supplychain, Twitter, 2/1/2021 8:21:46 PM, 247016


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supplychain_2021-01-31_12-46-44.xlsx
supplychain_2021-01-31_12-46-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 01, 2021
Short Description:
supplychain via NodeXL https://bit.ly/2NXdpeY
@godfrey_g_
@dbschenkerusa
@mvollmer1
@deepakg65772116
@chidambara09
@scottwluton
@gartner_inc
@talkinlogistics
@portofla
@sap

Top hashtags:
#supplychain
#logistics
#manufacturing
#analytics
#procurement
#blockchain

Description:
Description
The graph represents a network of 5,295 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 Sunday, 31 January 2021 at 21:08 UTC.

The requested start date was Saturday, 30 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 8-hour, 51-minute period from Tuesday, 26 January 2021 at 16:09 UTC to Saturday, 30 January 2021 at 01:01 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 : 5295
Unique Edges : 4927
Edges With Duplicates : 9421
Total Edges : 14348
Number of Edge Types : 5
Tweet : 3378
Mentions : 2590
MentionsInRetweet : 5073
Replies to : 209
Retweet : 3098
Self-Loops : 3469
Reciprocated Vertex Pair Ratio : 0.0324451410658307
Reciprocated Edge Ratio : 0.0628510702899651
Connected Components : 1571
Single-Vertex Connected Components : 1034
Maximum Vertices in a Connected Component : 2299
Maximum Edges in a Connected Component : 8694
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.381481
Graph Density : 0.000234983713099406
Modularity : 0.467082
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 5,295 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 Sunday, 31 January 2021 at 21:08 UTC.

The requested start date was Saturday, 30 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 8-hour, 51-minute period from Tuesday, 26 January 2021 at 16:09 UTC to Saturday, 30 January 2021 at 01:01 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:
[29] https://news.lenovo.com/smarter-technology-global-coordination-fuel-worlds-top-supply-chains/?cid=ww:lenovosocial:svsqe2&linkId=95188516
[22] https://www.bcg.com/publications/2021/fighting-climate-change-with-supply-chain-decarbonization
[22] https://www.gartner.com/smarterwithgartner/gartner-predicts-the-future-of-supply-chain-technology/
[21] https://evolutionforwarding.com
[15] https://supplychainnow.com/episode-557/
[15] http://digital-leadership-associates.passle.net/post/102gpet/can-social-media-make-procurement-more-effective
[14] https://dangerousgoodspacking.com
[12] http://digital-leadership-associates.passle.net/post/102gpay/social-selling-tips-for-supply-chain-sales-pros
[11] https://www.cnbc.com/2021/01/22/shipping-container-shortage-is-causing-shipping-costs-to-rise.html
[11] https://www.itproportal.com/features/whats-in-store-for-cybersecurity-in-2021/

Top URLs in Tweet in G1:
[8] https://www.aipia.info/news.php
[6] https://objectsecurity.com/scrams
[6] http://www.servispart.co.uk/eight-easy-ways-to-cut-supply-chain-logistics-costs-quickly/
[5] https://objectsecurity.com/scrams/
[4] https://gudcapital.com/coronavirus-business-loans-working-capital/
[3] https://www.ussc.gov/research/research-reports/fentanyl-and-fentanyl-analogues-federal-trends-and-trafficking-patterns
[3] https://youtu.be/OzpH5rJ9eKM
[3] https://www.roxdar.com/
[3] https://www.mdm.com/blog/strategy/how-to-structure-the-covid-19-vaccine-supply-chain/
[3] https://innovativepublishing2.actonsoftware.com/acton/media/3357/food-safety-tech-newsletter-vol-10-no-04

Top URLs in Tweet in G2:
[19] https://www.bcg.com/publications/2021/fighting-climate-change-with-supply-chain-decarbonization
[13] https://www.gartner.com/smarterwithgartner/gartner-predicts-the-future-of-supply-chain-technology/
[8] https://constructech.com/one-year-later-the-construction-supply-chain/
[8] https://www.arcweb.com/events/arc-industry-forum-orlando
[6] https://innovationatwork.ieee.org/how-blockchain-and-iot-will-enable-smart-contracts/
[5] https://www.datazenengineering.com/
[5] https://www.zdnet.com/article/bmw-explores-quantum-computing-to-boost-supply-chain-efficiencies/
[5] https://www.analyticsinsight.net/top-trends-of-embedded-machine-learning-for-iot-in-2021/
[5] https://algorhythmtech.com/manufacturing-execution-system-mes-rhythm-2-0
[4] https://www.supplychaindigital.com/supply-chain-risk-management/bain-and-company-dispels-5-myths-building-resiliency

Top URLs in Tweet in G3:
[15] https://supplychainnow.com/episode-557/
[9] https://www.cnbc.com/2021/01/22/shipping-container-shortage-is-causing-shipping-costs-to-rise.html
[9] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/feb-1-5-the-green-commercial-imperative-and-it-budget-optimization
[5] https://myfreightweb.com/
[5] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/jan-25-29-learning-from-and-preparing-for-supply-chain-disruption
[4] https://event.on24.com/eventRegistration/EventLobbyServlet?target=reg20.jsp&partnerref=coupasocial&eventid=2949786&sessionid=1&key=0776BDFD50957FFC4932B4B8F3BD8085®Tag=&V2=false&sourcepage=register
[4] https://twitter.com/ScottWLuton/status/1354804549014306818
[4] https://supplychainnow.com/episode-555/
[4] https://www.bizjournals.com/atlanta/inno/stories/fundings/2021/01/28/atlanta-startup-verusen-raises-8m.html
[3] https://www.pscp.tv/w/1YpKkzeNjRXxj

Top URLs in Tweet in G4:
[10] https://www.npcindia.gov.in/NPC/User/webinar_registration?course_select_id=Nzkx
[7] https://twitter.com/amangulati23/status/1353024022267613185
[1] https://twitter.com/amangulati23/status/1351740784010117121
[1] https://twitter.com/AshutoshMakup/status/1353719997059633152
[1] https://www.npcindia.gov.in/NPC/User/webinar_registration?course_select_id=ODUw
[1] https://twitter.com/DeepakG65772116/status/1354469686780432384
[1] https://twitter.com/mkverma_npc/status/1354706191893598208
[1] https://twitter.com/NPC_INDIA_GOV/status/1352181651946807297
[1] https://news.lenovo.com/smarter-technology-global-coordination-fuel-worlds-top-supply-chains/?cid=ww:lenovosocial:svsqe2&linkId=95188516
[1] https://bit.ly/2VQ6xBF?utm_content=152638166&utm_medium=social&utm_source=twitter&hss_channel=tw-1460292888

Top URLs in Tweet in G5:
[9] https://www.itproportal.com/features/whats-in-store-for-cybersecurity-in-2021/
[9] https://www.darkreading.com/vulnerabilities---threats/is-the-web-supply-chain-next-in-line-for-state-sponsored-attacks/a/d-id/1339936
[4] https://www.forbes.com/sites/louiscolumbus/2021/01/24/10-ways-covid-19-vaccine-supply-chains-need-to-be-protected-by-cybersecurity/
[3] https://www.forbes.com/sites/louiscolumbus/2021/01/24/10-ways-covid-19-vaccine-supply-chains-need-to-be-protected-by-cybersecurity/?sh=6d01237126c2
[3] https://www.procurious.com/procurement-news/protect-your-suppliers-against-cyber-crime
[3] https://www.procurious.com/procurement-news/hire-diverse-candidates-ho-and-why
[3] https://www.procurious.com/procurement-news/negotiating-with-empathy-respect
[3] https://www.mytotalretail.com/article/the-dos-and-donts-for-smb-cybersecurity-in-2021/
[3] https://www.techradar.com/news/malwarebytes-says-it-was-hit-by-solarwinds-hackers
[3] https://www.cyjax.com/social-media-threat-intelligence/financial-use-case/

Top URLs in Tweet in G6:
[1] https://harper-adams.onlinesurveys.ac.uk/perception-of-modern-slavery-in-agri-horticultural-supply-2

Top URLs in Tweet in G7:
[9] https://morpheus.network/
[8] https://www.smartfl.org/smartsupplychainalliance
[7] https://techbeacon.com/security/attacks-move-supply-chain-7-ways-secure-your-open-source
[3] https://docs.google.com/document/d/1hZEdzZMI41sxbegMuXVXBPhBQnc08FY2Zy9AlvoFc9g/edit#heading=h.d6mrt214wajb
[2] https://twitter.com/trippledutch/status/1355044911347867651
[2] https://twitter.com/RobbieVdg/status/1354499430838378497
[2] https://www.zdnet.fr/actualites/bmw-explore-l-informatique-quantique-pour-ameliorer-sa-supply-chain-39917069.htm
[1] https://www.youtube.com/watch?v=d0R4T5fPqho&feature=youtu.be

[1] https://www.youtube.com/watch?v=LNym1HeuTxw&feature=youtu.be

[1] https://twitter.com/SAP/status/1353578346135887873

Top URLs in Tweet in G8:
[5] https://www.industriaitaliana.it/oracle-cloud-supply-chain-logistica-resilienza/
[3] https://webi.events/pre-sales-questions
[2] https://ir.shareaholic.com/e?a=1&u=https://talkinglogistics.com/2021/01/27/delivery-drones-a-birth-in-waiting/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[2] https://www.mckinsey.com/business-functions/risk/our-insights/the-risks-and-challenges-of-the-global-covid-19-vaccine-rollout?cid=-soc-twi-mip-mck-oth-2101--&sid=4446698234&linkId=110228753
[2] https://www.zdnet.com/article/bmw-explores-quantum-computing-to-boost-supply-chain-efficiencies/
[2] https://webi.events/
[2] http://logisjob.com.mx/vacantes/ancla?vaid=4967
[2] https://ajot.com/news/2020-supply-chain-risk-trends-analysis?utm_campaign=2021_Social%20Media_General%20Posts&utm_content=152073920&utm_medium=social&utm_source=twitter&hss_channel=tw-77014221
[2] https://iiot-world.com/connected-industry/evaluating-risks-in-the-iot-supply-chain/
[1] https://dy.si/BUjiX

Top URLs in Tweet in G9:
[4] https://www.gopenske.com/blog/logistics/unlock-the-power-of-supply-chain-network-design
[3] https://aithority.com/technology/manufacturing/oracle-helps-organizations-optimize-logistics-across-global-supply-chains/
[2] https://register.gotowebinar.com/register/1627769101053604879
[2] https://www.gopenske.com/blog/logistics/opportunity-and-increased-demand-for-supply-chain-solutions
[2] https://www.logisticsmgmt.com/article/new_upgrades_to_oracle_fusion_cloud_scm_focus_on_global_supply_chain_optimi
[2] https://www.manufacturingandsupplychainsummit.com/
[1] https://www.prnewswire.com/news-releases/darden-restaurants-helps-feeding-america-food-banks-in-five-states-add-mobile-food-pantries-to-serve-communities-in-need-301216345.html
[1] https://www.supplychainbrain.com/blogs/1-think-tank/post/32436-overcoming-supply-chain-challenges-with-automated-contract-lifecycle-management?utm_campaign=CCLM%20-%20main&utm_content=152833064&utm_medium=social&utm_source=twitter&hss_channel=tw-72693847
[1] https://www.dcvelocity-digital.com/dcvelocity/january_2021/MobilePagedReplica.action?pm=2&folio=Cover#pg1
[1] https://www.dcvelocity.com/articles/49385-north-american-3pls-notch-growing-revenues-as-economy-recovers-in-spits-and-spurts

Top URLs in Tweet in G10:
[1] https://www.theglobeandmail.com/world/article-canadian-firms-operate-in-chinas-xinjiang-region/
[1] https://www.theglobeandmail.com/world/article-canadian-solar-denies-use-of-forced-labour-at-its-solar-farm-in/
[1] https://twitter.com/CBPTradeGov/status/1352691510521815041
[1] https://www.forbes.com/sites/jessibaker/2021/01/27/why-impact-proof-will-eat-brand-purpose-for-breakfast-in-2021/?sh=3ee9df394c0f
[1] https://www.blumeglobal.com/blog/ces-panel-discusses-adapting-to-a-post-covid-freight-transportation-world/
[1] https://bit.ly/2KHIzpq
[1] https://www.devex.com/news/sponsored/q-a-covid-19-s-cost-to-the-medicines-supply-chain-98931
[1] https://www.washingtonpost.com/business/2021/01/24/pandemic-shipping-economy/
[1] https://twitter.com/biohealthinnov/status/1352327113903259650
[1] https://governmentciomedia.com/listen-gmu-researchers-help-dhs-fight-cybercrime?utm_campaign=coschedule&utm_source=twitter&utm_medium=GCIOMedia&utm_content=Listen:

Top Domains
Top Domains in Tweet in Entire Graph:
[372] careerarc.com
[211] linkedin.com
[164] twitter.com
[82] youtube.com
[68] co.uk
[63] dy.si
[57] supplychaintoday.com
[45] forbes.com
[41] gartner.com
[36] bit.ly

Top Domains in Tweet in G1:
[337] careerarc.com
[119] linkedin.com
[43] twitter.com
[31] co.uk
[16] com.br
[16] youtube.com
[15] dy.si
[12] reddit.com
[12] analytiqa.com
[11] objectsecurity.com

Top Domains in Tweet in G2:
[57] supplychaintoday.com
[22] bcg.com
[18] linkedin.com
[16] gartner.com
[15] supplychaindigital.com
[11] medium.com
[9] mckinsey.com
[8] constructech.com
[8] arcweb.com
[8] technoretail.it

Top Domains in Tweet in G3:
[27] buffer.com
[25] supplychainnow.com
[24] twitter.com
[18] buyersmeetingpoint.com
[15] on24.com
[15] linkedin.com
[13] gartner.com
[10] youtube.com
[10] sap.com
[9] cnbc.com

Top Domains in Tweet in G4:
[12] twitter.com
[11] gov.in
[1] lenovo.com
[1] bit.ly
[1] hbr.org

Top Domains in Tweet in G5:
[19] forbes.com
[15] procurious.com
[9] itproportal.com
[9] darkreading.com
[4] bit.ly
[4] dy.si
[3] thirdpartytrust.com
[3] mytotalretail.com
[3] eclypsium.com
[3] techradar.com

Top Domains in Tweet in G6:
[1] ac.uk

Top Domains in Tweet in G7:
[9] twitter.com
[9] morpheus.network
[8] smartfl.org
[7] techbeacon.com
[6] youtube.com
[4] google.com
[2] zdnet.fr
[1] securityledger.com
[1] linkedin.com
[1] bleepingcomputer.com

Top Domains in Tweet in G8:
[14] dy.si
[9] retailandhospitalityhub.com
[6] stattimes.com
[6] com.mx
[5] industriaitaliana.it
[5] webi.events
[5] itln.in
[3] oracle.com
[3] shareaholic.com
[2] mckinsey.com

Top Domains in Tweet in G9:
[6] gopenske.com
[5] dcvelocity.com
[4] supplychainbrain.com
[4] 3ds.com
[3] tracelink.com
[3] aithority.com
[2] gotowebinar.com
[2] vanguardsw.com
[2] supplychainquarterly.com
[2] logisticsmgmt.com

Top Domains in Tweet in G10:
[2] theglobeandmail.com
[2] twitter.com
[1] forbes.com
[1] blumeglobal.com
[1] bit.ly
[1] devex.com
[1] washingtonpost.com
[1] governmentciomedia.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5823] supplychain
[887] logistics
[640] manufacturing
[385] analytics
[351] procurement
[340] blockchain
[254] ecertificate
[240] ai
[215] covid19
[213] learn



Top Hashtags in Tweet in G1:
[2177] supplychain
[269] logistics
[134] manufacturing
[62] warehouse
[54] freight
[50] procurement
[46] shipping
[42] supplychainmanagement
[39] business
[38] technology

Top Hashtags in Tweet in G2:
[504] supplychain
[147] logistics
[125] ai
[108] iot
[77] digitaltransformation
[52] automation
[51] bigdata
[47] manufacturing
[46] robotics
[43] procurement

Top Hashtags in Tweet in G3:
[415] supplychain
[134] procurement
[51] coupasupplychain
[41] logistics
[38] webinar
[26] dialp
[24] webinars
[21] sustainability
[19] podcast
[15] gartnersc

Top Hashtags in Tweet in G4:
[492] supplychain
[379] manufacturing
[357] analytics
[254] ecertificate
[213] learn
[191] blockchain
[177] npcindia
[98] npc
[29] webinar
[28] npccertificate

Top Hashtags in Tweet in G5:
[124] supplychain
[50] cybersecurity
[24] procurement
[20] solarwinds
[20] ransomware
[19] covid19
[14] cyberattacks
[12] pandemic
[10] cybercriminal
[9] technology

Top Hashtags in Tweet in G6:
[12] agriculture
[12] supplychain
[8] scholarships
[8] food
[8] horticulture
[8] forestry
[8] veterinary
[8] landmanagement
[4] forcedlabor
[4] farmers

Top Hashtags in Tweet in G7:
[57] supplychain
[25] blockchain
[13] opensource
[12] crypto
[11] morpheusnetwork
[8] defi
[8] cocacola
[8] miami
[8] florida
[7] hackers

Top Hashtags in Tweet in G8:
[78] supplychain
[32] logistics
[10] transportation
[9] cloud
[9] oracle
[8] customs
[7] covidvaccine
[6] scm
[6] covid19
[6] vacante

Top Hashtags in Tweet in G9:
[68] supplychain
[26] logistics
[24] 3pl
[19] warehousing
[18] digitalsupplychain
[16] transportation
[16] ai
[15] updates
[14] covid
[14] pallets

Top Hashtags in Tweet in G10:
[13] supplychain
[4] forcedlabor
[4] covid19
[3] prc
[2] china
[2] xinjiang
[2] uyghurs
[2] fdi
[2] cdnfp
[2] humanrights

Top Words
Top Words in Tweet in Entire Graph:
[5820] #supplychain
[1481] supply
[1149] chain
[887] #logistics
[834] job
[750] more
[704] link
[640] #manufacturing
[612] bio
[585] join

Top Words in Tweet in G1:
[2175] #supplychain
[754] job
[577] link
[566] bio
[446] click
[335] see
[333] apply
[325] more
[297] latest
[293] supply

Top Words in Tweet in G2:
[504] #supplychain
[312] supply
[202] chain
[147] #logistics
[125] #ai
[108] #iot
[94] gt
[87] antgrasso
[84] gartner_inc
[79] mvollmer1

Top Words in Tweet in G3:
[415] #supplychain
[186] supply
[141] chain
[134] #procurement
[119] scottwluton
[116] buyersmeetpoint
[70] _supplychainnow
[61] more
[53] coupa
[51] #coupasupplychain

Top Words in Tweet in G4:
[492] #supplychain
[379] #manufacturing
[357] #analytics
[348] deepakg65772116
[336] join
[258] advanced
[254] #ecertificate
[228] webinar
[213] #learn
[213] given

Top Words in Tweet in G5:
[124] #supplychain
[50] supply
[50] #cybersecurity
[34] 2021
[34] chain
[25] forbes
[24] #procurement
[20] #solarwinds
[20] #ransomware
[20] cybersecurity

Top Words in Tweet in G6:
[12] #agriculture
[12] #supplychain
[8] #scholarships
[8] #food
[8] #horticulture
[8] #forestry
[8] #veterinary
[8] #landmanagement
[4] #forcedlabor
[4] present

Top Words in Tweet in G7:
[62] mrph
[57] #supplychain
[25] #blockchain
[24] morpheus
[24] blockchain
[24] supplychain
[23] network
[22] adoption
[21] mrphsupplychain
[21] eth

Top Words in Tweet in G8:
[78] #supplychain
[32] #logistics
[16] scmoracle
[14] more
[13] supply
[13] chain
[11] help
[10] #transportation
[9] #cloud
[9] #oracle

Top Words in Tweet in G9:
[114] edgistify
[68] #supplychain
[64] follow
[56] logistics
[41] supply
[41] chain
[28] industry
[26] #logistics
[24] #3pl
[23] solutions

Top Words in Tweet in G10:
[13] #supplychain
[9] supply
[5] more
[5] chain
[5] usp
[4] csis
[4] #forcedlabor
[4] global
[4] covid
[4] 19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1094] supply,chain
[611] link,bio
[397] #manufacturing,#supplychain
[394] click,link
[353] #analytics,#manufacturing
[281] #supplychain,job
[270] #supplychain,#logistics
[256] advanced,#analytics
[254] #supplychain,#ecertificate
[241] supply,chains

Top Word Pairs in Tweet in G1:
[566] link,bio
[341] click,link
[267] #supplychain,job
[245] supply,chain
[159] see,latest
[148] bio,see
[127] latest,#supplychain
[118] bio,apply
[116] great,fit
[112] recommend,anyone

Top Word Pairs in Tweet in G2:
[200] supply,chain
[59] research,gartner_inc
[59] gartner_inc,highlights
[59] highlights,need
[59] need,businesses
[59] businesses,focus
[59] focus,increasing
[59] increasing,supply
[59] supply,chain's
[59] chain's,resilience

Top Word Pairs in Tweet in G3:
[141] supply,chain
[47] expect,unexpected
[47] unexpected,rethink
[40] #supplychain,procurecon
[40] rethink,supply
[40] supply,chains
[39] procureconeu,insights
[38] procurecon,procureconeu
[38] insights,#coupasupplychain
[37] chain,#supplychain

Top Word Pairs in Tweet in G4:
[354] #manufacturing,#supplychain
[350] #analytics,#manufacturing
[256] advanced,#analytics
[254] #supplychain,#ecertificate
[213] #learn,advanced
[213] #ecertificate,given
[170] deepakg65772116,#learn
[150] given,participants
[150] participants,join
[150] join,#npcindia

Top Word Pairs in Tweet in G5:
[34] supply,chain
[18] #procurement,#supplychain
[16] supply,chains
[16] software,#supplychain
[12] cybersecurity,2021
[12] 2021,#cybersecurity
[12] #covid19,#pandemic
[12] state,sponsored
[12] sponsored,attacks
[11] web,supply

Top Word Pairs in Tweet in G6:
[8] #scholarships,#food
[8] #food,#agriculture
[8] #agriculture,#horticulture
[8] #horticulture,#forestry
[8] #forestry,#veterinary
[8] #veterinary,#landmanagement
[8] #landmanagement,#supplychain
[4] #forcedlabor,present
[4] present,#agriculture
[4] #agriculture,#supplychain

Top Word Pairs in Tweet in G7:
[23] morpheus,network
[15] board,member
[10] btc,eth
[8] show,code
[8] code,provideplatform
[8] provideplatform,founder
[8] founder,kylebt
[8] kylebt,shows
[8] shows,magic
[8] magic,#blockchain

Top Word Pairs in Tweet in G8:
[13] supply,chain
[6] #logistics,#supplychain
[6] #covidvaccine,#supplychain
[6] #vacante,#vacantes
[6] aplica,gt
[6] gt,co
[6] #supplychain,#logistica
[6] #logistica,#comercio
[6] #comercio,#aduanas
[6] #aduanas,#trabajos

Top Word Pairs in Tweet in G9:
[44] follow,edgistify
[33] supply,chain
[19] #supplychain,#logistics
[18] #digitalsupplychain,#warehousing
[17] #logistics,industry
[15] edgistify,regular
[15] regular,#updates
[15] #updates,#supplychain
[15] industry,#digitalsupplychain
[14] #warehousing,#covid

Top Word Pairs in Tweet in G10:
[5] supply,chain
[4] covid,19
[4] supply,chains
[3] terryglavin,rolandparis
[3] rolandparis,nspector4
[3] nspector4,nytimes
[3] nytimes,clivechamilton
[3] clivechamilton,cburton001
[3] cburton001,fredlitwin
[3] fredlitwin,vshih2

Top Replied-To
Top Replied-To in Entire Graph:
@_logisticsasia
@supplychain_
@slalom
@pos_purchasing
@thecryptomist
@oracle
@gartner_inc
@slalomcanada
@zebratechng
@terryglavin

Top Replied-To in G1:
@_ieec_

Top Replied-To in G2:
@pos_purchasing
@ifcosystems
@datalogicgroup
@chep_italia
@vtexitalia
@gerald_bader
@gartner_inc
@fmfrancoise
@cscmp
@attabotics

Top Replied-To in G3:
@sap
@dhl
@zebratechng
@fleet_advantage
@scottwluton
@_supplychainnow
@lisaandersonlma
@rdcushing
@ggheorghiu
@innakuznetsova_

Top Replied-To in G4:
@deepakg65772116

Top Replied-To in G5:
@darkreading
@sprintproject_

Top Replied-To in G6:
@tonychocolonely

Top Replied-To in G7:
@thecryptomist
@raoulgmi
@arshbajwaa
@alexsmithtdc
@souljaboy
@cryptocapo_
@allstreetbets
@writingtoriches
@doopiecash
@thecryptocactus

Top Replied-To in G9:
@oracle
@21cceducation
@daimler
@avighnaindialtd
@ddc_fpo
@seraitrade
@solverminds
@getstord
@dfdsgroup
@fourkites

Top Replied-To in G10:
@terryglavin
@zachmottl

Top Mentioned
Top Mentioned in Entire Graph:
@deepakg65772116
@scottwluton
@buyersmeetpoint
@gartner_inc
@edgistify
@mvollmer1
@antgrasso
@unido_india
@amangulati23
@_supplychainnow

Top Mentioned in G1:
@superior_writer
@servispart
@stag_marketing
@amngforums
@eztrans_net
@etmasterclass
@wrapcompliance
@indistwebsite
@allentien
@markotalks

Top Mentioned in G2:
@antgrasso
@gartner_inc
@mvollmer1
@ronald_vanloon
@wef
@segundoatdell
@bcg
@tesla
@bimedotcom
@jblefevre60

Top Mentioned in G3:
@scottwluton
@buyersmeetpoint
@_supplychainnow
@coupa
@llamanews
@procurecon
@procureconeu
@scmatsap
@sap
@verusen_ai

Top Mentioned in G4:
@deepakg65772116
@amangulati23
@unido_india
@mkverma_npc
@yadu86
@subhra310
@target
@generalmills
@omlogisticsltd
@walmart

Top Mentioned in G5:
@forbes
@ruiribeiro78
@moodysinvsvc
@microsoft
@darkreading
@crowdstrike
@qavalley
@transform_sec
@procurious_
@corix_jc

Top Mentioned in G6:
@agrigiada
@highfooddrink
@sruc
@srucalumni
@nfustweets
@avaberries
@shetlandmilk
@econdevabshire
@argyllcollege
@ayrshirecoll

Top Mentioned in G7:
@mrphsupplychain
@provideplatform
@sjaaaakster
@trippledutch
@unibrightio
@kylebt
@shannogees
@mediamorpheus
@thecryptomist
@techbeaconcom

Top Mentioned in G8:
@scmoracle
@ups
@evankirstel
@chrobinson
@fedex
@dp_world
@nicolettasilv1
@honeywell
@paycargo
@bluedart_

Top Mentioned in G9:
@edgistify
@e
@oracle
@ktrtrs
@maruti_courier
@dassault3ds
@getstord
@bharatbenz1
@infosys
@one_werner

Top Mentioned in G10:
@csis
@uspharmacopeia
@fbi
@rolandparis
@nspector4
@nytimes
@clivechamilton
@cburton001
@fredlitwin
@vshih2

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@tesco
@sectest9
@paoloigna1
@chidambara09
@femtech_
@evankirstel
@rosenchild
@applebees
@businessinsider

Top Tweeters in G1:
@dataaugmented
@allentien
@syawal
@stanleyepstein
@donnayoungdc
@hammbear
@suncemore1
@michael_mba
@gudcapital
@songtian88

Top Tweeters in G2:
@jornalistavitor
@chidambara09
@tess_blue815
@bexxmodd
@fintechna
@calcaware
@ssxman2
@gezgintrk
@valaafshar
@nicochan33

Top Tweeters in G3:
@rosenchild
@rockethulsey
@cnbc
@ilovebooks786
@ap
@cnet
@rdcushing
@kinjeketile
@lalla_sharma123
@popasmedia

Top Tweeters in G4:
@walmart
@analyticbridge
@harvardbiz
@target
@pepsi
@lays
@spt_npc
@arunkjhaies
@sandeepnpc
@jaya_npc

Top Tweeters in G5:
@sectest9
@cybersecurityn8
@inc
@forbes
@jamesvgingerich
@topcybernews
@cephalopodluke2
@hostinfonet
@corix_jc
@corixpartners

Top Tweeters in G6:
@fobturnip
@soilassociation
@nfutweets
@ayrshirecoll
@nfustweets
@dundeeuni
@uofglasgow
@scotdairyhub
@caledoniannews
@abertayuni

Top Tweeters in G7:
@pvynckier
@6billionpeople
@brianlinuxing
@souljaboy
@archonsec
@avrohomg
@un
@epelboin
@rique01900716
@youcanfoolmost

Top Tweeters in G8:
@evankirstel
@pizzahut
@lkafle
@polit2k
@urfagundem
@retweetspune
@ch89ramiro
@ficci_india
@dhlafrica
@bluedart_

Top Tweeters in G9:
@reuters
@olivegarden
@ed
@ym78200
@abhibisht89
@aithority
@startusinsights
@cscmp
@huawei
@infosys

Top Tweeters in G10:
@globeandmail
@nytimes
@washingtonpost
@nationalpost
@torontostar
@nspector4
@mark3ds
@alantonelson
@bricbreaker
@csis


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