graph database, Twitter, 3/8/2022 11:15:09 PM, 272830


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graph database_2022-03-08_08-57-45.xlsx
graph database_2022-03-08_08-57-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 08, 2022
Short Description:
graph database via NodeXL https://bit.ly/3tBt4lg
@neo4j
@phurd_
@desoprotocol
@zahiriqubal
@nebulagraph
@rajeevksingla
@petercorless
@biorxiv_bioinfo
@jmhreif
@azulsystems

Top hashtags:
#database
#graph
#nebulagraph
#graphdatabase
#neo4j
#scicadd
#opensource

Description:
Description
The graph represents a network of 257 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, 08 March 2022 at 16:58 UTC.

The requested start date was Tuesday, 08 March 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 9-day, 20-hour, 59-minute period from Tuesday, 22 February 2022 at 02:00 UTC to Thursday, 03 March 2022 at 23:00 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 : 257
Unique Edges : 163
Edges With Duplicates : 296
Total Edges : 459
Number of Edge Types : 5
Retweet : 125
MentionsInRetweet : 161
Tweet : 83
Mentions : 73
Replies to : 17
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.0686274509803922
Reciprocated Edge Ratio : 0.128440366972477
Connected Components : 89
Single-Vertex Connected Components : 43
Maximum Vertices in a Connected Component : 30
Maximum Edges in a Connected Component : 74
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.879872
Graph Density : 0.00331347276264591
Modularity : 0.494569
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 257 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, 08 March 2022 at 16:58 UTC.

The requested start date was Tuesday, 08 March 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 9-day, 20-hour, 59-minute period from Tuesday, 22 February 2022 at 02:00 UTC to Thursday, 03 March 2022 at 23:00 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:
[7] https://github.com/coalfirefederal/netfrenzy
[7] https://discuss.nebula-graph.io/t/nebula-graph-swag-ready-for-you/1102
[6] https://www.upwork.com/freelancers/databasedba
[3] https://dev.to/lisahui/what-i-learned-working-on-nebula-graph-an-open-source-and-distributed-graph-database-16eo
[3] https://h-savran.blogspot.com/2020/03/connecting-to-cosmos-db-gremlin-api.html
[2] https://www.tigergraph.com/blog/improve-your-cybersecurity-posture-with-graph-database-technology/
[2] https://codelib.app/away/?id=95917
[2] https://www.codeproject.com/Articles/5326500/How-Do-You-Know-If-a-Graph-Database-Solves-the-Pro
[2] https://www.cvedetails.com/cve/CVE-2021-42767/
[2] https://www.biorxiv.org/content/10.1101/2022.02.23.481560v1

Top URLs in Tweet in G1:
[3] https://dev.to/lisahui/what-i-learned-working-on-nebula-graph-an-open-source-and-distributed-graph-database-16eo
[2] https://www.sesin.at/
[2] https://www.sesin.at/2022/03/01/neo4j-graph-database-up-to-4-3-6-apoc-plugin-pathname-traversal/
[2] https://www.cvedetails.com/cve/CVE-2021-42767/
[1] http://CVSoci.al/QocGQnwM
[1] https://academic.oup.com/g3journal/article/12/2/jkab390/6423995
[1] http://biorxiv.org/cgi/content/short/2022.02.23.481560v1?rss=1
[1] https://okt.to/MKXs5B
[1] https://link.medium.com/GzJwS3V5Ynb
[1] https://arxiv.org/abs/2107.01963

Top URLs in Tweet in G2:
[2] https://okt.to/JFjtXP
[1] https://okt.to/WHnuPl
[1] https://okt.to/RKYPVO
[1] https://okt.to/o8ZRUt
[1] https://github.com/coalfirefederal/netfrenzy
[1] http://azul.com/webinar-neo4j/?utm_medium=social&utm_campaign=dm-events&utm_source=Neo4j&utm_content=&utm_term=
[1] https://huntr.dev/

Top URLs in Tweet in G4:
[7] https://discuss.nebula-graph.io/t/nebula-graph-swag-ready-for-you/1102
[2] https://nebula-graph.io/posts/introduction-about-nebula-dashboard-enterprise/
[1] https://martechseries.com/technology/nebula-graph-takes-another-step-to-lead-global-graph-database-market-with-the-release-of-v3-0-0/
[1] https://docs.nebula-graph.io/2.5.1/nebula-studio/deploy-connect/st-ug-deploy/
[1] https://docs.nebula-graph.io/2.5.1/nebula-dashboard/1.what-is-dashboard/
[1] https://nebulagraph.slack.com/
[1] https://docs.nebula-graph.io/2.5.1/nebula-dashboard/2.deploy-dashboard/
[1] https://www.youtube.com/watch?v=z6WHfDB-p58&t=4s

[1] https://docs.nebula-graph.io/2.5.1/nebula-dashboard/4.use-dashboard/
[1] https://nebula-graph.io/posts/what-is-nebula-explorer/

Top URLs in Tweet in G5:
[1] https://twitter.com/healthhashtags/status/1497493154127351811

Top URLs in Tweet in G6:
[2] https://searchdatamanagement.techtarget.com/news/252513522/ArangoDB-39-scales-graph-database-operations?utm_campaign=sdm_bizapps2&utm_content=1645557349&utm_medium=social&utm_source=twitter
[1] https://okt.to/OJxjD1
[1] https://www.arangodb.com/2022/02/introducing-arangodb-3-9-further-powering-graph-at-scale/
[1] https://bit.ly/3sruL4g
[1] https://okt.to/aqJoQS

Top URLs in Tweet in G7:
[1] https://www.biorxiv.org/cgi/content/short/2022.02.23.481560v1
[1] https://www.biorxiv.org/content/10.1101/2022.02.23.481560v1.abstract

Top URLs in Tweet in G9:
[1] https://datalanguage.com/blog/data-graphs-at-cochrane-a-case-study

Top URLs in Tweet in G10:
[1] https://www.edgedb.com/blog/the-graph-relational-database-defined

Top Domains
Top Domains in Tweet in Entire Graph:
[15] nebula-graph.io
[10] github.com
[9] okt.to
[7] biorxiv.org
[6] upwork.com
[4] gov.ru
[4] sesin.at
[4] dev.to
[4] blogspot.com
[3] twitter.com

Top Domains in Tweet in G1:
[4] dev.to
[4] sesin.at
[2] biorxiv.org
[2] znewsafrica.com
[2] cloudinary.com
[2] github.com
[2] cvedetails.com
[1] cvsoci.al
[1] oup.com
[1] okt.to

Top Domains in Tweet in G2:
[5] okt.to
[1] github.com
[1] azul.com
[1] huntr.dev

Top Domains in Tweet in G4:
[15] nebula-graph.io
[2] youtube.com
[1] martechseries.com
[1] slack.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[2] okt.to
[2] techtarget.com
[1] arangodb.com
[1] bit.ly

Top Domains in Tweet in G7:
[2] biorxiv.org

Top Domains in Tweet in G9:
[1] datalanguage.com

Top Domains in Tweet in G10:
[1] edgedb.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[31] database
[26] graph
[25] nebulagraph
[16] graphdatabase
[11] neo4j
[11] scicadd
[10] opensource
[9] developer
[9] coding
[8] datamanagement



Top Hashtags in Tweet in G1:
[3] graph
[2] neo4j
[2] database
[1] gremlin
[1] datafabric
[1] equitus
[1] bigdataanalytics
[1] intelligence
[1] うひーメモ
[1] 海外tech

Top Hashtags in Tweet in G2:
[8] neo4j
[6] developer
[5] graphdatabase
[3] database
[3] graphtechnology
[2] knowledgegraphs
[1] data

Top Hashtags in Tweet in G3:
[2] truthsocial

Top Hashtags in Tweet in G4:
[25] nebulagraph
[16] graph
[16] database
[10] graphdatabase
[10] opensource
[9] coding
[7] developing
[5] developers
[3] software
[3] developer

Top Hashtags in Tweet in G5:
[11] scicadd

Top Hashtags in Tweet in G6:
[2] arangodb

Top Hashtags in Tweet in G7:
[1] biorxiv_bioinfo

Top Words
Top Words in Tweet in Entire Graph:
[187] graph
[147] database
[48] neo4j
[39] data
[31] #database
[31] wheat
[30] tool
[26] #graph
[26] nebulagraph
[25] #nebulagraph

Top Words in Tweet in G1:
[58] graph
[44] database
[15] data
[14] gt
[11] neo4j
[9] 2021
[8] traversal
[8] apoc
[7] allows
[6] distributed

Top Words in Tweet in G2:
[21] graph
[18] neo4j
[9] database
[8] #neo4j
[6] join
[6] prpatel
[6] jmhreif
[6] discussion
[6] #developer
[6] best

Top Words in Tweet in G3:
[18] content
[17] truly
[17] free
[17] speech
[16] desoprotocol
[16] plenty
[16] reasons
[16] stored
[16] chain
[16] here's

Top Words in Tweet in G4:
[26] nebulagraph
[25] #nebulagraph
[22] dashboard
[18] tool
[17] nebula
[16] #graph
[16] #database
[11] visualization
[10] browser
[10] #graphdatabase

Top Words in Tweet in G5:
[11] introduced
[11] hashtag
[11] #scicadd
[11] computational
[11] studies
[11] covering
[11] molecular
[11] docking
[11] qsar
[11] homology

Top Words in Tweet in G6:
[14] graph
[9] arangodb
[8] database
[5] data
[5] learn
[4] future
[4] arangodb's
[4] course
[4] designed
[4] especially

Top Words in Tweet in G7:
[19] wheat
[10] panache
[9] pangenome
[9] graph
[9] database
[9] representing
[9] presence
[9] absence
[9] variation
[9] 16

Top Words in Tweet in G8:
[2] science
[2] database

Top Words in Tweet in G9:
[6] data
[5] paul
[5] wilton
[5] pwilton
[5] describes
[5] cochranecollab
[5] integrated
[5] graphs
[5] graph
[5] database

Top Words in Tweet in G10:
[6] launch
[6] common
[6] question
[6] received
[6] graph
[6] relational
[6] database
[6] here's
[6] final
[5] edgedatabase

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[99] graph,database
[25] neo4j,graph
[17] #graph,#database
[17] truly,free
[17] free,speech
[16] plenty,reasons
[16] reasons,content
[16] content,stored
[16] stored,chain
[16] chain,here's

Top Word Pairs in Tweet in G1:
[33] graph,database
[9] neo4j,graph
[6] cve,2021
[6] 2021,42767
[6] 42767,directory
[6] directory,traversal
[6] traversal,vulnerability
[6] vulnerability,apoc
[6] apoc,plugins
[6] plugins,neo4j

Top Word Pairs in Tweet in G2:
[9] neo4j,graph
[9] graph,database
[6] join,prpatel
[6] prpatel,jmhreif
[6] jmhreif,discussion
[6] discussion,#developer
[6] #developer,best
[6] best,practices
[6] practices,working
[6] working,neo4j

Top Word Pairs in Tweet in G3:
[17] truly,free
[17] free,speech
[16] plenty,reasons
[16] reasons,content
[16] content,stored
[16] stored,chain
[16] chain,here's
[16] here's,one
[16] one,truly
[15] desoprotocol,plenty

Top Word Pairs in Tweet in G4:
[16] #graph,#database
[11] visualization,tool
[8] nebulagraph,nebula
[8] #database,#graphdatabase
[8] #graphdatabase,#opensource
[7] #nebulagraph,clusters
[7] nebula,dashboard
[7] many,kind
[7] kind,#nebulagraph
[7] #nebulagraph,swag

Top Word Pairs in Tweet in G5:
[11] introduced,hashtag
[11] hashtag,#scicadd
[11] #scicadd,computational
[11] computational,studies
[11] studies,covering
[11] covering,molecular
[11] molecular,docking
[11] docking,qsar
[11] qsar,homology
[10] rajeevksingla,introduced

Top Word Pairs in Tweet in G6:
[7] graph,database
[4] arangodb's,graph
[4] course,designed
[4] designed,especially
[4] especially,beginners
[4] beginners,learn
[4] arangodb,version
[4] version,provides
[4] provides,features
[4] features,including

Top Word Pairs in Tweet in G7:
[9] wheat,panache
[9] panache,pangenome
[9] pangenome,graph
[9] graph,database
[9] database,representing
[9] representing,presence
[9] presence,absence
[9] absence,variation
[9] variation,16
[9] 16,bread

Top Word Pairs in Tweet in G9:
[5] paul,wilton
[5] wilton,pwilton
[5] pwilton,describes
[5] describes,cochranecollab
[5] cochranecollab,integrated
[5] integrated,data
[5] data,graphs
[5] graphs,graph
[5] graph,database
[5] database,provide

Top Word Pairs in Tweet in G10:
[6] launch,common
[6] common,question
[6] question,received
[6] received,graph
[6] graph,relational
[6] relational,database
[6] database,here's
[6] here's,final
[5] edgedatabase,launch

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nebulagraph
@desoprotocol
@neo4j
@rajeevksingla
@arangodb
@biorxiv_bioinfo
@prpatel
@jmhreif
@phurd_
@diniscruz

Top Mentioned in G1:

Top Mentioned in G2:
@neo4j
@prpatel
@jmhreif
@azulsystems
@derivo
@moribajah
@rvanbruggen
@computerweekly
@phurd_

Top Mentioned in G3:
@desoprotocol
@alex_valaitis

Top Mentioned in G4:
@nebulagraph
@wey_gu
@birthmarkbart
@martechseries
@dokcommunity

Top Mentioned in G5:
@rajeevksingla
@_atanas_
@merisacenanovic
@devkota_hp
@indo_journal
@sciencecommuni2
@hiteshc91
@_sivasai

Top Mentioned in G6:
@arangodb
@techtargetnews
@databaseguru
@joerg_schad
@techjournalist
@ttbusinesstech

Top Mentioned in G7:
@biorxiv_bioinfo
@meerkatsinging

Top Mentioned in G8:
@scottwilliams78
@imsouperwoman
@davidhogg111
@realcynicalfox
@walterlekh
@the_intelhub
@sentdefender

Top Mentioned in G9:
@pwilton
@cochranecollab
@datagraphs

Top Mentioned in G10:
@edgedatabase

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@ipythonistabot
@cybersecurityn8
@discovertech3
@100xcode
@ml_tweet_bot
@uhiiman
@robotproud
@opensource_orgs
@m157q_news_rss

Top Tweeters in G1:
@uhiiman
@m157q_news_rss
@feedpushr
@www_sesin_at
@wolfgangsesin
@threatmeter
@kyrodo
@vulmonfeeds
@_eliorocha
@cvenew

Top Tweeters in G2:
@philcygnus
@nopiedra
@computerweekly
@neo4j
@codeisgo_com
@beauanges
@mesirii
@carldea
@conradwt
@prpatel

Top Tweeters in G3:
@nagardashingu
@nimacapital
@wolfyxcrypto
@3desocial
@diegorobot1
@donna12613699
@znmead
@desoprotocol
@alex_valaitis
@mio_mind

Top Tweeters in G4:
@discovertech3
@opensource_orgs
@lala35539674
@pythonroboto
@whopcod
@scibot6
@martechseries
@wey_gu
@dokcommunity
@nebulagraph

Top Tweeters in G5:
@ml_tweet_bot
@_atanas_
@_inpst
@sciencecommuni2
@dhpsp
@rajeevksingla
@devkota_hp
@merisacenanovic
@_sivasai
@indo_journal

Top Tweeters in G6:
@techjournalist
@3000dojo
@ttbusinesstech
@techtargetnews
@arangodb
@databaseguru
@eetukudo_
@joerg_schad
@aldusm1501

Top Tweeters in G7:
@tjesse62
@biorxiv_bioinfo
@francois_sabot
@drstagiaire
@guillaumegautre
@giessensingh
@sagaya14632659
@humanpangenome
@meerkatsinging

Top Tweeters in G8:
@petercorless
@davidhogg111
@curve124
@walterlekh
@imsouperwoman
@sentdefender
@scottwilliams78
@the_intelhub
@realcynicalfox

Top Tweeters in G9:
@aaranged
@cochranecollab
@pwilton
@datalanguage
@silveroliver
@datagraphs

Top Tweeters in G10:
@1st1
@galt4000
@colinhacks
@clamentjohn
@elprans
@edgedatabase


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