graph database, Twitter, 3/30/2021 11:29:00 PM, 251616


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graph database_2021-03-30_06-16-57.xlsx
graph database_2021-03-30_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 30, 2021
Short Description:
graph database via NodeXL https://bit.ly/39tOeIO
@neo4j
@tigergraphdb
@chidambara09
@richniemiec
@d_e_mol
@venturebeat
@salhaj
@brianeltorro
@nebulagraph
@terminusdb

Top hashtags:
#graphdatabase
#database
#nebulagraph
#opensource
#graph
#bigdata
#software
#codenewbie

Description:
Description
The graph represents a network of 520 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, 30 March 2021 at 13:17 UTC.

The requested start date was Tuesday, 30 March 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, 15-hour, 33-minute period from Tuesday, 16 March 2021 at 03:41 UTC to Monday, 29 March 2021 at 19:14 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 : 520
Unique Edges : 413
Edges With Duplicates : 637
Total Edges : 1050
Number of Edge Types : 5
Retweet : 233
MentionsInRetweet : 347
Mentions : 225
Tweet : 197
Replies to : 48
Self-Loops : 203
Reciprocated Vertex Pair Ratio : 0.0366598778004073
Reciprocated Edge Ratio : 0.0707269155206287
Connected Components : 150
Single-Vertex Connected Components : 72
Maximum Vertices in a Connected Component : 118
Maximum Edges in a Connected Component : 500
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.169064
Graph Density : 0.00188602341781533
Modularity : 0.480716
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 520 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, 30 March 2021 at 13:17 UTC.

The requested start date was Tuesday, 30 March 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, 15-hour, 33-minute period from Tuesday, 16 March 2021 at 03:41 UTC to Monday, 29 March 2021 at 19:14 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:
[30] https://venturebeat.com/2021/03/16/how-terminusdb-is-commercializing-its-open-source-graph-database/
[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/
[15] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[6] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/1.introduction/1.what-is-nebula-graph.md
[5] https://searchdatamanagement.techtarget.com/feature/Graph-database-vs-relational-database-Key-differences
[5] https://us02web.zoom.us/webinar/register/WN_dwESoy7vR4GhVpfahClSzA
[5] https://graphstuff.fm/
[5] https://medium.com/geekculture/analyzing-genomes-in-a-graph-database-27a45faa0ae8
[5] https://searchdatamanagement.techtarget.com/news/252495411/Neo4j-unveils-cloud-graph-database-for-the-enterprise

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/
[11] https://venturebeat.com/2021/03/16/how-terminusdb-is-commercializing-its-open-source-graph-database/
[3] https://searchdatamanagement.techtarget.com/news/252495411/Neo4j-unveils-cloud-graph-database-for-the-enterprise
[3] https://blogs.oracle.com/database/graph-databases%3A-what-can-they-do
[2] https://monkeyviral.com/how-terminusdb-is-commercializing-its-open-source-graph-database/
[2] https://www.cabellstandard.com/uncategorized/325601/graph-database%EF%BF%BDmarket-size-statistics-types-applications-analysis-and-forecast-global-industry-research-2027/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.cabellstandard.com/uncategorized/319905/graph-database-market-id-expected-to-deliver-dynamic-progression-till-2026-at-healthy-cagr-value-2/?utm_source=dlvr.it&utm_medium=twitter
[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://linuxfr.org/users/steph1978/journaux/graph-my-database

Top URLs in Tweet in G2:
[17] https://venturebeat.com/2021/03/16/how-terminusdb-is-commercializing-its-open-source-graph-database/
[14] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[6] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/1.introduction/1.what-is-nebula-graph.md
[5] https://github.com/vesoft-inc/nebula-docs/blob/master/docs_2.0/manual_EN/2.introduction/1.what-is-nebula-graph.md
[5] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/3.connect-to-nebula-graph.md
[5] https://graphstuff.fm/
[4] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[4] https://venturebeat.com/?p=2676103
[4] https://venturebeat-com.cdn.ampproject.org/c/s/venturebeat.com/2021/03/16/how-terminusdb-is-commercializing-its-open-source-graph-database/amp/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251123

Top URLs in Tweet in G4:
[4] https://searchdatamanagement.techtarget.com/feature/Graph-database-vs-relational-database-Key-differences
[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://venturebeat.com/2021/03/16/how-terminusdb-is-commercializing-its-open-source-graph-database/
[2] https://www.nlpsummit.org/beyond-context-answering-deeper-questions-by-combining-spark-nlp-and-graph-database-analytics/
[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
[1] https://www.tigergraph.com/blog/implementing-a-24-join-sql-query-in-a-graph-database/?utm_content=158367513&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/entity-resolution-mini-guide?utm_campaign=2020%20Entity%20Resolution%20Mini%20Guide&utm_content=158367578&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-gurus-50?utm_campaign=2021.03&utm_content=158957117&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-gurus-50?utm_campaign=2021.03&utm_content=159114583&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=159117892&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G5:
[3] https://blogs.oracle.com/database/graph-databases%3a-what-can-they-do
[1] https://analyticsanddatasummit.org/techcasts/
[1] https://gianniceresa.com/2021/03/graph-studio-in-oracle-autonomous-database-is-almost-reality/
[1] https://us02web.zoom.us/webinar/register/2216123733134/WN_zRbFCi-hTQ-O_45b33siug
[1] https://twitter.com/JeanIhm/status/1369445058479599625
[1] https://blogs.oracle.com/database/make-graph-databases-easy
[1] https://us02web.zoom.us/webinar/register/9016123733512/WN_zRbFCi-hTQ-O_45b33siug?t=1615900890389

Top URLs in Tweet in G6:
[1] https://dgraph.io/dgraph-day?utm_source=twitter&utm_medium=cpc&utm_campaign=[DG[%E2%80%A6]S_EM_3-2021]
[1] Dgraph
[1] Day&utm_content=graphdb%2Bgraphql
[1] v1
[1] https://venturebeat.com/2021/02/08/what-is-a-graph-database/
[1] https://www.g2.com/products/dgraph/reviews
[1] https://dgraph.io/blog/post/graph-basics/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D7oufmZ0xbds&q=EgS4SO-bGNTJjIMGIhkA8aeDS4u0QVLDDtZBykFzQl5V1sEF2UQQMgFy

Top URLs in Tweet in G7:
[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 URLs in Tweet in G8:
[4] https://medium.com/geekculture/analyzing-genomes-in-a-graph-database-27a45faa0ae8

Top URLs in Tweet in G9:
[1] https://research.fb.com/wp-content/uploads/2016/11/linkbench-a-database-benchmark-based-on-the-facebook-social-graph.pdf
[1] https://neo4j.com/news/how-much-faster-is-a-graph-database-really/

Top Domains
Top Domains in Tweet in Entire Graph:
[56] vskumar.blog
[40] venturebeat.com
[37] github.com
[13] twitter.com
[13] nebula-graph.io
[13] oracle.com
[12] techtarget.com
[11] linkedin.com
[10] medium.com
[9] google.com

Top Domains in Tweet in G1:
[56] vskumar.blog
[13] venturebeat.com
[7] twitter.com
[7] linkedin.com
[5] oracle.com
[4] techtarget.com
[4] cabellstandard.com
[2] monkeyviral.com
[2] google.com
[2] neo4j.com

Top Domains in Tweet in G2:
[30] github.com
[24] venturebeat.com
[12] nebula-graph.io
[6] google.com
[6] nodexlgraphgallery.org
[5] graphstuff.fm
[4] ampproject.org
[3] techtarget.com
[3] neo4j.com
[2] blackcoffer.com

Top Domains in Tweet in G4:
[9] tigergraph.com
[5] techtarget.com
[2] itworldcanada.com
[2] venturebeat.com
[2] linkedin.com
[2] nlpsummit.org
[2] lnkd.in
[1] itproportal.com
[1] dan.com
[1] j.mp

Top Domains in Tweet in G5:
[4] oracle.com
[2] zoom.us
[1] analyticsanddatasummit.org
[1] gianniceresa.com
[1] twitter.com

Top Domains in Tweet in G6:
[2] dgraph.io
[1] venturebeat.com
[1] g2.com
[1] google.com

Top Domains in Tweet in G7:
[2] wfmz.com

Top Domains in Tweet in G8:
[4] medium.com

Top Domains in Tweet in G9:
[1] fb.com
[1] neo4j.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[52] graphdatabase
[48] database
[45] nebulagraph
[35] opensource
[28] graph
[23] bigdata
[21] software
[20] codenewbie
[19] python
[19] oracle



Top Hashtags in Tweet in G1:
[5] sqlserver
[4] bigdata
[4] database
[3] dsc_techtarget
[3] dsc_hash_ericavidon44228
[3] graph
[3] oracle
[2] venturebeat
[2] tech
[2] analytics

Top Hashtags in Tweet in G2:
[44] nebulagraph
[35] opensource
[30] graphdatabase
[25] database
[21] software
[19] codenewbie
[12] neo4j
[6] graphdatabases
[5] graph
[4] databases

Top Hashtags in Tweet in G4:
[16] python
[14] bigdata
[13] analytics
[13] machinelearning
[12] oracle
[12] autonomous
[12] datawarehouse
[11] graphdatabase
[9] graphanalytics
[8] graphdb

Top Hashtags in Tweet in G5:
[3] graphdatabase
[3] graphstudio
[3] autonomousdatabase
[3] graphanalytics

Top Hashtags in Tweet in G6:
[1] dgraph
[1] graphql

Top Hashtags in Tweet in G8:
[4] genomes
[4] graph
[4] database
[1] genomics
[1] bioinformatics
[1] bionformatica

Top Hashtags in Tweet in G9:
[1] nosql

Top Words
Top Words in Tweet in Entire Graph:
[554] graph
[363] database
[133] nebula
[99] data
[94] neo4j
[59] nebulagraph
[58] terminusdb
[52] open
[52] source
[52] #graphdatabase

Top Words in Tweet in G1:
[79] graph
[79] database
[19] terminusdb
[19] open
[19] source
[18] commercializing
[16] data
[9] databases
[8] neo4j
[8] cabell

Top Words in Tweet in G2:
[190] graph
[111] nebula
[75] database
[48] nebulagraph
[44] #nebulagraph
[37] terminusdb
[35] #opensource
[32] neo4j
[30] #graphdatabase
[28] crud

Top Words in Tweet in G3:
[3] bs
[2] cooled
[2] proven

Top Words in Tweet in G4:
[59] graph
[28] database
[20] data
[18] nebula
[16] #python
[15] tigergraphdb
[14] #bigdata
[13] #analytics
[13] #machinelearning
[12] learn

Top Words in Tweet in G5:
[10] graph
[9] studio
[6] autonomous
[6] database
[6] oracle
[5] join
[4] spatialhannes
[4] today
[4] analyticanddata
[4] user

Top Words in Tweet in G6:
[16] graph
[14] database
[12] dgraphlabs
[12] graphql
[12] dgraph
[8] tech
[6] using
[5] make
[5] talks
[5] workshops

Top Words in Tweet in G7:
[4] graph
[2] future
[2] database
[2] vesoft
[2] unveils
[2] nebula
[2] ga
[2] 69news
[2] leonel_sandjong

Top Words in Tweet in G8:
[4] analyzing
[4] #genomes
[4] #graph
[4] #database
[4] sixing
[4] huang
[4] neo4j
[4] gt
[4] labcflores
[4] resocios

Top Words in Tweet in G9:
[4] graph
[2] franckpachot
[2] queries
[2] laffer1
[2] fanatics
[2] mistawaysystems
[2] skyelectricinc
[2] scylladb
[2] depth
[2] data

Top Words in Tweet in G10:
[2] clooz
[2] database

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[242] graph,database
[128] nebula,graph
[52] neo4j,graph
[50] open,source
[42] find,node
[42] node,property
[42] property,neo4j
[40] terminusdb,commercializing
[37] source,graph
[36] commercializing,open

Top Word Pairs in Tweet in G1:
[51] graph,database
[19] open,source
[18] terminusdb,commercializing
[18] commercializing,open
[18] source,graph
[8] cabell,standard
[6] graph,databases
[4] neo4j,graph
[4] database,market
[4] standard,cabell

Top Word Pairs in Tweet in G2:
[106] nebula,graph
[62] graph,database
[27] open,source
[20] terminusdb,commercializing
[19] #opensource,#software
[18] #nebulagraph,#opensource
[18] #software,#graphdatabase
[16] nebulagraph,nebula
[16] commercializing,open
[16] source,graph

Top Word Pairs in Tweet in G3:
[2] proven,bs

Top Word Pairs in Tweet in G4:
[26] graph,database
[18] nebula,graph
[12] big,announcement
[12] announcement,#oracle
[12] #oracle,adds
[12] adds,automl
[12] automl,auto
[12] auto,#machinelearning
[12] #machinelearning,#autonomous
[12] #autonomous,#datawarehouse

Top Word Pairs in Tweet in G5:
[9] graph,studio
[6] autonomous,database
[4] studio,autonomous
[4] oracle,user
[4] user,community
[3] nice,intro
[3] intro,#graphdatabase
[3] #graphdatabase,non
[3] non,expert
[3] expert,sherrytiao

Top Word Pairs in Tweet in G6:
[14] graph,database
[5] make,graph
[5] database,graphql
[5] graphql,talks
[5] talks,workshops
[5] workshops,run
[5] run,experts
[5] experts,using
[5] using,dgraph
[5] dgraph,scale

Top Word Pairs in Tweet in G7:
[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 Word Pairs in Tweet in G8:
[4] analyzing,#genomes
[4] #genomes,#graph
[4] #graph,#database
[4] #database,sixing
[4] sixing,huang
[4] huang,neo4j
[4] neo4j,gt
[4] gt,labcflores
[4] labcflores,resocios
[3] mcolebrook,analyzing

Top Word Pairs in Tweet in G9:
[2] laffer1,fanatics
[2] fanatics,mistawaysystems
[2] mistawaysystems,skyelectricinc
[2] skyelectricinc,scylladb

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nebulagraph
@neo4j
@tigergraphdb
@terminusdb
@venturebeat
@richniemiec
@dgraphlabs
@grjenkin
@easyproperty
@rjg72inches

Top Mentioned in G1:
@semanticbeeng
@sql_handle

Top Mentioned in G2:
@nebulagraph
@neo4j
@terminusdb
@venturebeat
@grjenkin
@tigergraphdb
@psawers
@salhaj
@rjg72inches
@chidambara09

Top Mentioned in G3:
@sciencejustwins
@caerbannog666
@priscian
@calgarypatty
@jch_of
@jimdtweet
@bubbasranch
@disorderdipolar
@schrdin79008382
@roypentland

Top Mentioned in G4:
@tigergraphdb
@richniemiec
@nebulagraph
@johnsnowlabs
@tonybaer
@loic__lefevre
@jjdomains
@ckl_it
@itworldca
@openmarketingtv

Top Mentioned in G5:
@spatialhannes
@analyticanddata
@sherrytiao
@edelweissk
@g_ceresa
@oracleace
@oracledatabase
@charliedatamine
@groundbreakers

Top Mentioned in G6:
@dgraphlabs
@antoniusego
@g2dotcom
@nickpoorman

Top Mentioned in G7:
@69news
@leonel_sandjong
@techpearce2
@heinzvhoenen
@jeffreyawillia4
@labordeolivier
@cybersecboardrm
@ceoawareness
@sallyeaves
@basaltariunbold

Top Mentioned in G8:
@neo4j
@labcflores
@resocios
@mcolebrook
@adrmu
@adrmunozb
@thedvke
@adcalzadilla
@joluroga
@cpgonzal

Top Mentioned in G9:
@fanatics
@mistawaysystems
@skyelectricinc
@scylladb
@franckpachot
@justin_swanhart
@laffer1

Top Mentioned in G10:
@oneplacestudies
@1psdirectory
@derbygenes
@_george_hall_
@hiddenbranch
@scrivenerapp

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@phuketdailynews
@femtech_
@easyjanjansen
@aaroncuddeback
@dailyusanews
@rosenchild
@bootleggirl
@bexxmodd
@it_securitynews

Top Tweeters in G1:
@bootleggirl
@it_securitynews
@dataaugmented
@pavelnosok
@techjunkiejh
@globalfirstnews
@suriyasubraman
@monkey_viral
@derektmckinney
@tintechbloggers

Top Tweeters in G2:
@chidambara09
@rosenchild
@parvez1
@_codenewbiebot
@salhaj
@coderretweet
@scieducation1
@venturebeat
@grjenkin
@calefybtech

Top Tweeters in G3:
@neasdenparade
@regimechangebc
@geraldkutney
@dawntj90
@noelturner194
@roypentland
@sturmlliouville
@greytonka
@ejwwest
@schrdin79008382

Top Tweeters in G4:
@friday_js_bot
@openmarketingtv
@thecuriousluke
@discovertech3
@ipythonistabot
@djangobot_
@godfrey_g_
@pyscalellc
@mlb0t
@itproportal

Top Tweeters in G5:
@gtrauvit
@oracledatabase
@friedholdmatz
@charliedatamine
@edelweissk
@groundbreakers
@mishrabhupendra
@analyticanddata
@oracleace
@spatialhannes

Top Tweeters in G6:
@thelifesway
@g2dotcom
@moonstormer
@cgdougm
@antoniusego
@manishrjain
@dgraphlabs
@nickpoorman
@larswunderlich
@thewizardjs

Top Tweeters in G7:
@jeffreyawillia4
@techpearce2
@69news
@cybersecboardrm
@chuckdbrooks
@sallyeaves
@labordeolivier
@basaltariunbold
@amandaray02
@ceoawareness

Top Tweeters in G8:
@compchembiobot
@mcolebrook
@binfotrends
@labcflores
@resocios
@joluroga
@thedvke
@adrmunozb
@cpgonzal
@adcalzadilla

Top Tweeters in G9:
@petercorless
@franckpachot
@laffer1
@fanatics
@justin_swanhart
@pdevisser
@scylladb
@markcallaghandb
@skyelectricinc
@mistawaysystems

Top Tweeters in G10:
@scrivenerapp
@packrat74
@oneplacestudies
@pastmatters
@1psdirectory
@derbygenes
@_george_hall_
@hiddenbranch