graph database, Twitter, 6/29/2021 1:53:54 PM, 257931


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graph database_2021-06-29_06-16-57.xlsx
graph database_2021-06-29_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 29, 2021
Short Description:
graph database via NodeXL https://bit.ly/3AcBSAs
@neo4j
@tigergraphdb
@tonybaer
@pythonexpertbot
@thisisgulshan
@chidambara09
@danilop
@emileifrem
@mesirii
@gem1129

Top hashtags:
#ai
#bigdata
#datascience
#analytics
#machinelearning
#iot
#python
#iiot
#database

Description:
Description
The graph represents a network of 854 Twitter users whose tweets in the requested range contained "graph database", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 29 June 2021 at 13:18 UTC.

The requested start date was Tuesday, 29 June 2021 at 00:01 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 13-day, 23-hour, 49-minute period from Tuesday, 15 June 2021 at 00:10 UTC to Tuesday, 29 June 2021 at 00:00 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 : 854
Unique Edges : 512
Edges With Duplicates : 1397
Total Edges : 1909
Number of Edge Types : 5
Tweet : 284
Retweet : 557
MentionsInRetweet : 717
Replies to : 55
Mentions : 296
Self-Loops : 294
Reciprocated Vertex Pair Ratio : 0.0331807780320366
Reciprocated Edge Ratio : 0.0642303433001107
Connected Components : 208
Single-Vertex Connected Components : 127
Maximum Vertices in a Connected Component : 396
Maximum Edges in a Connected Component : 1262
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.204354
Graph Density : 0.00123959794745642
Modularity : 0.463302
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 854 Twitter users whose tweets in the requested range contained "graph database", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 29 June 2021 at 13:18 UTC.

The requested start date was Tuesday, 29 June 2021 at 00:01 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 13-day, 23-hour, 49-minute period from Tuesday, 15 June 2021 at 00:10 UTC to Tuesday, 29 June 2021 at 00:00 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 : graph database
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[28] https://aws.amazon.com/blogs/database/build-a-graph-application-with-amazon-neptune-and-aws-amplify/
[27] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[15] https://nebula-graph.io/posts/kuaishou-security-intelligence-platform-with-nebula-graph/
[15] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[10] https://arxiv.org/abs/2106.06739
[10] https://github.com/threatgrid/asami
[9] https://dzone.com/articles/anisible-to-automate-deployment-nebula-graph-cluster
[9] https://medium.com/neo4j/behind-the-scenes-of-creating-the-worlds-biggest-graph-database-cd22f477c843
[8] https://neo4j.com/blog/announcing-early-access-neo4j-aura-free-tier/?ref=social-blog
[8] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/

Top URLs in Tweet in G1:
[11] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[5] https://arxiv.org/abs/2106.06739
[5] https://aws.amazon.com/blogs/database/build-a-graph-application-with-amazon-neptune-and-aws-amplify/
[4] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/#ftag=RSSbaffb68
[3] http://cs.IR
[3] https://www.dataversity.net/what-is-a-graph-database/
[3] https://techcrunch.com/2021/06/17/neo4j-series-f/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/?utm_source=dlvr.it&utm_medium=twitter#ftag=RSSbaffb68
[3] https://www.techmeme.com/210617/p23?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.thefastmode.com/investments-and-expansions/20025-graph-database-startup-neo4j-secures-325m-investment

Top URLs in Tweet in G2:
[3] https://www.tigergraph.com/jaguar-land-rover/
[2] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/#ftag=RSSbaffb68
[1] https://www.theregister.com/2021/05/10/jaguar_land_rover_tigergraph/?utm_content=168355588&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.theregister.com/2021/05/10/jaguar_land_rover_tigergraph/
[1] https://info.tigergraph.com/tigergraph-benchmark-report-download-0?utm_campaign=2021%20neo4j%20Punch%20in%20the%20Mouth&utm_source=twitter&utm_medium=paidsocial
[1] https://www.tigergraph.com/2020/04/07/using-a-graph-database-for-big-data-entity-resolution/?utm_content=169812058&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.tigergraph.com/2020/04/07/using-a-graph-database-for-big-data-entity-resolution/?utm_content=170181488&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://illinoisnewstoday.com/graph-database-and-relational-database-main-differences/252651/?utm_content=171104953&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/dbinsights-white-paper-0?utm_campaign=2020%20Paid%20Twitter-%20Tony%20Baer%20White%20Paper&utm_source=twitter&utm_medium=paidsocial
[1] https://www.tigergraph.com/press-article/merkle-science-leverages-tigergraphs-terabyte-level-production-graph-database-with-blockchain-to-combat-financial-crimes/?utm_content=170015796&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G3:
[8] https://neo4j.com/blog/announcing-early-access-neo4j-aura-free-tier/?ref=social-blog
[7] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[6] https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/?ref=social-blog
[6] https://venturebeat.com/?p=2695066
[6] https://siliconangle.com/2021/06/17/neo4js-325m-funding-round-lifts-fortunes-graph-database-industry/
[4] https://www.crn.com/news/applications-os/graph-database-developer-neo4j-raises-325-million-in-financing-round
[4] https://twitter.com/emileifrem/status/1405556090260049922
[3] https://www.gv.com/news/neo4j-graph-database/
[2] https://searchdatamanagement.techtarget.com/news/252502625/Neo4j-raises-325M-in-funding-to-advance-graph-database
[2] https://neo4j.com/emil/neo4j-raises-largest-funding-round-database-history?new

Top URLs in Tweet in G4:
[8] https://dzone.com/articles/anisible-to-automate-deployment-nebula-graph-cluster
[4] https://dzone.com/articles/bdd-based-integration-testing-framework-for-nebula
[3] https://info.tigergraph.com/oreilly-book
[3] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[2] https://dzone.com/articles/graph-cache
[2] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[2] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/?utm_source=dlvr.it&utm_medium=twitter
[2] http://jackofalltechs.com/2021/06/17/graph-database-platform-neo4j-raises-325m-to-inform-decision-making/
[2] http://j.mp/BigDataLove
[1] https://aws.amazon.com/blogs/database/build-a-graph-application-with-amazon-neptune-and-aws-amplify/?trk=global_employee_advocacy&sc_channel=sm&advocacy_source=everyonesocial&es_id=2a0cf7b99e

Top URLs in Tweet in G6:
[6] https://medium.com/neo4j/behind-the-scenes-of-creating-the-worlds-biggest-graph-database-cd22f477c843
[4] https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/
[1] https://neo4j.com/cloud/aura/pricing/
[1] https://twitter.com/emileifrem/status/1405528446780940316
[1] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/
[1] https://www.youtube.com/watch?t=3471&v=4ZCs83_iHU8&feature=youtu.be
[1] https://github.com/neo4j/trillion-graph
[1] https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/?ref=social-team

Top URLs in Tweet in G7:
[8] https://nebula-graph.io/posts/kuaishou-security-intelligence-platform-with-nebula-graph/
[6] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[2] https://www.meetup.com/it-IT/Graph-Database-Tokyo/events/278967982/?rv=ea1_v2&_xtd=gatlbWFpbF9jbGlja9oAJDIzNTg3NjNmLWI0NWYtNDA0Ni05ZWI0LWUzNGQyY2M5NGQ0Yw&utm_campaign=event-announce&utm_medium=email&utm_source=promo
[1] https://www.meetup.com/it-IT/Graph-Database-Tokyo/events/278967982/
[1] https://dzone.com/articles/bdd-based-integration-testing-framework-for-nebula
[1] https://dzone.com/articles/anisible-to-automate-deployment-nebula-graph-cluster
[1] https://dzone.com/articles/graph-cache
[1] https://nebula-graph.io/posts/why-migrate-janusgraph-nebula-graph/
[1] https://neo4j.com/blog/announcing-early-access-neo4j-aura-free-tier/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=LinkedIn%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=announcing-early-access-of-neo4j-aura-free-tier-get-your-free-3080748
[1] https://opengovasia.com/exclusive-nik-vora-vice-president-apac-neo4j-on-how-to-leverage-connections-in-data-through-graph-database-platform/

Top URLs in Tweet in G8:
[17] https://aws.amazon.com/blogs/database/build-a-graph-application-with-amazon-neptune-and-aws-amplify/
[1] https://aws.amazon.com/blogs/industries/exploring-the-uniprot-protein-knowledgebase-with-aws-open-data-and-amazon-neptune/

Top URLs in Tweet in G9:
[10] https://github.com/threatgrid/asami
[1] https://soundcloud.com/defn-771544745/73-paula-gearon

Top URLs in Tweet in G10:
[2] https://aws.amazon.com/blogs/industries/exploring-the-uniprot-protein-knowledgebase-with-aws-open-data-and-amazon-neptune/
[1] https://aws.amazon.com/blogs/database/build-a-graph-application-with-amazon-neptune-and-aws-amplify/

Top Domains
Top Domains in Tweet in Entire Graph:
[51] neo4j.com
[40] venturebeat.com
[35] amazon.com
[32] nebula-graph.io
[28] zdnet.com
[22] dzone.com
[18] github.com
[15] medium.com
[14] twitter.com
[14] arxiv.org

Top Domains in Tweet in G1:
[13] venturebeat.com
[9] arxiv.org
[9] zdnet.com
[6] techcrunch.com
[6] amazon.com
[6] com.au
[5] medium.com
[4] twitter.com
[4] techmeme.com
[3] cs.ir

Top Domains in Tweet in G2:
[8] tigergraph.com
[3] zdnet.com
[2] theregister.com
[2] com.au
[1] illinoisnewstoday.com
[1] venturebeat.com
[1] truthinit.com

Top Domains in Tweet in G3:
[35] neo4j.com
[14] venturebeat.com
[6] siliconangle.com
[5] twitter.com
[4] techtarget.com
[4] crn.com
[3] gv.com
[1] graphable.ai
[1] odbms.org
[1] google.com

Top Domains in Tweet in G4:
[14] dzone.com
[5] venturebeat.com
[4] amazon.com
[3] tigergraph.com
[2] zdnet.com
[2] nebula-graph.io
[2] jackofalltechs.com
[2] j.mp
[1] betterprogramming.pub
[1] siliconangle.com

Top Domains in Tweet in G6:
[6] neo4j.com
[6] medium.com
[1] twitter.com
[1] zdnet.com
[1] youtube.com
[1] github.com

Top Domains in Tweet in G7:
[15] nebula-graph.io
[3] meetup.com
[3] dzone.com
[1] neo4j.com
[1] opengovasia.com
[1] youtube.com

Top Domains in Tweet in G8:
[18] amazon.com

Top Domains in Tweet in G9:
[10] github.com
[1] soundcloud.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[105] ai
[100] bigdata
[84] datascience
[83] analytics
[79] machinelearning
[75] iot
[73] python
[71] iiot
[48] database
[45] graphdatabase



Top Hashtags in Tweet in G1:
[4] database
[3] bigdata
[3] technology
[3] nosql
[2] datascience
[2] neo4j
[2] tech
[2] aws
[2] relational
[2] cdo

Top Hashtags in Tweet in G2:
[6] graphanalytics
[6] bigdata
[5] neo4j
[5] graphdatabase
[3] graphdb
[3] innovation
[3] ml
[3] ai
[3] bi
[3] supplychainplanning

Top Hashtags in Tweet in G3:
[27] graphdatabase
[21] neo4j
[15] nodes2021
[8] siliconvalley
[8] skanestartups
[7] database
[6] relationships
[6] funding
[4] neo4jaura
[4] aurafree

Top Hashtags in Tweet in G4:
[90] ai
[83] bigdata
[74] iot
[73] datascience
[72] analytics
[71] machinelearning
[70] iiot
[70] python
[18] cloud
[14] agile

Top Hashtags in Tweet in G6:
[14] nodes2021
[2] neo4j
[2] graph

Top Hashtags in Tweet in G7:
[5] opensource
[4] neo4j
[3] agile
[3] ai
[3] cloud
[3] database
[2] big
[2] data
[2] graphdataplatform
[2] tux

Top Hashtags in Tweet in G8:
[6] aws
[1] healthtech
[1] bioinformatics
[1] graph
[1] database

Top Hashtags in Tweet in G9:
[1] clojure

Top Hashtags in Tweet in G10:
[12] graph
[12] awsopendata
[2] awsneptune

Top Words
Top Words in Tweet in Entire Graph:
[881] graph
[670] database
[361] neo4j
[202] tigergraph
[145] data
[135] 325m
[123] tigergraphdb
[120] biggest
[112] learn
[111] free

Top Words in Tweet in G1:
[147] graph
[143] database
[67] neo4j
[38] 325m
[33] raises
[30] biggest
[26] data
[23] platform
[18] investment
[18] amazon

Top Words in Tweet in G2:
[133] graph
[131] database
[122] tigergraph
[118] tigergraphdb
[107] jaguar
[107] land
[99] learn
[88] scale
[87] rover's
[87] trials

Top Words in Tweet in G3:
[145] neo4j
[122] graph
[115] database
[58] 325m
[40] round
[34] trillion
[34] raises
[32] funding
[29] biggest
[28] relationships

Top Words in Tweet in G4:
[124] graph
[90] #ai
[83] #bigdata
[74] #iot
[73] #datascience
[72] free
[72] #analytics
[71] #machinelearning
[70] ebook
[70] tigergraph

Top Words in Tweet in G5:
[4] geocarb
[3] database
[3] co2
[2] noelturner194
[2] ozzorro1
[2] robhon_
[2] robert76907841
[2] rod85928236
[2] argus79336362
[2] sueytonius

Top Words in Tweet in G6:
[30] graph
[24] trillion
[23] behind
[23] scenes
[16] relationship
[15] demo
[15] blog
[14] #nodes2021
[13] one
[13] liked

Top Words in Tweet in G7:
[26] graph
[17] nebulagraph
[15] database
[14] neo4j
[11] nebula
[11] data
[9] tokyo
[9] #
[8] connections
[8] handling

Top Words in Tweet in G8:
[12] graphql
[12] graphdb
[12] awsamplify
[11] graph
[11] ednergizer
[9] danilop
[6] amazon
[6] neptune
[6] aws
[6] #aws

Top Words in Tweet in G9:
[13] graph
[13] database
[11] know
[11] anything
[10] episode
[10] 73
[10] quoll
[10] listening
[10] pleasure
[10] laurieontech

Top Words in Tweet in G10:
[13] database
[12] interested
[12] creating
[12] custom
[12] uniprot
[12] #graph
[12] members
[12] swiss
[12] prot
[12] group

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[445] graph,database
[179] tigergraph,graph
[107] jaguar,land
[89] neo4j,raises
[87] learn,jaguar
[87] land,rover's
[87] rover's,trials
[87] trials,tribulations
[87] tribulations,path
[87] path,tigergraph

Top Word Pairs in Tweet in G1:
[86] graph,database
[27] neo4j,raises
[23] raises,325m
[19] database,platform
[18] platform,neo4j
[16] 325m,inform
[16] inform,decision
[15] decision,making
[14] database,history
[13] biggest,investment

Top Word Pairs in Tweet in G2:
[127] graph,database
[107] jaguar,land
[100] tigergraph,graph
[87] learn,jaguar
[87] land,rover's
[87] rover's,trials
[87] trials,tribulations
[87] tribulations,path
[87] path,tigergraph
[87] database,scale

Top Word Pairs in Tweet in G3:
[83] graph,database
[32] neo4j,raises
[28] trillion,relationships
[24] raises,325m
[23] behind,scenes
[21] funding,round
[21] platform,neo4j
[19] raised,325m
[17] scenes,creating
[17] creating,world's

Top Word Pairs in Tweet in G4:
[71] #bigdata,#datascience
[70] free,ebook
[70] ebook,tigergraph
[70] tigergraph,graph
[70] graph,powered
[70] powered,#analytics
[70] #analytics,#machinelearning
[70] #machinelearning,#bigdata
[70] #datascience,#ai
[70] #ai,#iot

Top Word Pairs in Tweet in G5:
[2] noelturner194,ozzorro1
[2] ozzorro1,robhon_
[2] robhon_,robert76907841
[2] robert76907841,rod85928236
[2] rod85928236,argus79336362
[2] argus79336362,sueytonius
[2] sueytonius,drochir_thonnuk
[2] drochir_thonnuk,roypentland
[2] roypentland,anvndarnamn5
[2] anvndarnamn5,3ghtweets

Top Word Pairs in Tweet in G6:
[23] behind,scenes
[14] demo,#nodes2021
[14] scenes,blog
[13] liked,trillion
[13] trillion,relationship
[13] relationship,graph
[13] graph,demo
[13] #nodes2021,check
[13] check,behind
[13] blog,kudos

Top Word Pairs in Tweet in G7:
[15] graph,database
[11] nebula,graph
[8] nebulagraph,handling
[8] handling,tens
[8] tens,billions
[8] billions,threat
[8] threat,intelligence
[8] intelligence,data
[8] data,graph
[8] database,kuaishou

Top Word Pairs in Tweet in G8:
[12] graphql,graphdb
[12] graphdb,awsamplify
[11] ednergizer,graphql
[6] amazon,neptune
[6] interesting,tutorial
[6] tutorial,re
[6] re,interested
[6] interested,bioinformatics
[6] bioinformatics,graph
[6] graph,databases

Top Word Pairs in Tweet in G9:
[13] graph,database
[10] episode,73
[10] 73,quoll
[10] quoll,listening
[10] listening,pleasure
[10] pleasure,know
[10] know,graph
[10] love,graphql
[10] graphql,api
[10] api,signature

Top Word Pairs in Tweet in G10:
[12] interested,creating
[12] creating,custom
[12] custom,uniprot
[12] uniprot,#graph
[12] #graph,database
[12] database,members
[12] members,swiss
[12] swiss,prot
[12] prot,group
[12] group,worked

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tigergraphdb
@neo4j
@emileifrem
@thisisgulshan
@techopcode
@nebulagraph
@mesirii
@philip_d_hughes
@venturebeat
@uniprot

Top Mentioned in G1:
@dougbrowndba
@oracleasktom

Top Mentioned in G2:
@tigergraphdb
@itnews_au
@merklescience
@theregister
@tonybaer
@gmdesh
@neo4j
@zdnet

Top Mentioned in G3:
@neo4j
@emileifrem
@venturebeat
@mjasay
@gvteam
@mattcasters
@siliconvikings
@ejn
@kyle_l_wiggers
@siliconangle

Top Mentioned in G4:
@thisisgulshan
@techopcode
@philip_d_hughes
@hishamb6
@digitalkecom
@thi
@craigbrownphd
@dkhmelenko
@nebulagraph
@bigdatalove

Top Mentioned in G5:
@ozzorro1
@robhon_
@robert76907841
@rod85928236
@argus79336362
@sueytonius
@drochir_thonnuk
@roypentland
@anvndarnamn5
@3ghtweets

Top Mentioned in G6:
@mesirii
@sveltejs
@oskarhane
@digitalstain
@hugofirth
@emileifrem
@prathle
@neo4j
@rotnroll666
@graph_aware

Top Mentioned in G7:
@nebulagraph
@neo4j
@santand84
@contonsofia
@agilelarus
@philip_d_hughes
@larus
@objectivitydb
@matzeone
@rios_opensource

Top Mentioned in G8:
@awsamplify
@ednergizer
@danilop

Top Mentioned in G9:
@quoll
@defnpodcast
@laurieontech

Top Mentioned in G10:
@uniprot
@isbsib
@awscloud

Top Tweeters
Top Tweeters in Entire Graph:
@onlinelisting
@sectest9
@chidambara09
@phuketdailynews
@claudosky
@sikecilmarmut
@5fec93919a544d3
@xaelbot
@codedailybot
@animesh1977

Top Tweeters in G1:
@m157q_news_rss
@estream_studios
@pm_girl
@suriyasubraman
@equateall
@toyertoys
@hebergementwebs
@vanuatutech
@foundersgyan
@latestn72062740

Top Tweeters in G2:
@claudosky
@sikecilmarmut
@5fec93919a544d3
@manaloviring
@amuraovonn
@pickooo
@dataaugmented
@s4th__
@ellyshaaaaa___
@anilreja

Top Tweeters in G3:
@rosenchild
@pyscalellc
@venturebeat
@siddarthpaim
@tiagoooliveira
@brianleroux
@kellblog
@jadp
@siliconangle
@aamanlamba

Top Tweeters in G4:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@friday_js_bot
@hubofml
@morolswediu
@ipythonistabot
@djangobot_

Top Tweeters in G5:
@hms_indomitable
@geraldkutney
@noelturner194
@roypentland
@ejwwest
@veritatem2021
@swcrisis
@nikolovscience
@robhon_
@jimdtweet

Top Tweeters in G6:
@rotnroll666
@rlarac
@syakirharis25
@fbiville
@mesirii
@bangarangler
@darthvader42
@mlusetti
@ikwattro
@oskarhane

Top Tweeters in G7:
@scmpnews
@financialtimes
@opensource_orgs
@cnnbrk
@techinasia
@bbctech
@searchsquirrel
@danielcfng
@jimwebber
@jackivaughan

Top Tweeters in G8:
@meligy
@compchembiobot
@montooshah
@mndoci
@danilop
@binfotrends
@gem1129
@edelman215
@attilah
@ircolle

Top Tweeters in G9:
@borkdude
@mrxinu
@laurieontech
@seqnino1tyvkdje
@johnlindquist
@quoll
@vijaykiran
@raymcdermott
@hugo__df
@_mavewrick

Top Tweeters in G10:
@animesh1977
@rkakamilan
@kozo2
@awscloud
@saubashyasur
@fpientka
@proteomicsnews
@angrist_fusion
@jervenbolleman
@isbsib


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