supplychain, Twitter, 1/11/2021 5:49:55 PM, 245418


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supplychain_2021-01-09_12-46-43.xlsx
supplychain_2021-01-09_12-46-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 11, 2021
Short Description:
supplychain via NodeXL https://bit.ly/39lDqf5
@ottlegalrebels
@mvollmer1
@chidambara09
@ronald_vanloon
@europeancxorg
@pawlowskimario
@fabriciosx
@pyscalellc
@xplynx
@dbschenkerusa

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

Description:
Description
The graph represents a network of 5,002 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, 09 January 2021 at 21:00 UTC.

The requested start date was Saturday, 09 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 5-day, 6-hour, 8-minute period from Sunday, 03 January 2021 at 18:51 UTC to Saturday, 09 January 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 : 5002
Unique Edges : 4036
Edges With Duplicates : 9059
Total Edges : 13095
Number of Edge Types : 5
Tweet : 3617
Retweet : 3042
MentionsInRetweet : 4196
Mentions : 2130
Replies to : 110
Self-Loops : 3729
Reciprocated Vertex Pair Ratio : 0.0362059211766924
Reciprocated Edge Ratio : 0.0698817106460419
Connected Components : 1438
Single-Vertex Connected Components : 970
Maximum Vertices in a Connected Component : 2324
Maximum Edges in a Connected Component : 7821
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.341877
Graph Density : 0.000219668181517635
Modularity : 0.432312
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 5,002 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, 09 January 2021 at 21:00 UTC.

The requested start date was Saturday, 09 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 5-day, 6-hour, 8-minute period from Sunday, 03 January 2021 at 18:51 UTC to Saturday, 09 January 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:
[28] https://www.multifreight.com/
[27] http://evolutionforwarding.com/
[24] http://adlmedia.co.uk/
[21] https://anytimecouriers.co.uk/
[21] http://dgpacking.wpengine.com/
[16] https://www.gartner.com/smarterwithgartner/supply-chain-strategic-planning-must-account-for-5-key-capabilities/
[16] https://www.forbes.com/sites/sap/2020/07/22/no-excuses-ensuring-the-safety-of-your-workforce-is-a-top-priority-for-a-sustainable-supply-chain/#24b9c2a57e86
[16] https://www.weforum.org/agenda/2020/06/technology-pioneers-2020
[15] https://livecanna.com/
[14] https://www.analyticsinsight.net/business-intelligence-and-analytics-to-make-manufacturing-smarter/

Top URLs in Tweet in G1:
[7] https://objectsecurity.com/scrams/
[6] https://www.rateitgreen.com/green-building-articles/shipping-containers-a-new-trend-for-green-buildings/124
[6] https://www.cyberark.com/resources/blog/four-ways-to-protect-against-supply-chain-infiltration?utm_medium=referral&utm_source=on24&utm_campaign=cem_launch_event&utm_content=cloud_permissions_ebook
[6] https://rvs-solutions.com
[6] https://objectsecurity.com/scrams
[6] http://www.servispart.co.uk/eight-easy-ways-to-cut-supply-chain-logistics-costs-quickly/
[5] http://skshippings.com/
[4] https://www.industryweek.com/supply-chain/whitepaper/21151491/supply-chain-risks-that-could-easily-cripple-a-company
[4] https://www.staroutico.com/what-we-do/product-fostering
[4] https://www.semicab.com/blog/everything-you-need-to-know-about-dynamic-pricing

Top URLs in Tweet in G2:
[16] https://www.weforum.org/agenda/2020/06/technology-pioneers-2020
[14] https://www.analyticsinsight.net/business-intelligence-and-analytics-to-make-manufacturing-smarter/
[12] https://www.arcweb.com/events/arc-industry-forum-orlando
[11] https://www.datasciencecentral.com/profiles/blogs/how-prescriptive-analytics-is-changing-the-face-of-every-industry
[11] https://algorhythmtech.com/beat-planner-rhythm-2-0
[11] https://www.youtube.com/watch?v=kDFsh9para0&list=PL2D5xph6PTmX6ksKPr_TG16f5F4NPbJc_&index=10

[10] https://www.supplychaintoday.com/supply-chain-education/
[8] https://www.supplychaintoday.com/supply-chain-strategies/
[8] https://www.supplychaintoday.com/blockchain-internet-things-explained/
[7] https://www.supplychaintoday.com/lean-six-sigma-in-8-minutes/

Top URLs in Tweet in G3:
[12] https://www.cigniti.com/blog/rpa-testing-logistics-supply-chain/
[4] https://medium.com/quillhash/how-to-solve-shrimp-supply-chain-obstacles-by-adopting-blockchain-traceability-solution-6dcd91381d21?ref=quuu
[4] https://motive-offshore.com/careers/buyer
[2] https://www.wsj.com/articles/firms-want-to-adjust-supply-chains-post-pandemic-but-changes-take-time-11609081200
[2] https://bit.ly/3hJUuip
[2] https://ifothebehodler.medium.com/scan-dhs-adopt-blockchain-solution-improving-supply-chain-security-for-40-of-north-american-eca5d57f2e10
[2] http://www.chinadaily.com.cn/
[2] https://bit.ly/356NnM0
[2] https://www.youtube.com/watch?v=1ijJyO4Bn6I&feature=youtu.be

[2] https://my.sociabble.com/bRoSeZ3t7bfJ

Top URLs in Tweet in G4:
[4] https://www.ntgt.de/ra/s.aspx?s=432811X89825377X95938
[1] https://www.youtube.com/watch?v=OavylU9KN74&feature=youtu.be

[1] https://www.youtube.com/watch?v=B9qbFns4IMo&feature=youtu.be

[1] https://www.youtube.com/watch?v=7x8Cn_0evwo

[1] http://r.socialstudio.radian6.com/6563ae23-64b7-4892-8882-158bd2b833d2
[1] http://r.socialstudio.radian6.com/eadd8a28-e76b-4235-95ee-3afa9a4f7848
[1] https://www.africalogisticsmagazine.com/?q=fr/content/acheminement-du-vaccin-au-maroc-les-explications-denvirotainer-partenaire-de-la-ram
[1] https://www.africalogisticsmagazine.com/?q=fr/content/ceva-logistics-en-egypte-et-en-ethiopie
[1] https://www.africalogisticsmagazine.com/?q=fr/content/melilla-veut-une-liaison-maritime-avec-nador
[1] https://www.africalogisticsmagazine.com/?q=fr/content/reprise-timide-samedi-du-transport-routier-sur-les-liaisons-inter-wilayas

Top URLs in Tweet in G5:
[5] https://www.automation.com/en-us/articles/december-2020/three-supply-chain-strategies-results-manufacturer
[4] https://www.manufacturing.net/supply-chain/blog/21219461/what-supply-chain-transportation-networks-learned-in-2020
[4] https://www.supplychainquarterly.com/articles/4294-capacity-challenges-will-continue-in-2021
[4] https://www.forbes.com/sites/staceywidlitz/2021/01/04/future-of-retail-the-store-as-a-hub-model-and-the-consumer-is-the-pilot/
[3] https://www.supplychainbrain.com/blogs/1-think-tank/post/32356-key-considerations-for-winterizing-the-supply-chain
[3] https://bit.ly/3rPfzg6
[3] https://www-forbes-com.cdn.ampproject.org/c/s/www.forbes.com/sites/loracecere/2020/11/11/vaccine-to-vaccination-the-need-for-supply-chain-innovation/amp/
[3] https://hackernoon.com/integrate-a-route-optimization-api-to-save-millions-in-last-mile-costs-gc1n31xm
[3] https://ebom.com/coronavirus-supply-chain-issues/
[2] https://www.freightwaves.com/news/boeing-777-freighters-bring-relief-to-tight-air-cargo-market

Top URLs in Tweet in G6:
[12] https://www.gartner.com/smarterwithgartner/supply-chain-strategic-planning-must-account-for-5-key-capabilities/
[6] https://www.ft.com/content/e082b01d-fbd6-4ea5-a0d2-05bc5ad7176c
[4] https://freehipwee.blogspot.com/2021/01/six-sigma-green-belt-including-microsoft-excel-application.html
[4] https://www.pieternagel.com/paper-li/
[2] https://www.ascm.org/ascm-insights/prime-your-supply-chain-for-whats-next-with-digital-tools/?utm_campaign=blog-2021&utm_source=twitter&utm_medium=social&utm_content=20210108-prime-supply-chain-ascm
[2] https://www.linkedin.com/slink?code=dgiXgpR
[2] https://www.e2open.com/blueprint-managing-supply-chain-disruptions-any-size/?utm_medium=psa&utm_source=social-organic-twitter&utm_campaign=ca-wp-e2-blueprint-for-managing-supply-chain-disruptions-of-any-size-ds
[2] https://blogs.lse.ac.uk/businessreview/2021/01/08/artificial-intelligence-in-europe-do-not-miss-the-boat-again/
[2] https://www.ictworks.org/?p=13268#.X_XyZi5ZuqV.twitter
[1] https://collaborationclouds.garnet8.co.uk/insight/Integration-and-Collaboration-in-Supply-Chain?d=t&i=b4773fae-ed0d-405a-8eb8-a1711caa0580

Top URLs in Tweet in G7:
[6] https://www.supplychainbrain.com/blogs/1-think-tank/post/32374-twelve-post-pandemic-supply-chain-trends-for-2021
[4] https://twitter.com/_supplychainnow/status/1346104126581698561
[3] https://www.scmr.com/article/oil_update_still_need_fracking
[3] https://www.scmr.com/article/year_of_the_ox_wither_hong_kong
[3] https://buff.ly/382kGSl
[3] https://zoom.us/webinar/register/3316074347045/WN_Rb7CTHx_QUqSpOT2TnRoGQ
[2] https://buff.ly/3rGyIAC
[2] https://supplychainnow.com/episode-542/
[2] https://www.youtube.com/watch?v=qtEG34b5UV8&feature=youtu.be

[2] http://www.sapics.org

Top URLs in Tweet in G8:
[1] https://attendee.gotowebinar.com/register/880939022956505614?source=social

Top URLs in Tweet in G9:
[12] https://www.beckershospitalreview.com/cybersecurity/11-healthcare-malware-ransomware-and-phishing-incidents-in-december.html
[11] https://mytechdecisions.com/network-security/making-the-business-case-for-cybersecurity/
[6] https://bit.ly/2JRX9u6
[6] https://www.grandite.com/webinar_20210107.html
[4] https://itbrief.com.au/story/cybersecurity-spending-to-increase-following-solarwinds-hacking
[4] https://www.amazon.com/Luxury-Fashion-Retail-Industry-Report-ebook/dp/B07XML28M5/ref=as_li_ss_tl?dchild=1&keywords=cuda+education+business&sr=8-2&linkCode=sl1&tag=nickdancriddr-20&linkId=11a5cb5cf1d6028374895bd3e1ecaa9e&language=en_US
[3] https://zoom.us/webinar/register/5616097728701/WN_0Uqm-rxTQPKEzfS2IzIEAQ
[2] https://bit.ly/3bl3ZTY
[2] https://zoom.us/webinar/register/WN_0Uqm-rxTQPKEzfS2IzIEAQ
[2] https://www.cbsnews.com/news/the-threats-arising-from-the-massive-solarwinds-hack/

Top URLs in Tweet in G10:
[13] https://www.sap.com/sea/products/integrated-business-planning.html
[13] https://www.forbes.com/sites/sap/2020/07/22/no-excuses-ensuring-the-safety-of-your-workforce-is-a-top-priority-for-a-sustainable-supply-chain/#24b9c2a57e86
[2] https://news.sap.com/2020/12/sap-moderna-covid-19-vaccine-distribution/
[1] https://www.forbes.com/sites/sap/2021/01/08/vision-of-the-future-2021-supply-chain-predictions/
[1] https://bit.ly/2LurQFS
[1] https://news.sap.com/?p=182033&source=social-Global-SAPNews-TWITTER-ThoughtLeadership-Network+and+Spend+Management-AI-spr-4388561773&campaigncode=CRM-YD20-SOC-BRSOCPT
[1] https://bit.ly/3b8XhAw
[1] https://blogs.sap.com/2020/09/22/supply-chain-disruptions-outsmarting-the-pandemic/?source=social-APJ-SAPIndia-TWITTER-MarketingCampaign-Training_Enablement-unspecified-IMC-SAPBlogNews-spr-4378279972&campaigncode=CRM-IN20-SOC-ORGANIC
[1] https://blogs.sap.com/2020/09/22/supply-chain-disruptions-outsmarting-the-pandemic/?source=social-Global-SAPIMC-TWITTER-AudienceEngagement-Training_Enablement-unspecified-IMC-SAPBlogNews-spr-4326578577&campaigncode=CRM-YD20-SOC-BRSOCPT
[1] https://www.forbes.com/sites/sap/2020/10/21/2020-vision-for-supply-chains-in-a-disruptive-world/?sh=6300a0106bfb

Top Domains
Top Domains in Tweet in Entire Graph:
[550] bit.ly
[151] twitter.com
[141] careerarc.com
[138] co.uk
[130] supplychaintoday.com
[121] linkedin.com
[88] buff.ly
[87] lnkd.in
[78] youtube.com
[61] forbes.com

Top Domains in Tweet in G1:
[305] bit.ly
[132] careerarc.com
[50] linkedin.com
[47] lnkd.in
[39] co.uk
[35] twitter.com
[15] supplychain247.com
[13] objectsecurity.com
[11] buff.ly
[10] ift.tt

Top Domains in Tweet in G2:
[127] supplychaintoday.com
[34] amazon.com
[19] bit.ly
[17] weforum.org
[17] analyticsinsight.net
[16] twitter.com
[13] youtube.com
[13] sdcexec.com
[12] reddit.com
[12] arcweb.com

Top Domains in Tweet in G3:
[19] bit.ly
[12] lnkd.in
[12] cigniti.com
[9] twitter.com
[6] medium.com
[6] youtube.com
[6] co.uk
[4] motive-offshore.com
[4] ascm.org
[3] linkedin.com

Top Domains in Tweet in G4:
[27] africalogisticsmagazine.com
[11] stattimes.com
[6] voxlog.fr
[5] youtube.com
[5] bit.ly
[4] ntgt.de
[4] logisticsbusiness.com
[2] radian6.com
[1] deliverme.city
[1] marketsandmarkets.com

Top Domains in Tweet in G5:
[19] bit.ly
[15] forbes.com
[10] buff.ly
[10] supplychaindive.com
[9] linkedin.com
[8] dcvelocity.com
[7] supplychainbrain.com
[5] dbschenker.com
[5] manufacturing.net
[5] automation.com

Top Domains in Tweet in G6:
[13] co.uk
[13] gartner.com
[8] bit.ly
[6] ft.com
[6] inboundlogistics.com
[4] linkedin.com
[4] blogspot.com
[4] onenetwork.com
[4] pieternagel.com
[3] ascm.org

Top Domains in Tweet in G7:
[16] supplychainnow.com
[12] scmr.com
[12] twitter.com
[9] buff.ly
[6] supplychainbrain.com
[6] youtube.com
[6] bit.ly
[4] fourkites.com
[3] kinaxis.com
[3] zoom.us

Top Domains in Tweet in G8:
[1] gotowebinar.com

Top Domains in Tweet in G9:
[24] itsupplychain.com
[16] bit.ly
[12] beckershospitalreview.com
[11] mytechdecisions.com
[6] grandite.com
[5] zoom.us
[4] com.au
[4] amazon.com
[4] twitter.com
[4] reversinglabs.com

Top Domains in Tweet in G10:
[35] bit.ly
[26] sap.com
[17] forbes.com
[3] dy.si
[2] anvyl.com
[1] youtube.com
[1] biopharmadive.com
[1] net.sap
[1] azom.com
[1] ibm.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5621] supplychain
[1199] logistics
[417] ai
[320] manufacturing
[273] covid19
[253] iot
[247] procurement
[225] blockchain
[212] scm
[209] digitaltransformation



Top Hashtags in Tweet in G1:
[2112] supplychain
[273] logistics
[99] manufacturing
[70] transportation
[67] shipping
[64] technology
[59] freight
[57] supplychainmanagement
[55] procurement
[54] warehouse

Top Hashtags in Tweet in G2:
[586] supplychain
[287] ai
[162] logistics
[144] iot
[107] machinelearning
[98] ml
[95] robotics
[79] digitaltransformation
[78] ces2021
[77] artificialintelligence

Top Hashtags in Tweet in G3:
[188] supplychain
[48] logistics
[17] rpa
[16] covid19
[15] brexit
[14] supplychainmanagement
[12] manufacturing
[12] softwaretesting
[10] qa
[9] management

Top Hashtags in Tweet in G4:
[120] supplychain
[72] logistics
[42] updates
[37] warehousing
[36] transportation
[32] digitalsupplychain
[30] manpower
[30] ai
[29] logistique
[27] covid

Top Hashtags in Tweet in G5:
[191] supplychain
[48] logistics
[28] shipping
[19] covid19
[15] iot
[10] covid
[10] transportation
[10] retail
[9] ai
[9] ecommerce

Top Hashtags in Tweet in G6:
[160] supplychain
[64] digitaltransformation
[28] ai
[24] data
[24] artificialintelligence
[22] business
[19] iiot
[18] datascience
[16] bigdata
[14] information

Top Hashtags in Tweet in G7:
[169] supplychain
[25] logistics
[11] podcast
[10] technology
[10] retail
[8] visibility
[7] covid19
[7] vaccine
[7] nocode
[7] procurement

Top Hashtags in Tweet in G8:
[152] iota
[2] supplychain
[1] blockchain
[1] dlt
[1] directedacyclicgraph
[1] iot

Top Hashtags in Tweet in G9:
[107] supplychain
[59] cybersecurity
[35] ransomware
[31] malware
[30] phishing
[28] infosec
[22] solarwinds
[15] dataprotection
[14] solarwindshack
[14] databreach

Top Hashtags in Tweet in G10:
[91] supplychain
[14] nrf2021
[6] covid19
[4] sappartners
[3] digitalization
[3] new
[3] business
[3] supplychainmanagement
[2] military
[2] sap4good

Top Words
Top Words in Tweet in Entire Graph:
[5599] #supplychain
[1412] supply
[1197] #logistics
[1143] chain
[857] job
[807] more
[667] 2021
[637] link
[575] bio
[538] year

Top Words in Tweet in G1:
[2112] #supplychain
[776] job
[550] link
[537] bio
[425] click
[345] more
[340] apply
[291] see
[286] supply
[282] latest

Top Words in Tweet in G2:
[582] #supplychain
[287] #ai
[271] supply
[241] chain
[169] pawlowskimario
[161] #logistics
[144] #iot
[105] #machinelearning
[100] industry
[98] #ml

Top Words in Tweet in G3:
[188] #supplychain
[96] supply
[77] chain
[48] #logistics
[39] 2021
[30] looking
[26] more
[24] year
[17] read
[17] #rpa

Top Words in Tweet in G4:
[270] edgistify
[127] follow
[120] #supplychain
[79] regular
[72] #logistics
[60] logistics
[42] #updates
[36] #warehousing
[36] #transportation
[35] industry

Top Words in Tweet in G5:
[187] #supplychain
[64] supply
[48] #logistics
[46] chain
[40] more
[39] 2021
[30] forbes
[28] #shipping
[20] chains
[19] #covid19

Top Words in Tweet in G6:
[159] #supplychain
[64] #digitaltransformation
[62] supply
[44] chain
[28] #ai
[24] #data
[24] #artificialintelligence
[24] more
[22] #business
[22] 2021

Top Words in Tweet in G7:
[169] #supplychain
[74] supply
[62] chain
[61] scottwluton
[37] 2020
[35] check
[31] _supplychainnow
[28] 2021
[25] #logistics
[25] year

Top Words in Tweet in G8:
[152] ðÿž
[152] zebra
[152] #iota
[76] year
[76] devtalk
[76] learn
[76] savanna
[76] track
[76] trace
[76] ledger

Top Words in Tweet in G9:
[106] #supplychain
[59] #cybersecurity
[52] axeltroike
[44] free
[41] webinar
[40] dr
[40] thomas
[40] lee
[38] structure
[35] #ransomware

Top Words in Tweet in G10:
[91] #supplychain
[44] sap
[28] supply
[28] learn
[27] 19
[26] covid
[26] win
[22] scmatsap
[19] find
[19] chains

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1081] supply,chain
[575] link,bio
[389] #logistics,#supplychain
[364] click,link
[352] #supplychain,#logistics
[269] #supplychain,job
[250] supply,chains
[165] covid,19
[163] happy,year
[161] see,latest

Top Word Pairs in Tweet in G1:
[537] link,bio
[327] click,link
[253] #supplychain,job
[237] supply,chain
[147] see,latest
[144] bio,apply
[125] bio,see
[124] recommend,anyone
[118] latest,#supplychain
[112] great,fit

Top Word Pairs in Tweet in G2:
[226] supply,chain
[62] #ai,#machinelearning
[59] #supplychain,#logistics
[51] #ai,#iot
[50] #smart,pivoting
[50] pivoting,sorter
[47] #ml,#supplychain
[46] sorter,scale_banana
[46] jblefevre60,#ai
[43] machine,learning

Top Word Pairs in Tweet in G3:
[77] supply,chain
[29] #logistics,#supplychain
[11] #supplychain,management
[10] watch,preview
[10] preview,video
[10] video,blog
[10] blog,talks
[10] talks,next
[10] next,gen
[10] gen,#rpa

Top Word Pairs in Tweet in G4:
[118] follow,edgistify
[79] edgistify,regular
[42] regular,#updates
[38] #supplychain,#logistics
[31] #digitalsupplychain,#warehousing
[30] #logistics,industry
[29] #updates,#supplychain
[29] #transportation,#manpower
[28] industry,#digitalsupplychain
[26] #warehousing,#covid

Top Word Pairs in Tweet in G5:
[43] supply,chain
[20] supply,chains
[16] #supplychain,#logistics
[14] covid,19
[9] #logistics,#supplychain
[8] #supplychain,disruption
[7] learn,more
[7] chain,management
[7] read,more
[6] agility,forbes

Top Word Pairs in Tweet in G6:
[44] supply,chain
[12] #artificialintelligence,change
[12] #futureofwork,#ai
[12] #ai,#ces2021
[12] supply,chains
[12] comes,#supplychain
[12] #supplychain,#strategic
[12] #strategic,planning
[12] planning,#bigdata
[12] #bigdata,#ai

Top Word Pairs in Tweet in G7:
[60] supply,chain
[16] check,replay
[13] supply,chains
[11] chris,barnes
[11] kim,winter
[10] enjoyed,time
[10] time,kim
[10] winter,logsexec
[10] logsexec,interview
[10] interview,few

Top Word Pairs in Tweet in G8:
[76] ðÿž,year
[76] year,zebra
[76] zebra,devtalk
[76] devtalk,ðÿž
[76] ðÿž,#iota
[76] #iota,learn
[76] learn,zebra
[76] zebra,savanna
[76] savanna,#iota
[76] #iota,track

Top Word Pairs in Tweet in G9:
[40] dr,thomas
[40] thomas,lee
[38] free,webinar
[33] org,structure
[25] lee,axeltroike
[24] supply,chain
[20] webinar,feat
[20] feat,dr
[19] optimal,org
[19] structure,staffing

Top Word Pairs in Tweet in G10:
[26] covid,19
[19] supply,chains
[16] sap,ibp
[16] find,covid
[16] 19,#supplychain
[16] #supplychain,look
[15] long,lean
[15] lean,low
[15] low,cost
[15] cost,supply

Top Replied-To
Top Replied-To in Entire Graph:
@cevalogistics
@xpologistics
@supplychnqueen
@edgistify
@amazon
@sheldonevans
@scoinaldo
@ultabeauty
@bringg
@afroeeee

Top Replied-To in G1:
@rfiddirect

Top Replied-To in G2:
@bringg
@cevalogistics

Top Replied-To in G3:
@notsofast

Top Replied-To in G4:
@amazon
@edgistify
@cevalogistics
@xpologistics
@cppinvestments
@gubba_cold
@thermokingcorp
@trailerbridge
@clearbellcap
@elionpartners

Top Replied-To in G5:
@uwfostermscm

Top Replied-To in G6:
@microsoft
@buyersmeetpoint
@supplychnqueen
@rdcushing
@data_nerd
@mmortson

Top Replied-To in G7:
@lonzagroup
@supplychnqueen
@ucbos1
@leadershipfreak
@markmorley
@supply_chain_bc

Top Replied-To in G9:
@iscea

Top Replied-To in G10:

Top Mentioned
Top Mentioned in Entire Graph:
@edgistify
@pawlowskimario
@mvollmer1
@zebradevs
@scottwluton
@ronald_vanloon
@jblefevre60
@oddgems
@antgrasso
@scale_banana

Top Mentioned in G1:
@servispart
@alwintechnology
@bronwyn_reid
@capricornmumbai
@etmasterclass
@blockchainusa2
@semanticbeeng
@wavehealthcons1
@europechain_
@humancapitalonl

Top Mentioned in G2:
@pawlowskimario
@mvollmer1
@ronald_vanloon
@jblefevre60
@scale_banana
@antgrasso
@richardeudes
@supplychainblog
@guidaautonoma
@margaretsiegien

Top Mentioned in G3:
@cigniti
@astonuniversity
@makeuk_
@advancedkfs
@casestudyhelp
@kaizenconsult2
@quillhash
@smallbiztrends
@bdomanufacture
@voyagecontrol

Top Mentioned in G4:
@edgistify
@kuehne_nagel
@cevalogistics
@maersk
@dippgoi
@xpologistics
@amazon
@hbotsrobotics
@airbus
@trane_tech

Top Mentioned in G5:
@forbes
@dbschenkerusa
@dbrades89
@supplychaindive
@tt_club
@scbrain
@evrythng
@thequarterly
@coupa
@joc_updates

Top Mentioned in G6:
@pinakilaskar
@garnet8ltd
@chidambara09
@ilmagazine
@margaretsiegien
@e2open
@zebratechnology
@gartner_inc
@richardeudes
@mr_supply_chain

Top Mentioned in G7:
@scottwluton
@_supplychainnow
@scmr
@thinkers360
@techquilasr
@kinaxis
@buyersmeetpoint
@logsexec
@scisboring
@biz_history

Top Mentioned in G8:
@zebradevs
@xplynx
@zebratechnology
@st_world

Top Mentioned in G9:
@axeltroike
@paula_piccard
@attacksolutions
@reach2ratan
@fr0gger_
@nci_isacs
@rustysowers
@reversinglabs
@appsunify

Top Mentioned in G10:
@scmatsap
@sapinsights
@ibm
@howellsrichard
@sapnews
@sap_retail
@sap
@sapindia
@sappartneredge
@moderna

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@filafresh
@sectest9
@chidambara09
@cybersec_feeds
@femtech_
@gambiste1
@evankirstel
@startuprealtime
@bannerite

Top Tweeters in G1:
@filafresh
@nancyrubin
@nst_online
@hodert
@juchtervbergen
@techvisornl
@srdhain
@thani75
@supplychnonline
@comparethecloud

Top Tweeters in G2:
@evankirstel
@calcaware
@bexxmodd
@andrewmorrisuk
@ssxman2
@gezgintrk
@nicochan33
@dataaugmented
@mashable
@vivmilano

Top Tweeters in G3:
@wildwillow65
@ottlegalrebels
@pacolinosoiral
@aldiuk
@joykwendo
@moehlert
@capitals
@articlestocks
@notsofast
@smallbiztrends

Top Tweeters in G4:
@railminindia
@amazingchevvolt
@lesechos
@douglaschongys
@lufthansa
@etihad
@elcorteingles
@twintair737
@salesforce
@qatarairways

Top Tweeters in G5:
@gambiste1
@nydailynews
@jacobussystems
@cnet
@forbes
@arabnews
@vmrwanda
@thedrum
@entrepreneur
@venturebeat

Top Tweeters in G6:
@chidambara09
@xaelbot
@drtomdepaoli
@codedailybot
@codegnuts
@llnuxbot
@johnapp63499667
@thedeveloperbot
@data_nerd
@friday_js_bot

Top Tweeters in G7:
@ilovebooks786
@freep
@wdrbnews
@supplychainsn
@infonomicsinc
@splash_247
@kevin_jackson
@rachelloumiller
@leadershipfreak
@govcloud

Top Tweeters in G8:
@nuonrg
@blzfda
@accretionist
@dclvitorino
@damif1
@ponflex
@iotawins
@darmo68
@florian7788
@ceyhandoruk

Top Tweeters in G9:
@sectest9
@cybersec_feeds
@reuters
@rvp
@cybersecurityn8
@digitaldecoded1
@cbsnews
@ene3112
@artificialbra1n
@gdprai

Top Tweeters in G10:
@hp
@sapindustries
@sapafrica
@sappartneredge
@sap
@netsuite
@ncasagrande01
@lynnbannerman1
@sapinsights
@sapindia


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