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#cloud_2022-01-15_23-14-24.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2022
Short Description:
#cloud via NodeXL https://bit.ly/3249Ue1
@pythonexpertbot
@ziliusmindaugas
@ronald_vanloon
@paula_piccard
@awscloud
@nischalshetty
@cybersec_feeds
@runonflux
@fabriciosx
@chidambara09

Top hashtags:
#cloud
#ai
#bigdata
#datascience
#machinelearning
#data
#python
#iot

Description:
Description
The graph represents a network of 4,065 Twitter users whose tweets in the requested range contained "#cloud", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 16 January 2022 at 07:30 UTC.

The requested start date was Sunday, 16 January 2022 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 2-day, 5-hour, 43-minute period from Thursday, 13 January 2022 at 19:17 UTC to Sunday, 16 January 2022 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 : 4065
Unique Edges : 3837
Edges With Duplicates : 14051
Total Edges : 17888
Number of Edge Types : 5
Retweet : 5722
MentionsInRetweet : 8011
Tweet : 1596
Mentions : 2496
Replies to : 63
Self-Loops : 1869
Reciprocated Vertex Pair Ratio : 0.0131086142322097
Reciprocated Edge Ratio : 0.0258780036968577
Connected Components : 653
Single-Vertex Connected Components : 365
Maximum Vertices in a Connected Component : 2634
Maximum Edges in a Connected Component : 15563
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.415316
Graph Density : 0.000425722269033714
Modularity : 0.345132
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,065 Twitter users whose tweets in the requested range contained "#cloud", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 16 January 2022 at 07:30 UTC.

The requested start date was Sunday, 16 January 2022 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 2-day, 5-hour, 43-minute period from Thursday, 13 January 2022 at 19:17 UTC to Sunday, 16 January 2022 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 : #cloud
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:
[12] https://www.forbes.com/sites/bernardmarr/2021/10/25/the-5-biggest-cloud-computing-trends-in-2022/?sh=59a1fe162267
[9] https://www.youtube.com/channel/UCysdQYPU8M4Fa5fFlwwEw0Q
[8] https://www.zdnet.com/article/wireshark-creator-joins-sysdig-to-extend-it-to-cloud-security/
[6] https://www.alarabiya.net/technology/2021/11/22/%D8%BA%D9%88%D8%BA%D9%84-%D9%8A%D8%AA%D8%A8%D8%B9%D9%83-%D8%AD%D8%AA%D9%89-%D9%84%D9%88-%D8%A3%D9%88%D9%82%D9%81%D8%AA%D9%87-%D9%88%D9%87%D8%B0%D9%87-%D8%A7%D9%84%D8%B7%D8%B1%D9%8A%D9%82%D8%A9-%D8%A7%D9%84%D9%88%D8%AD%D9%8A%D8%AF%D8%A9-%D9%84%D9%84%D8%A7%D9%81%D9%84%D8%A7%D8%AA
[6] https://www.simplilearn.com/climate-change-article
[6] https://peggysmedleyshow.com/climate-change-who-is-to-blame
[6] https://www.darkreading.com/cloud/new-vulnerabilities-highlight-risks-of-trust-in-public-cloud
[5] https://www.linkedin.com/posts/philip-abraham-b2aa86_smartcontracts-camouflage-compression-activity-6887791949386928128-xt8Q
[5] https://www.instagram.com/accounts/login/
[5] http://flaws.cloud

Top URLs in Tweet in G1:
[9] https://www.youtube.com/channel/UCysdQYPU8M4Fa5fFlwwEw0Q
[6] https://www.alarabiya.net/technology/2021/11/22/%D8%BA%D9%88%D8%BA%D9%84-%D9%8A%D8%AA%D8%A8%D8%B9%D9%83-%D8%AD%D8%AA%D9%89-%D9%84%D9%88-%D8%A3%D9%88%D9%82%D9%81%D8%AA%D9%87-%D9%88%D9%87%D8%B0%D9%87-%D8%A7%D9%84%D8%B7%D8%B1%D9%8A%D9%82%D8%A9-%D8%A7%D9%84%D9%88%D8%AD%D9%8A%D8%AF%D8%A9-%D9%84%D9%84%D8%A7%D9%81%D9%84%D8%A7%D8%AA
[4] https://link.medium.com/qdEbAjhBLmb
[3] https://news.google.com/articles/CBMie2h0dHBzOi8vd3d3LmV4cHJlc3NoZWFsdGhjYXJlLmluL25ld3MvdGhlLXJvbGUtb2YtZGlnaXRhbC10ZWNobm9sb2d5LWFuZC1hcnRpZmljaWFsLWludGVsbGlnZW5jZS1pbi1tZWRpY2FsLWltYWdpbmcvNDMzMDEyL9IBf2h0dHBzOi8vd3d3LmV4cHJlc3NoZWFsdGhjYXJlLmluL2FtcC9uZXdzL3RoZS1yb2xlLW9mLWRpZ2l0YWwtdGVjaG5vbG9neS1hbmQtYXJ0aWZpY2lhbC1pbnRlbGxpZ2VuY2UtaW4tbWVkaWNhbC1pbWFnaW5nLzQzMzAxMi8?hl=en-US&gl=US&ceid=US:en
[3] https://healthtechmagazine.net/article/2021/10/what-challenges-still-lie-ahead-healthcares-digital-transformation?utm_source=TWITTER&utm_medium=Social&utm_content=100002747761945&utm_campaign=Ricoh+Business+Partner/Convergence_20211216_misc&linkId=100000093703775
[2] https://medium.com/@niitwork0921/how-does-cyber-kill-chain-work-3540df2a6ded?utm_sq=gydcjiziug
[2] https://thestack.technology/interview-ramy-houssaini/
[1] https://opensea.io/assets/matic/0x2953399124f0cbb46d2cbacd8a89cf0599974963/115124874762102865489969734692609071987399000960347475552989192894961692966913/
[1] https://twitter.com/Micheal65655805/status/1481542701489090562
[1] https://medcitynews.com/2022/01/new-coalition-aims-to-accelerate-responsible-ai-innovation-to-transform-healthcare/?utm_sq=gydnsz8vnp

Top URLs in Tweet in G3:
[12] https://www.forbes.com/sites/bernardmarr/2021/10/25/the-5-biggest-cloud-computing-trends-in-2022/?sh=59a1fe162267
[5] https://www.instagram.com/accounts/login/
[3] https://www.designstack.co/2022/01/digital-art-cloud-drawings.html
[2] https://www.youtube.com/watch?v=11UqwEDXUpQ

[2] https://www.hpe.com/us/en/pdfViewer.html?docId=a00117884
[2] https://www.youtube.com/watch?v=rlX6QYYAaGg

[2] https://www.vultr.com/
[2] https://goo.gl/ZLou61
[2] https://www.amazon.com/dp/B00R1OU440/
[1] https://www.clickasnap.com/i/b3fpqzmwf1tehdca

Top URLs in Tweet in G4:
[5] https://www.simplilearn.com/climate-change-article
[3] https://www.linkedin.com/pulse/build-profitable-sustainable-businesses-technology-ronald-van-loon/
[2] https://www.logisticsit.com/articles/2022/01/04/how-kraljic%E2%80%99s-predictions-around-supplier-collaboration-still-hold-true-three-decades-later
[2] https://www.pipelinepub.com/news/Oracle-Scales-Up-Converged-Charging
[2] https://www.printerland.co.uk/product/xerox-workcentre-3335dni/138070
[2] https://www.youtube.com/watch?v=_ZLf5VgoJYY

[2] https://bigdataanalyticsnews.com/reasons-you-should-consider-implementing-dataops/
[1] https://www.bloomberg.com/news/articles/2022-01-14/citrix-is-said-to-be-in-advanced-talks-for-elliott-vista-buyout/?utm_source=social&utm_medium=Social&utm_campaign=WorkTrends%20
[1] https://www.sentinelone.com/blog/3-ways-to-speed-up-investigations-with-modern-dfir/
[1] https://www.aisoma.de/8-useful-industry-4-0-slides/

Top URLs in Tweet in G5:
[2] https://www.youtube.com/watch?v=6DzClCeAPec&feature=youtu.be

[1] https://www.crn.com/news/cloud/aws-td-synnex-expand-channel-distribution-relationship
[1] https://www.crn.com/news/cloud/aws-gets-new-ciso-as-stephen-schmidt-takes-amazon-com-ciso-role
[1] https://community.moja.global/
[1] https://www.youtube.com/watch?v=-xTH6zGmjiA&t=21s

[1] https://stanislas.io/2020/07/01/preparation-guide-for-ai-900-microsoft-azure-ai-fundamentals-certification/
[1] https://www.kloia.com/blog/localstack-aws-on-your-laptop
[1] https://www.youtube.com/watch?v=wIda2rynNWw&feature=youtu.be


Top URLs in Tweet in G6:
[2] https://www.hpe.com/us/en/greenlake.html.html?media-id=brightcove.1dd854f6-ec39-4a3a-bacb-4675c5d874cc
[1] https://www.datacenterdynamics.com/en/news/china-proposes-four-mega-data-center-clusters-to-support-beijing/
[1] https://buff.ly/3qdx89R
[1] https://twitter.com/SASsoftware/status/1482003135962955790
[1] https://siliconangle.com/2022/01/13/cloud-video-surveillance-firm-cloudastructure-buys-smart-parking-startup-visionful/
[1] https://www.securitysales.com/business/mergers/cloudastructure-acquires-visionful/
[1] https://futurumresearch.com/research-reports/a-colocation-cloud-journey-with-flexibility-and-peace-of-mind/?utm_content=buffer49910&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ibm.com/cloud/blog/why-cloud-learning-and-certification-is-an-ongoing-process
[1] https://twitter.com/i/web/status/1481707741223821315
[1] https://community.hpe.com/t5/The-Cloud-Experience-Everywhere/Why-enterprise-digital-transformation-must-include-the-data/ba-p/7157776

Top URLs in Tweet in G8:
[1] https://blog.identitydigest.com/azuread-federate-k8s/
[1] https://dok.community/blog/application-level-data-operations-on-kubernetes/?utm_campaign=Kanister&utm_content=192655720&utm_medium=social&utm_source=twitter&hss_channel=tw-798686216216379392
[1] https://www.informationweek.com/cloud/reliance-on-cloud-requires-greater-resilience-among-providers?sf252714191=1
[1] https://www.informationweek.com/cloud/reliance-on-cloud-requires-greater-resilience-among-providers?source=BLD-200123&utm_medium=social&utm_source=bambu&utm_campaign=SM_GB_YOY_GTR_SOC_BU1_SM-BA
[1] https://www.infoworld.com/article/3646593/maybe-cloud-migration-needs-more-than-six-rs.html

Top URLs in Tweet in G9:
[6] https://peggysmedleyshow.com/climate-change-who-is-to-blame
[1] https://newsroom.accenture.com/news/new-book-the-automation-advantage-shows-organizations-how-to-achieve-full-value-from-intelligent-automation.htm?c=acn_glb_theautomationadsprinklradvocac_12780997&utm_content=buffer8dcca&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://community.hpe.com/t5/The-Cloud-Experience-Everywhere/Design-Thinking-What-it-is-why-it-s-hot-and-how-it-can-power/ba-p/7157218
[1] https://www.cmswire.com/leadership/beyond-digital-a-guidebook-for-lasting-digital-transformation/?utm_sq=gxolhcihnz&utm_source=twitter&utm_medium=social&utm_campaign=adobepartner&utm_content=adobetl2022
[1] https://www.indiatoday.in/science/story/james-webb-space-telescope-launch-ariane-5-nasa-hubble-milky-way-galaxy-exoplanets-1889874-2021-12-20
[1] https://nextgeninfra.io/predictions-2022/?spotlight=microsoft
[1] https://cdw.voicestorm.com/Article/Redirect/08c8768f-20c7-48ef-baca-82a2af968425?uc=526&g=0c46f7ec-9e49-446f-a23f-c02e27843838&f=716583
[1] https://thestack.technology/interview-ramy-houssaini/
[1] https://docs.microsoft.com/en-us/azure/synapse-analytics/guidance/security-white-paper-introduction
[1] https://sessionize.com/global-azure-bootcamp-cologne-2022/

Top URLs in Tweet in G10:
[5] https://www.linkedin.com/posts/philip-abraham-b2aa86_smartcontracts-camouflage-compression-activity-6887791949386928128-xt8Q
[1] https://www.dbta.com/Editorial/News-Flashes/SADA-Debuts-SADA-POWER-to-Maximize-the-Power-of-Google-Cloud-Services-150877.aspx?utm_brand=SADA&utm_source=twitter&utm_medium=Social&utm_content=3rdPartyArticle
[1] https://www.forbes.com/sites/googlecloud/2022/01/11/it-leaders-pay-attention-to-these-8-security-megatrends-in-2022/?sh=363ab1e5381c
[1] https://community.c2cglobal.com/events/thinking-about-moving-your-workloads-off-the-cloud-69?utm_source=partner-communications&utm_medium=email&utm_campaign=sada-outreach&hsamp_network=twitter&hsamp=bmQiYeUAwzEM
[1] http://ow.ly/ZqKL50HjZqY?hsamp_network=twitter&hsamp=bmQiYeUAwzEM
[1] http://ow.ly/o1wO50Hs7Jj?hsamp_network=twitter&hsamp=bmQiYeUAwzEM

Top Domains
Top Domains in Tweet in Entire Graph:
[226] youtube.com
[200] thejavasea.com
[190] blackhorseoffroad.com
[130] linkedin.com
[99] twitter.com
[89] fiverr.com
[84] hpe.com
[80] dy.si
[77] forbes.com
[56] information-age.com

Top Domains in Tweet in G1:
[193] thejavasea.com
[185] blackhorseoffroad.com
[133] youtube.com
[86] fiverr.com
[59] forbes.com
[55] linkedin.com
[54] twitter.com
[51] africanaffairsradio.com
[49] information-age.com
[44] medium.com

Top Domains in Tweet in G3:
[24] clickasnap.com
[23] incwo.com
[22] linkedin.com
[22] instagram.com
[17] youtube.com
[14] forbes.com
[12] vision33.com
[12] media4you.social
[10] livewxradar.com
[8] twitter.com

Top Domains in Tweet in G4:
[45] dy.si
[12] simplilearn.com
[9] lll-ll.com
[8] oracle.com
[6] linkedin.com
[6] co.uk
[6] devops.com
[5] jackofalltechs.com
[4] kdnuggets.com
[4] pipelinepub.com

Top Domains in Tweet in G5:
[13] youtube.com
[6] twitter.com
[4] runonflux.io
[2] crn.com
[1] cointelegraph.com
[1] medium.com
[1] information-age.com
[1] africanaffairsradio.com
[1] moja.global
[1] stanislas.io

Top Domains in Tweet in G6:
[70] hpe.com
[16] innovative-trends.de
[14] allthingsdistributed.com
[13] cloudacademy.com
[11] amazon.com
[10] infoworld.com
[9] twitter.com
[9] abouttmc.com
[7] cloudcomputing-news.net
[7] cisco.com

Top Domains in Tweet in G8:
[6] dzone.com
[5] infoworld.com
[5] okt.to
[4] dapr.io
[3] edx.org
[3] technative.io
[3] amazon.com
[3] cube365.net
[3] workspot.com
[2] linuxfoundation.org

Top Domains in Tweet in G9:
[28] gogravity.com
[15] peggysmedleyshow.com
[8] bleepingcomputer.com
[7] cfotechoutlook.com
[5] blackhorseoffroad.com
[5] threatpost.com
[4] connectedworld.com
[4] thejavasea.com
[4] datacamp.com
[3] voicestorm.com

Top Domains in Tweet in G10:
[22] linkedin.com
[5] t.co
[3] ow.ly
[2] sada.com
[1] etsy.com
[1] lastweekinaws.com
[1] dbta.com
[1] twitter.com
[1] c4isrnet.com
[1] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3964] cloud
[2112] ai
[1478] bigdata
[1258] datascience
[1220] machinelearning
[1057] data
[1017] python
[986] iot
[900] digital
[890] 100daysofcode



Top Hashtags in Tweet in G1:
[1601] ai
[1448] cloud
[1280] bigdata
[1133] datascience
[1100] machinelearning
[971] python
[915] data
[859] 100daysofcode
[835] digital
[799] datascientist

Top Hashtags in Tweet in G2:
[492] flux
[492] web3
[488] crypto
[487] web30
[487] defi
[487] pouw
[487] fluxos
[487] nvidia
[487] tothemoon
[487] gems

Top Hashtags in Tweet in G3:
[518] cloud
[82] sky
[35] cloudcomputing
[33] nature
[27] weather
[27] aws
[24] technology
[23] morning
[22] outdoors
[22] data

Top Hashtags in Tweet in G4:
[258] cloud
[115] ai
[72] iot
[57] bigdata
[48] machinelearning
[45] datascience
[42] 5g
[30] data
[26] robotics
[25] artificialintelligence

Top Hashtags in Tweet in G5:
[145] flux
[119] web3
[66] cloud
[55] blockchain
[47] crypto
[37] cloudcomputing
[30] web30
[30] altcoin
[29] nodes
[27] bitcoin

Top Hashtags in Tweet in G6:
[342] cloud
[282] ai
[140] influence
[118] iot
[97] iiot
[82] ml
[82] iotpl
[78] cybersecurity
[78] tech
[75] bigdata

Top Hashtags in Tweet in G7:
[131] cloud
[96] tifa
[89] cloudstrife
[88] tifalockhart
[59] cloti
[44] ff7
[41] クラティ
[35] クラウド
[35] finalfantasyviiremake
[28] ffvii

Top Hashtags in Tweet in G8:
[74] cloud
[38] kubernetes
[16] cloudnative
[14] rancherdesktop
[14] skaffold
[11] cloudcomputing
[9] devops
[8] k8s
[6] digitaltransformation
[5] learnlinux

Top Hashtags in Tweet in G9:
[130] cloud
[57] security
[49] privacy
[26] iot
[16] ai
[15] tpss
[15] futureofwork
[14] digitaltransformation
[13] technology
[13] data

Top Hashtags in Tweet in G10:
[24] cloud
[22] we
[22] google
[13] ai
[7] sada
[5] automation360
[4] blockchain
[4] gcp
[4] poweron
[3] security

Top Words
Top Words in Tweet in Entire Graph:
[3974] #cloud
[2112] #ai
[1478] #bigdata
[1258] #datascience
[1220] #machinelearning
[1103] #data
[1017] #python
[986] #iot
[900] #digital
[890] #100daysofcode

Top Words in Tweet in G1:
[1601] #ai
[1458] #cloud
[1280] #bigdata
[1133] #datascience
[1100] #machinelearning
[971] #python
[959] #data
[859] #100daysofcode
[835] #digital
[799] #datascientist

Top Words in Tweet in G2:
[495] flux
[492] #flux
[492] #web3
[488] #crypto
[487] nischalshetty
[487] #web30
[487] #defi
[487] #pouw
[487] #fluxos
[487] #nvidia

Top Words in Tweet in G3:
[518] #cloud
[152] cloud
[82] #sky
[41] more
[35] 2022
[35] #cloudcomputing
[33] #nature
[32] data
[28] 00
[27] #weather

Top Words in Tweet in G4:
[258] #cloud
[143] ronald_vanloon
[115] #ai
[91] more
[80] learn
[72] #iot
[64] cloud
[57] #bigdata
[57] oracle
[56] data

Top Words in Tweet in G5:
[326] flux
[258] march
[247] runonflux
[145] #flux
[119] #web3
[95] node
[93] lizaflux
[88] april
[87] below
[87] change

Top Words in Tweet in G6:
[342] #cloud
[282] #ai
[280] kred
[140] gave
[140] #influence
[118] #iot
[99] eli_krumova
[97] #iiot
[82] #ml
[82] #iotpl

Top Words in Tweet in G7:
[131] #cloud
[96] #tifa
[89] #cloudstrife
[88] #tifalockhart
[59] #cloti
[44] #ff7
[41] #クラティ
[35] #クラウド
[35] #finalfantasyviiremake
[32] pulse

Top Words in Tweet in G8:
[74] #cloud
[38] #kubernetes
[19] development
[19] lf_training
[17] work
[16] learn
[16] #cloudnative
[15] kubernetes
[14] save
[14] time

Top Words in Tweet in G9:
[130] #cloud
[57] #security
[49] #privacy
[28] cloud
[27] software
[26] #iot
[24] accounting
[20] multiple
[19] companies
[19] financial

Top Words in Tweet in G10:
[30] proud
[30] announce
[29] partnership
[25] sada
[24] #cloud
[22] phil
[22] abraham
[22] co
[22] q4qgnnuyaa
[22] #we

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[727] #digital,#cx
[726] #datascientist,#digital
[724] #cx,#women
[724] #women,#ehealth
[724] #finserv,#fashiontech
[724] #fashiontech,#insurtech
[715] #ces2023,#finserv
[700] #ehealth,#data
[700] #data,#ces2023
[672] #machinelearning,#ai

Top Word Pairs in Tweet in G1:
[700] #digital,#cx
[699] #cx,#women
[699] #women,#ehealth
[699] #finserv,#fashiontech
[699] #fashiontech,#insurtech
[699] #datascientist,#digital
[690] #ces2023,#finserv
[675] #ehealth,#data
[675] #data,#ces2023
[636] #machinelearning,#ai

Top Word Pairs in Tweet in G2:
[487] nischalshetty,flux
[487] flux,#flux
[487] #flux,#web3
[487] #web3,#web30
[487] #web30,#defi
[487] #defi,#pouw
[487] #pouw,#fluxos
[487] #fluxos,#nvidia
[487] #nvidia,#tothemoon
[487] #tothemoon,#gems

Top Word Pairs in Tweet in G3:
[34] #sky,#cloud
[20] #tornado,#damage
[19] #damage,#storms
[19] #storms,#tonight
[18] #morning,#glow
[18] #glow,#sky
[16] cloud,computing
[16] #cloud,#cloudcomputing
[15] #nature,#outdoors
[13] computing,trends

Top Word Pairs in Tweet in G4:
[46] learn,more
[26] #ai,#iot
[22] #iot,#robotics
[20] read,more
[20] #5g,adoption
[20] adoption,key
[20] key,succeeding
[20] #robotics,sudipto_martech
[20] sudipto_martech,martechseries
[17] #artificialintelligence,#cloud

Top Word Pairs in Tweet in G5:
[103] flux,runonflux
[86] below,estimated
[86] estimated,flux
[86] flux,node
[86] node,tier
[86] tier,change
[86] change,dates
[86] dates,cumulus
[86] cumulus,march
[86] march,1st

Top Word Pairs in Tweet in G6:
[149] #ai,#cloud
[140] gave,kred
[136] kred,#influence
[88] eli_krumova,gave
[69] #iot,#iiot
[54] #ai,#ml
[48] #iiot,#iotpl
[36] #edge,#cloud
[34] #influence,#datascience
[28] #cloud,#cloudcomputing

Top Word Pairs in Tweet in G7:
[59] #tifa,#tifalockhart
[59] #cloud,#cloudstrife
[41] #tifalockhart,#cloud
[35] #クラウド,#cloud
[35] #cloud,#finalfantasyviiremake
[32] pulse,#tifa
[31] voaleine,pulse
[31] 鑼牟で戦う美しいクラ君,#クラウド
[30] clotirujul21,鑼牟で戦う美しいクラ君
[27] #cloud,#tifa

Top Word Pairs in Tweet in G8:
[14] save,time
[14] time,#cloudnative
[14] #cloudnative,app
[14] app,development
[14] development,workflow
[14] workflow,experience
[14] experience,optimizing
[14] optimizing,#rancherdesktop
[14] #rancherdesktop,#skaffold
[11] k8s,cluster

Top Word Pairs in Tweet in G9:
[49] #security,#privacy
[49] #privacy,#cloud
[18] multiple,companies
[12] richard,rys
[12] rys,arc_advisory
[12] #tpss,#iot
[12] #iot,#futureofwork
[12] financial,reporting
[12] reporting,software
[12] software,built

Top Word Pairs in Tweet in G10:
[30] proud,announce
[29] announce,partnership
[22] phil,abraham
[22] abraham,co
[22] co,q4qgnnuyaa
[22] q4qgnnuyaa,#we
[22] #we,proud
[22] partnership,#google
[22] #google,sada
[22] sada,quantum

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@paula_piccard
@chidambara09
@ziliusmindaugas
@nischalshetty
@runonflux
@enilev
@betamoroney
@evasmartai
@khulood_almani
@kred

Top Mentioned in G1:
@paula_piccard
@chidambara09
@enilev
@betamoroney
@evasmartai
@khulood_almani
@curveslive
@cloudpreacher
@trucksoff
@ingliguori

Top Mentioned in G2:
@ziliusmindaugas
@nischalshetty
@runonflux
@bettyk0
@lizaflux
@smr91edgar
@awscloud
@azure

Top Mentioned in G3:
@ipmoguide
@gocloudwave
@conflueraiq
@ailsaforshaw
@device42
@greggcomm
@iftechag
@lumenvox
@strengthihsan
@douglittlejr

Top Mentioned in G4:
@ronald_vanloon
@oracle
@paula_piccard
@evankirstel
@sudipto_martech
@martechseries
@oraclecloud
@xerox
@digitalcloudgal
@intellimetri

Top Mentioned in G5:
@runonflux
@lizaflux
@bettyk0
@nvidia
@binance
@smr91edgar
@awscloud
@marciopinho20
@ziliusmindaugas
@nischalshetty

Top Mentioned in G6:
@kred
@eli_krumova
@paula_piccard
@chidambara09
@aichatter
@simonlporter
@inno_trends
@dataiku
@tmcdynamicserp
@sourabhskatoch

Top Mentioned in G7:
@clotirujul21
@voaleine
@theogtrio7
@cloti_zerith
@mgata_official
@raidenwgt
@sassystargazer7
@akumarations
@hollypolllyy
@tifasgirlfriend

Top Mentioned in G8:
@lf_training
@infoworld
@christosmatskas
@rancher_labs
@shanebrighton
@suse
@memenetes
@jcafesin
@ttinthecloud
@awscloud

Top Mentioned in G9:
@jason_magboo
@gogravityonline
@arc_advisory
@connectedworld
@chidambara09
@microsoft
@cf
@trucksoff
@azure
@curveslive

Top Mentioned in G10:
@jaimecampos787
@googlecloud
@cloudfaceusa
@dragonchain
@automationanywh
@ricciospacca
@twitter
@etsy
@milesward
@masque242

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@cybersec_feeds
@chidambara09
@ejlazar
@monicasloves
@xaelbot
@huskorkut
@codedailybot
@vivobr

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@mhall55nine
@cybersecurityn8
@aaroncuddeback
@ipythonistabot
@morolswediu

Top Tweeters in G2:
@cryptolabmobile
@nischalshetty
@gel_lie27
@dulce_crypto
@whaleynft
@rafaelm19964080
@et_chai
@manojv24144814
@mytwaccount3
@kristinecdizon1

Top Tweeters in G3:
@csa_dvillamizar
@leehillerdesign
@ladyboarder9669
@biconnections
@ailsaforshaw
@miragenewscom
@bylilyv
@7wdata
@sramana
@money_personal

Top Tweeters in G4:
@evankirstel
@ssxman2
@gezgintrk
@micheleangelo13
@akwyz
@rwang0
@glaciarblue
@data_nerd
@toyotaequipment
@enriquen

Top Tweeters in G5:
@mark45dominic
@verge
@godaddy
@ing_martin_v
@crypt0gambino
@chubby_candi
@seanringrose
@nobanksnearby
@masterhalo40
@azure

Top Tweeters in G6:
@humanre41270855
@caring_mobile
@jamesvgingerich
@simonlporter
@shellykramer
@markderiz
@iot_technojeder
@infosechotspot
@iottogether
@b0tsci

Top Tweeters in G7:
@miyeonwoos
@t3ars0fman1a
@astrostellar7
@lunarinx
@xyberferal
@superpunchygirl
@ackrgeki
@patriciaannieh1
@lennethlee17
@blacklbutterfly

Top Tweeters in G8:
@rosenchild
@parvez1
@smartecocity
@arkreader
@technative
@maryjofoley
@lucian2drei
@austin_castel
@melissablive
@thecube

Top Tweeters in G9:
@indieangles
@sai
@superteamml
@dd_fafa_
@news_nocode
@lopezunwired
@dd_wen_
@ra_koellner
@powerplatfrmbot
@samsungus

Top Tweeters in G10:
@sadasemb
@masque242
@myitmedia
@queenbeadstyle
@etsy
@milesward
@sanjaykalra
@crypticalcrypto
@twitter
@safoian