soluzione-supply-chain-in-saas-di-generix-group-scelta-da-carrefour-per-i-suoi-cedi-brasiliani.html
[3] https://www.voxlog.fr/actualite/5415/un-nouveau-site-logistique-viapost-dans-lherault
[2] https://www.logisticshandling.com/articles/2021/09/14/ceva-logistics-now-offsetting-its-global-lcl-offering,-making-it-more-sustainable-to-%E2%80%98share-the-box%E2%80%99/
[2] https://ir.shareaholic.com/e?u=https://talkinglogistics.com/2021/09/24/above-the-fold-supply-chain-logistics-news-september-24-2021/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1&a=1&s=7
[2] https://www.joc.com/port-news/terminal-operators/la-lb-ports-move-quickly-implement-congestion-measures_20210923.html?utm_source=twitter&utm_medium=content&utm_campaign=article&hsid=01e3d24f-843e-4bee-8612-f3bd989d2ef8
[2] https://news.maritime-network.com/2021/09/20/maersk-makes-3rd-annual-profit-forecast-revision?utm_content=buffer9d299&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[3] https://www.govevents.com/SAP-Ariba-Sept29-SM/
[2] https://www.mckinsey.com/business-functions/operations/our-insights/overcoming-barriers-to-multitier-supplier-collaboration?cid=-soc----oth-2107--&sid=5158104858&linkId=124075760
[2] https://blogs.gartner.com/smarterwithgartner/the-cscos-guide-to-supply-chain-technology-innovations/
[2] 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
[2] Chain
[2] https://www.techment.com/top-10-logistics-and-supply-chain-technology-and-business-trends-disrupt-or-be-disrupted/
[2] https://www.workinvoice.it/post-covid-disruption-supply-chain-pesa-su-imprese-ma-quali-soluzioni/
[1] https://www.mckinsey.com/business-functions/sustainability/our-insights/could-climate-become-the-weak-link-in-your-supply-chain?cid=other-soc-tw-mgi-mgi-oth-2109
[1] https://www.kearney.com/procurement/article?/a/the-future-of-procurement-technology-mediocrity-is-no-longer-acceptable
[1] https://www.linkedin.com/events/intelligentspendmanagementinsig6836356084190457857/

Top URLs in Tweet in G5:
[6] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/september-13-17-the-importance-of-data-quality-s2p-value-chains-digital-transformation-in-action-1
[6] https://www.thinkers360.com/tl/users/signup
[5] https://www.digitalsupplychainpodcast.com/354320/9129885-supplychain-industry-4-0-and-accenture-a-chat-with-max-brandl
[5] https://www.procurious.com/procurement-news/what-next-for-procurement-24-bold-predictions-for-2022
[4] https://www.procurious.com/procurement-news/welcome-to-the-great-procurement-v-supply-chain-di
[3] https://t.ly/miyj
[2] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/sept-27-oct-1-tail-spend-roi-supply-chain-skills-gaps-and-supply-partner-risk
[2] https://twitter.com/Kevin_Jackson/status/1439356733865046023
[2] https://twitter.com/_supplychainnow/status/1440344817335107598
[2] https://twitter.com/SupplyChainDive/status/1438598660917448713

Top URLs in Tweet in G6:
[3] https://www.supplychaindive.com/news/no-returning-to-pre-pandemic-supply-chain/606438/
[3] https://www.freightwaves.com/news/2021-shipper-of-choice-profile-3m
[2] https://www.supplychaindive.com/news/warehouse-high-rates-low-vacancy-cushman-wakefield/606521/
[2] https://www.kcrw.com/news/shows/press-play-with-madeleine-brand/global-politics-coronavirus-ports-pbs-ammp/cargo-ships-supply-chain
[2] https://www.cnbc.com/2021/09/14/holiday-shopping-2021-early-predictions-call-for-fewer-deals-delays.html
[2] https://www.dcvelocity.com/articles/52275-risk-management-remains-front-and-center
[2] https://www.dcvelocity.com/podcasts
[2] https://www.supplychaindive.com/news/home-depot-ups-cscmp-capacity-charter/606910/
[2] https://www.nbcnews.com/nightly-news/video/small-businesses-stocking-up-to-prep-for-holiday-shipping-delays-121740357977
[2] https://www.gartner.com/reviews/market/real-time-transportation-visibility-platforms/vendor/fourkites/product/fourkites

Top URLs in Tweet in G7:
[5] https://web.cvent.com/event/793fd117-43d5-4607-b2b4-9dc1d9c5c815/websitePage:86457e4b-f59c-4913-a78c-440ea82ae855?utm_medium=social&utm_source=twitter&utm_campaign=blueprint
[4] https://www.linkedin.com/slink?code=dViGgjbS
[2] https://www.meetup.com/The-NewYork-SupplyChain-Meetup/events/280171341/
[2] https://www.youtube.com/watch?v=wcHS51Ymk8o

[2] https://www.youtube.com/watch?v=UZ-k4V_8gYc&feature=youtu.be

[2] https://www.techrepublic.com/article/global-supply-chain-issues-will-impact-the-holiday-shopping-season/
[1] https://google.smh.re/yC4
[1] https://www.linkedin.com/newsletters/supply-chained-6772655634862223360/
[1] https://www.messenger.com/t/2314451268767190/?ref=LetsTalkSupplyChain&messaging_source=source:pages:message_shortlink&utm_content=162415191&utm_medium=social&utm_source=twitter&hss_channel=tw-717358658275790848
[1] https://gcaptain.com/maersk-invests-in-silicon-valley-electrofuels-start-up-to-help-decarbonize-fleet/

Top URLs in Tweet in G8:
[4] https://docs.teckedin.info/docs/teckedin-daily-curated-tech-news-july-september-2021
[2] https://www.gep.com/company/events/gep-innovate-2021?utm_source=Twitter&utm_medium=SO&utm_campaign=gep-innovate-2021
[2] https://www.gep.com/clp/transforming-supply-chains-for-higher-performance-and-resiliency?utm_source=Twitter&utm_medium=SO&utm_campaign=transforming-supply-chains-for-higher-performance-and-resiliency
[1] https://osselc21.sched.com/event/lAOA/secure-your-supply-chain-adding-a-software-bill-of-materials-to-your-containers-to-improve-vulnerability-scanning-paul-novarese-anchore?utm_content=180056931&utm_medium=social&utm_source=twitter&hss_channel=tw-46390865
[1] https://anchore.com/blog/drop-an-sbom-how-to-secure-your-software-supply-chain-using-open-source-tools?utm_content=180380712&utm_medium=social&utm_source=twitter&hss_channel=tw-46390865
[1] https://info.ecapitaladvisors.com/l/323831/2021-09-24/4959sg/16067
[1] https://okt.to/4xh1Pe
[1] https://okt.to/pAuq1Y
[1] https://okt.to/2jTAVz
[1] https://nrf.com/blog/supply-chain-challenge-last-mile

Top URLs in Tweet in G9:
[9] https://www.atma.io/
[3] https://twitter.com/Acumatica/status/1440345917291331594
[2] https://www.scmr.com/article/the_new_essential_for_supply_chains_intelligent_execution_control_tower_par
[2] https://www.beckershospitalreview.com/supply-chain/more-students-enrolling-in-supply-chain-programs-amid-covid-19.html
[2] https://www.beckersasc.com/supply-chain/diversifying-supply-chain-how-ascs-can-combat-shortages.html
[2] https://www.beckersasc.com/supply-chain/supply-chain-tip-of-the-week-cut-your-costs-using-report-data.html
[2] http://blog.intalere.com/2021/03/ensuring-the-resilience-of-your-supply-chain-team-strategy-and-tools-part-2/
[2] https://www.beckershospitalreview.com/supply-chain/10-hospitals-seeking-supply-chain-talent-95.html
[2] https://www.gs1us.org/DesktopModules/Bring2mind/DMX/Download.aspx?Command=Core_Download&EntryId=2427&language=en-US&PortalId=0&TabId=134&_ga=2.108231554.1617132508.1631535846-273734108.1623676240
[2] https://next-level-supply-chain-with-gs1us.podcastpage.io/

Top Domains
Top Domains in Tweet in Entire Graph:
[335] careerarc.com
[163] twitter.com
[155] linkedin.com
[106] co.uk
[82] youtube.com
[76] dy.si
[67] sdcexec.com
[61] technative.io
[51] maritime-network.com
[51] drtombooks.com

Top Domains in Tweet in G1:
[285] careerarc.com
[82] linkedin.com
[46] informazione.it
[45] twitter.com
[40] co.uk
[31] aplitrak.com
[29] romulus.co
[18] dy.si
[18] inboundlogistics.com
[17] vision33.com

Top Domains in Tweet in G2:
[53] sdcexec.com
[18] ft.com
[18] youtube.com
[10] copperberg.com
[10] datacamp.com
[9] linkedin.com
[7] glweb.eu
[7] arstechnica.com
[6] echalliance.com
[5] freightwaves.com

Top Domains in Tweet in G3:
[51] maritime-network.com
[20] voxlog.fr
[18] africalogisticsmagazine.com
[7] technoretail.it
[5] shareaholic.com
[5] joc.com
[5] rvs-solutions.com
[4] logisticsit.com
[4] pharmaceuticalcommerce.com
[4] twitter.com

Top Domains in Tweet in G4:
[8] mckinsey.com
[6] gartner.com
[4] govevents.com
[3] deloitte.com
[2] linkedin.com
[2] raconteur.net
[2] intersystems.com
[2] supplychainchannel.co
[2] bcg.com
[2] equalocean.com

Top Domains in Tweet in G5:
[21] twitter.com
[15] procurious.com
[9] buyersmeetingpoint.com
[8] wsj.com
[8] hbr.org
[6] thinkers360.com
[6] digitalsupplychainpodcast.com
[5] coupa.com
[4] captivate.fm
[4] t.ly

Top Domains in Tweet in G6:
[12] supplychaindive.com
[9] forbes.com
[9] freightwaves.com
[8] supplychainbrain.com
[7] dcvelocity.com
[5] gopenske.com
[5] datainterchange.com
[4] inboundlogistics.com
[4] foxbusiness.com
[3] supplychainquarterly.com

Top Domains in Tweet in G7:
[10] linkedin.com
[6] cvent.com
[4] okt.to
[4] youtube.com
[3] meetup.com
[3] tecsys.com
[3] techrepublic.com
[2] smh.re
[2] blueridgeglobal.com
[2] wiley.com

Top Domains in Tweet in G8:
[20] dy.si
[5] gep.com
[4] teckedin.info
[4] kinaxis.com
[3] okt.to
[1] sched.com
[1] anchore.com
[1] ecapitaladvisors.com
[1] nrf.com
[1] azure.com

Top Domains in Tweet in G9:
[9] atma.io
[8] gs1us.org
[5] scmr.com
[4] twitter.com
[4] beckershospitalreview.com
[4] beckersasc.com
[3] intalere.com
[3] hpnonline.com
[2] itrportal.com
[2] podcastpage.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5923] supplychain
[774] logistics
[267] manufacturing
[201] shipping
[201] ai
[191] iot
[162] procurement
[160] innovation
[147] blockchain
[136] cybersecurity



Top Hashtags in Tweet in G1:
[2369] supplychain
[274] logistics
[147] manufacturing
[84] shipping
[63] freight
[55] transportation
[51] warehouse
[47] supplychainmanagement
[44] jobs
[43] job

Top Hashtags in Tweet in G2:
[313] supplychain
[115] logistics
[95] ai
[85] tech
[79] innovation
[73] bigdata
[67] iot
[48] networks
[46] digitaltransformation
[45] automation

Top Hashtags in Tweet in G3:
[231] supplychain
[84] logistics
[68] maritime
[61] shipping
[37] logistique
[32] maritimenetwork
[30] transport
[15] transportation
[12] coldchain
[10] multimodalnews

Top Hashtags in Tweet in G4:
[58] supplychain
[36] blockchain
[35] cybersecurity
[34] mobile
[34] insurtech
[34] ethereum
[7] automation
[6] innovation
[5] digitaltransformation
[5] logistics

Top Hashtags in Tweet in G5:
[155] supplychain
[42] procurement
[12] webinar
[10] coupasupplychain
[9] logistics
[7] flow2021
[6] sustainability
[5] fulfillment
[5] cloud
[4] webinars

Top Hashtags in Tweet in G6:
[153] supplychain
[22] logistics
[15] cscmpedge
[10] nationaltechnicianappreciationweek
[10] maintenance
[10] leasing
[10] transportation
[10] ntaw2021
[9] penske
[9] business

Top Hashtags in Tweet in G7:
[85] supplychain
[11] ecommerce
[10] cbit
[8] logistics
[8] crossborderit
[7] xborderit
[7] delivery
[7] shipping
[6] freight
[6] virtualevent

Top Hashtags in Tweet in G8:
[48] supplychain
[15] finance
[11] jadeglobal
[5] devsecops
[4] technews
[4] techtrends
[4] blogs
[4] ai
[3] cloud
[3] logistics

Top Hashtags in Tweet in G9:
[67] supplychain
[9] traceability
[9] foodsafety
[7] iot
[6] data
[6] food
[5] manufacturing
[5] healthcare
[5] nationalfoodsafetymonth
[5] foodsafetymonth

Top Hashtags in Tweet in G10:
[68] fbpe
[68] brexitshambles
[68] plagueisland
[68] supplychain

Top Words
Top Words in Tweet in Entire Graph:
[5922] #supplychain
[1401] supply
[1169] chain
[863] job
[836] more
[774] #logistics
[760] link
[709] bio
[518] click
[471] see

Top Words in Tweet in G1:
[2368] #supplychain
[718] job
[627] link
[613] bio
[445] click
[340] more
[336] supply
[326] apply
[321] see
[309] chain

Top Words in Tweet in G2:
[313] #supplychain
[158] ronald_vanloon
[116] supply
[115] #logistics
[111] mvollmer1
[100] pawlowskimario
[97] chain
[95] #ai
[85] #tech
[79] #innovation

Top Words in Tweet in G3:
[231] #supplychain
[84] #logistics
[69] #maritime
[61] #shipping
[37] #logistique
[32] #maritimenetwork
[30] #transport
[25] maritimenetwor1
[22] more
[21] supply

Top Words in Tweet in G4:
[88] supply
[58] #supplychain
[54] chain
[46] integrated
[37] use
[37] manage
[36] blockchain
[36] #blockchain
[36] value
[35] 50

Top Words in Tweet in G5:
[155] #supplychain
[59] supply
[50] chain
[42] #procurement
[27] scottwluton
[23] coupa
[21] join
[21] global
[18] _supplychainnow
[16] more

Top Words in Tweet in G6:
[153] #supplychain
[59] supply
[48] chain
[31] more
[27] penske
[23] cscmp
[22] #logistics
[17] thanks
[17] customer
[17] time

Top Words in Tweet in G7:
[85] #supplychain
[24] supply
[22] supplychain
[20] chain
[16] joke
[16] more
[15] acommonbivalve
[11] #ecommerce
[10] today
[10] #cbit

Top Words in Tweet in G8:
[48] #supplychain
[39] oracle
[20] leaders
[19] 2021
[17] supply
[17] chain
[17] accepting
[17] nominations
[17] change
[17] agents

Top Words in Tweet in G9:
[67] #supplychain
[14] part
[14] supply
[14] visibility
[13] traceability
[12] greater
[11] scmr
[11] check
[10] higgdata
[10] more

Top Words in Tweet in G10:
[136] petrol
[68] stations
[68] brexit
[68] going
[68] well
[68] isn
[68] #fbpe
[68] #brexitshambles
[68] #plagueisland
[68] #supplychain

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1136] supply,chain
[707] link,bio
[435] click,link
[334] #supplychain,job
[265] #supplychain,#logistics
[228] #logistics,#supplychain
[201] bio,see
[173] bio,apply
[154] supply,chains
[145] latest,#supplychain

Top Word Pairs in Tweet in G1:
[612] link,bio
[374] click,link
[292] supply,chain
[286] #supplychain,job
[174] bio,see
[147] bio,apply
[127] latest,#supplychain
[116] see,latest
[108] recommend,anyone
[107] great,fit

Top Word Pairs in Tweet in G2:
[97] supply,chain
[54] #logistics,#supplychain
[52] #tech,#logistics
[49] growing,need
[49] need,more
[49] more,integrated
[49] integrated,resilient
[49] resilient,sustainable
[49] sustainable,supply
[49] calls,innovative

Top Word Pairs in Tweet in G3:
[50] #maritime,#shipping
[42] #shipping,#supplychain
[40] #logistics,#supplychain
[33] #logistique,#supplychain
[32] #supplychain,#maritimenetwork
[17] #supplychain,#logistics
[16] supply,chain
[12] #transport,#logistique
[8] ship,backlog
[7] résultats,1er

Top Word Pairs in Tweet in G4:
[53] supply,chain
[35] use,cases
[35] supply,chains
[34] 50,blockchain
[34] blockchain,world
[34] world,use
[34] cases,infographic
[34] infographic,#blockchain
[34] #blockchain,#cybersecurity
[34] #cybersecurity,#mobile

Top Word Pairs in Tweet in G5:
[45] supply,chain
[16] #procurement,#supplychain
[13] global,#supplychain
[10] #procurement,#webinar
[9] recommended,#procurement
[9] thinkers360,#supplychain
[8] supply,chains
[8] executives,predict
[8] predict,future
[8] future,doesn

Top Word Pairs in Tweet in G6:
[46] supply,chain
[13] penske,thanks
[10] #nationaltechnicianappreciationweek,#maintenance
[10] #maintenance,#supplychain
[10] #supplychain,#leasing
[10] #leasing,#transportation
[10] #transportation,#ntaw2021
[9] keeping,moving
[9] moving,#nationaltechnicianappreciationweek
[9] walmart,evp

Top Word Pairs in Tweet in G7:
[20] supply,chain
[16] #supplychain,joke
[15] acommonbivalve,#supplychain
[6] industry,events
[5] refashiond,supplychain
[5] resilient,sustainable
[5] changing,anatomy
[5] anatomy,industry
[5] #conference,#virtualevent
[5] #supplychain,#shipping

Top Word Pairs in Tweet in G8:
[17] supply,chain
[17] oracle,accepting
[17] accepting,nominations
[17] nominations,2021
[17] 2021,change
[17] change,agents
[17] agents,awards
[17] awards,oracle
[17] oracle,customers
[17] customers,partners

Top Word Pairs in Tweet in G9:
[9] part,newly
[9] newly,announced
[9] traceability,program
[9] program,helping
[9] supply,chains
[8] helping,reimagine
[8] reimagine,supply
[8] visibility,#supplychain
[7] announced,higgdata
[7] higgdata,traceability

Top Word Pairs in Tweet in G10:
[68] petrol,stations
[68] stations,petrol
[68] petrol,brexit
[68] brexit,going
[68] going,well
[68] well,isn
[68] isn,#fbpe
[68] #fbpe,#brexitshambles
[68] #brexitshambles,#plagueisland
[68] #plagueisland,#supplychain

Top Replied-To
Top Replied-To in Entire Graph:
@mikebush
@narendramodi
@portoflongbeach
@generalmills
@supplychain
@gbnews
@ford
@centerboardna
@annapurnamitra
@maxamilou

Top Replied-To in G1:
@centerboardna
@mobilogix4iot
@empoweringmms
@_ieec_

Top Replied-To in G2:
@adamsconsulting
@vishalsalvi
@drjdrooghaag
@jbarbosapr
@sallyeaves

Top Replied-To in G3:
@supplychain
@markszakonyi
@mikebush
@generixgroupfr
@portoflongbeach
@generalmills
@jsteinbachsnd
@wind_gem
@bksystemes

Top Replied-To in G4:
@heidtmansteel

Top Replied-To in G5:
@scottwluton
@danicedmarshall

Top Replied-To in G6:
@logistyx
@portoflongbeach

Top Replied-To in G7:
@mikebush
@cmroberson06
@supplychainntwk
@supplychain
@googlecloud
@iamjoshleber
@freightpop
@koerber_ba_sc
@jeffashcroft

Top Replied-To in G8:
@microsoft

Top Replied-To in G9:
@smisupplychain

Top Mentioned
Top Mentioned in Entire Graph:
@mvollmer1
@pawlowskimario
@ronald_vanloon
@kitsune9tales
@digitaltrends
@technative
@betamoroney
@fisher85m
@enilev
@ar_hancock

Top Mentioned in G1:
@alleywatch
@servispart
@centerboardna
@blockchainusa2
@mbemployment
@startuprad_io
@stanleyepstein
@hallembleton

Top Mentioned in G2:
@mvollmer1
@ronald_vanloon
@pawlowskimario
@digitaltrends
@betamoroney
@enilev
@ar_hancock
@chidambara09
@fabriziobustama
@heinzvhoenen

Top Mentioned in G3:
@maritimenetwor1
@ltdmanagement
@maersk
@portofla
@vox_log
@portoflongbeach
@cevalogistics
@freightpipes
@aflomagazine
@joc_updates

Top Mentioned in G4:
@fisher85m
@lindagrass0
@antgrasso
@gartner_inc
@sapariba
@mckinsey
@deloitte
@sapfieldglass
@losalamosnatlab
@mckinsey_mgi

Top Mentioned in G5:
@coupa
@scottwluton
@_supplychainnow
@llamanews
@thinkers360
@buyersmeetpoint
@rbernshteyn
@harvard_biz
@tomraftery
@6riversystems

Top Mentioned in G6:
@cscmp
@supplychaindive
@walmart
@freightwaves
@kearney
@forbes
@scbrain
@dbschenkerusa
@dcvelocity
@supplychain123

Top Mentioned in G7:
@supplychain
@acommonbivalve
@googlecloud
@circular_nomad
@mr_supply_chain
@brianlaungaoaeh
@refashiond
@koerber_ba_sc
@blueridgeglobal
@letstalkschain

Top Mentioned in G8:
@oracle
@harvardbiz
@jadeglobal
@microsoft
@anchore
@netsuite
@tryteckedin
@pvn
@nrfnews
@toby_hatch

Top Mentioned in G9:
@scmr
@higgdata
@averydennison
@hsca
@evrythng
@acumatica
@beckershr
@gs1_us
@beckersasc
@adsmartrac

Top Mentioned in G10:
@kitsune9tales

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@sectest9
@americanair
@paoloigna1
@jurylady5
@cybersec_feeds
@chidambara09
@gambiste1
@united
@xaelbot

Top Tweeters in G1:
@paoloigna1
@aldoceccarelli
@info_lavoro
@allentien
@jamesvgingerich
@stanleyepstein
@ihirejobalerts
@tamraraven
@gate_15_analyst
@alleywatch

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@thedeveloperbot
@cybersecurityn8
@viralvideovlogs
@ipythonistabot
@morolswediu
@hubofml
@dataaugmented

Top Tweeters in G3:
@americanair
@united
@delta
@businessinsider
@ektrit
@libelula_group
@google
@lowsulfurbunker
@braincures
@tcontester

Top Tweeters in G4:
@openmarketingtv
@metropulseusa
@newsneus
@jayeshmthakur
@taizun_tapia
@domingonarvaez1
@alternative200
@cephalopodluke2
@bitswings
@rosycoaching

Top Tweeters in G5:
@evankirstel
@idztree
@ricardo_ik_ahau
@wsj
@ailsaforshaw
@ajc
@npr
@loismil91809392
@lowes
@kevin_jackson

Top Tweeters in G6:
@walmart
@forbes
@nbcnews
@foxbusiness
@jmkuhn99
@splash_247
@trueblue4u2
@wef
@vladobotsvadze
@mbohl07

Top Tweeters in G7:
@kinjeketile
@techrepublic
@brianlaungaoaeh
@chewy
@giancrown
@channel6392
@glengilmore
@molson_hart
@thesocialcmo
@logisticsexpert

Top Tweeters in G8:
@holgermu
@macys
@rei
@harvardbiz
@constellationr
@stevecase
@nujdecastro
@netsuite
@hfsresearch
@cloudbees

Top Tweeters in G9:
@jacobussystems
@thedrum
@supplychainsn
@madebymissm
@tweetbyworld
@acumatica
@beckershr
@shapeways
@hhsgov
@boutonski

Top Tweeters in G10:
@euethnic
@meallyhen
@gordon1000
@heather63262308
@amandajs11
@jkldnmad
@anartdecodiva
@francismaudeadv
@marplesmarbles
@doug_troup


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