@jamesvgingerich, Twitter, 12/21/2020 1:58:32 PM, 243815


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@jamesvgingerich_2020-12-21_05-50-06.xlsx
@jamesvgingerich_2020-12-21_05-50-06.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 21, 2020
Short Description:
@jamesvgingerich via NodeXL https://bit.ly/37DqEsM
@jamesvgingerich
@michaelbathurst
@shoutmgb
@danbuk4
@tylerjohnmalone
@ijacorytaylor
@margaretsiegien
@ynhallak
@journeyingdave
@llnuxbot

Top hashtags:
#robotics
#ai
#innovation
#technology
#digitaltransformation

Description:
Description
The graph represents a network of 1,220 Twitter users whose recent tweets contained "@jamesvgingerich", 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 Monday, 21 December 2020 at 13:53 UTC.

The tweets in the network were tweeted over the 8-day, 15-hour, 31-minute period from Saturday, 12 December 2020 at 22:10 UTC to Monday, 21 December 2020 at 13:41 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 : 1220
Unique Edges : 3956
Edges With Duplicates : 5309
Total Edges : 9265
Number of Edge Types : 5
Retweet : 1852
MentionsInRetweet : 4481
Mentions : 2124
Replies to : 222
Tweet : 586
Self-Loops : 601
Reciprocated Vertex Pair Ratio : 0.0509592326139089
Reciprocated Edge Ratio : 0.0969766115231032
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 1220
Maximum Edges in a Connected Component : 9265
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.436079
Graph Density : 0.00353622291854382
Modularity : 0.354353
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,220 Twitter users whose recent tweets contained "@jamesvgingerich", 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 Monday, 21 December 2020 at 13:53 UTC.

The tweets in the network were tweeted over the 8-day, 15-hour, 31-minute period from Saturday, 12 December 2020 at 22:10 UTC to Monday, 21 December 2020 at 13:41 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 : @jamesvgingerich
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:
[20] https://www.newsweek.com/solarwinds-hack-customer-list-suspected-russian-cyberattack-1554467
[20] https://thenewstack.io/the-pros-and-cons-of-multicloud/?utm_content=149102394&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[14] https://www.forbes.com/sites/robtoews/2020/12/13/8-leading-women-in-the-field-of-ai/?sh=51b2e0955c97
[14] https://digileaders.com/digital-transformation-a-growth-necessity/
[12] https://markets.businessinsider.com/news/stocks/confusion-between-artificial-intelligence-ai-and-robotic-process-automation-rpa-high-among-healthcare-leaders-1029881126
[12] https://twitter.com/IOwnItMovement/status/1338341728676241408
[12] https://www.cnbc.com/2020/12/17/facebook-criticizes-apple-privacy-change-in-second-day-of-ad-blitz-.html
[11] https://www.forbes.com/sites/gusalexiou/2020/12/13/algorithmic-and-ai-assessment-tools---a-new-frontier-in-disability-discrimination/?sh=6510390a544f
[11] https://twitter.com/antgrasso/status/1340914958486433792
[10] https://twitter.com/Jimmysimmonds1/status/1288347930710220800

Top URLs in Tweet in G1:
[14] https://digileaders.com/digital-transformation-a-growth-necessity/
[14] https://www.newsweek.com/solarwinds-hack-customer-list-suspected-russian-cyberattack-1554467
[11] https://www.cnbc.com/2020/12/17/facebook-criticizes-apple-privacy-change-in-second-day-of-ad-blitz-.html
[10] https://markets.businessinsider.com/news/stocks/confusion-between-artificial-intelligence-ai-and-robotic-process-automation-rpa-high-among-healthcare-leaders-1029881126
[9] https://www.forbes.com/sites/gusalexiou/2020/12/13/algorithmic-and-ai-assessment-tools---a-new-frontier-in-disability-discrimination/?sh=6510390a544f
[9] https://www.forbes.com/sites/robtoews/2020/12/13/8-leading-women-in-the-field-of-ai/?sh=51b2e0955c97
[8] https://www.msn.com/en-au/money/markets/covid-creates-new-paradigm-for-digital-transformation-e2-80-94-agility/ar-BB1bN7kq
[8] https://www.techcentral.ie/pandemic-fails-to-stifle-digital-transformation/
[8] https://www.cnbc.com/2020/12/18/suspected-russian-hack-on-us-is-much-worse-than-first-feared.html
[7] https://www.forbes.com/sites/davidhambling/2020/12/11/new-project-will-give-us-mq-9-reaper-drones-artificial-intelligence/?sh=66a0cc7e7a8e

Top URLs in Tweet in G2:
[9] https://www.mckinsey.com/industries/automotive-and-assembly/our-insights/from-no-mobility-to-future-mobility-where-covid-19-has-accelerated-change?cid=other-eml-dre-mip-mck&hlkid=5126be58d1ae44029f2399e2dc707eda&hctky=11650597&hdpid=cfb54fac-23b0-4b5b-ba17-cb3b25fe0bc7
[9] https://searchenterpriseai.techtarget.com/news/252493354/Amazon-SageMaker-Clarify-aims-to-mitigate-bias-in-machine-learning?track=NL-1814&ad=937008&asrc=EM_NLN___URLID__&utm_medium=EM&utm_source=NLN&utm_campaign=20201215_Re:Invent%20week%20two%20recap;%20HPE%20delivers%20cloud%20services%20suite
[9] https://www.dig-in.com/opinion/insurtech-an-opportunity-for-insurers-to-start-fresh-with-data?utm_content=bufferbae63&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://media.bitpipe.com/io_15x/io_152425/item_2239139/Take%20Control%20of%20Your%20Cloud%20with%20Proven%20and%20Modern%20Cloud%20Data%20Protection.pdf
[5] https://thenewstack.io/the-pros-and-cons-of-multicloud/?utm_content=149102394&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[3] https://dash.tweetbinder.com/report/5c6932bc
[3] https://www.insurancebusinessmag.com/nz/news/breaking-news/balancing-compliance-and-speed--are-insurers-getting-it-right-241827.aspx?utm_content=bufferfbc5d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.forbes.com/sites/cognitiveworld/2019/09/12/how-robots-can-transform-retail-with-machine-vision/?ss=ai-big-data#bf54d5963234
[2] https://www.mckinsey.com/about-us/overview/2020-year-in-review?cid=other-eml-alt-mip-mck&hdpid=053ce2db-e58c-4d9c-bf94-b34c07ea5666&hctky=11650597&hlkid=0746280d92bb4437956592d5d72068e7
[2] https://twitter.com/PawlowskiMario/status/1337029191498346496

Top URLs in Tweet in G3:
[12] https://twitter.com/IOwnItMovement/status/1338341728676241408
[11] https://twitter.com/antgrasso/status/1340914958486433792
[10] https://twitter.com/Jimmysimmonds1/status/1288347930710220800
[9] https://www.youtube.com/watch?v=pvOtm1b9mj4&feature=youtu.be

[5] https://youtube.com/channel/UC3XfcIeF9bVQiccvnuBYuQQ

[5] https://www.newsweek.com/solarwinds-hack-customer-list-suspected-russian-cyberattack-1554467
[3] https://twitter.com/TwiterHero/status/1339828111144333312
[3] https://www.youtube.com/watch?v=wV_LONE22yM

[3] https://www.newsweek.com/solar-winds-probably-hacked-russia-serves-white-house-pentagon-nasa-1554447
[3] https://www.forbes.com/sites/roberthart/2020/12/16/dutch-hacker-who-claimed-to-access-trumps-twitter-account-will-walk-free-after-police-investigation/?sh=31c730c46892

Top URLs in Tweet in G4:
[8] https://twitter.com/SydesJokes/status/1337871929362046977
[4] https://www.forbes.com/sites/robtoews/2020/12/13/8-leading-women-in-the-field-of-ai/?sh=51b2e0955c97
[3] https://dash.tweetbinder.com/report/5c6932bc
[3] https://www.facebook.com/100003545735126/videos/3471293162998841/
[2] http://blackskyradio.com/?fbclid=IwAR1MFWKR5PKUWjvGBj_UzwMKa3dfXVyiazV2W9Em6qwz21pBiANYON0Xa4Q
[1] https://www.amazon.com/dp/B08F2T1RPM/ref=cm_sw_r_tw_dp_x_ZVh3FbC0VVG6Q
[1] https://youtube.com/channel/UC3XfcIeF9bVQiccvnuBYuQQ

[1] https://www.analyticsinsight.net/soraya-meirmans-designing-future-products-which-add-value-to-human-lives/
[1] https://www.fastcompany.com/90573460/kathrin-jansen-pfizer-covid-19-vaccine-scientist
[1] https://news.yahoo.com/analytics-insight-announces-10-most-152000893.html

Top URLs in Tweet in G5:
[2] https://www.canadianunderwriter.ca/claims/5-million-cyber-claim-for-phishing-scam-heads-to-top-court-1004200601/
[2] https://futurism.com/new-satellite-buildings-day-night
[2] https://www.databreachtoday.com/malware-wielding-extortionists-target-tesla-8-takeaways-a-14911
[1] https://twitter.com/jamesvgingerich/status/1340116948693213184
[1] https://www.forbes.com/sites/bryanrobinson/2020/07/12/no-one-is-exempt-from-pandemic-stress-state-of-mental-health-and-workplace-wellness/#70b070a4306a
[1] https://www.smartdatacollective.com/how-big-data-impacts-finance-and-banking-industries/
[1] https://futurism.com/learn-how-the-internet-of-things-works-with-these-raspberry-pi-classes

Top URLs in Tweet in G6:
[14] https://thenewstack.io/the-pros-and-cons-of-multicloud/?utm_content=149102394&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853
[4] https://softclouds.medium.com/oracle-subscription-cloud-a-futuristic-platform-for-commerce-8fc3bd90a0fb?utm_content=149485533&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[3] https://www.forbes.com/sites/forbestechcouncil/2020/12/03/data-is-essential-to-digital-transformation/?sh=67047b8826c9&utm_content=149057467&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[3] https://www.verdict.co.uk/2021-fintech-predictions/
[3] https://www.digitalinformationworld.com/2020/12/these-social-media-trends-will-growth.html
[2] https://softclouds.medium.com/oracle-jet-framework-innovation-in-ui-ux-for-oracle-cpq-cloud-524f2a929f9f?utm_content=149611173&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[2] https://www.propertycasualty360.com/2020/11/24/how-insurance-companies-can-measure-digital-transformation-success/?utm_content=149123897&utm_medium=social&utm_source=twitter&hss_channel=tw-1081234791758946304
[2] https://www.forbes.com/sites/forbesfinancecouncil/2020/09/29/what-drives-digital-transformation-in-banking/
[2] https://www.exchange4media.com/digital-news/2021-will-be-the-year-of-continued-digital-transformation-and-engagement-109612.html?utm_content=149264657&utm_medium=social&utm_source=twitter&hss_channel=tw-38306887
[1] https://techhq.com/2020/11/automation-the-true-enterprise-champion-of-2020/

Top URLs in Tweet in G7:
[1] https://www.executivetraveller.com/news/amazon-self-driving-zoox-taxi

Top URLs in Tweet in G8:
[2] https://twitter.com/Pure_Rajput1/s
[1] https://twitter.com/Pure_Rajput1/status/1304491038095159296?s=20

Top URLs in Tweet in G10:
[3] https://www.youtube.com/watch?v=DMZ7124q0ck


Top Domains
Top Domains in Tweet in Entire Graph:
[192] forbes.com
[78] twitter.com
[62] futurism.com
[44] cnbc.com
[32] newsweek.com
[26] youtube.com
[26] analyticsinsight.net
[20] thenewstack.io
[16] usatoday.com
[16] expeflow.com

Top Domains in Tweet in G1:
[161] forbes.com
[55] futurism.com
[39] cnbc.com
[23] newsweek.com
[18] twitter.com
[16] analyticsinsight.net
[15] usatoday.com
[14] digileaders.com
[13] expeflow.com
[11] canadianunderwriter.ca

Top Domains in Tweet in G2:
[11] mckinsey.com
[9] forbes.com
[9] techtarget.com
[9] dig-in.com
[5] bitpipe.com
[5] thenewstack.io
[4] futurism.com
[3] cnbc.com
[3] tweetbinder.com
[3] insurancebusinessmag.com

Top Domains in Tweet in G3:
[45] twitter.com
[17] youtube.com
[9] forbes.com
[8] newsweek.com
[3] expeflow.com
[2] businessinsider.com
[1] tweetbinder.com
[1] medium.com
[1] thenewstack.io
[1] darkreading.com

Top Domains in Tweet in G4:
[8] twitter.com
[8] analyticsinsight.net
[5] forbes.com
[3] tweetbinder.com
[3] facebook.com
[2] blackskyradio.com
[1] amazon.com
[1] youtube.com
[1] fastcompany.com
[1] yahoo.com

Top Domains in Tweet in G5:
[3] futurism.com
[2] canadianunderwriter.ca
[2] databreachtoday.com
[1] twitter.com
[1] forbes.com
[1] smartdatacollective.com

Top Domains in Tweet in G6:
[14] thenewstack.io
[6] forbes.com
[6] medium.com
[3] co.uk
[3] digitalinformationworld.com
[2] propertycasualty360.com
[2] exchange4media.com
[1] techhq.com
[1] cnbc.com
[1] manufacturing.net

Top Domains in Tweet in G7:
[1] executivetraveller.com

Top Domains in Tweet in G8:
[3] twitter.com

Top Domains in Tweet in G10:
[3] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[507] robotics
[384] ai
[382] innovation
[288] technology
[161] digitaltransformation
[143] futureofwork
[139] healthtech
[131] cybersecurity
[108] environment
[92] autoindustry



Top Hashtags in Tweet in G1:
[317] robotics
[312] innovation
[240] technology
[198] ai
[101] digitaltransformation
[97] environment
[85] autoindustry
[78] cybersecurity
[76] healthtech
[73] coronavirus

Top Hashtags in Tweet in G2:
[135] robotics
[111] ai
[94] futureofwork
[62] innovation
[53] healthtech
[45] vr
[41] tech
[39] iot
[37] 5g
[36] ml

Top Hashtags in Tweet in G3:
[47] linux
[46] cybersecurity
[44] flutter
[30] digitaltransformation
[22] retweetsosweet
[22] ai
[18] healing
[18] machinelearning
[13] leadership
[13] kindnessmatters

Top Hashtags in Tweet in G4:
[22] womenintech
[11] followfriday
[8] ff
[8] fbpe
[8] fbr
[5] ai
[5] womeninstem
[3] top10followers
[3] covid
[2] hashtags

Top Hashtags in Tweet in G5:
[36] ai
[36] iot
[36] futureofwork
[35] 5g
[23] supplychain
[23] ar
[23] augmentedreality
[23] vr
[23] mr
[23] iiot

Top Hashtags in Tweet in G6:
[18] cloud
[14] cloudcomputing
[9] digitaltransformation
[5] technology
[5] ai
[4] infographic
[4] cx
[4] crm
[4] banking
[4] automation

Top Hashtags in Tweet in G7:
[1] uber
[1] amazon
[1] zoox
[1] robotaxi
[1] evs

Top Hashtags in Tweet in G9:
[2] robotics
[1] howthingsaremade
[1] transportation
[1] av
[1] construction

Top Words
Top Words in Tweet in Entire Graph:
[661] jamesvgingerich
[507] #robotics
[384] #ai
[382] #innovation
[378] gigadgets
[288] #technology
[250] cheddar
[219] gadgets
[194] forbes
[191] world

Top Words in Tweet in G1:
[317] #robotics
[312] #innovation
[307] gigadgets
[240] #technology
[215] cheddar
[198] #ai
[194] gadgets
[161] forbes
[155] world
[141] jamesvgingerich

Top Words in Tweet in G2:
[223] jamesvgingerich
[135] #robotics
[133] margaretsiegien
[111] #ai
[99] pawlowskimario
[94] #futureofwork
[91] mt
[83] baski_la
[72] frronconi
[63] robot

Top Words in Tweet in G3:
[139] jamesvgingerich
[76] nicochan33
[62] ubuntu
[51] #linux
[51] #flutter
[46] michaelbathurst
[46] rootnk
[46] #cybersecurity
[43] markbird17
[41] nevillegaunt

Top Words in Tweet in G4:
[46] jamesvgingerich
[30] journeyingdave
[27] infotechrg
[26] beatricelacy
[26] witchhusband
[26] sw_reviews
[26] bodhishari
[25] cjnapoet
[25] marlintheloft
[25] ledrew

Top Words in Tweet in G5:
[50] jamesvgingerich
[43] haroldsinnott
[36] #ai
[36] #iot
[36] #futureofwork
[35] #5g
[25] antgrasso
[25] briansolis
[25] ipfconline1
[25] fisher85m

Top Words in Tweet in G6:
[39] jamesvgingerich
[28] realcolinmac
[18] #cloud
[18] terenceleungsf
[18] corix_jc
[18] maxjcm
[18] alaricaloor
[18] mclynd
[18] fabriziobustama
[18] archonsec

Top Words in Tweet in G8:
[11] jamesvgingerich
[5] lumpie125
[5] donnattina
[5] 666_alhlwan
[5] oce2005
[5] martalaury
[5] hsnklil
[5] nuvisionquestt2
[5] majd9757
[5] josephi70291571

Top Words in Tweet in G9:
[2] jamesvgingerich
[2] paved
[2] #robotics

Top Words in Tweet in G10:
[3] schedule
[3] social
[3] media
[3] using
[3] uniclix
[3] r_rafailovamcmi
[3] mdsaaef
[3] bachad2
[3] jamesvgingerich
[3] sgs_freelancer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[196] cheddar,gadgets
[150] interesting,engineering
[135] gigadgets,#innovation
[109] world,economic
[107] economic,forum
[62] during,#coronavirus
[60] #thingstodo,during
[60] #coronavirus,#quarantine
[60] #quarantine,number
[59] #innovation,#technology

Top Word Pairs in Tweet in G1:
[172] cheddar,gadgets
[127] interesting,engineering
[119] gigadgets,#innovation
[97] world,economic
[95] economic,forum
[51] during,#coronavirus
[49] #thingstodo,during
[49] #coronavirus,#quarantine
[49] #quarantine,number
[49] #innovation,#technology

Top Word Pairs in Tweet in G2:
[47] mt,jamesvgingerich
[42] muscle,tissue
[41] #robotics,#futureofwork
[41] #futureofwork,#healthtech
[41] #healthtech,#tech
[41] #tech,#ai
[41] #ai,add
[41] add,muscle
[41] tissue,robot
[41] robot,skeleton

Top Word Pairs in Tweet in G3:
[42] ubuntu,#linux
[37] jamesvgingerich,nicochan33
[28] rootnk,flutterdev
[22] quinnqueens,wrix2
[22] wrix2,jamesvgingerich
[22] nicochan33,nevillegaunt
[22] nevillegaunt,bethfratesmd
[22] backpackjohn1,jacejacobs
[21] moving,direction
[21] flutterdev,#flutter

Top Word Pairs in Tweet in G4:
[25] cjnapoet,marlintheloft
[25] marlintheloft,beatricelacy
[25] beatricelacy,ledrew
[25] journeyingdave,lisatruthjohns
[25] martinarosemann,witchhusband
[25] witchhusband,gigirules7
[25] bavejah,sprague_paul
[25] sprague_paul,stephaniepalosp
[25] stephaniepalosp,mmuller2019
[25] mmuller2019,chrissy_clarke

Top Word Pairs in Tweet in G5:
[35] #ai,#iot
[31] #futureofwork,#5g
[25] antgrasso,briansolis
[25] briansolis,ipfconline1
[25] ipfconline1,fisher85m
[25] ingliguori,rautsan
[25] rautsan,danielnewmanuv
[25] danielnewmanuv,jamesvgingerich
[24] fisher85m,cyrilcoste
[24] cyrilcoste,ingliguori

Top Word Pairs in Tweet in G6:
[18] jamesvgingerich,terenceleungsf
[18] terenceleungsf,realcolinmac
[18] realcolinmac,corix_jc
[18] corix_jc,maxjcm
[18] maxjcm,alaricaloor
[18] alaricaloor,mclynd
[18] mclynd,fabriziobustama
[18] fabriziobustama,archonsec
[18] archonsec,techpearce2
[18] techpearce2,rtehran

Top Word Pairs in Tweet in G8:
[5] lumpie125,donnattina
[5] donnattina,666_alhlwan
[5] 666_alhlwan,oce2005
[5] oce2005,martalaury
[5] martalaury,hsnklil
[5] hsnklil,nuvisionquestt2
[5] nuvisionquestt2,majd9757
[5] majd9757,josephi70291571
[5] josephi70291571,sallyeaves
[5] sallyeaves,jilliemary

Top Word Pairs in Tweet in G10:
[3] schedule,social
[3] social,media
[3] media,using
[3] using,uniclix
[3] uniclix,r_rafailovamcmi
[3] r_rafailovamcmi,mdsaaef
[3] mdsaaef,bachad2
[3] bachad2,jamesvgingerich
[3] jamesvgingerich,sgs_freelancer
[3] sgs_freelancer,hospitalitytek

Top Replied-To
Top Replied-To in Entire Graph:
@jamesvgingerich
@michaelbathurst
@sydesjokes
@yoga_and_more
@roberto063
@ereferencedesk
@georgesemorin
@markbird17
@revogwilliej
@shoutmgb

Top Replied-To in G1:
@jamesvgingerich
@georgesemorin
@sabotagebeats
@prtauvers
@pavelpe29680089
@smadisetti

Top Replied-To in G2:
@margaretsiegien
@heinzvhoenen
@jamesvgingerich
@pawlowskimario
@autoartmachine
@assohnicaise
@kanezadiane
@writer_mikem
@hana_elsayyed

Top Replied-To in G3:
@michaelbathurst
@ereferencedesk
@markbird17
@patgrant7777
@jamesvgingerich
@chrissy_clarke
@rootnk
@pure_rajput1
@yoga_and_more
@birgitbea

Top Replied-To in G4:
@sydesjokes
@jamesvgingerich
@yoga_and_more
@roberto063
@shoutmgb
@revogwilliej
@lgbtqiastrong
@birgitbea

Top Replied-To in G5:
@enricomolinari
@yourtechdiet

Top Replied-To in G6:
@jamesvgingerich

Top Replied-To in G8:
@jamesvgingerich
@pure_rajput1
@lumpie125

Top Replied-To in G9:
@jamesvgingerich

Top Mentioned
Top Mentioned in Entire Graph:
@jamesvgingerich
@nicochan33
@margaretsiegien
@pawlowskimario
@frronconi
@baski_la
@fabriziobustama
@haroldsinnott
@enricomolinari
@ubuntu

Top Mentioned in G1:
@jamesvgingerich
@expeflow
@billgates
@amazon
@tweetbinder
@antgrasso
@axtx
@bhuiyanehsan
@frenchweb

Top Mentioned in G2:
@jamesvgingerich
@margaretsiegien
@pawlowskimario
@baski_la
@frronconi
@fabriziobustama
@nicochan33
@shicooks
@labordeolivier
@enricomolinari

Top Mentioned in G3:
@jamesvgingerich
@nicochan33
@ubuntu
@rootnk
@nevillegaunt
@markbird17
@flutterdev
@machinelearnflx
@wrix2
@software4iot

Top Mentioned in G4:
@jamesvgingerich
@journeyingdave
@cjnapoet
@marlintheloft
@beatricelacy
@ledrew
@lisatruthjohns
@martinarosemann
@witchhusband
@gigirules7

Top Mentioned in G5:
@jamesvgingerich
@haroldsinnott
@antgrasso
@briansolis
@ipfconline1
@fisher85m
@ingliguori
@rautsan
@danielnewmanuv
@cyrilcoste

Top Mentioned in G6:
@jamesvgingerich
@realcolinmac
@terenceleungsf
@corix_jc
@maxjcm
@alaricaloor
@mclynd
@fabriziobustama
@archonsec
@techpearce2

Top Mentioned in G7:
@chamath
@naval
@theallinpod
@altcap
@jason
@twistartups
@rabois
@semil
@henrikfisker
@jamesvgingerich

Top Mentioned in G8:
@donnattina
@666_alhlwan
@oce2005
@martalaury
@hsnklil
@nuvisionquestt2
@majd9757
@josephi70291571
@sallyeaves
@jilliemary

Top Mentioned in G9:
@russia
@russiaun
@un
@senatedems
@senategop
@housedemocrats
@housegop
@governmentrf
@farmweeknow
@ilfarmersmkts

Top Mentioned in G10:
@r_rafailovamcmi
@mdsaaef
@bachad2
@jamesvgingerich
@sgs_freelancer
@hospitalitytek
@arthurn05965052
@tiffanyguillo16
@marksmarketings
@inovvamedia

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@ejlazar
@lindaleeking
@chidambara09
@cybersec_feeds
@evankirstel
@femtech_
@jilliemary
@sudeepkhatri
@ssscoop475

Top Tweeters in G1:
@chidambara09
@aldoceccarelli
@ottlegalrebels
@kontannews
@lllwry
@tess_blue815
@fintechna
@viralvideovlogs
@bot_innovation
@dataaugmented

Top Tweeters in G2:
@evankirstel
@sudeepkhatri
@thesun
@jamesjava
@humbertozamorar
@andrewmorrisuk
@ssxman2
@nicochan33
@akwyz
@northwind1ndn

Top Tweeters in G3:
@ejlazar
@lindaleeking
@cybersec_feeds
@jilliemary
@ssscoop475
@insaurraldeh
@gnrtg4gifts
@garyloper
@calcaware
@llnuxbot

Top Tweeters in G4:
@femtech_
@zoraidapalacios
@yoga_and_more
@yogaarmy
@beatricelacy
@jvcrum
@journeyingdave
@sydesjokes
@gigirules7
@witchhusband

Top Tweeters in G5:
@sectest9
@reuters
@cybersecurityn8
@vivmilano
@ilovebooks786
@gonzo_30531
@jacobussystems
@mary_b_68
@rautsan
@danielnewmanuv

Top Tweeters in G6:
@gezgintrk
@o_g_log
@pvynckier
@ccprakay
@djimb3rry
@corix_jc
@corixpartners
@jobinindia
@melissablive
@1nterestingtech

Top Tweeters in G7:
@zaibatsu
@sai
@danbuk4
@semil
@rabois
@paulpage
@edkwedar
@jason
@naval
@wsjlogistics

Top Tweeters in G8:
@666_alhlwan
@hsnklil
@yvesmulkers
@oce2005
@bmoore_20
@majd9757
@jeffreyfeldberg
@jimeastridge1
@nuvisionquestt2
@lumpie125

Top Tweeters in G9:
@un
@housegop
@senategop
@senatedems
@russiaun
@farmweeknow
@tylerjohnmalone
@housedemocrats
@nfudc
@governmentrf

Top Tweeters in G10:
@hospitalitytek
@r_rafailovamcmi
@activeiot
@arthurn05965052
@smtools2020
@inovvamedia
@mdsaaef
@ursulaalexis2
@tiffanyguillo16
@sgs_freelancer


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