supplychain, Twitter, 3/19/2022 7:55:29 PM, 273272


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supplychain_2022-03-19_12-18-01.xlsx
supplychain_2022-03-19_12-18-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2022
Short Description:
supplychain via NodeXL https://bit.ly/3CSvPmw
@booly_supply
@schneiderelec
@renaulttrucksco
@mnwsupplychain
@fr_supplychain
@scottwluton
@ronald_vanloon
@vox_log
@supplychain
@abbottlogistics

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

Description:
Description
The graph represents a network of 4,364 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, 19 March 2022 at 19:28 UTC.

The requested start date was Saturday, 19 March 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 2-day, 5-hour, 44-minute period from Wednesday, 16 March 2022 at 12:09 UTC to Friday, 18 March 2022 at 17:54 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 : 4364
Unique Edges : 3624
Edges With Duplicates : 10535
Total Edges : 14159
Number of Edge Types : 5
Retweet : 4148
Tweet : 2617
MentionsInRetweet : 5479
Mentions : 1789
Replies to : 126
Self-Loops : 2690
Reciprocated Vertex Pair Ratio : 0.0228163992869875
Reciprocated Edge Ratio : 0.0446148483792262
Connected Components : 490
Single-Vertex Connected Components : 337
Maximum Vertices in a Connected Component : 3444
Maximum Edges in a Connected Component : 12977
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.111976
Graph Density : 0.000301363456934017
Modularity : 0.36017
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,364 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, 19 March 2022 at 19:28 UTC.

The requested start date was Saturday, 19 March 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 2-day, 5-hour, 44-minute period from Wednesday, 16 March 2022 at 12:09 UTC to Friday, 18 March 2022 at 17:54 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:
[41] https://drtombooks.com/
[17] https://morpheus.network/
[15] https://evolutionforwarding.com/
[15] https://ocw.mit.edu/courses/find-by-topic/
[13] https://techcrunch.com/2022/03/16/bmws-cto-on-electrification-and-supply-chain-issues/
[11] https://blog.reversinglabs.com/blog/not-all-sboms-are-the-same-choose-wisely?utm_campaign=NIST-SBOM&utm_content=201390875&utm_medium=social&utm_source=twitter&hss_channel=tw-146486666
[11] https://www.simarco.com/
[11] https://anytimecouriers.co.uk/
[11] https://multifreight.com/
[11] http://www.globalbigdataconference.com/news/147505/3-data-and-analytics-trends-that-will-dominate-2022.html

Top URLs in Tweet in G1:
[41] https://drtombooks.com/
[10] https://techcrunch.com/2022/03/16/bmws-cto-on-electrification-and-supply-chain-issues/
[8] https://secure.campaigner.com/csb/Public/show/9fx3-2ij7h6--yj7m8-uycav71
[7] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860,Books
[6] https://www.amazon.com/dp/B091WJGSGS?ref_=pe_3052080_397514860
[4] https://tonernews.com/forums/topic/covid-19-china-puts-toner-cloner-capitol-shenzhen-under-citywide-lockdown-again-video/
[4] https://www.youtube.com/watch?v=2t9iAPobVK4

[4] https://www.bizcommunity.com/Article/196/760/226025.html
[4] https://www.davidnorford.info
[4] https://www.govexec.com/management/2021/08/how-reduce-carbon-impact-and-risk-supply-chains/184591/

Top URLs in Tweet in G2:
[3] https://www.investing.com/news/stock-market-news/bmw-michelin-hit-by-supplychain-disruption-publicis-cedes-control-in-russia-2785752?utm_source=dlvr.it&utm_medium=twitter
[3] https://disruptive.asia/japan-quake-deals-another-blow-to-global-chipset-supply-chain/
[3] https://www.gs1si.org/Kaj-ponujamo/Izobra%C5%BEevanja/Dogodki/Identifikacija-lokacij-z-GS1-GLN
[3] https://ricercamy.com/posizioni-aperte/supply-chain-manager/
[2] http://www.investing.com/news/stock-market-news/bmw-michelin-hit-by-supplychain-disruption-publicis-cedes-control-in-russia-2785752
[2] https://buffaloinabox.com/
[2] https://event.on24.com/wcc/r/3696241/8E272C166133150C6D52F31E2CA9CF03?partnerref=SOTW
[2] https://procurement-live.com/
[2] https://us02web.zoom.us/webinar/register/WN_9t1KuEeEQLqn0KZ3IlsL5Q
[2] https://techcrunch.com/2022/03/16/bmws-cto-on-electrification-and-supply-chain-issues/

Top URLs in Tweet in G3:
[16] https://morpheus.network/
[13] https://evolutionforwarding.com/
[10] https://www.simarco.com/
[10] https://anytimecouriers.co.uk/
[9] https://multifreight.com/
[7] https://brownfieldagnews.com/news/supply-chain-concerns-and-infrastructure-top-of-mind-for-farmers/
[6] https://www.simarco.com/did-you-know-that-today-is-global-recycling-day/
[6] https://www.wibozi.com/
[5] https://www.simarco.com/po-ferry-cancellations-leading-to-delays/
[5] https://jenkar.com/po-cancel-ferries-cut-800-staff/

Top URLs in Tweet in G4:
[9] https://blog.reversinglabs.com/blog/not-all-sboms-are-the-same-choose-wisely?utm_campaign=NIST-SBOM&utm_content=201390875&utm_medium=social&utm_source=twitter&hss_channel=tw-146486666
[7] https://www.holosailtechnologies.com/
[6] https://youtu.be/KZBIlHZAUbk
[5] https://www.pieternagel.com/paper-li/
[4] https://procurement-live.com/
[4] https://www.jd.com
[4] https://technative.io/operations-transformed-supply-chain-visibility/
[4] https://zipaworld.com/
[4] https://www.abiresearch.com/analyst-insider/
[4] https://www.decipherzone.com/blog-detail/blockchain-iot-supply-chain

Top URLs in Tweet in G6:
[3] https://infra.economictimes.indiatimes.com/s/p1pnh7n
[2] https://www.forbes.com/sites/forbestechcouncil/2022/03/14/transforming-the-supply-chain-with-data-analytics-and-intelligence/?sh=8db086b79faf
[1] https://www.information-age.com/blockchain-technology-for-supply-chain-123498757/
[1] https://www.supplychain247.comhttps/www.supplychain247.com/article/south_carolina_ports_authority_coo_barbara_melvin_offers_up_observations_on?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.supplychain247.com/article/ups_heralds_partnership_with_novavax_for_vaccine_distribution_and_delivery?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.supplychain247.com/article/qa_glenn_koepke_svp_of_customer_success_fourkites?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.supplychain247.comhttps/www.supplychain247.com/article/do_you_need_to_break_up_with_your_3pl?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.supplychain247.com/article/panjiva_report_u.s._bound_shipments_for_february_see_sequential_declines_an?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.supplychain247.com/article/qa_glenn_koepke_gm_of_network_collaboration_fourkites?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.supplychain247.com/article/u.s._retail_sales_continue_to_point_to_growth_in_Februar_reports_commerce_a?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[6] https://www.joc.com/maritime-news/container-lines/new-import-forecast-us-retailers-heightens-congestion-fears_20220308.html
[4] https://www.joc.com/maritime-news/container-lines/maersk-line/maersk-subpoenaed-part-us-supply-chain-%E2%80%98investigation%E2%80%99_20220315.html?utm_source=twitter&utm_medium=content&utm_campaign=article
[3] https://www.theguardian.com/environment/2022/mar/15/covid-coronavirus-us-food-system-pandemic-cracks
[3] https://venturebeat.com/2022/02/24/ukraine-supplies-90-percent-of-us-semiconductor-grade-neon-what-it-means-to-chip-supply-chain/
[3] https://www.cnbc.com/2022/03/15/intel-commits-36-billion-to-making-chips-in-europe.html
[3] https://smartmaritimenetwork.com/2022/03/16/orbcomm-launches-latest-reefer-iot-device/
[2] https://futurumresearch.com/research-notes/intel-details-massive-investment-plans-for-rd-in-the-european-union/
[2] https://www.cnbc.com/2022/03/14/tesla-has-bought-aluminum-from-russian-supplier-rusal-since-2020.html
[1] https://www.cnbc.com/2022/01/26/wind-energy-faces-tough-2022-as-supply-chain-issues-persist-vestas.html
[1] https://www.benzinga.com/news/20/06/16193216/commentary-how-digital-transformation-builds-supply-chain-resilience

Top URLs in Tweet in G8:
[2] https://industrytoday.com/how-to-calm-supply-chain-disruptions/
[2] https://www.iscea.org/iisb-executives
[2] https://www.ascm.org/ascm-insights/scm-now-impact/tracking-sanctions-on-russia-and-their-impact-on-supply-chains/?utm_source=twitter&utm_medium=social&utm_campaign=scm-impact-2022&utm_content=20220315-tracking-sanctions
[1] https://www.gartner.com/en/articles/how-to-communicate-supply-chain-driven-shortages-and-delays-to-customers?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA-SWG-QA
[1] https://surveys.gartner.com/s/sc_thriving_amid_heightened_complexities?sf254510946=1
[1] https://www.gartner.com/en/supply-chain/insights/building-agile-supply-chain?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-RM-SC-CP&utm_content=&sf254486936=1
[1] https://www.gartner.com/en/newsroom/press-releases/2022-03-16-gartner-announces-the-2022-power-of-the-profession-supply-chain-award-winners?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-PR&utm_content=tw-gartner-sc&sf254566515=1
[1] https://www.gartner.com/en/articles/preparing-for-the-worst-is-the-best-logistics-strategy-now-more-than-ever-1
[1] https://www.gartner.com/smarterwithgartner?type=Choose
[1] your

Top URLs in Tweet in G9:
[5] https://boomreturns.com/return-pickup-the-future-or-a-fad/
[4] https://twitter.com/_supplychainnow/status/1504487262871953420
[3] https://twitter.com/_supplychainnow/status/1503762652006432769
[3] https://gffsolutions.ups.com/SCS-Email-Subscription-2.html
[3] https://twitter.com/_supplychainnow/status/1503400443673649153
[3] https://www.thesaasnews.com/news/workhound-secures-12-million-in-series-a
[2] https://www.linkedin.com/company/supply-chain-is-boring
[2] https://www.modexshow.com/
[2] https://www.ttnews.com/articles/price-gas-has-climbed-45c-past-week?cid=19671
[2] https://ukraine.eopoland.org/

Top URLs in Tweet in G10:
[6] https://www.ericsson.com/en/about-us/new-world-of-possibilities/pioneering-a-sustainable-future?utm_medium=social_influencer&utm_source=LINKEDIN&utm_campaign=gfmc-mwc2022_20220215
[4] https://www.coldchainfederation.org.uk/voice/cold-chain-podcast/
[3] https://www.coldchainfederation.org.uk/members/associate-members/
[2] https://newfood.events/food-integrity-2022/?zcs=BNLinkedIn&campaign_source=BNLinkedIn
[2] https://wartsi.ly/3CO1a9O?hsamp_network=twitter&hsamp=b0optOYf%2Bfs9
[1] https://scholarlypublishingcollective.org/psup/transportation-journal/article/60/1/20/197373/Exploring-National-Culture-Impact-on-Logistics
[1] https://r.socialstudio.radian6.com/6bc05f7a-04f6-43f1-b32f-e72916e32be9
[1] https://wartsi.ly/3CO1a9O?hsamp_network=twitter&hsamp=bArWAZEeH3vn
[1] https://content.the7bridges.com/supply-chain-resilience-for-2022?utm_campaign=2022%20Resilience%20%2F%202021%20Supply%20Chain%20Post-Mortem&utm_content=200946261&utm_medium=social&utm_source=twitter&hss_channel=tw-1260264989899788290
[1] https://twitter.com/khulood_almani/status/1503704862059597824

Top Domains
Top Domains in Tweet in Entire Graph:
[301] careerarc.com
[159] twitter.com
[100] youtube.com
[95] linkedin.com
[81] co.uk
[54] drtombooks.com
[54] dy.si
[49] maritime-network.com
[37] aplitrak.com
[35] forbes.com

Top Domains in Tweet in G1:
[290] careerarc.com
[59] youtube.com
[54] drtombooks.com
[47] twitter.com
[41] linkedin.com
[41] co.uk
[37] aplitrak.com
[18] com.au
[18] tonernews.com
[16] maritime-network.com

Top Domains in Tweet in G2:
[25] twitter.com
[17] linkedin.com
[12] youtube.com
[8] co.uk
[7] investing.com
[5] careerarc.com
[3] zoom.us
[3] google.com
[3] com.mx
[3] easyapply.jobs

Top Domains in Tweet in G3:
[21] simarco.com
[17] atlantic-pacific.com
[16] morpheus.network
[14] co.uk
[13] evolutionforwarding.com
[9] multifreight.com
[9] jenkar.com
[7] brownfieldagnews.com
[7] wibozi.com
[5] disruptive.asia

Top Domains in Tweet in G4:
[11] reversinglabs.com
[9] technative.io
[8] technologyreview.com
[7] on24.com
[7] holosailtechnologies.com
[6] supplychaindigital.com
[6] youtu.be
[5] pieternagel.com
[5] zipaworld.com
[5] abiresearch.com

Top Domains in Tweet in G6:
[16] supplychain247.com
[6] supplychain247.comhttps
[6] indiatimes.com
[3] scdigest.com
[2] linkedin.com
[2] ratelinx.com
[2] forbes.com
[2] allthingssupplychain.com
[1] information-age.com
[1] wsj.com

Top Domains in Tweet in G7:
[12] joc.com
[9] cnbc.com
[3] theguardian.com
[3] venturebeat.com
[3] smartmaritimenetwork.com
[2] futurumresearch.com
[1] benzinga.com
[1] thomasnet.com
[1] gov.ph
[1] co.uk

Top Domains in Tweet in G8:
[10] gartner.com
[5] industrytoday.com
[3] mckinsey.com
[3] co.uk
[2] iscea.org
[2] ascm.org
[1] wsj.com
[1] sap.to
[1] tech.eu
[1] crunchbase.com

Top Domains in Tweet in G9:
[13] twitter.com
[5] ups.com
[5] boomreturns.com
[3] linkedin.com
[3] thesaasnews.com
[2] modexshow.com
[2] ttnews.com
[2] eopoland.org
[2] upstateinternational.org
[2] supplychainnow.com

Top Domains in Tweet in G10:
[7] org.uk
[6] ericsson.com
[4] wartsi.ly
[4] ejarn.com
[2] newfood.events
[1] scholarlypublishingcollective.org
[1] radian6.com
[1] the7bridges.com
[1] twitter.com
[1] wartsila.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5004] supplychain
[685] logistics
[216] procurement
[200] manufacturing
[184] shipping
[139] technology
[127] ai
[121] china
[121] freight
[114] inflation



Top Hashtags in Tweet in G1:
[2777] supplychain
[315] logistics
[131] manufacturing
[92] procurement
[70] shipping
[69] china
[58] freight
[54] technology
[52] ukraine
[50] covid19

Top Hashtags in Tweet in G2:
[347] supplychain
[48] logistics
[16] manufacturing
[13] shipping
[12] ecommerce
[12] inflation
[12] procurement
[10] logistica
[9] transport
[9] cargo

Top Hashtags in Tweet in G3:
[156] supplychain
[63] logistics
[25] transport
[21] freight
[17] construction
[16] containercoin
[16] ctnr
[16] binancesmartchain
[14] shipping
[13] dangerousgoods

Top Hashtags in Tweet in G4:
[176] supplychain
[34] cybersecurity
[26] logistics
[26] technology
[24] iot
[20] tech
[17] ai
[17] sustainability
[17] software
[16] timtalk

Top Hashtags in Tweet in G5:
[38] scm4
[6] colorsofscm4
[2] contestalert
[2] contest

Top Hashtags in Tweet in G6:
[86] supplychain
[42] artificialintelligence
[37] ai
[35] innovation
[32] drone
[17] logistics
[16] ecommerce
[15] trends
[15] grocery
[6] scm

Top Hashtags in Tweet in G7:
[81] supplychain
[20] ai
[17] infographic
[16] logistics
[15] technology
[12] digitaltransformation
[11] ml
[11] iot
[10] ukraine
[9] internetofthings

Top Hashtags in Tweet in G8:
[47] supplychain
[11] digitaltransformation
[7] gartnersc
[6] logistics
[5] infographic
[5] covid19
[4] tech
[3] technology
[3] startup
[3] innovation

Top Hashtags in Tweet in G9:
[67] supplychain
[12] procurement
[12] freight
[5] reverselogistics
[5] returns
[5] ecommerce
[4] data
[4] thursdayvibes
[3] saas
[3] employeeengagementsoftware

Top Hashtags in Tweet in G10:
[48] supplychain
[30] logistics
[24] innovation
[23] tech
[23] digital
[22] industry
[14] extremeweather
[14] climatechange
[7] 5g
[6] technology

Top Words
Top Words in Tweet in Entire Graph:
[5003] #supplychain
[1369] supply
[1149] chain
[808] more
[776] job
[686] #logistics
[661] link
[613] bio
[489] click
[448] see

Top Words in Tweet in G1:
[2776] #supplychain
[756] supply
[737] job
[634] chain
[602] link
[575] bio
[479] more
[457] click
[356] see
[347] latest

Top Words in Tweet in G2:
[347] #supplychain
[92] supply
[83] chain
[51] more
[48] #logistics
[23] learn
[20] link
[19] logistics
[19] supplychain
[18] read

Top Words in Tweet in G3:
[156] #supplychain
[63] #logistics
[60] supply
[57] top
[50] take
[48] mnwsupplychain
[43] very
[41] security
[37] seriously
[37] aside

Top Words in Tweet in G4:
[176] #supplychain
[46] more
[38] supply
[34] chain
[34] #cybersecurity
[29] global
[26] join
[26] #logistics
[26] #technology
[24] #iot

Top Words in Tweet in G5:
[76] knowerx
[38] john
[38] deere
[38] supplychain
[38] expert
[38] purdue
[38] pgp
[38] certification
[38] #scm4
[11] join

Top Words in Tweet in G6:
[86] #supplychain
[42] #artificialintelligence
[39] supply
[37] #ai
[36] chain
[35] future
[35] delivery
[35] #innovation
[32] amazon's
[32] vision

Top Words in Tweet in G7:
[81] #supplychain
[21] joc_updates
[21] mvollmer1
[20] #ai
[17] #infographic
[16] supply
[16] #logistics
[15] #technology
[13] jongolddc
[13] chain

Top Words in Tweet in G8:
[47] #supplychain
[33] supply
[32] chain
[11] #digitaltransformation
[8] learn
[8] more
[8] international
[8] standards
[8] board
[8] iisb

Top Words in Tweet in G9:
[67] #supplychain
[37] supply
[37] chain
[33] scottwluton
[30] ups
[21] _supplychainnow
[18] global
[16] connect
[15] virtual
[12] #procurement

Top Words in Tweet in G10:
[48] #supplychain
[30] #logistics
[24] #innovation
[23] #tech
[23] #digital
[22] forces
[22] changing
[22] #industry
[21] khulood_almani
[19] #

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1116] supply,chain
[609] link,bio
[392] click,link
[295] #supplychain,job
[210] #supplychain,#logistics
[188] #logistics,#supplychain
[182] bio,see
[172] bio,apply
[145] latest,#supplychain
[144] see,latest

Top Word Pairs in Tweet in G1:
[620] supply,chain
[574] link,bio
[369] click,link
[279] #supplychain,job
[168] bio,see
[161] bio,apply
[139] see,latest
[139] latest,#supplychain
[124] great,fit
[111] #supplychain,#logistics

Top Word Pairs in Tweet in G2:
[81] supply,chain
[20] #supplychain,#logistics
[16] link,bio
[13] learn,more
[10] click,link
[10] #logistics,#supplychain
[9] finance,accounting
[9] accounting,金融会计代考
[8] bio,apply
[7] #supplychain,job

Top Word Pairs in Tweet in G3:
[37] take,security
[37] security,very
[37] very,seriously
[37] seriously,aside
[37] aside,utilizing
[37] utilizing,defense
[37] defense,depth
[37] depth,principles
[37] principles,technology
[37] technology,top

Top Word Pairs in Tweet in G4:
[31] supply,chain
[17] #supplychain,#logistics
[16] more,cybersecure
[16] cybersecure,mirko
[16] mirko,ross
[13] security,key
[13] key,forgotten
[13] forgotten,ingredient
[13] ingredient,transition
[13] transition,smart

Top Word Pairs in Tweet in G5:
[38] john,deere
[38] deere,supplychain
[38] supplychain,expert
[38] expert,purdue
[38] purdue,pgp
[38] pgp,certification
[37] knowerx,john
[36] certification,#scm4
[32] #scm4,knowerx
[11] knowerx,join

Top Word Pairs in Tweet in G6:
[36] supply,chain
[34] #ai,#artificialintelligence
[32] amazon's,vision
[32] vision,future
[32] future,delivery
[32] delivery,#drone
[32] #drone,blimp
[32] blimp,uniladtech
[32] uniladtech,#ai
[32] #artificialintelligence,#innovation

Top Word Pairs in Tweet in G7:
[12] supply,chain
[8] #supplychain,#trending
[8] #trending,#distributormanagement
[8] ee,uu
[8] uu,lanza
[8] lanza,plataforma
[8] plataforma,digital
[8] digital,intercambio
[8] intercambio,información
[8] información,mejorar

Top Word Pairs in Tweet in G8:
[32] supply,chain
[8] international,standards
[8] standards,board
[8] board,iisb
[6] #gartnersc,#supplychain
[5] chain,future
[5] learn,more
[5] queues,container
[5] container,ships
[5] ships,outside

Top Word Pairs in Tweet in G9:
[37] supply,chain
[15] chain,virtual
[15] virtual,connect
[12] 3rd,supply
[12] connect,march
[12] march,9th
[12] 9th,ups
[12] ups,brought
[12] brought,together
[12] together,leading

Top Word Pairs in Tweet in G10:
[26] #logistics,#supplychain
[22] forces,changing
[22] changing,#logistics
[22] #supplychain,#industry
[22] #tech,#digital
[22] #digital,#innovation
[19] #innovation,#
[16] insight,forces
[16] #industry,khulood_almani
[16] khulood_almani,#tech

Top Replied-To
Top Replied-To in Entire Graph:
@knowerx
@govparsonmo
@hmrcgovuk
@oracle
@cnbc
@business
@whaleeverything
@jackienorthmm
@afp
@emitwise

Top Replied-To in G1:
@hmrcgovuk
@gm
@jackienorthmm
@afp
@emitwise
@achillesltd
@smira
@irmglobal
@daveractliffe
@infocast_events

Top Replied-To in G3:
@mikehscryp

Top Replied-To in G4:
@cygnetinfotech

Top Replied-To in G5:
@knowerx

Top Replied-To in G7:
@repdustyjohnson
@mvollmer1
@intel

Top Replied-To in G8:
@oracle
@apple

Top Replied-To in G9:
@ups
@scottwluton

Top Replied-To in G10:
@coldchainfed

Top Mentioned
Top Mentioned in Entire Graph:
@electraprotocol
@procurious_
@oracle
@mnwsupplychain
@drtomdepaoli
@ltdmanagement
@scottwluton
@ken_ozioma
@ronald_vanloon
@uniladtech

Top Mentioned in G1:
@drtomdepaoli
@procurious_
@oracle
@maritimenetwor1
@lancescoular
@ltdmanagement
@logisticsmatter
@logisticsexpert
@cast_ukjobs
@primaryvision

Top Mentioned in G2:
@buffaloinabox
@sallyportcf
@kristitalmadge
@boxarr
@adn_france
@klsgroup
@foodinstitute
@harishferoke
@enfasisrevista
@peruretail

Top Mentioned in G3:
@mnwsupplychain
@simarcol
@containercoin
@atlanticpac
@wibozicom
@evolutionfwdg
@coin_arena
@farmtrade
@trippledutch
@een_eu

Top Mentioned in G4:
@coupa
@technative
@asvin_iot
@techreview
@finddx
@sap
@reversinglabs
@dlaignite
@supplychaind
@thehackettgroup

Top Mentioned in G5:
@knowerx
@ranjank1706
@deepak62032235
@handsomeraaj
@rajeshsapra
@chandansahoo378
@subhrabera17
@manisha10832911
@pinkydholakia
@kajolsaxena7

Top Mentioned in G6:
@uniladtech
@ronald_vanloon
@sallyeaves
@adobeexpcloud
@atscblog
@retailbird
@supplychainblog
@et_infra
@rejindra
@mr_supply_chain

Top Mentioned in G7:
@mvollmer1
@joc_updates
@jongolddc
@jamesvgingerich
@nrfnews
@intel
@amshuhu_itech
@mundomaritimo
@probsolvecaucus
@dbrades89

Top Mentioned in G8:
@antgrasso
@gartner_inc
@antgrasso_it
@gartner_sc
@iscea
@energy40news
@alarabiya_eng
@ind_today
@mckinsey
@solventglobal

Top Mentioned in G9:
@scottwluton
@ups
@_supplychainnow
@gregoryswhite
@pauljnoble
@verusen_ai
@workhound
@heavensvillered
@eskerinc
@goalloy

Top Mentioned in G10:
@khulood_almani
@amitchampaneri1
@maersk
@coldchainshane
@clarebottle
@wartsilacorp
@coldchainfed
@techmenttech
@ericsson
@glengilmore

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@alerttrade
@oldlady12345
@chidambara09
@gambiste1
@xaelbot
@codedailybot
@cybersecurityn8
@evankirstel
@jfsebastian146

Top Tweeters in G1:
@alerttrade
@drtomdepaoli
@etnowlive
@briefingcom
@r___83___o
@techjunkiejh
@buydirectusa
@wtop
@politico
@data_nerd

Top Tweeters in G2:
@info_lavoro
@investingstockz
@newsinvesting
@buffaloinabox
@mrsyiswhy
@traveling_89
@valenzuelapost
@naturalbeings01
@valuewalk
@nunnun106

Top Tweeters in G3:
@sudeepkhatri
@tatzanx
@kimwillful
@cnbctv18news
@psuitenetwork
@globalhealthbot
@booly_tier1
@flyingpenguin63
@rhinocapital_
@fluffybabe_

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@rvp
@fabriciosx
@botcybersec
@calcaware
@botsecx
@tmobile
@education_24x7
@timothy_hughes

Top Tweeters in G5:
@cool_bindra
@umesh97705207
@sagar2612
@bokadia_vinita
@kinjal__01
@pinkydholakia
@cuteushakumari
@rjanardhan
@kalpana7867
@harpreets95

Top Tweeters in G6:
@breizh2008
@bot_innovation
@biconnections
@satyajit1910
@blkhwk0ps
@kuriharan
@yvesmulkers
@santhoshraman6
@bw
@corruptpunjab

Top Tweeters in G7:
@thecuriousluke
@the404code
@rwang0
@jamesvgingerich
@openmarketingtv
@foodmfguk
@mikeargi
@fabriziobustama
@bindyb123
@mvollmer1

Top Tweeters in G8:
@chidambara09
@wsj
@alarabiya_eng
@taizun_tapia
@robinwauters
@huguenothouse
@tech_eu
@anabl18
@rww
@elliotkane

Top Tweeters in G9:
@oldlady12345
@evankirstel
@jimmyroybloom
@akwyz
@kevin_jackson
@chrisri80029765
@jmkuhn99
@maryjanekeao
@mikevaden2
@ralexjimenez

Top Tweeters in G10:
@xaelbot
@codedailybot
@jfsebastian146
@fluttbot
@botfemale
@ivolkman
@pythonroboto
@py_data_sci
@manifattura40
@mohdalaqeili


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