graph database, Twitter, 6/15/2021 9:04:20 PM, 256986


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graph database_2021-06-15_06-16-59.xlsx
graph database_2021-06-15_06-16-59.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 15, 2021
Short Description:
graph database via NodeXL https://bit.ly/3gALxrI
@tigergraphdb
@chidambara09
@neo4j
@nebulagraph
@astroadamh
@thomashilbig2
@techtargetnews
@pypackages
@origin_trail
@josh_bersin

Top hashtags:
#database
#graphdatabase
#data
#neo4j
#bigdata

Description:
Description
The graph represents a network of 521 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, 15 June 2021 at 13:17 UTC.

The requested start date was Tuesday, 15 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, 21-hour, 50-minute period from Tuesday, 01 June 2021 at 00:10 UTC to Monday, 14 June 2021 at 22:00 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 : 521
Unique Edges : 192
Edges With Duplicates : 843
Total Edges : 1035
Number of Edge Types : 5
Retweet : 370
MentionsInRetweet : 406
Tweet : 118
Mentions : 109
Replies to : 32
Self-Loops : 121
Reciprocated Vertex Pair Ratio : 0.00663716814159292
Reciprocated Edge Ratio : 0.0131868131868132
Connected Components : 111
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 124
Maximum Edges in a Connected Component : 369
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.18732
Graph Density : 0.00167946257197697
Modularity : 0.453784
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 521 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, 15 June 2021 at 13:17 UTC.

The requested start date was Tuesday, 15 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, 21-hour, 50-minute period from Tuesday, 01 June 2021 at 00:10 UTC to Monday, 14 June 2021 at 22:00 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:
[17] https://nebula-graph.io/posts/kuaishou-security-intelligence-platform-with-nebula-graph/
[15] https://rml.io/
[12] https://github.com/dgraph-io/ristretto
[9] https://nebula-graph.io/posts/why-migrate-janusgraph-nebula-graph/
[8] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[8] https://github.com/neo4j/neo4j-python-driver
[6] https://github.com/cayleygraph/cayley
[5] https://towardsdatascience.com/almost-free-inductive-embeddings-out-perform-trained-graph-neural-networks-in-graph-classification-651ace368bc1?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.kdnuggets.com/2021/02/understanding-nosql-database-types-graph.html
[5] https://aws.amazon.com/blogs/database/visualize-your-aws-infrastructure-with-amazon-neptune-and-aws-config/

Top URLs in Tweet in G1:
[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://www.tigergraph.com/blog/analytical-transaction-processing-atp-real-time-graph-decision-making-made-easy/?utm_content=168649908&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/buyers-guide?utm_campaign=2020%20Graph%20Buyers%20Guide&utm_content=168650679&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=168876072&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.tigergraph.com/blog/implementing-a-24-join-sql-query-in-a-graph-database/?utm_content=168970614&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 G2:
[3] https://www.biorxiv.org/cgi/content/short/2021.06.10.447944v1
[2] https://www.techinasia.com/visual-story/arangodb
[1] https://hashnode.com/identity?next=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJuZXh0VXJsIjoiaHR0cHM6Ly9tYW5zaXNoYWguaGFzaG5vZGUuZGV2L3NsaWNrLW1hdGNobWFraW5nLXdpdGgtZ3JhcGgtZGF0YWJhc2UiLCJpYXQiOjE2MTg0NjAyODl9.aFbh2y0ggVemvzvCnEh82SWJYgQ-KtQhryWv17Uk6uc
[1] https://www.scopedatabase.com/
[1] https://flur.ee/
[1] https://www.oracle.com/jp/database/technologies/oaa-osg-licensing-change-faq.html
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fmanometcurrent.com%2Fgraph-database-market-2021-industrial-chain-regional-market-scope-key-players-profiles-and-sales-data-to-2027%2F&ct=ga&cd=CAIyGjk5YWFjYjJkNzIyNDM5Njk6Y29tOmVuOlVT&usg=AFQjCNHsI5OymoVtFyc5KBjs1nQI9zTBIw&utm_source=dlvr.it&utm_medium=twitter
[1] https://twinybots.ch/
[1] https://opencrux.com/main/index.html
[1] https://www.computerweekly.com/ehandbook/Taking-stock-of-database-technologies?offer=social&utm_campaign=cw_apac&utm_content=1622586191&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G3:
[8] https://github.com/neo4j/neo4j-python-driver
[3] https://searchhrsoftware.techtarget.com/news/252501592/NASA-is-changing-its-approach-to-people-analytics?utm_campaign=ttgtcorporate&utm_content=1622575229&utm_medium=social&utm_source=twitter
[2] https://neo4j.com/nodes-2021/?ref=social-camp-
[2] https://go.neo4j.com/de-210615-neo4j-live-demo-aura-professional.html??ref=social-event
[2] https://searchhrsoftware.techtarget.com/news/252501592/NASA-is-changing-its-approach-to-people-analytics
[1] https://twitter.com/neo4j/status/1402219997045403648
[1] https://neo4j.com/case-studies/tourism-media/?ref=social-camp
[1] https://neo4j.brand.live/c/2021nodes-homepage?_ga=2.15579505.657670181.1623702413-1054637268.1623702413

Top URLs in Tweet in G4:
[1] https://github.com/OriginTrail/ot-node/releases/tag/v5.0.4

Top URLs in Tweet in G6:
[2] https://cstrack.eu/graphical-article/cs-track-database-first-statistical-results/
[2] https://www.uni-bielefeld.de/uni/karriere/stellen-wiss/wiss21063_englisch.pdf

Top URLs in Tweet in G7:
[15] https://rml.io/
[1] https://fno.io/
[1] https://aws.amazon.com/blogs/database/build-a-knowledge-graph-in-amazon-neptune-using-data-lens/

Top URLs in Tweet in G8:
[1] https://www.visiumtechnologies.com/

Top URLs in Tweet in G9:
[2] https://www.globalwitness.org/en-gb/campaigns/corruption-and-money-laundering/anonymous-company-owners/companies-we-keep/

Top URLs in Tweet in G10:
[5] https://towardsdatascience.com/almost-free-inductive-embeddings-out-perform-trained-graph-neural-networks-in-graph-classification-651ace368bc1?utm_source=dlvr.it&utm_medium=twitter
[5] https://aws.amazon.com/blogs/database/visualize-your-aws-infrastructure-with-amazon-neptune-and-aws-config/
[4] https://towardsdatascience.com/machine-learning-execution-is-a-directed-acyclic-graph-211e5e1e6c57?utm_source=dlvr.it&utm_medium=twitter
[3] https://towardsdatascience.com/explainable-graph-neural-networks-cb009c2bc8ea?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[2] https://searchdatamanagement.techtarget.com/feature/The-top-5-graph-database-advantages-for-enterprises
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fgraph-database-graphql-and-machine-learning-for-carbohydrate-active-enzymes-dba8500b45cf
[1] https://aws.amazon.com/es/blogs/database/visualize-your-aws-infrastructure-with-amazon-neptune-and-aws-config/

Top Domains
Top Domains in Tweet in Entire Graph:
[38] nebula-graph.io
[28] github.com
[15] rml.io
[12] towardsdatascience.com
[10] techtarget.com
[10] twitter.com
[8] amazon.com
[5] medium.com
[5] kdnuggets.com
[5] neo4j.com

Top Domains in Tweet in G1:
[4] tigergraph.com
[3] theregister.com
[1] itworldcanada.com

Top Domains in Tweet in G2:
[3] twitter.com
[3] biorxiv.org
[2] techinasia.com
[2] medium.com
[1] hashnode.com
[1] scopedatabase.com
[1] flur.ee
[1] oracle.com
[1] google.com
[1] twinybots.ch

Top Domains in Tweet in G3:
[8] github.com
[5] neo4j.com
[5] techtarget.com
[1] twitter.com
[1] brand.live

Top Domains in Tweet in G4:
[1] github.com

Top Domains in Tweet in G6:
[2] cstrack.eu
[2] uni-bielefeld.de

Top Domains in Tweet in G7:
[15] rml.io
[1] fno.io
[1] amazon.com

Top Domains in Tweet in G8:
[1] visiumtechnologies.com

Top Domains in Tweet in G9:
[2] globalwitness.org

Top Domains in Tweet in G10:
[12] towardsdatascience.com
[6] amazon.com
[2] techtarget.com
[2] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[27] database
[22] graphdatabase
[20] data
[20] neo4j
[20] bigdata
[18] islamophobiapromotesterrorism
[18] testnet
[17] graph
[17] knowledgegraph
[16] opensource



Top Hashtags in Tweet in G1:
[7] bigdata
[6] graphdatabase
[6] graphanalytics
[5] graphdb
[3] analytics
[3] neo4j
[2] innovation
[2] ml
[2] ai
[1] datascience

Top Hashtags in Tweet in G2:
[2] bigdata
[2] database
[2] neo4j
[2] datascience
[1] googleknowledgegraph
[1] startup
[1] technology
[1] cdo
[1] cto
[1] ux

Top Hashtags in Tweet in G3:
[13] neo4j
[8] graph
[6] nasa
[5] graphs
[3] graphdatabases
[2] nodes2021
[2] googlecloud
[2] graphdatabase
[1] software
[1] travel

Top Hashtags in Tweet in G4:
[18] testnet
[1] mainnet

Top Hashtags in Tweet in G5:
[18] islamophobiapromotesterrorism

Top Hashtags in Tweet in G6:
[12] citizenscience
[6] openaccess
[4] openscience
[2] data
[2] opendata
[2] citsci
[2] h2020
[2] horizon2020
[2] sdgs

Top Hashtags in Tweet in G7:
[15] knowledgegraph
[15] amazon
[15] datalens
[1] semanticweb

Top Hashtags in Tweet in G9:
[1] datacorp

Top Hashtags in Tweet in G10:
[10] database
[8] getmoreinsights
[8] coolerdata
[8] data
[6] bigdata
[5] aws
[5] graph
[5] devops
[4] web
[4] analysis

Top Words
Top Words in Tweet in Entire Graph:
[479] graph
[398] database
[144] jaguar
[144] land
[144] tigergraph
[141] tigergraphdb
[116] neo4j
[101] learn
[95] data
[84] over

Top Words in Tweet in G1:
[148] graph
[148] database
[141] jaguar
[141] land
[141] tigergraph
[139] tigergraphdb
[73] learn
[73] car
[73] manufacturer
[73] rover

Top Words in Tweet in G2:
[38] graph
[34] database
[12] data
[6] neo4j
[6] aws
[5] used
[5] open
[5] amazon
[4] store
[4] introducing

Top Words in Tweet in G3:
[31] neo4j
[21] database
[19] graph
[13] #neo4j
[11] people
[8] june
[8] release
[8] package
[8] available
[8] bolt

Top Words in Tweet in G4:
[27] origin_trail
[19] update
[19] release
[19] process
[18] v5
[18] released
[18] odn
[18] #testnet
[18] improving
[18] replication

Top Words in Tweet in G5:
[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 G6:
[15] data
[14] graph
[12] shows
[12] distribution
[12] #citizenscience
[12] projects
[12] country
[12] extracted
[12] 52
[12] different

Top Words in Tweet in G7:
[30] using
[15] building
[15] #knowledgegraph
[15] #amazon
[15] neptune
[15] #datalens
[14] natadimou

Top Words in Tweet in G8:
[15] vism
[15] learn
[15] more
[15] trucontext
[15] amazing
[15] graph
[15] database
[15] technology
[15] help
[15] improve

Top Words in Tweet in G9:
[3] graph
[2] datakinduk
[2] ncvo
[2] sports_lindsey
[2] duncan3ross
[2] ecancellieri
[2] laurac_rter
[2] rubychilds
[2] a_campello_jr
[2] clr_bnrd

Top Words in Tweet in G10:
[21] graph
[10] #database
[10] aws
[9] coolerdata
[8] neural
[8] networks
[8] #getmoreinsights
[8] #coolerdata
[8] #data
[6] #bigdata

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[321] graph,database
[144] jaguar,land
[77] database,neo4j
[76] leading,graph
[75] car,manufacturer
[75] manufacturer,jaguar
[75] land,rover
[75] rover,rejected
[75] rejected,leading
[75] neo4j,over

Top Word Pairs in Tweet in G1:
[147] graph,database
[141] jaguar,land
[73] car,manufacturer
[73] manufacturer,jaguar
[73] land,rover
[73] rover,rejected
[73] rejected,leading
[73] leading,graph
[73] database,neo4j
[73] neo4j,over

Top Word Pairs in Tweet in G2:
[24] graph,database
[3] development,wheat
[3] wheat,practical
[3] practical,haplotype
[3] haplotype,graph
[3] database,resource
[3] resource,genotyping
[3] genotyping,data
[3] data,storage
[3] storage,genotype

Top Word Pairs in Tweet in G3:
[19] graph,database
[8] release,neo4j
[8] neo4j,package
[8] package,available
[8] available,neo4j
[8] neo4j,bolt
[8] bolt,driver
[8] driver,python
[8] python,#neo4j
[7] pypackages,release

Top Word Pairs in Tweet in G4:
[18] release,update
[18] update,v5
[18] v5,released
[18] released,odn
[18] odn,#testnet
[18] #testnet,improving
[18] improving,replication
[18] replication,process
[18] process,making
[18] making,more

Top Word Pairs in Tweet in G5:
[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 G6:
[12] graph,shows
[12] shows,distribution
[12] distribution,#citizenscience
[12] #citizenscience,projects
[12] projects,country
[12] country,data
[12] data,extracted
[12] extracted,52
[12] 52,different
[10] cstrackproject,graph

Top Word Pairs in Tweet in G7:
[15] building,#knowledgegraph
[15] #knowledgegraph,#amazon
[15] #amazon,neptune
[15] neptune,using
[15] using,#datalens
[15] #datalens,using
[14] natadimou,building

Top Word Pairs in Tweet in G8:
[15] vism,learn
[15] learn,more
[15] more,trucontext
[15] trucontext,amazing
[15] amazing,graph
[15] graph,database
[15] database,technology
[15] technology,help
[15] help,improve
[15] improve,security

Top Word Pairs in Tweet in G9:
[2] datakinduk,ncvo
[2] ncvo,sports_lindsey
[2] sports_lindsey,duncan3ross
[2] duncan3ross,ecancellieri
[2] ecancellieri,laurac_rter
[2] laurac_rter,rubychilds
[2] rubychilds,a_campello_jr
[2] a_campello_jr,clr_bnrd
[2] clr_bnrd,darenasc
[2] darenasc,jowattsdata

Top Word Pairs in Tweet in G10:
[8] graph,neural
[8] neural,networks
[8] #getmoreinsights,#coolerdata
[8] #coolerdata,#data
[6] machine,learning
[5] free,inductive
[5] inductive,embeddings
[5] embeddings,perform
[5] perform,trained
[5] trained,graph

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tigergraphdb
@nebulagraph
@origin_trail
@teamisf_
@bintechinte
@natadimou
@visiumanalytics
@neo4j
@golangweekly
@cstrackproject

Top Mentioned in G1:
@tigergraphdb
@theregister
@itworldca

Top Mentioned in G3:
@neo4j
@pypackages
@fujitsulabs
@pthibodeau11
@josh_bersin
@lnordwall
@techtargetnews
@holgermu
@amyhodler
@techcrunch

Top Mentioned in G4:
@origin_trail

Top Mentioned in G5:
@teamisf_
@bintechinte

Top Mentioned in G6:
@cstrackproject
@ub_bi
@fagomsan
@openaire_eu
@lm75996906
@openaccessnet

Top Mentioned in G7:
@natadimou
@rml_io

Top Mentioned in G8:
@visiumanalytics

Top Mentioned in G9:
@ncvo
@sports_lindsey
@duncan3ross
@ecancellieri
@laurac_rter
@rubychilds
@a_campello_jr
@clr_bnrd
@darenasc
@jowattsdata

Top Mentioned in G10:
@coolerdata
@danilop
@ttbusinesstech
@kirkdborne
@keywanhp

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@claudosky
@sikecilmarmut
@5fec93919a544d3
@bexxmodd
@rosenchild
@nuraz_wawa
@pickooo
@olgatuleninova
@friday_js_bot

Top Tweeters in G1:
@claudosky
@sikecilmarmut
@5fec93919a544d3
@nuraz_wawa
@pickooo
@ashleymugsy1
@nursyahidahrzzz
@ricardo_ik_ahau
@s4th__
@godfrey_g_

Top Tweeters in G2:
@suriyasubraman
@overflow_meme
@biorxivpreprint
@williswee
@datasciencedojo
@sm_telecomm
@harugasumi
@yogiliman
@isaacatflorence
@tactifail

Top Tweeters in G3:
@bexxmodd
@rosenchild
@ipythonistabot
@djangobot_
@humanre41270855
@techcrunch
@holgermu
@nasa
@jadp
@neo4j

Top Tweeters in G4:
@hsianghui
@cryptowizardd
@woisau1
@guinnessstache
@drevziga
@chillzoneint
@origin_trail
@tomazot
@askbigtipjar
@valcyclovir

Top Tweeters in G5:
@tfp_faheem
@hasaanja
@bintechinte
@abdulqadirfngrl
@zapwills
@lashari_4
@a__642
@mee__ruu
@iammhammad
@jugnuuu05

Top Tweeters in G6:
@sustaintrends
@openscitalk
@isidroaguillo
@openaire_eu
@sdgcounting
@pacobib
@gertrudix
@debatinginnovat
@fagomsan
@ub_bi

Top Tweeters in G7:
@nopiedra
@pietercolpaert
@barthanssens
@kvistgaard
@rubenverborgh
@alanmorrison
@dchavesf
@juum
@miel_vds
@eliaska

Top Tweeters in G8:
@fitlyfeapparel
@itsthewealth4me
@legacybuilder88
@investoor
@jeannot95460341
@i_am_dunwifit
@francheyes
@emanbuya
@fr4geo
@cattywampus510

Top Tweeters in G9:
@ncvo
@global_witness
@duncan3ross
@rubychilds
@astroadamh
@laurac_rter
@datakinduk
@kate_questions
@sports_lindsey
@darenasc

Top Tweeters in G10:
@andrewmorrisuk
@ml_tweet_bot
@pythonexpertbot
@kirkdborne
@datapronetwork
@danilop
@ttbusinesstech
@coolerdata
@getmoreinsights
@vcach_ops


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