supplychain, Twitter, 11/27/2021 9:11:18 PM, 267052


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supplychain_2021-11-27_12-18-02.xlsx
supplychain_2021-11-27_12-18-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 27, 2021
Short Description:
supplychain via NodeXL https://bit.ly/30ZO4Yh
@booly_supply
@bossblunts1
@chigrl
@koerber_ba_sc
@sce_event
@ronald_vanloon
@business
@pawlowskimario
@aloksrivasnpc
@santasoaked

Top hashtags:
#supplychain
#logistics
#shipping
#manufacturing
#blackfriday
#china

Description:
Description
The graph represents a network of 4,452 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, 27 November 2021 at 20:31 UTC.

The requested start date was Saturday, 27 November 2021 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 2-day, 6-hour, 52-minute period from Wednesday, 24 November 2021 at 10:59 UTC to Friday, 26 November 2021 at 17:52 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 : 4452
Unique Edges : 3458
Edges With Duplicates : 10502
Total Edges : 13960
Number of Edge Types : 5
Retweet : 4100
MentionsInRetweet : 5383
Tweet : 2770
Mentions : 1589
Replies to : 118
Self-Loops : 2837
Reciprocated Vertex Pair Ratio : 0.0249537892791128
Reciprocated Edge Ratio : 0.048692515779982
Connected Components : 653
Single-Vertex Connected Components : 415
Maximum Vertices in a Connected Component : 3265
Maximum Edges in a Connected Component : 12334
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.20996
Graph Density : 0.000279826474279279
Modularity : 0.368001
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,452 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, 27 November 2021 at 20:31 UTC.

The requested start date was Saturday, 27 November 2021 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 2-day, 6-hour, 52-minute period from Wednesday, 24 November 2021 at 10:59 UTC to Friday, 26 November 2021 at 17:52 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:
[84] https://www.bloomberg.com/tosv2.html?vid=&uuid=ec2abd9d-4e18-11ec-835b-6a755771544d&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0yNC9jaGluYS1zLXNldmVuLXdlZWstcG9ydC1xdWFyYW50aW5lLWlzLWJsb2NraW5nLXNoaXBwaW5nLXJlY292ZXJ5
[40] https://drtombooks.com/
[35] https://www.daasinsights.com/
[35] https://www.bloomberg.com/tosv2.html?vid=&uuid=194e4880-4d50-11ec-a538-714e47734741&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0yNC9zdXBwbHktc2hvcnRhZ2VzLWFyZS1lYXNpbmctaW4tdS1zLWFuZC1nZXR0aW5nLXdvcnNlLWluLWV1cm9wZQ==
[25] https://morpheus.network/
[15] https://polarnews.net/supply-chain-coverup
[15] https://www.rateitgreen.com/green-building-articles/shipping-containers-a-new-trend-for-green-buildings/124
[14] https://www.bloomberg.com/news/newsletters/2021-11-15/supply-chain-latest-blockchain-to-cut-logjams-as-logistics-ditch-paper
[13] https://www.paychex.com/worx/podcasts/business-podcast#season3episode9
[11] https://algorhythmtech.com/metal-industry-solutions-rhythm-2-0

Top URLs in Tweet in G1:
[17] https://drtombooks.com/
[15] https://www.rateitgreen.com/green-building-articles/shipping-containers-a-new-trend-for-green-buildings/124
[14] https://www.bloomberg.com/news/newsletters/2021-11-15/supply-chain-latest-blockchain-to-cut-logjams-as-logistics-ditch-paper
[11] https://www.sobelnet.com/
[8] https://algorhythmtech.com/metal-industry-solutions-rhythm-2-0
[6] https://www.startuprad.io/blog/we-are-nothing-like-greensill-says-frankfurt-based-traxpay/
[6] https://axele.com/supply-chain-challenges-and-opportunities-for-carriers-in-2022-webinar/
[5] https://www.reuters.com/business/autos-transportation/made-canada-factories-see-silver-lining-supply-chain-woes-2021-11-24/
[5] https://www.wired.com/story/supply-chain-crisis-future/
[5] https://logisticsmatter.com/why-your-supply-chain-needs-a-dynamic-cost-model/

Top URLs in Tweet in G2:
[5] https://www.gs1si.org/DanGS1_2021
[4] https://www.linkedin.com/pulse/solving-broken-supply-chains-how-really-get-eric-kavanagh/
[2] https://surl.li/atsxr
[2] -
[2] https://twitter.com/tweettruth2me/status/1463513498999304197
[2] https://twitter.com/SecretaryPete/status/1463675973233221637
[2] https://rvs-solutions.com
[2] https://www.youtube.com/watch?v=LdB9ezTiua4&feature=youtu.be

[2] https://www.nverts.com/
[2] http://www.servispart.co.uk/eight-easy-ways-to-cut-supply-chain-logistics-costs-quickly/

Top URLs in Tweet in G3:
[32] https://www.daasinsights.com/
[23] https://drtombooks.com/
[6] https://www.cio.com/article/3638049/6-risks-to-avoid-in-your-aws-gcp-and-azure-negotiations.html
[4] https://blog.prophetic-technology.com/how-to-build-a-team-to-effectively-respond-to-contingency-plans
[3] https://www.youtube.com/watch?v=L05FN10UH1A

[3] https://twitter.com/_supplychainnow/status/1453398586108956676
[3] https://register.gotowebinar.com/register/6624700911870087951?source=swl
[3] https://drtombooks.com/common-sense-supply-management/
[3] https://www.govevents.com/NCMA-GCMS2021-SM/
[3] https://www.linkedin.com/pulse/future-supply-chain-manufacturing-built-data-cloud-ronald-van-loon/?published=t

Top URLs in Tweet in G4:
[5] https://www.raconteur.net/supply-chain/black-friday-supply-chain/
[4] https://mashable.com/article/samsung-chip-factory-texas
[2] https://www.coldchainpacking.com/
[2] https://www.supplychaindive.com/news/just-in-time-resilience-supply-chain/608332/
[2] https://www.axios.com/supply-chain-shortages-long-term-06a05bbe-7b0e-48a5-a6dd-f5dbb4e91630.html
[2] https://www.supplychaindive.com/news/disruptions-threaten-produce-supply/610145/
[2] https://www.gartner.com/smarterwithgartner/the-7-dimensions-of-digital-supply-chain-planning?utm_campaign=RM_NA_2019_SWG_NL_NL42_IT&utm_medium=email&utm_source=Eloqua&cm_mmc=Eloqua-_-Email-_-LM_RM_NA_2019_SWG_NL_NL42_IT-_-0000
[1] https://www.mckinsey.com/featured-insights/themes/the-retailers-guide-to-the-holiday-shopping-season?cid=other-soc-twi-mip-mck-oth-2111--&sid=5961051495&linkId=141523390
[1] https://supplychaindigital.com/digital-supply-chain/news-round-weeks-hottest-supply-chain-content
[1] https://supplychaindigital.com/technology/leading-engineering-alicia-boler-davis

Top URLs in Tweet in G5:
[1] https://www.linkedin.com/posts/marcel-kalinovic-26b07492_world-economy-supplychain-activity-6869460665761894400-qmeA
[1] https://www.linkedin.com/posts/marcel-kalinovic-26b07492_world-economy-supplychain-activity-6869460665761894400-qmeAhttps://www.linkedin.com/posts/marcel-kalinovic-26b07492_world-economy-supplychain-activity-6869460665761894400-qmeA

Top URLs in Tweet in G6:
[80] https://www.bloomberg.com/tosv2.html?vid=&uuid=ec2abd9d-4e18-11ec-835b-6a755771544d&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0yNC9jaGluYS1zLXNldmVuLXdlZWstcG9ydC1xdWFyYW50aW5lLWlzLWJsb2NraW5nLXNoaXBwaW5nLXJlY292ZXJ5

Top URLs in Tweet in G7:
[22] https://morpheus.network/
[7] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fnews.morpheus.network%2Fmorpheus-network-joins-hands-with-gec-spacex-doge-1-mission-to-the-moon-168ca85c239d
[7] http://docs.google.com/document/d/1oqrAV8VkdPvRY7jKZ8HQtXe29FMBgm-UuTRXw67Ny2A/edit#bookmark=id.9jwvsxe1r937
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fnews.morpheus.network%2Fargentina-becomes-a-global-technology-leader-by-leveraging-morpheus-network-5f2b4cf3ff39
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fnews.morpheus.network%2Fharbec-finds-path-towards-greater-supply-chain-transparency-automated-cross-border-compliance-4a5e470cd876
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fnews.morpheus.network%2Fdan-weinberger-appointed-chair-of-supply-chain-working-group-at-inatba-b6045c9e5c8c
[6] https://twitter.com/NoamEppel/status/1446197480065019909?t=KlUCbSmGAlFbfX522mwaUA&s=19
[1] https://twitter.com/VIDT_Datalink/status/1463511673608810502
[1] https://twitter.com/DYORCryptoBot/status/1463675297379803138
[1] https://twitter.com/CryptoSoldier01/status/1463872362160574468

Top URLs in Tweet in G8:
[2] https://sifted.com/resources/predictive-analytics-advance-analytics-supply-chain-operations/?utm_campaign=21Q4_TOFU_BLG_PredictiveAnalytics_TW&utm_content=188738621&utm_medium=social&utm_source=twitter&hss_channel=tw-17171509
[1] https://searcherp.techtarget.com/news/252509227/Agility-a-key-quality-to-surviving-supply-chain-issues?utm_campaign=ttgtcorporate&utm_content=1636474512&utm_medium=social&utm_source=twitter
[1] https://searcherp.techtarget.com/news/252509446/White-House-unveils-supply-chain-dashboard-but-who-is-it-for?utm_campaign=ttgtcorporate&utm_content=1636749846&utm_medium=social&utm_source=twitter
[1] https://okt.to/4njTQC
[1] https://okt.to/s6PpCr
[1] https://badge.supplychain-event.com/visiteur.htm?codePromo=RSO5
[1] https://www.voxlog.fr/actualite/5681/azap-continue-d-etoffer-son-offre-misant-sur-les-services-et-l-environnement
[1] https://www.voxlog.fr/actualite/5672/db-schenker-effectue-ses-livraisons-en-velos-cargos-a-tours
[1] https://www.voxlog.fr/actualite/5670/xpo-logistics-etend-son-service-last-mile-en-france
[1] https://www.voxlog.fr/rencontre/212/rencontre-avec-ottavio-rivelli-directeur-general-de-korber-supply-chain-software

Top URLs in Tweet in G9:
[5] https://www.scnsummit.com/
[2] https://npcindia.gov.in/NPC/User/webinar_registration?course_select_id=MTU4NA==
[2] https://www.foodlogistics.com/software-technology/article/21903309/top-5-reasons-to-thank-todays-supply-chains
[2] https://www.bsigroup.com/en-US/our-services/consulting/supply-chain-risk/supply-chain-reports/
[1] https://my.sociabble.com/z7aM3HWm3Agi
[1] https://www.sdcexec.com/awards/pros-to-know/article/21747599/nominations-open-for-supply-demand-chain-executives-2022-pros-to-know-award
[1] https://www.sdcexec.com/warehousing/retail/podcast/21903542/anaplan-link-how-will-supply-chain-disruptions-affect-the-thanksgiving-table
[1] https://www.sdcexec.com/sourcing-procurement/manufacturing/article/21771445/energy-transition-ventures-do-supply-chain-disruptions-in-solar-and-cleantech-really-matter
[1] https://www.aktion.com/resources/digital-transformation-for-distributors/?utm_campaign=SCU%20NCA&utm_content=188425774&utm_medium=social&utm_source=twitter&hss_channel=tw-516874970
[1] https://www.aktion.com/resources/babbitt-chainwheels-infor-csd/?utm_campaign=SCU%20NCA&utm_content=188027825&utm_medium=social&utm_source=twitter&hss_channel=tw-516874970

Top URLs in Tweet in G10:
[4] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[2] https://www.vubblepop.com/share?v=143739&h=Let's%20Talk%20Science&r=https://letstalkscience.ca/educational-resources/video-channels/stem-channel-all-videos
[2] https://www.nbcnews.com/SupplyChain
[2] https://www.nbcnews.com/specials/supply-chain-global-reasons-why-you-cant-buy-what-you-want-right-now/
[1] https://www.forbes.com/sites/theyec/2021/11/12/how-the-global-supply-chain-crisis-is-creating-opportunities-for-innovation-in-sustainability/?sh=1bacf6ef4bbc
[1] https://www.vubblepop.com/share?v=how-to-buy-gifts-during-a-supply-chain-crisis&r=https://www.vubblepop.com/
[1] https://www.cnbc.com/2021/11/24/not-since-americans-came-home-from-world-war-ii-has-inflation-run-through-the-economy-like-it-is-now.html?__source=iosappshare%7Ccom.apple.UIKit.activity.PostToTwitter
[1] https://www.nbcnews.com/specials/supply-chain-global-reasons-why-you-cant-buy-what-you-want-right-now/index.html?cid=sm_npd_nn_fb_ma&fbclid=IwAR22XWd_7crEzwBQYQ7N_JIPig1jfst6R5G3T_bFXcD9cJLdiqNjUsGJSAA
[1] https://www.weforum.org/agenda/2021/10/digital-transformation-business-resilience-cyber/
[1] https://www.forbes.com/sites/markminevich/2021/11/05/can-artificial-intelligence-save-america-from-the-global-supply-chain-disaster/?ss=ai&sh=a00e3f9b693e

Top Domains
Top Domains in Tweet in Entire Graph:
[372] careerarc.com
[162] twitter.com
[139] bloomberg.com
[124] co.uk
[123] linkedin.com
[60] drtombooks.com
[44] dy.si
[44] maritime-network.com
[42] youtube.com
[42] medium.com

Top Domains in Tweet in G1:
[346] careerarc.com
[63] co.uk
[41] twitter.com
[31] linkedin.com
[26] drtombooks.com
[21] bloomberg.com
[21] dy.si
[20] youtube.com
[20] romulus.co
[15] rateitgreen.com

Top Domains in Tweet in G2:
[42] twitter.com
[41] linkedin.com
[22] careerarc.com
[9] co.uk
[7] youtube.com
[6] surl.li
[5] dy.si
[5] gs1si.org
[4] supplychainbrain.com
[4] informazione.it

Top Domains in Tweet in G3:
[34] drtombooks.com
[32] daasinsights.com
[10] twitter.com
[10] linkedin.com
[9] medium.com
[6] cio.com
[6] prophetic-technology.com
[5] youtube.com
[4] gotowebinar.com
[4] algorhythmtech.com

Top Domains in Tweet in G4:
[15] supplychaindigital.com
[7] raconteur.net
[7] supplychaindive.com
[6] datainterchange.com
[5] sap.com
[4] dy.si
[4] mashable.com
[3] gartner.com
[2] mckinsey.com
[2] coldchainpacking.com

Top Domains in Tweet in G5:
[2] linkedin.com

Top Domains in Tweet in G6:
[80] bloomberg.com

Top Domains in Tweet in G7:
[26] medium.com
[22] morpheus.network
[16] twitter.com
[7] google.com
[3] youtube.com
[2] wsj.com

Top Domains in Tweet in G8:
[17] voxlog.fr
[2] techtarget.com
[2] okt.to
[2] twitter.com
[2] generixgroup.com
[2] sifted.com
[1] supplychain-event.com
[1] akanea.com

Top Domains in Tweet in G9:
[5] scnsummit.com
[5] sdcexec.com
[5] foodlogistics.com
[2] sociabble.com
[2] gov.in
[2] bsigroup.com
[2] aktion.com
[1] pinsentmasons.com
[1] manufacturingglobal.com
[1] bit.ly

Top Domains in Tweet in G10:
[5] forbes.com
[5] nbcnews.com
[4] co.jp
[3] vubblepop.com
[2] cnbc.com
[2] twitter.com
[1] weforum.org
[1] supplychaindigital.com
[1] wsj.com
[1] joc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5320] supplychain
[502] logistics
[210] shipping
[177] manufacturing
[163] blackfriday
[145] china
[134] technology
[130] ai
[106] thanksgiving
[105] cybersecurity



Top Hashtags in Tweet in G1:
[2816] supplychain
[228] logistics
[109] manufacturing
[71] shipping
[67] technology
[63] blackfriday
[53] thanksgiving
[47] warehouse
[44] retail
[42] business

Top Hashtags in Tweet in G2:
[448] supplychain
[65] logistics
[24] shipping
[19] manufacturing
[15] blackfriday
[13] procurement
[13] freight
[13] transport
[12] sustainability
[12] supplychainmanagement

Top Hashtags in Tweet in G3:
[306] supplychain
[82] cybersecurity
[47] security
[46] sme
[46] enterprises
[44] ai
[44] remote
[44] drivers
[43] healthcare
[37] sustainable

Top Hashtags in Tweet in G4:
[104] supplychain
[15] logistics
[8] ai
[7] digitaltransformation
[7] infographic
[6] technology
[6] sustainability
[6] procurement
[6] shipping
[5] blackfriday

Top Hashtags in Tweet in G5:
[4] economy
[4] supplychain
[4] realestate
[1] inflation
[1] energy

Top Hashtags in Tweet in G6:
[80] supplychain
[80] china

Top Hashtags in Tweet in G7:
[76] supplychain
[20] bitcoin
[19] bsc
[19] ethereum
[18] metaverse
[18] nft
[18] nfts
[18] sandbox
[11] altcoin
[11] passiveincome

Top Hashtags in Tweet in G8:
[51] supplychain
[22] logistique
[14] supplychainevent
[12] snext
[10] transport
[10] voxlog
[7] innovation
[6] ecommerce
[6] sce21
[5] data

Top Hashtags in Tweet in G9:
[50] supplychain
[15] register
[15] webinar
[9] thanksgiving
[6] digitaltransformation
[6] scnsummit
[6] thankful
[4] ecommerce
[4] fulfillment
[4] militarywithdrawl

Top Hashtags in Tweet in G10:
[39] supplychain
[7] origintrail
[7] dkg
[4] covidー19
[4] vaccines
[2] data
[2] retail
[2] turkeytime
[2] turkey
[2] prices

Top Words
Top Words in Tweet in Entire Graph:
[5320] #supplychain
[1320] supply
[1128] chain
[991] job
[867] link
[824] bio
[793] more
[641] click
[526] see
[503] #logistics

Top Words in Tweet in G1:
[2816] #supplychain
[951] job
[812] link
[791] bio
[677] supply
[604] click
[573] chain
[465] see
[438] more
[420] apply

Top Words in Tweet in G2:
[448] #supplychain
[117] supply
[108] chain
[65] #logistics
[61] more
[29] global
[29] read
[27] latest
[27] business
[24] #shipping

Top Words in Tweet in G3:
[306] #supplychain
[121] ronald_vanloon
[92] gap
[85] supply
[82] #cybersecurity
[80] chain
[66] pawlowskimario
[62] more
[49] check
[48] better

Top Words in Tweet in G4:
[104] #supplychain
[82] supply
[68] chain
[25] digital
[24] more
[24] finance
[19] help
[16] suppliers
[16] antgrasso
[15] #logistics

Top Words in Tweet in G5:
[146] report
[146] trading
[105] bossblunts1
[74] derivatives
[74] second
[73] quarterly
[73] bank
[73] activities
[73] occ
[73] noted

Top Words in Tweet in G6:
[80] #supplychain
[80] crisis
[80] getting
[80] worse
[80] #china's
[80] week
[80] port
[80] quarantine
[79] chigrl

Top Words in Tweet in G7:
[111] mnw
[76] #supplychain
[27] mnwsupplychain
[24] vidt
[20] partnership
[20] #bitcoin
[19] #bsc
[19] #ethereum
[19] btc
[19] eth

Top Words in Tweet in G8:
[51] #supplychain
[38] sce_event
[22] #logistique
[16] chain
[15] salon
[15] supply
[14] #supplychainevent
[13] vox_log
[13] 2021
[13] notre

Top Words in Tweet in G9:
[50] #supplychain
[15] #register
[15] live
[15] #webinar
[15] 'just
[15] time
[15] oem
[15] suppliers
[15] partnership'
[15] 18

Top Words in Tweet in G10:
[39] #supplychain
[17] trac
[15] cnbc
[14] disruptions
[12] story
[11] supply
[11] great
[11] solutions
[11] scan
[10] chain

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1089] supply,chain
[824] link,bio
[534] click,link
[351] #supplychain,job
[239] bio,see
[191] bio,apply
[190] see,latest
[171] latest,#supplychain
[162] #supplychain,#logistics
[152] recommend,anyone

Top Word Pairs in Tweet in G1:
[791] link,bio
[556] supply,chain
[515] click,link
[341] #supplychain,job
[230] bio,see
[187] bio,apply
[181] see,latest
[165] latest,#supplychain
[147] recommend,anyone
[143] #supplychain,jobs

Top Word Pairs in Tweet in G2:
[105] supply,chain
[27] #supplychain,#logistics
[16] #logistics,#supplychain
[13] read,more
[13] link,bio
[13] learn,more
[13] #supplychain,issues
[9] #supplychain,#manufacturing
[8] #procurement,#supplychain
[7] more,#supplychain

Top Word Pairs in Tweet in G3:
[80] supply,chain
[46] mind,#security
[46] #security,gap
[46] gap,pleasure
[46] pleasure,write
[46] write,closing
[46] closing,#cybersecurity
[46] #cybersecurity,gap
[46] gap,#sme
[46] #sme,#enterprises

Top Word Pairs in Tweet in G4:
[66] supply,chain
[24] chain,finance
[12] finance,offers
[12] offers,benefits
[12] benefits,large
[12] large,organizations
[12] organizations,cash
[12] cash,strapped
[12] strapped,suppliers
[12] suppliers,supply

Top Word Pairs in Tweet in G5:
[73] report,quarterly
[73] quarterly,report
[73] report,bank
[73] bank,trading
[73] trading,derivatives
[73] derivatives,activities
[73] activities,occ
[73] occ,noted
[73] noted,trading
[73] trading,revenue

Top Word Pairs in Tweet in G6:
[80] #supplychain,crisis
[80] crisis,getting
[80] getting,worse
[80] worse,#china's
[80] #china's,week
[80] week,port
[80] port,quarantine
[79] chigrl,#supplychain

Top Word Pairs in Tweet in G7:
[19] #supplychain,#bitcoin
[18] vidt,mnw
[18] mnw,partnership
[18] partnership,#supplychain
[18] #bitcoin,#bsc
[18] #bsc,#ethereum
[18] #ethereum,#metaverse
[18] #metaverse,#nft
[18] #nft,#nfts
[18] #nfts,btc

Top Word Pairs in Tweet in G8:
[15] supply,chain
[12] #logistique,#supplychain
[10] #supplychainevent,2021
[8] salon,sce_event
[8] chain,event
[7] journée,sce_event
[7] stand,b22
[5] vox_log,#supplychainevent
[5] nouvelle,journée
[5] sce_event,commence

Top Word Pairs in Tweet in G9:
[15] #register,live
[15] live,#webinar
[15] #webinar,'just
[15] 'just,time
[15] time,oem
[15] oem,suppliers
[15] suppliers,partnership'
[15] partnership',18
[15] 18,december
[15] december,2021

Top Word Pairs in Tweet in G10:
[10] supply,chain
[10] trac,scan
[10] scan,one
[10] one,solutions
[10] solutions,#supplychain
[10] #supplychain,disruptions
[10] disruptions,cnbc
[10] cnbc,great
[10] great,story
[10] story,wallmart

Top Replied-To
Top Replied-To in Entire Graph:
@logi_bee
@schmetail
@senwarren
@whaleinsider
@buynothingday
@samsung
@clonburrisns
@cbs
@williamssonoma

Top Replied-To in G1:
@logi_bee
@schmetail
@cbs
@mckinsey
@reutersbiz
@icicibank
@msftresearchcam
@sncf
@tristan74290800

Top Replied-To in G3:
@clayphillips_

Top Replied-To in G4:
@samsung
@gartner_inc
@ivalua
@adidas
@sapariba
@lostindigit
@pos_purchasing

Top Replied-To in G7:
@whaleinsider
@madmaryrobinson
@leaksblockchain

Top Replied-To in G8:
@sce_event
@sprintproject_

Top Replied-To in G9:
@foxnews
@blueyonder
@henkel

Top Mentioned
Top Mentioned in Entire Graph:
@bossblunts1
@ronald_vanloon
@chigrl
@pawlowskimario
@sallyeaves
@einrideofficial
@drtomdepaoli
@kingstontechbiz
@sce_event

Top Mentioned in G1:
@drtomdepaoli
@logisticsmatter
@mathnal1
@santasoaked
@ronald_vanloon
@ltdmanagement
@miragenewscom
@tmj_bos_schn
@tmj_nas_schn
@tmj_mi_schn

Top Mentioned in G2:
@alom_global
@datexcorpwms
@klsgroup
@gdl_logistica
@dicapuaochner
@scidigitalmag
@servispart
@3plassociation

Top Mentioned in G3:
@ronald_vanloon
@pawlowskimario
@sallyeaves
@einrideofficial
@kingstontechbiz
@xbond49
@avrohomg
@kashthefuturist
@scottwluton
@nowthisnews

Top Mentioned in G4:
@antgrasso
@visualinfortech
@supplychaind
@future_shipping
@supplychaindive
@mckinsey
@samsung
@sap
@lindagrass0
@gartner_inc

Top Mentioned in G5:
@bossblunts1

Top Mentioned in G6:
@chigrl

Top Mentioned in G7:
@thomask_cole
@leaksblockchain
@bundy89_
@mariuszwiliski1
@spacex
@rhinocapital_
@mrphsupplychain
@dunhamcrypto
@madmaryrobinson

Top Mentioned in G8:
@sce_event
@vox_log
@kardinalai
@intersystems_fr
@blaisezarka
@koerber_ba_sc
@alexisquesney
@letswoopit
@mapotempo
@dbschenkerfr

Top Mentioned in G9:
@aloksrivasnpc
@sdcexec
@blueyonder
@foodlogistics
@foxnews
@infor
@softeon
@bsiusa
@kyribacorp
@evanguzman24

Top Mentioned in G10:
@cnbc
@nbcnews
@p14416575
@cryptoverlordx
@forbes
@pfizer
@biontech_group
@moderna_tx
@ibd_agatlin
@ibdinvestors

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@gambiste1
@xaelbot
@independent
@serendipitysays
@69nicebot69
@evankirstel
@cybersecurityn8

Top Tweeters in G1:
@69nicebot69
@sainsburys
@guardian
@timesofindia
@ml_tweet_bot
@wwf
@sncf
@gil00006
@bbcnews
@hindustantimes

Top Tweeters in G2:
@info_lavoro
@berlingonzalezs
@stanleyepstein
@bcwildfirewkly
@avon_deer
@terrysagirl
@cityam
@dez_blanchfield
@newsobserver
@softwaregeek

Top Tweeters in G3:
@sectest9
@cybersec_feeds
@xaelbot
@evankirstel
@cybersecurityn8
@drtomdepaoli
@morolswediu
@jfsebastian146
@djangobot_
@coderretweet

Top Tweeters in G4:
@reuters
@jamesvgingerich
@fullnam35087976
@ap
@vincicat
@axios
@ijliao
@danielscarvalho
@slomse61
@ebuyerpro

Top Tweeters in G5:
@j0hnnyb_3
@prestonhillber2
@liveinvictoryy
@koryamc1
@shuoinked
@roy_jenkins_
@francesco0996
@ceedubbleyah
@misunartcloud
@stevenredlake

Top Tweeters in G6:
@sufiy
@chigrl
@bryvkin
@tkarasik
@blitzcloud87
@psuitenetwork
@s_kpatel
@flavr7
@riskparty63
@toutzusays

Top Tweeters in G7:
@cocacola
@rhinocapital_
@ups
@red_kaizoku
@sobeys
@stockbull_
@oracle
@fedex
@charlieru
@_slwk

Top Tweeters in G8:
@e_nterdiscipl
@thomascottinet
@iledefrance
@firewallb
@techtargetnews
@leclerc
@hagergroup
@mines_paristech
@idc
@gpso_seineouest

Top Tweeters in G9:
@foxnews
@education_24x7
@trackntracer
@industrytoday
@curtisschin
@mukeshnpc
@rajkuma51200001
@jaya_npc
@spt_npc
@padma29608645

Top Tweeters in G10:
@artificialbra1n
@cnbc
@washingtonpost
@forbes
@nbcnews
@wef
@scoopdaa
@wsjp_insight
@ibdinvestors
@_worldsolutions