graph database, Twitter, 1/22/2019 5:42:00 AM, 182740


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graph database_2019-01-21_21-36-58.xlsx
graph database_2019-01-21_21-36-58.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 22, 2019
Short Description:
graph database via NodeXL http://bit.ly/2DsqJ3n
@neo4j
@fmfrancoise
@ham_gretsky
@nosqldigest
@azurecosmosdb
@chriska52931839
@artemyarulin
@emileifrem
@tigergraphdb
@redfields

Top hashtags:
#graphdatabase
#database
#graph
#neo4j
#graphdatabases
#bigdata
#nosql

Description:
Description
The graph represents a network of 503 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 January 2019 at 05:37 UTC.

The requested start date was Tuesday, 22 January 2019 at 01:01 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, 13-minute period from Tuesday, 08 January 2019 at 01:40 UTC to Monday, 21 January 2019 at 23:54 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 : 503
Unique Edges : 673
Edges With Duplicates : 123
Total Edges : 796
Number of Edge Types : 3
Tweet : 144
Mentions : 619
Replies to : 33
Self-Loops : 144
Reciprocated Vertex Pair Ratio : 0.0343642611683849
Reciprocated Edge Ratio : 0.0664451827242525
Connected Components : 129
Single-Vertex Connected Components : 76
Maximum Vertices in a Connected Component : 192
Maximum Edges in a Connected Component : 390
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.858065
Graph Density : 0.00238410176391848
Modularity : 0.729653
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[11] https://irishtechnews.ie/was-2018-the-year-of-the-graph-database/
[8] https://news.ycombinator.com/item?id=18922905
[6] http://graphdatabases.com
[6] https://neo4j.com/blog/moving-from-static-grid-to-virtualized-graph-database
[5] https://neo4j.com/developer/graph-database/#property-graph
[5] https://github.com/bitnine-oss/agensgraph
[4] https://blog.cambridgesemantics.com/what-is-a-graph-database?utm_campaign=AnzoGraph
[4] https://www.crn.com.au/news/aws-brings-graph-database-service-neptune-to-australia-517708
[4] https://hackernoon.com/the-year-of-the-graph-newsletter-october-2018-f20adbb03577
[4] https://www.arangodb.com/arangodb-graph-course/?utm_content=82476717&utm_medium=social&utm_source=twitter&hss_channel=tw-398200139

Top URLs in Tweet in G1:
[11] https://irishtechnews.ie/was-2018-the-year-of-the-graph-database/
[8] https://news.ycombinator.com/item?id=18922905
[4] https://getdata.io/
[3] https://www.crn.com.au/news/aws-brings-graph-database-service-neptune-to-australia-517708
[2] https://www.finite.com.au/database-development-and-administration-jobs/graph-database-expert/2258463?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.ictjob.be/nl/vacature/smals-java-graph-database-developer/1-108093?cid=Social_Media_Twitter
[2] http://nowebagency.com/graph-database-un-atout-pour-lanalyse-de-malwares-2/
[2] https://www.javaworld.com/article/3330736/application-development/tigergraph-review-a-graph-database-designed-for-deep-analytics.html
[2] http://www.digitaljournal.com/pr/4114607?utm_source=dlvr.it&utm_medium=twitter
[1] http://www.degruyter.com/view/j/jib.2018.15.issue-4/jib-2018-0049/jib-2018-0049.xml

Top URLs in Tweet in G3:
[3] https://www.meetup.com/fr-FR/Graph-Database-Geneve/
[2] https://www.meetup.com/fr-FR/Graph-Database-Geneve/events/257861462/
[2] https://neo4j.com/blog/moving-from-static-grid-to-virtualized-graph-database
[1] https://neo4j.com/blog/other-graph-database-technologies/
[1] https://www.slideshare.net/neo4j/this-week-in-neo4j-12th-january-2019
[1] https://neo4j.com/blog/other-graph-database-technologies/?ref=social-camp
[1] https://www.slideshare.net/neo4j/this-week-in-neo4j-19th-january-2019-128425002
[1] http://graphdatabases.com
[1] https://neo4j.com/blog/powering-recommendations-graph-database-rapid-retail-example/
[1] https://hub.packtpub.com/neo4j-most-popular-graph-database/

Top URLs in Tweet in G4:
[2] https://docs.microsoft.com/en-us/azure/cosmos-db/create-graph-gremlin-console
[1] https://www.youtube.com/watch?v=dQf6hBLyL7k

[1] https://www.youtube.com/watch?v=WQdLl08Bx0I

[1] https://orientdb.com/graph-database/how-to-use-graph-databases-to-make-big-data-work-for-you-ebook-website-lp/
[1] https://lnkd.in/dJr_7kh
[1] https://medium.com/@abhishekcskumar/cosmos-graph-database-big-data-processing-with-azure-data-factory-functions-and-event-grid-31b056a285d7
[1] https://medium.com/@abhishekcskumar/layered-architecture-with-azure-api-management-azure-functions-azure-key-vault-and-cosmos-graph-b120d98c9146

Top URLs in Tweet in G5:
[4] https://hackernoon.com/the-year-of-the-graph-newsletter-october-2018-f20adbb03577
[2] https://www.youtube.com/watch?v=f963KtXEfHg&feature=youtu.be&a

[2] https://www.youtube.com/watch?v=CDZXC5XHfEI&feature=youtu.be

[1] https://medium.com/p/89f5414ae662
[1] https://dy.si/KvezM
[1] https://aws.amazon.com/blogs/aws/new-amazon-documentdb-with-mongodb-compatibility-fast-scalable-and-highly-available/
[1] https://www.youtube.com/watch?v=GerN3MGm9Js&feature=youtu.be&a

[1] https://www.meetup.com/French-AWS-UG/events/258153245/
[1] https://searchdatamanagement.techtarget.com/feature/FaunaDB-distributed-cloud-database-hunts-transactional-NoSQL?utm_source=hootsuite&utm_medium=linkedin

Top URLs in Tweet in G7:
[5] https://github.com/bitnine-oss/agensgraph
[4] https://blog.cambridgesemantics.com/what-is-a-graph-database?utm_campaign=AnzoGraph
[4] https://bitnine.net/agensgraph-2-1-0-enterprise-linux/
[3] https://www.slideshare.net/bitnineglobal/graph-database-meetup-in-korea-7-graph-database-5-offerings-textminer
[3] https://www.postgresql.org/
[2] Preview&utm_content=83103093&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[2] Beta&utm_content=82402967&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[2] https://info.cambridgesemantics.com/anzograph-graph-database-benchmarking-the-numbers-tell-the-story?utm_campaign=Webinar:
[2] AnzoGraph
[2] Graph

Top URLs in Tweet in G8:
[4] https://www.arangodb.com/arangodb-graph-course/?utm_content=82476717&utm_medium=social&utm_source=twitter&hss_channel=tw-398200139
[2] http://datadaytexas.com/2019/sessions?utm_content=83102715&utm_medium=social&utm_source=twitter&hss_channel=tw-398200139#hackstein
[2] https://www.g2crowd.com/categories/graph-databases?utm_content=83213950&utm_medium=social&utm_source=twitter&hss_channel=tw-398200139#highest_rated
[2] https://twitter.com/ProductHunt/status/1084480946970218496
[2] http://feeds.feedburner.com/~r/vmvirtualmachine/Ivwa/~3/bZR-JbWJBoo/?utm_source=feedburner&utm_medium=twitter&utm_campaign=weblanwan
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181981
[1] https://devgym.oracle.com/pls/apex/dg/office_hours/3084
[1] http://blog.cloud.in/2019/01/now-amazon-neptune-is-obtainable-in.html
[1] https://t.co/4x8L7yqNin
[1] https://t.co/Bs3M1kYaR9

Top URLs in Tweet in G10:
[2] https://www.truthinit.com/index.php/p/96/what-is-it-about-a-graph-database/TigerGraph
[2] &
[2] The
[2] Graph
[2] Database
[1] https://info.tigergraph.com/graph-gurus-1?utm_campaign=2018.08%20Graph%20Gurus%20Episode%201&utm_content=82101700&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://irishtechnews.ie/was-2018-the-year-of-the-graph-database/?utm_content=82103207&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-gurus-2?utm_campaign=2018.08%20Graph%20Gurus%20Episode%202%20&utm_content=82406416&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-database-webinar?utm_campaign=2018.01%20Webinar%3A%20A%20complete%20high-performance%20graph%20database&utm_content=82437343&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] http://www.tigergraph.com/free-trial?utm_content=82437376&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top Domains
Top Domains in Tweet in Entire Graph:
[16] neo4j.com
[14] irishtechnews.ie
[11] twitter.com
[10] meetup.com
[10] lnkd.in
[9] graphdatabases.com
[8] youtube.com
[8] com.au
[8] github.com
[8] ycombinator.com

Top Domains in Tweet in G1:
[11] irishtechnews.ie
[8] ycombinator.com
[7] lnkd.in
[6] com.au
[4] getdata.io
[2] ictjob.be
[2] nowebagency.com
[2] javaworld.com
[2] digitaljournal.com
[2] meetup.com

Top Domains in Tweet in G3:
[5] meetup.com
[5] neo4j.com
[2] slideshare.net
[1] graphdatabases.com
[1] packtpub.com
[1] graphfoundation.org
[1] github.com
[1] spotify.com
[1] lnkd.in
[1] bruggen.com

Top Domains in Tweet in G4:
[2] microsoft.com
[2] youtube.com
[2] medium.com
[1] orientdb.com
[1] lnkd.in

Top Domains in Tweet in G5:
[5] youtube.com
[4] hackernoon.com
[1] medium.com
[1] dy.si
[1] amazon.com
[1] meetup.com
[1] techtarget.com

Top Domains in Tweet in G7:
[6] cambridgesemantics.com
[5] slideshare.net
[5] bitnine.net
[5] github.com
[4] postgresql.org
[3] agensgraph.com
[2] percona.com
[2] twitter.com
[1] caserta.com
[1] clusterdata.nl

Top Domains in Tweet in G8:
[4] arangodb.com
[2] datadaytexas.com
[2] g2crowd.com
[2] twitter.com
[2] feedburner.com
[2] t.co
[1] nodexlgraphgallery.org
[1] oracle.com
[1] cloud.in

Top Domains in Tweet in G10:
[4] tigergraph.com
[2] truthinit.com
[1] irishtechnews.ie

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[41] graphdatabase
[31] database
[25] graph
[20] neo4j
[19] graphdatabases
[17] bigdata
[16] nosql
[14] agensgraph
[13] webcrawling
[13] graphe



Top Hashtags in Tweet in G1:
[4] job
[3] graphdatabase
[3] database
[2] neo4j
[2] java
[2] graph
[2] jobs
[2] nowebagency
[2] gdata
[2] analyse

Top Hashtags in Tweet in G3:
[13] webcrawling
[13] graphe
[10] neo4j
[10] genã¨ve
[6] norconex
[4] europe
[3] geneva
[3] genève
[2] graphdatabases
[2] rdf

Top Hashtags in Tweet in G4:
[9] graphdatabases
[4] azure
[3] cosmosdb
[1] graphdatabase
[1] data
[1] bigdata
[1] orientdb
[1] knime
[1] ai
[1] machinelearning

Top Hashtags in Tweet in G5:
[5] database
[4] knowledgemanagement
[4] nosql
[1] bigdata
[1] ml
[1] ai
[1] cloudnative
[1] cloudcomputing
[1] austin
[1] arangodb

Top Hashtags in Tweet in G7:
[15] graphdatabase
[14] agensgraph
[7] bitnine
[6] graphdatabases
[5] business
[4] data
[4] graph
[3] graphdb
[3] nosql
[3] sql

Top Hashtags in Tweet in G8:
[15] database
[13] graph
[10] arangodb
[6] austin
[6] nosql
[4] neo4j
[4] amazonneptune
[3] oopswediditagain
[2] kubernetes
[2] ddtx19

Top Hashtags in Tweet in G10:
[10] bigdata
[8] graphdatabase
[7] analytics
[5] data
[5] database
[5] ml
[4] ai
[4] cloudnative
[4] cloudcomputing
[3] datascience

Top Words
Top Words in Tweet in Entire Graph:
[276] Words in Sentiment List#1: Positive
[62] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9792] Non-categorized Words
[10130] Total Words
[393] graph
[355] database
[115] db
[111] neo4j
[111] cosmos

Top Words in Tweet in G1:
[76] graph
[76] database
[21] 2018
[18] year
[13] data
[11] neo4j
[9] aws
[8] market
[7] new
[6] using

Top Words in Tweet in G3:
[61] neo4j
[38] graph
[29] database
[26] au
[18] rvanbruggen
[17] sylvainroussy
[16] meetup
[15] powerful
[14] pour
[14] downloaded

Top Words in Tweet in G4:
[107] cosmos
[107] db
[75] azure
[70] short
[44] new
[38] database
[36] azurecosmosdb
[36] learn
[35] video
[35] series

Top Words in Tweet in G5:
[27] graph
[27] database
[19] nosql
[13] hashtag
[11] best
[10] aws
[9] relational
[8] new
[7] data
[7] employee

Top Words in Tweet in G6:
[10] altus_arc
[10] cymaticwave
[10] beegeerose
[10] gillesnfio
[10] carablades
[10] jaggermickoz
[10] tjipkoopmans
[10] jwspry
[10] friendsoscience
[9] d_e_mol

Top Words in Tweet in G7:
[41] graph
[40] database
[40] agensgraph
[15] graphdatabase
[15] model
[10] bitnine
[10] based
[9] high
[9] data
[9] multi

Top Words in Tweet in G8:
[40] graph
[21] arangodb
[20] database
[12] learn
[7] data
[7] including
[7] oracle
[6] around
[6] austin
[6] sat

Top Words in Tweet in G9:
[8] graph
[6] stefandumont
[6] dta_cthomas
[6] andreaskuczera
[5] xml
[4] database
[4] out
[3] jamescummings
[3] sorry
[3] really

Top Words in Tweet in G10:
[22] graph
[12] database
[11] analytics
[11] data
[10] bigdata
[8] graphdatabase
[8] ai
[6] tigergraphdb
[5] tigergraph
[5] ml

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[213] graph,database
[111] cosmos,db
[75] azure,cosmos
[38] db,database
[36] new,short
[36] short,video
[36] video,series
[36] series,azure
[36] database,learn
[36] learn,cosmos

Top Word Pairs in Tweet in G1:
[62] graph,database
[18] 2018,year
[18] year,graph
[7] database,market
[5] chart,js
[5] web,giant
[5] giant,graph
[4] amazon,neptune
[4] hacker,news
[4] market,update

Top Word Pairs in Tweet in G3:
[16] meetup,neo4j
[15] powerful,graph
[14] rvanbruggen,downloaded
[14] downloaded,public
[14] public,international
[14] international,medical
[14] medical,devices
[14] devices,database
[14] database,plugged
[14] plugged,neo4j

Top Word Pairs in Tweet in G4:
[107] cosmos,db
[72] azure,cosmos
[37] db,database
[35] new,short
[35] short,video
[35] video,series
[35] series,azure
[35] database,learn
[35] learn,cosmos
[35] db,short

Top Word Pairs in Tweet in G5:
[7] new,aws
[7] aws,employee
[7] employee,having
[7] having,fun
[7] fun,coming
[7] coming,up
[7] up,speed
[7] speed,database
[7] database,services
[7] services,provide

Top Word Pairs in Tweet in G6:
[10] altus_arc,cymaticwave
[10] cymaticwave,beegeerose
[10] beegeerose,gillesnfio
[10] gillesnfio,carablades
[10] carablades,jaggermickoz
[10] jaggermickoz,tjipkoopmans
[10] tjipkoopmans,jwspry
[10] jwspry,friendsoscience
[9] d_e_mol,altus_arc
[9] friendsoscience,brandondaly2

Top Word Pairs in Tweet in G7:
[36] graph,database
[9] multi,model
[9] database,based
[8] use,case
[6] model,graph
[5] firms,financial
[5] financial,services
[5] services,online
[5] online,retail
[5] retail,using

Top Word Pairs in Tweet in G8:
[9] graph,database
[6] around,austin
[6] austin,sat
[6] sat,26th
[6] 26th,join
[6] join,head
[6] head,graph
[6] graph,development
[6] development,mchacki
[6] mchacki,data

Top Word Pairs in Tweet in G9:
[4] graph,database
[3] dta_cthomas,andreaskuczera
[3] dta_cthomas,stefandumont
[3] stefandumont,andreaskuczera
[3] andreaskuczera,sorry
[3] sorry,really
[3] really,deal
[3] deal,graphs
[3] graphs,pointed
[3] pointed,out

Top Word Pairs in Tweet in G10:
[4] graph,database
[4] graph,dbs
[4] dbs,graph
[4] graph,models
[4] models,potential
[4] potential,play
[4] play,role
[4] role,new
[4] new,ai
[4] ai,apps

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@azurecosmosdb
@rvanbruggen
@sylvainroussy
@icijorg
@cymaticwave
@beegeerose
@gillesnfio
@carablades
@jaggermickoz

Top Mentioned in G1:
@finiteit
@smugnier
@theafricamentor

Top Mentioned in G2:
@ghost_kitty
@17randulf
@elisedawngreen
@jomareewade
@lfkraus
@ladysif2017
@dragonstone1963
@emmafrostresist
@stormresist
@bannerite

Top Mentioned in G3:
@neo4j
@rvanbruggen
@sylvainroussy
@icijorg
@norconex
@azeem
@emileifrem
@exponentialview
@pitneybowes
@fbraga

Top Mentioned in G4:
@azurecosmosdb
@redfields
@abhishekcskumar
@azurefunctions
@azureapimgmt
@azureeventgrid

Top Mentioned in G5:
@tamaradull
@youtube
@eigilsagafos
@sebsto
@linked_do
@louisbb330
@makesideproject
@awscloud
@bigrideoncloud

Top Mentioned in G6:
@cymaticwave
@beegeerose
@gillesnfio
@carablades
@jaggermickoz
@tjipkoopmans
@jwspry
@friendsoscience
@d_e_mol
@altus_arc

Top Mentioned in G7:
@hnkim11
@casertadata
@chriska52931839
@producerq
@camsemantics
@softmodeling
@bitnine
@imdb
@agensgraph
@un

Top Mentioned in G8:
@arangodb
@mchacki
@scarcix
@vclatuwien
@oracleasktom
@getdataio
@garionjob
@azurecosmosdb
@leohadjiloizou
@bithomp

Top Mentioned in G9:
@stefandumont
@andreaskuczera
@dta_cthomas
@franzidiehr
@oxygenxml
@brandaen
@jamescummings
@patrick_sahle
@hcayless
@ronald_dekker

Top Mentioned in G10:
@tigergraphdb
@abridgwater
@computerweekly
@bigrideoncloud
@truthinit
@smworldbigdata

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dashgopro
@nosqldigest
@jbkavungal
@bannerite
@autotestdrivers
@chidambara09
@talkingscars
@pekkapuhakka
@hntweets

Top Tweeters in G1:
@dashgopro
@jbkavungal
@pekkapuhakka
@hntweets
@newsycbot
@call_user_func
@takenji_ebooks
@crm_cws_cloud
@angsuman
@neuropuff

Top Tweeters in G2:
@bannerite
@lfkraus
@fenrir_71
@kapeciaresists
@stormresist
@elastigirlvotes
@ellievan65
@frmrusmcpltsgt
@jomareewade
@cunningsq16

Top Tweeters in G3:
@azeem
@cyberplayground
@johnkops
@neo4j
@rogerth71142375
@pouncey17
@icijorg
@leviw
@ikwattro
@emileifrem

Top Tweeters in G4:
@hasssaaannn
@nitish
@sygyzmundovych
@thecuriousluke
@damianwidera
@charleso888
@rahulmeher
@wismarr
@azurecosmosdb
@cloudtidings

Top Tweeters in G5:
@nosqldigest
@reynolds_global
@adrianco
@lincolnwdaniel
@marcusborba
@awscloud
@william_yeh
@km_delivery
@tamaradull
@youtube

Top Tweeters in G6:
@tan123
@regimechangebc
@boggywood
@junkmistress
@friendsoscience
@jwspry
@drwaheeduddin
@safariwoman
@gillesnfio
@jaggermickoz

Top Tweeters in G7:
@fmfrancoise
@un
@waxzce
@softmodeling
@rdolinski
@imdb
@slideshare
@trendinggithub
@frg_berlin_gdr
@percona

Top Tweeters in G8:
@ham_gretsky
@rururu3
@barron_nel
@shanebrighton
@victoria_holt
@iange
@ripple
@arangodb
@vclatuwien
@amy725

Top Tweeters in G9:
@jamescummings
@dhbbaw
@rojascastroa
@hcayless
@ps_tadler
@music_enfanthen
@stefandumont
@oxygenxml
@notesjor
@brandaen

Top Tweeters in G10:
@chidambara09
@abridgwater
@computerweekly
@thechrischua
@bigrideoncloud
@truthinit
@theolivenbaum
@tigergraphdb
@smworldbigdata
@himansh77588980


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