supplychain, Twitter, 5/21/2022 8:08:13 PM, 276771


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supplychain_2022-05-21_12-28-50.xlsx
supplychain_2022-05-21_12-28-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 21, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3PBYKRC
@vanprobsolution
@gartner_inc
@cnbc
@khulood_almani
@scottwluton
@forbes
@cryptoslima
@vagabondventur
@sallyeaves
@dbschenkerusa

Top hashtags:
#supplychain
#logistics
#blockchain
#shipping
#ai
#innovation
#technology

Description:
Description
The graph represents a network of 5,603 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, 21 May 2022 at 19:42 UTC.

The requested start date was Saturday, 21 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, 1-hour, 36-minute period from Tuesday, 17 May 2022 at 22:23 UTC to Saturday, 21 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 : 5603
Unique Edges : 4371
Edges With Duplicates : 8762
Total Edges : 13133
Number of Edge Types : 5
Retweet : 2820
MentionsInRetweet : 4163
Tweet : 3576
Mentions : 2353
Replies to : 221
Self-Loops : 3691
Reciprocated Vertex Pair Ratio : 0.0321448365047109
Reciprocated Edge Ratio : 0.0622874530159298
Connected Components : 1900
Single-Vertex Connected Components : 1183
Maximum Vertices in a Connected Component : 2131
Maximum Edges in a Connected Component : 7142
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.904217
Graph Density : 0.000177997926978859
Modularity : 0.454213
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,603 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, 21 May 2022 at 19:42 UTC.

The requested start date was Saturday, 21 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, 1-hour, 36-minute period from Tuesday, 17 May 2022 at 22:23 UTC to Saturday, 21 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:
[33] https://drtombooks.com/
[19] https://securityboulevard.com/2022/05/5-ways-k8s-apps-are-vulnerable-to-supply-chain-attacks/
[18] https://morpheus.network/
[11] https://siliconangle.com/2022/05/18/ciscos-stock-crashes-china-lockdown-hurts-revenue-guidance/
[11] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[10] https://www.bbc.co.uk/news/science-environment-61336659
[10] https://www.vertica.com/wp-content/uploads/2022/01/Anew-Design-Automation-Case-Study.pdf
[10] https://www.forbes.com/sites/forbestechcouncil/2022/05/13/managing-data-in-the-metaverse-four-lessons-from-the-supply-chain/
[10] https://www.uniqueforwarding.com/
[10] https://www.simarco.com/

Top URLs in Tweet in G1:
[5] https://www.fastcompany.com/90743143/gen-z-is-going-to-reinvent-the-supply-chain
[5] https://www.s-c-technology.com/solutions/usa1.html
[5] https://tonernews.com/forums/topic/canon-loses-eu-court-challenge-against-2016-acquisition-must-now-pay-29-4-million-fine/
[5] https://secure.campaigner.com/csb/Public/show/9fx3-2jddhl--zciua-uycav78
[4] -
[4] http://www.servispart.co.uk/eight-easy-ways-to-cut-supply-chain-logistics-costs-quickly/
[4] https://www.s-c-technology.com/solutions/webfrt6.html
[4] https://secure.campaigner.com/csb/Public/show/9fx3-2jcg3g--zb9rn-uyc7og3
[4] https://tonernews.com/forums/topic/official-media-statement-clover-imaging-group-exiting-europe/
[3] https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fvideo%2Fevent%2Furn%3Ali%3AugcPost%3A6926861332889665537%2F

Top URLs in Tweet in G2:
[10] https://www.forbes.com/sites/forbestechcouncil/2022/05/13/managing-data-in-the-metaverse-four-lessons-from-the-supply-chain/
[9] https://www.accesswire.com/701837/2022-Supply-Chain-and-Procurement-Awards-Winners-Announced-at-Virtual-Event
[8] https://www.business.att.com/learn/research-reports/iot-blockchain-technology-improves-supply-chain-logistics.html?source=EBBZTw00000IFS00M&wtExtndSource=KevinJackson
[8] https://technative.io/why-ai-enabled-decision-making-is-the-next-step-in-the-supply-chain-digitalisation-journey/
[7] https://artofprocurement.com/renaming-the-game/
[7] https://www.linkedin.com/video/event/urn:li:ugcPost:6909960955900620800/
[6] https://twitter.com/_supplychainnow/status/1526925503193526273
[6] https://event.on24.com/wcc/r/3747753/84E6E48A5CEF8B95353ADA7F45A23E1C?partnerref=social
[5] https://www.cpcchangeagent.com/
[5] https://www.forbes.com/sites/sap/2022/05/19/baby-formula-shortage-underscores-need-for-supply-chain-resilience/

Top URLs in Tweet in G3:
[16] https://securityboulevard.com/2022/05/5-ways-k8s-apps-are-vulnerable-to-supply-chain-attacks/
[10] https://www.vertica.com/wp-content/uploads/2022/01/Anew-Design-Automation-Case-Study.pdf
[9] https://www.helpnetsecurity.com/2022/05/16/cybersecurity-earthquake/
[6] https://aadvisoryboard.com/index.php/searchable-compliance-database/
[4] https://www.bbc.co.uk/news/science-environment-61336659
[4] https://arxiv.org/abs/2201.06080
[4] https://veille-cyber.com/transform-every-aspect-of-your-business-with-sap-ai/
[4] https://citi.io/2020/08/20/how-to-conserve-energy-in-your-warehouse/
[3] https://www.infosecurity-magazine.com/news/us-eu-move-closer-cyber-new-trade/
[3] https://slim.ai/

Top URLs in Tweet in G4:
[2] https://en.yna.co.kr/view/AEN20220519006954315?input=tw
[2] https://www.washingtonpost.com/us-policy/2022/05/18/house-formula-shortage-abbott/
[1] https://twitter.com/potus/status/1527783361296703488
[1] https://www.theepochtimes.com/blinken-announces-215-million-for-global-emergency-aid-to-ease-food-shortages_4476387.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/ohio-beef-and-poultry-processors-suppliers-benefitting-from-grant-program-to-combat-shortages_4454678.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/us-home-construction-building-permits-stall-as-mortgage-rates-rise_4474336.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/sen-marco-rubio-how-the-chinese-regime-co-opts-our-elites-and-weaponizes-our-systems-against-us_4472373.html?&utm_medium=AmericanThoughtLeaders&utm_source=SocialM&utm_campaign=MarcoRubio&utm_content=5-17-2022
[1] https://twitter.com/latimes/status/1527758562566426624
[1] https://twitter.com/POTUS/status/1527658443510775809
[1] https://www.cnn.com/2022/05/16/business-food/fish-and-chips-britain-inflation/index.html

Top URLs in Tweet in G5:
[5] https://www.scmr.com/article/e2open_named_a_leader_the_in_idc_marketscape
[3] https://next-level-supply-chain-with-gs1us.podcastpage.io/episode/progress-dont-stress-the-future-of-traceability
[3] https://www.freightwaves.com/news/biden-launches-emergency-airlift-to-pick-up-overseas-baby-formula
[3] https://www.retailbrew.com/stories/2022/05/16/how-bask-suncare-dealt-a-bottle-delay-for-its-sunscreen?utm_campaign=The%20Daily%20Current&utm_medium=email&_hsmi=213314806&_hsenc=p2ANqtz--SkD45vcJTpHsDIrs8gcZQxN__5jbtbxaHy3JIgbOwQCLz1KMYkReBakXm4vGQBFgR5CpjV654qejq41qemT2TiJuT_g&utm_content=213314755&utm_source=hs_email
[2] https://www.gs1us.org/education-training/gs1-us-university/basic-education/using-gs1-standards-for-supply-chain-visibility?utm_source=twitter&utm_medium=social&utm_campaign=et-landingpage-supplychainvisibility
[2] https://gs1connect.gs1us.org/?utm_source=twitter&utm_medium=social&utm_campaign=gs1connect-bythenumbersgif-homepage
[2] https://www.supplychaindive.com/news/hershey-opens-fulfillment-centers-additional-capacity/623616/
[2] https://www.supplychainbrain.com/blogs/1-think-tank/post/34877-disruption-and-rising-shipping-costs-reveal-the-need-for-supply-chain-flexibility
[2] https://www.supplychainbrain.com/articles/35021-three-trends-driving-development-of-a-circular-economy
[2] https://www.bbc.com/news/science-environment-61336659?s=09

Top URLs in Tweet in G6:
[17] https://morpheus.network/
[2] https://twitter.com/NoamEppel/status/1526614497540157440
[1] https://twitter.com/CoinDesk/status/1526220579631661061
[1] https://twitter.com/CryptoRobinson_/status/1465617625061462021
[1] https://twitter.com/Bundy89_/status/1526866261166198784
[1] https://www.youtube.com/watch?v=nbdxVRuiuVI&feature=youtu.be

[1] https://twitter.com/mariuszmorpheus/status/1526874078618976257
[1] https://gulfnews.com/business/corporate-news/gulftainer-handled-operations-in-record-time-at-iraq-port-1.1652879108338
[1] https://demandmgmt.com/morpheus-network/#faq

Top URLs in Tweet in G7:
[4] https://www.zdnet.com/article/google-these-curated-open-source-packages-will-improve-software-supply-chain-security/
[2] https://securityboulevard.com/2022/05/5-ways-k8s-apps-are-vulnerable-to-supply-chain-attacks/
[2] https://www.twitch.tv/OrteliusOS
[2] https://www.youtube.com/watch?v=XTkEcGmdiZE&ab_channel=OrteliusOpenSource

[2] https://solutionsreview.com/enterprise-resource-planning/how-sboms-reduce-software-procurement-risk-and-improve-enterprise-security/
[1] https://www.southseasdata.com/possolutions/
[1] https://ortelius.io/blog/2022/04/15/ortelius-microservice-visionaries-2022/
[1] https://www.linkedin.com/video/live/urn:li:ugcPost:6933413713165062144/
[1] https://sdx.io/GOQR
[1] https://sdx.io/JGXR

Top URLs in Tweet in G8:
[3] https://www.linkedin.com/posts/jeffashcroft_3pl-gobolt-expands-to-us-activity-6932627379240525824-5AQs
[2] https://now.blueyonder.com/icon
[2] http://now.blueyonder.com/icon?utm_source=bambu&utm_medium=social&utm_campaign=advocacy
[2] https://www.aplitrak.com/?adid=amFtZXNsLjMyOTA0LnR3aUBjYXN0dWsuYXBsaXRyYWsuY29t
[2] https://www.castuk.com/resource/4-in-demand-supply-chain-jobs-influenced-by-ethics-sustainability-and-brexit
[2] https://www.linkedin.com/posts/jeffashcroft_on-public-and-private-blockchains-activity-6932004619468337153-GLum
[2] https://www.gartner.com/en/newsroom/press-releases/2022-05-12-how-supply-chain-leaders-can-balance-opposing-priorities?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA-PR
[2] https://www.linkedin.com/posts/jeffashcroft_watch-the-supply-chain-heroes-of-net-carbon-activity-6933022026093776896-I_4v?utm_source=linkedin_share&utm_medium=ios_app
[1] https://www.gartner.com/en/supply-chain/research/power-of-the-profession?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-RM-SC-RPT&utm_content=&sf256269910=1
[1] https://www.gartner.com/en/articles/supply-chain-pressures-will-dominate-2022-but-equilibrium-is-coming?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-SWG&utm_content=&sf256259663=1

Top URLs in Tweet in G9:
[2] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[1] https://mertium.com/
[1] https://www.mertium.com/a/19029279/
[1] https://www.amazon.com/dp/B00WJ2ON8C/ref=cm_sw_r_tw_dp_WS6KJH3R3FTHBQWTJWCS
[1] https://livesocial.deloitte.com/t9IMi4
[1] https://livesocial.deloitte.com/t7Ny1S
[1] https://www.economist.com/international/2022/05/14/the-war-in-ukraine-is-spurring-transatlantic-co-operation-in-tech
[1] https://finance.yahoo.com/news/calamp-board-directors-elects-henry-114500842.html

Top URLs in Tweet in G10:
[6] https://portal.atdc.org/s/community-event?id=a1Y7V00000UAJl9UAH#/Overview
[3] http://tinoiq.com/supply-chain
[3] https://globaltradejobs.com/job/international-trade-coordinator-3/
[3] https://www.gopenske.com/wanted-supply-chain-professionals-to-complete-third-party-logistics-study
[2] https://stateslogistics.com/CAREERS/
[2] https://www.cnbc.com/2022/05/17/these-are-the-2022-cnbc-disruptor-50-companies.html?__source=sharebar|twitter&par=sharebar
[2] https://www.topqualityrecruitment.com/wp-content/plugins/bullhorn-oscp/#/jobs/5278
[2] https://directitrecruiting.com/job/senior-business-systems-analyst-supply-chain-bilingual-montreal-110k/
[2] https://mailchi.mp/18115e8bbc8b/g9zmwwdiof-5019592
[2] https://daialnahar.com/silicon-valley-supply-chain-fixer-flexport-tops-cnbc-disruptor-50/

Top Domains
Top Domains in Tweet in Entire Graph:
[328] careerarc.com
[181] twitter.com
[142] co.uk
[127] linkedin.com
[65] youtube.com
[54] maritime-network.com
[49] drtombooks.com
[48] tonernews.com
[38] forbes.com
[37] coupa.com

Top Domains in Tweet in G1:
[246] careerarc.com
[55] linkedin.com
[50] twitter.com
[48] tonernews.com
[36] co.uk
[17] youtube.com
[15] com.au
[14] informazione.it
[12] okt.to
[11] supplychainbrain.com

Top Domains in Tweet in G2:
[37] coupa.com
[33] captivate.fm
[28] twitter.com
[23] forbes.com
[23] linkedin.com
[13] technative.io
[9] accesswire.com
[9] att.com
[8] on24.com
[7] artofprocurement.com

Top Domains in Tweet in G3:
[16] securityboulevard.com
[10] vertica.com
[9] helpnetsecurity.com
[9] citi.io
[7] dy.si
[6] aadvisoryboard.com
[5] co.uk
[5] highway905.com
[4] arxiv.org
[4] twitter.com

Top Domains in Tweet in G4:
[7] twitter.com
[5] theepochtimes.com
[2] co.kr
[2] washingtonpost.com
[1] cnn.com
[1] indianarrative.com
[1] nypost.com
[1] ntd.com

Top Domains in Tweet in G5:
[12] supplychainbrain.com
[10] freightwaves.com
[9] scmr.com
[9] postbeyond.com
[8] okt.to
[7] gs1us.org
[7] supplychaindive.com
[6] shareaholic.com
[5] erpsoftwareblog.com
[5] twitter.com

Top Domains in Tweet in G6:
[17] morpheus.network
[6] twitter.com
[1] youtube.com
[1] gulfnews.com
[1] demandmgmt.com

Top Domains in Tweet in G7:
[4] zdnet.com
[4] solutionsreview.com
[2] securityboulevard.com
[2] twitch.tv
[2] youtube.com
[2] sdx.io
[1] southseasdata.com
[1] ortelius.io
[1] linkedin.com
[1] elisa.tech

Top Domains in Tweet in G8:
[21] aplitrak.com
[11] gartner.com
[7] linkedin.com
[6] blueyonder.com
[4] locusrobotics.com
[3] wistia.com
[2] castuk.com
[2] seegrid.com
[2] youtube.com
[2] edgeverve.com

Top Domains in Tweet in G9:
[2] mertium.com
[2] deloitte.com
[2] co.jp
[1] amazon.com
[1] economist.com
[1] yahoo.com

Top Domains in Tweet in G10:
[7] freightwaves.com
[6] atdc.org
[6] youtube.com
[5] globaltradejobs.com
[4] careerarc.com
[3] bloomberg.com
[3] cnbc.com
[3] tinoiq.com
[3] gopenske.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5944] supplychain
[742] logistics
[394] blockchain
[247] shipping
[236] ai
[235] innovation
[227] technology
[222] tech
[217] inflation
[195] procurement



Top Hashtags in Tweet in G1:
[2098] supplychain
[230] logistics
[98] toner
[73] shipping
[63] manufacturing
[62] inflation
[60] transportation
[58] freight
[50] printing
[49] tonercartridges

Top Hashtags in Tweet in G2:
[648] supplychain
[161] innovation
[158] tech
[153] ai
[127] blockchain
[123] datascience
[107] bigdata
[104] analytics
[95] logistics
[70] iot

Top Hashtags in Tweet in G3:
[208] supplychain
[84] technology
[68] blockchain
[46] enterprise
[30] ai
[28] cybersecurity
[26] k8s
[26] devsecops
[23] security
[20] logistics

Top Hashtags in Tweet in G4:
[84] supplychain
[14] zerocovid
[14] mortgagerates
[10] foodshortages
[7] inflation
[6] msm
[6] babyformula
[5] babyformulashortage
[4] bidenflation
[4] gop

Top Hashtags in Tweet in G5:
[159] supplychain
[32] logistics
[11] globaltrade
[9] procurement
[6] transportation
[5] china
[5] purchasing
[5] retail
[5] sustainability
[4] gs1connect22

Top Hashtags in Tweet in G6:
[95] supplychain
[45] vechain
[21] logistics
[20] masternode
[19] eth
[17] logisticsnews
[16] btc
[14] altcoin
[12] blockchain
[9] crypto

Top Hashtags in Tweet in G7:
[79] blockchain
[40] supplychain
[36] xep
[22] nfts
[19] opensource
[13] smartcontract
[13] evopay
[11] digitalid
[11] web3
[10] ecofriendly

Top Hashtags in Tweet in G8:
[80] supplychain
[35] logistics
[25] jobs
[21] job
[14] gartnersc
[10] ecommerce
[6] blockchain
[6] 3pl
[6] sustainable
[5] network

Top Hashtags in Tweet in G9:
[46] supplychain
[19] china
[17] ukraine
[14] russian
[14] europe
[6] tech
[6] shipping
[6] web3
[5] inflation
[5] shanghai

Top Hashtags in Tweet in G10:
[94] supplychain
[29] logistics
[11] freight
[10] atdc
[6] maritime
[6] technology
[6] sustainability
[6] hiring
[5] inventory
[5] scm

Top Words
Top Words in Tweet in Entire Graph:
[5944] #supplychain
[1467] supply
[1236] chain
[828] more
[742] #logistics
[684] job
[562] link
[530] bio
[485] global
[418] click

Top Words in Tweet in G1:
[2098] #supplychain
[545] job
[452] link
[444] bio
[392] supply
[328] chain
[328] click
[276] more
[269] apply
[246] see

Top Words in Tweet in G2:
[648] #supplychain
[168] supply
[161] #innovation
[158] #tech
[153] #ai
[153] global
[144] chain
[127] #blockchain
[123] #datascience
[112] mend

Top Words in Tweet in G3:
[210] #supplychain
[96] supply
[85] chain
[84] #technology
[68] #blockchain
[60] vagabondventur
[49] blockchain
[46] #enterprise
[45] unblock
[45] transform

Top Words in Tweet in G4:
[84] #supplychain
[35] food
[35] epochtimes
[23] worldwide
[22] due
[21] key
[21] industries
[21] ranging
[21] medicine
[21] fighter

Top Words in Tweet in G5:
[159] #supplychain
[62] supply
[49] chain
[32] #logistics
[24] join
[18] more
[16] scbrain
[15] business
[14] learn
[14] production

Top Words in Tweet in G6:
[141] mnw
[95] #supplychain
[84] mnwsupplychain
[56] vet
[52] vechainofficial
[52] cryptorobinson_
[51] partnership
[49] supplychain
[47] blockchain
[45] time

Top Words in Tweet in G7:
[93] xep
[90] electraprotocol
[79] #blockchain
[63] ken_ozioma
[60] native
[60] coin
[40] #supplychain
[36] #xep
[30] project
[25] buy

Top Words in Tweet in G8:
[80] #supplychain
[35] supply
[35] #logistics
[30] chain
[29] more
[25] #jobs
[21] #job
[21] location
[18] learn
[18] salary

Top Words in Tweet in G9:
[46] #supplychain
[28] war
[28] trajectory
[28] world
[19] market
[19] #china
[18] source
[17] #ukraine
[15] future
[15] power

Top Words in Tweet in G10:
[94] #supplychain
[29] #logistics
[24] chain
[23] supply
[18] atdc
[17] more
[15] ltdmanagement
[15] apply
[13] logistics
[12] freightwaves

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1205] supply,chain
[529] link,bio
[319] click,link
[230] #supplychain,#logistics
[225] #supplychain,job
[166] learn,more
[142] #logistics,#supplychain
[137] supply,chains
[136] bio,see
[134] global,food

Top Word Pairs in Tweet in G1:
[443] link,bio
[312] supply,chain
[265] click,link
[192] #supplychain,job
[113] bio,see
[103] see,latest
[103] bio,apply
[100] latest,#supplychain
[92] cvs,health
[85] great,fit

Top Word Pairs in Tweet in G2:
[144] supply,chain
[113] #innovation,#datascience
[111] #tech,#innovation
[103] #supplychain,#tech
[102] #bigdata,#analytics
[100] #datascience,#bigdata
[99] #blockchain,mend
[99] mend,fractured
[99] fractured,global
[99] global,food

Top Word Pairs in Tweet in G3:
[82] supply,chain
[61] #blockchain,#technology
[45] blockchain,unblock
[45] unblock,#supplychain
[45] #supplychain,#enterprise
[45] #enterprise,#blockchain
[45] #technology,transform
[45] transform,supply
[44] vagabondventur,blockchain
[44] chain,th

Top Word Pairs in Tweet in G4:
[21] #supplychain,key
[21] key,industries
[21] industries,ranging
[21] ranging,medicine
[21] medicine,fighter
[21] fighter,jets
[21] jets,technology
[21] technology,food
[20] epochtimeschina,#supplychain
[16] #supplychain,disruptions

Top Word Pairs in Tweet in G5:
[49] supply,chain
[22] #supplychain,#logistics
[11] supply,chains
[9] msdynamicsworld,erp
[9] erp,software
[9] software,blog
[8] join,msdynamicsworld
[8] #supplychain,#globaltrade
[7] #supplychain,#procurement
[6] #logistics,#supplychain

Top Word Pairs in Tweet in G6:
[44] vet,vtho
[43] think,time
[43] time,#vechain
[43] #vechain,announce
[43] announce,huge
[43] huge,partnership
[43] partnership,vet
[43] vtho,#supplychain
[43] #supplychain,vechainofficial
[42] thevirtualflame,think

Top Word Pairs in Tweet in G7:
[73] electraprotocol,#blockchain
[60] xep,native
[60] native,coin
[60] coin,electraprotocol
[22] buy,xep
[21] #blockchain,project
[13] xep,electraprotocol
[13] cryptogemscom,xep
[12] solidity,#smartcontract
[12] #smartcontract,#nfts

Top Word Pairs in Tweet in G8:
[30] supply,chain
[25] #supplychain,#logistics
[23] #jobs,#supplychain
[15] learn,more
[9] manager,location
[8] find,more
[7] chain,symposium
[7] sat,down
[6] looks,electrified
[6] electrified,#ecommerce

Top Word Pairs in Tweet in G9:
[28] war,trajectory
[14] #ukraine,war
[14] trajectory,destroy
[14] destroy,#russian
[14] #russian,power
[14] power,reinforce
[14] reinforce,divide
[14] divide,between
[14] between,#europe
[14] #europe,russia

Top Word Pairs in Tweet in G10:
[23] supply,chain
[10] entrepreneurs',night
[10] night,#atdc
[10] #atdc,presents
[10] presents,conversation
[10] conversation,bnussey
[10] bnussey,author
[10] author,freeingenergy
[10] freeingenergy,led
[10] led,very

Top Replied-To
Top Replied-To in Entire Graph:
@altcryptocom
@prophetcryptos
@cnbc
@potus
@wsj
@khulood_almani
@troyteslike
@scbrain
@thehill
@freightwaves

Top Replied-To in G1:
@swktech
@brevanelectron

Top Replied-To in G2:
@khulood_almani
@sapics01
@kevin_odonovan
@petertirschwell

Top Replied-To in G3:
@garyblack00
@mitrecorp
@elonmusk
@cbcnews
@jetstackhq

Top Replied-To in G4:
@potus
@federalreserve
@thedemocrats
@gopchairwoman
@quicktake
@wiczipedia
@mj136728
@jim_jordan
@gopleader
@thedomino

Top Replied-To in G5:
@scbrain
@supplychaindive
@pos_purchasing

Top Replied-To in G6:
@altcryptocom
@cryptorobinson_
@trippledutch
@kucoincom
@crypto__emily
@cryptomatrix31
@hzatori
@cz_binance
@bloodgoodbtc
@mnwsupplychain

Top Replied-To in G7:
@themooncarl
@whaleeverything
@rovercrc
@cryptogemscom
@cryptothro
@gemini
@eljaboom
@cryptojack
@crypto__emily
@theopenssf

Top Replied-To in G8:
@philrausch
@metaverseadidas

Top Replied-To in G9:
@cnbc
@wsj
@fdd
@theeconomist
@wesleyhunttx
@quincyinst
@josuakylie
@rstatecraft
@iseas
@tridiveshsingh

Top Replied-To in G10:
@freightwaves
@dbrades89
@johnhkingston

Top Mentioned
Top Mentioned in Entire Graph:
@_supplychainnow
@khulood_almani
@scottwluton
@electraprotocol
@mnwsupplychain
@vagabondventur
@ken_ozioma
@coupa
@mvollmer1
@thescapas

Top Mentioned in G1:
@superior_writer
@cremeglobal
@colinthecrypto1
@chicagoessays
@hwexpert
@noikeanolife
@sigiosagie
@servispart
@datexcorpwms
@aftvitaliy

Top Mentioned in G2:
@_supplychainnow
@scottwluton
@khulood_almani
@coupa
@mvollmer1
@thescapas
@gregoryswhite
@forbes
@sallyeaves
@pawlowskimario

Top Mentioned in G3:
@vagabondventur
@bamitav
@verticaunified
@jabezalbert
@venafi
@redhat
@frost_sullivan
@ibmag_magazine
@helpnetsecurity
@ft

Top Mentioned in G4:
@epochtimes
@epochtimeschina
@ablinken
@epochtvus
@potus
@lindalouwhoh
@r0am3r
@gop
@joebiden
@jim_jordan

Top Mentioned in G5:
@scbrain
@scmr
@msdynamicsworld
@dbschenkerusa
@supplychaindive
@e2open
@hersheys
@logisticsmatter
@talkinlogistics
@supplypromag

Top Mentioned in G6:
@mnwsupplychain
@vechainofficial
@cryptorobinson_
@thevirtualflame
@mikehscryp
@mariuszmorpheus
@trippledutch
@altcryptocom
@cryptomatrix31
@jacobbsm1th

Top Mentioned in G7:
@electraprotocol
@ken_ozioma
@cryptoslima
@bittrexexchange
@whaleeverything
@themooncarl
@cryptogemscom
@rovercrc
@gemini
@mexc_global

Top Mentioned in G8:
@gartner_sc
@locusrobotics
@blueyonder
@microsoft
@ceoshow
@dltlabs
@supplychain
@patygorozpe
@jeffashcroft
@veryableops

Top Mentioned in G9:
@cnbc
@amazon
@thefortunetell5
@mertiumcrypto
@target
@theeconomist
@pfizer
@biontech_group
@moderna_tx
@ibd_agatlin

Top Mentioned in G10:
@ltdmanagement
@bnussey
@freeingenergy
@mdgranier
@flexport
@freightwaves
@youtube
@atdc
@robhandfield
@keelvar

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@filafresh
@oldlady12345
@chidambara09
@jurylady5
@gambiste1
@xaelbot
@codedailybot
@british_airways
@cybersecurityn8

Top Tweeters in G1:
@filafresh
@natioscourge
@hagiwararyu11
@info_lavoro
@janiecestaton
@briefingcom
@techjunkiejh
@bsindia
@jeremypmurphy
@alarabiya_eng

Top Tweeters in G2:
@oldlady12345
@chidambara09
@xaelbot
@john_siracusa
@biofares
@straitarrow10
@hubofml
@fintechna
@ssxman2
@calcaware

Top Tweeters in G3:
@sectest9
@codedailybot
@cybersecurityn8
@fabriciosx
@education_24x7
@goaidev
@zaidacastillo51
@zimrirosas
@ft
@cbcnews

Top Tweeters in G4:
@lyndae222
@88lamaga
@new_narrative
@foxnews
@debrabuenik
@cnn
@zoom81
@alexblx
@nbcnews
@cbsnews

Top Tweeters in G5:
@dalefthook
@supplychainsn
@infonomicsinc
@wired
@mbohl07
@quebecretweet
@yixuantu1
@phoneguymark
@ebuyerpro
@logisticsmatter

Top Tweeters in G6:
@santchiweb
@bigrace10
@beuhkeuh
@njiforti3
@kgobisid
@fri55628131
@selvaprakathees
@takegreenpill
@anowwrr
@yourgovernment4

Top Tweeters in G7:
@opensource_orgs
@regamertron
@eljaboom
@scibot6
@electralindadgb
@atombuloglu
@alecsocial
@janhacker9
@linuxfoundation
@solutionsreview

Top Tweeters in G8:
@bosbizjournal
@metarealfuture
@fx_larroche
@sarahkaiser557
@dianaiortizc
@tech_mahindra
@microsoft
@singh00991
@cast_uk
@paulabr21

Top Tweeters in G9:
@gambiste1
@business
@patriceinmilano
@dcexaminer
@cnbc
@scmpnews
@theeconomist
@wsjp_insight
@foreignpolicy
@bravotv

Top Tweeters in G10:
@hiringcare
@brianlaungaoaeh
@canva
@surgicalcaps
@appleretweetbot
@mastercard
@cvshealthjobs
@hohmann_chris
@youtube
@joc_updates


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