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#NRF2022 Twitter NodeXL SNA Map and Report for Thursday, 13 January 2022 at 18:11 UTC (experimental version)
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From:
vivian
Uploaded on:
January 13, 2022
Short Description:
#NRF2022 via NodeXL https://bit.ly/3rjlTwS
@albertoemachado
@nrfbigshow
@nrfnews
@booly_supply
@dailydooh
@nincoroby
@christo34196599
@guillaume_rio
@ibmiot
@paula_piccard

Top hashtags:
#nrf2022
#retail
#echangeurusa
#ai
#ces2022
#supplychain
#iot
#sap
#nrf
#cx

Description:
Description
The graph represents a network of 1,135 Twitter users whose recent tweets contained "#NRF2022", 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 Thursday, 13 January 2022 at 18:21 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 24-minute period from Wednesday, 05 January 2022 at 06:44 UTC to Thursday, 13 January 2022 at 18:09 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 : 1135
Unique Edges : 2426
Edges With Duplicates : 2403
Total Edges : 4829
Number of Edge Types : 5
Retweet : 915
Mentions : 1131
Tweet : 589
MentionsInRetweet : 2092
Replies to : 102
Self-Loops : 599
Reciprocated Vertex Pair Ratio : 0.0842146494320407
Reciprocated Edge Ratio : 0.155346820809249
Connected Components : 227
Single-Vertex Connected Components : 162
Maximum Vertices in a Connected Component : 749
Maximum Edges in a Connected Component : 4336
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.577361
Graph Density : 0.0021505877599857
Modularity : 0.431658
NodeXL Version : 1.0.1.449
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=269948
Data Import : The graph represents a network of 1,135 Twitter users whose recent tweets contained "#NRF2022", 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 Thursday, 13 January 2022 at 18:21 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 24-minute period from Wednesday, 05 January 2022 at 06:44 UTC to Thursday, 13 January 2022 at 18:09 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 : #NRF2022
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:
[49] https://nrfbigshow.nrf.com/
[30] https://www.ibm.com/industries/retail?utm_medium=OSocial&utm_source=Twitter&utm_content=SFPWW&utm_id=NRF2022-AIApps--ArvindKeynotepromotion&social_post=6187126198&linkId=147842648
[23] https://www.forbes.com/sites/bernardmarr/2022/01/12/the-five-biggest-retail-tech-trends-in-2022/?utm_sq=gyb3y08oyz
[23] https://home.kpmg/xx/en/blogs/home/posts/2022/01/cloud-services-tailored-for-retail.html
[20] https://nrfbigshow.nrf.com/?utm_source=nrf_internal&utm_medium=organic_social&utm_content=headline&utm_campaign=ev_nrf2022
[19] https://us02web.zoom.us/webinar/register/WN_wiV4SwDAQwqs3CzJ-8FyQg?mkt_tok=MDAxLUFPUS01NTkAAAGByivoWgzQmiJIx_wRG30Agn020rwNj7Fls322nqhCRce7J_DYvo2ibEE-zYR1ZdRy_gLT3AyLAF1fxcTQTQ
[19] https://events.sap.com/noam/nrf/en/supply_chain?source=social-Global-SAP+Industries-YOUTUBE-MarketingCampaign-Industry-Industry+Solutions-NRF-Retail-NRF2022-spr-6161446217&campaigncode=CRM-IM21-RET-NRF_OSM&sprinklrid=6161446217
[18] https://www.talkdesk.com/events/nrf-2022-retails-big-show/
[17] https://www.linkedin.com/pulse/big-show-go-matthew-shay/?trackingId=FMotIeC5TUSFUjikpYMrQQ%3D%3D
[16] https://www.badakhshani.net/?p=615

Top URLs in Tweet in G1:
[18] https://us02web.zoom.us/webinar/register/WN_wiV4SwDAQwqs3CzJ-8FyQg?mkt_tok=MDAxLUFPUS01NTkAAAGByivoWgzQmiJIx_wRG30Agn020rwNj7Fls322nqhCRce7J_DYvo2ibEE-zYR1ZdRy_gLT3AyLAF1fxcTQTQ
[14] https://www.linkedin.com/pulse/big-show-go-matthew-shay/?trackingId=FMotIeC5TUSFUjikpYMrQQ%3D%3D
[13] https://nrfbigshow.nrf.com/
[8] https://www.youtube.com/watch?v=L_tFXvaDta0

[8] https://nrfbigshow.nrf.com/session/sustainability-circularity-forefront-esg
[8] http://events.glory-global.com/LP=1688
[8] https://event.bigcommerce.com/nrf2022?utm_campaign=dg_amer_us_mme_acq_bau_evi_2022_q1_nrf_2022&utm_medium=organic-social&utm_source=twitter
[8] https://welcome.board.com/join-board-at-nrfs-big-show-2022-10771/
[7] https://nrf.com/media-center/press-releases/momentum-112th-annual-nrf-convention-continues-grow
[6] https://wwd.com/business-news/retail/nrf-convention-retail-issues-1235029761/

Top URLs in Tweet in G2:
[3] https://r.socialstudio.radian6.com/a869e3f8-8ded-4154-a3a0-08d08757c947
[3] http://app.go.vertiv.com/e/er?utm_source=twitter&utm_medium=social-media&utm_campaign=evergreen&utm_term=product-and-services-retail-wholesale-demand-generation&utm_content=en-link-post&s=157200592&lid=18914&elqTrackId=0b99e8884d24429b8f491dd5e749effc&elq=292b23841e8b4d7db05018b82504ae01&elqaid=16025&elqat=1
[3] http://app.go.vertiv.com/e/er?s=157200592&lid=18914&elqTrackId=0b99e8884d24429b8f491dd5e749effc&elq=292b23841e8b4d7db05018b82504ae01&elqaid=16025&elqat=1
[2] https://nrfbigshow.nrf.com/
[2] https://events.sap.com/noam/nrf/en/commerce?source=social-Global-SAP+Industries-YOUTUBE-MarketingCampaign-Industry-Industry+Solutions-NRF-Retail-NRF2022-spr-6161444371&campaigncode=CRM-IM21-RET-NRF_OSM&sprinklrid=6161444371
[2] https://www.sap.com/nrf
[2] https://www.cgi.com/en/event/retail-consumer-and-services/nrf-retails-big-show?utm_source=linkedin&utm_medium=social&utm_campaign=NRF
[2] https://wynshop.com/nrf2022/
[2] https://www.tellermate.com/us/nrf/?force_country=US
[1] https://stibosystems.smh.re/2OV

Top URLs in Tweet in G3:
[21] https://home.kpmg/xx/en/blogs/home/posts/2022/01/cloud-services-tailored-for-retail.html
[13] https://nrfbigshow.nrf.com/?utm_source=nrf_internal&utm_medium=organic_social&utm_content=headline&utm_campaign=ev_nrf2022
[7] https://url.sap/mvcvlx
[6] https://twitter.com/echangeur/status/1481673093068296197
[4] https://twitter.com/Guillaume_Rio/status/1481466894997671937
[4] https://twitter.com/nincoroby/status/1480907075693776899
[4] https://www.sap.com/nrf
[3] https://twitter.com/IBMIoT/status/1481292039354474504
[3] https://twitter.com/SAP_Retail/status/1481352023350157328
[3] https://dy.si/PYaEB6

Top URLs in Tweet in G4:
[9] https://nrfbigshow.nrf.com/
[6] https://r.socialstudio.radian6.com/f960b399-857f-4431-93df-5016ebefcd69
[4] https://nrfbigshow.nrf.com/?linkId=146970874
[4] https://r.socialstudio.radian6.com/27dbac99-d695-49fc-8361-a27f9d7f7887
[4] https://r.socialstudio.radian6.com/e260407f-5351-4b6a-80d8-e93d4b4300db
[4] http://app.go.vertiv.com/e/er?utm_source=twitter&utm_medium=social-media&utm_campaign=evergreen&utm_term=product-and-services-retail-wholesale-demand-generation&utm_content=en-link-post&s=157200592&lid=18914&elqTrackId=0b99e8884d24429b8f491dd5e749effc&elq=292b23841e8b4d7db05018b82504ae01&elqaid=16025&elqat=1
[3] https://soti.net/nrf?utm_source=twitter&utm_medium=organic&utm_campaign=2021-12-NRF-landing-page&utm_content=image
[3] https://events.sap.com/noam/nrf/en/home?source=social-EMEA_North-SAPUKIreland-TWITTER-MarketingCampaign-Industry-Industry+Solutions-NRF-ConsumerProducts-NRF2022-spr-6078340970&campaigncode=CRM-IM21-RET-NRF_OSM&sprinklrid=6078340970
[3] https://www.movista.com/events/nrf-retails-big-show-2022/?utm_campaign=NRF%202022&utm_content=192067655&utm_medium=social&utm_source=twitter&hss_channel=tw-747497054646079488
[3] https://nrfbigshow.nrf.com/?utm_source=nrf_internal&utm_medium=organic_social&utm_content=headline&utm_campaign=ev_nrf2022

Top URLs in Tweet in G5:
[17] https://www.forbes.com/sites/bernardmarr/2022/01/12/the-five-biggest-retail-tech-trends-in-2022/?utm_sq=gyb3y08oyz
[11] https://www.sas.com/nrf2022
[8] https://dy.si/sYoVN
[5] http://sas.com/nrf2022
[4] https://play.google.com/store/apps/details?id=com.frienddroid.blip.video.maker
[2] https://www.sas.com/content/sascom/en_us/events/21q3/nrf-2022.html?utm_source=twitter&utm_medium=social-sprinklr&utm_content=6188274552&utm_term=6188274552
[2] https://dy.si/hRsZU
[2] https://dy.si/Fe1aR
[2] https://dy.si/9stqo2
[2] https://dy.si/D5xqJ

Top URLs in Tweet in G6:
[14] https://events.sap.com/noam/nrf/en/supply_chain?source=social-Global-SAP+Industries-YOUTUBE-MarketingCampaign-Industry-Industry+Solutions-NRF-Retail-NRF2022-spr-6161446217&campaigncode=CRM-IM21-RET-NRF_OSM&sprinklrid=6161446217
[8] https://sustainabilityinretailconsumer.splashthat.com/
[5] https://nrfbigshow.nrf.com/session/whats-next-last-mile-bracing-change
[4] https://nrfbigshow.nrf.com/
[4] https://www.southseasdata.com/nrf-2022/
[3] https://nrfbigshow.nrf.com/company/icertis
[3] https://events.sap.com/noam/nrf/en/trust_personalization?source=social-Global-SAP+Industries-YOUTUBE-MarketingCampaign-Industry-Industry+Solutions-NRF-Retail-NRF2022-spr-6161442509&campaigncode=CRM-IM21-RET-NRF_OSM&sprinklrid=6161442509
[3] https://events.sap.com/noam/nrf/en/commerce?source=social-Global-SAP+Industries-YOUTUBE-MarketingCampaign-Industry-Industry+Solutions-NRF-Retail-NRF2022-spr-6161444371&campaigncode=CRM-IM21-RET-NRF_OSM&sprinklrid=6161444371
[3] https://risnews.com/sap-road-to-a-new-world-of-retail?p=12
[2] https://okt.to/TUbFi9

Top URLs in Tweet in G7:
[30] https://www.ibm.com/industries/retail?utm_medium=OSocial&utm_source=Twitter&utm_content=SFPWW&utm_id=NRF2022-AIApps--ArvindKeynotepromotion&social_post=6187126198&linkId=147842648
[6] https://www.ibm.com/resources/guides/business-operations/supply-chain-sustainability/?utm_medium=OSocial&utm_source=Twitter&utm_content=SFPWW&utm_id=NRF2022-AIApps&social_post=6094287132&linkId=145204078
[5] https://twitter.com/IBMIBV/status/1481612000404852755
[4] https://www.ibm.com/products/intelligent-promising?utm_medium=OSocial&utm_source=Twitter&utm_content=SFPWW&utm_id=NRF2022-AIApps&social_post=6094536109&linkId=145056171
[2] https://www.ibm.com/downloads/cas/QJ7A97KL?utm_medium=OSocial&utm_source=Twitter&utm_content=SFPWW&utm_id=NRF2022-AIApps&social_post=6027208054&linkId=143494032
[2] https://www.retailtouchpoints.com/topics/sustainability/last-call-for-sustainability-imperatives-for-change-in-the-retail-and-cpg-industry?linkId=143201935
[2] https://www.linkedin.com/slink?code=d_QC7TVS
[1] https://twitter.com/IBMIoT/status/1481292039354474504/photo/1
[1] https://dy.si/sYoVN
[1] https://t.co/QB2u0sQj2C?es_id=2b8135e29d

Top URLs in Tweet in G8:
[5] https://aka.tv/
[3] https://okt.to/MzsTfL
[3] https://okt.to/yL3udP
[3] https://okt.to/MT7OVY
[2] https://www.belunified.com/overview
[2] https://twitter.com/manolo_almagro/status/1479228162886279168
[2] https://www.youtube.com/watch?v=t42Nuqur7xA&feature=youtu.be

[2] https://okt.to/W8wSrO
[2] https://okt.to/DZIux9
[2] https://okt.to/IOZFY2

Top URLs in Tweet in G9:
[16] https://www.badakhshani.net/?p=615
[1] https://twitter.com/Matt_VanDyke/status/1479125764540882951

Top URLs in Tweet in G10:
[18] https://www.talkdesk.com/events/nrf-2022-retails-big-show/

Top Domains
Top Domains in Tweet in Entire Graph:
[224] nrf.com
[173] dy.si
[107] twitter.com
[91] okt.to
[74] sap.com
[68] linkedin.com
[46] ibm.com
[33] radian6.com
[29] sas.com
[24] zoom.us

Top Domains in Tweet in G1:
[104] nrf.com
[26] dy.si
[22] linkedin.com
[18] zoom.us
[17] twitter.com
[13] bizzabo.com
[11] delaplex.com
[11] sap.com
[11] glory-global.com
[10] youtube.com

Top Domains in Tweet in G2:
[32] dy.si
[18] linkedin.com
[16] twitter.com
[9] okt.to
[7] nrf.com
[6] sap.com
[6] vertiv.com
[5] radian6.com
[4] calendly.com
[4] voicestorm.com

Top Domains in Tweet in G3:
[22] twitter.com
[21] home.kpmg
[14] nrf.com
[12] sap.com
[8] okt.to
[7] url.sap
[5] dy.si
[2] echangeur.fr
[2] cgi.com
[1] cvent.com

Top Domains in Tweet in G4:
[28] nrf.com
[27] radian6.com
[21] dy.si
[12] sap.com
[9] linkedin.com
[8] okt.to
[7] soti.net
[6] twitter.com
[4] retailpro.com
[4] sas.com

Top Domains in Tweet in G5:
[43] dy.si
[25] sas.com
[17] forbes.com
[4] google.com
[1] linkedin.com
[1] twitter.com
[1] voicestorm.com

Top Domains in Tweet in G6:
[32] sap.com
[31] dy.si
[13] nrf.com
[8] splashthat.com
[5] okt.to
[4] southseasdata.com
[3] ibm.com
[3] twitter.com
[3] risnews.com
[2] innovationfootprints.com

Top Domains in Tweet in G7:
[43] ibm.com
[6] twitter.com
[2] retailtouchpoints.com
[2] linkedin.com
[1] dy.si
[1] t.co

Top Domains in Tweet in G8:
[48] okt.to
[27] twitter.com
[13] ingenico.us
[5] aka.tv
[5] youtube.com
[2] belunified.com
[1] nrf.com
[1] dailydooh.com
[1] stratacache.com

Top Domains in Tweet in G9:
[16] badakhshani.net
[1] twitter.com

Top Domains in Tweet in G10:
[18] talkdesk.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1971] nrf2022
[622] retail
[296] echangeurusa
[85] ai
[81] ces2022
[80] supplychain
[76] iot
[72] sap
[66] nrf
[64] cx



Top Hashtags in Tweet in G1:
[437] nrf2022
[116] retail
[21] cashconnected
[18] retailers
[16] sustainability
[16] sealedcashloop
[15] cashautomation
[15] customerexperience
[14] supplychain
[14] sap

Top Hashtags in Tweet in G2:
[207] nrf2022
[34] retail
[14] nrf
[14] rsm
[13] retailers
[7] ecommerce
[7] retailtech
[6] sap
[6] retailexperience
[5] digitaltransformation

Top Hashtags in Tweet in G3:
[363] nrf2022
[262] echangeurusa
[205] retail
[62] ces2022
[36] lasvegas
[30] ces
[26] cloud
[25] iot
[24] mwc2022
[24] kpmg

Top Hashtags in Tweet in G4:
[262] nrf2022
[102] retail
[26] echangeurusa
[18] technology
[14] retailtechnology
[12] teamwday
[11] cloud
[10] retailtech
[10] innovation
[9] retailers

Top Hashtags in Tweet in G5:
[89] nrf2022
[26] artificialintelligence
[26] ai
[26] datascience
[26] 100daysofcode
[26] python
[26] machinelearning
[26] bigdata
[26] nlp
[26] robots

Top Hashtags in Tweet in G6:
[100] nrf2022
[47] retail
[43] supplychain
[31] sap
[14] sustainability
[10] nrfbigshow
[9] consumer
[7] nyc
[6] southseasdata
[6] depotservices

Top Hashtags in Tweet in G7:
[59] nrf2022
[30] hybridcloud
[14] supplychain
[11] sustainability
[7] iot
[7] blockchain
[6] walmart
[6] foodsafety
[6] retail
[5] ai

Top Hashtags in Tweet in G8:
[106] nrf2022
[20] afghanwomen
[16] panjshir
[14] retail
[11] worldline
[8] pakistanarmy
[8] talibanterrorists
[7] taliban
[7] talibans
[4] ces2022

Top Hashtags in Tweet in G9:
[21] nrf2022
[16] مقاومت
[4] talibanterrorists
[4] freeafghanistan
[2] sanctionpakistan
[1] donotrecognisetaliban
[1] panjshirresistance

Top Hashtags in Tweet in G10:
[18] nrf2022
[18] retail
[18] cx

Top Words
Top Words in Tweet in Entire Graph:
[1980] #nrf2022
[624] #retail
[495] retail
[399] more
[375] booth
[335] join
[328] show
[327] learn
[296] #echangeurusa
[271] big

Top Words in Tweet in G1:
[438] #nrf2022
[177] nrfbigshow
[143] retail
[116] #retail
[105] show
[105] booth
[89] big
[88] see
[87] learn
[79] more

Top Words in Tweet in G2:
[207] #nrf2022
[80] retail
[66] booth
[52] nrf
[44] join
[43] learn
[42] see
[39] 16
[38] show
[37] 2022

Top Words in Tweet in G3:
[363] #nrf2022
[262] #echangeurusa
[205] #retail
[115] store
[113] jblefevre60
[105] chboursin
[75] kalydeoo
[73] ym78200
[62] guillaume_rio
[62] #ces2022

Top Words in Tweet in G4:
[266] #nrf2022
[103] #retail
[76] retail
[64] show
[62] booth
[51] more
[50] learn
[50] big
[45] 18
[44] see

Top Words in Tweet in G5:
[91] #nrf2022
[54] jan
[49] ultabeauty
[41] sleepnumber
[33] 18
[27] msretail
[27] #artificialintelligence
[27] #ai
[27] #datascience
[27] #100daysofcode

Top Words in Tweet in G6:
[101] #nrf2022
[54] more
[47] #retail
[44] #supplychain
[36] supply
[30] learn
[30] start
[26] retailers
[18] sustainable
[18] discover

Top Words in Tweet in G7:
[59] #nrf2022
[49] join
[48] ibm
[32] ai
[32] customer
[30] ceo
[30] arvindkrishna
[30] discusses
[30] retailers
[30] leverage

Top Words in Tweet in G8:
[106] #nrf2022
[43] experience
[40] more
[29] experts
[29] afghanistan
[27] shopping
[26] solutions
[22] meet
[20] #afghanwomen
[20] booth

Top Words in Tweet in G9:
[21] #nrf2022
[16] دیدارم
[16] با
[16] احمد
[16] مسعود
[16] جبهه
[16] مقاومت
[16] ملی
[16] و
[16] سردرگمی

Top Words in Tweet in G10:
[18] kick
[18] year
[18] style
[18] #nrf2022
[18] #retail
[18] experts
[18] show
[18] reach
[18] #cx
[18] goals

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[217] big,show
[180] 16,18
[163] learn,more
[126] #echangeurusa,#nrf2022
[121] #nrf2022,#retail
[84] retail,big
[83] retail's,big
[80] january,16
[77] #retail,#nrf2022
[76] jan,16

Top Word Pairs in Tweet in G1:
[73] big,show
[47] 16,18
[45] learn,more
[34] nrfbigshow,#nrf2022
[32] retail,big
[31] retail's,big
[27] #nrf2022,retail
[27] jan,16
[23] retail,store
[23] store,tours

Top Word Pairs in Tweet in G2:
[28] nrf,2022
[28] 16,18
[27] big,show
[16] retail,big
[15] learn,more
[15] january,16
[15] retail,technology
[14] technology,experience
[14] experience,center
[14] 2022,#rsm

Top Word Pairs in Tweet in G3:
[115] #echangeurusa,#nrf2022
[52] #nrf2022,#retail
[51] #nrf2022,#echangeurusa
[48] #retail,#echangeurusa
[38] #echangeurusa,#retail
[32] kalydeoo,ym78200
[30] #echangeurusa,#ces2022
[29] #retail,#nrf2022
[26] khulood_almani,enilev
[24] #nrf2022,jblefevre60

Top Word Pairs in Tweet in G4:
[44] big,show
[34] 16,18
[28] learn,more
[25] retail's,big
[17] jan,16
[17] january,16
[16] #nrf2022,#retail
[13] visit,booth
[13] #nrf2022,retail's
[12] york,city

Top Word Pairs in Tweet in G5:
[31] jan,18
[28] ultabeauty,sleepnumber
[24] sleepnumber,chrobinson
[24] chrobinson,coppel
[24] coppel,msretail
[23] jan,18th
[20] starting,jan
[18] melissa,berscheid
[18] azure,mspartner
[17] 18,19

Top Word Pairs in Tweet in G6:
[22] learn,more
[20] #retail,#supplychain
[18] #nrf2022,discover
[18] retailers,create
[16] supply,chains
[15] resilient,supply
[15] sustainable,supply
[14] miss,#sap's
[14] #sap's,showcase
[14] showcase,#nrf2022

Top Word Pairs in Tweet in G7:
[30] join,ibm
[30] ibm,ceo
[30] ceo,arvindkrishna
[30] arvindkrishna,discusses
[30] discusses,retailers
[30] retailers,leverage
[30] leverage,ai
[30] ai,#hybridcloud
[30] #hybridcloud,technologies
[30] technologies,automate

Top Word Pairs in Tweet in G8:
[20] booth,#537
[18] shopping,experience
[16] #nrf2022,#panjshir
[12] 16,18
[12] afghanistan,#afghanwomen
[11] york,16
[11] thanks,wl
[11] discover,more
[11] more,solutions
[11] #nrf2022,booth

Top Word Pairs in Tweet in G9:
[16] دیدارم,با
[16] با,احمد
[16] احمد,مسعود
[16] مسعود,جبهه
[16] جبهه,مقاومت
[16] مقاومت,ملی
[16] ملی,و
[16] و,سردرگمی
[16] سردرگمی,هایش
[16] هایش,#مقاومت

Top Word Pairs in Tweet in G10:
[18] kick,year
[18] year,style
[18] style,#nrf2022
[18] #nrf2022,#retail
[18] #retail,experts
[18] experts,show
[18] show,reach
[18] reach,#cx
[18] #cx,goals
[18] goals,deliver

Top Replied-To
Top Replied-To in Entire Graph:
@albertoemachado
@uniqlousa
@sap_io
@walmart
@samsungus
@saks
@everlane
@rwang0
@mlbstorenyc
@mountsinainyc

Top Replied-To in G1:
@nrfnews
@nrfbigshow
@sap_io
@trurating
@flanneryhiggins
@mssonicflare
@javitscenter
@get_banyan
@fastcompanybra

Top Replied-To in G3:
@uniqlousa
@samsungus
@walmart
@albertoemachado
@everlane
@mountsinainyc
@saks
@mlbstorenyc
@rwang0
@bhaines0

Top Replied-To in G4:
@albertoemachado
@jodi_harouche
@khulood_almani
@enilev
@rwang0
@uniqlousa
@guillaume_rio
@mlbstorenyc
@saks
@walmart

Top Replied-To in G6:
@sap_io
@guillaume_rio
@starmicronics
@sap

Top Replied-To in G8:
@hashtesubhdaily
@realmahalwaak
@nrfafg

Top Replied-To in G9:
@lolazorume
@habibkhant

Top Mentioned
Top Mentioned in Entire Graph:
@nrfbigshow
@jblefevre60
@chboursin
@nrfnews
@kalydeoo
@ym78200
@guillaume_rio
@ultabeauty
@akaeserge
@sallyeaves

Top Mentioned in G1:
@nrfbigshow
@nrfnews
@xrclabs
@mashgin
@oracle
@javitscenter
@recurate
@bigcommerce
@lululemon
@salesforce

Top Mentioned in G2:
@avidbots

Top Mentioned in G3:
@jblefevre60
@chboursin
@kalydeoo
@ym78200
@guillaume_rio
@akaeserge
@c_chenevoy
@pierrecappelli
@sallyeaves
@tewoz

Top Mentioned in G4:
@nrfbigshow
@nrfnews
@chboursin
@nincoroby
@sallyeaves
@ultabeauty
@nrf
@jblefevre60
@guillaume_rio
@shi4tech

Top Mentioned in G5:
@ultabeauty
@sleepnumber
@msretail
@chrobinson
@coppel
@mspartner
@azure
@sassoftware
@goodwillaz
@waitrose

Top Mentioned in G6:
@nrfbigshow
@citizenamerica
@sap_io
@nrfnews
@sap
@retailroi
@sapnews
@pphilomey
@jblefevre60
@akaeserge

Top Mentioned in G7:
@arvindkrishna
@ibmconsulting
@ibmblockchain
@ibmiot

Top Mentioned in G8:
@livescaletv
@frenkiemark
@raging545
@wazhmaayoubi
@laralogan
@leslibless
@realmahalwaak
@ozymandiusuk
@proudafghan07

Top Mentioned in G9:
@mrfreefighter
@derspiegel
@wsj
@france24
@ajenglish
@diezeit
@trtworld
@amnestysasia
@jalalfaizullah

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@evankirstel
@cybersecurityn8
@ipythonistabot
@morolswediu
@discovertech3
@lifetime_life
@coderretweet

Top Tweeters in G1:
@sectest9
@cybersecurityn8
@ml_tweet_bot
@lululemon
@wholefoods
@nellinson
@markderiz
@d_summerville
@citylab
@richie_anaya

Top Tweeters in G2:
@capgemini
@shaynelibby
@kristinevick
@wearealgonomy
@radio1029
@royalcyberusa
@preciselydata
@lsretailchat
@lohmus
@caiocmgo

Top Tweeters in G3:
@evankirstel
@walmart
@nicochan33
@vivmilano
@akwyz
@shi4tech
@rwang0
@gvalan
@jblefevre60
@junjudapi

Top Tweeters in G4:
@lifetime_life
@fabriciosx
@albertoemachado
@datz_2dope
@phoneguymark
@saks
@enjoydigitall
@avalara
@workday
@sapukireland

Top Tweeters in G5:
@xaelbot
@ipythonistabot
@morolswediu
@discovertech3
@coderretweet
@hubofml
@pythonexpertbot
@bills_bot
@satyajit1910
@waitrose

Top Tweeters in G6:
@pizzahut
@brianlaungaoaeh
@brettashtonsj
@booly_supply
@w_lehmacher
@sap
@sapstore
@zecca_lehn
@risnewsinsights
@kinaxis

Top Tweeters in G7:
@jacobussystems
@tmmmarshall
@adrianvelascos
@pierre018
@markquarter
@thebamnetwork
@ibmdata
@juliansmallman
@socialtmantra
@feedsupervised

Top Tweeters in G8:
@sodagrrl
@phaedraxteddy
@dailydooh
@girlmom2x
@polinchock
@hashtesubhdaily
@leslibless
@raging545
@nachohprado
@frenkiemark

Top Tweeters in G9:
@france24
@wsj
@ajenglish
@derspiegel
@trtworld
@diezeit
@habibkhant
@nmh74478305
@mrfreefighter
@basirahang

Top Tweeters in G10:
@jasonltradr
@talkdesk
@swmadman
@ramsesthethird
@gcording
@ecovelinhas
@kirkloveland
@stelacioc
@paulhandy
@belljames14


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