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"supply chain" Twitter NodeXL SNA Map and Report for Tuesday, 12 January 2021 at 09:04 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
January 12, 2021
Short Description:
"supply chain" via NodeXL https://bit.ly/3oF7Oax
@jason_koebler
@johnredwood
@josephfcox
@richardjmurphy
@londonmissives
@deborahmeaden
@secpompeo
@borisjohnson
@uk_domain_names
@asher_wolf

Top hashtags:
#supplychain
#brexitreality
#brexitshambles
#brexit

Description:
Description
The graph represents a network of 19,339 Twitter users whose recent tweets contained ""supply chain"", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 12 January 2021 at 10:48 UTC.

The tweets in the network were tweeted over the 3-day, 5-hour, 35-minute period from Saturday, 09 January 2021 at 03:28 UTC to Tuesday, 12 January 2021 at 09:04 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 : 19339
Unique Edges : 24773
Edges With Duplicates : 5211
Total Edges : 29984
Number of Edge Types : 5
Retweet : 11365
Tweet : 3796
Mentions : 4765
MentionsInRetweet : 7298
Replies to : 2760
Self-Loops : 3888
Reciprocated Vertex Pair Ratio : 0.0123099516240498
Reciprocated Edge Ratio : 0.0243205188377352
Connected Components : 3901
Single-Vertex Connected Components : 1967
Maximum Vertices in a Connected Component : 10172
Maximum Edges in a Connected Component : 16798
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 6.904053
Graph Density : 6.26695318865397E-05
Modularity : 0.78122
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 19,339 Twitter users whose recent tweets contained ""supply chain"", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 12 January 2021 at 10:48 UTC.

The tweets in the network were tweeted over the 3-day, 5-hour, 35-minute period from Saturday, 09 January 2021 at 03:28 UTC to Tuesday, 12 January 2021 at 09:04 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 : TwitterSearch
Graph Term : "supply chain"
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[1855] https://www.vice.com/en/article/xgz4n3/muslim-app-location-data-salaat-first
[675] https://twitter.com/SJAMcBride/status/1347660319099936782
[455] https://www.state.gov/ccpabuses
[344] https://www.independent.co.uk/news/uk/politics/brexit-committee-jacob-rees-mogg-eu-trade-deal-b1784512.html
[318] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[192] https://trib.al/R89M8jY
[171] https://twitter.com/lbc/status/1348589701972844546
[161] http://octane.stpi.in/
[143] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431#.X_oZTkFWgHE.twitter
[123] https://www.rte.ie/news/2021/0109/1188685-northern-ireland-britian-supply-chain-brexit/

Top URLs in Tweet in G1:
[37] https://www.munira.org.uk/news/munira-questions-govt-on-problems-in-covid-19-vaccination-supply-chain/
[28] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[26] https://www.zdnet.com/article/third-malware-strain-discovered-in-solarwinds-supply-chain-attack/
[16] https://www.reuters.com/article/uk-britain-eu-nireland/northern-ireland-britain-supply-chain-at-risk-of-collapse-hauliers-warn-idUSKBN29E0NB
[15] http://www.EarthWizard.com
[15] http://www.earthwizard.com/com_survive.php
[12] https://www.wsj.com/articles/u-s-covid-19-vaccination-plan-limits-speed-of-rollout-supply-chain-experts-say-11610283601
[9] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431
[9] https://www.darkreading.com/omdia/solarwinds-hack-lessons-learned-finding-the-next-supply-chain-attack/a/d-id/1339871?_mc=rss_x_drr_edt_aud_dr_x_x-rss-simple
[9] https://www.zdnet.com/article/third-malware-strain-discovered-in-solarwinds-supply-chain-attack/#ftag=RSSbaffb68

Top URLs in Tweet in G2:
[674] https://twitter.com/SJAMcBride/status/1347660319099936782
[306] https://www.independent.co.uk/news/uk/politics/brexit-committee-jacob-rees-mogg-eu-trade-deal-b1784512.html
[165] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[99] https://www.walesonline.co.uk/whats-on/shopping/ocado-shopping-brexit-coronavirus-warning-19600030
[94] https://www.irishtimes.com/business/transport-and-tourism/largest-irish-sea-ferry-operator-cuts-sailings-due-to-supply-chain-problems-1.4452560
[65] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431
[64] https://twitter.com/CliffTaylorIT/status/1348011674301837313
[51] https://trans.info/
[51] https://trans.info/en/hauliers-say-northern-ireland-s-supply-chain-could-collapse-within-days-217181
[34] https://www.irishtimes.com/business/transport-and-tourism/largest-irish-sea-ferry-operator-cuts-sailings-due-to-supply-chain-problems-1.4452560?mode=amp

Top URLs in Tweet in G3:
[1304] https://www.vice.com/en/article/xgz4n3/muslim-app-location-data-salaat-first
[1] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[1] https://www.independent.co.uk/news/uk/politics/brexit-committee-jacob-rees-mogg-eu-trade-deal-b1784512.html

Top URLs in Tweet in G4:
[67] https://www.zdnet.com/article/third-malware-strain-discovered-in-solarwinds-supply-chain-attack/
[39] https://thehackernews.com/2021/01/solarwinds-hackers-also-accessed-us.html
[33] https://cloudblogs.microsoft.com/dynamics365/bdm/2021/01/06/how-agic-technology-deployed-supply-chain-management-in-2-weeks-to-help-invitalia-fight-the-pandemic/
[21] https://www.zdnet.com/article/vietnam-targeted-in-complex-supply-chain-attack/
[19] https://www.zdnet.com/article/third-malware-strain-discovered-in-solarwinds-supply-chain-attack/#ftag=RSSbaffb68
[18] https://www.sas.com/
[18] https://www.pscp.tv/w/cssqqDFXTEtSQW54R0dCUWJ8MVprSnpldk5xbXdHdpNIdTmu_TmMvhUV2iRaaecfyBBuIXOHB4iAkN5spXPA
[15] https://www.hipaajournal.com/federal-task-force-says-solarwinds-supply-chain-attack-likely-russian-in-origin/
[13] https://www.freightwaves.com/news/commentary-3-lessons-learned-about-supply-chain-ai-machine-learning
[11] http://www.zdnet.com/article/third-malware-strain-discovered-in-solarwinds-supply-chain-attack/

Top URLs in Tweet in G5:
[453] https://www.state.gov/ccpabuses
[52] https://www.bbc.co.uk/news/business-55612865
[42] https://www.state.gov/xinjiang-supply-chain-business-advisory/
[17] https://www.state.gov/Letter+from+Under+Secretary+of+State+Keith+Krach+to+Business+Leaders+on+Xinjiang+Supply+Chain+Business+Advisory
[17] https://twitter.com/secpompeo/status/1347302044969951235
[12] https://www.bbc.co.uk/news/business-55555270
[7] https://thehill.com/hilltv/rising/530701-lucas-kunce-china-strategically-captured-our-entire-supply-chain
[6] https://business.inquirer.net/315323/uks-marks-and-spencer-to-ban-xinjiang-cotton-over-uighur-abuses
[5] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431
[4] https://www.washingtonpost.com/technology/2020/12/29/lens-technology-apple-uighur/

Top URLs in Tweet in G6:
[10] https://www.independent.co.uk/news/uk/politics/brexit-committee-jacob-rees-mogg-eu-trade-deal-b1784512.html
[8] https://www.bbc.co.uk/news/uk-england-hampshire-55585989
[5] https://www.walesonline.co.uk/whats-on/shopping/ocado-shopping-brexit-coronavirus-warning-19600030
[5] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[2] https://twitter.com/lbc/status/1348589701972844546
[2] https://twitter.com/scotfoodjames/status/1348228266784649216
[2] https://www.doubleglazingblogger.com/2020/11/great-service-and-support-from-garnalex-supports-profine-in-challenging-times/
[1] https://twitter.com/CliffTaylorIT/status/1348011674301837313
[1] https://trans.info/
[1] https://trans.info/en/hauliers-say-northern-ireland-s-supply-chain-could-collapse-within-days-217181

Top URLs in Tweet in G7:
[526] https://www.vice.com/en/article/xgz4n3/muslim-app-location-data-salaat-first
[2] https://www.munira.org.uk/news/munira-questions-govt-on-problems-in-covid-19-vaccination-supply-chain/
[1] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[1] https://unit42.paloaltonetworks.com/solarstorm-supply-chain-attack-timeline/
[1] http://www.zdnet.com/article/third-malware-strain-discovered-in-solarwinds-supply-chain-attack/
[1] https://twitter.com/josephfcox/status/1348647979045982208
[1] https://medium.com/@infopulseglobal_9037/blockchain-in-supply-chain-management-key-use-cases-and-benefits-6c6b7fd43094

Top URLs in Tweet in G8:
[149] https://twitter.com/lbc/status/1348589701972844546
[130] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431#.X_oZTkFWgHE.twitter
[42] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[14] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431
[13] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431?utm_source=dlvr.it&utm_medium=twitter
[13] https://www.independent.co.uk/news/uk/politics/brexit-committee-jacob-rees-mogg-eu-trade-deal-b1784512.html
[9] https://twitter.com/herebeproof/status/1348667143789948935
[5] https://twitter.com/CliffTaylorIT/status/1348011674301837313
[4] https://www.irishtimes.com/news/world/brexit/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431
[4] https://www.reuters.com/article/uk-britain-eu-nireland-idUKKBN29E0NB?taid=5ff9fae2c9e53c00013d6c85&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G9:
[84] https://www.rte.ie/news/2021/0109/1188685-northern-ireland-britian-supply-chain-brexit/
[19] https://www.newsletter.co.uk/
[14] https://twitter.com/LochfyneLangous/status/1347186076012654592
[13] https://twitter.com/ScotTories/status/1347505839960109056
[6] https://www.euronews.com/2021/01/11/post-brexit-trade-fish-prices-collapsing-in-uk-as-red-tape-hits-exports-and-supply-chain
[6] https://www.itv.com/news/utv/2021-01-10/shadow-ni-secretary-urges-government-to-address-gb-to-ni-supply-chain
[4] https://twitter.com/lbc/status/1348589701972844546
[3] https://www.thegrocer.co.uk/supply-chain/how-is-the-food-and-drink-supply-chain-coping-with-coronavirus/602863.article
[3] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431?mode=amp&s=09
[3] https://trans.info/

Top URLs in Tweet in G10:
[22] https://twitter.com/Asher_Wolf/status/1347750989890142213
[5] https://www.cnbc.com/2021/01/07/retail-trends-there-has-been-10-years-of-innovation-in-10-months-says-trade-body.html
[4] https://twitter.com/Asher_Wolf/status/1328167294653005824
[3] https://www.vice.com/en/article/xgz4n3/muslim-app-location-data-salaat-first
[2] https://twitter.com/asher_wolf/status/1347750989890142213
[1] https://sourcingjournal.com/topics/thought-leadership/oracle-retail-digital-transformation-store-supply-chain-253907/
[1] https://www.irishtimes.com/news/ireland/irish-news/northern-ireland-britain-supply-chain-is-near-breaking-point-hauliers-warn-1.4454431

Top Domains
Top Domains in Tweet in Entire Graph:
[1855] vice.com
[1756] twitter.com
[881] co.uk
[516] state.gov
[471] irishtimes.com
[339] euronews.com
[338] trib.al
[303] reuters.com
[269] linkedin.com
[214] zdnet.com

Top Domains in Tweet in G1:
[159] twitter.com
[120] linkedin.com
[58] mrdashboard.com
[45] careerarc.com
[44] ziftsolutions.com
[43] zdnet.com
[42] co.uk
[38] org.uk
[36] reuters.com
[30] earthwizard.com

Top Domains in Tweet in G2:
[789] twitter.com
[468] co.uk
[207] irishtimes.com
[166] euronews.com
[102] trans.info
[21] rte.ie
[11] reuters.com
[7] bloomberg.com
[4] vice.com
[3] ft.com

Top Domains in Tweet in G3:
[1304] vice.com
[1] euronews.com
[1] co.uk

Top Domains in Tweet in G4:
[132] zdnet.com
[58] linkedin.com
[52] thehackernews.com
[50] forbes.com
[50] supplychaintoday.com
[44] sap.com
[40] microsoft.com
[40] dy.si
[29] twitter.com
[27] pscp.tv

Top Domains in Tweet in G5:
[512] state.gov
[67] co.uk
[20] twitter.com
[10] ftc.gov
[7] irishtimes.com
[7] thehill.com
[6] inquirer.net
[4] washingtonpost.com
[2] foxnews.com
[1] vice.com

Top Domains in Tweet in G6:
[24] co.uk
[8] twitter.com
[5] euronews.com
[2] trans.info
[2] doubleglazingblogger.com
[1] linkedin.com

Top Domains in Tweet in G7:
[526] vice.com
[2] org.uk
[1] euronews.com
[1] paloaltonetworks.com
[1] zdnet.com
[1] twitter.com
[1] medium.com

Top Domains in Tweet in G8:
[170] twitter.com
[168] irishtimes.com
[42] euronews.com
[18] co.uk
[6] trans.info
[4] reuters.com
[2] rte.ie
[1] msn.com
[1] vice.com

Top Domains in Tweet in G9:
[84] rte.ie
[39] twitter.com
[29] co.uk
[7] euronews.com
[7] irishtimes.com
[6] change.org
[6] itv.com
[6] trans.info
[6] reuters.com
[2] gov.uk

Top Domains in Tweet in G10:
[28] twitter.com
[5] cnbc.com
[3] vice.com
[1] sourcingjournal.com
[1] irishtimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[791] supplychain
[691] brexitreality
[689] brexitshambles
[347] brexit
[315] फार्मासिस्ट_दरख़ास्त_परसेंटेजभर्ती
[315] pharmacists_plead_percentage_bharti
[309] cybersecurity
[301] logistics
[233] startups
[216] stpiindia



Top Hashtags in Tweet in G1:
[189] supplychain
[63] logistics
[37] covid19
[32] supply
[30] brexit
[28] supplychainmanagement
[28] solarwinds
[24] essay
[23] management
[21] jobs

Top Hashtags in Tweet in G2:
[679] brexitreality
[675] brexitshambles
[110] brexit
[10] redtape
[9] torycorruption
[7] covid
[7] borders
[6] sundaytimes
[6] logistics
[6] customs

Top Hashtags in Tweet in G4:
[316] supplychain
[241] cybersecurity
[149] infosec
[107] solarwinds
[85] digitaltransformation
[82] logistics
[62] ai
[55] iot
[52] malware
[49] microsoft

Top Hashtags in Tweet in G5:
[55] excludeduk
[20] apple
[12] uighur
[8] macotakara
[8] airpodspro
[8] iphonese
[7] china
[7] usa
[7] maga
[6] marksandspencer

Top Hashtags in Tweet in G6:
[5] hospitality
[2] brexitreality
[1] brexitisland
[1] barnardcastle
[1] vaccinations
[1] brexit
[1] covid
[1] nhs
[1] careers

Top Hashtags in Tweet in G7:
[1] brexit
[1] brexitreality
[1] brexitlies
[1] cybersecurity
[1] infosec
[1] ice

Top Hashtags in Tweet in G8:
[8] brexiters
[8] projectfear
[4] brexit
[3] covid
[2] covid19
[1] hgfconference
[1] brexitlies
[1] brexitreality
[1] brexitshambles
[1] torymismanagement

Top Hashtags in Tweet in G9:
[122] brexit
[80] covid
[80] borders
[80] redtape
[36] sundaytimes
[36] logistics
[36] customs
[3] sbs
[3] indyref2
[3] judgementday

Top Words
Top Words in Tweet in Entire Graph:
[18044] supply
[17500] chain
[1981] know
[1975] one
[1925] business
[1898] app
[1878] ice
[1850] prayer
[1840] global
[1838] movements

Top Words in Tweet in G1:
[2210] supply
[2161] chain
[272] management
[259] more
[189] #supplychain
[158] solarwinds
[150] logistics
[146] attack
[141] 2021
[129] covid

Top Words in Tweet in G2:
[1876] supply
[1824] chain
[1447] much
[1357] know
[1348] going
[851] trade
[749] worse
[723] johnredwood
[707] work
[692] global

Top Words in Tweet in G3:
[1307] supply
[1307] chain
[1304] app
[1304] prayer
[1304] precise
[1304] movements
[1304] one
[1304] ice
[1303] salaat
[1303] first

Top Words in Tweet in G4:
[1150] supply
[1103] chain
[328] #supplychain
[262] #cybersecurity
[228] attack
[188] solarwinds
[152] #infosec
[127] more
[125] malware
[113] #solarwinds

Top Words in Tweet in G5:
[908] ccp
[840] supply
[834] chain
[640] forced
[593] business
[558] human
[520] rights
[496] issued
[475] labor
[474] risks

Top Words in Tweet in G6:
[645] delays
[506] supply
[502] chain
[410] business
[331] export
[324] issues
[321] following
[320] shortages
[319] end
[319] transition

Top Words in Tweet in G7:
[976] data
[920] people
[553] chain
[552] supply
[529] ice
[503] precise
[503] movements
[503] prayer
[503] app
[484] company

Top Words in Tweet in G8:
[425] supply
[423] chain
[324] food
[324] eu
[299] many
[203] ireland
[201] northern
[198] brexit
[191] trade
[173] hauliers

Top Words in Tweet in G9:
[416] supply
[410] chain
[122] #brexit
[116] ireland
[115] brexit
[110] border
[109] northern
[106] collapse
[89] week
[86] logistics

Top Words in Tweet in G10:
[590] australia
[590] until
[357] chain
[356] supply
[304] pharmaceutical
[297] meds
[296] know
[296] zoloft
[295] shortage
[295] atm

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17371] supply,chain
[1832] precise,movements
[1486] chain,one
[1398] salaat,first
[1364] first,app
[1364] app,used
[1364] used,millions
[1364] millions,muslims
[1364] muslims,prayer
[1364] prayer,times

Top Word Pairs in Tweet in G1:
[2126] supply,chain
[185] chain,management
[133] chain,attack
[110] solarwinds,supply
[104] covid,19
[59] northern,ireland
[58] chain,risk
[52] hauliers,warn
[51] 19,vaccination
[47] ireland,britain

Top Word Pairs in Tweet in G2:
[1824] supply,chain
[670] hey,johnredwood
[670] johnredwood,going
[670] going,well
[670] well,going
[670] going,much
[670] much,much
[670] much,worse
[670] worse,know
[670] know,know

Top Word Pairs in Tweet in G3:
[1307] supply,chain
[1304] precise,movements
[1304] chain,one
[1303] salaat,first
[1303] first,app
[1303] app,used
[1303] used,millions
[1303] millions,muslims
[1303] muslims,prayer
[1303] prayer,times

Top Word Pairs in Tweet in G4:
[1102] supply,chain
[217] chain,attack
[129] solarwinds,supply
[94] third,malware
[94] malware,strain
[83] strain,discovered
[81] chain,management
[78] discovered,solarwinds
[70] covid,19
[65] #solarwinds,supply

Top Word Pairs in Tweet in G5:
[834] supply,chain
[519] human,rights
[475] forced,labor
[454] led,global
[454] global,campaign
[454] campaign,hold
[454] hold,ccp
[454] ccp,accountable
[454] accountable,human
[454] rights,atrocities

Top Word Pairs in Tweet in G6:
[502] supply,chain
[322] chain,issues
[319] issues,export
[319] export,delays
[319] delays,following
[319] following,end
[319] end,transition
[319] transition,period
[319] period,come
[319] come,forefront

Top Word Pairs in Tweet in G7:
[552] supply,chain
[503] precise,movements
[484] linked,supply
[461] company,selling
[461] data,linked
[461] chain,contractor
[460] we've,obtained
[460] obtained,large
[460] large,dataset
[460] dataset,precise

Top Word Pairs in Tweet in G8:
[421] supply,chain
[201] northern,ireland
[170] hauliers,warn
[169] ireland,britain
[169] britain,supply
[166] food,supply
[164] chain,near
[164] near,breaking
[164] breaking,point
[164] point,hauliers

Top Word Pairs in Tweet in G9:
[409] supply,chain
[109] northern,ireland
[80] prepare,another
[80] another,very
[80] very,challenging
[80] challenging,week
[80] week,supply
[80] chain,logistics
[80] logistics,worth
[80] worth,remembering

Top Word Pairs in Tweet in G10:
[355] supply,chain
[295] know,australia
[295] australia,shortage
[295] shortage,zoloft
[295] zoloft,atm
[295] atm,until
[295] until,morning
[295] morning,friend
[295] friend,ran
[295] ran,meds

Top Replied-To
Top Replied-To in Entire Graph:
@johnredwood
@apompliano
@otto_english
@bikashron
@pimlicat
@ericgarland
@jasongroves1
@elonmusk
@malusi_february
@asher_wolf

Top Replied-To in G1:
@pem_itsligo
@alom_global

Top Replied-To in G2:
@johnredwood
@otto_english
@pimlicat
@justinionn
@uk_domain_names
@its_johnmartin
@danielm91568186
@abcpoppins
@melisssfmelissa
@femi_sorry

Top Replied-To in G3:
@faineg

Top Replied-To in G4:
@kaspersky
@starbucks
@ffly4u
@billmew
@jeremyfiel
@chrisrozon
@miyofalso
@heinzvhoenen
@warehouse_news
@tfxshelton

Top Replied-To in G5:
@dezziiiiii___
@chubailiang
@stevebakerhw
@robert_spalding
@mdbuckley
@jordanschachtel
@jimmy_dore
@welldone_que
@ukhofficial
@sacha_lord

Top Replied-To in G6:
@jasongroves1
@deborahmeaden
@10downingstreet
@doctor_oxford
@uk_domain_names
@juliahb1
@drrosena
@parthaskar
@drneilstone
@bbclaurak

Top Replied-To in G7:
@yara_m_asi
@_mbanana
@carlospero
@jimsycurity
@josephfcox
@johnpaczkowski
@hacks4pancakes

Top Replied-To in G8:
@bobworkman_
@scotfoodjames
@pippacrerar
@wightman70
@ewanmackenna
@chalkpithouse
@mediaguido
@jjaron
@hindleray
@keir_starmer

Top Replied-To in G9:
@richardtgarland
@borisjohnson
@georgiebingham
@helenrsalisbury
@theopaphitis
@kevinrampling
@scottories
@jonworth
@big_kells
@ulstercentenary

Top Replied-To in G10:
@asher_wolf
@choo_ek
@kaye_rolls
@leipard

Top Mentioned
Top Mentioned in Entire Graph:
@johnredwood
@ashokgehlot51
@raghusharmainc
@artizzzz
@_lokeshsharma
@munjaldr
@rajcmo
@irishtimes
@justintrudeau
@rhanews

Top Mentioned in G1:
@topclass1writer
@thegorkhabro
@kodiakrating
@xlri_pgdm_gm
@gocredevo
@tecnovideo
@cdw_uk

Top Mentioned in G2:
@johnredwood
@irishtimesbiz
@rte
@irishtimes
@keir_starmer
@rharichardb
@rhanews
@borisjohnson
@vivamjm
@uk_domain_names

Top Mentioned in G4:
@zdnet
@microsoft
@antgrasso
@forbes
@campuscodi
@archonsec
@esetresearch
@billmew
@_supplychainnow
@sap

Top Mentioned in G5:
@statedept
@secpompeo
@marksandspencer
@ustraderep
@deptofdefense
@joebiden
@marcorubio
@senrickscott
@sentomcotton

Top Mentioned in G6:
@matthancock
@seatat_thetable
@jamesgolding10
@olliehutson85
@luke__holder
@angelahartnett
@euethnic
@borisjohnsons
@independentsage
@borisjohnson

Top Mentioned in G7:
@hacks4pancakes
@djnemec
@kai_lb
@jjmacnab

Top Mentioned in G8:
@irishtimes
@pippacrerar
@tconnellyrte
@rtenews
@scotfoodjames
@lynbreckcroft
@lelant1
@lynseyhollywood
@trevorcadden
@barrymquinn

Top Mentioned in G9:
@rhanews
@rharichardb
@michaelgove
@borisjohnson
@rhajohnmartin
@bbcnireland
@rtenews
@lochfynelangous
@douglas4moray
@michaelaodhan

Top Mentioned in G10:
@australianlabor
@nick_carmody
@asher_wolf
@gonggasgirl
@008moonside
@jurylady5

Top Tweeters
Top Tweeters in Entire Graph:
@informacija
@mrdjones
@tesco
@belizean_bz
@sectest9
@rashidaldosari
@paoloigna1
@jurylady5
@robinsnewswire
@tokoroten510

Top Tweeters in G1:
@mrdjones
@robinsnewswire
@matiere
@allstocknews
@123trabajo
@firmenpresse
@jhamby
@bhumharit
@rantoshak
@flashalert_me

Top Tweeters in G2:
@edinburghwatch
@moin5re
@roblwilson
@menabster
@allchanges
@hazelglasgow
@sandradunn1955
@thefabledaesop
@wildwalkerwoman
@jjj5819

Top Tweeters in G3:
@wrikent3500
@foggybottomgal
@angelakorras
@ami_tvdfan
@debeauxos1
@stop1984
@christinejameis
@waseemqadiri
@madhureshsethi
@uncleree1

Top Tweeters in G4:
@sectest9
@engineersday
@chidambara09
@cybersec_feeds
@femtech_
@cwharlow
@rvp
@amuraovonn
@timesnow
@cybersecurityn8

Top Tweeters in G5:
@cloudwanderer3
@insdatainter
@k1a1zzz
@yymods
@yoox5135
@publicoutcrysy
@the_evil_barbie
@marksandspencer
@himalayala8
@dudeneyn

Top Tweeters in G6:
@euethnic
@themingford
@mancunianmedic
@david96212152
@robinpaulinman
@greycells
@rolynhome
@georgebernhard
@ledredman
@definingravity

Top Tweeters in G7:
@themseries1
@nobiggovduh
@passarelliallan
@smp0312
@propitiouson3o
@norsemndem
@m3jstile
@jrehnj
@th2shay
@jakki2004

Top Tweeters in G8:
@derekjohnbryant
@netminnow
@dailymirror
@fisheliciousuk
@irishtimes
@vg123e
@ferguson2811
@fiona_fionnagal
@0604arb1320
@bernardmceldown

Top Tweeters in G9:
@kilsally
@tighnacoille
@mckinlay_liz
@jrtomlinauthor
@magapanthus
@huwsayer
@scorpiotiger77
@blondiesa
@gracegrace90
@pro4tlzz

Top Tweeters in G10:
@jurylady5
@mementh
@asher_wolf
@sallyrmelb
@mwhalan
@ganbare__ginkun
@darylgibson
@jrweaver55
@ochreblue
@letsroc137


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