supplychain, Twitter, 8/13/2022 8:08:41 PM, 279983


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supplychain_2022-08-13_12-28-49.xlsx
supplychain_2022-08-13_12-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3bPRZwL
@vanprobsolution
@scottwluton
@antgrasso
@dbschenkerusa
@forbes
@gs1_us
@scbrain
@bevictoryus
@supplychaindive
@logtecheric

Top hashtags:
#supplychain
#logistics
#shipping
#freight
#transportation
#technology

Description:
Description
The graph represents a network of 5,220 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, 13 August 2022 at 19:41 UTC.

The requested start date was Saturday, 13 August 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, 23-hour, 52-minute period from Tuesday, 09 August 2022 at 00:04 UTC to Friday, 12 August 2022 at 23:56 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 : 5220
Unique Edges : 3600
Edges With Duplicates : 8160
Total Edges : 11760
Number of Edge Types : 5
Retweet : 2439
MentionsInRetweet : 3087
Tweet : 3953
Mentions : 2126
Replies to : 155
Self-Loops : 4048
Reciprocated Vertex Pair Ratio : 0.0330406654343808
Reciprocated Edge Ratio : 0.06396779244017
Connected Components : 1865
Single-Vertex Connected Components : 1213
Maximum Vertices in a Connected Component : 1769
Maximum Edges in a Connected Component : 5395
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.770241
Graph Density : 0.000164114468281603
Modularity : 0.431213
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 5,220 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, 13 August 2022 at 19:41 UTC.

The requested start date was Saturday, 13 August 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, 23-hour, 52-minute period from Tuesday, 09 August 2022 at 00:04 UTC to Friday, 12 August 2022 at 23:56 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:
[43] https://drtombooks.com/
[22] https://blogs.oracle.com/scm/post/idc-supply-chain-resiliency-time-of-disruption?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[21] https://www.youtube.com/watch?v=aWI9R5FIuE4&feature=youtu.be

[14] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[13] https://magnuscargo.com
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[12] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[12] http://evolutionforwarding.com/
[11] https://www.aipia.info/news.php
[10] https://anytimecouriers.co.uk/

Top URLs in Tweet in G1:
[43] https://drtombooks.com/
[14] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[11] https://www.aipia.info/news.php
[8] https://drtombooks.com/common-sense-supply-management/
[7] https://storiesfromthecloud.libsyn.com/stories-from-the-cloud-intelipost-aims-for-a-more-efficient-supply-chain
[7] https://rvs-solutions.com
[5] https://thehill.com/opinion/finance/3595539-ready-or-not-the-supply-chain-transformation-is-underway/
[5] https://www.clearfr8.com/
[5] https://www.holosailtechnologies.com/

Top URLs in Tweet in G2:
[12] http://evolutionforwarding.com/
[10] https://adlmedia.co.uk/
[10] https://www.multifreight.com/
[10] https://anytimecouriers.co.uk/
[10] http://atlantic-pacific.com/
[9] https://www.simarco.com/
[8] https://coruzant.com/blockchain/blockchain-technology-in-food-supply-chain/
[8] https://www.uniqueforwarding.com/
[7] https://analyticsinsight.net/10-amazing-artificial-intelligence-revisions-look-five-years/
[5] https://www.bbntimes.com/technology/solving-business-problems-with-blockchain

Top URLs in Tweet in G3:
[8] https://www.supplier.io/blog/remembering-the-why-behind-supplier-diversity
[7] https://twitter.com/ScottWLuton/status/1552684817107496960
[7] https://okt.to/71LXWu
[6] https://www.supplier.io/
[6] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/august-8-12-categorypalooza-conversational-science-sustainable-packaging
[3] https://www.thinkers360.com/tl/users/signup
[3] https://podcasts.captivate.fm/media/4e2c2d39-f5eb-4f37-8cef-a80b46081a7f/FINAL-20AUDIO-20DP-200714-20Z-20MPG.mp3
[3] https://twitter.com/i/broadcasts/1MYxNnoqjvZxw
[2] https://www.supplychaindive.com/news/the-revolutionary-stage-technologies-shaking-up-supply-chains/625634/
[2] https://twitter.com/USBankPayments/status/1553410395674755073

Top URLs in Tweet in G4:
[3] https://www2.deloitte.com/za/en/pages/technology-media-and-telecommunications/articles/technology-industry-outlook.html
[3] https://www.cio.com/article/304804/twinings-cio-brews-connected-supply-chain-with-saps-rise.html?utm_medium=social&utm_content=content&utm_source=twitter&utm_campaign=organic
[2] https://timesofindia.indiatimes.com/blogs/voices/five-ways-in-which-saas-will-reshape-supply-chain-and-logistics/
[2] https://www.the-next-tech.com/supply-chain-management/how-can-digital-transformation-in-supply-chain-management/?utm_source=twitter&utm_medium=social&utm_campaign=TNT
[2] https://www.sas.com/en_us/events/22q3/supply-chain-novus.html?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=7365112891&utm_campaign=IoT
[1] https://www.mckinsey.com/NotFound.aspx
[1] https://www.gartner.com/en/podcasts/thinkcast/the-biggest-lessons-and-insights-from-gartner-s-supply-chain-top-25?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-SWG-PC&utm_content=&sf259561930=1
[1] https://www.gartner.com/en/topics/supply-chain-management?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-SWG-PP&utm_content=&sf256450142=1
[1] https://bit.ly/3zbN3JU
[1] https://www.mckinsey.com/industries/travel-logistics-and-infrastructure/our-insights/overcoming-global-supply-chain-challenges

Top URLs in Tweet in G5:
[6] https://www.globalbigdataconference.com/147870/blockchain-vc-the-bitcoin-man-goes-big-into-artificial-intelligence-with-solidus-ai-tech/industrynews-details.html
[4] https://www.globalbigdataconference.com/147872/artificial-intelligence-can-help-fleets-keep-vehicles-longer----saving-money-and-lives/industrynews-details.html
[3] https://thehackernews.com/2022/08/github-dependabot-now-alerts-developers.html
[3] https://www.businesscommunity.it/m/20220907/fare/accorciare-le-supply-chain-per-essere-piu-efficienti-resilienti-e-sostenibili-.php
[2] https://www.logisticsit.com/articles/2022/08/03/dakota-forms-new-partnership-with-staylinked
[1] https://securitysenses.com/organisations/tripwire
[1] https://securitysenses.com/organisations/synopsys
[1] http://news.ubc.ca/2022/08/09/how-artificial-intelligence-can-make-our-food-safer/
[1] https://www.themanufacturer.com/articles/how-5g-is-enabling-autonomous-last-mile-logistics/#.YvMZnooMdwQ.twitter
[1] https://www.datasciencecentral.com/automated-inventory-management-system-an-ultimate-guide-for-2022-and-beyond/

Top URLs in Tweet in G6:
[4] https://www.davidnorford.info
[3] https://www.scmr.com/article/what_is_integrated_business_planning
[2] https://www.freightwaves.com/news/freight-companies-begin-sharing-capacity-data-with-feds?p=454724
[2] https://www.iotforall.com/podcasts/e210-improving-supply-chain-logistics?utm_campaign=coschedule&utm_source=twitter&utm_medium=iotforall&utm_content=Improving%20Supply%20Chain%20Logistics
[2] https://www.sas.com/en_us/events/22q3/supply-chain-novus.html?utm_source=TWITTER&utm_medium=social-advocacy&utm_content=7365112891&utm_campaign=IoT
[1] https://www.supplychaindive.com/news/white-house-supply-chain-data-sharing-flow/629512/
[1] https://www.freightwaves.com/news/schneider-driver-ruled-an-employee-in-federal-court-appeal
[1] https://www.fastcompany.com/90756025/product-returns-are-wasteful-for-companies-and-the-planet-heres-how-to-change-that?utm_medium=Web
[1] Direct&utm_source=None
[1] https://my.sociabble.com/hbQ3VesFoutr

Top URLs in Tweet in G7:
[2] http://ws-jp.co.jp/2021/10/15/world-24/
[2] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[2] https://content.libsyn.com/p/0/d/6/0d6157c202986156/EP34-Global_Supply_Chain.mp3?c_id=128700866&cs_id=128700866&response-content-type=audio%2Fmpeg&Expires=1654540163&Signature=TdGxXwi~0oR~NjtRLbWgAjQo6qTULfGcTcjnpXpAywWjkIGPeiXxo~elVkITNn5spJEbc2e13cys5KdS9lguXy8IbgZNdMzZy669MVJw4PK-BWgmk9GruO6tfcTnSIWkMsPOZsBgRDgvKa4nM3bvfC1LCKIKkZ4ThoNSWtJFFb~MxWQqbZ2eSSzR0tN3q1BGJ8Ppb7KyABUjPUzaIEVp53tppLQrJslcpkgdllcokWCC396R7j8E5soDOiyXi-nudpWjBMe51P7-E9YU1PVcDkRqF8bqgSHbw~VX6JMt10jxbS1vc9vOXo5OevL7lIQ1ePXnp4x5ugKIgBfCzonIcg__&Key-Pair-Id=K1YS7LZGUP96OI
[1] https://twitter.com/GordonGChang/status/1558146747322564608
[1] https://www.visualcapitalist.com/sp/creating-sustainable-supply-chains-in-luxury-fashion/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=83f3d6fb-09e7-11ed-9201-666767457041&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wNy0yMS9wb2RjYXN0LWNvdmlkLXN1cHBseS1jaGFpbi1jaGFvcy1pcy1kcmVzcy1yZWhlYXJzYWwtZm9yLXdoYXQtcy1jb21pbmc=
[1] https://twitter.com/stlouisfed/status/1441860061886881798
[1] https://twitter.com/guardian/status/1444890944021610499
[1] https://twitter.com/aginnt/status/1443293442138775554
[1] https://twitter.com/nytimes/status/1442977599882289157

Top URLs in Tweet in G8:
[4] https://www.supplychainbrain.com/blogs/1-think-tank/post/35363-addressing-todays-food-supply-chain-crisis
[3] https://next-level-supply-chain-with-gs1us.podcastpage.io/
[3] https://www.cpgspecialist.com/c/3700244/477034/nestle_mark_schneider_retail_customer_service_levels_haven_recovered
[2] https://www.youtube.com/watch?v=Zr7ep_moHqQ&list=PLcVbFojm8MJQovDTdumkVEXB2LL9fM--H&index=17

[2] https://gs1connect.gs1us.org/program/?utm_source=twitter&utm_medium=social&utm_campaign=gs1connect-ondemand-programpage
[2] https://15croum5v52u4nrv7goeotkw-wpengine.netdna-ssl.com/wp-content/uploads/2021/08/FourKites-Case-Study-Unilever.pdf
[2] https://www.ft.com/content/be2d3517-ce0b-404c-994a-3ef05dc95d5e?shareType=nongift
[2] https://www.fleetowner.com/news/article/21248332/fedex-freight-opens-new-facility-in-phoenix
[2] https://www.fleetowner.com/news/article/21248357/fmcsa-grants-44m-to-state-cdl-programs
[1] https://twitter.com/gs1_us/status/1557457252046589958

Top URLs in Tweet in G9:
[6] https://www.here.com/solutions/supply-chain?cid=WEB-Twitter-MG-0-HERE-&utm_source=Twitter&utm_medium=social&utm_campaign=Online_CommsShare_2022
[6] https://www.supplychaintoday.com/great-quotes-supply-chain/
[4] https://www.forbes.com/sites/sap/2022/08/09/is-there-a-beer-shortage-brewing-in-the-usa/
[4] https://thedigitalinsider.com/three-questions-to-separate-ai-from-marketing-hype/
[4] http://www.supplychaintoday.com/supply-chain-leadership-quotes/?platform=hootsuite
[4] https://www.procurious.com/procurement-news/psychological-safety-the-secret-ingredient-for-high-performing-teams
[4] https://www.procurious.com/procurement-news/driving-change-together-with-the-sustainable-procurement-pledge
[4] https://www.forbes.com/sites/williamhartung/2022/08/09/weapons-contractors-thrive-despite-pandemic-supply-chain-issues/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.procurious.com/procurement-news/should-cost-modelling-your-secret-weapon-against-inflation
[2] https://thedigitalinsider.com/hs2-sets-aside-9-5m-to-cover-cost-of-ir35-non-compliance/

Top URLs in Tweet in G10:
[6] https://secure.campaigner.com/csb/Public/show/9fx3-2kj5mc--10cn5y-uycav74
[5] https://www.logisticsmgmt.com/article/global_risk_mitigation_using_risk_assessment_tools_to_evaluate_global_suppl
[3] https://www.youtube.com/watch?v=jyDKjx69mLE&feature=youtu.be

[2] https://www.globalsupplychainlawblog.com/supply-chain/be-reasonable-the-enforceability-of-post-termination-restrictive-covenants/
[2] https://www.scmr.com/article/gartner_survey_shows_substantial_shifts_in_supply_chain_networks
[2] https://tonernews.com/forums/topic/xerox-names-new-ceo-guess-who/
[2] http://secure.campaigner.com/csb/Public/show/9fx3-2kh11n--10b4db-uycav74
[2] https://tonernews.com/forums/topic/its-on-u-s-government-considers-ban-of-single-use-chinese-toner-intl-itc-pushes-for-cartridge-inclusion-at-gsa/
[2] https://secure.campaigner.com/csb/Public/show/9fx3-2kd9bj--109do8-uycav79
[2] https://www.linkedin.com/pulse/how-simplify-accelerate-creation-smart-contracts-jeff-ashcroft

Top Domains
Top Domains in Tweet in Entire Graph:
[353] careerarc.com
[197] co.uk
[158] twitter.com
[103] linkedin.com
[97] vision33.com
[96] youtube.com
[75] informa.com
[71] maritime-network.com
[64] drtombooks.com
[43] automotiveworld.com

Top Domains in Tweet in G1:
[261] careerarc.com
[118] co.uk
[65] vision33.com
[64] drtombooks.com
[56] linkedin.com
[47] twitter.com
[32] aplitrak.com
[26] com.au
[26] amazon.com
[24] youtube.com

Top Domains in Tweet in G2:
[21] co.uk
[12] evolutionforwarding.com
[11] multifreight.com
[10] atlantic-pacific.com
[9] simarco.com
[8] coruzant.com
[8] uniqueforwarding.com
[7] datasciencecentral.com
[7] analyticsinsight.net
[6] twitter.com

Top Domains in Tweet in G3:
[24] twitter.com
[15] captivate.fm
[14] supplier.io
[10] buyersmeetingpoint.com
[9] dy.si
[8] on24.com
[8] okt.to
[7] supplychaindive.com
[6] linkedin.com
[6] splash247.com

Top Domains in Tweet in G4:
[4] deloitte.com
[4] the-next-tech.com
[3] mckinsey.com
[3] gartner.com
[3] sociabble.com
[3] okt.to
[3] cio.com
[2] bit.ly
[2] mck.co
[2] indiatimes.com

Top Domains in Tweet in G5:
[32] vision33.com
[10] globalbigdataconference.com
[9] logisticsit.com
[3] thehackernews.com
[3] businesscommunity.it
[2] securitysenses.com
[1] ubc.ca
[1] themanufacturer.com
[1] datasciencecentral.com
[1] analyticsinsight.net

Top Domains in Tweet in G6:
[9] freightwaves.com
[6] bit.ly
[6] gartner.com
[4] iotforall.com
[4] scmr.com
[4] davidnorford.info
[3] ttnews.com
[3] twitter.com
[3] sas.com
[2] sociabble.com

Top Domains in Tweet in G7:
[10] twitter.com
[4] co.jp
[2] bloomberg.com
[2] libsyn.com
[2] cnbc.com
[1] visualcapitalist.com
[1] youtube.com
[1] gcaptain.com

Top Domains in Tweet in G8:
[7] supplychainbrain.com
[7] postbeyond.com
[6] fourkites.com
[5] fleetowner.com
[4] podcastpage.io
[3] gs1us.org
[3] okt.to
[3] cpgspecialist.com
[2] youtube.com
[2] dy.si

Top Domains in Tweet in G9:
[27] supplychaintoday.com
[14] forbes.com
[14] thedigitalinsider.com
[14] procurious.com
[8] here.com
[6] edu.sg
[4] briefing.com
[4] amplifyhere.com
[2] twitter.com
[2] thesaasnews.com

Top Domains in Tweet in G10:
[11] tonernews.com
[11] campaigner.com
[5] spotify.com
[5] logisticsmgmt.com
[4] yahoo.com
[4] scmr.com
[4] supplychain247.com
[4] locusrobotics.com
[3] globalsupplychainlawblog.com
[3] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5906] supplychain
[1073] logistics
[380] shipping
[330] freight
[283] transportation
[249] technology
[226] manufacturing
[211] procurement
[176] warehouse
[151] ai



Top Hashtags in Tweet in G1:
[2564] supplychain
[337] logistics
[121] shipping
[111] technology
[110] warehouse
[107] manufacturing
[98] procurement
[97] transportation
[89] supplychainjobs
[87] freight

Top Hashtags in Tweet in G2:
[187] supplychain
[63] logistics
[62] ai
[49] drones
[41] freight
[39] artificialintelligence
[25] transport
[24] autonomous
[21] iot
[20] aviation

Top Hashtags in Tweet in G3:
[239] supplychain
[45] logistics
[32] procurement
[23] webinar
[20] sustainability
[17] manufacturing
[15] technology
[14] freight
[12] supplychains
[10] iphone

Top Hashtags in Tweet in G4:
[74] supplychain
[18] blockchain
[18] digitaltransformation
[14] technology
[10] logistics
[9] iot
[7] ecommerce
[7] internetofthings
[7] digital
[7] ai

Top Hashtags in Tweet in G5:
[83] supplychain
[43] technology
[34] erp
[30] github
[30] manufacturing
[29] sapbusinessone
[23] artificialintelligence
[23] inventory
[21] ebook
[18] ai

Top Hashtags in Tweet in G6:
[79] supplychain
[23] logistics
[20] trucking
[20] trucks
[20] truckers
[19] daleylogistics
[14] ahrmm22
[12] truckingindustry
[12] daleymotivation
[12] dailymotivation

Top Hashtags in Tweet in G7:
[46] supplychain
[25] inflation
[20] ukraine
[19] recession
[19] oil
[2] icymi
[2] natsec
[2] manufacturing
[2] chipsact
[2] logistics

Top Hashtags in Tweet in G8:
[77] supplychain
[11] gs1uspod
[10] data
[7] gs1standards
[6] podcast
[5] pod
[5] digital
[5] shipping
[5] trucking
[4] teamgs1us

Top Hashtags in Tweet in G9:
[117] supplychain
[35] logistics
[22] procurement
[17] scm
[14] sustainability
[13] apple
[12] ai
[9] supplychainmanagement
[9] mba
[8] digitalsupplychain

Top Hashtags in Tweet in G10:
[63] supplychain
[13] robotics
[12] logistics
[10] podcast
[10] recycling
[10] toner
[10] tonercartridges
[10] tonercartridge
[10] inkcartridges
[10] printing

Top Words
Top Words in Tweet in Entire Graph:
[5902] #supplychain
[1644] supply
[1327] chain
[1073] #logistics
[940] more
[753] job
[571] link
[526] bio
[471] click
[392] latest

Top Words in Tweet in G1:
[2564] #supplychain
[609] job
[525] supply
[494] chain
[460] link
[441] bio
[386] more
[370] click
[337] #logistics
[299] apply

Top Words in Tweet in G2:
[187] #supplychain
[63] #logistics
[62] #ai
[57] logistics
[49] ronald_vanloon
[49] #drones
[47] supply
[41] #freight
[39] #artificialintelligence
[36] solutions

Top Words in Tweet in G3:
[239] #supplychain
[85] scottwluton
[64] supply
[55] more
[47] chain
[45] #logistics
[39] _supplychainnow
[34] buyersmeetpoint
[34] learn
[32] #procurement

Top Words in Tweet in G4:
[158] supply
[90] chain
[86] antgrasso
[74] #supplychain
[73] challenges
[70] chains
[69] global
[66] critical
[64] three
[63] facing

Top Words in Tweet in G5:
[83] #supplychain
[43] #technology
[38] help
[34] #erp
[33] vulnerable
[30] #github
[30] free
[30] #manufacturing
[29] github
[29] sends

Top Words in Tweet in G6:
[79] #supplychain
[28] supply
[25] chain
[23] #logistics
[20] #trucking
[20] #trucks
[20] #truckers
[19] #daleylogistics
[15] planning
[14] help

Top Words in Tweet in G7:
[44] #supplychain
[25] #inflation
[21] inflation
[20] #ukraine
[19] #recession
[19] #oil
[18] thanks
[17] drives
[17] downward
[17] cooling

Top Words in Tweet in G8:
[77] #supplychain
[22] supply
[18] chain
[14] gs1_us
[13] food
[13] more
[12] global
[11] scbrain
[11] #gs1uspod
[11] learn

Top Words in Tweet in G9:
[117] #supplychain
[66] supply
[57] chain
[37] quotes
[35] #logistics
[25] more
[24] technology
[22] #procurement
[17] general
[17] digital

Top Words in Tweet in G10:
[63] #supplychain
[24] supply
[23] chain
[16] locusrobotics
[15] fun
[14] engineer
[13] #robotics
[12] #logistics
[11] global
[11] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1268] supply,chain
[525] link,bio
[422] #logistics,#supplychain
[349] click,link
[236] supply,chains
[230] #supplychain,#logistics
[228] #supplychain,job
[169] learn,more
[152] #freight,#logistics
[151] #shipping,#supplychain

Top Word Pairs in Tweet in G1:
[463] supply,chain
[440] link,bio
[292] click,link
[195] #supplychain,job
[118] bio,apply
[108] bio,see
[107] cvs,health
[99] see,latest
[98] #supplychain,#logistics
[84] latest,#supplychain

Top Word Pairs in Tweet in G2:
[33] #ai,#artificialintelligence
[28] supply,chain
[25] ronald_vanloon,#drones
[22] #freight,#logistics
[20] #artificialintelligence,#aviation
[20] logistics,industry
[20] over,20
[20] 20,years
[19] #logistics,#transport
[17] #autonomous,unmanned

Top Word Pairs in Tweet in G3:
[46] supply,chain
[24] scottwluton,gregoryswhite
[21] #procurement,#supplychain
[19] learn,more
[17] #supplychain,#logistics
[15] less,air
[14] supply,chains
[14] global,#supplychain
[13] recommended,#procurement
[13] #supplychain,#webinar

Top Word Pairs in Tweet in G4:
[87] supply,chain
[70] supply,chains
[63] three,critical
[63] critical,challenges
[63] challenges,facing
[63] facing,global
[63] global,supply
[63] chains,labor
[63] labor,shortages
[63] shortages,equipment

Top Word Pairs in Tweet in G5:
[29] github,sends
[29] sends,dependabot
[29] dependabot,alerts
[29] alerts,vulnerable
[29] vulnerable,#github
[29] #github,actions
[29] actions,help
[29] help,developers
[29] developers,fix
[29] fix,security

Top Word Pairs in Tweet in G6:
[23] supply,chain
[20] #trucks,#truckers
[19] #truckers,#trucking
[19] #trucking,#logistics
[19] #logistics,#daleylogistics
[12] #daleylogistics,#truckingindustry
[12] #truckingindustry,#supplychain
[12] #daleymotivation,#dailymotivation
[8] #dailymotivation,great
[8] daleylogistics,#daleymotivation

Top Word Pairs in Tweet in G7:
[17] #oil,drives
[17] drives,#inflation
[17] #inflation,downward
[17] downward,thanks
[17] thanks,#ukraine
[17] #ukraine,cooling
[17] cooling,danger
[17] danger,fed
[17] fed,back
[17] back,core

Top Word Pairs in Tweet in G8:
[17] supply,chain
[7] karyl,fowler
[6] joins,#gs1uspod
[5] verifiable,credentials
[5] provides,insight
[5] melanie,nuce
[5] nuce,svp
[5] #supplychain,#data
[5] fowler,ceo
[5] ceo,transmutenews

Top Word Pairs in Tweet in G9:
[57] supply,chain
[19] chain,quotes
[17] general,technology
[12] #procurement,#supplychain
[11] #supplychain,#logistics
[11] technology,digital
[11] digital,insider
[11] #supplychain,#scm
[10] great,collection
[9] supply,chains

Top Word Pairs in Tweet in G10:
[23] supply,chain
[10] #supplychain,#robotics
[10] #toner,#tonercartridges
[10] #tonercartridges,#tonercartridge
[10] #tonercartridge,#inkcartridges
[10] #inkcartridges,#printing
[10] #printing,#ink
[10] #ink,#hp
[10] #hp,#canon
[10] #canon,#ricoh

Top Replied-To
Top Replied-To in Entire Graph:
@oracle
@sigsauerinc
@potus
@gavinnewsom
@ianbremmer
@orsted
@creditsuisse
@vechainofficial
@kucoincom
@cnbc

Top Replied-To in G1:
@ahmad_content
@biocair
@roadsaustralia

Top Replied-To in G2:
@financialtimes

Top Replied-To in G3:
@narendramodi
@logtecheric
@hermesfan2
@schmetail
@dicks

Top Replied-To in G5:
@globaliqx

Top Replied-To in G7:
@potus
@cnbc
@ustraderep
@jimcramer
@washingtonpost
@cnn
@sandeepbaliga
@mercedesschlapp
@zachdcarter
@taxreformexpert

Top Replied-To in G8:
@nike
@henkel

Top Replied-To in G10:
@rocket_defi

Top Mentioned
Top Mentioned in Entire Graph:
@antgrasso
@scottwluton
@lloydslist
@ronald_vanloon
@automotiveworld
@nexityorg
@nikkeiasia
@_supplychainnow
@theloadstar
@buyergroupinc

Top Mentioned in G1:
@cremeglobal
@findingsvrm
@groupetimcod
@financialmirror
@nevomo_tech
@welkecustomsusa
@hopinafrica
@dropship0
@popcultscoops
@director_at_avt

Top Mentioned in G2:
@ronald_vanloon
@mvollmer1
@jamesvgingerich
@glengilmore
@evolutionfwdg
@digitaltrends
@alexwitzleben
@pawlowskimario
@wef
@multifreightltd

Top Mentioned in G3:
@scottwluton
@_supplychainnow
@buyersmeetpoint
@gregoryswhite
@ltdmanagement
@evankirstel
@thinkers360
@redwoodlgistics
@dialprocurement
@coupa

Top Mentioned in G4:
@antgrasso
@gartner_inc
@newsedgetech
@mckinsey
@visualinfortech
@lindagrass0
@digitalnstream
@antgrasso_it
@adem_onar
@deloitte

Top Mentioned in G5:
@thehackersnews
@fabriziobustama
@bigdataconf
@adamshostack
@paulfroberts
@it__security
@manhassocnews
@stevenairoldi
@garnet8ltd
@logisticsit

Top Mentioned in G6:
@freightwaves
@daleylogistics
@divinefreight
@ecri_org
@kinaxis
@gartner_sc
@gartner
@z5inventory
@hsca
@wpcareyschool

Top Mentioned in G7:
@potus
@business
@cnbc
@joebiden
@kristimrogers13
@p2p_us
@ustraderep
@wsjp_insight
@washingtonpost
@forbes

Top Mentioned in G8:
@gs1_us
@scbrain
@transmutenews
@ft
@averydennison
@us_fda
@usaidgh
@auntmel
@themeganjolly
@fourkites

Top Mentioned in G9:
@forbes
@supplychainblog
@here
@supplychain123
@davywaters
@howellsrichard
@mrskanner
@expedockai
@hginc_hgbl
@lip_jus

Top Mentioned in G10:
@locusrobotics
@logisticsmgmt
@legalblacksmith
@dhlsupplychain
@thre3_bucks
@supplychain247
@yahoofinance
@svtrobotics
@jeffashcroft
@spb_global

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@filafresh
@tesco
@barntiques859
@chidambara09
@yuuji_k1
@gambiste1
@xaelbot
@hrblock_21
@codedailybot

Top Tweeters in G1:
@filafresh
@drtomdepaoli
@info_lavoro
@armanwalker
@techjunkiejh
@ihirejobalerts
@rotepille
@money_personal
@rorytdc
@supplychnonline

Top Tweeters in G2:
@sudeepkhatri
@ssxman2
@janattheocean
@economictimes
@gezgintrk
@godfrey_g_
@nicochan33
@nomoreslaves
@jamesvgingerich
@gonzo_30531

Top Tweeters in G3:
@evankirstel
@ml_tweet_bot
@mark45dominic
@tweetinggoddess
@lorac328
@kevin_jackson
@beccaray91
@drjdrooghaag
@enricofrasca3
@venturebeat

Top Tweeters in G4:
@chidambara09
@xeronbot
@trackntracer
@inc
@rldi_lamy
@startzai
@iottogether
@wil_bielert
@jeancayeux
@corpus_news

Top Tweeters in G5:
@sectest9
@xaelbot
@codedailybot
@cybersecurityn8
@_redfrog
@fabriciosx
@serverlessfan
@bizcommunityit
@gdprai
@drferdowsi

Top Tweeters in G6:
@barntiques859
@jetcitystar
@artyny59
@aircanada
@fastcompany
@visitsangel
@cpa_trendlines
@supplychainsn
@infonomicsinc
@srnorganics1

Top Tweeters in G7:
@thehill
@business
@cnbc
@nypost
@foxnews
@washingtonpost
@cnn
@msnbc
@smh
@foxbusiness

Top Tweeters in G8:
@ft
@cybazesocial
@danbri
@usaidgh
@ftenergy
@nike
@iea
@fleetowner
@sjrotter
@fooddive

Top Tweeters in G9:
@education_24x7
@briefingcom
@forbes
@yoshiefuruhashi
@pyscalellc
@techcrunch
@frcretweets
@rockstargamesup
@weincludedorg
@bubblejunction

Top Tweeters in G10:
@gambiste1
@yahoofinance
@robotconsumer
@digitaltransf11
@tonernews
@hp
@metarealfuture
@facilityexec
@usps
@xerox