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supplychain_2022-05-14_12-28-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3ws4Jjk
@vanprobsolution
@idigitalkingdom
@82jjc
@bcg
@capsresearch
@sdgscolab
@mckinsey
@scottwluton
@andreasstreubig
@washingtonpost

Top hashtags:
#supplychain
#logistics
#sustainability
#procurement
#inflation
#shipping

Description:
Description
The graph represents a network of 6,030 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, 14 May 2022 at 19:40 UTC.

The requested start date was Saturday, 14 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 0-hour, 26-minute period from Tuesday, 10 May 2022 at 23:33 UTC to Saturday, 14 May 2022 at 00:00 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 : 6030
Unique Edges : 5448
Edges With Duplicates : 8581
Total Edges : 14029
Number of Edge Types : 5
Tweet : 3522
Mentions : 3290
Retweet : 2644
MentionsInRetweet : 4292
Replies to : 281
Self-Loops : 3647
Reciprocated Vertex Pair Ratio : 0.033104309806371
Reciprocated Edge Ratio : 0.064087061668682
Connected Components : 2016
Single-Vertex Connected Components : 1266
Maximum Vertices in a Connected Component : 2221
Maximum Edges in a Connected Component : 7201
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.754073
Graph Density : 0.000181983871761885
Modularity : 0.493954
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,030 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, 14 May 2022 at 19:40 UTC.

The requested start date was Saturday, 14 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 0-hour, 26-minute period from Tuesday, 10 May 2022 at 23:33 UTC to Saturday, 14 May 2022 at 00:00 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:
[181] https://www.theguardian.com/world/2022/may/05/xinjiang-cotton-found-adidas-puma-hugo-boss-tops-researchers-claim-uyghur
[57] https://morpheus.network/
[32] https://drtombooks.com/
[26] https://schoolnutrition.org/news-publications/press-releases/2022/school-meal-programs-in-peril/
[25] https://www.linkedin.com/video/event/urn:li:ugcPost:6909960955900620800/
[15] https://www.techzine.eu/news/applications/78706/sap-sapphire-showcases-sustainability-supply-chain-innovation-and-low-code-development/
[13] https://joseluismoratogomez.wordpress.com/2022/05/13/digital-innovation-and-the-circular-economy-are-kind-of-symbiotic-in-nature/
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[10] Direct&utm_source=None
[10] https://www.databreachtoday.com/vendors-ransomware-attack-latest-supply-chain-warning-a-19061

Top URLs in Tweet in G1:
[32] https://drtombooks.com/
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[9] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[6] https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fvideo%2Fevent%2Furn%3Ali%3AugcPost%3A6920354496992706560%2F
[6] http://secure.campaigner.com/csb/Public/show/9fx3-2ja04d--z88zt-uyc7og5
[5] http://secure.campaigner.com/csb/Public/show/9fx3-2jaou3--z96f5-uycav70
[5] https://drtombooks.com/common-sense-supply-management/
[4] https://www.s-c-technology.com/solutions/usa1.html
[4] https://www.s-c-technology.com/solutions/webfrt2.html
[4] https://secure.campaigner.com/csb/Public/show/9fx3-2j9ar9--z7mva-uyc7og2

Top URLs in Tweet in G2:
[25] https://www.linkedin.com/video/event/urn:li:ugcPost:6909960955900620800/
[10] https://www.databreachtoday.com/vendors-ransomware-attack-latest-supply-chain-warning-a-19061
[9] https://www.linkedin.com/posts/scottwindonluton_supplychain-cx-techforgood-activity-6929717916414201856-q1t0?utm_source=linkedin_share&utm_medium=member_desktop_web
[8] https://www.latentview.com/supply-chain-analytics/leveraging-supply-chain-analytics-to-increase-fulfilment-rate/
[8] https://nakedsecurity.sophos.com/2022/04/29/github-issues-final-report-on-supply-chain-source-code-intrusions/
[6] http://amshuhu.com/services-component-that-many-sales-force-automation-solutions-ignore/
[6] https://twitter.com/jamesvgingerich/status/1372175131842277376/video/1
[5] https://twitter.com/_supplychainnow/status/1518620598724751360
[5] https://www.youtube.com/watch?v=w_V1e4g3F38

[4] https://event.on24.com/wcc/r/3747753/84E6E48A5CEF8B95353ADA7F45A23E1C?partnerref=social

Top URLs in Tweet in G3:
[5] https://www.freightwaves.com/news/why-the-northeast-is-quietly-running-out-of-diesel?p=427764
[4] https://thehackernews.com/2022/05/malicious-npm-packages-target-german.html
[2] https://www.reuters.com/business/autos-transportation/exclusive-tesla-halts-production-shanghai-plant-due-supply-issues-sources-2022-05-10/
[2] https://www.foodlogistics.com/scn-summit/webinar/22223725/scn-summit-state-of-the-supply-chain-2022
[2] https://www.pymnts.com/news/security-and-risk/2022/ai-standards-bring-transparency-to-enterprise-risks-big-interconnected-data-problem/
[2] https://www.forbes.com/sites/loracecere/2022/05/02/preparing-for-the-dark-clouds-looming-over-the-supply-chain/?sh=495642b5225d
[2] https://www.scmr.com/article/new_research_identifies_best_supply_chain_management_practices
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=164b5b63-d21d-11ec-a3a9-6b5641584774&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wNS0xMS9ueWMtYmlsbGlvbmFpcmUtY2F0c2ltYXRpZGlzLXdhcm5zLW9mLXJhdGlvbmVkLWVhc3QtY29hc3QtZGllc2Vs
[2] https://www.einnews.com/pr_news/571757590/adept-fasteners-announces-acquisition-of-innovative-tooling-services
[2] https://twitter.com/tonymess/status/1371210723322396675

Top URLs in Tweet in G4:
[181] https://www.theguardian.com/world/2022/may/05/xinjiang-cotton-found-adidas-puma-hugo-boss-tops-researchers-claim-uyghur
[1] https://techcrunch.com/2022/05/02/south-koreas-recon-labs-raises-4-4m-to-help-shoppers-visualize-products-by-creating-3d-models-in-ar/?utm_content=buffer629b3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://millionairelife.services/executive/?utm_content=buffere2980&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.bain.com/insights/retail-and-sustainability-the-supply-chain-opportunity-infographic/
[1] https://venturebeat.com/2022/04/22/the-secret-to-achieving-sustainability-in-the-supply-chain/

Top URLs in Tweet in G5:
[1] https://twitter.com/KeepitMadeinUSA/status/1524760920790085633
[1] https://www.youtube.com/watch?v=TUR7KVFZUyc&feature=youtu.be

[1] https://www.youtube.com/watch?v=zxhpLi8XRwE&feature=youtu.be


Top URLs in Tweet in G6:
[3] https://www.reflexisinc.com/reflexions-2022/
[2] https://www.stord.com/podcast/episode1
[2] https://www.bloomberg.com/news/articles/2022-05-10/a-new-way-to-measure-supply-chain-climate-risks-green-insight
[2] https://www.bloomberg.com/news/articles/2022-04-30/supply-chains-flare-up-again-endangering-global-economy-s-recovery
[2] https://pages.fourkites.com/Level-Up-Your-Yard.html?utm_source=linkedin&utm_medium=social&utm_campaign=LevelUpYourYard&utm_content=webinar
[2] https://www.kinaxis.com/en/events/kinexions-22
[2] https://www.fourkites.com/platform/implementation/
[1] https://theferrarigroup.com/this-week-in-supply-chain-management-technology-shopify-and-panasonic/
[1] https://theferrarigroup.com/highlights-of-the-kinexions-2022-customer-conference-part-one/
[1] https://theferrarigroup.com/availability-of-part-two-research-report-your-workforce-the-most-critical-link-in-supply-chain-capability/

Top URLs in Tweet in G7:
[3] https://www.voxlog.fr/actualite/6278/le-secteur-du-transport-et-de-la-logistique-est-habitue-aux-soubresauts-conjoncturels
[3] https://www.paymentexecutive.com/news/
[2] https://supplychaindigital.com/company-reports/ey-teams-crafting-autonomous-sustainable-supply-chains
[2] https://supplychaindigital.com/company-reports/tealbook-solving-supplier-data-for-procurement-leaders
[2] https://www.voxlog.fr/actualite/6271/wavin-signe-un-contrat-pour-la-france-avec-xpo-logistics
[2] https://tweetedtimes.com/v/22743
[2] https://twi.li/ERZERy
[1] https://open.spotify.com/show/3NdALxnSfEsIOo2BYe8y6r
[1] https://podcasts.apple.com/us/podcast/port-side-transport-and-logistics-s3-ep3/id1586366690?i=1000561123706
[1] https://wto.org/podcast

Top URLs in Tweet in G8:
[1] https://brownfieldagnews.com/news/national-farmers-union-believes-biden-moves-will-help-smooth-out-supply-chain/
[1] https://twitter.com/JoeBiden/status/1525189221794840576
[1] https://twitter.com/POTUS/status/1524396049938452480
[1] https://twitter.com/RepStefanik/status/1524799061332742151
[1] https://twitter.com/tedcruz/status/1524799984364924928
[1] https://twitter.com/POTUS/status/1524780850834984960
[1] https://twitter.com/VP/status/1524822968622149632
[1] https://twitter.com/POTUS/status/1525191130773700609
[1] https://www.foxnews.com/media/baby-formula-shortages-biden-stefanik-hinson
[1] https://www.weforum.org/agenda/2019/10/what-happens-if-we-beat-climate-change/

Top URLs in Tweet in G9:
[55] https://morpheus.network/
[4] https://www.youtube.com/watch?v=CJdSjAEuEIw&feature=youtu.be

[1] https://twitter.com/CryptoMatrix31/status/1524304346573606912
[1] https://twitter.com/pancakechad83/status/1523761672489701376
[1] https://demandmgmt.com/morpheus-network/#faq
[1] https://twitter.com/Marty_cFly/status/1340322691971211265
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fnews.morpheus.network%2Fmorpheus-network-joins-sap-partneredge-open-ecosystem-to-transform-global-supply-chains-f6bdd4db30f3
[1] https://www.youtube.com/watch?v=T3y6PhcQg70&t=3s

[1] https://cointelegraph.com/news/altcoin-roundup-3-blockchain-protocols-taking-the-supply-chain-crisis-head-on

Top URLs in Tweet in G10:
[12] https://www.techzine.eu/news/applications/78706/sap-sapphire-showcases-sustainability-supply-chain-innovation-and-low-code-development/
[7] https://enterprisetalk.com/featured/five-trends-that-will-drive-the-data-center-of-the-future/
[4] https://swisscognitive.ch/2022/05/13/artificial-intelligence-drives-the-way-to-net-zero-emissions/
[4] https://nearlearn.com/blog/machine-learning-as-a-service-is-redefining-the-businesses-in-new-a-light/
[3] https://twitter.com/RichardEudes/status/1524766531653193728
[3] https://enterprisetalk.com/featured/todays-cio-needs-to-be-business-leaders-too/
[3] https://www.healthcareinfosecurity.com/vendors-ransomware-attack-latest-supply-chain-warning-a-19061
[2] https://www.nist.gov/news-events/news/2022/05/nist-updates-cybersecurity-guidance-supply-chain-risk-management
[2] https://venturebeat.com/2022/05/06/using-supply-chain-data-for-better-decision-making/
[2] http://www.strategicsourceror.com/2022/05/4-smart-supply-chain-strategies-for.html

Top Domains
Top Domains in Tweet in Entire Graph:
[300] careerarc.com
[231] twitter.com
[182] theguardian.com
[149] linkedin.com
[145] co.uk
[113] youtube.com
[63] tonernews.com
[57] morpheus.network
[51] maritime-network.com
[47] drtombooks.com

Top Domains in Tweet in G1:
[237] careerarc.com
[69] twitter.com
[63] tonernews.com
[60] linkedin.com
[47] drtombooks.com
[34] co.uk
[31] youtube.com
[21] amazon.com
[17] okt.to
[16] campaigner.com

Top Domains in Tweet in G2:
[47] linkedin.com
[34] twitter.com
[32] captivate.fm
[18] youtube.com
[10] databreachtoday.com
[8] supplychaindive.com
[8] amshuhu.com
[8] latentview.com
[8] sophos.com
[7] sap.com

Top Domains in Tweet in G3:
[19] twitter.com
[8] freightwaves.com
[5] supplypro.ca
[5] reuters.com
[5] forbes.com
[5] gartner.com
[5] thehackernews.com
[4] scmr.com
[4] coldchainpacking.com
[4] sociabble.com

Top Domains in Tweet in G4:
[181] theguardian.com
[1] techcrunch.com
[1] millionairelife.services
[1] bain.com
[1] venturebeat.com

Top Domains in Tweet in G5:
[2] youtube.com
[1] twitter.com

Top Domains in Tweet in G6:
[6] fourkites.com
[5] bloomberg.com
[4] kinaxis.com
[3] theferrarigroup.com
[3] logisticsit.com
[3] reflexisinc.com
[2] stord.com
[2] wsj.com
[1] amerisourcebergen.com
[1] cardinalhealth.com

Top Domains in Tweet in G7:
[18] supplychaindigital.com
[13] voxlog.fr
[7] africasupplychainmag.com
[4] bit.ly
[3] paymentexecutive.com
[3] supplychain-village.com
[3] logisticshandling.com
[2] procurementmag.com
[2] tweetedtimes.com
[2] twi.li

Top Domains in Tweet in G8:
[7] twitter.com
[2] weforum.org
[1] brownfieldagnews.com
[1] foxnews.com

Top Domains in Tweet in G9:
[55] morpheus.network
[5] youtube.com
[3] twitter.com
[1] demandmgmt.com
[1] medium.com
[1] cointelegraph.com

Top Domains in Tweet in G10:
[12] techzine.eu
[10] enterprisetalk.com
[5] venturebeat.com
[4] swisscognitive.ch
[4] nearlearn.com
[4] twitter.com
[3] techcrunch.com
[3] healthcareinfosecurity.com
[2] nist.gov
[2] supplychainbeyond.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5990] supplychain
[672] logistics
[261] sustainability
[242] procurement
[226] inflation
[199] shipping
[184] blockchain
[169] manufacturing
[149] forcedlabour
[147] cybersecurity



Top Hashtags in Tweet in G1:
[2272] supplychain
[258] logistics
[128] toner
[77] shipping
[71] freight
[71] manufacturing
[69] inflation
[66] warehouse
[65] printing
[64] procurement

Top Hashtags in Tweet in G2:
[548] supplychain
[111] sapsapphireorlando
[70] cybersecurity
[51] iot
[46] procurement
[46] logistics
[41] sustainability
[41] data
[38] security
[35] ai

Top Hashtags in Tweet in G3:
[212] supplychain
[42] inflation
[31] ukraine
[31] healthcare
[30] biden
[26] covid
[25] federalreserve
[15] logistics
[7] automotive
[7] procurement

Top Hashtags in Tweet in G4:
[216] supplychain
[144] forcedlabour
[136] eastturkestan
[118] enduyghurforcedlabour
[78] sustainability
[74] director
[62] hugoboss
[1] reverselogistics
[1] esg
[1] supplychainmanagement

Top Hashtags in Tweet in G5:
[59] supplychain
[44] babyformula
[19] truckers
[18] diesel
[12] makeamericagreatagain
[12] bidenistheworstpresidentever
[10] bydesign
[2] nc11
[2] inflation
[2] gasprices

Top Hashtags in Tweet in G6:
[64] supplychain
[13] logistics
[8] kinexions
[7] manufacturing
[4] planning
[4] advancedanalytics
[4] automation
[4] innovation
[3] kinexions22
[3] tms

Top Hashtags in Tweet in G7:
[91] supplychain
[25] logistique
[21] transport
[9] logistics
[7] technology
[7] procurement
[7] livraison
[5] letstalktrade
[4] digitaltransformation
[4] ecommerce

Top Hashtags in Tweet in G8:
[62] supplychain
[24] losangeles
[7] bidenflation
[6] inflation
[4] bidengashike
[4] babyformulashortage
[3] southernbordercrises
[3] covid
[3] china
[2] corps

Top Hashtags in Tweet in G9:
[24] supplychain
[9] crypto
[8] masternode
[7] passiveincome
[7] vechain
[6] blockchain
[4] altcoingem
[4] blockchainsupplychain
[4] logistics
[3] masternodes

Top Hashtags in Tweet in G10:
[92] supplychain
[20] cybersecurity
[17] datascience
[16] analytics
[14] sustainability
[13] artificialintelligence
[12] sapphire
[10] machinelearning
[9] healthcare
[9] businessanalytics

Top Words
Top Words in Tweet in Entire Graph:
[5980] #supplychain
[1454] supply
[1156] chain
[767] more
[675] job
[671] #logistics
[524] link
[471] bio
[403] click
[385] see

Top Words in Tweet in G1:
[2272] #supplychain
[530] supply
[518] job
[443] chain
[395] link
[378] bio
[325] more
[313] click
[258] #logistics
[227] see

Top Words in Tweet in G2:
[548] #supplychain
[184] supply
[166] scottwluton
[150] chain
[111] #sapsapphireorlando
[92] _supplychainnow
[79] more
[78] great
[74] sallyeaves
[70] day

Top Words in Tweet in G3:
[210] #supplychain
[57] supply
[42] #inflation
[40] chain
[35] business
[34] gop
[31] high
[31] #ukraine
[31] better
[31] #healthcare

Top Words in Tweet in G4:
[247] hugoboss
[216] #supplychain
[192] griederdaniel
[181] strg_f
[144] #forcedlabour
[138] andreasstreubig
[136] #eastturkestan
[124] uyghur
[122] exit
[118] #enduyghurforcedlabour

Top Words in Tweet in G5:
[59] #supplychain
[44] #babyformula
[40] send
[39] biden
[39] incompetent
[39] keep
[39] shelf
[39] congress
[38] cuttforcongress
[31] exper

Top Words in Tweet in G6:
[64] #supplychain
[18] supply
[17] kinaxis
[13] #logistics
[11] podcast
[10] unf
[10] ck
[10] chain
[9] week
[9] learn

Top Words in Tweet in G7:
[91] #supplychain
[25] #logistique
[21] #transport
[18] supply
[16] chain
[13] read
[13] procurement
[13] blockchain
[12] make
[11] more

Top Words in Tweet in G8:
[62] #supplychain
[47] potus
[26] re
[24] left
[24] coast
[24] #losangeles
[24] relying
[24] prayer
[24] woes
[24] basically

Top Words in Tweet in G9:
[81] mnwsupplychain
[52] mnw
[47] shipping
[47] 30
[46] routes
[46] china
[46] europe
[46] continue
[46] face
[46] delays

Top Words in Tweet in G10:
[92] #supplychain
[32] supply
[23] chain
[20] #cybersecurity
[20] data
[17] #datascience
[16] security
[16] #analytics
[14] richardeudes
[14] #sustainability

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1142] supply,chain
[469] link,bio
[309] click,link
[209] #supplychain,job
[199] #supplychain,#logistics
[186] #logistics,#supplychain
[165] supply,chains
[146] learn,more
[132] bio,apply
[119] griederdaniel,strg_f

Top Word Pairs in Tweet in G1:
[437] supply,chain
[378] link,bio
[243] click,link
[171] #supplychain,job
[103] bio,apply
[97] bio,see
[93] see,latest
[85] great,fit
[75] cvs,health
[74] recommend,anyone

Top Word Pairs in Tweet in G2:
[149] supply,chain
[34] sallyeaves,great
[34] melissa,goldman
[33] takeaways,day
[33] software,#supplychain
[29] reserved,spot
[29] spot,attend
[29] 18th,register
[29] being,nominated
[29] scottwluton,gregoryswhite

Top Word Pairs in Tweet in G3:
[38] supply,chain
[25] decade,high
[25] high,#inflation
[25] #inflation,induced
[25] induced,#federalreserve
[25] #federalreserve,easing
[25] easing,#biden's
[25] #biden's,#covid
[25] #covid,spending
[25] spending,spree

Top Word Pairs in Tweet in G4:
[119] griederdaniel,strg_f
[76] andreasstreubig,using
[76] using,#forcedlabour
[76] #forcedlabour,#supplychain
[76] #supplychain,part
[74] dear,#director
[74] #director,#sustainability
[74] #sustainability,andreasstreubig
[69] griederdaniel,hugoboss
[69] hugoboss,#eastturkestan

Top Word Pairs in Tweet in G5:
[39] biden,incompetent
[39] incompetent,keep
[39] keep,#babyformula
[39] #babyformula,shelf
[39] shelf,send
[39] send,congress
[39] congress,#supplychain
[37] cuttforcongress,biden
[31] #supplychain,exper
[18] breaking,possible

Top Word Pairs in Tweet in G6:
[10] unf,ck
[10] supply,chain
[5] ck,supply
[5] supply,chain'
[5] chain',getstord's
[5] getstord's,podcast
[5] podcast,delivered
[5] delivered,hosted
[5] hosted,#supplychain
[5] #supplychain,expert

Top Word Pairs in Tweet in G7:
[16] supply,chain
[14] #logistique,#supplychain
[10] #transport,#logistique
[10] 3d,printer
[8] #supplychain,#transport
[7] blockchain,provides
[7] provides,supply
[7] chain,capabilities
[7] capabilities,possible
[7] possible,recent

Top Word Pairs in Tweet in G8:
[24] left,coast
[24] coast,#losangeles
[24] #losangeles,relying
[24] relying,prayer
[24] prayer,potus
[24] potus,re
[24] re,#supplychain
[24] #supplychain,woes
[24] woes,basically
[23] gracienunyabiz,left

Top Word Pairs in Tweet in G9:
[46] shipping,routes
[46] routes,china
[46] china,europe
[46] europe,continue
[46] continue,face
[46] face,delays
[46] delays,30
[46] 30,days
[46] days,working
[45] mnwsupplychain,shipping

Top Word Pairs in Tweet in G10:
[23] supply,chain
[12] sap,#sapphire
[12] #sapphire,showcases
[12] showcases,#sustainability
[12] #sustainability,#supplychain
[12] #supplychain,innovation
[12] innovation,low
[12] low,code
[12] code,development
[11] marcusborba,sap

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@wsj
@hawleymo
@mnwsupplychain
@eric_schmitt
@mschlapp
@writes_sweeney
@cryptogemscom
@foxnews
@spaceforcedod

Top Replied-To in G1:
@connexmktplace

Top Replied-To in G2:
@nist
@proctergamble
@khulood_almani
@deloitte

Top Replied-To in G3:
@wsj
@eric_schmitt
@foxnews
@bankofengland
@housegop
@gop
@forbes
@petebuttigieg
@darcydonavan
@elonmusk

Top Replied-To in G4:
@griederdaniel

Top Replied-To in G5:
@mamaliberty2
@seanhannity
@redphoenix1978
@cuttforcongress

Top Replied-To in G6:
@bloomberg
@ford
@kylegriffin1
@trane_tech
@alexa_cheater

Top Replied-To in G8:
@potus
@mschlapp
@gedwards2021
@secretarypete
@washingtonpost
@marcorubio
@d_ll1954
@einsteinboricua
@hillaryclinton
@rocka_rollar

Top Replied-To in G9:
@mnwsupplychain
@moukayello
@cryptoispoetry
@damianshl
@cryptoaltgems
@cryptobusy
@watcherguru
@defiler_69
@terra_money

Top Replied-To in G10:
@cloudsa
@cisagov
@nist

Top Mentioned
Top Mentioned in Entire Graph:
@hugoboss
@griederdaniel
@strg_f
@scottwluton
@andreasstreubig
@_supplychainnow
@sap
@mnwsupplychain
@sallyeaves
@electraprotocol

Top Mentioned in G1:
@cottonguru
@heinprinsloo1
@chicagoessays
@stocktrim
@cremeglobal
@globaltradeirl
@zeroplagiarism
@pank90576241
@novoksmart

Top Mentioned in G2:
@scottwluton
@_supplychainnow
@sallyeaves
@sap
@thescapas
@gregoryswhite
@antgrasso
@verusen_ai
@haroldsinnott
@google

Top Mentioned in G3:
@forbes
@elonmusk
@acumatica
@reverdefi
@stickcollector_
@tesla
@foxnews
@supplypromag
@freightwaves
@washingtonpost

Top Mentioned in G4:
@hugoboss
@griederdaniel
@strg_f
@andreasstreubig
@chairgreenlds
@andreasstre
@ewartguy
@fiona18260994
@sjpal39
@weskmet

Top Mentioned in G5:
@cuttforcongress
@economyninja
@mamaliberty2
@rosemary100
@miami_priest
@bushcrafter79
@keepitmadeinusa
@jeffbonioraam
@curlsgreeneyes9
@jennyjen68

Top Mentioned in G6:
@kinaxis
@getstord
@alexwkent
@toyota
@seanhenryatl
@alex
@alexa_cheater
@amgen
@talkinlogistics
@cardinalhealth

Top Mentioned in G7:
@supplychaind
@vox_log
@supplychain123
@wto
@maersk
@xpologistics
@dimotransgroup
@we_cova
@sap
@tealbook

Top Mentioned in G8:
@potus
@gracienunyabiz
@nfudc
@brownfield
@brnagnews_mark
@biancapeters8
@rosannascotto
@bethde6
@joseph_joe_m
@mschlapp

Top Mentioned in G9:
@mnwsupplychain
@gulftainer
@mcuban
@coopfcl
@clubvitalcan
@hanhaascs
@statskrypto
@mn
@vechainofficial
@mikehscryp

Top Mentioned in G10:
@richardeudes
@marcusborba
@cyrene_h2020
@nist
@miguelhzbz
@blackhatevents
@rneelmani
@chipzoller
@meditechsafe
@analyticsfrance

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@tesco
@chidambara09
@gambiste1
@rk70534
@xaelbot
@delta
@cybersecurityn8
@jfsebastian146
@natioscourge

Top Tweeters in G1:
@natioscourge
@drtomdepaoli
@hagiwararyu11
@aldoceccarelli
@info_lavoro
@allentien
@briefingcom
@armanwalker
@techjunkiejh
@roccodallas

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@cybersecurityn8
@jfsebastian146
@evankirstel
@fabriciosx
@dataaugmented
@hubofml
@hollowmanseries

Top Tweeters in G3:
@thehill
@reuters
@business
@guardian
@cnbc
@kaleidoscopet0
@nytimes
@nypost
@foxnews
@washingtonpost

Top Tweeters in G4:
@bethlevin
@christoclifford
@tone1923
@tymvirginia
@therealest007
@ggriffithsbrown
@stephenkeeler
@dagfinnnordbo
@madeleinemaste4
@suekitty13

Top Tweeters in G5:
@boottmills228
@mcarmichael16
@maureenshilaly
@libertygirlnova
@krisluvsskiing
@thegeneral_0
@emma6usa
@retiredarmy8
@kiltyjeremy
@memphismeteor

Top Tweeters in G6:
@alex
@kylegriffin1
@automotiveworld
@toyota
@lborouniversity
@ventanaresearch
@ford
@amazon
@mrsharma
@renttherunway

Top Tweeters in G7:
@tesco
@aramex
@ocado
@entrepreneur
@tweetinmichelle
@mangobilling
@en
@dailymailau
@necio_news
@finextra

Top Tweeters in G8:
@tmzedg
@toscaausten
@rdrhwke
@dadnme88
@shanna_hanna_
@truckerdesiree
@mossmo73587541
@glenbrown15
@brownfield
@fan4cal

Top Tweeters in G9:
@njiforti3
@beuhkeuh
@fri55628131
@crypto_start
@oddgems
@yurez1981
@mikehscryp
@marty_cfly
@evelove08889361
@shashanadela

Top Tweeters in G10:
@codernotesbot
@rvp
@calcaware
@serverlessfan
@thecuriousluke
@botfemale
@zdnet
@pyscalellc
@lebotpython
@venturebeat


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