graph database, Twitter, 7/18/2019 2:57:11 PM, 203496


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graph database_2019-07-17_21-31-40.xlsx
graph database_2019-07-17_21-31-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 18, 2019
Short Description:
graph database via NodeXL http://bit.ly/32AYWIz
@tigergraphdb
@nosqldigest
@azurecosmosdb
@neo4j
@theokraay
@chidambara09
@santchiweb
@emileifrem
@nithinmohantk
@linked_do

Top hashtags:
#cosmosdb
#bigdata
#graphdatabase
#nosql
#database
#analytics
#machinelearning

Description:
Description
The graph represents a network of 389 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 Thursday, 18 July 2019 at 04:31 UTC.

The requested start date was Tuesday, 16 July 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, 4-minute period from Tuesday, 02 July 2019 at 01:05 UTC to Monday, 15 July 2019 at 23:10 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 : 389
Unique Edges : 425
Edges With Duplicates : 81
Total Edges : 506
Number of Edge Types : 3
Mentions : 351
Tweet : 130
Replies to : 25
Self-Loops : 130
Reciprocated Vertex Pair Ratio : 0.0143266475644699
Reciprocated Edge Ratio : 0.0282485875706215
Connected Components : 104
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 170
Maximum Edges in a Connected Component : 295
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.210978
Graph Density : 0.00234542707974452
Modularity : 0.717714
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[44] https://www.eweek.com/database/why-experts-see-graph-databases-headed-to-mainstream-use
[32] https://gotcosmos.com/about/customers
[11] https://www.thecloudcast.net/2019/07/understanding-graph-databases.html
[8] https://www.c-sharpcorner.com/article/what-is-a-graph-database
[8] https://www.gdatasoftware.com/blog/2018/11/31203-malware-analysis-with-a-graph-database
[6] https://searchdatamanagement.techtarget.com/ehandbook/Graph-database-use-cases-reveal-relationships-in-data-sets
[5] https://github.com/RedisGraph/redisgraph.js
[5] https://oss.redislabs.com/redisgraph
[5] Graph
[5] Database

Top URLs in Tweet in G1:
[13] https://www.eweek.com/database/why-experts-see-graph-databases-headed-to-mainstream-use
[2] https://searchdatamanagement.techtarget.com/ehandbook/Graph-database-use-cases-reveal-relationships-in-data-sets
[2] http://todaynewsair.com/2019/07/03/graph-database-market-status-2019-technology-statistics-sales-review-forecast-to-2025/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.c-sharpcorner.com/article/what-is-a-graph-database/
[1] https://bitnine.net/blog-graph-database/agensgraph-graph-data-modeling-webinar/
[1] https://www.youtube.com/watch?v=4M1WolKZv1M&feature=youtu.be

[1] https://lnkd.in/gg_kGht
[1] https://twitter.com/KirkDBorne/status/1145476426658963456
[1] https://twitter.com/KirkDBorne/status/1146105399868891137
[1] https://neo4j.com/online-summit/

Top URLs in Tweet in G2:
[30] https://gotcosmos.com/about/customers
[1] https://lnkd.in/fWygD35
[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 G3:
[3] https://www.truthinit.com/index.php/p/96/what-is-it-about-a-graph-database/TigerGraph
[3] &
[3] The
[3] Graph
[3] Database
[2] https://www.tigergraph.com/benchmark/?utm_content=94851152&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[2] https://www.tigergraph.com/2019/07/10/why-experts-see-graph-databases-headed-for-mainstream-use/
[1] https://www.eweek.com/database/why-experts-see-graph-databases-headed-to-mainstream-use?utm_content=95941037&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/machinelearning?utm_campaign=2018%20Content%3A%20TigerGraph%20for%20Machine%20Learning%20&utm_content=94848823&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-gurus-10?utm_campaign=2019.02%20Graph%20Gurus%20Episode%2010&utm_content=95398051&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G4:
[10] https://www.thecloudcast.net/2019/07/understanding-graph-databases.html
[3] https://jitp.commons.gc.cuny.edu/developing-a-small-scale-graph-database-a-ten-step-learning-guide-for-beginners/
[1] https://www.tomsawyer.com/graph-database-browser/?utm_content=buffer1f247&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://neo4j.com/whitepapers/artificial-intelligence-graph-technology/?ref=social-camp
[1] https://twitter.com/clpe04/status/1148331577413423107
[1] https://www.bloorresearch.com/research/neo4j-2/

Top URLs in Tweet in G5:
[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 URLs in Tweet in G6:
[5] https://github.com/RedisGraph/redisgraph.js
[5] https://oss.redislabs.com/redisgraph
[3] https://www.gotcosmos.com/
[3] https://datanewoil.tumblr.com/post/186072347936/azure-cosmos-db-is-an-all-in-one-database-key#_=_
[3] https://www.eweek.com/database/why-experts-see-graph-databases-headed-to-mainstream-use
[2] https://lnkd.in/dFf-nhk
[2] https://github.com/arangodb/arangodb/blob/v3.4.7/CHANGELOG?utm_content=95888724&utm_medium=social&utm_source=twitter&hss_channel=tw-398200139
[1] https://www.tigergraph.com/benchmark/?utm_content=94851152&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://lnkd.in/dwyTGGt
[1] https://lnkd.in/deYgdzd

Top URLs in Tweet in G7:
[11] https://www.eweek.com/database/why-experts-see-graph-databases-headed-to-mainstream-use
[3] https://info.cambridgesemantics.com/sustainability-investment-research-using-cognitive-analytics?utm_campaign=Webinar
[3] Parabole
[3] Sustainability
[2] Graph
[2] Database
[1] Investment&utm_content=94680010&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[1] Investment&utm_content=95416537&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[1] https://info.cambridgesemantics.com/anzograph-graph-database-benchmarking-the-numbers-tell-the-story?utm_campaign=Webinar:
[1] AnzoGraph

Top URLs in Tweet in G8:
[8] https://www.gdatasoftware.com/blog/2018/11/31203-malware-analysis-with-a-graph-database

Top URLs in Tweet in G9:
[1] https://redislabs.com/blog/new-redisgraph-1-0-achieves-600x-faster-performance-graph-databases/

Top URLs in Tweet in G10:
[8] https://www.c-sharpcorner.com/article/what-is-a-graph-database

Top Domains
Top Domains in Tweet in Entire Graph:
[53] eweek.com
[35] gotcosmos.com
[12] lnkd.in
[11] github.com
[11] thecloudcast.net
[11] c-sharpcorner.com
[9] tigergraph.com
[8] twitter.com
[8] gdatasoftware.com
[7] redislabs.com

Top Domains in Tweet in G1:
[15] eweek.com
[3] github.com
[3] c-sharpcorner.com
[2] lnkd.in
[2] techtarget.com
[2] twitter.com
[2] neo4j.com
[2] todaynewsair.com
[2] buzzsprout.com
[1] bitnine.net

Top Domains in Tweet in G2:
[30] gotcosmos.com
[1] lnkd.in
[1] medium.com

Top Domains in Tweet in G3:
[7] tigergraph.com
[4] truthinit.com
[2] eweek.com
[2] solutionsreview.com
[2] microsoft.com
[2] dzone.com
[1] dataversity.net
[1] zdnet.com
[1] quora.com
[1] gotcosmos.com

Top Domains in Tweet in G4:
[10] thecloudcast.net
[3] cuny.edu
[1] tomsawyer.com
[1] neo4j.com
[1] twitter.com
[1] bloorresearch.com

Top Domains in Tweet in G5:
[2] factscentral.site
[2] twitter.com

Top Domains in Tweet in G6:
[7] github.com
[6] lnkd.in
[6] redislabs.com
[4] gotcosmos.com
[3] tumblr.com
[3] arangodb.com
[3] eweek.com
[1] tigergraph.com
[1] thecloudcast.net
[1] archlinux.org

Top Domains in Tweet in G7:
[14] eweek.com
[6] cambridgesemantics.com
[1] story.cd
[1] businessinsider.com
[1] faveeo.com

Top Domains in Tweet in G8:
[8] gdatasoftware.com

Top Domains in Tweet in G9:
[1] redislabs.com

Top Domains in Tweet in G10:
[8] c-sharpcorner.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[48] cosmosdb
[43] bigdata
[39] graphdatabase
[27] nosql
[27] database
[25] analytics
[25] machinelearning
[23] redis
[23] graphdatabases
[20] graph



Top Hashtags in Tweet in G1:
[6] database
[5] graph
[4] graphdatabase
[4] ai
[4] bigdata
[3] datascience
[3] graphdb
[3] neo4j
[2] digitalization
[2] behavior

Top Hashtags in Tweet in G2:
[37] cosmosdb
[7] azure
[6] database
[6] graph
[2] nosql
[2] sql
[2] bigdata
[2] gremlin
[2] apps
[2] appdev

Top Hashtags in Tweet in G3:
[10] bigdata
[8] analytics
[7] graphdatabase
[5] graphdatabases
[5] datascience
[4] tigergraph
[4] knowledgegraphs
[2] ml
[2] tech
[2] deeplearning

Top Hashtags in Tweet in G4:
[9] graphdatabase
[3] graphviz
[3] graphdatabases
[3] neo4j
[2] clojure
[2] graph
[2] database
[1] amazonneptune
[1] tinkerpop
[1] ai

Top Hashtags in Tweet in G6:
[15] nosql
[12] bigdata
[9] cosmosdb
[9] arangodb
[8] azure
[8] database
[7] graph
[5] sql
[5] data
[5] performance

Top Hashtags in Tweet in G7:
[9] graphdatabase
[5] graphdatabases
[4] analytics
[4] parallelprocessing
[2] graphdb
[2] ai
[2] machinelearning
[1] knowledgegraphs
[1] k8s
[1] fintech

Top Hashtags in Tweet in G9:
[20] redis
[10] bigdata
[10] analytics
[10] nosql
[10] machinelearning
[1] datascience
[1] ai
[1] iot
[1] iiot
[1] python

Top Words
Top Words in Tweet in Entire Graph:
[163] Words in Sentiment List#1: Positive
[118] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8456] Non-categorized Words
[8737] Total Words
[314] graph
[211] database
[85] use
[71] data
[71] databases

Top Words in Tweet in G1:
[62] graph
[45] ã
[39] database
[30] â
[20] use
[19] data
[17] see
[16] databases
[15] experts
[15] headed

Top Words in Tweet in G2:
[37] #cosmosdb
[32] management
[30] build
[30] stuff
[30] catalog
[30] recipe
[30] system
[30] retail
[30] e
[30] commerce

Top Words in Tweet in G3:
[34] graph
[28] database
[14] download
[12] databases
[12] dzone
[12] tigergraphdb
[12] guide
[10] #bigdata
[10] machine
[10] learn

Top Words in Tweet in G4:
[19] graph
[15] database
[13] neo4j
[11] emileifrem
[10] cloudcast
[10] understanding
[10] patterns
[10] emil
[10] eifrem
[9] #graphdatabase

Top Words in Tweet in G5:
[28] behind
[28] shadowy
[28] funded
[28] mouthpieces
[28] pushing
[28] disinfo
[28] promoting
[28] fascism
[28] deregulations
[28] linked

Top Words in Tweet in G6:
[42] graph
[27] database
[15] #nosql
[14] data
[13] learn
[12] #bigdata
[11] azure
[11] arangodb
[10] more
[9] cosmos

Top Words in Tweet in G7:
[26] graph
[14] use
[13] experts
[13] see
[13] databases
[13] headed
[13] mainstream
[11] eweeknews
[11] analytics
[9] eweek

Top Words in Tweet in G8:
[8] new
[8] blog
[8] janusgraph
[8] plus
[8] scylladb
[8] cyber
[8] anti
[8] virus
[8] use
[8] case

Top Words in Tweet in G9:
[20] #redis
[10] love
[10] slow
[10] database
[10] one
[10] benchmarking
[10] #bigdata
[10] #analytics
[10] #nosql
[10] #machinelearning

Top Words in Tweet in G10:
[8] graph
[8] database
[7] mcbeniwal
[2] csharpcorner

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[140] graph,database
[64] graph,databases
[45] â,â
[43] experts,see
[42] headed,mainstream
[42] mainstream,use
[36] see,graph
[35] databases,headed
[33] e,commerce
[32] build,stuff

Top Word Pairs in Tweet in G1:
[29] ã,ã
[28] graph,database
[20] â,â
[15] graph,databases
[15] experts,see
[14] see,graph
[14] headed,mainstream
[14] mainstream,use
[13] databases,headed
[6] use,eweek

Top Word Pairs in Tweet in G2:
[30] build,stuff
[30] stuff,#cosmosdb
[30] #cosmosdb,catalog
[30] catalog,recipe
[30] recipe,management
[30] management,system
[30] system,retail
[30] retail,e
[30] e,commerce
[21] azurecosmosdb,build

Top Word Pairs in Tweet in G3:
[20] graph,database
[8] #bigdata,#analytics
[7] learn,graph
[6] graph,databases
[6] looking,increase
[6] increase,accuracy
[6] accuracy,machine
[6] machine,learning
[6] learning,learn
[6] database,download

Top Word Pairs in Tweet in G4:
[15] graph,database
[10] cloudcast,understanding
[10] understanding,graph
[10] database,patterns
[10] patterns,emil
[10] emil,eifrem
[10] eifrem,emileifrem
[8] emileifrem,founder
[6] thecloudcastnet,cloudcast
[6] founder,ct

Top Word Pairs in Tweet in G5:
[28] behind,shadowy
[28] shadowy,funded
[28] funded,mouthpieces
[28] mouthpieces,pushing
[28] pushing,disinfo
[28] disinfo,promoting
[28] promoting,fascism
[28] fascism,deregulations
[28] deregulations,linked
[28] linked,new

Top Word Pairs in Tweet in G6:
[13] graph,database
[9] azure,cosmos
[9] cosmos,db
[9] key,value
[8] learn,modelling
[8] modelling,graph
[8] graph,solution
[8] solution,lens
[8] lens,globally
[8] globally,distributed

Top Word Pairs in Tweet in G7:
[13] experts,see
[13] see,graph
[13] graph,databases
[13] databases,headed
[13] headed,mainstream
[13] mainstream,use
[5] db,graph
[5] graph,analytics
[5] analytics,database
[5] use,eweek

Top Word Pairs in Tweet in G8:
[8] new,blog
[8] blog,janusgraph
[8] janusgraph,plus
[8] plus,scylladb
[8] scylladb,cyber
[8] cyber,anti
[8] anti,virus
[8] virus,use
[8] use,case
[7] dorlaor,new

Top Word Pairs in Tweet in G9:
[10] love,slow
[10] slow,database
[10] database,one
[10] one,benchmarking
[10] benchmarking,#redis
[10] #redis,#bigdata
[10] #bigdata,#analytics
[10] #analytics,#nosql
[10] #nosql,#redis
[10] #redis,#machinelearning

Top Word Pairs in Tweet in G10:
[8] graph,database
[5] mcbeniwal,graph
[2] database,mcbeniwal
[2] mcbeniwal,csharpcorner

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@stilldelvingh
@azurecosmosdb
@tigergraphdb
@eweeknews
@emileifrem
@neo4j
@gp_pulipaka
@theokraay
@thecloudcastnet
@janusgraph

Top Mentioned in G1:
@cemkesk46821104

Top Mentioned in G2:
@azurecosmosdb
@nithinmohantk
@theokraay
@falloutx
@tigergraphdb
@cirobarradov
@abhishekcskumar

Top Mentioned in G3:
@tigergraphdb
@dzone
@linked_do
@smworldbigdata
@amuletanalytics
@microsoft
@editingwhiz
@jeffkagan
@tonybaer
@ctsmithiii

Top Mentioned in G4:
@neo4j
@emileifrem
@thecloudcastnet
@jitpedagogy
@jit
@tsawyersoftware
@janusgraph
@astralisgg
@rfrsh
@hltvorg

Top Mentioned in G5:
@stilldelvingh

Top Mentioned in G6:
@theokraay
@arangodb
@actify_inc
@solyarisoftware
@tigergraphdb
@brocador3
@artika4biz
@rodrigosqsz
@gp_pulipaka
@joerg_schad

Top Mentioned in G7:
@eweeknews
@camsemantics
@collab_recruit
@paraboleai
@stevesarsfield
@linked_do
@stevedischinger
@prweb
@tigergraphdb
@graphdatabase

Top Mentioned in G8:
@janusgraph
@scylladb
@dorlaor

Top Mentioned in G9:
@gp_pulipaka

Top Mentioned in G10:
@mcbeniwal
@csharpcorner

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@chidambara09
@rvp
@aaroncuddeback
@lovetogive2
@biconnections
@santchiweb
@datachick
@wilde
@machinelearn_d

Top Tweeters in G1:
@tjn_jobs
@workinbigdata
@ainewsfeed
@briancroxall
@phillytechnews
@pigram86
@mr_prometheus
@mloughlin
@_randolph_west
@nuits_jp

Top Tweeters in G2:
@santchiweb
@fusionet24
@igor_os777
@harrykimpel
@nithinmohantk
@charleso888
@blarrow_tech
@azurecosmosdb
@hectoralinares
@rimmanehme

Top Tweeters in G3:
@zdnet
@ritmonegro
@dzone
@thomashilbig2
@greentechdon
@jeffkagan
@ctsmithiii
@aaranged
@adonay28
@tonybaer

Top Tweeters in G4:
@hltvorg
@neo4j
@bgracely
@kiwi_si
@czds
@velocityconf
@emileifrem
@rafaelcaricio
@jedelman8
@elgeyo

Top Tweeters in G5:
@lovetogive2
@wilde
@c1christine
@thoughtshopper
@franannigansd
@authoress41
@susanchubb1
@garlict
@alan_matts
@wyropiquet

Top Tweeters in G6:
@nosqldigest
@chidambara09
@js_bot_code
@lucasoft_co_uk
@rururu3
@aur_updates
@hsianghui
@heurist
@bigrideoncloud
@solyarisoftware

Top Tweeters in G7:
@machine_ml
@eweeknews
@brainroaring
@msarozz
@prweb
@editingwhiz
@it_cio_trends
@camsemantics
@mikeurbonas
@pg_ventures

Top Tweeters in G8:
@petercorless
@xcbsmith
@pluradj
@dorlaor
@stevesperandeo
@_secana_
@analytically
@scylladb
@florianhockmann
@janusgraph

Top Tweeters in G9:
@serverlessfan
@rstatstweet
@gp_pulipaka
@deepsingularity
@max_lyashko
@botgopher
@raymondwsa460
@heidilundsgaard
@shybot7

Top Tweeters in G10:
@harishchand314
@csharpcorner
@theklingon_
@naveenc860
@mcbeniwal
@ravishankar1730
@refreshingidea
@ansh0603
@sanwar16114138


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