supplychain, Twitter, 12/17/2022 8:54:03 PM, 286473


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supplychain_2022-12-17_12-28-49.xlsx
supplychain_2022-12-17_12-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 17, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3FF2JZu
@eli_krumova
@scottwluton
@chidambara09
@sap
@jamesvgingerich
@cybersecurityn8
@wsj
@vox_log
@_supplychainnow
@b1gten01

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

Description:
Description
The graph represents a network of 4,844 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, 17 December 2022 at 20:45 UTC.

The requested start date was Saturday, 17 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 3-hour, 50-minute period from Monday, 12 December 2022 at 14:04 UTC to Friday, 16 December 2022 at 17:55 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4844
Unique Edges : 3758
Edges With Duplicates : 8199
Total Edges : 11957
Number of Edge Types : 5
Tweet : 4129
Mentions : 2321
Retweet : 2165
MentionsInRetweet : 3226
Replies to : 116
Self-Loops : 4242
Reciprocated Vertex Pair Ratio : 0.0290602296695571
Reciprocated Edge Ratio : 0.0564791619221134
Connected Components : 1897
Single-Vertex Connected Components : 1345
Maximum Vertices in a Connected Component : 1440
Maximum Edges in a Connected Component : 4768
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.577786
Graph Density : 0.0001871737035056
Modularity : 0.414058
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,844 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, 17 December 2022 at 20:45 UTC.

The requested start date was Saturday, 17 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 3-hour, 50-minute period from Monday, 12 December 2022 at 14:04 UTC to Friday, 16 December 2022 at 17:55 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : supplychain
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[56] https://www.techrepublic.com/article/top-cybersecurity-threats/
[49] https://drtombooks.com/
[27] https://www.techrepublic.com/article/iot-automating-warehouse-operations/
[24] https://engineering.mercari.com/blog/entry/20221215-supplychain-security-reevaluation/
[21] https://www.reuters.com/world/us/us-house-backs-legislation-block-rail-strike-2022-11-30/
[17] https://port-express.com/santas-reindeer-hunt
[16] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[15] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[11] https://www.scmr.com/article/applying_industry_4.0_to_build_better_supply_chains
[11] https://www.iotsworldcongress.com/activities/testbeds/

Top URLs in Tweet in G1:
[53] https://www.techrepublic.com/article/top-cybersecurity-threats/
[49] https://drtombooks.com/
[27] https://www.techrepublic.com/article/iot-automating-warehouse-operations/
[21] https://www.reuters.com/world/us/us-house-backs-legislation-block-rail-strike-2022-11-30/
[16] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[15] https://engineering.mercari.com/blog/entry/20221215-supplychain-security-reevaluation/
[15] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[8] http://www.procurementheads.com/jobs/
[6] https://rvs-solutions.com
[6] https://slspakistan.com/

Top URLs in Tweet in G2:
[10] https://www.youtube.com/watch?v=k1TDy_m3hT8

[10] https://www.youtube.com/watch?v=WhexO81jVQw

[10] https://www.youtube.com/watch?v=kVGKwpnK4so

[10] https://www.superprocure.com/platform/?utm_source=Twitter&utm_medium=Organic&utm_campaign=SP-Platform
[9] https://www.youtube.com/watch?v=aE7-y7pLN9E

[8] https://events.artofprocurement.com/digital-outcomes-2023/register/
[8] https://www.wsj.com/articles/leased-robots-roll-in-to-help-logistics-firms-handle-holiday-crush-11670350896?mod=hp_minor_pos5&utm_content=bufferd10df&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://vectorgl.com/stand-with-ukraine/
[5] https://www.cio.com/article/415822/maersk-embraces-edge-computing-to-revolutionize-supply-chain.html
[5] https://twitter.com/ScottWLuton/status/1590750699134287872

Top URLs in Tweet in G3:
[7] https://baisecurity.net/blogs/7-rising-cybercrime-ploys/
[5] https://apiiro.com/blog/apiiros-ai-engine-detected-a-software-supply-chain-attack-in-pypi/
[5] https://www.covenantsec.com
[3] https://enterprisersproject.com/article/2022/12/it-security-takeaways-events-2022?sc_cid=7016000000127eyAAA
[3] https://www.defenseone.com/business/2022/12/can-we-actually-build-it-defense-industry-leaders-look-ahead-uncertain-2023/380725/
[3] https://go.kaspersky.com/supply-chain-report-de.html?reseller=de_regular-sm_acq_ona_smm__onl_b2b_twi_lnk_______&utm_source=linkedin&utm_medium=&utm_campaign=dach_supplychain_mr0089&utm_content=sm-post&utm_term=dach_linkedin_organic_qqhp6tbhr3zl89b
[3] https://www.weforum.org/agenda/2019/02/4-key-steps-towards-a-circular-economy/
[3] https://www.datacenterknowledge.com/hardware/new-investment-eases-chip-supply-chain-woes
[3] https://www.techrepublic.com/article/top-cybersecurity-threats/
[2] https://www.fourkites.com/resources/the-ultimate-supply-chain-resilience-guide-for-manufacturers-process/?utm_source=linkedin&utm_medium=social&utm_campaign=loud-proud

Top URLs in Tweet in G4:
[5] https://www.forbes.com/sites/willyshih/2022/12/13/chinas-covid-zero-exit-and-the-potential-for-2023-supply-chain-impacts/?utm_source=dlvr.it&utm_medium=twitter
[4] https://sourceday.com/resource/voice-of-supply-chain-ism/
[3] https://www.forbes.com/sites/forbesbusinesscouncil/2022/12/13/6-steps-to-better-counter-supply-chain-risks/
[2] https://aircargoworld.com/news/carriers/turkish-eyes-top-3-carrier-spot-as-strong-growth-continues/?utm_content=231283532&utm_medium=social&utm_source=twitter&hss_channel=tw-717358658275790848
[2] https://www-wsj-com.cdn.ampproject.org/c/s/www.wsj.com/amp/articles/more-stores-do-double-duty-as-distribution-centers-for-online-orders-11670519596?utm_content=231283541&utm_medium=social&utm_source=twitter&hss_channel=tw-717358658275790848
[2] https://manife.st/video-library/?videoid=609e58719b8f2d0621c5d077-1669993721025&utm_source=Twitter&utm_medium=Social+&utm_campaign=12+Days+of+Supply+Chain
[2] https://www.the-future-of-commerce.com/2022/12/08/servitization-manufacturers-services/
[2] https://www.amazon.com/Procurement-Mojo-Sigi-Osagie/dp/1852527455/ref=sr_1_1?ie=UTF8&qid=1531402431&sr=8-1&keywords=procurement+mojo
[2] https://www.itln.in/supply-chain/log9-bags-ais-156-certification-for-its-battery-designed-for-last-mile-logistics-1347253
[2] https://www.charcap.com/supply-chain-disruption/?utm_source=twitter&utm_medium=social&utm_campaign=social-media-20221213

Top URLs in Tweet in G5:
[4] https://www.coupa.com/newsworthy/press-releases/supply-chain-woes-could-mean-empty-stockings-for-consumers?network=twitter&userID=81987b76-82d4-49c4-be90-7686c291d538&campaign_name=everyonesocial&es_id=b6bcd37e22
[3] https://www.logisticsit.com/articles/2022/12/06/planet-gen-z-is-becoming-the-fastest-growing-group-of-shoppers
[2] https://www.logisticsit.com/articles/2022/12/07/customs4trade-strengthens-management-team-with-new-ceo
[2] https://www.logisticsit.com/articles/2022/12/06/pandora-embarks-on-erp-transformation-to-meet-the-new-reality-in-retail
[2] https://coldchainpacking.com/key-challenges-for-the-cold-chain-during-the-pandemic
[2] https://www.coldchainpacking.com/
[2] https://www.logisticsmgmt.com/article/the_supply_chain_of_the_future_is_connected_transparent_and_sustainable
[2] https://www.itrportal.com/articles/2022/12/07/canon-europe-promotes-hiro-imamura-to-executive-vice-president-digital-printing-and-solutions/
[1] https://www.voxlog.fr/actualite/6974/acsep-et-efalia-nouent-un-partenariat
[1] https://podcast.ausha.co/logistique-supply-chain-de-demain/voxlog-geodis-s2e04-femmes-de-supply-salomee-ruel-de-kedge-business-school

Top URLs in Tweet in G6:
[4] https://www.washingtonexaminer.com/policy/infrastructure/santa-claus-supply-chain-running-smoothly?utm_medium=Web
[4] Direct&utm_source=LinkedIn
[3] https://www.sdcexec.com/software-technology/supply-chain-visibility/article/22578168/infor-5-trends-affecting-supply-chains-in-new-year
[2] https://okt.to/homWLv
[2] https://www.foodlogistics.com/software-technology/article/22419155/top-software-tech-providers-award-visibility-supply-chain-management-lead-the-way
[2] https://www.sdcexec.com/software-technology/supply-chain-visibility/article/22591767/pure-storage-how-to-build-a-shockproof-supply-chain-strategy
[1] https://okt.to/H8qptr
[1] https://www.logisticshandling.com/articles/2022/12/05/future-supply-chain-leaders-to-benefit-from-robots-at-their-fingertips-at-south-essex-college/
[1] https://www.koerber-supplychain.com/about-us/blog/ukwa-guest-blog-walking-on-sunshine/
[1] https://okt.to/t0TSUB

Top URLs in Tweet in G7:
[4] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[3] https://positivepurchasing.com/podcast-the-procurement-show/
[2] https://www.supplychainbrain.com/blogs/1-think-tank/post/36204-why-the-balance-of-power-has-shifted-from-buyers-to-sellers
[2] https://www.esgtoday.com/mcdonalds-covers-100-of-us-logistics-supply-chain-electricity-load-with-renewable-energy/
[2] https://www.logisticshandling.com/lh-newsletter
[2] https://www.supplychainbrain.com/blogs/1-think-tank/post/36086-nearshoring-offers-advantages-during-a-supply-chain-crisis
[2] https://www.supplychainbrain.com/blogs/1-think-tank/post/35314-how-to-make-the-most-of-supplier-rebate-programs
[2] https://landline.media/article/ooida-gearing-up-for-2023/
[2] https://www.cnbc.com/2022/12/04/manufacturing-orders-from-china-down-40percent-in-demand-collapse.html
[2] https://supplychaindigital.com/digital-supply-chain/supply-chain-problems-have-changed-supplier-relations

Top URLs in Tweet in G8:
[11] https://www.iotsworldcongress.com/activities/testbeds/
[7] https://www.aspirecambridge-recruitment.co.uk/industrial-supplychain-logistics
[6] https://www.oracle.com/nl/news/announcement/postcode-lottery-operator-novamedia-selects-oracle-cloud-2022-12-14/?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[5] https://www.oracle.com/scm/scm-and-hr/?source=:so:ch:or:dg::::RC_WWMK210901P00012:Champ&SC=:so:ch:or:dg::::RC_WWMK210901P00012:Champ&pcode=WWMK210901P00012#scm-hcm-three-benefits
[2] https://www.themanufacturer.com/articles/3d-printing-manufacturing-in-a-different-dimension/
[2] https://www.supplychainquarterly.com/articles/7470-a-framework-for-growing-and-retaining-supply-chain-employees
[2] https://www.supplychainquarterly.com/articles/7482-automations-role-in-solving-todays-labor-challenges
[2] https://www.inboundlogistics.com/articles/how-to-ace-your-supply-chain-career/
[2] https://mysupplyforce.com/careers/?utm_campaign=Community%2F%20Culture%20Posts&utm_content=231329839&utm_medium=social&utm_source=twitter&hss_channel=tw-1078727439042441216
[2] https://www.agileconsultants.ae/job/accountant-6/

Top URLs in Tweet in G9:
[2] https://chainstoreage.com/exclusive-qa-analytics-automation-can-resolve-supply-chain-issues
[2] https://www.logisticsmiddleeast.com/supply-chain/supply-chain-opportunities-crisis
[1] https://chainstoreage.com/capgemini-supply-chain-disruption-has-broad-impact
[1] https://chainstoreage.com/advance-auto-names-former-lowes-exec-run-supply-chain
[1] https://chainstoreage.com/three-tech-trends-shook-retail-2022
[1] https://chainstoreage.com/exclusive-qa-bobs-discount-furniture-ensures-supply-chain-success
[1] https://www.freightwaves.com/news/cma-cgm-air-cargo-temporarily-suspends-us-operations
[1] https://www.freightwaves.com/news/air-cargo-shippers-seek-short-term-pricing-amid-economic-uncertainty
[1] https://www.xeneta.com/blog/xeneta-air-freight-rate-update-december-2022?utm_campaign=Air%20Freight%202022&utm_content=231967575&utm_medium=social&utm_source=twitter&hss_channel=tw-1056074534
[1] https://www.xeneta.com/blog/weekly-container-rate-update-week-50-2022?utm_campaign=Weekly%20Rate%20Update%202022&utm_content=231792815&utm_medium=social&utm_source=twitter&hss_channel=tw-1056074534

Top Domains
Top Domains in Tweet in Entire Graph:
[404] careerarc.com
[168] co.uk
[155] twitter.com
[134] youtube.com
[127] linkedin.com
[88] automotiveworld.com
[83] techrepublic.com
[69] drtombooks.com
[65] dy.si
[64] informa.com

Top Domains in Tweet in G1:
[392] careerarc.com
[80] techrepublic.com
[69] drtombooks.com
[55] linkedin.com
[42] vision33.com
[42] maritime-network.com
[31] dy.si
[31] amazon.com
[27] reuters.com
[27] youtube.com

Top Domains in Tweet in G2:
[62] youtube.com
[47] twitter.com
[26] captivate.fm
[20] aplitrak.com
[16] buyersmeetingpoint.com
[14] linkedin.com
[14] bit.ly
[12] sap.com
[10] superprocure.com
[10] wsj.com

Top Domains in Tweet in G3:
[9] vision33.com
[8] baisecurity.net
[5] apiiro.com
[5] fourkites.com
[5] venturebeat.com
[5] twitter.com
[5] weforum.org
[5] covenantsec.com
[3] enterprisersproject.com
[3] defenseone.com

Top Domains in Tweet in G4:
[13] forbes.com
[6] esmmagazine.com
[6] itln.in
[4] linkedin.com
[4] manife.st
[4] sourceday.com
[3] splash247.com
[2] aircargoworld.com
[2] ampproject.org
[2] twitter.com

Top Domains in Tweet in G5:
[18] voxlog.fr
[14] logisticsit.com
[7] coldchainpacking.com
[6] coupa.com
[5] logisticsmgmt.com
[4] supplychain-village.com
[4] itrportal.com
[4] retailtechnologyreview.com
[3] shareaholic.com
[2] coupainspire.com

Top Domains in Tweet in G6:
[14] sdcexec.com
[4] okt.to
[4] foodlogistics.com
[4] washingtonexaminer.com
[2] calculum.ai
[2] everstream.ai
[2] co.uk
[1] logisticshandling.com
[1] koerber-supplychain.com
[1] cognistx.com

Top Domains in Tweet in G7:
[10] supplychainbrain.com
[8] okt.to
[4] co.jp
[4] logisticshandling.com
[3] positivepurchasing.com
[3] esgtoday.com
[2] landline.media
[2] hellenicshippingnews.com
[2] cnbc.com
[2] supplychaindigital.com

Top Domains in Tweet in G8:
[20] oracle.com
[12] iotsworldcongress.com
[7] co.uk
[4] supplychainquarterly.com
[2] sap.com
[2] themanufacturer.com
[2] inboundlogistics.com
[2] mysupplyforce.com
[2] agileconsultants.ae
[2] anaplan.com

Top Domains in Tweet in G9:
[18] aircargonews.net
[6] chainstoreage.com
[4] ascm.org
[3] logisticsmiddleeast.com
[2] freightwaves.com
[2] xeneta.com
[1] youtube.com
[1] okt.to

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6043] supplychain
[1088] logistics
[370] shipping
[339] freight
[328] transportation
[234] procurement
[227] manufacturing
[194] technology
[185] ai
[164] business



Top Hashtags in Tweet in G1:
[2937] supplychain
[386] logistics
[227] shipping
[136] freight
[114] transportation
[112] cargo
[97] manufacturing
[97] procurement
[94] warehouse
[94] technology

Top Hashtags in Tweet in G2:
[468] supplychain
[78] logistics
[72] ai
[59] procurement
[41] iot
[36] supplychainnow
[33] digitaltransformation
[30] digital
[28] innovation
[26] iiot

Top Hashtags in Tweet in G3:
[94] supplychain
[28] cybersecurity
[21] technology
[19] security
[13] infosec
[12] ai
[12] manufacturing
[11] erp
[10] sapbusinessone
[10] it

Top Hashtags in Tweet in G4:
[76] supplychain
[12] logistics
[12] procurement
[8] manifest2023
[8] womeninsupplychain
[8] letstalksupplychain
[7] shipping
[7] news
[6] 3dprinting
[5] ltsc

Top Hashtags in Tweet in G5:
[89] supplychain
[25] logistique
[16] transport
[11] retail
[10] logistics
[9] manufacturing
[8] technology
[7] coldchain
[6] cloud
[6] bsm

Top Hashtags in Tweet in G6:
[69] supplychain
[9] logistics
[9] ai
[6] technology
[5] healthcare
[5] globalwarming
[5] foodproduction
[3] sustainability
[3] lms
[3] sap

Top Hashtags in Tweet in G7:
[52] supplychain
[9] procurement
[7] data
[7] ai
[7] supplychains
[5] purchasing
[4] suppliers
[4] logistics
[4] covidー19
[4] vaccines

Top Hashtags in Tweet in G8:
[72] supplychain
[25] cloud
[20] hr
[19] iot
[17] hiring
[15] iotswc23
[11] finance
[9] careers
[8] logistics
[8] manufacturing

Top Hashtags in Tweet in G9:
[40] supplychain
[19] airfreight
[19] aircargo
[5] logistics
[4] automation
[4] ascm
[2] freight
[2] xeneta
[2] shipping
[1] capgemini

Top Hashtags in Tweet in G10:
[1] supplychain

Top Words
Top Words in Tweet in Entire Graph:
[6042] #supplychain
[1490] supply
[1288] chain
[1088] #logistics
[988] more
[776] job
[575] link
[518] bio
[443] click
[431] logistics

Top Words in Tweet in G1:
[2937] #supplychain
[730] job
[544] supply
[510] link
[503] chain
[490] bio
[489] more
[405] click
[386] #logistics
[327] apply

Top Words in Tweet in G2:
[467] #supplychain
[195] scottwluton
[157] supply
[153] _supplychainnow
[140] chain
[92] digital
[78] #logistics
[72] #ai
[68] youtube
[67] join

Top Words in Tweet in G3:
[94] #supplychain
[29] more
[28] #cybersecurity
[22] 2023
[22] supply
[21] #technology
[19] #security
[19] chain
[14] approach
[13] evolving

Top Words in Tweet in G4:
[76] #supplychain
[29] supply
[26] chain
[22] more
[14] forbes
[12] #logistics
[12] #procurement
[11] future_shipping
[10] production
[10] procurement

Top Words in Tweet in G5:
[89] #supplychain
[28] supply
[25] #logistique
[20] chain
[16] #transport
[11] management
[11] #retail
[10] more
[10] 2023
[10] vox_log

Top Words in Tweet in G6:
[69] #supplychain
[38] supply
[29] top
[25] foodlogistics
[22] chain
[21] sdcexec
[18] 2022
[18] award
[16] tech
[16] software

Top Words in Tweet in G7:
[52] #supplychain
[14] supply
[12] scbrain
[12] chain
[10] help
[10] cnbc
[9] #procurement
[9] kpmg
[8] future
[8] environment

Top Words in Tweet in G8:
[72] #supplychain
[33] oracle
[30] deloitte
[26] novamedia
[25] #cloud
[24] supply
[21] chain
[20] cloud
[20] #hr
[19] help

Top Words in Tweet in G9:
[40] #supplychain
[19] #aircargo
[19] #airfreight
[17] cargo
[16] supply
[13] air
[12] chain
[10] global
[9] ascm
[8] career

Top Words in Tweet in G10:
[48] chimney
[48] despite
[48] more
[48] taking
[48] down
[48] klaus
[48] far
[48] drops
[48] satan
[48] milk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1225] supply,chain
[518] link,bio
[494] #logistics,#supplychain
[335] click,link
[229] cvs,health
[221] #supplychain,job
[198] #supplychain,#logistics
[176] #supplychain,#transportation
[174] learn,more
[162] supply,chains

Top Word Pairs in Tweet in G1:
[490] link,bio
[475] supply,chain
[313] click,link
[222] cvs,health
[211] #supplychain,job
[132] bio,apply
[129] bio,see
[121] see,latest
[107] #shipping,#supplychain
[105] great,fit

Top Word Pairs in Tweet in G2:
[130] supply,chain
[47] scottwluton,gregoryswhite
[36] #procurement,#supplychain
[33] #supplychain,#logistics
[31] join,scottwluton
[28] 12,noon
[28] connect,friends
[28] still,time
[28] time,connect
[27] digital,outcomes

Top Word Pairs in Tweet in G3:
[18] supply,chain
[13] climate,more
[13] ghaff,shares
[13] attackers,evolving
[13] #security,climate
[13] vulnerable,ghaff
[13] evolving,#security
[13] shares,approach
[13] more,vulnerable
[10] 4enterprisers,attackers

Top Word Pairs in Tweet in G4:
[26] supply,chain
[8] read,more
[8] #supplychain,#procurement
[8] #womeninsupplychain,#supplychain
[6] more,follow
[5] forbes,#china
[5] data,trustworthy
[5] cultivating,quality
[5] follow,#ltsc
[5] chain,disruptions

Top Word Pairs in Tweet in G5:
[18] supply,chain
[13] #logistique,#supplychain
[8] #supplychain,#logistics
[8] #retail,#supplychain
[6] #coldchain,#supplychain
[5] disruptions,according
[5] coupa,leader
[5] think,fulfill
[5] consumers,holiday
[5] study,explores

Top Word Pairs in Tweet in G6:
[21] supply,chain
[16] top,software
[15] supply,chains
[15] 2022,top
[11] software,technology
[11] tech,startup
[11] top,tech
[9] technology,provider
[8] scmatsap,pop
[8] chains,scmatsap

Top Word Pairs in Tweet in G7:
[12] supply,chain
[7] future,proof
[7] management,enormous
[7] increasingly,complex
[7] help,future
[7] #supplychains,cnbc
[7] proof,#supplychains
[7] stakes,#supplychain
[7] enormous,operating
[7] #ai,help

Top Word Pairs in Tweet in G8:
[21] supply,chain
[15] see,deloitte
[15] join,deloitte
[15] #iotswc23,see
[15] deloitte,project
[15] #iot,technologies
[15] project,george
[15] leverages,robotics
[15] technologies,help
[15] deloitte,#iotswc23

Top Word Pairs in Tweet in G9:
[18] #airfreight,#supplychain
[18] #aircargo,#airfreight
[11] supply,chain
[8] air,cargo
[5] supply,chains
[3] shares,insight
[3] eshkenazi,shares
[3] trends,emerging
[3] abe,eshkenazi
[3] learn,more

Top Word Pairs in Tweet in G10:
[48] satan,klaus
[48] drops,down
[48] more,cookies
[48] down,chimney
[48] far,more
[48] klaus,drops
[48] taking,far
[48] cookies,milk
[48] milk,despite
[48] chimney,taking

Top Replied-To
Top Replied-To in Entire Graph:
@mandiant
@elonmusk
@oracle
@newpowerww
@verdantix
@lozzofield
@cryptojack
@binanceus
@mcdonalds
@awscloud

Top Replied-To in G1:
@newpowerww

Top Replied-To in G2:
@sidekick_ai_
@ctostraighttalk
@hashtagmarketi7
@onerailapp

Top Replied-To in G3:
@awscloud
@smithfieldfoods
@cipsnireland

Top Replied-To in G4:
@gfplindia

Top Replied-To in G5:
@vox_log

Top Replied-To in G6:
@c_metrix
@everstreamai
@austinlabs
@sdcexec

Top Replied-To in G7:
@mcdonalds

Top Replied-To in G8:
@oracle

Top Replied-To in G9:
@cmroberson06
@dberthiaumecsa
@fedex

Top Mentioned
Top Mentioned in Entire Graph:
@scottwluton
@_supplychainnow
@automotiveworld
@lloydslist
@gregoryswhite
@theloadstar
@sap
@dollarvigilante
@jamesvgingerich
@buyersmeetpoint

Top Mentioned in G1:
@datexcorpwms
@visionri_
@nyasen008
@alom_global
@retailingafrica
@gswamy4
@moalsinc
@lpamanian
@fr_hossain

Top Mentioned in G2:
@scottwluton
@_supplychainnow
@gregoryswhite
@sap
@buyersmeetpoint
@jamesvgingerich
@mvollmer1
@technative
@antgrasso
@kevin_jackson

Top Mentioned in G3:
@ghaff
@4enterprisers
@china4tech
@wef
@venturebeat
@bai_security
@alecsocial
@dhinchcliffe
@vaultervs
@ibm

Top Mentioned in G4:
@forbes
@future_shipping
@thinkers360
@letstalkschain
@manifestfol
@accenture
@itlnlive
@drewryshipping
@runnymedecap
@locusrobotics

Top Mentioned in G5:
@coupa
@vox_log
@geodis_group
@transporeon_
@dimotransgroup
@kedgebs
@chronopost
@trimblecorpnews
@qualitairsea
@airl_scm

Top Mentioned in G6:
@foodlogistics
@sdcexec
@scmatsap
@thenergynet
@asu
@aera_technology
@swisscognitive
@wpcareyschool
@dcexaminer
@koerber_ba_sc

Top Mentioned in G7:
@scbrain
@cnbc
@kpmg
@pfizer
@biontech_group
@moderna_tx
@ibd_agatlin
@ibdinvestors
@procurementshow
@paulcphilpott

Top Mentioned in G8:
@oracle
@deloitte
@postcodeloterij
@oraclecloudscm
@oracle_de
@oraclecloud
@idc
@oracle_uki
@asp1rerecruit
@schainjobs

Top Mentioned in G9:
@ascm_hq
@air_cargo_news
@cmacgm
@dberthiaumecsa
@ericreports
@cevalogistics
@fedex
@dhlexpress
@qatarairways
@joinxeneta

Top Mentioned in G10:
@dollarvigilante

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@sectest9
@alerttrade
@tesco
@chidambara09
@hrblock_21
@cybersecurityn8
@applesupport
@func_hs
@natioscourge

Top Tweeters in G1:
@natioscourge
@drtomdepaoli
@zephel01
@uhiiman
@info_lavoro
@vvakame
@ihirejobalerts
@moalsinc
@_arrivealive
@rorytdc

Top Tweeters in G2:
@chidambara09
@hrblock_21
@qbankendy
@alizardx
@ssxman2
@pvalsfr
@ricardo_ik_ahau
@jamesvgingerich
@nicochan33
@trippbraden

Top Tweeters in G3:
@sectest9
@cybersecurityn8
@ft
@cyberdfir
@beefyspace
@venturebeat
@wef
@noikeanolife
@cotoblogzz
@supplychain2030

Top Tweeters in G4:
@forbes
@splash_247
@chewy
@corix_jc
@corixpartners
@transform_sec
@itz_derachi
@bubblejunction
@capgemini
@theeaglesvision

Top Tweeters in G5:
@chronopost
@bot_cybernews
@dorkingbeauty1
@virginiemartin_
@carahsoft
@pandora_uk
@missyempireuk
@alliancy_lemag
@coupa
@scssofas

Top Tweeters in G6:
@dcexaminer
@tmobile
@smartecocity
@einpresswirepr
@jmkuhn99
@adonaiothori
@spom_heike
@vitrinanorte
@asu
@bfpennington

Top Tweeters in G7:
@business
@mcdonalds
@cnbc
@mcdonaldscorp
@johnreichardwes
@wsjp_insight
@dworaczekbendom
@wsi_usa
@_worldsolutions
@hellenicship

Top Tweeters in G8:
@jobsviatweet
@ayanmushir
@humanresource_x
@shaynelibby
@oliver_hoess
@et_cio
@digitl_news
@sapindustries
@postcodeloterij
@asp1rerecruit

Top Tweeters in G9:
@john1966olsen
@jetcitystar
@yahoofinance
@singaporeair
@qatarairways
@ikluft
@cmroberson06
@wadingbird_
@burkharddomke
@fedex

Top Tweeters in G10:
@mrshhjones
@demonscythsynth
@hildyta
@bret_gem
@citytransportin
@cryptonadafomo
@scottdavisvegas
@shahscot
@dollarvigilante
@cup_of_covfefe


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