supplychain, Twitter, 8/27/2022 8:08:39 PM, 280813


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supplychain_2022-08-27_12-28-49.xlsx
supplychain_2022-08-27_12-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 27, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3AqZdzh
@vanprobsolution
@scottwluton
@antgrasso
@wsj
@gearchainio
@b1gten01
@_supplychainnow
@dbschenkerusa
@sallyeaves
@pawlowskimario

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

Description:
Description
The graph represents a network of 5,015 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 August 2022 at 19:42 UTC.

The requested start date was Saturday, 27 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, 11-hour, 25-minute period from Tuesday, 23 August 2022 at 12:35 UTC to Saturday, 27 August 2022 at 00:00 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 : 5015
Unique Edges : 3661
Edges With Duplicates : 8456
Total Edges : 12117
Number of Edge Types : 5
Tweet : 3982
Retweet : 2494
MentionsInRetweet : 3355
Mentions : 2114
Replies to : 172
Self-Loops : 4078
Reciprocated Vertex Pair Ratio : 0.0364050056882821
Reciprocated Edge Ratio : 0.0702524698133919
Connected Components : 1795
Single-Vertex Connected Components : 1165
Maximum Vertices in a Connected Component : 1848
Maximum Edges in a Connected Component : 6187
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.582527
Graph Density : 0.000181147820996524
Modularity : 0.416851
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 5,015 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 August 2022 at 19:42 UTC.

The requested start date was Saturday, 27 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, 11-hour, 25-minute period from Tuesday, 23 August 2022 at 12:35 UTC to Saturday, 27 August 2022 at 00:00 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:
[44] https://drtombooks.com/
[28] https://www.greenbiz.com/article/renewable-materials-offer-opportunity-meet-un-goals
[26] https://aadvisoryboard.com/index.php/searchable-compliance-database/
[23] https://youtu.be/UI2a6JKQlFo
[17] https://www.deccanherald.com/business/technology/can-artificial-intelligence-transform-the-supply-chain-1138083.html
[17] https://www.datasciencecentral.com/blockchain-technology-the-potential-to-change-the-future/
[14] https://www.visualcapitalist.com/the-economics-of-coffee-in-one-chart/
[14] https://wibozi.com/
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[12] -

Top URLs in Tweet in G1:
[44] https://drtombooks.com/
[12] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[11] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[10] https://supplychaindigital.com/digital-supply-chain/analytics-automation-changing-the-face-of-supply-chains
[8] https://www.supplychaindive.com/news/the-revolutionary-stage-technologies-shaking-up-supply-chains/625634/
[8] https://anthonypllc.com/
[6] https://www.automationworld.com/factory/supply-chain-management/article/22366540/strengthen-your-supply-chain-with-intelligent-visibility
[6] https://www.osha.gov/sites/default/files/publications/OSHA4182.pdf
[4] https://www.protocol.com/climate/china-heat-wave-supply-chain
[4] https://www.aipia.info/news.php

Top URLs in Tweet in G2:
[8] https://morpheus.network/
[5] https://twitter.com/cmroberson06/status/1562115169031016449
[5] https://www.supplier.io/blog/stop-explaining-why-diversity-is-important
[5] https://ecommercemasterplan.com/supply-chain-crisis-tips-podcast/
[4] https://johannesdrooghaag.com/sap-at-hannover-messe-sustainability-resilience-and-industry-4-0?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[4] https://scl-summit.com/
[3] https://www.greenbiz.com/article/renewable-materials-offer-opportunity-meet-un-goals
[3] https://twitter.com/ScottWLuton/status/1563148587156262912
[3] https://cheddar.com/media/what-the-adoption-of-edge-computing-means-for-manufacturing-industry
[2] https://twitter.com/Kevin_Jackson/status/1562537600245571584

Top URLs in Tweet in G3:
[14] https://wibozi.com/
[11] https://www.datasciencecentral.com/blockchain-technology-the-potential-to-change-the-future/
[8] https://eta.fm/
[6] https://www.investni.com/international-business
[5] https://www.blocks.io/post/what-is-the-blocks-registry
[5] https://www2.deloitte.com/us/en/pages/consulting/articles/metaverse-for-the-future-of-retail.html?utm_content=buffer25312&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.datasciencecentral.com/profiles/blogs/iot-for-supply-chain-management-how-to-use-iot-for-enhanced
[5] https://www.linkedin.com/posts/click4fish_jaines-seafood-linkedin-activity-6965532112917573632-J08A?utm_source=share&utm_medium=member_desktop
[4] https://www.whitehouse.gov/ostp/news-updates/2022/08/25/ostp-issues-guidance-to-make-federally-funded-research-freely-available-without-delay/
[3] https://www.cioinsight.com/big-data/supply-chain-automation/

Top URLs in Tweet in G4:
[2] https://www.deccanherald.com/business/technology/can-artificial-intelligence-transform-the-supply-chain-1138083.html
[1] https://okt.to/JqT1rn
[1] https://okt.to/4uc8Va
[1] https://bit.ly/3DpxrUT?utm_content=218742353&utm_medium=social&utm_source=twitter&hss_channel=tw-890624400097124353
[1] https://bit.ly/3dvL5Nr?utm_content=218732461&utm_medium=social&utm_source=twitter&hss_channel=tw-890624400097124353
[1] https://bit.ly/3dvL5Nr?utm_content=218742298&utm_medium=social&utm_source=twitter&hss_channel=tw-890624400097124353
[1] https://bit.ly/3v1n86F?utm_content=218732910&utm_medium=social&utm_source=twitter&hss_channel=tw-890624400097124353
[1] https://bit.ly/3dmSnDe?utm_content=218732462&utm_medium=social&utm_source=twitter&hss_channel=tw-890624400097124353
[1] https://bit.ly/3bEWZ6U?utm_content=218732911&utm_medium=social&utm_source=twitter&hss_channel=tw-890624400097124353
[1] https://www.gartner.com/en/podcasts/thinkcast/the-biggest-lessons-and-insights-from-gartner-s-supply-chain-top-25?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA-SWG-PC

Top URLs in Tweet in G5:
[21] https://www.greenbiz.com/article/renewable-materials-offer-opportunity-meet-un-goals
[13] https://www.visualcapitalist.com/the-economics-of-coffee-in-one-chart/
[10] https://www.deccanherald.com/business/technology/can-artificial-intelligence-transform-the-supply-chain-1138083.html
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280416
[5] https://www.dw.com/p/4G2SL?maca=en-Twitter-sharing
[4] https://www.britopian.com/data/digital-transformation-topics-research/
[3] https://www.analyticsinsight.net/how-does-rpa-and-process-mining-support-digital-transformation/
[2] https://www.cnbc.com/2022/08/22/peak-freight-season-is-underway-theres-no-end-in-sight-for-congestion.html
[2] https://www.thehindubusinessline.com/news/wiz-freight-acquires-india-operations-of-swiss-firm-mr-for-750-cr/article65805405.ece/amp/
[1] https://theloadstar.com/critical-period-for-logistics-in-europe-as-dock-strikes-pile-on-the-pressure/

Top URLs in Tweet in G6:
[23] https://youtu.be/UI2a6JKQlFo
[1] https://www.marketsandmarkets.com/Market-Reports/automotive-blockchain-market-150652065.html
[1] https://medium.com/gearchain/introducing-gearchain-a-permisionless-blockchain-with-zero-coding-dapp-builders-and-protocol-for-93a5d4a53c70
[1] https://medium.com/gearchain/sneak-peek-of-gearchain-platform-a0455a7ad91b
[1] https://ecosystem.algorand.com/project/gearchain
[1] https://www.taiwannews.com.tw/en/news/4633868
[1] https://docs.google.com/forms/d/e/1FAIpQLSd2pKd5ya0OFs94zWwpi5FXok_vnPaQNs7ty5R_lVkOrVbcWA/viewform?usp=send_form

Top URLs in Tweet in G7:
[4] https://www.forbes.com/sites/sap/2022/08/23/is-your-supply-chain-resilient-enough-to-go-viral-on-tiktok/
[4] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[3] http://ws-jp.co.jp/2021/10/15/world-24/
[3] https://www.supplychaintoday.com/great-quotes-supply-chain/
[3] https://www.supplychaintoday.com/continuous-improvement-quotes/
[2] https://www.forbes.com/sites/forbestechcouncil/2022/08/09/overcoming-supply-chain-disruptions-with-optimal-decision-management/?sh=4cca2881675f
[2] https://www.supplychainbrain.com/blogs/1-think-tank/post/35443-stop-using-spreadsheets-to-manage-your-global-supply-chain
[2] https://www.ttnews.com/articles/amazon-signs-hydrogen-deal-plug-cut-fossil-fuel-use
[2] https://www.lexology.com/library/detail.aspx?g=9a3c23be-cf30-4fb7-b4ca-0aaa3111d6fd&utm_source=Lexology+Daily+Newsfeed&utm_medium=HTML+email+-+Body+-+General+section&utm_campaign=Lexology+subscriber+daily+feed&utm_content=Lexology+Daily+Newsfeed+2022-08-25&utm_term=
[2] https://omnitalk.blog/2022/08/23/gap-launches-third-party-supply-chain-platform/

Top URLs in Tweet in G8:
[3] https://www.paymentexecutive.com/news/
[2] https://twitter.com/IntEngineering/status/1429541384164286464/video/1
[2] https://www.abiresearch.com/analyst-insider/
[2] https://www.here.com/solutions/supply-chain?cid=WEB-LinkedIn-MG-0-HERE-&utm_source=LinkedIn&utm_medium=social&utm_campaign=Online_CommsShare_2022
[2] https://www.honeycombglobal.com/our-forum
[1] https://fortune.com/2022/08/22/sichuan-china-heat-wave-tesla-supply-chain-disruption/
[1] https://www.themanufacturer.com/articles/is-now-the-time-to-redefine-what-the-supply-chain-is/
[1] https://futurism.com/the-byte/hackers-are-the-reason-theres-not-enough-cream-cheese-right-now
[1] https://www.abiresearch.com/press/revenues-from-robotics-deployed-in-retail-stores-to-cross-us84-billion-by-2030/?utm_medium=email&_hsmi=223731944&_hsenc=p2ANqtz-8QS3u2-GR7u9KYgcxIALWSEYeUjH8u1KWnscUJ6INBXnpp0wEH6qFylvgpt0ZjrkXUT2tzU46Pw0x2wGCBwX-Ri2izKQ&utm_content=223731944&utm_source=hs_email
[1] https://www.linkedin.com/feed/update/urn:li:activity:6968278903777882112

Top URLs in Tweet in G9:
[10] https://technative.io/cyber-threats-and-supply-chain-back-to-basics/
[6] https://ciltna.com/events/webinar-supply-chain-and-automated-freight-in-canada/
[6] https://www.datasciencecentral.com/blockchain-technology-the-potential-to-change-the-future/
[5] https://www.bbntimes.com/technology/solving-business-problems-with-blockchain
[5] https://www.encryptionconsulting.com/global-encryption-trends-2022/
[5] https://www.msn.com/en-us/money/smallbusiness/why-supply-chain-digitalisation-is-the-need-of-the-hour/ar-AA10KqrD?fromMaestro=true
[4] https://technative.io/why-ai-enabled-decision-making-is-the-next-step-in-the-supply-chain-digitalisation-journey/
[3] https://www.deccanherald.com/business/technology/can-artificial-intelligence-transform-the-supply-chain-1138083.html
[3] https://industrytoday.com/finding-your-digital-transformation-starting-point/
[2] https://www.simplilearn.com/expert-masterclass-meeting-today-biggest-business-challenges-with-data-science-webinar

Top URLs in Tweet in G10:
[3] https://www.wsj.com/articles/some-european-factories-long-dependent-on-cheap-russian-energy-are-shutting-down-11655112927?mod=business_lead_pos6
[3] https://www.wsj.com/video/series/current-features/supply-chain-bottlenecks-shift-to-east-and-gulf-coast-ports/CB1D2AA3-DE84-4840-9291-F3D0D72E27AA
[2] https://twitter.com/ConsensusGurus/status/1562537863996387328?s=20&t=83c5Dbl5QK50UDlzm9E6oQ
[2] https://www.cnn.com/videos/business/2022/07/19/shrinkflation-products-downsize-prices-inflation-newday-vpx.cnn?utm_medium=Web
[2] Direct&utm_source=None
[2] https://businessjournalism.org/2022/07/supply-chain-woes/?utm_medium=Web
[2] Direct&utm_source=Other
[1] https://twitter.com/financialjuice/status/1562468339993038850?s=20&t=qnGUIJHqJjdjXKQh6HeeYQ
[1] https://twitter.com/POTUS/status/1562462774969581570?s=20&t=qnGUIJHqJjdjXKQh6HeeYQ
[1] https://twitter.com/MichaelAArouet/status/1562422214385090560?s=20&t=fcWYfTUuzyNVV99Zke4R3A

Top Domains
Top Domains in Tweet in Entire Graph:
[349] careerarc.com
[249] co.uk
[152] twitter.com
[89] linkedin.com
[87] youtube.com
[85] vision33.com
[62] drtombooks.com
[62] maritime-network.com
[58] informa.com
[40] forbes.com

Top Domains in Tweet in G1:
[291] careerarc.com
[169] co.uk
[62] drtombooks.com
[55] vision33.com
[51] linkedin.com
[38] twitter.com
[30] informazione.it
[27] youtube.com
[26] com.au
[25] amazon.com

Top Domains in Tweet in G2:
[18] captivate.fm
[16] twitter.com
[9] supplier.io
[8] on24.com
[8] morpheus.network
[6] youtube.com
[5] buyersmeetingpoint.com
[5] ecommercemasterplan.com
[4] johannesdrooghaag.com
[4] scl-summit.com

Top Domains in Tweet in G3:
[19] datasciencecentral.com
[14] wibozi.com
[9] youtube.com
[8] twitter.com
[8] eta.fm
[7] linkedin.com
[6] investni.com
[5] blocks.io
[5] deloitte.com
[5] cioinsight.com

Top Domains in Tweet in G4:
[7] mckinsey.com
[6] bit.ly
[3] manufacturingdigital.com
[3] pharmaceuticalcommerce.com
[2] okt.to
[2] gartner.com
[2] deccanherald.com
[2] bain.com
[2] bityl.co
[2] asvin.io

Top Domains in Tweet in G5:
[21] greenbiz.com
[13] visualcapitalist.com
[10] deccanherald.com
[9] nodexlgraphgallery.org
[5] dw.com
[4] britopian.com
[3] freightwaves.com
[3] analyticsinsight.net
[3] epsnews.com
[2] bloomberg.com

Top Domains in Tweet in G6:
[23] youtu.be
[2] medium.com
[1] marketsandmarkets.com
[1] algorand.com
[1] com.tw
[1] google.com

Top Domains in Tweet in G7:
[21] forbes.com
[12] twitter.com
[11] supplychaintoday.com
[10] lexology.com
[8] gartner.com
[7] co.jp
[6] sociabble.com
[4] supplychainbrain.com
[4] omnitalk.blog
[3] ttnews.com

Top Domains in Tweet in G8:
[8] supplychaindigital.com
[6] here.com
[4] locusrobotics.com
[4] com.au
[3] abiresearch.com
[3] geodis.com
[3] okt.to
[3] pluto7.com
[3] paymentexecutive.com
[2] twitter.com

Top Domains in Tweet in G9:
[16] technative.io
[7] industrytoday.com
[7] encryptionconsulting.com
[7] datasciencecentral.com
[6] ciltna.com
[5] bbntimes.com
[5] msn.com
[4] securitysenses.com
[3] deccanherald.com
[2] simplilearn.com

Top Domains in Tweet in G10:
[12] twitter.com
[7] wsj.com
[3] cnn.com
[2] bloomberg.com
[2] businessjournalism.org
[1] businessinsider.com
[1] unvarnishedfacts.com
[1] azpbs.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5857] supplychain
[972] logistics
[341] shipping
[298] freight
[247] manufacturing
[240] transportation
[215] technology
[171] procurement
[161] inflation
[161] business



Top Hashtags in Tweet in G1:
[2613] supplychain
[279] logistics
[143] supplychaincareers
[142] supplychainjobs
[100] manufacturing
[88] technology
[84] freight
[80] warehouse
[79] transportation
[72] shipping

Top Hashtags in Tweet in G2:
[195] supplychain
[18] sustainability
[18] procurement
[13] logistics
[11] sap
[10] visibility
[10] altcoin
[9] webinar
[9] crypto
[7] distributors

Top Hashtags in Tweet in G3:
[178] supplychain
[17] blockchain
[17] abdsc
[15] logistics
[15] iotpl
[15] manufacturing
[14] iot
[13] ai
[13] defi
[12] web3

Top Hashtags in Tweet in G4:
[66] supplychain
[9] infographic
[8] ai
[6] cybersecurity
[6] pharma
[5] digitalization
[5] artificialintelligence
[5] technology
[4] iot
[4] logistics

Top Hashtags in Tweet in G5:
[87] supplychain
[23] logistics
[23] ai
[22] sdgs
[22] materials
[22] tech
[22] innovation
[22] data
[21] sustainability
[21] food

Top Hashtags in Tweet in G6:
[88] gearchain
[12] supplychain
[11] blockchain
[6] nft
[6] inventory
[6] permissionless
[4] locationtracking
[4] assettracking
[4] zeroknowledge
[3] scm

Top Hashtags in Tweet in G7:
[133] supplychain
[15] logistics
[9] supplychainmanagement
[8] retail
[8] gartnersc
[7] sustainability
[6] manufacturing
[6] iot
[5] ecommerce
[5] shipping

Top Hashtags in Tweet in G8:
[74] supplychain
[14] china
[12] robotics
[12] ai
[11] chinese
[10] livfin
[10] invoicefinance
[10] stockup
[10] festiveseason
[7] retail

Top Hashtags in Tweet in G9:
[87] supplychain
[30] business
[29] datascience
[28] iot
[22] security
[21] cicd
[20] software
[14] iiot
[11] blockchain
[10] ai

Top Hashtags in Tweet in G10:
[37] supplychain
[30] inflation
[23] cnbc
[22] recession
[22] bloomberg
[21] nasdaq
[21] nyse
[21] bearmarket
[20] fomo
[18] nevada

Top Words
Top Words in Tweet in Entire Graph:
[5853] #supplychain
[1365] supply
[1203] chain
[972] #logistics
[921] more
[743] job
[612] link
[554] bio
[461] click
[405] see

Top Words in Tweet in G1:
[2613] #supplychain
[650] job
[581] supply
[534] chain
[531] link
[514] bio
[408] click
[397] more
[369] apply
[279] #logistics

Top Words in Tweet in G2:
[195] #supplychain
[152] scottwluton
[69] news
[68] sharing
[67] good
[67] supply
[64] linkedin
[62] #fridaym
[60] chain
[45] more

Top Words in Tweet in G3:
[178] #supplychain
[61] supply
[58] chain
[35] more
[35] supplain
[32] summit
[29] management
[24] manufacturing
[20] security
[19] year

Top Words in Tweet in G4:
[74] antgrasso
[66] #supplychain
[54] automation
[53] use
[51] become
[50] robotics
[50] others
[50] believe
[50] artificial
[50] intelligence

Top Words in Tweet in G5:
[87] #supplychain
[25] supply
[25] key
[23] #logistics
[23] role
[23] #ai
[22] #sdgs
[22] chain
[22] #materials
[22] #tech

Top Words in Tweet in G6:
[162] gearchainio
[123] gearchain
[88] #gearchain
[73] algorand
[73] collaborating
[73] share
[73] common
[73] goal
[73] improving
[73] visibility

Top Words in Tweet in G7:
[130] #supplychain
[50] supply
[47] chain
[33] forbes
[15] #logistics
[14] management
[13] help
[13] quotes
[12] acumatica
[12] disruptions

Top Words in Tweet in G8:
[74] #supplychain
[36] more
[19] supply
[15] solutions
[14] china4tech
[14] world
[14] #china
[14] visit
[12] #robotics
[12] #ai

Top Words in Tweet in G9:
[87] #supplychain
[59] ronald_vanloon
[40] pipelines
[34] register
[30] #business
[29] webinar
[29] challenges
[29] #datascience
[28] #iot
[25] meeting

Top Words in Tweet in G10:
[37] #supplychain
[30] #inflation
[23] #cnbc
[22] #recession
[22] #bloomberg
[21] #nasdaq
[21] #nyse
[21] #bearmarket
[21] secretarypete
[20] #fomo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1162] supply,chain
[554] link,bio
[369] #logistics,#supplychain
[350] click,link
[237] #supplychain,job
[229] #supplychain,#logistics
[190] learn,more
[182] cvs,health
[151] bio,apply
[142] #supplychainjobs,#supplychain

Top Word Pairs in Tweet in G1:
[523] supply,chain
[514] link,bio
[327] click,link
[218] #supplychain,job
[172] cvs,health
[144] bio,apply
[142] #supplychainjobs,#supplychain
[142] #supplychain,#supplychaincareers
[121] see,latest
[112] bio,see

Top Word Pairs in Tweet in G2:
[64] good,news
[63] sharing,good
[63] news,linkedin
[62] scottwluton,sharing
[62] linkedin,#fridaym
[60] supply,chain
[38] scottwluton,gregoryswhite
[25] #supplychain,crisis
[19] stay,afloat
[18] live,webinar

Top Word Pairs in Tweet in G3:
[55] supply,chain
[17] security,summit
[15] supplain,summit
[15] introducing,another
[14] #supplychain,security
[13] learn,more
[13] supplain,introducing
[11] #blockchain,technology
[11] technology,potential
[11] potential,change

Top Word Pairs in Tweet in G4:
[50] use,robotics
[50] robotics,automation
[50] automation,others
[50] others,believe
[50] believe,artificial
[50] artificial,intelligence
[50] intelligence,become
[50] become,essential
[50] essential,skill
[48] antgrasso,use

Top Word Pairs in Tweet in G5:
[23] key,role
[22] supply,chain
[21] role,#materials
[21] #materials,#sdgs
[21] #sdgs,advancement
[21] advancement,see
[21] see,#tech
[21] #tech,#innovation
[21] #innovation,#sustainability
[21] #sustainability,#food

Top Word Pairs in Tweet in G6:
[94] gearchainio,gearchain
[73] gearchain,algorand
[73] algorand,collaborating
[73] collaborating,share
[73] share,common
[73] common,goal
[73] goal,improving
[73] improving,visibility
[73] visibility,tracking
[73] tracking,goods

Top Word Pairs in Tweet in G7:
[45] supply,chain
[11] #supplychain,disruptions
[10] disruptions,occur
[10] here's,optimal
[10] optimal,decision
[10] decision,management
[10] management,help
[10] help,overcome
[10] overcome,supply
[10] chain,woes

Top Word Pairs in Tweet in G8:
[11] supply,chain
[10] take,advantage
[10] advantage,#livfin's
[10] #livfin's,#invoicefinance
[10] #invoicefinance,solutions
[10] solutions,#stockup
[10] #stockup,#festiveseason
[10] #festiveseason,know
[10] know,more
[10] more,visit

Top Word Pairs in Tweet in G9:
[28] challenges,#datascience
[28] #datascience,ronald_vanloon
[28] ronald_vanloon,register
[26] ronald_vanloon,webinar
[25] webinar,meeting
[25] meeting,today
[25] today,biggest
[25] biggest,#business
[25] #business,challenges
[20] using,pipelines

Top Word Pairs in Tweet in G10:
[23] #inflation,#cnbc
[22] #cnbc,#bloomberg
[21] #bloomberg,#recession
[21] #recession,#nasdaq
[21] #nasdaq,#nyse
[21] #nyse,#bearmarket
[20] #bearmarket,#fomo
[20] #fomo,#supplychain
[18] smart,td
[18] td,local

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@sasforums
@helliosinfo
@gate_io
@kucoincom
@secretarypete
@worldbizchicago
@gavinnewsom
@oracle
@squawkcnbc

Top Replied-To in G1:
@vgsom_iit_kgp
@newpowerww
@llcpinson
@thinkrcg

Top Replied-To in G2:
@cryptogems223
@kucoincom
@cryptoworld202
@altcoinworldcom
@altgemhunter
@mariuszmorpheus
@cryptocenter5
@krypto_will
@eskay1199
@100x_alpha

Top Replied-To in G3:
@tcharlesclancy
@nasa

Top Replied-To in G5:
@betamoroney

Top Replied-To in G6:
@gearchainio

Top Replied-To in G7:
@supplychain123
@forbes

Top Replied-To in G8:
@geodis_group

Top Replied-To in G10:
@secretarypete
@squawkcnbc
@berniesanders
@stimpyz1
@cnbcovertime
@zerohedge
@carolmassar
@actforamerica
@petebuttigieg

Top Mentioned
Top Mentioned in Entire Graph:
@gearchainio
@scottwluton
@crc_investor
@antgrasso
@lloydslist
@gate_io
@_supplychainnow
@ronald_vanloon
@gregoryswhite
@theloadstar

Top Mentioned in G1:
@prodigies_hub1
@zeroplagiarism
@cremeglobal
@8bmfreight
@embedproject
@parcelforum
@stckmasterflash
@sippinnshippin

Top Mentioned in G2:
@scottwluton
@_supplychainnow
@gregoryswhite
@mnwsupplychain
@kevin_jackson
@rexel_group
@enablesoftware
@buyersmeetpoint
@redwoodlgistics
@drjdrooghaag

Top Mentioned in G3:
@supplain
@kirkdborne
@mitrecorp
@marcumllp
@wibozicom
@wsj
@mercoglianos
@fulldecent
@youtube
@obortechhub

Top Mentioned in G4:
@antgrasso
@gartner_inc
@lindagrass0
@mckinsey
@digitalnstream
@asvin_iot
@itsa_itsecurity
@thermofisher
@dbi_srl
@digibizinsight

Top Mentioned in G5:
@sallyeaves
@frronconi
@visualcap
@jo
@mvollmer1
@pawlowskimario
@deccanherald
@vanprobsolution
@eisenreich
@nodexl

Top Mentioned in G6:
@gearchainio
@christopla360
@prettydiva2070
@luberry011
@praiz_oriola

Top Mentioned in G7:
@forbes
@acumatica
@scbrain
@gartner_sc
@letstalkschain
@cnbc
@wsjp_insight
@pfizer
@biontech_group
@moderna_tx

Top Mentioned in G8:
@china4tech
@livfinf
@jamesvgingerich
@here
@raedaawawdeh
@supplychaind
@intengineering
@wef
@hdw_event
@locusrobotics

Top Mentioned in G9:
@ronald_vanloon
@bamitav
@technative
@kirkdborne
@stratorob
@joshinav
@bbntimes_en
@encryptioncons
@cloud28plus
@iotnorth

Top Mentioned in G10:
@secretarypete
@smartnvslb
@biadupin
@wpcareyschool
@cnn
@joebiden
@petebuttigieg
@federalreserve
@asu
@alisonkosik

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@filafresh
@oldlady12345
@chidambara09
@gambiste1
@xaelbot
@hrblock_21
@cybersecurityn8
@natioscourge
@evankirstel

Top Tweeters in G1:
@filafresh
@natioscourge
@drtomdepaoli
@dev_discourse
@info_lavoro
@m157q_news_rss
@briefingcom
@billmoore20
@theedgemalaysia
@ihirejobalerts

Top Tweeters in G2:
@oldlady12345
@sudeepkhatri
@ssxman2
@amazingchevvolt
@tmobile
@m42calhoun
@akaxochi
@gryphonmom
@m_k_fletcher
@rwang0

Top Tweeters in G3:
@chidambara09
@evankirstel
@chuddles11
@fisheliciousuk
@serverlessfan
@myloc_tracker
@waterworxuk
@gonzo_30531
@wsj
@theweb3bot

Top Tweeters in G4:
@thecuriousluke
@akwyz
@thomaspower
@entrepreneur
@iottogether
@dinisguarda
@washington_one
@ups
@richardkimphd
@emilianoverga

Top Tweeters in G5:
@reuters
@godfrey_g_
@nicochan33
@bot_innovation
@mark45dominic
@shi4tech
@ilovebooks786
@deccanherald
@mdrechsler
@spirosmargaris

Top Tweeters in G6:
@sabriy01
@gagah_nu_hollic
@xahidulxahid44
@eko_hartawan
@nylordz
@ruli70792565
@heri44483098
@jdesi7
@adona_irene
@arshiya30884402

Top Tweeters in G7:
@cnbc
@jacobussystems
@washingtonpost
@forbes
@smh
@wsjp_insight
@mbohl07
@_worldsolutions
@wslightly
@tomraftery

Top Tweeters in G8:
@wyatojb5qpvbfa3
@jamesvgingerich
@pyscalellc
@cbcnews
@sadasemb
@robotconsumer
@wef
@google
@duzafik_46
@rahulverma1971

Top Tweeters in G9:
@sectest9
@xaelbot
@cybersecurityn8
@biofares
@xeronbot
@santchiweb
@kuriharan
@yvesmulkers
@nod3bot
@pierre018

Top Tweeters in G10:
@foxnews
@zerohedge
@abc
@cnn
@shyredmd
@katrinawte
@dimartinobooth
@jimcramer
@belodyjs
@holyspacemonkey