graph database, Twitter, 10/22/2019 12:17:58 PM, 213780


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graph database_2019-10-22_05-15-01.xlsx
graph database_2019-10-22_05-15-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 22, 2019
Short Description:
graph database via NodeXL http://bit.ly/2qvZl05
@bendynaa
@tigergraphdb
@synergogroup
@gartner_inc
@greentechdon
@dgraphlabs
@computing_news
@rubenverborgh
@nosqldigest
@neo4j

Top hashtags:
#database
#graph
#graphdatabase
#opensource
#bigdata
#data
#nosql
#neo4j

Description:
Description
The graph represents a network of 482 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 October 2019 at 12:15 UTC.

The requested start date was Tuesday, 22 October 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 59-minute period from Tuesday, 08 October 2019 at 00:06 UTC to Monday, 21 October 2019 at 23:05 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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[8] https://buildazure.com/nosql-vs-sql-demystifying-nosql-databases/
[8] https://terminusdb.com/
[7] https://www.prisma.io/blog/comparison-of-database-models-1iz9u29nwn37
[7] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[5] https://aws.amazon.com/about-aws/whats-new/2019/10/amazon-neptune-now-supports-streams-to-capture-graph-data-changes/
[4] https://info.tigergraph.com/graph-gurus-comes-to-you-austin?utm_campaign=2019.10%20Graph%20Gurus%20Comes%20to%20You%20in%20Austin&utm_content=103114181&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[4] https://www.computing.co.uk/ctg/analysis/3082363/graph-databases-why-so-hard
[4] https://medium.com/p/how-i-learned-to-stop-worrying-and-love-the-graph-database-ef8af4ac7a8
[3] https://github.com/liberation-data/drivine
[3] https://twitter.com/azureweekly/status/1184053556434874369

Top URLs in Tweet in G1:
[1] https://pubs.giss.nasa.gov/docs/1999/1999_Hansen_ha03200f.pdf
[1] https://data.giss.nasa.gov/gistemp/graphs/graph_data/U.S._Temperature/graph.png

Top URLs in Tweet in G2:
[7] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[3] https://github.com/cayleygraph/cayley
[3] https://info.tigergraph.com/graph-gurus-comes-to-you-austin?utm_campaign=2019.10%20Graph%20Gurus%20Comes%20to%20You%20in%20Austin&utm_content=103114181&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[2] https://www.7wdata.be/business-analytics/tigergraph-cloud-releases-graph-database-as-a-service/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-20-7wBlog
[2] https://galusaustralis.com/2019/10/2479/graph-database-market-2019-growth-rate-gross-margin-competitive-situation-and-trends-forecast-to-2025/?utm_source=dlvr.it&utm_medium=twitter
[1] https://towardsdatascience.com/how-i-learned-to-stop-worrying-and-love-the-graph-database-ef8af4ac7a8?source=rss----7f60cf5620c9---4&utm_source=twitter&utm_medium=social&utm_campaign=dlvr_it
[1] https://towardsdatascience.com/how-i-learned-to-stop-worrying-and-love-the-graph-database-ef8af4ac7a8?source=rss----7f60cf5620c9---4
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-i-learned-to-stop-worrying-and-love-the-graph-database-ef8af4ac7a8%3Fsource%3Drss----7f60cf5620c9---4
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-i-learned-to-stop-worrying-and-love-the-graph-database-ef8af4ac7a8%3Fsource%3Drss-------8-----------------data_science
[1] https://dev.to/dashbird/graph-db-in-serverless-flavor-hacking-dynamodb-5b66

Top URLs in Tweet in G3:
[3] https://github.com/liberation-data/drivine
[2] https://neo4j.com/blog/15-rules-native-graph-database/?ref=social-blog
[2] https://www.linkedin.com/slink?code=eCbYzt5
[2] https://productmetrics.net/blog/neo4j-graph-database-similarity/
[1] http://gag.gl/lh1NOi
[1] https://medium.com/@nsmith_piano/a-market-for-matches-finding-prices-with-neo4j-71ab085f8cd2
[1] https://www.i-programmer.info/news/84-database/13115-graph-query-language-gets-official-adoption.html
[1] https://www.linkedin.com/slink?code=dgmJ7-D
[1] https://opensourceunderdogs.com/episode-24-neo4j-graph-database-platform-with-emil-eifrem/
[1] https://a-teaminsight.com/awards/data-management-insight-awards/?utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=data-management-insight-awards-a-team-httpgagglyfhtkr-2171610

Top URLs in Tweet in G4:
[1] https://www.eweek.com/database/why-experts-see-graph-databases-headed-to-mainstream-use
[1] https://docs.dgraph.io/query-language/

Top URLs in Tweet in G5:
[3] https://blog.cambridgesemantics.com/what-is-a-graph-database?utm_campaign=AnzoGraph
[2] https://info.cambridgesemantics.com/sustainability-investment-research-using-cognitive-analytics?utm_campaign=Webinar
[2] Parabole
[2] Sustainability
[2] Investment&utm_content=103015106&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[2] Beta&utm_content=103016205&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[2] https://dy.si/VDzwjT2
[1] https://www.ontotext.com/company/news/ontotexts-graphdb-powers-inspec-analytics-knowledge-graph/
[1] https://www.ontotext.com/blog/artificial-intelligence-and-the-knowledge-graph/
[1] https://info.cambridgesemantics.com/should-a-graph-database-be-in-your-next-data-warehouse-stack?utm_campaign=Webinar:

Top URLs in Tweet in G6:
[1] http://community.datastax.com
[1] http://academy.datastax.com

Top URLs in Tweet in G7:
[4] https://www.computing.co.uk/ctg/analysis/3082363/graph-databases-why-so-hard
[1] https://www.linkedin.com/slink?code=exByhTj
[1] https://www.xenonstack.com/blog/nosql-databases/
[1] https://www.tigergraph.com/2019/10/09/detect-waste-abuse-and-fraud-with-graph-database-analytics/?utm_content=103114361&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://stackoverflow.com/questions/58370379/machine-learning-with-apis-and-storing-results?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[1] https://connected-data.london/sessions/graph-in-apache-cassandra-the-worlds-most-scalable-graph-database/?utm_source=twitter&utm_medium=social_post&utm_campaign=CDL_Promo
[1] https://www.datastax.com/customers/locstat
[1] https://github.com/neueda/jetbrains-plugin-graph-database-support/releases/tag/3.0.0
[1] https://www.locstat.co.za/
[1] https://www.envisioninteligence.com/industry-report/global-graph-database-market/?utm_source=tw-chitti

Top URLs in Tweet in G10:
[1] https://www.factscentral.site/00_Synthesis-15.06.19.htm
[1] https://factscentral.site/Graph.html
[1] https://twitter.com/StillDelvingH/status/1075165130395185153
[1] https://twitter.com/StillDelvingH/status/1061574387017621505

Top Domains
Top Domains in Tweet in Entire Graph:
[18] tigergraph.com
[13] twitter.com
[10] linkedin.com
[9] github.com
[9] medium.com
[8] amazon.com
[8] buildazure.com
[8] terminusdb.com
[7] prisma.io
[7] dataversity.net

Top Domains in Tweet in G1:
[2] nasa.gov

Top Domains in Tweet in G2:
[7] blogspot.com
[4] linkedin.com
[4] github.com
[4] 7wdata.be
[3] towardsdatascience.com
[3] medium.com
[3] tigergraph.com
[3] twitter.com
[2] infoworld.com
[2] meetup.com

Top Domains in Tweet in G3:
[3] github.com
[3] linkedin.com
[2] neo4j.com
[2] productmetrics.net
[1] gag.gl
[1] medium.com
[1] i-programmer.info
[1] opensourceunderdogs.com
[1] a-teaminsight.com

Top Domains in Tweet in G4:
[1] eweek.com
[1] dgraph.io

Top Domains in Tweet in G5:
[6] cambridgesemantics.com
[6] dataversity.net
[2] ontotext.com
[2] dy.si
[2] twitter.com

Top Domains in Tweet in G6:
[2] datastax.com

Top Domains in Tweet in G7:
[4] co.uk
[1] linkedin.com
[1] xenonstack.com
[1] tigergraph.com
[1] stackoverflow.com

Top Domains in Tweet in G8:
[1] connected-data.london
[1] datastax.com
[1] github.com
[1] co.za
[1] envisioninteligence.com

Top Domains in Tweet in G10:
[2] factscentral.site
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[38] database
[34] graph
[25] graphdatabase
[25] opensource
[18] bigdata
[14] data
[14] nosql
[14] neo4j
[14] sqlserver
[12] graphdb



Top Hashtags in Tweet in G2:
[14] sqlserver
[7] sql
[4] austin
[4] cloud
[4] graphdatabase
[3] database
[3] graphgurus
[3] austintech
[3] bigdata
[3] analytics

Top Hashtags in Tweet in G3:
[4] neo4j
[3] graph
[2] economics
[2] graphdatabases
[2] nativegraphdatabase
[2] nodes2019
[2] opensource
[1] twin4j
[1] dmiawards
[1] connecteddata

Top Hashtags in Tweet in G4:
[9] graph
[8] databases
[6] graphdb
[5] osi2019
[1] database

Top Hashtags in Tweet in G5:
[7] graphorum
[5] graphdatabase
[3] dasummit
[2] knowledgegraph
[2] esg
[2] fintech
[1] knowledgemanagement
[1] metadata
[1] semantictechnology
[1] bigdata

Top Hashtags in Tweet in G6:
[22] opensource

Top Hashtags in Tweet in G7:
[3] bigdata
[1] datastorage
[1] neo4j
[1] graph
[1] database
[1] hadoop
[1] lifecycle
[1] briefing_room
[1] xenonstack
[1] nosql

Top Hashtags in Tweet in G8:
[5] apache
[2] datastaxenterprise
[2] graphml
[1] graphdatabase
[1] datamodel
[1] softwaredevelopment
[1] opensource
[1] connecteddata
[1] cdl2019
[1] event

Top Hashtags in Tweet in G9:
[1] data
[1] manager
[1] database
[1] oracle

Top Words
Top Words in Tweet in Entire Graph:
[323] Words in Sentiment List#1: Positive
[114] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9075] Non-categorized Words
[9512] Total Words
[354] graph
[298] database
[82] data
[50] new
[49] databases

Top Words in Tweet in G2:
[69] graph
[64] database
[14] #sqlserver
[11] tigergraph
[10] introduction
[8] service
[8] neo4j
[8] data
[7] 2019
[7] 2017

Top Words in Tweet in G3:
[19] neo4j
[16] database
[15] graph
[13] data
[10] management
[9] vote
[6] voting
[6] mps
[5] forget
[5] best

Top Words in Tweet in G4:
[16] dgraphlabs
[16] database
[16] need
[15] graph
[13] dgraph
[9] #graph
[9] sql
[8] gartner_inc
[8] predicted
[8] #databases

Top Words in Tweet in G5:
[43] graph
[25] database
[23] information
[15] data
[14] analytics
[11] storing
[11] context
[11] inevitable
[11] consequence
[11] compared

Top Words in Tweet in G6:
[23] apache
[22] proud
[22] contributors
[22] #opensource
[22] projects
[22] distributed
[22] database
[22] cassandra
[22] graph
[22] computing

Top Words in Tweet in G7:
[27] databases
[23] database
[18] graph
[18] big
[12] solid
[9] good
[9] example
[9] number
[9] very
[9] small

Top Words in Tweet in G8:
[19] graph
[11] database
[7] 3
[7] 0
[7] gremlin
[7] datastax
[6] we've
[6] released
[6] support
[6] plugin

Top Words in Tweet in G9:
[18] 19c
[9] next
[9] main
[9] release
[9] available
[9] premise
[9] oraclelivesql
[9] play
[9] note
[9] 22c

Top Words in Tweet in G10:
[13] behind
[13] shadowy
[13] funded
[13] mouthpieces
[13] pushing
[13] disinfo
[13] promoting
[13] fascism
[13] deregulations
[13] linked

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[197] graph,database
[23] open,source
[22] proud,contributors
[22] contributors,#opensource
[22] #opensource,projects
[22] projects,distributed
[22] distributed,database
[22] database,apache
[22] apache,cassandra
[22] cassandra,graph

Top Word Pairs in Tweet in G2:
[54] graph,database
[7] introduction,graph
[7] database,#sqlserver
[7] #sqlserver,2017
[7] 2017,#sql
[7] #sql,#sqlserver
[5] learned,stop
[5] stop,worrying
[5] worrying,love
[5] love,graph

Top Word Pairs in Tweet in G3:
[15] graph,database
[10] data,management
[5] forget,vote
[5] vote,neo4j
[5] neo4j,best
[5] best,graph
[5] database,solution
[5] solution,data
[4] management,insight
[3] database,client

Top Word Pairs in Tweet in G4:
[14] graph,database
[8] gartner_inc,predicted
[8] predicted,#graph
[8] #graph,#databases
[8] #databases,grow
[8] grow,whopping
[8] whopping,100
[8] 100,percent
[8] percent,annually
[8] annually,through

Top Word Pairs in Tweet in G5:
[21] graph,database
[11] storing,information
[11] information,graph
[11] graph,context
[11] context,inevitable
[11] inevitable,consequence
[11] consequence,compared
[11] compared,information
[11] information,stored
[11] stored,traditional

Top Word Pairs in Tweet in G6:
[22] proud,contributors
[22] contributors,#opensource
[22] #opensource,projects
[22] projects,distributed
[22] distributed,database
[22] database,apache
[22] apache,cassandra
[22] cassandra,graph
[22] graph,computing
[21] datastaxdevs,proud

Top Word Pairs in Tweet in G7:
[9] solid,good
[9] good,example
[9] example,big
[9] big,database
[9] database,big
[9] big,number
[9] number,very
[9] very,small
[9] small,databases
[9] databases,datasets

Top Word Pairs in Tweet in G8:
[9] graph,database
[6] we've,released
[6] released,graph
[6] database,support
[6] support,plugin
[6] plugin,3
[6] 3,0
[6] 0,now
[6] now,supports
[6] supports,gremlin

Top Word Pairs in Tweet in G9:
[9] 19c,next
[9] next,main
[9] main,release
[9] release,available
[9] available,premise
[9] premise,oraclelivesql
[9] oraclelivesql,play
[9] play,note
[9] note,22c
[9] 22c,graph

Top Word Pairs in Tweet in G10:
[13] behind,shadowy
[13] shadowy,funded
[13] funded,mouthpieces
[13] mouthpieces,pushing
[13] pushing,disinfo
[13] disinfo,promoting
[13] promoting,fascism
[13] fascism,deregulations
[13] deregulations,linked
[13] linked,new

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datastaxdevs
@dgraphlabs
@neo4j
@tigergraphdb
@stilldelvingh
@aaranged
@oraclelivesql
@oracledatabase
@gartner_inc
@nopiedra

Top Mentioned in G1:
@redned59
@climatearticles
@mark_a_lunn
@craigthomler
@gillesnfio
@badgersno
@pgtwentytwo
@theclimatehawk
@dawntj90
@mcochrane21

Top Mentioned in G3:
@neo4j
@jeremycorbyn
@jocelyn_neo4j
@stevesarsfield
@emileifrem
@joshua_e_k
@jessbaum22
@doctor_cerulean
@vamprapp
@agensgraph

Top Mentioned in G4:
@dgraphlabs
@gartner_inc
@mangalaman93
@manishrjain
@osidays
@d
@opensourceforu
@dgraph

Top Mentioned in G5:
@aaranged
@nopiedra
@camsemantics
@ontotext
@ontotextgraphdb
@theiet
@kirkdborne

Top Mentioned in G6:
@datastaxdevs

Top Mentioned in G7:
@rubenverborgh
@synergogroup
@nicbkw
@xenonstack
@dav_boone
@tigergraphdb
@carlrioux

Top Mentioned in G8:
@datastax
@neuedalabs
@bryncooke
@connected_data
@locstatsystems
@fredbrooker
@teradata
@mongodb
@openlink

Top Mentioned in G9:
@oraclelivesql
@richniemiec
@oracleace
@viscosityna
@oracledatabase
@ioug
@odtug
@oraclepress
@otndbdev

Top Mentioned in G10:
@stilldelvingh

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@gamergeeknews
@chidambara09
@newsfromspi
@santchiweb
@skrbelly1
@call_user_func
@7wdata
@ssxman2
@bigdatabatman

Top Tweeters in G1:
@carbongate
@tan123
@craigthomler
@jwspry
@friendsoscience
@gillesnfio
@drwaheeduddin
@climatedepot
@climaterealists
@bendynaa

Top Tweeters in G2:
@gamergeeknews
@newsfromspi
@call_user_func
@7wdata
@bigdatabatman
@realgophersship
@shawnflossy
@it_job_suzie
@savranweb
@rswebsols

Top Tweeters in G3:
@openmarketingtv
@enrikelopez
@neo4j
@markhneedham
@odbmsorg
@robertspaige
@jeremycorbyn
@iprogrammerinfo
@emileifrem
@danhlawreporter

Top Tweeters in G4:
@thelifesway
@opensourceforu
@gartner_inc
@appelgriebsch
@phanor
@vipulmathur
@insanitybit
@yoannmaingon
@philip368320
@d

Top Tweeters in G5:
@emekaokoye
@kirkdborne
@nopiedra
@km_delivery
@suzzicks
@theiet
@aaranged
@oscarcumbicus
@kerfors
@dogvile

Top Tweeters in G6:
@yakubusunday16
@khalidm91865306
@etongwegovanni
@saabrana490
@jossilv12980074
@moh888222211
@mdshipo22750084
@han91280937
@mulequevinicius
@omojugbaibukun2

Top Tweeters in G7:
@nosqldigest
@santchiweb
@greentechdon
@computing_news
@carlrioux
@allenpg
@synergogroup
@rizalgelu
@kvistgaard
@rubenverborgh

Top Tweeters in G8:
@fredbrooker
@teradata
@twarko
@mongodb
@datastax
@openlink
@connected_data
@_secana_
@apachetinkerpop
@chitti_cs

Top Tweeters in G9:
@martinberx
@odtug
@fcomunoz
@ioug
@amannaggia
@otndbdev
@oraclepress
@viscosityna
@prodas1
@oracleace

Top Tweeters in G10:
@skrbelly1
@miftyjackson
@zuluzim909
@mikeonthemarne
@art_iculate
@muralista
@svelji
@agibergman
@maxmycat
@velvet2660