graph database, Twitter, 6/22/2021 10:21:35 PM, 257475


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graph database_2021-06-22_06-16-57.xlsx
graph database_2021-06-22_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 22, 2021
Short Description:
graph database via NodeXL https://bit.ly/2SOXP88
@neo4j
@tigergraphdb
@tonybaer
@pythonexpertbot
@thisisgulshan
@chidambara09
@danilop
@emileifrem
@techopcode
@mesirii

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

Description:
Description
The graph represents a network of 815 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, 22 June 2021 at 13:18 UTC.

The requested start date was Tuesday, 22 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, 18-hour, 59-minute period from Tuesday, 08 June 2021 at 02:03 UTC to Monday, 21 June 2021 at 21:03 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 : 815
Unique Edges : 521
Edges With Duplicates : 1295
Total Edges : 1816
Number of Edge Types : 5
Retweet : 571
MentionsInRetweet : 735
Mentions : 190
Replies to : 46
Tweet : 274
Self-Loops : 280
Reciprocated Vertex Pair Ratio : 0.0261904761904762
Reciprocated Edge Ratio : 0.0510440835266821
Connected Components : 202
Single-Vertex Connected Components : 118
Maximum Vertices in a Connected Component : 373
Maximum Edges in a Connected Component : 1178
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.214707
Graph Density : 0.00129934731161725
Modularity : 0.472535
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 815 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, 22 June 2021 at 13:18 UTC.

The requested start date was Tuesday, 22 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, 18-hour, 59-minute period from Tuesday, 08 June 2021 at 02:03 UTC to Monday, 21 June 2021 at 21:03 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:
[27] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[25] https://aws.amazon.com/blogs/database/build-a-graph-application-with-amazon-neptune-and-aws-amplify/
[21] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[11] https://nebula-graph.io/posts/kuaishou-security-intelligence-platform-with-nebula-graph/
[10] https://arxiv.org/abs/2106.06739
[10] https://github.com/threatgrid/asami
[8] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/
[8] https://siliconangle.com/2021/06/17/neo4js-325m-funding-round-lifts-fortunes-graph-database-industry/
[8] https://medium.com/neo4j/behind-the-scenes-of-creating-the-worlds-biggest-graph-database-cd22f477c843
[7] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/#ftag=RSSbaffb68

Top URLs in Tweet in G1:
[12] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[6] https://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/#ftag=RSSbaffb68
[5] https://arxiv.org/abs/2106.06739
[4] https://aws.amazon.com/blogs/database/build-a-graph-application-with-amazon-neptune-and-aws-amplify/
[3] https://www.biorxiv.org/cgi/content/short/2021.06.10.447944v1
[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

Top URLs in Tweet in G2:
[1] https://www.itworldcanada.com/blog/how-to-select-a-graph-database/435451?utm_content=169516194&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/jaguar-land-rover/
[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://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
[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/?utm_content=169409141&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G3:
[8] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[7] https://nebula-graph.io/posts/kuaishou-security-intelligence-platform-with-nebula-graph/
[7] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[6] https://venturebeat.com/?p=2695066
[6] https://siliconangle.com/2021/06/17/neo4js-325m-funding-round-lifts-fortunes-graph-database-industry/
[4] https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/?ref=social-blog
[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://neo4j.com/nodes-2021/?ref=social-camp-

Top URLs in Tweet in G4:
[4] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[4] https://towardsdatascience.com/graph-coloring-with-networkx-88c45f09b8f4?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[4] https://towardsdatascience.com/machine-learning-execution-is-a-directed-acyclic-graph-211e5e1e6c57?utm_source=dlvr.it&utm_medium=twitter
[3] https://info.tigergraph.com/oreilly-book
[3] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/
[3] https://towardsdatascience.com/explainable-graph-neural-networks-cb009c2bc8ea?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[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://www.zdnet.com/article/the-biggest-investment-in-database-history-the-biggest-social-network-ever-and-other-graph-stories-from-neo4j/#ftag=RSSbaffb68

Top URLs in Tweet in G5:
[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://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://twitter.com/emileifrem/status/1405528446780940316
[1] https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/?ref=social-team

Top URLs in Tweet in G6:
[10] https://github.com/threatgrid/asami
[1] https://soundcloud.com/defn-771544745/73-paula-gearon

Top URLs in Tweet in G7:
[18] 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:
[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/
[1] https://aws.amazon.com/it/about-aws/whats-new/2017/11/amazon-neptune-fast-reliable-graph-database-built-for-the-cloud/

Top URLs in Tweet in G10:
[9] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[4] https://nebula-graph.io/posts/kuaishou-security-intelligence-platform-with-nebula-graph/
[2] https://www.nextplatform.com/2021/01/19/third-time-is-the-charm-for-nebula-graph-database/
[2] https://nebula-graph.io/posts/why-migrate-janusgraph-nebula-graph/
[2] https://nebula-graph.com.cn/nuc2021/
[2] https://dzone.com/articles/automating-workflows-with-github-action-in-nebula
[2] https://dzone.com/articles/a-review-of-graph-databases
[1] https://dzone.com/articles/task-manager-design-in-nebula-graph
[1] https://nebula-graph.io/posts/detect-data-consistency-issues-in-raft-implementing-with-jepsen/
[1] https://discuss.nebula-graph.io/t/benchmarking-the-mainstream-open-source-distributed-graph-databases-at-meituan-nebula-graph-vs-dgraph-vs-hugegraph/715

Top Domains
Top Domains in Tweet in Entire Graph:
[39] venturebeat.com
[38] nebula-graph.io
[37] neo4j.com
[31] amazon.com
[27] zdnet.com
[24] github.com
[20] twitter.com
[15] medium.com
[13] arxiv.org
[12] techcrunch.com

Top Domains in Tweet in G1:
[14] venturebeat.com
[11] zdnet.com
[8] arxiv.org
[6] twitter.com
[6] techcrunch.com
[5] medium.com
[5] amazon.com
[4] techmeme.com
[3] linkedin.com
[3] biorxiv.org

Top Domains in Tweet in G2:
[6] tigergraph.com
[3] theregister.com
[1] itworldcanada.com
[1] zdnet.com

Top Domains in Tweet in G3:
[27] neo4j.com
[17] nebula-graph.io
[13] venturebeat.com
[6] twitter.com
[6] siliconangle.com
[4] crn.com
[3] gv.com
[1] youtube.com
[1] techcrunch.com
[1] google.com

Top Domains in Tweet in G4:
[11] towardsdatascience.com
[5] venturebeat.com
[4] nebula-graph.io
[3] tigergraph.com
[2] jackofalltechs.com
[2] zdnet.com
[2] j.mp
[2] solutionsreview.com
[1] theregister.com
[1] siliconangle.com

Top Domains in Tweet in G5:
[6] medium.com
[5] neo4j.com
[1] zdnet.com
[1] youtube.com
[1] github.com
[1] twitter.com

Top Domains in Tweet in G6:
[10] github.com
[1] soundcloud.com

Top Domains in Tweet in G7:
[19] amazon.com

Top Domains in Tweet in G9:
[4] amazon.com

Top Domains in Tweet in G10:
[17] nebula-graph.io
[5] dzone.com
[2] nextplatform.com
[2] com.cn
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[101] bigdata
[87] ai
[86] datascience
[81] analytics
[77] machinelearning
[72] python
[71] iot
[70] iiot
[45] database
[39] graphdatabase



Top Hashtags in Tweet in G1:
[4] neo4j
[4] datascience
[4] database
[3] machinelearning
[3] bigdata
[3] nosql
[2] ai
[2] relational
[2] aws
[1] ux

Top Hashtags in Tweet in G2:
[5] graphdatabase
[5] graphanalytics
[4] bigdata
[4] neo4j
[3] graphdb
[3] analytics
[2] supplychainplanning
[2] digitaltransformation
[2] entityresolution
[2] mdm

Top Hashtags in Tweet in G3:
[21] neo4j
[17] graphdatabase
[15] nodes2021
[8] siliconvalley
[8] skanestartups
[7] database
[5] graphdatabases
[5] funding
[4] relationships
[3] graphs

Top Hashtags in Tweet in G4:
[86] bigdata
[76] datascience
[76] ai
[75] analytics
[70] iot
[69] machinelearning
[69] iiot
[69] python
[19] database
[13] data

Top Hashtags in Tweet in G5:
[14] nodes2021
[2] neo4j
[2] graph

Top Hashtags in Tweet in G6:
[1] clojure

Top Hashtags in Tweet in G7:
[7] aws
[1] healthtech
[1] bioinformatics
[1] graph
[1] database
[1] analytics
[1] machinelearning
[1] bigdata
[1] datascience
[1] ai

Top Hashtags in Tweet in G8:
[18] islamophobiapromotesterrorism

Top Hashtags in Tweet in G9:
[10] graph
[9] awsopendata
[2] awsneptune
[1] neptune
[1] database
[1] aws

Top Hashtags in Tweet in G10:
[17] nebulagraph
[11] opensource
[10] graphdatabase
[6] database
[6] community
[5] software
[4] scalability
[4] usecase
[4] bigdata
[2] products

Top Words
Top Words in Tweet in Entire Graph:
[865] graph
[651] database
[344] neo4j
[199] tigergraph
[139] data
[130] tigergraphdb
[127] 325m
[124] jaguar
[124] land
[106] biggest

Top Words in Tweet in G1:
[141] graph
[136] database
[71] neo4j
[38] 325m
[33] biggest
[33] raises
[29] data
[21] platform
[20] aws
[18] amazon

Top Words in Tweet in G2:
[133] graph
[128] database
[126] tigergraphdb
[126] tigergraph
[121] jaguar
[121] land
[78] learn
[72] scale
[71] rover's
[71] trials

Top Words in Tweet in G3:
[136] graph
[126] neo4j
[122] database
[53] 325m
[40] trillion
[34] round
[29] raises
[27] biggest
[26] relationships
[26] funding

Top Words in Tweet in G4:
[123] graph
[86] #bigdata
[76] #datascience
[76] #ai
[75] #analytics
[71] tigergraph
[70] #iot
[69] free
[69] ebook
[69] powered

Top Words in Tweet in G5:
[25] graph
[24] trillion
[23] behind
[23] scenes
[16] relationship
[15] demo
[15] blog
[14] #nodes2021
[13] liked
[13] check

Top Words in Tweet in G6:
[15] graph
[15] database
[12] know
[11] laurieontech
[11] anything
[10] episode
[10] 73
[10] quoll
[10] listening
[10] pleasure

Top Words in Tweet in G7:
[14] graph
[12] graphql
[12] graphdb
[12] awsamplify
[11] ednergizer
[10] danilop
[7] amazon
[7] neptune
[7] aws
[7] #aws

Top Words in Tweet in G8:
[18] #islamophobiapromotesterrorism
[18] teamisf_
[18] incidents
[18] sorted
[18] six
[18] categories
[18] listed
[18] below
[18] compiled
[17] bintechinte

Top Words in Tweet in G9:
[12] database
[10] #graph
[9] interested
[9] creating
[9] custom
[9] uniprot
[9] members
[9] swiss
[9] prot
[9] group

Top Words in Tweet in G10:
[45] graph
[28] nebula
[20] database
[17] #nebulagraph
[11] nebulagraph
[11] #opensource
[10] #graphdatabase
[9] data
[9] stores
[9] one

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[444] graph,database
[146] tigergraph,graph
[124] jaguar,land
[77] neo4j,raises
[73] #bigdata,#datascience
[72] learn,jaguar
[72] land,rover's
[72] rover's,trials
[72] trials,tribulations
[72] tribulations,path

Top Word Pairs in Tweet in G1:
[81] graph,database
[27] neo4j,raises
[24] raises,325m
[19] database,platform
[19] platform,neo4j
[17] 325m,inform
[17] inform,decision
[16] decision,making
[15] biggest,investment
[15] investment,database

Top Word Pairs in Tweet in G2:
[128] graph,database
[121] jaguar,land
[75] tigergraph,graph
[71] learn,jaguar
[71] land,rover's
[71] rover's,trials
[71] trials,tribulations
[71] tribulations,path
[71] path,tigergraph
[71] database,scale

Top Word Pairs in Tweet in G3:
[94] graph,database
[28] neo4j,raises
[26] trillion,relationships
[22] raises,325m
[21] behind,scenes
[20] platform,neo4j
[19] raised,325m
[19] graph,databases
[15] scenes,creating
[15] creating,world's

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

Top Word Pairs in Tweet in G5:
[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 G6:
[14] graph,database
[11] know,graph
[10] episode,73
[10] 73,quoll
[10] quoll,listening
[10] listening,pleasure
[10] pleasure,know
[10] love,graphql
[10] graphql,api
[10] api,signature

Top Word Pairs in Tweet in G7:
[12] graphql,graphdb
[12] graphdb,awsamplify
[11] ednergizer,graphql
[7] amazon,neptune
[6] build,graph
[6] graph,application
[6] application,amazon
[6] neptune,aws
[6] aws,amplify
[6] amplify,#aws

Top Word Pairs in Tweet in G8:
[18] #islamophobiapromotesterrorism,teamisf_
[18] teamisf_,incidents
[18] incidents,sorted
[18] sorted,six
[18] six,categories
[18] categories,listed
[18] listed,below
[18] below,compiled
[17] bintechinte,#islamophobiapromotesterrorism
[17] compiled,inte

Top Word Pairs in Tweet in G9:
[9] interested,creating
[9] creating,custom
[9] custom,uniprot
[9] uniprot,#graph
[9] #graph,database
[9] database,members
[9] members,swiss
[9] swiss,prot
[9] prot,group
[9] group,worked

Top Word Pairs in Tweet in G10:
[26] nebula,graph
[18] graph,database
[9] graph,stores
[9] stores,one
[9] one,trillion
[9] trillion,connections
[9] connections,social
[9] social,network
[9] network,practices
[9] practices,wechat

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tigergraphdb
@neo4j
@thisisgulshan
@nebulagraph
@emileifrem
@techopcode
@teamisf_
@bintechinte
@mesirii
@awsamplify

Top Mentioned in G1:
@dougbrowndba

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

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

Top Mentioned in G4:
@thisisgulshan
@techopcode
@hishamb6
@coolerdata
@digitalkecom
@thi
@nebulagraph
@remote_dev_jobs
@bigdatalove
@bigdata_review

Top Mentioned in G5:
@mesirii
@sveltejs
@oskarhane
@digitalstain
@prathle
@neo4j
@graph_aware
@sveltesociety
@thobe
@emileifrem

Top Mentioned in G6:
@quoll
@laurieontech
@defnpodcast

Top Mentioned in G7:
@awsamplify
@ednergizer
@danilop
@thisisgulshan
@neo4j

Top Mentioned in G8:
@teamisf_
@bintechinte

Top Mentioned in G9:
@uniprot
@isbsib
@awscloud

Top Mentioned in G10:
@nebulagraph
@tigergraphdb
@schrepfler
@gwenshap
@jmsuhy
@htbaa

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

Top Tweeters in G1:
@dataaugmented
@m157q_news_rss
@estream_studios
@pm_girl
@suriyasubraman
@equateall
@toyertoys
@overflow_meme
@hebergementwebs
@vanuatutech

Top Tweeters in G2:
@sikecilmarmut
@5fec93919a544d3
@manaloviring
@amuraovonn
@pickooo
@godfrey_g_
@ricardo_ik_ahau
@s4th__
@fe43128612
@education_24x7

Top Tweeters in G3:
@opensource_orgs
@venturebeat
@siddarthpaim
@tiagoooliveira
@brianleroux
@kellblog
@jadp
@siliconangle
@aamanlamba
@siliconvikings

Top Tweeters in G4:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@bexxmodd
@cybersecurityn8
@friday_js_bot
@hubofml
@ml_tweet_bot
@morolswediu

Top Tweeters in G5:
@rotnroll666
@rlarac
@syakirharis25
@fbiville
@mesirii
@bangarangler
@darthvader42
@mlusetti
@ikwattro
@oskarhane

Top Tweeters in G6:
@borkdude
@mrxinu
@brentonpoke
@laurieontech
@seqnino1tyvkdje
@johnlindquist
@mchelen
@quoll
@vijaykiran
@raymcdermott

Top Tweeters in G7:
@pythonexpertbot
@meligy
@compchembiobot
@montooshah
@mndoci
@danilop
@binfotrends
@gem1129
@edelman215
@attilah

Top Tweeters in G8:
@tfp_faheem
@hasaanja
@bintechinte
@abdulqadirfngrl
@a__642
@zapwills
@lashari_4
@mee__ruu
@iammhammad
@jugnuuu05

Top Tweeters in G9:
@animesh1977
@rkakamilan
@awscloud
@fpientka
@proteomicsnews
@angrist_fusion
@jervenbolleman
@seralf
@isbsib
@ci4cb

Top Tweeters in G10:
@discovertech3
@pvynckier
@thomashilbig2
@kjjaeger
@scibot6
@gwenshap
@schrepfler
@htbaa
@rjg72inches
@nebulagraph


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