supplychain, Twitter, 2/4/2023 8:56:48 PM, 288533


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supplychain_2023-02-04_12-28-49.xlsx
supplychain_2023-02-04_12-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2023
Short Description:
supplychain via NodeXL https://bit.ly/3x16FzK
@gartner_inc
@sectest9
@scottwluton
@_supplychainnow
@pawlowskimario
@analogique2018
@future_shipping
@manifestfol
@ronald_vanloon
@mvollmer1

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

Description:
Description
The graph represents a network of 3,903 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 20:49 UTC.

The tweets in the network were tweeted over the 2612-day, 7-hour, 24-minute period from Thursday, 10 December 2015 at 17:35 UTC to Saturday, 04 February 2023 at 00:59 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 : 3903
Unique Edges : 2966
Edges With Duplicates : 5906
Total Edges : 8872
Number of Edge Types : 9
Mentions : 1702
Retweet : 1656
MentionsInRetweet : 2548
Tweet : 2494
Replies to : 178
MentionsInReplyTo : 145
Quote : 64
MentionsInQuote : 83
MentionsInQuoteReply : 2
Self-Loops : 2914
Reciprocated Vertex Pair Ratio : 0.040394973070018
Reciprocated Edge Ratio : 0.0776531492666091
Connected Components : 1527
Single-Vertex Connected Components : 1042
Maximum Vertices in a Connected Component : 987
Maximum Edges in a Connected Component : 3499
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.171702
Graph Density : 0.000228306814416699
Modularity : 0.447344
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,903 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 20:49 UTC.

The tweets in the network were tweeted over the 2612-day, 7-hour, 24-minute period from Thursday, 10 December 2015 at 17:35 UTC to Saturday, 04 February 2023 at 00:59 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:
[34] https://drtombooks.com/
[22] https://medium.com/@CapCrypto_9876/crypto-twitter-expects-mnw-to-reach-100-before-2025-53702f25df03
[20] https://morpheus.network/
[19] https://www.youtube.com/watch?v=wRoRMSo7Q4M&feature=youtu.be

[14] http://secure.campaigner.com/csb/Public/show/9fx3-2mmgt7--12c5rs-uycav72
[12] https://www.aipia.info/news.php
[10] https://www.superprocure.com/freight-index/
[10] https://supplychainnow.com/episode-374/
[10] https://www.securityweek.com/cyber-insights-2023-supply-chain-security/
[10] https://www.daygard.com/

Top URLs in Tweet in G1:
[34] https://drtombooks.com/
[12] https://www.aipia.info/news.php
[10] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[10] https://www.superprocure.com/freight-index/
[8] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[5] https://thehackernews.com/2023/02/additional-supply-chain-vulnerabilities.html
[5] http://www.procurementheads.com/jobs/
[4] https://drtombooks.com/common-sense-supply-management/
[4] https://twitter.com/Jay_Tse/status/1621499418292658177/photo/1
[4] https://twitter.com/Power_MHI_MENA/status/1620789788021526528/photo/1

Top URLs in Tweet in G2:
[10] https://supplychainnow.com/episode-374/
[5] https://www.linkedin.com/feed/update/urn:li:activity:7021129322069454848/
[4] https://twitter.com/EvanKirstel/status/1620132777894055938/photo/1
[4] https://www.linkedin.com/video/event/urn:li:ugcPost:7024843928965156864/
[4] https://www.linkedin.com/video/live/urn:li:ugcPost:7024821892947566593/
[3] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/january-30-february-3-supply-chain-regulations-disrupting-old-world-ideas-tech-enabled-gbs
[2] https://www.youtube.com/watch?v=WYRlYH4Xz-U

[2] https://twitter.com/_supplychainnow/status/1610330110241947652
[2] https://www.youtube.com/watch?v=TD_ic1w5aq0

[2] https://www.youtube.com/watch?v=fHpky_1R-Ew


Top URLs in Tweet in G3:
[4] https://blog.hyland.com/digital-transformation/supply-chain-technology/
[2] https://www.visualcapitalist.com/16-trillion-european-union-economy/
[2] https://www.statista.com/chart/29197/the-most-severe-global-risks-over-the-next-2-and-10-years/
[2] https://www.itrucker.com/video-shows-how-smart-robot-is-unpacking-1600-boxes-from-the-truck-in-one-hour/
[2] https://www.youtube.com/watch?v=xjSESrkIXCQ

[2] https://www.mckinsey.com/business-functions/operations/our-insights/covid-19-and-climate-change-expose-dangers-of-unstable-supply-chains
[2] https://twitter.com/jamesvgingerich/status/1580244634067881984/photo/1
[1] https://twitter.com/IntEngineering/status/1619319509004820482/video/1
[1] https://twitter.com/jamesvgingerich/status/1236547196293509120/video/1
[1] https://twitter.com/stem_feed/status/1614621321542918145/video/1

Top URLs in Tweet in G4:
[7] https://www.rtinsights.com/cybersecurity-will-shift-in-2023-thanks-to-ai/
[5] https://www.iotforall.com/why-now-is-the-time-to-harden-your-iot-network-security
[4] https://www.legallycyber.com/post/fintech-ddos
[4] https://twitter.com/weather_spire/status/1621078450445631489/photo/1
[4] https://e-vehicleinfo.com/global/storedot-and-circulor-partner-to-deliver-supply-chain-transparency-for-ev-battery-cell-materials/
[3] https://semiengineering.com/solving-problems-with-the-iot/
[3] https://baisecurity.net/vendor-management/
[3] https://twitter.com/datfreightteam/status/1621192547891544064/photo/1
[2] https://twitter.com/Oko_trade_/status/1621580390543642625/photo/1
[2] https://www.expresscomputer.in/guest-blogs/five-ways-artificial-intelligence-will-impact-business-in-2023/94178/

Top URLs in Tweet in G5:
[4] https://www.sdcexec.com/professional-development/article/22644144/accenture-how-automating-procurement-data-functions-can-save-supply-chains
[3] https://www.paymentexecutive.com/news/
[2] https://www.supplychain247.com/papers/omnichannel_logistics_leaders_top_5_inventory_insights/legacy_supply_chain_services
[2] https://www.scmr.com/article/sustainable_packaging_goals_difficult_to_achieve
[2] https://web.cvent.com/event/7dfa1aae-a15a-456c-a033-0745ee78009f/summary
[2] https://www.supplychain247.com/article/last_mile_delivery_is_ripe_for_re_invention
[2] https://www.supplychaindive.com/news/shortages-2023-outlook-food-semiconductor-pharmaceuticals-lithium-evs/640587/
[1] https://vmblog.com/archive/2023/01/10/rkvst-2023-predictions-don-t-wait-for-software-supply-chain-regulation-just-do-the-right-thing-now.aspx#.[%E2%80%A6]0q
[1] https://twitter.com/BosparPR/status/1620902939299651593/photo/1
[1] https://vmblog.com/archive/2023/02/01/intervision-2023-predictions-top-cybersecurity-trends-to-watch-for-in-2023.aspx#.Y9pseq3MJJ0

Top URLs in Tweet in G6:
[2] https://www.mckinsey.com/business-functions/operations/our-insights/future-proofing-the-supply-chain
[2] https://www.digitalsupplychainpodcast.com/354320/12138668-streamlining-supply-chain-fulfilment-with-automation-insights-from-amware-logistics-ceo-harry-drajpuch
[2] https://twitter.com/TomRaftery/status/1620369160198053889/photo/1
[2] https://www.ascm.org/ascm-insights/scm-now-impact/build-the-workforce-of-the-future-from-within/?utm_source=twitter&utm_medium=social&utm_campaign=scm-impact-2023&utm_content=20230131-workforce-of-the-future
[1] https://twitter.com/DigitalNStream/status/1621477150883827719/photo/1
[1] https://www.kearney.com/procurement/article?/a/the-future-of-procurement-technology-mediocrity-is-no-longer-acceptable
[1] https://twitter.com/TheStartupMento/status/1620719403477372928/photo/1
[1] https://bityl.co/5Oxg
[1] https://twitter.com/SmartBizInsight/status/1621473363074891777/photo/1
[1] https://twitter.com/SmartBizInsight/status/1620696487448690688/photo/1

Top URLs in Tweet in G7:
[4] https://twitter.com/future_shipping/status/1587024340486426625/photo/1
[4] https://twitter.com/future_shipping/status/1395647313343881218/photo/1
[4] https://twitter.com/future_shipping/status/1621451195796570113/photo/1
[4] https://twitter.com/future_shipping/status/1620795119480852483/photo/1
[4] https://twitter.com/future_shipping/status/1613819907812073475/photo/1
[4] https://twitter.com/AvWeekEvents/status/1620837942599221255/photo/1
[4] https://twitter.com/AnyangNyongo/status/1620080003689091074/photo/1
[2] https://www.logisticsbusiness.com/transport-distribution/top-10-global-supply-chain-disruptions/
[2] https://twitter.com/future_shipping/status/1578018247282233344/photo/1
[2] https://twitter.com/future_shipping/status/1621095087626240000/photo/1

Top URLs in Tweet in G8:
[21] https://medium.com/@CapCrypto_9876/crypto-twitter-expects-mnw-to-reach-100-before-2025-53702f25df03
[20] https://morpheus.network/
[2] https://twitter.com/MNWSupplyChain/status/1621226434063745032
[1] https://twitter.com/DeFiler_69/status/1620079513613860864/photo/1
[1] https://twitter.com/DeFiler_69/status/1620486067173433344/photo/1
[1] https://twitter.com/DeFiler_69/status/1621176869491019776/photo/1
[1] https://morpheus.network/assets/Morpheus.Network_Black_Platform.pdf
[1] http://docs.google.com/document/d/1oqrAV8VkdPvRY7jKZ8HQtXe29FMBgm-UuTRXw67Ny2A/edit#bookmark=id.9jwvsxe1r937
[1] https://twitter.com/trippledutch/status/1621121604251185158/photo/1
[1] https://twitter.com/BinanceMasters/status/1620837192552816641

Top URLs in Tweet in G9:
[4] https://twitter.com/ohhwesley89/status/1620547082313674752/photo/1
[4] https://twitter.com/ohhwesley89/status/1620956793844428800/photo/1
[4] https://twitter.com/ohhwesley89/status/1620203252431355905/photo/1
[4] https://twitter.com/ohhwesley89/status/1621652924169596929/photo/1
[1] https://twitter.com/ohhwesley89/status/1621267435046440960/photo/1
[1] https://twitter.com/StonerPunksNFT/status/1621061788023549953/video/1
[1] https://www.dnv.it/services/asc-feed-standard-227825
[1] https://twitter.com/DNV_AssuranceIT/status/1620791596936486920/photo/1

Top URLs in Tweet in G10:
[2] https://www.linkedin.com/posts/jeffashcroft_fred-smith-is-not-worried-about-amazon-activity-7026989046044262400-8ESr
[1] https://twitter.com/katedelcastillo/status/1621651616335122433
[1] https://digitalitnews.com/ev-adoption-predictions-according-to-juice-americas/
[1] https://twitter.com/DigitalITNews1/status/1620857771934482445/photo/1
[1] https://digitalitnews.com/data-connector-launched-by-fourkites-allows-custom-analytics-platform/
[1] https://twitter.com/DigitalITNews1/status/1621242306564079622/photo/1
[1] https://www.fourkites.com/real-time-transportation-visibility-platforms/?utm_source=linkedin&utm_medium=social&utm_campaign=loud-proud
[1] https://twitter.com/FourKites/status/1621131390388502529/video/1
[1] https://requis.com/podcasts/podcast-jason-azevedo-made-in-america/
[1] https://apple.news/Adw-PuKxzM3O7mfFwOPO2nw

Top Domains
Top Domains in Tweet in Entire Graph:
[1827] twitter.com
[214] careerarc.com
[124] linkedin.com
[122] co.uk
[79] youtube.com
[54] informa.com
[47] automotiveworld.com
[45] paper.li
[45] drtombooks.com
[37] theloadstar.com

Top Domains in Tweet in G1:
[806] twitter.com
[208] careerarc.com
[85] co.uk
[58] linkedin.com
[45] drtombooks.com
[30] maritime-network.com
[23] youtube.com
[18] amazon.com
[18] aplitrak.com
[16] okt.to

Top Domains in Tweet in G2:
[77] twitter.com
[30] linkedin.com
[16] captivate.fm
[15] youtube.com
[13] supplychainnow.com
[10] supplychaindigital.com
[3] t.co
[3] fieldglass.com
[3] buyersmeetingpoint.com
[3] johngalt.com

Top Domains in Tweet in G3:
[38] twitter.com
[5] hyland.com
[4] visualcapitalist.com
[4] itrucker.com
[3] statista.com
[3] youtube.com
[3] mckinsey.com
[1] apple.news
[1] gartner.com
[1] bizjournals.com

Top Domains in Tweet in G4:
[57] twitter.com
[7] rtinsights.com
[5] iotforall.com
[5] mysecuritymarketplace.com
[4] legallycyber.com
[4] e-vehicleinfo.com
[3] semiengineering.com
[3] baisecurity.net
[2] rfr.bz
[2] sourcingjournal.com

Top Domains in Tweet in G5:
[16] twitter.com
[7] sdcexec.com
[7] scmr.com
[5] supplychain247.com
[5] supplychaindive.com
[3] freightwaves.com
[3] paymentexecutive.com
[3] supplychainbrain.com
[2] vmblog.com
[2] tycoonstory.com

Top Domains in Tweet in G6:
[33] twitter.com
[7] mckinsey.com
[4] digitalsupplychainpodcast.com
[2] kearney.com
[2] bityl.co
[2] ascm.org
[1] bain.com
[1] wsj.com
[1] retaildive.com
[1] force.com

Top Domains in Tweet in G7:
[56] twitter.com
[54] informa.com
[47] automotiveworld.com
[36] theloadstar.com
[15] logisticsbusiness.com
[11] parcelandpostaltechnologyinternational.com
[7] aircargonews.net
[3] laranews.net
[3] com.co
[3] paper.li

Top Domains in Tweet in G8:
[25] twitter.com
[22] medium.com
[21] morpheus.network
[1] google.com
[1] youtube.com
[1] marshmclennan.com

Top Domains in Tweet in G9:
[19] twitter.com
[1] dnv.it

Top Domains in Tweet in G10:
[13] twitter.com
[3] apple.news
[2] linkedin.com
[2] digitalitnews.com
[2] shareaholic.com
[2] co.uk
[1] fourkites.com
[1] requis.com
[1] amazon.com
[1] natlawreview.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4006] supplychain
[900] logistics
[272] freight
[263] shipping
[212] transportation
[201] ai
[151] procurement
[149] manufacturing
[131] technology
[126] delivery



Top Hashtags in Tweet in G1:
[1899] supplychain
[350] logistics
[131] shipping
[102] transportation
[100] freight
[79] cargo
[74] transport
[72] manufacturing
[66] trucking
[65] procurement

Top Hashtags in Tweet in G2:
[141] supplychain
[19] ai
[18] logistics
[17] goodnews
[17] procurement
[14] mi
[14] robotics
[12] digitaltransformation
[12] artificialintelligence
[11] data

Top Hashtags in Tweet in G3:
[137] supplychain
[86] ai
[73] drones
[72] lastmileair
[71] delivery
[65] robotics
[62] drone
[50] 5g
[30] logistics
[23] robot

Top Hashtags in Tweet in G4:
[82] supplychain
[28] cybersecurity
[16] logistics
[14] manifest2023
[12] security
[11] iot
[10] artificial_intelligence
[10] mitigant
[9] technology
[9] data

Top Hashtags in Tweet in G5:
[63] supplychain
[8] procurement
[7] temperature
[7] packaging
[7] foodpackaging
[7] hscarxforum23
[6] suppliers
[6] logistics
[6] sustainable
[5] reverselogistics

Top Hashtags in Tweet in G6:
[49] supplychain
[13] logistics
[10] digital
[6] inventory
[4] scm
[3] automation
[3] digitalization
[3] ecommerce
[3] warehouse
[3] retail

Top Hashtags in Tweet in G7:
[240] supplychain
[197] logistics
[109] freight
[75] transportation
[74] shipping
[47] automotive
[38] shippingpodcast
[12] airfreight
[11] aircargo
[8] autonomous

Top Hashtags in Tweet in G8:
[35] supplychain
[24] crypto
[23] cryptocurrency
[19] mnw
[6] cryptos
[5] scm
[5] erp
[5] logistics
[5] ai
[5] iot

Top Hashtags in Tweet in G9:
[40] mystory
[36] vefam
[36] compliance
[29] vechain
[26] buidl
[14] supplychain
[6] blockchain
[5] layer1
[5] nft
[5] web3

Top Hashtags in Tweet in G10:
[24] supplychain
[13] logistics
[6] sustainability
[4] procurement
[3] transportation
[3] manufacturing
[2] amazon
[2] network
[2] fedex
[2] ev

Top Words
Top Words in Tweet in Entire Graph:
[4001] #supplychain
[1048] supply
[937] chain
[900] #logistics
[605] more
[406] job
[322] 2023
[276] link
[272] #freight
[272] latest

Top Words in Tweet in G1:
[1898] #supplychain
[437] supply
[396] chain
[386] job
[350] #logistics
[276] more
[245] link
[231] bio
[212] click
[192] apply

Top Words in Tweet in G2:
[141] #supplychain
[123] scottwluton
[88] supply
[87] chain
[52] check
[47] _supplychainnow
[41] today
[40] evankirstel
[39] tune
[36] waste

Top Words in Tweet in G3:
[137] #supplychain
[117] lastmileair
[86] #ai
[73] #drones
[72] #lastmileair
[71] #delivery
[65] #robotics
[62] #drone
[55] mvollmer1
[50] #5g

Top Words in Tweet in G4:
[82] #supplychain
[38] 2023
[29] chain
[28] supply
[28] #cybersecurity
[26] manifestfol
[22] security
[16] trend
[16] statement
[16] #logistics

Top Words in Tweet in G5:
[63] #supplychain
[23] supply
[17] chain
[15] more
[13] companies
[13] packaging
[12] scmr
[10] logistics
[9] read
[9] sdcexec

Top Words in Tweet in G6:
[49] #supplychain
[38] supply
[34] chain
[25] companies
[23] more
[23] leading
[22] smart
[22] diversity
[21] require
[21] tools

Top Words in Tweet in G7:
[240] #supplychain
[197] #logistics
[109] #freight
[75] #transportation
[74] #shipping
[62] lloydslist
[47] automotiveworld
[47] #automotive
[38] #shippingpodcast
[36] theloadstar

Top Words in Tweet in G8:
[122] mnw
[67] mnwsupplychain
[35] #supplychain
[26] partnership
[24] #crypto
[23] #cryptocurrency
[23] kirkdborne
[23] know
[22] before
[21] expects

Top Words in Tweet in G9:
[52] accts
[52] vechainthor
[40] #mystory
[38] stonerpunksnft
[38] top
[38] stay
[36] needs
[36] dnv_group
[36] optimize
[36] gm

Top Words in Tweet in G10:
[24] #supplychain
[13] #logistics
[12] amazon
[7] supply
[6] chain
[6] fedex
[6] #sustainability
[4] founder
[4] direct
[4] worried

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[904] supply,chain
[364] #logistics,#supplychain
[240] link,bio
[197] #supplychain,#logistics
[165] click,link
[124] #freight,#logistics
[114] learn,more
[108] cvs,health
[92] supply,chains
[86] #shipping,#supplychain

Top Word Pairs in Tweet in G1:
[386] supply,chain
[231] link,bio
[155] click,link
[108] cvs,health
[102] #logistics,#supplychain
[91] #supplychain,#logistics
[82] #supplychain,job
[73] #shipping,#supplychain
[70] bio,apply
[63] learn,more

Top Word Pairs in Tweet in G2:
[85] supply,chain
[22] check,replay
[21] evankirstel,kevin_jackson
[21] kevin_jackson,sallyeaves
[19] excellent,session
[17] few,friends
[17] friends,check
[17] scottwluton,excellent
[17] #goodnews,great
[17] dangerous,kind

Top Word Pairs in Tweet in G3:
[55] lastmileair,#drones
[48] lastmileair,#lastmileair
[47] #drones,#robotics
[46] #supplychain,#5g
[46] #robotics,#supplychain
[46] #lastmileair,robotic
[46] #5g,#ai
[46] #delivery,#drone
[46] attitude,lastmileair
[46] #drone,bad

Top Word Pairs in Tweet in G4:
[28] supply,chain
[16] 2023,statement
[14] trend,decisive
[14] decisive,2023
[13] statement,muhammad
[13] ihsan,sukmana
[13] muhammad,ihsan
[11] netzpalaver,trend
[10] sukmana,#mitigant
[10] #mitigant,cyber_mitigant

Top Word Pairs in Tweet in G5:
[17] supply,chain
[7] temperature,controlled
[7] food,products
[7] #packaging,#foodpackaging
[7] require,#temperature
[7] products,require
[7] controlled,packaging
[7] packaging,food
[7] #temperature,#packaging
[6] packaging,goals

Top Word Pairs in Tweet in G6:
[34] supply,chain
[21] tools,leading
[21] companies,applying
[21] management,tools
[21] smart,management
[21] risks,require
[21] diversity,supply
[21] chain,risks
[21] leading,companies
[21] complexity,diversity

Top Word Pairs in Tweet in G7:
[180] #logistics,#supplychain
[104] #freight,#logistics
[66] #shipping,#freight
[63] #supplychain,#transportation
[62] #supplychain,lloydslist
[47] #transportation,automotiveworld
[47] #automotive,#logistics
[38] #shippingpodcast,#freight
[36] #supplychain,theloadstar
[18] supply,chain

Top Word Pairs in Tweet in G8:
[21] 2025,lt
[21] mnw,reach
[21] reach,100
[21] mnwsupplychain,#cryptocurrency
[21] 100,before
[21] gt,mnwsupplychain
[21] #crypto,twitter
[21] before,2025
[21] twitter,expects
[21] expects,mnw

Top Word Pairs in Tweet in G9:
[52] vechainthor,accts
[38] stay,top
[36] #compliance,needs
[36] needs,optimize
[36] know,power
[36] top,#compliance
[36] power,#mystory
[36] dnv_group,stay
[36] #vefam,know
[36] #mystory,dnv_group

Top Word Pairs in Tweet in G10:
[7] #supplychain,#logistics
[6] supply,chain
[4] founder,see
[4] fedex,founder
[4] amazon,speaking
[4] speaking,fedex
[4] smith,worried
[4] #logistics,#supplychain
[4] fred,smith
[4] see,amazon

Top Replied-To
Top Replied-To in Entire Graph:
@mnwsupplychain
@crescatkevin
@northdakotadot
@mtmalinen
@quietplatforms
@pay_mefuckyou
@ryszardjonski
@laconictechno
@chuckcallesto
@simpsonhaugh

Top Replied-To in G1:
@cargochief
@watson_horizon
@omneelabwms
@simpsonhaugh
@laconictechno

Top Replied-To in G2:
@ctasouthafrica
@sapics01
@scottwluton
@_ascea

Top Replied-To in G3:
@jamesvgingerich

Top Replied-To in G4:
@quietplatforms

Top Replied-To in G6:
@kearney
@bloombergtv
@carlquintanilla

Top Replied-To in G7:
@future_shipping

Top Replied-To in G8:
@mnwsupplychain

Top Replied-To in G10:
@fourkites
@christiaan_ap
@bmw
@freightify_

Top Mentioned
Top Mentioned in Entire Graph:
@scottwluton
@mnwsupplychain
@lastmileair
@_supplychainnow
@lloydslist
@mvollmer1
@pawlowskimario
@automotiveworld
@stonerpunksnft

Top Mentioned in G1:
@datexcorpwms
@realmarketalert
@essaypay_1
@hwexpert
@chicagoessays
@thee_prof1
@parakeetnebula
@rkbond007
@charloteessay
@egafutura

Top Mentioned in G2:
@scottwluton
@_supplychainnow
@evankirstel
@kevin_jackson
@sallyeaves
@jennyfroome
@ronald_vanloon
@buyersmeetpoint
@gartner_inc

Top Mentioned in G3:
@lastmileair
@mvollmer1
@pawlowskimario
@bostondynamics
@frronconi
@nicochan33
@itrucker_
@jblefevre60
@margaretsiegien

Top Mentioned in G4:
@manifestfol
@netzpalaver
@techunityinc
@cyber_mitigant
@dougj_p
@cisco
@danielabarbosa
@angietvlau
@gbbcouncil
@hyperledger

Top Mentioned in G5:
@scmr
@sdcexec
@hsca
@khathijashaik21
@supplychain247
@supplychaindive
@frost_sullivan
@scbrain
@pos_purchasing
@freightwaves

Top Mentioned in G6:
@digitalnstream
@antgrasso
@tomraftery
@mckinsey
@smartbizinsight
@ltdmanagement
@lindagrass0
@newsedgetech
@amwarelogistics
@topo_solutions

Top Mentioned in G7:
@lloydslist
@automotiveworld
@theloadstar
@freightupdates
@logisticsbizz
@future_shipping
@parcelpostal
@drewryshipping
@wswmuc
@news_lara

Top Mentioned in G8:
@mnwsupplychain
@kirkdborne
@kryptoinsider1
@trippledutch
@thealtcoinman
@cryptomatrix31
@defiler_69
@dareal1dayjay
@jacobbsm1th
@gainzkrypto

Top Mentioned in G9:
@stonerpunksnft
@dnv_group
@ohhwesley89
@dnv_assuranceit
@vechainofficial
@eisenreich
@adildoushon

Top Mentioned in G10:
@fedex
@supplychain
@digitalitnews1
@amazon
@sigiosagie
@supplychainntwk
@manhassocnews
@descartessg
@ware2go
@tlackbhug

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@tesco
@chidambara09
@cybersecurityn8
@natioscourge
@evankirstel
@drtomdepaoli
@rahul05ranjan
@reuters
@business

Top Tweeters in G1:
@drtomdepaoli
@info_lavoro
@billmoore20
@carlesdijous
@einpresswirepr
@money_personal
@fashionsnap
@tamraraven
@supplychnonline
@suncemore1

Top Tweeters in G2:
@evankirstel
@lorettabower3
@msavaarmstrong
@mashable
@dv_martinez
@kevin_jackson
@rtehrani
@psb_dc
@desiree_ahgudo
@ronald_vanloon

Top Tweeters in G3:
@jamesvgingerich
@nicochan33
@rwang0
@akwyz
@shi4tech
@gvalan
@gdprai
@jeffreyawillia4
@cl2empower
@arc_atlantique

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@ayirpelle
@stanleyepstein
@djwarrenyoung
@relayr
@cyberdfir
@beefyspace
@brianlaungaoaeh
@wef

Top Tweeters in G5:
@myloc_tracker
@financialxpress
@dasfintechbot
@supplychainsn
@infonomicsinc
@hubspot
@businesscontin4
@rpatoolsc
@ebuyerpro
@vmblog

Top Tweeters in G6:
@bloombergtv
@carlquintanilla
@jenstirrup
@hal_good
@tomraftery
@acemaxx
@eyguzelkirim
@antgrasso
@tomboktu
@marketerncust

Top Tweeters in G7:
@kimvie
@trackntracer
@ghayasm73
@aircanada
@prabhu_ds
@heathrowairport
@eazycadet
@edventure9
@kanegon_gongon
@macronomics1

Top Tweeters in G8:
@rahul05ranjan
@kirkdborne
@mandivs
@_oliviabot
@morpheus_neo_
@marshmclennan
@justinzgoh
@thelordswissli1
@urostrninik
@adem_onar

Top Tweeters in G9:
@felixcepeda8
@anowwrr
@grnninjasniper
@luuk22819033
@pazdepazzi
@bogdiro
@mydnite
@splendidmite
@jordansour1
@purerating

Top Tweeters in G10:
@natlawreview
@ups
@amazon
@mamduh95
@bmw
@gap
@marciemarketing
@fedex
@manhassocnews
@schmetail


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