graph database, Twitter, 6/21/2022 4:03:54 PM, 278472


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graph database_2022-06-21_09-00-01.xlsx
graph database_2022-06-21_09-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2022
Short Description:
graph database via NodeXL https://bit.ly/3OcSQFp
@branarakic
@otnoderunner
@schnoogsl
@theasf
@origin_trail
@opensource_orgs
@nebulagraph
@crowdstrike
@uniprot
@crinacle

Top hashtags:
#graph
#database
#opensource
#apache
#sparql
#graphdatabase
#nebulagraph
#community

Description:
Description
The graph represents a network of 396 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, 21 June 2022 at 16:00 UTC.

The requested start date was Tuesday, 21 June 2022 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, 19-hour, 55-minute period from Tuesday, 07 June 2022 at 01:04 UTC to Monday, 20 June 2022 at 21:00 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 : 396
Unique Edges : 230
Edges With Duplicates : 327
Total Edges : 557
Number of Edge Types : 5
Retweet : 135
MentionsInRetweet : 143
Mentions : 133
Replies to : 40
Tweet : 106
Self-Loops : 109
Reciprocated Vertex Pair Ratio : 0.0209059233449477
Reciprocated Edge Ratio : 0.0409556313993174
Connected Components : 123
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 28
Maximum Edges in a Connected Component : 75
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 1.959309
Graph Density : 0.00187316199974428
Modularity : 0.576272
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 396 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, 21 June 2022 at 16:00 UTC.

The requested start date was Tuesday, 21 June 2022 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, 19-hour, 55-minute period from Tuesday, 07 June 2022 at 01:04 UTC to Monday, 20 June 2022 at 21:00 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:
[19] https://blogs.apache.org/foundation/entry/the-apache-software-foundation-announces83
[15] http://crowdstrike.com/blog/introducing-crowdstrike-asset-graph/?utm_medium=soc&utm_source=twtr&utm_term=spklr&utm_content=7065899989&utm_campaign=%5Bglobal%5D
[13] https://crinacle.com/2022/06/12/graph-database-update-12-06-22/
[6] https://towardsdatascience.com/introduction-to-nosql-graph-databases-fb2feac7a36?source=social.tw
[4] https://nebula-graph.io/posts/what-is-a-graph-database
[4] https://thedigitalinsider.com/what-mongodb-teaches-us-about-database-trends/
[3] https://medium.com/@timo
[3] https://nebula-graph.io/posts/fraud-detection-using-knowledge-and-graph-database
[3] https://itbrief.com.au/story/crowdstrike-doubles-down-on-visibility-with-new-graph-database
[2] https://nebula-graph.io/posts/integrate-codecov-test-coverage-with-nebula-graph/

Top URLs in Tweet in G1:
[3] https://towardsdatascience.com/introduction-to-nosql-graph-databases-fb2feac7a36?source=social.tw
[2] https://venturebeat.com/2022/05/11/what-do-graph-database-benchmarks-mean-for-enterprises/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fat-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f
[2] https://www.reddit.com/r/swift/comments/vauu3e/graphlikedatabase_photo_app_with_vision_and_face/
[1] https://onlinelibrary.wiley.com/doi/10.1111/cbdd.14092
[1] https://securitysenses.com/posts/crowdstrike-introduces-crowdstrike-asset-graph-help-organizations-proactively-identify-and
[1] https://securityboulevard.com/2022/06/crowdstrike-adds-automated-asset-discovery-to-cloud-platform/?utm_source=dlvr.it&utm_medium=twitter
[1] https://medium.com/@pi.r.laurent/ai-graph-database-rdf-store-41d9c4e5904?source=rss------knowledge_management-5
[1] https://bitly.com/3zpqlQg/
[1] https://www.infoworld.com/article/3662758/github-adds-supply-chain-security-tools-for-rust-language.html

Top URLs in Tweet in G2:
[19] https://blogs.apache.org/foundation/entry/the-apache-software-foundation-announces83
[4] https://nebula-graph.io/posts/what-is-a-graph-database
[2] https://nebula-graph.io/posts/integrate-codecov-test-coverage-with-nebula-graph/
[2] https://nebula-graph.io/posts/fraud-detection-using-knowledge-and-graph-database
[1] https://docs.nebula-graph.io/3.1.0/nebula-algorithm/
[1] https://nebula-graph.io/posts/performing-load-testing-against-nebula-graph-with-k6/
[1] https://nebula-graph.io/posts/metadata-governance-graph-database-data-lineage
[1] https://percona.community/events/percona-community-live-2022/day-3-wey-gu/

Top URLs in Tweet in G3:
[1] https://comtrade.un.org/

Top URLs in Tweet in G5:
[15] http://crowdstrike.com/blog/introducing-crowdstrike-asset-graph/?utm_medium=soc&utm_source=twtr&utm_term=spklr&utm_content=7065899989&utm_campaign=%5Bglobal%5D
[1] https://t.co/aTkuQPCHLe
[1] https://twitter.com/CrowdStrike/status/1536770443880939525
[1] https://www.crowdstrike.com/blog/introducing-crowdstrike-asset-graph/?utm_medium=soc&utm_source=twtr&utm_term=spklr&utm_content=7111919536&utm_campaign=%5Bglobal%5D

Top URLs in Tweet in G7:
[13] https://crinacle.com/2022/06/12/graph-database-update-12-06-22/

Top URLs in Tweet in G9:
[1] https://datastorageasean.com/news-press-releases/neo4j-and-deloitte-form-regional-service-delivery-alliance-southeast-asia
[1] https://okt.to/7zP1q2
[1] https://okt.to/Krayxn
[1] https://www.icij.org/inside-icij/2022/05/icij-hiring-new-neo4j-connected-data-fellow/?utm_campaign=Sprout&utm_content=&utm_medium=social&utm_source=twitter
[1] https://www.icij.org/about/work-with-us/?utm_campaign=Sprout&utm_content=Pandora+Papers&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G10:
[1] https://dy.si/yhhMAS
[1] https://dy.si/qw6yAB2
[1] https://dy.si/5fyqM
[1] https://dy.si/mMWt8
[1] https://dy.si/539FT
[1] https://dy.si/X2Ku7
[1] https://dy.si/mTwNT
[1] https://dy.si/3C9d8
[1] https://dy.si/fkAFXr
[1] https://dy.si/j6iZ1S2

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[31] graph
[28] database
[23] opensource
[19] apache
[15] sparql
[13] graphdatabase
[9] nebulagraph
[9] community
[8] aws
[8] protein



Top Hashtags in Tweet in G1:
[4] database
[3] graphdatabase
[2] cybersecurity
[2] technology
[2] iosdev
[2] iosprogramming
[2] xcode
[2] swiftlang
[1] maskotlib
[1] crowdstrike

Top Hashtags in Tweet in G2:
[23] opensource
[19] apache
[7] nebulagraph
[7] graphdatabase
[5] graphdatabases
[4] database
[3] spark
[3] graphx
[3] graph
[2] nosql

Top Hashtags in Tweet in G6:
[15] sparql
[15] graph

Top Hashtags in Tweet in G8:
[1] tbd

Top Hashtags in Tweet in G9:
[2] database
[2] icijdatashare
[1] analytics
[1] graph
[1] digitaltransformation
[1] neo4jcommunity
[1] machinelearning
[1] clinicaltrials
[1] graphconnect
[1] neo4j

Top Hashtags in Tweet in G10:
[9] database
[1] autonomousdatabase
[1] oci
[1] oracle
[1] oraclecloud

Top Words
Top Words in Tweet in Entire Graph:
[304] graph
[226] database
[75] data
[50] crowdstrike
[41] see
[40] apache
[36] learn
[35] graphs
[33] announces
[31] #graph

Top Words in Tweet in G1:
[52] graph
[49] database
[12] data
[11] crowdstrike
[8] visibility
[7] using
[7] doubles
[7] down
[6] neptune
[6] service

Top Words in Tweet in G2:
[38] apache
[23] #opensource
[22] graph
[19] software
[19] foundation
[19] announces
[19] age
[19] top
[19] level
[19] project

Top Words in Tweet in G3:
[3] comtrade
[3] database
[3] check
[3] graph
[2] russia
[2] yourself
[2] jay_the_cee
[2] microinteracti1
[2] mhmck
[2] official

Top Words in Tweet in G4:
[17] data
[17] proprietary
[16] web2
[16] hosted
[16] knowledge
[16] graphs
[16] twitter
[16] profile
[16] fb
[16] social

Top Words in Tweet in G5:
[40] graph
[37] crowdstrike
[20] asset
[20] database
[20] lets
[20] organizations
[20] see
[20] assets
[17] interact
[17] each

Top Words in Tweet in G6:
[29] uniprot
[15] #sparql
[15] org
[15] hosts
[15] 105
[15] billion
[15] rdf
[15] triples
[15] largest
[15] #graph

Top Words in Tweet in G7:
[13] crinacle
[13] finally
[13] squiggly
[13] lines

Top Words in Tweet in G8:
[2] graph

Top Words in Tweet in G9:
[12] data
[7] make
[7] sense
[6] graph
[6] apply
[5] neo4j
[5] icijorg
[5] still
[5] connected
[5] fellowship

Top Words in Tweet in G10:
[19] graph
[10] learn
[10] oracle
[9] use
[9] studio
[9] autonomous
[9] #database
[9] see
[9] full
[9] demo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[132] graph,database
[23] graph,graph
[22] crowdstrike,asset
[22] asset,graph
[20] database,lets
[20] lets,organizations
[20] organizations,see
[20] see,assets
[19] apache,software
[19] software,foundation

Top Word Pairs in Tweet in G1:
[32] graph,database
[7] crowdstrike,doubles
[7] doubles,down
[7] down,visibility
[7] visibility,graph
[5] database,service
[4] amazon,neptune
[3] database,model
[3] yasmine,hejazi
[3] hejazi,provides

Top Word Pairs in Tweet in G2:
[19] apache,software
[19] software,foundation
[19] foundation,announces
[19] announces,apache
[19] apache,age
[19] age,top
[19] top,level
[19] level,project
[19] project,#apache
[19] #apache,#opensource

Top Word Pairs in Tweet in G3:
[3] comtrade,database
[2] check,yourself
[2] jay_the_cee,microinteracti1
[2] microinteracti1,mhmck
[2] official,comtrade
[2] believe,graph
[2] graph,random
[2] random,guy

Top Word Pairs in Tweet in G4:
[16] web2,data
[16] data,hosted
[16] hosted,proprietary
[16] proprietary,knowledge
[16] knowledge,graphs
[16] graphs,twitter
[16] twitter,profile
[16] profile,fb
[16] fb,social
[16] social,graph

Top Word Pairs in Tweet in G5:
[20] crowdstrike,asset
[20] asset,graph
[20] graph,graph
[20] graph,database
[20] database,lets
[20] lets,organizations
[20] organizations,see
[20] see,assets
[17] assets,interact
[17] interact,each

Top Word Pairs in Tweet in G6:
[15] #sparql,uniprot
[15] uniprot,org
[15] org,hosts
[15] hosts,105
[15] 105,billion
[15] billion,rdf
[15] rdf,triples
[15] triples,largest
[15] largest,#graph
[15] #graph,database

Top Word Pairs in Tweet in G7:
[13] finally,squiggly
[13] squiggly,lines
[12] crinacle,finally

Top Word Pairs in Tweet in G9:
[7] make,sense
[5] still,apply
[5] apply,connected
[5] connected,data
[5] data,fellowship
[5] fellowship,icij
[5] icij,dedicated
[5] dedicated,developer
[5] developer,help
[5] help,make

Top Word Pairs in Tweet in G10:
[9] learn,use
[9] use,graph
[9] graph,studio
[9] studio,oracle
[9] oracle,autonomous
[9] autonomous,#database
[9] #database,see
[9] see,full
[9] full,demo
[9] demo,featuring

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@theasf
@crowdstrike
@branarakic
@uniprot
@nebulagraph
@crinacle
@oracle
@biocodeltd
@icijorg
@influxdb

Top Mentioned in G1:
@iamjayakumars
@juanz9sx7wox

Top Mentioned in G2:
@theasf
@nebulagraph
@perconabytes

Top Mentioned in G3:
@jay_the_cee
@microinteracti1
@mhmck
@docbaz
@kristiannorgre1
@marossefcovic
@mij_europe
@trussliz
@eu_commission
@eudelegationuk

Top Mentioned in G4:
@branarakic
@origin_trail

Top Mentioned in G5:
@crowdstrike

Top Mentioned in G6:
@uniprot

Top Mentioned in G7:
@crinacle

Top Mentioned in G8:
@tbd54566975
@graphtronauts
@imbitcoinb
@grt_iq
@graphprotocol
@n_son2
@thegraph_de
@german_thegraph
@groupeldorado
@origin_trail

Top Mentioned in G9:
@icijorg
@neo4j
@mesirii
@syedashrafulla
@deloitte

Top Mentioned in G10:
@oracle

Top Tweeters
Top Tweeters in Entire Graph:
@vonrosenchild
@woodstockpro
@opensource_orgs
@rahul05ranjan
@openmarketingtv
@digitaldecoded1
@angsuman
@lightrider
@indiedevdog
@pythonroboto

Top Tweeters in G1:
@angsuman
@eagerbeavertech
@cipherstorm
@kabukawa
@deepfriedcyber
@bengreenbergnyc
@iosdevfeed
@naveens16
@gakumura
@iamjayakumars

Top Tweeters in G2:
@opensource_orgs
@ucloudifyai
@dushyantgadewal
@proflmartin
@janhacker9
@digitalhealthxx
@nikbakhthamedev
@abu__dhabi_
@rjg72inches
@jarekpotiuk

Top Tweeters in G3:
@eurireland
@mhmck
@eu_commission
@schnoogsl
@euinnl
@euinde
@eudelegationuk
@zekvsr
@andupotorac
@bolton_leaguer

Top Tweeters in G4:
@trinizone
@mucke121
@drevziga
@pucko_simon
@p14416575
@mrhottogo
@trace_alliance
@tomazot
@tracelabshq
@branarakic

Top Tweeters in G5:
@keyvorg
@crowdstrike
@learnedatheist
@g_manashi
@jenntamasi
@irfanserkhel
@holyoakerob
@flaviodicosmocs
@jackpen6
@michaelt452

Top Tweeters in G6:
@egonwillighagen
@gaby_wald
@ma31stm
@gepasi
@vic_bioinfo
@iamnotthelotus
@uniprot
@tisimpson
@iiiaik1
@darked

Top Tweeters in G7:
@soyawn
@d3npa
@lordliquidbacon
@huynh_rome
@jasefonte1999
@fluffyjanna
@chialianq
@epicstaxis
@mateo_ths
@crinacle

Top Tweeters in G8:
@kuyudakikuyu
@imbitcoinb
@n_son2
@german_thegraph
@origin_trail
@graphprotocol
@otnoderunner
@graphtronauts
@grt_iq
@thegraph_de

Top Tweeters in G9:
@digitaldecoded1
@lightrider
@sandyskipper1
@neo4j
@gauravssnl
@deloitte
@icijorg
@superjohnrtp
@mesirii
@dsanewsportal

Top Tweeters in G10:
@oracle
@engineerfinder
@ajperez9
@helenmounas
@mterra81
@sudhirgattu
@marcioluciani
@alevidente
@alexlopezoracle


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