supplychain, Twitter, 1/14/2023 8:41:35 PM, 288002


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supplychain_2023-01-14_12-28-49.xlsx
supplychain_2023-01-14_12-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2023
Short Description:
supplychain via NodeXL https://bit.ly/3iBRQjG
@iamaimaimami
@scottwluton
@connectingd3
@davidpalmer76
@mckinsey
@business
@pawlowskimario
@eli_krumova
@mvollmer1
@cybersecurityn8

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

Description:
Description
The graph represents a network of 4,639 Twitter users whose recent tweets contained "supplychain", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 20:33 UTC.

The tweets in the network were tweeted over the 2591-day, 7-hour, 24-minute period from Thursday, 10 December 2015 at 17:35 UTC to Saturday, 14 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4639
Unique Edges : 1994
Edges With Duplicates : 7144
Total Edges : 9138
Number of Edge Types : 9
Retweet : 2630
MentionsInRetweet : 2976
Tweet : 1768
Mentions : 1096
Replies to : 200
MentionsInReplyTo : 353
Quote : 42
MentionsInQuote : 70
MentionsInQuoteReply : 3
Self-Loops : 2032
Reciprocated Vertex Pair Ratio : 0.0139211136890951
Reciprocated Edge Ratio : 0.0274599542334096
Connected Components : 1176
Single-Vertex Connected Components : 816
Maximum Vertices in a Connected Component : 1888
Maximum Edges in a Connected Component : 3775
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 2.436853
Graph Density : 0.000182796901348514
Modularity : 0.439337
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,639 Twitter users whose recent tweets contained "supplychain", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 20:33 UTC.

The tweets in the network were tweeted over the 2591-day, 7-hour, 24-minute period from Thursday, 10 December 2015 at 17:35 UTC to Saturday, 14 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[15] https://www.youtube.com/watch?v=wRoRMSo7Q4M&feature=youtu.be

[15] https://drtombooks.com/
[10] https://go.oracle.com/LP=132973?elqCampaignId=370232&src1=:so:ch:or:dg::::&SC=:so:ch:or:dg::::&pcode=WWMK221209P00035
[8] https://agiindia.com/interview-mr-shailender-kumar-senior-vice-president-regional-managing-director-oracle-india-netsuite-japac/
[8] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[8] https://twitter.com/Morpheus_Neo_/status/1612977313137975298/photo/1
[7] https://www.techtarget.com/searcherp/feature/A-digital-transformation-approach-to-supply-chain-resilience
[6] https://www.aljazeera.com/news/2023/1/13/gas-pipeline-between-lithuania-latvia-blows-up
[6] https://www.cio.com/article/418951/the-new-way-companies-are-harnessing-data-at-the-edge-for-value-added-in-real-time.html
[6] https://vdfn.biz/jW3mU6

Top URLs in Tweet in G2:
[15] https://drtombooks.com/
[8] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[5] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[4] https://www.capgemini.com/insights/research-library/intelligent-supply-chain?utm_source=linkedin&utm_medium=social&utm_content=none_grouporganic_web-preview_report_none&utm_campaign=other_intelligent-supply-chain
[4] https://twitter.com/sts_bbx/status/1613627286732869655/photo/1
[4] https://www.youtube.com/watch?v=niXpNd75rvI

[4] https://www.s-c-technology.com/solutions/ecommerce1.html
[4] https://www.s-c-technology.com/solutions/usa1.html
[4] http://www.servispart.co.uk/eight-easy-ways-to-cut-supply-chain-logistics-costs-quickly/
[4] https://twitter.com/cfglobal_co/status/1613785433355206657/photo/1

Top URLs in Tweet in G3:
[4] https://supplychainnow.com/business-buzz-1064/
[4] https://buyersmeetingpoint.com/news-and-events/news-bmp/1125-dial-p-for-procurement-monthly-download-rankings-dec-2022
[4] https://podcasts.captivate.fm/media/aec65dd6-1a38-4876-9380-eb1b1fb3b155/FINAL-AUDIO-Dial-P-Tentatively-Making-the-Trains-Run-on-Time-FI.mp3
[3] https://buyersmeetingpoint.com/news-and-events/news-bmp/1128-8-top-tips-for-ecommerce-growth-in-2023
[3] https://podcasts.captivate.fm/media/24c13616-42b5-4bdf-8df7-37403d4f068b/FINAL-AUDIO-DP-1208-Z-MPG.mp3
[3] https://www.kinaxis.com/en/blog/12-supply-chain-trends-watch-out-2023
[2] https://blog.prophetic-technology.com/top-procurement-trends-to-2023-and-further
[2] https://una.com/resources/podcast/episode-97-dylan-mccabe/
[2] https://buyersmeetingpoint.com/news-and-events/news-bmp/1117-speculating-about-the-future-of-taiwan
[2] https://www.youtube.com/watch?v=k1TDy_m3hT8


Top URLs in Tweet in G4:
[6] https://www.aljazeera.com/news/2023/1/13/gas-pipeline-between-lithuania-latvia-blows-up
[6] https://vdfn.biz/jW3mU6
[6] https://www.mckinsey.com/featured-insights/themes/how-to-build-supply-chain-resilience?cid=other-soc--mip-mck-oth---&sid=7150709528&linkId=170478679
[5] https://slate.com/news-and-politics/2023/01/gas-stoves-republicans-joe-biden-culture-wars.html
[4] https://www.bbc.com/news/world-europe-64267736.amp
[4] https://news.yahoo.com/gas-stoves-ban-gop-jordan-desantis-fox-news-culture-war-explained-184427104.html
[4] https://www.devdiscourse.com/article/technology/1109463-technologies-that-will-drive-the-new-normal-post-covid-19
[3] https://technative.io/how-it-is-helping-tackle-cfos-supply-chain-issues/
[3] https://technative.io/how-connected-technologies-can-optimise-fleet-operations/
[3] https://twitter.com/Eli_Krumova/status/1541527660312027139/photo/1

Top URLs in Tweet in G5:
[1] https://twitter.com/RobertJSalvador/status/1576657883432747008/video/1
[1] https://twitter.com/voiceoreason702/status/1613926442471129093/photo/1
[1] https://apnews.com/article/business-52d683bc3d6f8557da571a352a8e59cd?taid=63c0125cbbd61e000169ef05&utm_campaign=TrueAnthem&utm_medium=AP&utm_source=Twitter
[1] https://www.xeneta.com/state-of-the-market-ocean-freight-january-2023?utm_campaign=SOMO%20January%202023&utm_source=twitter&utm_medium=social&utm_content=SOMO%20Jan%3A%20Twitter%20post%201
[1] https://twitter.com/joinxeneta/status/1613516882128011265/photo/1
[1] https://shippingwatch.com/carriers/Container/article14836711.ece
[1] https://www.xeneta.com/news/weekly-freight-rate-update-week-02-2023
[1] https://twitter.com/XenetaSand/status/1613528156488482820/photo/1
[1] https://ft.trib.al/FF8Ei1Y
[1] https://twitter.com/FinancialTimes/status/1613531514205085696/photo/1

Top URLs in Tweet in G6:
[3] https://www.ssidecisions.com/blogs/cloud/cloud-technologies-revolutionizing-the-logistics-industry-in-2022/
[2] https://locusrobotics.com/about-us/events/nrf-2023/
[2] https://archive.jsonline.com/business/rockwell-leading-way-in-next-industrial-revolution-b99174535z1-238731421.html/
[2] https://twitter.com/Ronald_vanLoon/status/1613807372526395392/video/1
[2] https://abtlive.com/2023/01/07/increase-in-ransomware-zero-day-vulnerabilities-and-supply-chain-attacks-top-cyber-threats-for-2023-report/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://www.voguebusiness.com/sustainability/supply-chain-emissions-recycled-textiles-fashions-2023-sustainability-predictions
[1] https://twitter.com/enilev/status/1611373612325564419/photo/1
[1] https://twitter.com/LocusRobotics/status/1613902580333133824/video/1
[1] https://locusrobotics.com/about-us/events/locus-promat-2023/?utm_source=twitter&utm_medium=social&utm_campaign=2303-LP-ProMat23-NA
[1] https://twitter.com/LocusRobotics/status/1613226166059470869/photo/1

Top URLs in Tweet in G7:
[4] https://twitter.com/future_shipping/status/1613819907812073475/photo/1
[4] https://twitter.com/_WorldSolutions/status/1114764075060170753/photo/1
[2] https://www.techment.com/top-10-logistics-and-supply-chain-technology-and-business-trends-disrupt-or-be-disrupted/
[2] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[2] http://worldsolutions.work/2019/04/07/posteuref-49-brexit/
[1] https://www.mckinsey.com/mgi/Our-Research/The-complication-of-concentration-in-global-trade
[1] https://www.gartner.com/en/webinar/451559/1064136
[1] https://twitter.com/future_shipping/status/1613116258525888514/photo/1
[1] https://event.on24.com/wcc/r/4071654/E999B11C5F0131DBD70F81C5F1954474?partnerref=LinkedIn%20Organic
[1] https://www.bloomberg.com/news/articles/2023-01-13/us-reshoring-of-supply-chain-to-be-limited-by-costs-studies-say?leadSource=uverify%20wall

Top URLs in Tweet in G8:
[4] https://www.supplychaindive.com/news/us-mexico-and-canada-take-on-5-initiatives-to-strengthen-supply-chain-resi/640127/
[3] https://www.supplychaindive.com/news/pictures-of-a-wild-supply-chain-year-2022/639008/
[3] https://www.supplychaindive.com/news/gen-z-labor-hiring-talent-manufacturing/639365/
[3] https://paper.li/esm_magazine/1323334931?edition_id=b0ba74f0-92bc-11ed-967d-fa163e65ae25
[2] https://theloadstar.com/dnv-admits-up-to-1000-vessels-affected-by-ransomware-attack/
[2] https://www.sciencenews.org/article/supply-chains-3000-years-bronze-age-shipwreck
[2] https://www.supplychaindive.com/news/climate-change-extreme-weather-heat-flooding-manufacturing-industry-risk/639363/
[2] https://www.forbes.com/sites/forbestechcouncil/2023/01/03/how-ai-driven-workflow-can-truly-impact-change-in-the-supply-chain/?sh=6ab0e4a6fd04
[2] https://www.scmr.com/article/its_time_to_recalibrate
[1] https://www.ukhaulier.co.uk/news/road-transport/brexit/logistics-uk-meets-with-senior-ministers-to-discuss-ni-protocol/?utm_source=rss&utm_medium=rss&utm_campaign=logistics-uk-meets-with-senior-ministers-to-discuss-ni-protocol

Top URLs in Tweet in G9:
[2] https://www.globaltrademag.com/supply-chain-finance-uncertainty-in-global-supply-chains-is-going-to-stay/
[2] https://www.freightwaves.com/news/surge-finally-over-us-imports-back-near-pre-pandemic-levels
[2] https://splash247.com/zim-backs-compatriot-fintech-platform-40seas/
[2] https://www.paymentexecutive.com/news/
[1] https://www.axios.com/2023/01/12/consumer-inflation-december?utm_campaign=editorial&utm_medium=social&utm_source=twitter
[1] https://supplychaindigital.com/company-reports/centrimex-brings-freight-flexibility-to-customers-using-data
[1] https://twitter.com/SupplyChainD/status/1613478442342678531/photo/1
[1] https://supplychaindigital.com/company-reports/sustainable-electric-vehicle-adventure-driven-by-procurement
[1] https://twitter.com/SupplyChainD/status/1613571561067266052/photo/1
[1] https://supplychaindigital.com/digital-supply-chain/citi-supply-chain-report-cites-disruption-as-key-factor

Top URLs in Tweet in G10:
[1] https://twitter.com/Incrementallog1/status/1613994904555855872/photo/1
[1] https://twitter.com/Incrementallog1/status/1613986565369303045/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1271] twitter.com
[171] careerarc.com
[74] co.uk
[62] youtube.com
[59] linkedin.com
[41] automotiveworld.com
[33] informa.com
[28] theloadstar.com
[26] paper.li
[25] forbes.com

Top Domains in Tweet in G2:
[588] twitter.com
[165] careerarc.com
[38] linkedin.com
[24] drtombooks.com
[20] maritime-network.com
[20] co.uk
[15] amazon.com
[15] youtube.com
[10] supplychainbrain.com
[10] aplitrak.com

Top Domains in Tweet in G3:
[58] twitter.com
[16] youtube.com
[14] captivate.fm
[11] buyersmeetingpoint.com
[10] forbes.com
[6] supplychainnow.com
[5] linkedin.com
[5] t.co
[4] paper.li
[4] kinaxis.com

Top Domains in Tweet in G4:
[32] twitter.com
[8] technative.io
[7] vdfn.biz
[7] mckinsey.com
[6] aljazeera.com
[5] slate.com
[4] bbc.com
[4] yahoo.com
[4] devdiscourse.com
[4] vision33.com

Top Domains in Tweet in G5:
[25] twitter.com
[8] trib.al
[5] wsj.com
[4] bloomberg.com
[2] apnews.com
[2] xeneta.com
[2] foreignaffairs.com
[1] shippingwatch.com
[1] hbr.org
[1] ow.ly

Top Domains in Tweet in G6:
[23] twitter.com
[4] locusrobotics.com
[3] ssidecisions.com
[2] visualcapitalist.com
[2] jsonline.com
[2] weforum.org
[2] paper.li
[2] abtlive.com
[1] voguebusiness.com
[1] bgsaconference.com

Top Domains in Tweet in G7:
[34] twitter.com
[3] techment.com
[3] worldsolutions.work
[2] bloomberg.com
[2] okt.to
[2] automationalley.com
[2] co.jp
[1] mckinsey.com
[1] gartner.com
[1] on24.com

Top Domains in Tweet in G8:
[41] automotiveworld.com
[32] informa.com
[25] theloadstar.com
[16] twitter.com
[14] supplychaindive.com
[10] logisticsbusiness.com
[7] laranews.net
[6] parcelandpostaltechnologyinternational.com
[6] dy.si
[5] co.uk

Top Domains in Tweet in G9:
[8] supplychaindigital.com
[5] twitter.com
[3] splash247.com
[3] globaltrademag.com
[2] axios.com
[2] freightwaves.com
[2] paymentexecutive.com
[1] forbes.com
[1] dcvelocity.com
[1] lexology.com

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2704] supplychain
[594] logistics
[185] transportation
[184] freight
[180] shipping
[103] manufacturing
[94] technology
[90] ai
[81] procurement
[78] cargo



Top Hashtags in Tweet in G2:
[1378] supplychain
[287] logistics
[120] shipping
[97] freight
[96] transportation
[71] cargo
[67] export
[58] manufacturing
[56] warehousing
[55] warehouse

Top Hashtags in Tweet in G3:
[92] supplychain
[20] procurement
[14] podcast
[10] logistics
[9] leadership
[9] supplychainnow
[7] supplychainmanagement
[6] taiwan
[6] hongkong
[6] manufacturing

Top Hashtags in Tweet in G4:
[68] supplychain
[26] logistics
[23] technology
[22] gas
[19] gasprices
[17] iot
[16] gasoline
[15] gasolina
[11] gasstation
[9] gasstoves

Top Hashtags in Tweet in G5:
[72] supplychain
[41] inflation
[41] covid
[39] recessionary
[16] logistics
[8] trade
[7] inventory
[5] reshore
[5] purchasing
[4] scm

Top Hashtags in Tweet in G6:
[49] supplychain
[22] logistics
[18] robotics
[15] robots
[15] automation
[14] rpa
[11] tech
[9] ai
[9] ces2023
[8] innovation

Top Hashtags in Tweet in G7:
[32] supplychain
[6] infographic
[5] digitaltransformation
[3] trade
[3] data
[2] webinar
[2] ai
[2] supplychains
[2] innovation
[2] disruption

Top Hashtags in Tweet in G8:
[188] supplychain
[128] logistics
[62] transportation
[61] freight
[41] automotive
[36] shipping
[25] shippingpodcast
[9] ai
[7] aircargo
[7] airfreight

Top Hashtags in Tweet in G9:
[27] supplychain
[2] logistics
[2] innovation
[2] startup
[2] retail
[2] indoorfarming
[2] cea
[2] ai
[2] iot
[1] visibility

Top Hashtags in Tweet in G10:
[2] who
[2] ihr
[2] un
[1] wef
[1] unga
[1] freedom
[1] freedomconvoy
[1] freedomconvoy2022
[1] farmersprotest
[1] boerenprotest

Top Words
Top Words in Tweet in Entire Graph:
[2704] #supplychain
[1889] รก
[1889] ด
[1889] น
[1889] จท
[1888] จขนาดย
[1888] นหร
[1888] อทำธ
[1888] งร
[1888] กรก

Top Words in Tweet in G1:
[1889] น
[1889] รก
[1889] จท
[1889] ด
[1888] งไม
[1888] ฐว
[1888] งงานของไทยถ
[1888] ทำไมองค
[1888] งร
[1888] างประเทศแล

Top Words in Tweet in G2:
[1378] #supplychain
[309] supply
[287] #logistics
[278] chain
[263] job
[181] more
[172] link
[164] bio
[143] apply
[142] click

Top Words in Tweet in G3:
[92] #supplychain
[36] _supplychainnow
[36] scottwluton
[34] chain
[34] supply
[21] 2023
[20] #procurement
[18] youtube
[16] scott
[15] gregoryswhite

Top Words in Tweet in G4:
[68] #supplychain
[30] supply
[26] #logistics
[23] #technology
[22] chain
[22] #gas
[19] #gasprices
[17] #iot
[17] wehavegas
[16] #gasoline

Top Words in Tweet in G5:
[72] #supplychain
[49] fed
[43] price
[43] 2023
[41] 2021
[41] #inflation
[41] #covid
[40] commodity
[40] energy
[40] changed

Top Words in Tweet in G6:
[49] #supplychain
[22] #logistics
[19] 2023
[18] #robotics
[16] khulood_almani
[15] #robots
[15] chain
[15] supply
[15] #automation
[14] packages

Top Words in Tweet in G7:
[32] #supplychain
[30] supply
[26] chain
[15] source
[13] logistics
[13] top
[13] technology
[12] link
[12] techmenttech
[11] disrupted

Top Words in Tweet in G8:
[188] #supplychain
[128] #logistics
[62] #transportation
[61] #freight
[41] automotiveworld
[41] #automotive
[37] supply
[36] #shipping
[35] lloydslist
[28] theloadstar

Top Words in Tweet in G9:
[27] #supplychain
[15] supply
[13] chain
[8] supplychaind
[6] additional
[5] demand
[5] freight
[5] global
[5] exclusive
[4] discusses

Top Words in Tweet in G10:
[4] riseupandresist
[4] maajidnawaz
[4] sophiadahl1
[4] barbarasghost1
[4] kingston_truth
[4] shabnampalesamo
[4] michaelpbreton
[2] sikhfortruth
[2] gregg_re
[2] andrewlawton

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1889] รก,จท
[1888] างรายได,จากต
[1888] กรก,งร
[1888] งไม,ลงท
[1888] ไปสร,างรายได
[1888] จท,เป
[1888] จขนาดย,กษ
[1888] งงานของไทยถ,งไม
[1888] flagship,ไปสร
[1888] านพล,งงานของไทยถ

Top Word Pairs in Tweet in G1:
[1889] รก,จท
[1888] งร,ฐว
[1888] กษ,ด
[1888] จากต,างประเทศแล
[1888] น,flagship
[1888] เป,น
[1888] ไปสร,างรายได
[1888] สาหก,จขนาดย
[1888] นหร,อทำธ
[1888] ด,านพล

Top Word Pairs in Tweet in G2:
[274] supply,chain
[164] link,bio
[108] click,link
[90] cvs,health
[69] #supplychain,job
[67] #supplychain,#logistics
[64] #logistics,#supplychain
[59] #shipping,#supplychain
[57] bio,apply
[46] see,latest

Top Word Pairs in Tweet in G3:
[33] supply,chain
[11] experience,featuring
[10] 12,noon
[9] final,experience
[9] transforming,final
[9] disrupting,deathcare
[9] featuring,scott
[9] deathcare,industry
[9] interview,disrupting
[9] industry,transforming

Top Word Pairs in Tweet in G4:
[22] supply,chain
[15] #gasolina,#gasoline
[15] #gas,#gasolina
[10] #gasoline,#gasprices
[9] #logistics,#supplychain
[8] #supplychain,#logistics
[8] #iot,#iiot
[7] #technology,committed
[7] combines,industry
[7] #fuelmanager,#logistics

Top Word Pairs in Tweet in G5:
[39] confusion,2022
[39] retreat,2023
[39] easing,stimulus
[39] transitory,confusion
[39] #covid,induced
[39] #inflation,triggered
[39] housing,retreat
[39] fed,easing
[39] changed,pricing
[39] requires,#recessionary

Top Word Pairs in Tweet in G6:
[17] #robotics,#supplychain
[17] #supplychain,#logistics
[15] supply,chain
[14] packages,khulood_almani
[14] #robots,sort
[14] #rpa,#robotics
[14] khulood_almani,#automation
[14] amazon,trained
[14] #automation,#rpa
[14] sort,packages

Top Word Pairs in Tweet in G7:
[25] supply,chain
[12] techmenttech,link
[12] source,techmenttech
[11] 10,logistics
[11] technology,trends
[11] logistics,supply
[11] top,10
[11] trends,disrupt
[11] disrupt,disrupted
[11] disrupted,source

Top Word Pairs in Tweet in G8:
[123] #logistics,#supplychain
[61] #freight,#logistics
[56] #supplychain,#transportation
[41] #transportation,automotiveworld
[41] #automotive,#logistics
[36] #shipping,#freight
[35] #supplychain,lloydslist
[25] supply,chain
[25] #supplychain,theloadstar
[25] #shippingpodcast,#freight

Top Word Pairs in Tweet in G9:
[12] supply,chain
[4] logistical,bottlenecks
[4] freight,demand
[4] exclusive,interview
[4] easing,additional
[4] ship,ordering
[4] ordering,rush
[4] 2021,ship
[4] bottlenecks,easing
[4] falling,freight

Top Word Pairs in Tweet in G10:
[4] maajidnawaz,michaelpbreton
[4] kingston_truth,shabnampalesamo
[4] riseupandresist,sophiadahl1
[4] michaelpbreton,kingston_truth
[4] sophiadahl1,barbarasghost1
[4] barbarasghost1,maajidnawaz
[2] draseemmalhotra,realstewpeters
[2] sikhfortruth,cosmindzs
[2] berniespofforth,therealkeean
[2] andrewlawton,efenigson

Top Replied-To
Top Replied-To in Entire Graph:
@oraclecloudscm
@delhivery
@prof_dr_zion
@riseupandresist
@financialtimes
@wsj
@foreignaffairs
@charliebilello
@theeconomist
@coxautomotive

Top Replied-To in G3:
@sapics01
@extremenetworks
@_supplychainnow
@moi_qataren
@kinaxis

Top Replied-To in G4:
@authenticdom

Top Replied-To in G5:
@financialtimes
@theeconomist
@charliebilello
@foreignaffairs
@wsj
@axios
@business
@lanceroberts
@bencasselman
@elerianm

Top Replied-To in G6:
@elbridgecolby

Top Replied-To in G8:
@alom_global
@scmr

Top Replied-To in G9:
@coxautomotive

Top Replied-To in G10:
@riseupandresist

Top Mentioned
Top Mentioned in Entire Graph:
@iamaimaimami
@automotiveworld
@scottwluton
@lloydslist
@_supplychainnow
@theloadstar
@supplychain_mag
@ohhwesley89
@optiv
@wehavegas

Top Mentioned in G1:
@iamaimaimami

Top Mentioned in G2:
@datexcorpwms
@servispart
@mersaro_freight
@hwexpert
@zeroplagiarism
@surbhic01132416
@froggryno
@cyentiainst
@akhtarm78672244

Top Mentioned in G3:
@scottwluton
@_supplychainnow
@gregoryswhite
@buyersmeetpoint
@forbes
@dialprocurement
@mypurchasing
@thinkers360
@sap
@ups

Top Mentioned in G4:
@wehavegas
@technative
@mckinsey
@vodafoneiot
@eli_krumova
@ajenglish
@brucelogistic
@citopia_eco
@secure_blink
@scbrain

Top Mentioned in G5:
@ltdmanagement
@foxweather
@foxbusiness
@robertjsalvador
@petebuttigieg
@wholefoods
@thedailyshot
@byrondonalds
@stanfordcisac
@condoleezzarice

Top Mentioned in G6:
@khulood_almani
@mvollmer1
@ronald_vanloon
@enilev
@china4tech
@rachelcernansky
@locusrobotics
@abt_live
@scmpnews
@nrffoundation

Top Mentioned in G7:
@techmenttech
@antgrasso
@cyber_spanish
@antgrasso_it
@gartner_inc
@future_shipping
@cnbc
@adient
@bridgewaterint
@deloitte

Top Mentioned in G8:
@automotiveworld
@lloydslist
@theloadstar
@supplychaindive
@logisticsbizz
@scmr
@acumatica
@news_lara
@parcelpostal
@ukhaulier

Top Mentioned in G9:
@supplychaind
@rivian
@axios
@budgetcontainer
@centrimex
@dbschenker
@hcltech
@logisticsmatter
@jangilg
@dodge

Top Mentioned in G10:
@sophiadahl1
@barbarasghost1
@maajidnawaz
@michaelpbreton
@kingston_truth
@shabnampalesamo
@cramersez
@christinapushaw

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@paoloigna1
@cybersecurityn8
@sonex089
@delta
@toogoodatbye
@nnxn_iii
@jayjaehh
@evankirstel
@southwestair

Top Tweeters in G1:
@sonex089
@toogoodatbye
@nnxn_iii
@jayjaehh
@ts_youngjae333
@npp_ap
@pupaenaja_jrs2
@maiindy18
@aomswil
@jk_sweetsmile

Top Tweeters in G2:
@drtomdepaoli
@info_lavoro
@tamraraven
@kerenanicole
@reddysalina
@chicagoessays
@zeroplagiarism
@hwexpert
@maxhenry
@alantonelson

Top Tweeters in G3:
@evankirstel
@walmart
@forbes
@amazonin
@kevin_jackson
@madube_
@corix_jc
@corixpartners
@theregister
@ups

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@southwestair
@nicochan33
@jacobussystems
@trackntracer
@pythonroboto
@ajenglish
@wef
@eli_krumova

Top Tweeters in G5:
@foxnews
@washingtonpost
@abc
@wsj
@marketwatch
@cbsnews
@ap
@theeconomist
@yahoofinance
@financialtimes

Top Tweeters in G6:
@benishii_
@osamuracing01
@scmpnews
@drferdowsi
@jayeshmthakur
@jblefevre60
@robotconsumer
@fabriziobustama
@malonediaries
@hormitek

Top Tweeters in G7:
@paoloigna1
@business
@cnbc
@wsjp_insight
@startzai
@wsi_usa
@_worldsolutions
@wslightly
@ibdinvestors
@wswmuc

Top Tweeters in G8:
@nbcnews
@edventure9
@venturebeat
@rubenharris
@sciencenews
@automotiveworld
@lloydslist
@acumatica
@esm_magazine
@grocerant

Top Tweeters in G9:
@dariosailor86
@honda
@splash_247
@mbohl07
@axios
@logisticsmatter
@toyota
@amprog
@agroinsights
@hyundai

Top Tweeters in G10:
@sheilagunnreid
@joe_warmington
@naomirwolf
@backtolife_2023
@michaelpbreton
@sophiadahl1
@berniespofforth
@maxblumenthal
@shabnampalesamo
@christinapushaw