graph database, Twitter, 6/20/2019 5:39:55 AM, 200550


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graph database_2019-06-19_21-31-40.xlsx
graph database_2019-06-19_21-31-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Short Description:
graph database via NodeXL http://bit.ly/2RplQNV
@faithriver
@neo4j
@merahulahire
@nosqldigest
@ibmanalytics
@connected_data
@thomashilbig2
@theadamgabriel
@emileifrem
@searchcio

Top hashtags:
#graphdatabase
#graphdatabases
#ai
#neo4j
#database
#cio
#graph
#stavanger

Description:
Description
The graph represents a network of 469 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, 20 June 2019 at 04:31 UTC.

The requested start date was Tuesday, 18 June 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, 17-hour, 30-minute period from Tuesday, 04 June 2019 at 01:52 UTC to Monday, 17 June 2019 at 19:23 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 : 469
Unique Edges : 510
Edges With Duplicates : 77
Total Edges : 587
Number of Edge Types : 3
Replies to : 22
Mentions : 475
Tweet : 90
Self-Loops : 90
Reciprocated Vertex Pair Ratio : 0.0218340611353712
Reciprocated Edge Ratio : 0.0427350427350427
Connected Components : 89
Single-Vertex Connected Components : 44
Maximum Vertices in a Connected Component : 188
Maximum Edges in a Connected Component : 188
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.25248
Graph Density : 0.00213219616204691
Modularity : 0.693024
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[190] https://www.washingtonpost.com/graphics/politics/trump-claims-database/?utm_term=.d0045342f0b3
[14] https://searchcio.techtarget.com/tip/Expect-graph-database-use-cases-for-the-enterprise-to-take-off
[12] https://www.ibmbigdatahub.com/blog/ai-database-upon-us?cm_mmc=OSocial_Twitter-_-Hybrid+Cloud_Hybrid+Data+Management-_-WW_WW-_-Db2TheAIDatabase&cm_mmca1=000026OP&cm_mmca2=10008711&linkId=67175168
[9] https://www.comparethecloud.net/articles/the-telecoms-graph-database-promise/
[8] https://www.ibmbigdatahub.com/blog/ai-database-upon-us?cm_mmc=OSocial_Twitter-_-Hybrid+Cloud_Hybrid+Data+Management-_-WW_WW-_-Db2TheAIDatabase&cm_mmca1=000026OP&cm_mmca2=10008711&linkId=68305677
[5] https://www.infoq.com/presentations/graph-query-distributed-execution
[4] https://www.tigergraph.com/2019/06/11/what-is-a-graph-database-and-why-should-you-care/?utm_content=93969154&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[4] https://blog.cambridgesemantics.com/why-we-built-a-graph-database-that-deploys-in-containers?utm_campaign=AnzoGraph
[4] Beta&utm_content=93768850&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[3] https://searchcio.techtarget.com/tip/Expect-graph-database-use-cases-for-the-enterprise-to-take-off?utm_campaign=scio_cio&utm_content=1559741748&utm_medium=social&utm_source=facebook

Top URLs in Tweet in G1:
[186] https://www.washingtonpost.com/graphics/politics/trump-claims-database/?utm_term=.d0045342f0b3

Top URLs in Tweet in G2:
[9] https://searchcio.techtarget.com/tip/Expect-graph-database-use-cases-for-the-enterprise-to-take-off
[8] https://www.comparethecloud.net/articles/the-telecoms-graph-database-promise/
[3] https://searchcio.techtarget.com/tip/Expect-graph-database-use-cases-for-the-enterprise-to-take-off?utm_campaign=scio_cio&utm_content=1559741748&utm_medium=social&utm_source=facebook
[3] https://www.datanami.com/2019/03/26/neoj4-expands-startup-access-to-graph-database/
[3] http://www.financederivative.com/why-graph-database-could-be-the-answer-to-europes-money-laundering-woes/
[3] https://opensourceunderdogs.com/episode-23-neo4j-graph-database-platform-with-emil-eifrem/?utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=News%20(GaggleAMP)&utm_content=episode-23-neo4j-graph-database-platform-with-emil-eifrem-htt-2010788
[2] https://marcel-jan.eu/datablog/2019/06/08/loading-rocket-data-in-a-graph-database-neo4j/
[1] http://blog.bruggen.com/2018/12/podcast-interview-with-jep-graph.html
[1] https://neo4j.com/blog/other-graph-database-technologies/
[1] https://neo4j.com/blog/graphs-in-government-lockheed-martin-space

Top URLs in Tweet in G3:
[3] https://www.eventbrite.it/e/biglietti-i-graph-database-analisi-del-comportamento-degli-utenti-62857705088?aff=ebdssbdestsearch
[2] https://codeburst.io/
[2] https://www.washingtonpost.com/graphics/politics/trump-claims-database/?utm_term=.d0045342f0b3
[2] https://neo4j.com/blog/ingesting-data-neo4j-master-data-management/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhttps-towardsdatascience-com-the-data-fabric-containers-kubernetes-309674527d16
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6146121/
[1] https://neo4j.com/blog/other-graph-database-technologies/
[1] http://tweetedtimes.com/topic/nosql?s=tnp
[1] https://www.prweb.com/releases/dataversity_announces_agenda_for_the_2019_graphorum_conference/prweb16342073.htm
[1] https://github.com/threatgrid/asami/blob/master/README.md

Top URLs in Tweet in G4:
[11] https://www.ibmbigdatahub.com/blog/ai-database-upon-us?cm_mmc=OSocial_Twitter-_-Hybrid+Cloud_Hybrid+Data+Management-_-WW_WW-_-Db2TheAIDatabase&cm_mmca1=000026OP&cm_mmca2=10008711&linkId=67175168
[7] https://www.ibmbigdatahub.com/blog/ai-database-upon-us?cm_mmc=OSocial_Twitter-_-Hybrid+Cloud_Hybrid+Data+Management-_-WW_WW-_-Db2TheAIDatabase&cm_mmca1=000026OP&cm_mmca2=10008711&linkId=68305677

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:
[2] http://blog.miz.space/research/2019/06/05/wikipedia-graph-dataset-neo4j-mongodb-time-series-networks/
[2] http://www.infoq.com/articles/cap-twelve-years-later-how-the-rules-have-changed
[1] https://www.meetup.com/Connected-Data-Berlin/events/259559695/
[1] https://connected-data.london/2018/09/23/enabling-the-next-generation-of-intelligent-applications/
[1] https://tdwi.org/articles/2019/05/28/dwt-all-graph-database-in-data-warehouse-stack.aspx
[1] https://www.ibmbigdatahub.com/blog/ai-database-upon-us?cm_mmc=OSocial_Twitter-_-Hybrid+Cloud_Hybrid+Data+Management-_-WW_WW-_-Db2TheAIDatabase&cm_mmca1=000026OP&cm_mmca2=10008711&linkId=67175168
[1] https://firebase.google.com/docs/database/web/structure-data

Top URLs in Tweet in G7:
[2] https://www.breitbart.com/tech/2018/03/19/flashback-maxine-waters-confirms-obama-has-database-with-information-on-every-individual/amp/

Top URLs in Tweet in G8:
[1] https://www.digitalcreed.in/paysense-graph-database/

Top URLs in Tweet in G9:
[1] https://www.kinetica.com/info-world-report/

Top Domains
Top Domains in Tweet in Entire Graph:
[191] washingtonpost.com
[20] techtarget.com
[20] ibmbigdatahub.com
[9] tigergraph.com
[9] comparethecloud.net
[8] neo4j.com
[7] medium.com
[7] infoq.com
[6] cambridgesemantics.com
[6] codeburst.io

Top Domains in Tweet in G1:
[186] washingtonpost.com

Top Domains in Tweet in G2:
[12] techtarget.com
[8] comparethecloud.net
[4] neo4j.com
[3] datanami.com
[3] financederivative.com
[3] opensourceunderdogs.com
[2] marcel-jan.eu
[1] bruggen.com
[1] nature.com
[1] medium.com

Top Domains in Tweet in G3:
[4] neo4j.com
[4] codeburst.io
[3] lnkd.in
[3] washingtonpost.com
[3] medium.com
[3] eventbrite.it
[3] dy.si
[2] github.com
[2] techtarget.com
[2] dzone.com

Top Domains in Tweet in G4:
[18] ibmbigdatahub.com

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

Top Domains in Tweet in G6:
[2] miz.space
[2] infoq.com
[1] meetup.com
[1] connected-data.london
[1] tdwi.org
[1] ibmbigdatahub.com
[1] google.com

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

Top Domains in Tweet in G8:
[1] digitalcreed.in

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[37] graphdatabase
[35] graphdatabases
[27] ai
[19] neo4j
[17] database
[14] cio
[14] graph
[12] stavanger
[10] bigdata
[10] moneylaundering



Top Hashtags in Tweet in G2:
[30] graphdatabases
[16] neo4j
[12] graphdatabase
[12] stavanger
[10] cio
[9] moneylaundering
[8] telecom
[8] telco
[8] iot
[5] datavisualization

Top Hashtags in Tweet in G3:
[4] graphdatabase
[4] graph
[3] thinkopen
[3] datastax
[3] dse
[3] enterprise
[3] cassandra
[2] data
[2] development
[2] programming

Top Hashtags in Tweet in G4:
[18] ai
[2] blockchain
[2] opensource
[2] cloud

Top Hashtags in Tweet in G6:
[4] data
[3] database
[3] graphdatabases
[2] graph
[1] applications
[1] tech
[1] event
[1] earlybird
[1] tickets
[1] datawarehouses

Top Hashtags in Tweet in G9:
[6] gpu

Top Words
Top Words in Tweet in Entire Graph:
[326] Words in Sentiment List#1: Positive
[270] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7609] Non-categorized Words
[8205] Total Words
[374] graph
[191] president
[190] interactive
[190] fascinating
[190] sick

Top Words in Tweet in G1:
[186] interactive
[186] graph
[186] fascinating
[186] sick
[186] president
[185] faithriver

Top Words in Tweet in G2:
[47] graph
[47] neo4j
[42] database
[30] #graphdatabases
[23] emileifrem
[23] â
[19] use
[16] #neo4j
[13] meetup
[13] community

Top Words in Tweet in G3:
[47] graph
[45] database
[18] data
[6] more
[6] d3
[6] dashboard
[6] api
[6] next
[4] #graphdatabase
[4] values

Top Words in Tweet in G4:
[20] data
[18] ibm
[18] db2
[18] #ai
[18] database
[18] bring
[18] together
[18] premise
[18] public
[18] private

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

Top Words in Tweet in G6:
[7] graph
[6] structure
[6] data
[5] day
[4] life
[4] researchers
[4] interested
[4] getting
[4] insights
[4] wikipedia

Top Words in Tweet in G7:
[5] campaign
[4] facebook
[3] obama
[3] s
[3] 2012
[3] media
[3] analytics
[3] dir
[3] carol
[3] davidsen

Top Words in Tweet in G8:
[4] prashanth
[4] ranganathan
[4] ceo
[4] paysense
[4] explains
[4] amazon
[4] neptune
[4] graph
[4] database
[4] helps

Top Words in Tweet in G9:
[6] infoworld
[6] review
[6] #gpu
[6] databases
[6] kinetica
[6] analyzes
[6] billions
[6] rows
[6] real
[6] time

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[190] interactive,graph
[190] graph,fascinating
[190] fascinating,sick
[190] sick,president
[188] faithriver,interactive
[129] graph,database
[21] â,â
[20] ibm,db2
[20] db2,#ai
[20] #ai,database

Top Word Pairs in Tweet in G1:
[186] interactive,graph
[186] graph,fascinating
[186] fascinating,sick
[186] sick,president
[185] faithriver,interactive

Top Word Pairs in Tweet in G2:
[39] graph,database
[18] â,â
[12] database,use
[12] use,cases
[12] apache,flink
[12] flink,neo4j
[12] neo4j,meetup
[12] meetup,#stavanger
[12] #stavanger,june
[12] june,11

Top Word Pairs in Tweet in G3:
[33] graph,database
[4] d3,dashboard
[4] speaker,roberto
[4] roberto,grandi
[4] database,analisi
[4] analisi,comportamento
[4] comportamento,degli
[4] degli,utenti
[4] di,assago
[3] âœ,ï

Top Word Pairs in Tweet in G4:
[18] ibm,db2
[18] db2,#ai
[18] #ai,database
[18] bring,together
[18] together,premise
[18] premise,public
[18] public,private
[18] private,cloud
[18] cloud,data
[16] ibmanalytics,ibm

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

Top Word Pairs in Tweet in G6:
[4] life,researchers
[4] researchers,interested
[4] interested,getting
[4] getting,insights
[4] insights,wikipedia
[4] wikipedia,web
[4] web,network
[4] network,structure
[4] structure,much
[4] much,easier

Top Word Pairs in Tweet in G7:
[3] obama,s
[3] s,2012
[3] 2012,media
[3] media,analytics
[3] analytics,dir
[3] dir,carol
[3] carol,davidsen
[3] davidsen,oversaw
[3] oversaw,campaign
[3] campaign,data

Top Word Pairs in Tweet in G8:
[4] prashanth,ranganathan
[4] ranganathan,ceo
[4] ceo,paysense
[4] paysense,explains
[4] explains,amazon
[4] amazon,neptune
[4] neptune,graph
[4] graph,database
[4] database,helps
[4] helps,credit

Top Word Pairs in Tweet in G9:
[6] infoworld,review
[6] review,#gpu
[6] #gpu,databases
[6] databases,kinetica
[6] kinetica,analyzes
[6] analyzes,billions
[6] billions,rows
[6] rows,real
[6] real,time
[6] time,gpu

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@faithriver
@neo4j
@emileifrem
@ibmanalytics
@stilldelvingh
@apacheflink
@searchcio
@finderivative
@comparethecloud
@nynymike

Top Mentioned in G1:
@faithriver

Top Mentioned in G2:
@neo4j
@emileifrem
@apacheflink
@searchcio
@finderivative
@comparethecloud
@nynymike
@fosspodcast
@datanami
@kirkdborne

Top Mentioned in G3:
@thinkopensrl

Top Mentioned in G4:
@ibmanalytics
@samlightstone

Top Mentioned in G5:
@stilldelvingh

Top Mentioned in G6:
@connected_data
@dbpedia
@traversymedia
@devtipsshow
@mpjme
@fabsx00
@memgraphdb
@slashdatahq
@watarutwt
@ibmanalytics

Top Mentioned in G7:
@facebook
@velvethammer
@kamalaharris
@jali_cat
@boyd_2650

Top Mentioned in G8:
@brian9p
@gopa
@gopaysense

Top Mentioned in G9:
@kineticahq

Top Mentioned in G10:
@vinarmani
@ptwangy
@chrispacia
@cameronruggles

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@nosqldigest
@schestowitz
@chidambara09
@fintechna
@girlzinger
@pinchandscrimp
@bad_woof
@geegeebythesea
@infopronetwork

Top Tweeters in G1:
@missb62
@girlzinger
@pinchandscrimp
@bad_woof
@geegeebythesea
@jacquelinehine1
@pgmckim
@kasinca
@tassajarard
@netbacker

Top Tweeters in G2:
@kirkdborne
@lucasoft_co_uk
@comparethecloud
@dev_topics
@colourspeak
@industryai
@thomashilbig2
@jadp
@neo4j
@planet4589

Top Tweeters in G3:
@schestowitz
@infopronetwork
@geophf
@_teen_problem
@techvisornl
@virtumente
@mountain_ghosts
@ross_radev
@fabianbreschi
@devthewild

Top Tweeters in G4:
@albertspijkers
@netclubj1
@ibmanalytics
@craigmullins
@svensemet
@jleeuwer
@prasmeno
@samlightstone
@jacgallus
@zef_tech

Top Tweeters in G5:
@creativeblock_
@wible1
@wicardossa1957
@livenowhere
@cockneycampaign
@marshgate24
@ejoftheweb
@thatandrecamara
@garria10
@dompierrehaute

Top Tweeters in G6:
@nosqldigest
@mongodb
@mpjme
@slashdatahq
@devtipsshow
@linked_do
@connected_data
@traversymedia
@dbpedia
@watarutwt

Top Tweeters in G7:
@boyd_2650
@jali_cat
@keepingitgreat
@velvethammer
@kittycatgranny
@facebook
@kamalaharris

Top Tweeters in G8:
@brian9p
@gopa
@gopaysense
@gauravsahi
@sarath6194
@nimathur

Top Tweeters in G9:
@bushgrey
@rikowanted
@richpitts
@kineticahq
@khoirilanwar_
@pushpinder_r

Top Tweeters in G10:
@vinarmani
@chrispacia
@danielkrawisz
@ptwangy
@cameronruggles
@stevenzeiler