supplychain, Twitter, 3/8/2021 9:19:28 AM, 250333


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supplychain_2021-03-07_12-46-43.xlsx
supplychain_2021-03-07_12-46-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 08, 2021
Short Description:
supplychain via NodeXL https://bit.ly/38ms4I1
@mvollmer1
@the404code
@_addverb
@chidambara09
@pawlowskimario
@manhassocnews
@evrythng
@pymnts
@cpostrategy
@gartner_inc

Top hashtags:
#supplychain
#logistics
#ai
#manufacturing
#procurement
#iot
#blockchain
#covid19

Description:
Description
The graph represents a network of 5,637 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, 07 March 2021 at 21:01 UTC.

The requested start date was Saturday, 06 March 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, 22-hour, 30-minute period from Tuesday, 02 March 2021 at 02:30 UTC to Saturday, 06 March 2021 at 01:00 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 : 5637
Unique Edges : 4633
Edges With Duplicates : 9275
Total Edges : 13908
Number of Edge Types : 5
Retweet : 3120
MentionsInRetweet : 4624
Tweet : 3443
Mentions : 2590
Replies to : 131
Self-Loops : 3537
Reciprocated Vertex Pair Ratio : 0.0433482810164425
Reciprocated Edge Ratio : 0.0830945558739255
Connected Components : 1636
Single-Vertex Connected Components : 1061
Maximum Vertices in a Connected Component : 2465
Maximum Edges in a Connected Component : 8059
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.22697
Graph Density : 0.000197732889495077
Modularity : 0.458926
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 5,637 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, 07 March 2021 at 21:01 UTC.

The requested start date was Saturday, 06 March 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, 22-hour, 30-minute period from Tuesday, 02 March 2021 at 02:30 UTC to Saturday, 06 March 2021 at 01:00 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:
[36] https://www.multifreight.com/
[27] https://anytimecouriers.co.uk/
[18] https://technative.io/blockchain-en-route-to-the-global-supply-chain/
[18] http://dgpacking.wpengine.com/
[17] https://www.aipia.info/news.php
[13] https://sloanreview.mit.edu/article/accelerating-supply-chain-scenario-planning/?social_token=54bf4d4e683db184907db4bf0dc36942&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[13] https://www.sdcexec.com/software-technology/emerging-technologies/article/21306960/6-ways-machine-learning-can-improve-supply-chains-bottom-line
[11] https://www.thinkers360.com/top-50-global-thought-leaders-and-influencers-on-supply-chain-march-2021/
[10] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/march-1-5-secret-weapons-risk-preparedness-and-the-engine-for-growth
[9] https://buff.ly/3soXXaq

Top URLs in Tweet in G1:
[5] https://quick.aero/podcasts/
[5] https://www.youtube.com/watch?v=LLtNwLTcNeE&feature=youtu.be

[5] https://store44250299.ecwid.com/products/277735007
[4] https://miqueltarragona.com/2021/02/26/el-puerto-de-barcelona-presenta-su-estrategia-2021-2025-y-su-vision-2040/
[3] https://blog.ryotak.me/post/github-actions-supplychain/
[3] https://sites.ziftsolutions.com/extremenetworks.ziftsolutions.com/ff8081815a8d1ae9015a9115596e24aa?cid=8a99824777a269ea0177ab7bff2d272d&url=https%3A%2F%2Fwww.zdnet.com%2Farticle%2Fsupply-chain-security-is-actually-worse-than-we-think%2F
[3] https://www.freightwaves.com/news/gscw-chat-recap%3A-spatial-data-and-future-of-intelligent-supply-chains
[3] Social
[3] Media
[3] General

Top URLs in Tweet in G2:
[10] https://www.thinkers360.com/top-50-global-thought-leaders-and-influencers-on-supply-chain-march-2021/
[10] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/march-1-5-secret-weapons-risk-preparedness-and-the-engine-for-growth
[7] https://www.datasciencecentral.com/profiles/blogs/how-prescriptive-analytics-is-changing-the-face-of-every-industry
[5] https://www.washingtonpost.com/technology/2021/03/01/semiconductor-shortage-halts-auto-factories/
[5] https://www.pscp.tv/w/cwvDazFXTEtSQW54R0dCUWJ8MVlxR295a1Z2a014do0BM9yoDf-VxCFNpfqfSI38bAhPTS5QCPtjcqf_G_w7
[5] https://www.pscp.tv/w/cw5mIDFXTEtSQW54R0dCUWJ8MWpNSmdwb0VlUXF4TCedC9J6rD4csOhOeM4RnfLmQMjHwMJMAUMGGBO3Zfp-
[5] https://johannesdrooghaag.com/cyber-minds-to-follow-in-2021/
[5] https://twitter.com/PSpendForum/status/1366782365876559875
[5] https://www.scmagazine.com/perspectives/why-we-can-expect-another-solarwinds-attack/
[4] https://twitter.com/_supplychainnow/status/1367157352546242562

Top URLs in Tweet in G3:
[16] https://technative.io/blockchain-en-route-to-the-global-supply-chain/
[10] https://www.sdcexec.com/software-technology/emerging-technologies/article/21306960/6-ways-machine-learning-can-improve-supply-chains-bottom-line
[9] https://news.europawire.eu/accenture-acquires-supply-chain-and-retail-technology-consultancy-specialists-repl-group/eu-press-release/2021/03/03/17/24/03/86465/
[4] https://bdmservicenetwork.com/client-resumes-3#ad8ae1b6-015f-43d5-9d83-7f1f6768a7ec
[4] https://www.talenterprize.com/job-role/supply-chain-erp-analyst-012981/
[3] https://events.highway905.com/next-normal-in-shipment-visibility
[3] https://www.supplychainquarterly.com/articles/4469-resilience-360-riskpulse-rebrand-as-everstream-analytics
[3] https://portswigger.net/daily-swig/software-supply-chain-attacks-everything-you-need-to-know
[3] https://livefr8.com/
[2] https://logisticsviewpoints.com/2021/03/04/digital-transformation-supply-chain-planning/

Top URLs in Tweet in G5:
[6] https://algorhythmtech.com/production-planner-rhythm-2-0
[6] https://www.youtube.com/watch?v=ArKSDxoDGQI&list=PL2D5xph6PTmX6ksKPr_TG16f5F4NPbJc_&index=1

[2] https://bit.ly/386NCbj
[2] https://mygfsi.com/blog/preparing-for-traceability-regulations-and-supply-chain-digitization/
[2] https://algorhythmtech.com/rhythm-2-0-platform
[1] https://www.pymnts.com/internet-of-things/2020/how-the-identity-of-things-makes-supply-chains-transparent/?utm_campaign=Third%20Party%20Featured&utm_content=156558775&utm_medium=social&utm_source=twitter&hss_channel=tw-156727411
[1] https://evrythng.com/the-company-of-the-future/?utm_campaign=Whitepaper%20downloads&utm_content=156409921&utm_medium=social&utm_source=twitter&hss_channel=tw-156727411
[1] https://youtu.be/JU-g7JBadHU?utm_campaign=Events%20and%20Conferences%20&utm_content=156103024&utm_medium=social&utm_source=twitter&hss_channel=tw-156727411
[1] https://youtu.be/IMtkuC6kRuw?utm_campaign=Ralph%20Lauren%20Born%20Digital%20Video&utm_content=156102813&utm_medium=social&utm_source=twitter&hss_channel=tw-156727411
[1] https://alineatalent.com/communities/product/product-development-for-a-world-changing-idea/?utm_campaign=Third%20Party%20Featured&utm_content=156103748&utm_medium=social&utm_source=twitter&hss_channel=tw-156727411

Top URLs in Tweet in G6:
[3] https://www.ecohz.com/blog/how-to-succeed-with-renewable-energy-in-your-supply-chain/
[2] https://www.weforum.org/agenda/2021/02/shipping-industry-carbon-clean-house-on-fire-podcast/
[2] https://www.aquanet.com/blog/evaluating-the-environmental-benefits-of-cultured-seafood
[2] https://www.fool.com.au/2021/03/05/up-252-this-year-ecograf-asxegr-share-price-keeps-on-powering/
[2] https://jacforum2021.gotin.online/
[2] https://www.linkedin.com/slink?code=eDEHV6N
[2] https://bit.ly/3q7Qj2z
[2] https://bit.ly/3sM6B33
[1] https://9042668b-a222-4051-b217-6958cce69db5.filesusr.com/ugd/5d695f_0cad40803199496ba7681eedbc6027ac.pdf
[1] https://buff.ly/2NWILTj

Top URLs in Tweet in G7:
[3] https://logistics.slync.io/blog/pallet-shortage-in-brexit-uk?utm_campaign=Friday
[3] Five&utm_content=156673203&utm_medium=social&utm_source=twitter&hss_channel=tw-925471645569044480
[2] http://createsend.com/t/i-1A72117815A53E372540EF23F30FEDED
[2] https://www.meetup.com/The-NewYork-SupplyChain-Meetup/events/276587534/
[2] https://www.eventbrite.com/e/intelligent-supply-chain-tech-the-covid-response-vaccine-distribution-tickets-140873976857?aff=ebdsoporgprofile
[2] https://ift.tt/3e4uQoO
[1] https://www.africalogisticsmagazine.com/?q=en/content/niger-nigeria-railway-line-under-construction
[1] https://www.africalogisticsmagazine.com/?q=fr/content/colere-et-inquietude-des-transporteurs-allemands-face-aux-mesures-sanitaires
[1] https://www.africalogisticsmagazine.com/?q=en/content/training-session-supply-chain-oil-gas-purchasing-supplies
[1] https://www.africalogisticsmagazine.com/?q=fr/content/article-technologies-de-pointe-le-maroc-dans-le-top-20-des-pays-surperformants-pour-la

Top URLs in Tweet in G8:
[2] https://sonar.freightwaves.com/freight-market-blog/supply-chain-visibility-use-cases
[2] https://qingflow.com/f/b806c354?blaid=1268630
[2] https://buff.ly/37ZM6YI
[1] https://sonar.freightwaves.com/freight-market-blog/effective-shipping-demand-management-requires-in-depth-insights-into-short-and-long-term-market-conditions-learn-more-today
[1] https://blog.blueyonder.com/top-3-strategies-for-supply-chain-planners-in-2021/
[1] https://www.techrepublic.com/article/ps5-shortage-supply-chain-disruptions-affect-gamers-and-developers-alike/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy&blaid=1268606
[1] https://www.techrepublic.com/article/ps5-shortage-supply-chain-disruptions-affect-gamers-and-developers-alike/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy&blaid=1268618
[1] https://media.blueyonder.com/digital-supply-chain-visibility-needed-to-rebuild-after-covid-19-wmg-and-blue-yonder-warn-manufacturers/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy&blaid=1268580
[1] https://media.blueyonder.com/digital-supply-chain-visibility-needed-to-rebuild-after-covid-19-wmg-and-blue-yonder-warn-manufacturers/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy&blaid=1268627
[1] https://media.blueyonder.com/digital-supply-chain-visibility-needed-to-rebuild-after-covid-19-wmg-and-blue-yonder-warn-manufacturers/?utm_source=bambu&utm_medium=social&utm_campaign=advocacy&blaid=1273028

Top URLs in Tweet in G9:
[3] https://ajot.com/news/descartes-acquires-questaweb#.YEED1vstB_E.twitter/
[3] https://tech.ambrosus.com/wp-content/uploads/2020/07/Roadmap-July-2020-UPDATED-VERSION.pdf
[2] https://newsroom.ibm.com/2021-03-04-Moderna-and-IBM-Plan-to-Collaborate-on-COVID-19-Vaccine-Supply-Chain-and-Distribution-Data-Sharing
[2] https://www.ibm.com/impact/covid-19/vaccine-management?utm_medium=OSocial&utm_source=Twitter&utm_content=000035NH&utm_term=10014095&utm_id=TwitterAudiogram3Blockchain&social_post=4538982749&linkId=112542713
[2] https://go.shr.lc/3uHCRWH
[2] https://forwardermagazine.com/read-forwarder
[2] https://emeraldcircuit.io/static/EmeraldCircuitWP-7fd178a18827596a0076ef0300284156.pdf
[2] https://bit.ly/2OeDdDB
[1] https://www.handelsblatt.com/politik/konjunktur/nachrichten/konjunktur-deutsche-industrie-waechst-kraeftig-chinas-industrie-schwaechelt/26961292.html
[1] https://www.cbinsights.com/research/report/blockchain-trends-2019/

Top URLs in Tweet in G10:
[11] https://sloanreview.mit.edu/article/accelerating-supply-chain-scenario-planning/?social_token=54bf4d4e683db184907db4bf0dc36942&utm_source=twitter&utm_medium=social&utm_campaign=sm-direct
[3] https://www.cgsinc.com/en/resources/annual-supply-chain-trends-and-technology-report
[2] https://www.mckinsey.com/~/media/mckinsey/featured%20insights/innovation/globalization%20in%20transition%20the%20future%20of%20trade%20and%20value%20chains/mgi-globalization%20in%20transition-the-future-of-trade-and-value-chains-full-report.ashx
[2] https://developer.ibm.com/blogs/sci-the-weather-company/?social_post=3203196344&linkId=84423293
[2] https://www.pieternagel.com/paper-li/
[2] https://bit.ly/3kTlvBT
[1] https://bityl.co/5Oxg
[1] http://www.mckinsey.com/industries/public-and-social-sector/our-insights/transforming-global-health-supply-chains-through-data-visibility?cid=other-pso-twi-mps-mps-tsp-2005-i5a&sid=5ece9f0db9e8c17c8a1336ab&linkId=89646604
[1] https://www.gartner.com/smarterwithgartner/benefits-and-risks-of-supply-chain-finance-for-cfos/?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-SWG&utm_content=&sf240852205=1
[1] https://supplychain-village.com/video-on-demand/supply-chain-durable/la-notion-de-durabilite-dans-la-supply-chain-progresse/

Top Domains
Top Domains in Tweet in Entire Graph:
[372] bit.ly
[182] twitter.com
[174] careerarc.com
[127] linkedin.com
[105] co.uk
[104] buff.ly
[57] lnkd.in
[57] youtube.com
[54] dy.si
[41] itsupplychain.com

Top Domains in Tweet in G1:
[165] careerarc.com
[164] bit.ly
[61] linkedin.com
[36] twitter.com
[32] lnkd.in
[30] ziftsolutions.com
[27] inboundlogistics.com
[24] co.uk
[21] youtube.com
[16] analytiqa.com

Top Domains in Tweet in G2:
[26] twitter.com
[20] supplychaintoday.com
[12] pscp.tv
[11] supplychainnow.com
[11] buff.ly
[11] thinkers360.com
[11] datasciencecentral.com
[10] supplychaindive.com
[10] buyersmeetingpoint.com
[8] youtube.com

Top Domains in Tweet in G3:
[23] buff.ly
[21] sdcexec.com
[21] bit.ly
[18] technative.io
[16] co.uk
[11] twitter.com
[9] europawire.eu
[8] supplychaindive.com
[8] dcvelocity.com
[8] supplychainquarterly.com

Top Domains in Tweet in G5:
[8] algorhythmtech.com
[6] youtube.com
[4] mygfsi.com
[3] bit.ly
[2] youtu.be
[2] twitter.com
[2] sonatype.com
[2] buff.ly
[1] pymnts.com
[1] evrythng.com

Top Domains in Tweet in G6:
[25] bit.ly
[12] twitter.com
[9] linkedin.com
[4] dy.si
[3] ecohz.com
[3] environmentalleader.com
[3] joc.com
[3] lnkd.in
[2] coupa.com
[2] hbr.org

Top Domains in Tweet in G7:
[19] africalogisticsmagazine.com
[8] voxlog.fr
[4] bit.ly
[4] stattimes.com
[4] cargotrends.in
[3] slync.io
[2] createsend.com
[2] freightwaves.com
[2] twitter.com
[2] meetup.com

Top Domains in Tweet in G8:
[5] blueyonder.com
[3] freightwaves.com
[3] techrepublic.com
[2] qingflow.com
[2] buff.ly
[1] ac.uk
[1] euroshop.de
[1] anfia.it
[1] theprocurement.it
[1] hrw.org

Top Domains in Tweet in G9:
[8] twitter.com
[6] ibm.com
[4] manufacturingglobal.com
[3] ajot.com
[3] shr.lc
[3] ambrosus.com
[3] bit.ly
[2] oracle.com
[2] project44.com
[2] forwardermagazine.com

Top Domains in Tweet in G10:
[11] mit.edu
[6] bit.ly
[3] mckinsey.com
[3] cgsinc.com
[3] jabil.com
[2] bityl.co
[2] gartner.com
[2] ibm.com
[2] deloitte.com
[2] pieternagel.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5537] supplychain
[1071] logistics
[391] ai
[292] manufacturing
[216] procurement
[192] iot
[190] blockchain
[167] covid19
[160] freight
[146] transportation



Top Hashtags in Tweet in G1:
[2033] supplychain
[304] logistics
[117] manufacturing
[70] freight
[60] shipping
[58] warehouse
[51] transportation
[51] technology
[49] supplychainmanagement
[45] warehousing

Top Hashtags in Tweet in G2:
[540] supplychain
[220] ai
[146] logistics
[113] robots
[103] artificialintelligence
[63] marketing
[62] robotics
[61] travel
[59] iot
[48] future

Top Hashtags in Tweet in G3:
[422] supplychain
[128] logistics
[49] ai
[40] digitaltransformation
[38] transportation
[34] iot
[33] warehousing
[28] ml
[26] digitalsupplychain
[25] retail

Top Hashtags in Tweet in G4:
[2] addverbbotvalley
[2] industry40
[2] unveilingbotvalley
[2] technology
[2] supplychain
[1] wondersofbotvalley
[1] warehouseautomation
[1] robotics
[1] manufacturing

Top Hashtags in Tweet in G5:
[95] emeapartners
[44] supplychain
[9] gs1globalforum21
[8] data
[8] opensource
[7] npm
[5] iot
[5] traceability
[5] digitallink
[5] logistics

Top Hashtags in Tweet in G6:
[131] supplychain
[31] sustainability
[29] coupasupplychain
[20] fmcg
[12] retail
[11] procurement
[11] majorproject
[11] criticalminerals
[11] growth
[10] nickel

Top Hashtags in Tweet in G7:
[101] supplychain
[37] logistics
[24] logistique
[24] aircargo
[24] airfreight
[18] covid19
[15] sunrays
[15] pharmatransport
[15] vaccines
[13] transport

Top Hashtags in Tweet in G8:
[74] supplychain
[35] procurement
[5] anfiaaftermarket
[3] ai
[2] manufacturers
[2] digitalreadiness
[2] healthcare
[2] ecommerce
[2] webinar
[2] marcorollero

Top Hashtags in Tweet in G9:
[80] supplychain
[12] blockchain
[11] logistics
[10] lenovostories
[7] crypto
[6] vaccine
[6] logistique
[5] data
[4] digitaltransformation
[4] covid19

Top Hashtags in Tweet in G10:
[71] supplychain
[15] digitaltransformation
[7] covid19
[6] infographic
[6] innovation
[6] logistics
[5] blockchain
[5] manufacturing
[4] fashion
[4] retail

Top Words
Top Words in Tweet in Entire Graph:
[5522] #supplychain
[1315] supply
[1079] chain
[1066] #logistics
[828] more
[702] job
[589] link
[539] bio
[519] global
[498] logistics

Top Words in Tweet in G1:
[2033] #supplychain
[626] job
[506] link
[494] bio
[372] click
[311] more
[306] supply
[304] #logistics
[288] apply
[274] see

Top Words in Tweet in G2:
[538] #supplychain
[220] #ai
[194] mvollmer1
[174] pawlowskimario
[159] supply
[146] #logistics
[141] chain
[112] #robots
[103] #artificialintelligence
[75] pascal_bornet

Top Words in Tweet in G3:
[421] #supplychain
[160] supply
[132] chain
[127] #logistics
[121] edgistify
[94] logistics
[67] more
[59] industry
[51] follow
[50] #ai

Top Words in Tweet in G4:
[364] come
[276] bot
[276] valley
[275] india
[275] global
[275] robotics
[273] _addverb
[182] make
[182] capital
[182] industry

Top Words in Tweet in G5:
[104] tracelabshq
[104] successfully
[104] driving
[104] radical
[104] transparency
[97] origin_trail
[95] here's
[95] #emeapartners
[95] core
[95] developer

Top Words in Tweet in G6:
[131] #supplychain
[46] maersk
[31] #sustainability
[30] supply
[28] join
[28] coupa
[28] #coupasupplychain
[27] march
[25] chain
[24] ocean

Top Words in Tweet in G7:
[100] #supplychain
[37] #logistics
[24] #logistique
[24] #aircargo
[24] #airfreight
[18] #covid19
[17] logistics
[15] #sunrays
[15] #pharmatransport
[15] #vaccines

Top Words in Tweet in G8:
[74] #supplychain
[60] cpostrategy
[35] #procurement
[24] major
[24] roadmap
[23] law
[22] businesses
[22] tomorrow
[22] german
[22] govt

Top Words in Tweet in G9:
[80] #supplychain
[32] ibm
[18] supply
[17] 19
[15] covid
[14] ibmblockchain
[14] vaccine
[14] chain
[14] amb
[12] distribution

Top Words in Tweet in G10:
[71] #supplychain
[56] supply
[30] chain
[25] digital
[22] chains
[20] antgrasso
[16] paradigm
[16] shift
[16] induced
[16] digitalization

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1034] supply,chain
[535] link,bio
[354] #supplychain,#logistics
[321] click,link
[286] bot,valley
[277] #logistics,#supplychain
[251] #supplychain,job
[185] supply,chains
[183] valley,make
[183] make,india

Top Word Pairs in Tweet in G1:
[493] link,bio
[297] click,link
[253] supply,chain
[232] #supplychain,job
[128] bio,apply
[127] see,latest
[127] bio,see
[104] great,fit
[97] latest,#supplychain
[81] recommend,anyone

Top Word Pairs in Tweet in G2:
[138] supply,chain
[69] #supplychain,#logistics
[69] summary,popular
[69] popular,#artificialintelligence
[69] #artificialintelligence,use
[69] use,cases
[69] cases,pascal_bornet
[69] pascal_bornet,ht
[69] ht,mvollmer1
[68] pawlowskimario,summary

Top Word Pairs in Tweet in G3:
[127] supply,chain
[75] #supplychain,#logistics
[35] follow,edgistify
[26] edgistify,regular
[25] machine,learning
[25] supply,chains
[24] regular,#updates
[24] #updates,#supplychain
[24] #logistics,industry
[24] #digitalsupplychain,#warehousing

Top Word Pairs in Tweet in G4:
[276] bot,valley
[182] valley,make
[182] make,india
[182] india,capital
[182] capital,global
[182] global,robotics
[182] robotics,industry
[182] industry,robots
[182] robots,come
[182] come,life

Top Word Pairs in Tweet in G5:
[104] successfully,driving
[104] driving,radical
[104] radical,transparency
[95] here's,#emeapartners
[95] #emeapartners,tracelabshq
[95] tracelabshq,origin_trail
[95] origin_trail,core
[95] core,developer
[95] developer,successfully
[59] oracleemeaps,here's

Top Word Pairs in Tweet in G6:
[25] supply,chain
[18] #coupasupplychain,#supplychain
[16] mark,calendar
[16] jim,piana
[16] piana,joe
[16] joe,henderson
[16] live,demo
[16] register,#coupasupplychain
[16] #supplychain,llamasoft
[15] first,block

Top Word Pairs in Tweet in G7:
[24] #logistics,#supplychain
[21] #aircargo,#airfreight
[19] #airfreight,#supplychain
[15] #supplychain,#pharmatransport
[14] #logistique,#supplychain
[14] #covid19,#vaccines
[13] #pharmatransport,#covid19
[12] #cargo4vaccines,#sunrays
[12] #sunrays,#aircargo
[5] #transport,#logistique

Top Word Pairs in Tweet in G8:
[22] tomorrow,german
[22] german,govt
[22] govt,cabinet
[22] cabinet,discuss
[22] discuss,adopt
[22] adopt,proposed
[22] proposed,#supplychain
[22] #supplychain,law
[22] law,unfortunately
[22] unfortunately,falls

Top Word Pairs in Tweet in G9:
[15] covid,19
[14] 19,vaccine
[14] supply,chain
[12] #supplychain,distribution
[10] trust,important
[10] important,factor
[10] factor,#supplychain
[10] distribution,covid
[10] vaccine,listen
[10] listen,ibm

Top Word Pairs in Tweet in G10:
[29] supply,chain
[22] supply,chains
[16] paradigm,shift
[16] shift,induced
[16] induced,digitalization
[16] digitalization,digital
[16] digital,diffusion
[16] diffusion,requires
[16] requires,adjustment
[16] adjustment,supply

Top Replied-To
Top Replied-To in Entire Graph:
@pro_supplychain
@accenture
@uwgv
@teamlogistica
@kuehne_nagel
@locus_sh
@cevalogistics
@dhlsupplychain
@tysonfoods
@bbcnews

Top Replied-To in G1:
@teamlogistica
@mznconexion

Top Replied-To in G2:
@gartner_inc
@kohls
@wayfair
@jeffashcroft
@mmortson
@rdcushing
@mvollmer1

Top Replied-To in G3:
@accenture
@locus_sh
@tysonfoods
@dhlsupplychain
@amazon
@kuehne_nagel
@edgistify
@dhlexpress
@cevalogistics
@mahindralog_mll

Top Replied-To in G5:
@loraalliance

Top Replied-To in G6:
@steve_scm
@maersk
@sealed_air

Top Replied-To in G7:
@urbint
@kuehne_nagel
@forbes
@ddslogistics
@volgadneprgroup
@lufthansa_cargo
@cevalogistics
@fedex

Top Replied-To in G8:
@blueyonder

Top Replied-To in G9:
@moderna_tx
@igorstadnykinc4
@cryptodoper

Top Replied-To in G10:
@bluecherrycgs

Top Mentioned
Top Mentioned in Entire Graph:
@_addverb
@mvollmer1
@pawlowskimario
@edgistify
@tracelabshq
@origin_trail
@pascal_bornet
@_supplychainnow
@oracleemeaps
@mfgcoin

Top Mentioned in G1:
@kaizenconsult2
@wrapcompliance
@_ieec_
@datexcorpwms
@fretronltd
@blockchainusa2
@expertwriters99
@nexshore_tech
@rpworld6
@usccg

Top Mentioned in G2:
@mvollmer1
@pawlowskimario
@pascal_bornet
@_supplychainnow
@scottwluton
@gigadgets_
@thinkers360
@procurement2030
@supplychain2030
@drjdrooghaag

Top Mentioned in G3:
@edgistify
@sdcexec
@accenture
@technative
@live_freight
@zipaworld
@iotcoffeetalk
@europawire
@scmatsap
@projectconsult5

Top Mentioned in G4:
@_addverb

Top Mentioned in G5:
@tracelabshq
@origin_trail
@oracleemeaps
@fjtorres
@gs1
@ax_sharma
@drevziga
@evrythng
@genasmorgan
@johngkeogh1

Top Mentioned in G6:
@maersk
@coupa
@llamasoft
@matttichon
@blackstone_bsx
@roskill
@ecovadis
@joc_events
@ecograf
@llamanews

Top Mentioned in G7:
@fedex
@ups
@kuehne_nagel
@freightwaves
@ddslogistics
@vox_log
@benjaminhgordon
@unicef
@dpworlduae
@mecalux_group

Top Mentioned in G8:
@cpostrategy
@kippenbergj
@clarobrasil
@blueyonder
@movado
@trasportareoggi
@alessio91895408
@anfia_it
@techrepublic
@wmgwarwick

Top Mentioned in G9:
@ibm
@ibmblockchain
@lenovo
@ambrosusamb
@e2open
@ocean_insights
@talkinlogistics
@future_shipping
@wswmuc
@freightpipes

Top Mentioned in G10:
@antgrasso
@gartner_inc
@mitsmr
@tech2specialist
@jnjnews
@ceoawareness
@thehighway2ai
@deloitte
@lindagrass0
@mckesson

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@sectest9
@s9tmt
@chidambara09
@cybersec_feeds
@british_airways
@united
@femtech_
@meruemgi
@evankirstel

Top Tweeters in G1:
@peta
@webnowcompany
@roccodallas
@wind4me
@stanleyepstein
@harassnomore
@pdjmoo
@hodert
@craignewmark
@dronenewsfeed

Top Tweeters in G2:
@fintechna
@calcaware
@andrewmorrisuk
@ssxman2
@nickasavet
@bot_innovation
@gezgintrk
@valaafshar
@nicochan33
@mashable

Top Tweeters in G3:
@chidambara09
@ml_tweet_bot
@fabriciosx
@eprnetwork
@ians_india
@gdprai
@dez_blanchfield
@lowes
@gdpr25thmay18
@ennomnom

Top Tweeters in G4:
@madhusmita01
@rajeshk76_
@islayer01
@marval1998
@i_luckyashok
@salikzafar_
@rekhak56_
@palakahuja01
@iamar_modi
@sofiahayat6

Top Tweeters in G5:
@diapermakeovers
@discovertech3
@sivan1040
@pymnts
@hellenicship
@opensource_orgs
@metacurity
@scibot6
@baktesh
@constructdive

Top Tweeters in G6:
@adriansysnet
@foodmfguk
@kawasan3
@douglaschongys
@jjcastillo19
@ebuyerpro
@eric_vanpraag
@paulopty
@newfxfs
@gaiapluto

Top Tweeters in G7:
@united
@jetcitystar
@airfrancefr
@cebupacificair
@lufthansa
@dhlexpressuk
@latamairlines
@kenyaairways
@unicef
@ups

Top Tweeters in G8:
@clarobrasil
@kwame_agyei
@steph80335
@scottzpinkrose
@ejaariza93
@techrepublic
@evereeze
@henrimorrgh
@hallbjorne
@hrw

Top Tweeters in G9:
@aaronrutter9
@woodlandfell
@njmike731
@kloubear88
@rita_finnigan
@realkonnecx
@lenovo
@irmaraste
@barronsonline
@wswmuc

Top Tweeters in G10:
@nancyrubin
@drsanjaypsahoo
@greentechdon
@abidmarzouq
@taizun_tapia
@ibmdeveloper
@rww
@mitsmr
@mikeyuhn
@dhinchcliffe


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