supplychain, Twitter, 4/16/2022 8:19:04 PM, 274886


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supplychain_2022-04-16_12-18-01.xlsx
supplychain_2022-04-16_12-18-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 16, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3KOZGj1
@booly_supply
@vanprobsolution
@govabbott
@antgrasso
@sap
@gregabbott_tx
@scottwluton
@pawlowskimario
@space_city_emp
@incrementallog1

Top hashtags:
#supplychain
#logistics
#inflation
#shipping
#procurement
#manufacturing

Description:
Description
The graph represents a network of 5,487 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, 16 April 2022 at 19:30 UTC.

The requested start date was Saturday, 16 April 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, 2-hour, 37-minute period from Tuesday, 12 April 2022 at 21:23 UTC to Saturday, 16 April 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 : 5487
Unique Edges : 4391
Edges With Duplicates : 8515
Total Edges : 12906
Number of Edge Types : 5
Mentions : 2294
Replies to : 199
Retweet : 2765
MentionsInRetweet : 3960
Tweet : 3688
Self-Loops : 3755
Reciprocated Vertex Pair Ratio : 0.0314155251141553
Reciprocated Edge Ratio : 0.0609173012218877
Connected Components : 1615
Single-Vertex Connected Components : 1095
Maximum Vertices in a Connected Component : 2684
Maximum Edges in a Connected Component : 8454
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.003923
Graph Density : 0.000187597490399374
Modularity : 0.455625
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,487 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, 16 April 2022 at 19:30 UTC.

The requested start date was Saturday, 16 April 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, 2-hour, 37-minute period from Tuesday, 12 April 2022 at 21:23 UTC to Saturday, 16 April 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:
[36] https://drtombooks.com/
[19] https://www.information-age.com/blockchain-technology-for-supply-chain-123498757/
[19] https://www.information-age.com/considering-security-risks-from-third-parties-in-supply-chain-123499189/
[18] https://www.simarco.com/
[18] https://contractevolve.blogspot.com/2022/04/are-you-ready-for-supplychain-revolution.html
[14] Dive
[13] https://innovatorsgate.com/
[13] https://twitter.com/yourlittldogtwo/status/1514204589888790543
[13] https://www.wsj.com/video/series/chain-reaction/why-global-supply-chains-may-never-be-the-same-a-wsj-documentary/4EFE56B6-8A1D-4478-9F88-8F055AFBF675
[13] https://twinybots.ch/

Top URLs in Tweet in G1:
[12] https://secure.campaigner.com/csb/Public/show/9fx3-2iy0sn--ywgx5-uyc7og5
[8] https://contractevolve.blogspot.com/2022/04/are-you-ready-for-supplychain-revolution.html
[7] https://twinybots.ch/
[7] http://demandforecasting.in/?utm_source=ubsforums&utm_medium=twitter&utm_campaign=4theditiondpf&utm_id=4theditiondpf
[5] https://twitter.com/yourlittldogtwo/status/1514204589888790543
[5] https://www.accenture.com/us-en/insights/retail/retail-supply-chain?c=acn_glb_retailstoressprinklradvocac_12931284&n=smc_0422
[5] https://www.nytimes.com/2022/04/14/business/economy/biden-supply-chain.html
[4] https://www.wsj.com/video/series/chain-reaction/why-global-supply-chains-may-never-be-the-same-a-wsj-documentary/4EFE56B6-8A1D-4478-9F88-8F055AFBF675
[4] https://www.amisights.com/post/amisight-4-13-is-the-supply-chain-eating-your-cash
[4] https://genovation.com/

Top URLs in Tweet in G2:
[18] https://www.simarco.com/
[6] https://adlmedia.co.uk/
[6] https://anytimecouriers.co.uk/
[6] https://multifreight.com/
[6] https://www.uniqueforwarding.com/
[5] https://rvs-solutions.com
[4] https://circleid.com/posts/20220316-big-datas-role-in-helping-shipping-firms-weather-the-supply-chain-crisis#.YlEb5QEJTko.twitter
[4] https://evolutionforwarding.com/
[4] https://www.australianmining.com.au/news/geoscience-australia-develops-national-database/
[4] https://www.gopenske.com/blog/lease/ptl-opens-state-of-the-art-facility-in-fontana-ca

Top URLs in Tweet in G3:
[18] https://www.information-age.com/considering-security-risks-from-third-parties-in-supply-chain-123499189/
[7] https://www.datasciencecentral.com/profiles/blogs/how-prescriptive-analytics-is-changing-the-face-of-every-industry
[5] https://buyersmeetingpoint.com/news-and-events/events-calendar/icalrepeat.detail/2022/05/24/3852/-/demand-driven-supply-chain-transformation-abm-cloud
[5] https://www.accountingweb.co.uk/tech/tech-pulse/third-party-risk-be-careful-who-you-play-with
[5] https://www.fleetowner.com/equipment/trucks-trailers/article/21174808/the-other-ai-is-even-more-important-to-trucking
[5] http://www.voiceamerica.com/episode/134969/supply-chain-mgmt-and-bc-lessons-learned-from-philippine-msmes
[4] https://twitter.com/WearablesExpert/status/1514259329209282564
[4] https://twitter.com/_supplychainnow/status/1514634222379880454
[4] https://buyersmeetingpoint.com/news-and-events/weekly-event-recommendations/entry/april-11-15-3-p2p-implementation-fails-progressing-despite-disruption-inflation
[4] https://podcasts.captivate.fm/media/eac8eadb-302b-4419-a8f3-873f53144439/FINAL-20AUDIO-20JEFFREY-20GOLDSTEIN-20DP-200414-20Z-20MPG.mp3

Top URLs in Tweet in G4:
[6] https://twitter.com/yourlittldogtwo/status/1514204589888790543
[4] https://twitter.com/MeidasTouch/status/1514303123598176256
[2] https://twitter.com/NoLieWithBTC/status/1514714327458140173
[2] https://www.houstonchronicle.com/politics/texas/article/Gov-Greg-Abbott-eases-truck-inspections-at-all-17083367.php
[2] https://twitter.com/yourlittldogtwo/status/1514435643212021763
[2] https://twitter.com/BetoORourke/status/1513888020537163787
[2] https://twitter.com/meidastouch/status/1514303123598176256
[1] https://twitter.com/richardhine/status/1514988549615108099
[1] https://twitter.com/meidastouch/status/1514772099004436490
[1] https://twitter.com/troykulas/status/1514775509976051722

Top URLs in Tweet in G5:
[17] https://www.information-age.com/blockchain-technology-for-supply-chain-123498757/
[6] https://www.graphaware.com/events/webinars/220426-logistics-with-graphs.html?utm_content=204661032&utm_medium=social&utm_source=twitter&hss_channel=tw-1381891062
[5] https://www.inc.com/melissa-angell/zaporizhzhia-andrey-liscovich.html
[5] https://betakit.com/scale-ai-moves-to-scale-supply-chain-ai-startups-with-new-funding-partnerships/
[5] https://www.bloomberg.com/tosv2.html?vid=&uuid=e5e1a3d4-ba89-11ec-8f3a-617465504a4b&url=L25ld3MvYXVkaW8vMjAyMi0wNC0xMS9tYXJrZXRzLWN5YmVyc2VjdXJpdHktYW5kLXRoZS1zdXBwbHktY2hhaW4tcG9kY2FzdA==
[3] https://www.buydirectusa.com/the-artus-corporation/
[2] https://twitter.com/BetoORourke/status/1513888020537163787
[2] Dive
[2] https://vanprob.com/time_temperature_monitoring
[2] https://unravel.ink/global-trade-is-battling-demand-and-price-shocks-2/

Top URLs in Tweet in G6:
[4] https://publication.sipmm.edu.sg/key-success-factors-maritime-sustainability-practices/?utm_content=bufferbe1e8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://splash247.com/beijing-intervenes-to-try-and-keep-goods-flowing/
[3] https://www.joc.com/maritime-news/container-lines/cosco-expects-q1-net-434-billion-amid-ongoing-ocean-disruption_20220407.html?utm_source=twitter&utm_medium=content&utm_campaign=article
[3] Direct&utm_source=None
[2] https://www.maritimegateway.com/promoting-india-bimstec-maritime-trade/
[2] https://news.maritime-network.com/2022/04/12/hyundai-glovis-seals-lng-shipping-deal-with-woodside?utm_content=bufferc0d94&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://news.maritime-network.com/2022/04/12/at-least-60-vessels-receive-contaminated-fuel-in-singapore?utm_content=buffer6bc47&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://news.maritime-network.com/2022/04/12/contaminated-fuel-worth-120m-linked-to-60-vessels-in-singapore?utm_content=bufferffa83&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://news.maritime-network.com/2022/04/12/samsung-heavy-seaborg-join-forces-to-develop-floating-nuclear-power-plants?utm_content=bufferdc4ef&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://news.maritime-network.com/2022/04/12/h2carrier%E4%B8%8Eeurowind%E5%90%88%E4%BD%9C%E5%BC%80%E5%8F%91%E8%88%B9%E7%94%A8%E7%BB%BF%E6%B0%A8%E7%87%83%E6%96%99?utm_content=buffer47ba1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[10] https://innovatorsgate.com/
[2] https://us06web.zoom.us/webinar/register/WN_2AbUkgmyS7K4wUa9u3k_YA
[2] https://spacenews.com/op-ed-sos-space-why-cybersecurity-and-supply-chain-risk-management-must-go-hand-in-hand/
[1] https://nulogy.com/resource/how-nulogy-has-helped-colgate-palmolive-build-supply-chain-agility-within-late-stage-customization/?utm_campaign=Marketing%20365&utm_content=204282991&utm_medium=social&utm_source=twitter&hss_channel=tw-3369662783
[1] http://www.biomanamerica.com?utm_content=204304009&utm_medium=social&utm_source=twitter&hss_channel=tw-3369662783
[1] http://www.biomanamerica.com?utm_content=204332847&utm_medium=social&utm_source=twitter&hss_channel=tw-3369662783
[1] http://www.biomanamerica.com?utm_content=204332357&utm_medium=social&utm_source=twitter&hss_channel=tw-3369662783
[1] https://locusrobotics.com/fulfillment-center-smart-watch/?utm_campaign=Marketing%20365&utm_content=204283416&utm_medium=social&utm_source=twitter&hss_channel=tw-3369662783
[1] https://www.supplychainbrain.com/articles/34566-unlocking-the-value-of-real-time-visibility-at-every-operational-level
[1] https://bit.ly/35SkYga

Top URLs in Tweet in G8:
[4] https://www.marketwatch.com/story/is-the-food-youre-eating-at-restaurants-from-the-freezer-increasingly-yes-11649446242?mod=search_headline
[3] https://www.gs1us.org/details-page/articleid/2307/gs1-connect-lineup-includes-speakers-from-more-than-100-companies-across-retail-grocery-foodservice-and-healthcare/utm_source/spark/utm_medium/social/utm_campaign/gs1connect-pressrelease-content
[2] https://www.cnbc.com/2022/04/10/how-amazon-plans-to-fix-its-massive-returns-problem.html
[2] https://www.cnbc.com/2022/04/08/target-tiptoes-back-into-resale-with-new-thredup-deal.html
[2] https://www.weforum.org/reports/the-promise-of-tradetech-policy-approaches-to-harness-trade-digitalization
[2] https://next-level-supply-chain-with-gs1us.podcastpage.io/
[2] https://www.gs1us.org/education-training/gs1-us-university/basic-education/using-gs1-standards-for-supply-chain-visibility?utm_source=twitter&utm_medium=social&utm_campaign=et-landingpage-supplychainvisibility
[2] http://ws-jp.co.jp/2021/10/15/world-24/
[2] http://ws-jp.co.jp/2020/12/04/coronavirus-19-vaccines-us-129-newyork-4-massachusetts-3-pharmaceutical-corporations-pfizer-biontech-moderna/
[2] https://www.logisticshandling.com/articles/2022/04/04/palletline-celebrates-record-volumes/

Top URLs in Tweet in G9:
[1] https://twitter.com/noliewithbtc/status/1514714327458140173
[1] https://twitter.com/wendyan04156803/status/1514412887946641410
[1] https://twitter.com/KamVTV/status/1514267346789191686?s=20&t=1m_m0btp7_-ctJJST_rxYw

Top URLs in Tweet in G10:
[8] https://www.scmr.com/article/supply_chain_leaders_must_optimize_their_strategy
[2] https://www.sdcexec.com/software-technology/supply-chain-visibility/news/22081002/leandna-manufacturers-want-more-supply-chain-visibility-report?utm_content=204525066&utm_medium=social&utm_source=twitter&hss_channel=tw-41349493
[2] https://www.supplychaintoday.com/take-a-tour-inside-the-nevada-tesla-gigafactory/
[2] https://www.sdcexec.com/warehousing/article/22171936/valizant-infrastructure-employment-and-innovation-3-keys-to-fixing-todays-supply-chain-woes
[1] https://www.foodlogistics.com/warehousing/automation/article/22118902/dematic-corp-building-the-supply-chain-of-tomorrow-why-automation-works?oly_enc_id=6878A7290356J6A
[1] https://www.openskygroup.com/advisory-services-launched/
[1] https://www.openskygroup.com/wms-imple-process-success/
[1] https://www.openskygroup.com/2022-pro-to-know-brian-gronberg/
[1] https://www.foodlogistics.com/warehousing/automation/article/22081135/building-the-supply-chain-of-tomorrow
[1] https://www.foodlogistics.com/software-technology/emerging-technologies/article/22158955/modex-in-person-was-return-to-normalcy-we-needed

Top Domains
Top Domains in Tweet in Entire Graph:
[368] careerarc.com
[350] twitter.com
[120] co.uk
[106] youtube.com
[101] dy.si
[92] linkedin.com
[62] maritime-network.com
[54] drtombooks.com
[38] information-age.com
[38] wsj.com

Top Domains in Tweet in G1:
[140] careerarc.com
[113] twitter.com
[43] linkedin.com
[35] youtube.com
[26] tonernews.com
[21] dy.si
[18] vision33.com
[14] co.uk
[12] okt.to
[12] campaigner.com

Top Domains in Tweet in G2:
[218] careerarc.com
[80] co.uk
[30] dy.si
[28] twitter.com
[20] simarco.com
[16] supplychain247.com
[14] procurious.com
[12] vision33.com
[9] freightwaves.com
[9] supplychain247.comhttps

Top Domains in Tweet in G3:
[22] twitter.com
[20] information-age.com
[13] buyersmeetingpoint.com
[12] supplychaindigital.com
[9] linkedin.com
[9] mckinsey.com
[8] co.uk
[7] datasciencecentral.com
[7] forbes.com
[6] captivate.fm

Top Domains in Tweet in G4:
[63] twitter.com
[5] ttnews.com
[4] nytimes.com
[2] apnews.com
[2] houstonchronicle.com
[2] talkingpointsmemo.com
[1] cbsnews.com
[1] bloomberg.com
[1] scmp.com
[1] politico.com

Top Domains in Tweet in G5:
[18] information-age.com
[10] twitter.com
[6] graphaware.com
[6] bloomberg.com
[5] inc.com
[5] betakit.com
[4] vanprob.com
[3] buydirectusa.com
[2] bcg.com
[2] unravel.ink

Top Domains in Tweet in G6:
[57] maritime-network.com
[11] wsj.com
[9] maritimegateway.com
[8] shdlogistics.com
[8] datainterchange.com
[7] twitter.com
[7] supplychaindive.com
[6] edu.sg
[6] splash247.com
[4] joc.com

Top Domains in Tweet in G7:
[10] innovatorsgate.com
[6] biomanamerica.com
[4] locusrobotics.com
[2] nulogy.com
[2] zoom.us
[2] spacenews.com
[1] supplychainbrain.com
[1] bit.ly
[1] instagram.com
[1] interactanalysis.com

Top Domains in Tweet in G8:
[17] postbeyond.com
[8] gs1us.org
[8] twitter.com
[7] logisticshandling.com
[4] marketwatch.com
[4] cnbc.com
[4] co.jp
[4] retailtechnologyreview.com
[3] wsj.com
[2] weforum.org

Top Domains in Tweet in G9:
[3] twitter.com

Top Domains in Tweet in G10:
[10] scmr.com
[7] sdcexec.com
[6] supplychainbrain.com
[4] foodlogistics.com
[3] openskygroup.com
[3] supplychaintoday.com
[3] sociabble.com
[2] chain.io
[1] gartner.com
[1] vdfn.biz

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5863] supplychain
[718] logistics
[237] inflation
[231] shipping
[229] procurement
[200] manufacturing
[197] ai
[166] technology
[140] blockchain
[132] iot



Top Hashtags in Tweet in G1:
[1648] supplychain
[224] logistics
[67] manufacturing
[67] inflation
[57] shipping
[48] technology
[45] warehouse
[41] transportation
[40] ecommerce
[38] supplychainmanagement

Top Hashtags in Tweet in G2:
[1369] supplychain
[168] logistics
[48] freight
[48] supplychainjobs
[46] supplychaincareers
[45] shipping
[43] procurement
[34] ogden
[32] transport
[28] biomass

Top Hashtags in Tweet in G3:
[392] supplychain
[114] ai
[62] iot
[53] cybersecurity
[46] procurement
[39] 5g
[33] logistics
[33] cloud
[31] digitaltransformation
[29] podcast

Top Hashtags in Tweet in G4:
[163] supplychain
[39] inflation
[37] texas
[15] txlege
[13] border
[13] gregabbott
[9] gop
[8] borderlands
[8] voteblue
[7] asstax

Top Hashtags in Tweet in G5:
[162] supplychain
[38] logistics
[28] warehouse
[24] robot
[24] automated
[24] automation
[21] ai
[18] blockchain
[17] technology
[9] cannabis

Top Hashtags in Tweet in G6:
[161] supplychain
[90] maritime
[59] shipping
[45] logistics
[38] maritimenetwork
[10] ports
[9] port
[8] trade
[8] procurement
[7] data

Top Hashtags in Tweet in G7:
[34] supplychain
[11] innovation
[10] tech
[10] smartcities
[10] future
[10] investment
[8] cybersecurity
[7] robotics
[6] biomanufacturing
[5] bious22

Top Hashtags in Tweet in G8:
[61] supplychain
[9] logistics
[7] sustainability
[6] gs1uspod
[6] podcast
[6] teamgs1us
[6] pod
[5] hemp
[5] circulareconomy
[4] innovation

Top Hashtags in Tweet in G9:
[6] supplychain
[2] gop
[2] inflation
[2] ukraine
[2] gas
[1] govabbott
[1] texas
[1] goptraitors
[1] rnc
[1] gopliesabouteverything

Top Hashtags in Tweet in G10:
[59] supplychain
[7] automation
[5] modex2022
[5] logistics
[4] technology
[3] companyvalues
[3] success
[3] expertcrew
[3] webinar
[3] prostoknow

Top Words
Top Words in Tweet in Entire Graph:
[5856] #supplychain
[1466] supply
[1152] chain
[1024] more
[779] job
[718] #logistics
[614] link
[563] bio
[496] click
[414] apply

Top Words in Tweet in G1:
[1647] #supplychain
[312] job
[303] supply
[264] more
[263] chain
[261] link
[252] bio
[224] #logistics
[223] click
[190] apply

Top Words in Tweet in G2:
[1370] #supplychain
[429] job
[305] link
[289] bio
[288] supply
[256] more
[251] click
[248] chain
[197] apply
[171] latest

Top Words in Tweet in G3:
[392] #supplychain
[147] supply
[114] #ai
[103] more
[81] chain
[66] help
[62] #iot
[59] chains
[59] fabriziobustama
[57] scottwluton

Top Words in Tweet in G4:
[163] #supplychain
[51] govabbott
[46] gregabbott_tx
[39] #inflation
[37] #texas
[31] border
[22] disruption
[21] more
[20] gop
[19] millions

Top Words in Tweet in G5:
[157] #supplychain
[40] ronald_vanloon
[40] more
[38] #logistics
[34] supply
[28] #warehouse
[27] one
[24] #robot
[24] turns
[24] traditional

Top Words in Tweet in G6:
[161] #supplychain
[91] #maritime
[59] #shipping
[45] #logistics
[43] supply
[38] #maritimenetwork
[34] chain
[31] more
[26] maritimenetwor1
[19] ltdmanagement

Top Words in Tweet in G7:
[34] #supplychain
[29] security
[25] 2022
[24] week
[18] more
[15] issues
[14] state
[14] report
[14] released
[14] examines

Top Words in Tweet in G8:
[59] #supplychain
[12] more
[9] #logistics
[8] products
[7] #sustainability
[7] issues
[7] insight
[7] make
[7] sure
[7] episode

Top Words in Tweet in G9:
[6] #supplychain
[3] ingrahamangle
[3] breitbartnews
[3] china
[2] #gop
[2] tx
[2] inflation
[2] supplychain
[2] issues
[2] port

Top Words in Tweet in G10:
[59] #supplychain
[17] supply
[17] chain
[13] scmr
[12] challenges
[12] leaders
[12] need
[10] more
[10] global
[10] ai

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1132] supply,chain
[560] link,bio
[373] click,link
[256] #supplychain,#logistics
[230] #supplychain,job
[226] supply,chains
[190] #logistics,#supplychain
[182] learn,more
[163] bio,apply
[136] #supplychain,issues

Top Word Pairs in Tweet in G1:
[257] supply,chain
[252] link,bio
[170] click,link
[94] #supplychain,job
[81] bio,apply
[69] #logistics,#supplychain
[56] #supplychain,#logistics
[55] see,latest
[52] bio,see
[45] learn,more

Top Word Pairs in Tweet in G2:
[288] link,bio
[247] supply,chain
[184] click,link
[129] #supplychain,job
[83] fresenius,medical
[83] medical,care
[76] see,latest
[74] bio,apply
[70] bio,see
[62] great,fit

Top Word Pairs in Tweet in G3:
[81] supply,chain
[59] supply,chains
[40] autonomous,planning
[40] planning,help
[40] help,supply
[40] chains,function
[40] function,more
[40] more,effectively
[40] effectively,volatile
[40] volatile,environments

Top Word Pairs in Tweet in G4:
[15] #supplychain,issues
[14] #inflation,#supplychain
[14] gregabbott_tx,really
[14] really,didn
[14] didn,anything
[14] anything,create
[14] create,traffic
[14] traffic,jam
[14] jam,potentially
[14] potentially,cause

Top Word Pairs in Tweet in G5:
[25] #supplychain,#logistics
[24] #robot,turns
[24] turns,traditional
[24] traditional,#warehouse
[24] #warehouse,#automated
[24] #automated,one
[24] one,gigadgets_
[24] gigadgets_,#supplychain
[24] #logistics,#automation
[24] supply,chain

Top Word Pairs in Tweet in G6:
[51] #maritime,#shipping
[44] #shipping,#supplychain
[38] #supplychain,#maritimenetwork
[33] supply,chain
[20] #supplychain,#logistics
[10] #logistics,#supplychain
[9] read,more
[8] #maritime,#supplychain
[8] news,today
[7] largest,#port

Top Word Pairs in Tweet in G7:
[14] state,security
[14] security,2022
[14] 2022,report
[14] report,released
[14] released,week
[14] week,examines
[14] examines,security
[14] security,issues
[14] issues,facing
[14] facing,modern

Top Word Pairs in Tweet in G8:
[6] #supplychain,issues
[6] make,sure
[6] sure,subscribe
[5] austin,brown
[5] brown,co
[5] co,founder
[5] founder,tennecanna
[5] #gs1uspod,20
[5] provide,insight
[5] never,miss

Top Word Pairs in Tweet in G9:
[2] throwawayalien,disclosureuap
[2] disclosureuap,michaelpbreton
[2] michaelpbreton,joe_warmington
[2] joe_warmington,rupasubramanya
[2] rupasubramanya,ezralevant
[2] ezralevant,themarieoakes

Top Word Pairs in Tweet in G10:
[17] supply,chain
[10] #supplychain,leaders
[10] need,proactive
[9] today's,economy
[9] economy,#supplychain
[9] leaders,need
[9] proactive,flip
[9] flip,narrative
[9] narrative,scmr
[6] global,#supplychain

Top Replied-To
Top Replied-To in Entire Graph:
@sobelshipping
@gregabbott_tx
@govabbott
@noliewithbtc
@potus
@yourlittldogtwo
@betoorourke
@jhersheymusic
@ingrahamangle
@gop

Top Replied-To in G1:
@secmedafrica
@rballianceorg

Top Replied-To in G2:
@shama
@forthports
@tpt_transnet
@btcexpertindia
@wazirxindia
@simplykashif
@nischalshetty
@ashish343
@hapaglloydag
@freightalley

Top Replied-To in G3:
@hakomtimeseries
@chidambara09
@sharleneisenia
@dhinchcliffe
@fabriziobustama
@noliewithbtc
@business
@supplychaind
@gerald_bader

Top Replied-To in G4:
@govabbott
@gregabbott_tx
@yourlittldogtwo
@potus
@gop
@reallyamerican1
@abcpolitics
@byrondonalds
@johnson_annitra
@funder

Top Replied-To in G5:
@betoorourke
@ana_boata
@clairecmc
@gregabbott_tx

Top Replied-To in G6:
@jonahfurman
@economics
@paulpage
@dbrades89
@wsj
@supplychaindive

Top Replied-To in G8:
@target
@cnbc
@wsj
@carlquintanilla

Top Replied-To in G9:
@ingrahamangle
@chris_1791
@freebeacon
@breitbartnews
@tedcruz
@throwawayalien

Top Replied-To in G10:
@chainalytics

Top Mentioned
Top Mentioned in Entire Graph:
@antgrasso
@fabriziobustama
@scottwluton
@informationage
@govabbott
@jnctechlabs
@ronald_vanloon
@sap
@gregabbott_tx
@ddayen

Top Mentioned in G1:
@cottonguru
@genovationinc
@datexcorpwms
@evienwriter
@merlinsourcing
@t0ussaint
@sellablestuff
@thebvaa
@wtalogistics
@cty_tri

Top Mentioned in G2:
@vodafonebiz
@simarcol
@richardeudes
@freightwaves
@morleyconsult
@evolutionfwdg
@drtomdepaoli
@crc_investor
@maritimegateway
@frost_sullivan

Top Mentioned in G3:
@scottwluton
@fabriziobustama
@antgrasso
@informationage
@sap
@iotbusinessnews
@_supplychainnow
@hakomtimeseries
@haroldsinnott
@mckinsey

Top Mentioned in G4:
@govabbott
@gregabbott_tx
@potus
@shopgirl479
@cesarjblanco
@tx_ta
@gop
@jenaglez
@txbiz
@petebuttigieg

Top Mentioned in G5:
@ronald_vanloon
@gigadgets_
@informationage
@aaron_hurst
@hbanhire
@betoorourke
@orbitalmarine
@ouakama
@stratorob
@thegetlostloser

Top Mentioned in G6:
@maritimenetwor1
@ltdmanagement
@supplychaindive
@wsj
@asu
@wpcareyschool
@supplychaind
@isabellebiscuit
@maritimegateway
@joc_updates

Top Mentioned in G7:
@ershares
@locusrobotics
@martawaydel
@cyberalliance
@geenensp
@hypoweb
@radware
@live_freight
@nejenkins
@cybera

Top Mentioned in G8:
@walmart
@gs1_us
@marketwatch
@amazon
@cnbc
@fedex
@gs1connect
@forbes
@coach
@katespadeny

Top Mentioned in G9:
@breitbartnews
@disclosureuap
@michaelpbreton
@joe_warmington
@rupasubramanya
@ezralevant
@themarieoakes
@quakemedia
@potus
@nataliekitro

Top Mentioned in G10:
@scmr
@sdcexec
@acumatica
@scbrain
@sap
@choco_app
@foodlogistics
@poweredbymhi
@marinamayer
@automationworld

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@tesco
@paoloigna1
@chidambara09
@marketbeatcom
@chris_1791
@rk70534
@xaelbot
@codedailybot
@meruemgi

Top Tweeters in G1:
@filafresh
@paoloigna1
@marketbeatcom
@info_lavoro
@janiecestaton
@briefingcom
@theriverwanders
@techjunkiejh
@ilovebooks786
@colmant_

Top Tweeters in G2:
@meruemgi
@sudeepkhatri
@tmobile
@trackntracer
@theeconomist
@greentechdon
@asos
@waitrose
@gdpr25thmay18
@capitaine_jan

Top Tweeters in G3:
@chidambara09
@xaelbot
@codedailybot
@evankirstel
@digestwordpress
@business
@dataaugmented
@hubofml
@botsecx
@shrewsmorris

Top Tweeters in G4:
@carlyinnj
@amazingchevvolt
@knight201701
@ewindham3
@mijomojo1
@nytimes
@foxnews
@montpellier21
@latimes
@washingtonpost

Top Tweeters in G5:
@calcaware
@ssxman2
@gezgintrk
@etnowlive
@bulldoghill
@bot_innovation
@11alivenews
@trippbraden
@dominos
@buydirectusa

Top Tweeters in G6:
@botfemale
@wsj
@teamshakeri
@splash_247
@safiroanejo
@economics
@lowsulfurbunker
@jordib_v
@jdiazcardiel
@ebuyerpro

Top Tweeters in G7:
@scalarhumanity
@robotconsumer
@cyberdfir
@pmprouk
@ibmdeveloper
@hackingdom_io
@_jakashi
@socialtmantra
@cyber_spanish
@globalync_net

Top Tweeters in G8:
@walmart
@cnbc
@marketwatch
@smh
@npr
@wsjp_insight
@carlquintanilla
@target
@weincludedorg
@ibdinvestors

Top Tweeters in G9:
@chris_1791
@ezralevant
@joe_warmington
@breitbartnews
@freebeacon
@sandradxb
@rupasubramanya
@ggreenwald
@michaelpbreton
@michaeltaube

Top Tweeters in G10:
@acumatica
@supplychainblog
@iotmore
@wsjlogistics
@poweredbymhi
@calerpnews
@chargebacks911
@learnsharebuild
@sdcexec
@bessemervp


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