graph database, Twitter, 4/8/2021 3:15:26 AM, 252281


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graph database_2021-04-07_06-16-57.xlsx
graph database_2021-04-07_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 08, 2021
Short Description:
graph database via NodeXL https://bit.ly/3dOlsEh
@neo4j
@d_e_mol
@tigergraphdb
@dabit3
@pythonexpertbot
@simbachain
@ethereum
@chidambara09
@chainstackhq
@lyonwj

Top hashtags:
#database
#graphdatabase
#graph
#nebulagraph
#bigdata
#aws
#data
#opensource
#software

Description:
Description
The graph represents a network of 542 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 Wednesday, 07 April 2021 at 13:17 UTC.

The requested start date was Tuesday, 06 April 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, 22-hour, 21-minute period from Tuesday, 23 March 2021 at 00:40 UTC to Monday, 05 April 2021 at 23:01 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 : 542
Unique Edges : 447
Edges With Duplicates : 705
Total Edges : 1152
Number of Edge Types : 5
Mentions : 235
Retweet : 251
MentionsInRetweet : 438
Tweet : 184
Replies to : 44
Self-Loops : 187
Reciprocated Vertex Pair Ratio : 0.0364583333333333
Reciprocated Edge Ratio : 0.0703517587939698
Connected Components : 136
Single-Vertex Connected Components : 63
Maximum Vertices in a Connected Component : 225
Maximum Edges in a Connected Component : 702
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.695354
Graph Density : 0.00203600002728308
Modularity : 0.494522
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 542 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 Wednesday, 07 April 2021 at 13:17 UTC.

The requested start date was Tuesday, 06 April 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, 22-hour, 21-minute period from Tuesday, 23 March 2021 at 00:40 UTC to Monday, 05 April 2021 at 23:01 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://vskumar.blog/2018/07/15/2-graph-database-docker-how-to-install-neo4j-on-a-docker-container-for-ubuntu-18-04-vm/
[28] https://vskumar.blog/2017/12/08/how-to-install-neo4j-3-2-6-graph-database-on-ubuntu/
[11] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[8] https://aws.amazon.com/blogs/database/use-aws-lambda-functions-with-amazon-neptune/
[7] https://aws.amazon.com/blogs/database/supercharge-your-knowledge-graph-using-amazon-neptune-amazon-comprehend-and-amazon-lex/
[7] https://h-savran.blogspot.com/2020/03/connecting-to-cosmos-db-gremlin-api.html
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251698
[7] https://hackernoon.com/which-database-is-right-for-yougraph-database-vs-relational-database-4t2j357w
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251616
[5] https://towardsdatascience.com/recursive-graph-queries-over-a-relational-database-5e4c71782536?source=social.tw

Top URLs in Tweet in G1:
[28] https://vskumar.blog/2018/07/15/2-graph-database-docker-how-to-install-neo4j-on-a-docker-container-for-ubuntu-18-04-vm/
[28] https://vskumar.blog/2017/12/08/how-to-install-neo4j-3-2-6-graph-database-on-ubuntu/
[4] https://linuxfr.org/users/steph1978/journaux/graph-my-database
[3] https://blogs.oracle.com/database/graph-databases%3A-what-can-they-do
[2] https://neo4j.com/blog/top-10-use-cases-bill-of-materials/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=top-10-use-cases-bill-of-materials-neo4j-graph-database-platf-2952350
[2] https://searchbusinessanalytics.techtarget.com/post/What-analytics-leaders-need-to-know-about-graph-technology
[2] https://aws.amazon.com/blogs/database/supercharge-your-knowledge-graph-using-amazon-neptune-amazon-comprehend-and-amazon-lex/
[2] https://bisouv.com/uncategorized/3971027/graph-database-market-booming-segments-investors-seeking-stunning-growth-2021-2026-ibm-microsoft-oracle-aws-neo4j-orientdb-tibco-franz-openlink-software-marklogic-tigergraph-datasta/?utm_source=dlvr.it&utm_medium=twitter
[1] https://dy.si/KWJuK
[1] https://www.predictiveanalyticstoday.com/top-free-graph-databases/

Top URLs in Tweet in G3:
[7] https://aws.amazon.com/blogs/database/use-aws-lambda-functions-with-amazon-neptune/
[4] https://twitter.com/dabit3/status/1377400759642390535
[3] https://dev.to/dabit3/building-a-graphql-api-on-aws-with-amazon-neptune-graph-database-and-cdk-428a
[2] https://www.linkedin.com/slink?code=gw_n_jN
[2] https://www.linkedin.com/slink?code=gSm3viP
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DEk4dvNQLFhY&q=EgS4SO-bGPu1moMGIhkA8aeDSxn__qgUbLjggGc9kPDs3r8bo86eMgFy
[1] https://github.com/dabit3/cdk-appsync-neptune
[1] https://www.arangodb.com/2020/05/red-hat-certifies-arangodb-kubernetes-operator/?utm_content=153702134&utm_medium=social&utm_source=twitter&hss_channel=tw-398200139
[1] https://www.arangodb.com/resources/white-paper/fraud-detection/?utm_campaign=Fraud
[1] Detection&utm_content=153113948&utm_medium=social&utm_source=twitter&hss_channel=tw-398200139

Top URLs in Tweet in G4:
[4] https://searchdatamanagement.techtarget.com/feature/Graph-database-vs-relational-database-Key-differences
[4] http://www.topbots.com/graph-attention-networks-under-the-hood/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.youtube.com/watch?v=X-hB2kBFBXs&feature=youtu.be

[3] https://towardsdatascience.com/n-ary-relationships-in-graph-databases-81ca596dac48?utm_source=dlvr.it&utm_medium=twitter
[3] https://towardsdatascience.com/recursive-graph-queries-over-a-relational-database-5e4c71782536?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.youtube.com/watch?v=Ek4dvNQLFhY&feature=youtu.be

[2] https://www.itworldcanada.com/blog/how-to-select-a-graph-database/435451?utm_content=159634743&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[2] https://sefiks.com/2021/04/03/deep-face-recognition-with-neo4j/
[1] https://aws.amazon.com/blogs/database/exploring-scientific-research-on-covid-19-with-amazon-neptune-amazon-comprehend-medical-and-the-tom-sawyer-graph-database-browser/
[1] https://info.tigergraph.com/entity-resolution-mini-guide-0?utm_campaign=2020%20Paid%20Twitter-%20Entity%20Resolution%20Mini%20Guide&utm_source=twitter&utm_medium=paidsocial

Top URLs in Tweet in G5:
[1] https://simbachain.com/solutions/smart-contract-as-a-service/
[1] https://chainstack.com/chainstack-awarded-60k-grant-from-the-graph-foundation/
[1] https://chainstack.com/chainstack-awarded-60k-grant-from-the-graph-foundation/?utm_content=160304917&utm_medium=social&utm_source=twitter&hss_channel=tw-978907821663174656

Top URLs in Tweet in G6:
[11] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251698
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251616
[5] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[4] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/1.introduction/1.what-is-nebula-graph.md
[4] https://github.com/vesoft-inc/nebula-docs/blob/master/docs_2.0/manual_EN/2.introduction/1.what-is-nebula-graph.md
[4] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/3.connect-to-nebula-graph.md
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251123
[2] https://nebula-graph.io/posts/access-control-design-code-nebula-graph/
[2] https://www.youtube.com/watch?v=eQQ4r2PK-kM


Top URLs in Tweet in G7:
[5] https://medium.com/geekculture/analyzing-genomes-in-a-graph-database-27a45faa0ae8
[3] https://neo4j.com/event/neo4j-aura-live-demo-graph-database-service-on-google-cloud-apr-6/?ref=social-event
[2] https://insights.blackcoffer.com/turn-your-website-analytics-into-actionable-insights-decisions-using-neo4j-graph-database/
[2] https://neo4j.com/blog/current-banking-graphcast/?ref=social-blog
[2] https://graphstuff.fm/
[1] https://neo4j.com/blog/this-week-in-neo4j-google-cloud-iam-hierarchy-analyzing-genomes-demystifying-graph-databases/#featured-community-member
[1] https://go.neo4j.com/de-210325-neo4j-live-demo-neo4j-aura.html?ref=social-
[1] https://neo4j.com/blog/advantages-of-neo4j-aura-enterprise-innovative-and-trusted/?ref=social-blog
[1] https://venturebeat.com/2021/02/08/what-is-a-graph-database/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+venturebeat/SZYF+(VentureBeat)&utm_content=Google+Feedfetcher
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DEk4dvNQLFhY&q=EgS4SO-bGPu1moMGIhkA8aeDSxn__qgUbLjggGc9kPDs3r8bo86eMgFy

Top URLs in Tweet in G8:
[5] https://towardsdatascience.com/recursive-graph-queries-over-a-relational-database-5e4c71782536?source=social.tw
[2] https://towardsdatascience.com/neo4j-for-diseases-959dffb5b479?source=social.tw
[1] https://neo4j.com/event/neo4j-aura-live-demo-graph-database-service-on-google-cloud-apr-6/?ref=social-event
[1] https://link.medium.com/kRTKaKJjReb

Top URLs in Tweet in G9:
[5] https://us02web.zoom.us/webinar/register/WN_dwESoy7vR4GhVpfahClSzA
[1] https://dormoshe.io/trending-news/building-a-graphql-api-on-aws-with-amazon-neptune-graph-database-and-cdk-428a-27200?utm_source=twitter&utm_campaign=twitter
[1] https://www.linkedin.com/slink?code=ezFv799
[1] https://www.linkedin.com/slink?code=eweA5tN
[1] https://aws.amazon.com/blogs/database/use-aws-lambda-functions-with-amazon-neptune/

Top URLs in Tweet in G10:
[2] https://www.wfmz.com/news/pr_newswire/pr_newswire_technology/the-future-of-graph-database-vesoft-unveils-nebula-graph-2-0-ga/article_49264e94-f57e-588b-ac64-83c879a06dae.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share

Top Domains
Top Domains in Tweet in Entire Graph:
[56] vskumar.blog
[31] github.com
[17] amazon.com
[17] towardsdatascience.com
[16] nodexlgraphgallery.org
[15] oracle.com
[12] youtube.com
[11] neo4j.com
[11] twitter.com
[11] linkedin.com

Top Domains in Tweet in G1:
[56] vskumar.blog
[8] dy.si
[5] oracle.com
[4] twitter.com
[4] linuxfr.org
[3] linkedin.com
[3] techtarget.com
[3] towardsdatascience.com
[3] amazon.com
[2] venturebeat.com

Top Domains in Tweet in G3:
[7] amazon.com
[4] twitter.com
[4] linkedin.com
[3] dev.to
[2] arangodb.com
[1] google.com
[1] github.com
[1] youtu.be

Top Domains in Tweet in G4:
[6] youtube.com
[6] tigergraph.com
[6] towardsdatascience.com
[4] techtarget.com
[4] topbots.com
[2] itworldcanada.com
[2] sefiks.com
[1] amazon.com
[1] nlpsummit.org
[1] solutionsreview.com

Top Domains in Tweet in G5:
[2] chainstack.com
[1] simbachain.com

Top Domains in Tweet in G6:
[25] github.com
[16] nodexlgraphgallery.org
[7] nebula-graph.io
[4] youtube.com
[1] techtarget.com
[1] towardsdatascience.com
[1] wikipedia.org
[1] slideshare.net
[1] venturebeat.com
[1] crowdstrike.com

Top Domains in Tweet in G7:
[8] neo4j.com
[5] medium.com
[2] blackcoffer.com
[2] graphstuff.fm
[1] venturebeat.com
[1] google.com
[1] dev.to

Top Domains in Tweet in G8:
[7] towardsdatascience.com
[1] neo4j.com
[1] medium.com

Top Domains in Tweet in G9:
[5] zoom.us
[2] linkedin.com
[1] dormoshe.io
[1] amazon.com

Top Domains in Tweet in G10:
[2] wfmz.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[51] database
[43] graphdatabase
[37] graph
[28] nebulagraph
[25] bigdata
[23] aws
[23] data
[17] opensource
[17] software
[16] neo4j



Top Hashtags in Tweet in G1:
[6] database
[5] sqlserver
[3] graph
[3] oracle
[3] graphdatabase
[2] bigdata
[2] datascience
[2] neo4j
[2] techjunkienews
[1] json

Top Hashtags in Tweet in G3:
[9] graph
[7] aws
[7] serverless
[7] database
[2] kubernetes
[2] redhat
[2] openshift
[1] data
[1] arangodb
[1] search

Top Hashtags in Tweet in G4:
[16] bigdata
[15] data
[10] graphdb
[10] getmoreinsights
[10] coolerdata
[9] innovation
[9] ai
[9] machinelearning
[9] deeplearning
[8] graphdatabase

Top Hashtags in Tweet in G5:
[1] blockchains
[1] dlt
[1] binancesmartchain
[1] neo4j

Top Hashtags in Tweet in G6:
[28] nebulagraph
[19] graphdatabase
[17] opensource
[17] software
[16] database
[14] codenewbie
[7] bigdata
[4] graph
[2] deeplearning
[2] access

Top Hashtags in Tweet in G7:
[10] neo4j
[5] genomes
[5] graph
[5] database
[3] aura
[2] twin4j
[2] clouddatabase
[2] banking
[2] cloud
[1] neo4jaura

Top Hashtags in Tweet in G8:
[1] aura
[1] cloud

Top Hashtags in Tweet in G9:
[8] aws
[7] graphql
[7] awslambda
[7] amazonwebservices
[7] dormosheio
[5] graph
[4] relational
[4] json
[4] pgql
[4] analytics

Top Words
Top Words in Tweet in Entire Graph:
[499] graph
[369] database
[91] data
[83] nebula
[79] neo4j
[63] graphql
[63] neptune
[60] amazon
[53] api
[51] #database

Top Words in Tweet in G1:
[65] graph
[62] database
[12] data
[11] oracle
[10] relational
[10] databases
[10] base
[10] datos
[8] rest
[7] excelente

Top Words in Tweet in G2:
[3] bs
[2] cooled
[2] proven

Top Words in Tweet in G3:
[44] graphql
[43] graph
[41] neptune
[40] aws
[40] database
[38] api
[36] appsync
[34] amazon
[32] dabit3
[28] cdk

Top Words in Tweet in G4:
[49] graph
[34] database
[17] data
[16] tigergraphdb
[16] #bigdata
[15] #data
[12] best
[10] learn
[10] #graphdb
[10] #getmoreinsights

Top Words in Tweet in G5:
[13] graph
[13] automation
[11] kubernetesio
[10] chainstackhq
[10] 60k
[9] amazing
[9] news
[9] thank
[9] foundation
[9] graphgrants

Top Words in Tweet in G6:
[103] graph
[75] nebula
[35] database
[32] nebulagraph
[29] salhaj
[28] #nebulagraph
[23] topic
[23] basic
[22] crud
[21] nodexl

Top Words in Tweet in G7:
[20] graph
[19] neo4j
[17] database
[10] #neo4j
[6] analyzing
[6] data
[6] podcast
[5] insights
[5] using
[5] #genomes

Top Words in Tweet in G8:
[20] database
[18] graph
[14] tdatascience
[12] neo4j
[12] dgg32
[11] instrumental
[11] knowledge
[11] discovery
[11] biomedical
[11] research

Top Words in Tweet in G9:
[16] graph
[12] years
[10] webinar
[9] amazon
[8] #aws
[8] neptune
[7] building
[7] #graphql
[7] api
[7] database

Top Words in Tweet in G10:
[4] graph
[2] future
[2] database
[2] vesoft
[2] unveils
[2] nebula
[2] ga
[2] 69news
[2] leonel_sandjong

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[235] graph,database
[79] nebula,graph
[51] amazon,neptune
[43] neptune,graph
[41] graphql,api
[26] api,aws
[26] aws,amazon
[25] relational,database
[24] building,graphql
[22] premiere,today

Top Word Pairs in Tweet in G1:
[24] graph,database
[10] base,datos
[9] relational,database
[8] oracle,database
[7] graph,databases
[7] database,excelente
[7] machine,learning
[7] learning,blockchain
[7] blockchain,graph
[7] graph,spatial

Top Word Pairs in Tweet in G2:
[2] proven,bs

Top Word Pairs in Tweet in G3:
[38] graphql,api
[37] graph,database
[34] amazon,neptune
[33] neptune,graph
[26] api,aws
[26] aws,amazon
[22] premiere,today
[22] today,building
[22] building,graphql
[22] database,appsync

Top Word Pairs in Tweet in G4:
[31] graph,database
[10] #getmoreinsights,#coolerdata
[10] #coolerdata,#data
[6] graph,gurus
[6] best,graph
[6] deep,face
[6] face,recognition
[6] recognition,neo4j
[6] neo4j,graph
[6] database,#machinelearning

Top Word Pairs in Tweet in G5:
[11] kubernetesio,automation
[9] amazing,news
[9] news,thank
[9] thank,graph
[9] graph,foundation
[9] foundation,graphgrants
[9] graphgrants,60k
[9] 60k,grant
[9] grant,build
[9] build,kubernetesio

Top Word Pairs in Tweet in G6:
[71] nebula,graph
[30] graph,database
[17] database,nodexl
[16] nodexl,neo4j
[14] #nebulagraph,#opensource
[14] #opensource,#software
[13] salhaj,graph
[13] neo4j,tigergraphdb
[13] tigergraphdb,chidambara09
[13] chidambara09,richniemiec

Top Word Pairs in Tweet in G7:
[16] graph,database
[5] neo4j,graph
[5] analyzing,#genomes
[5] #genomes,#graph
[5] #graph,#database
[5] #database,sixing
[5] sixing,huang
[5] huang,neo4j
[5] neo4j,gt
[5] gt,labcflores

Top Word Pairs in Tweet in G8:
[13] graph,database
[11] database,neo4j
[11] neo4j,instrumental
[11] instrumental,knowledge
[11] knowledge,discovery
[11] discovery,biomedical
[11] biomedical,research
[11] research,dgg32
[11] dgg32,processed
[11] processed,data

Top Word Pairs in Tweet in G9:
[8] amazon,neptune
[7] building,#graphql
[7] #graphql,api
[7] api,#aws
[7] #aws,amazon
[7] neptune,graph
[7] graph,database
[7] database,cdk
[7] cdk,#awslambda
[7] #awslambda,#amazonwebservices

Top Word Pairs in Tweet in G10:
[2] future,graph
[2] graph,database
[2] database,vesoft
[2] vesoft,unveils
[2] unveils,nebula
[2] nebula,graph
[2] graph,ga
[2] ga,69news
[2] 69news,leonel_sandjong

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tigergraphdb
@nebulagraph
@neo4j
@dabit3
@venturebeat
@salhaj
@richniemiec
@chidambara09
@tdatascience
@d_e_mol

Top Mentioned in G1:
@sql_handle

Top Mentioned in G2:
@sciencejustwins
@caerbannog666
@priscian
@calgarypatty
@jch_of
@jimdtweet
@bubbasranch
@disorderdipolar
@schrdin79008382
@roypentland

Top Mentioned in G3:
@dabit3
@danilop
@thepracticaldev
@adriandeluca76
@arangodb
@wongcyrus

Top Mentioned in G4:
@tigergraphdb
@coolerdata
@solutionsreview
@serengil
@tsawyersoftware
@tonybaer
@jjdomains
@dabit3
@connected_data
@itworldca

Top Mentioned in G5:
@kubernetesio
@chainstackhq
@graphgrants
@ethereum
@ipfs
@postgresql
@graphprotocol
@avalancheavax
@rsksmart
@hyperledger

Top Mentioned in G6:
@nebulagraph
@venturebeat
@neo4j
@tigergraphdb
@salhaj
@richniemiec
@chidambara09
@d_e_mol
@terminusdb
@grjenkin

Top Mentioned in G7:
@neo4j
@labcflores
@resocios
@mcolebrook
@adrmu
@lyonwj
@ellazal
@asbidyarthy
@tdatascience
@dgg32

Top Mentioned in G8:
@tdatascience
@dgg32
@neo4j

Top Mentioned in G9:
@graphqltrends
@apache_age
@loic__lefevre
@nebulagraph
@danilop

Top Mentioned in G10:
@69news
@leonel_sandjong
@techpearce2
@heinzvhoenen
@jeffreyawillia4
@labordeolivier
@cybersecboardrm
@ceoawareness
@sallyeaves
@basaltariunbold

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@femtech_
@aaroncuddeback
@rosenchild
@bexxmodd
@dataaugmented
@ml_tweet_bot
@trendsinai
@net2ayurveda
@yutakama

Top Tweeters in G1:
@dataaugmented
@techjunkiejh
@suriyasubraman
@sql_handle
@analyticbridge
@craigbrownphd
@kidehen
@atsuizo
@webanalyste
@sebclick

Top Tweeters in G2:
@neasdenparade
@regimechangebc
@geraldkutney
@dawntj90
@noelturner194
@roypentland
@sturmlliouville
@greytonka
@ejwwest
@schrdin79008382

Top Tweeters in G3:
@rururu3
@powerupcoding1
@thepracticaldev
@babarbashir
@dabit3
@homegrownfaluyi
@flasisi
@danilop
@k4y1s
@gem1129

Top Tweeters in G4:
@trendsinai
@openmarketingtv
@brainroaring
@pyscalellc
@datapronetwork
@pythonexpertbot
@sainikelash
@itworldca
@uasg9
@solutionsreview

Top Tweeters in G5:
@bexxmodd
@gartner_inc
@hyperledger
@evabeylin
@akashicseer
@stellarorg
@graphgod1
@botakpalace
@juangue28062102
@udiehidden

Top Tweeters in G6:
@chidambara09
@discovertech3
@fmfrancoise
@salhaj
@venturebeat
@grjenkin
@thomashilbig2
@brianeltorro
@opensource_orgs
@newbie_codes

Top Tweeters in G7:
@neo4j
@compchembiobot
@simonw
@mcolebrook
@binfotrends
@labcflores
@kaynairv
@lyonwj
@resocios
@joluroga

Top Tweeters in G8:
@rosenchild
@hubbucket
@edrc30
@dolhani
@chriseolive
@geologistico
@tdatascience
@thepackerman
@backtot68800647
@emo_157

Top Tweeters in G9:
@serverlessfan
@fabriciosx
@devvibesbot
@morolswediu
@ipythonistabot
@djangobot_
@_codenewbiebot
@calefybtech
@thefierybot
@webtrendsss

Top Tweeters in G10:
@jeffreyawillia4
@techpearce2
@69news
@cybersecboardrm
@chuckdbrooks
@sallyeaves
@labordeolivier
@basaltariunbold
@amandaray02
@ceoawareness