graph database, Twitter, 1/3/2019 5:44:53 AM, 180425


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graph database_2019-01-02_21-41-56.xlsx
graph database_2019-01-02_21-41-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 03, 2019
Short Description:
graph database via NodeXL http://bit.ly/2TqLC41
@neo4j
@fmfrancoise
@nosqldigest
@silkjaer
@tigergraphdb
@abhishekcskumar
@atomskssanakan
@bnbindu
@casertadata
@emileifrem

Top hashtags:
#database
#neo4j
#graphdatabase
#graph
#bigdata
#analytics
#nosql
#graphdb

Description:
Description
The graph represents a network of 433 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, 03 January 2019 at 05:42 UTC.

The requested start date was Tuesday, 01 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, 23-hour, 35-minute period from Tuesday, 18 December 2018 at 01:25 UTC to Tuesday, 01 January 2019 at 01:01 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 : 433
Unique Edges : 491
Edges With Duplicates : 117
Total Edges : 608
Number of Edge Types : 3
Mentions : 439
Tweet : 149
Replies to : 20
Self-Loops : 149
Reciprocated Vertex Pair Ratio : 0.0404040404040404
Reciprocated Edge Ratio : 0.0776699029126214
Connected Components : 126
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 173
Maximum Edges in a Connected Component : 348
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.655389
Graph Density : 0.00220254896929262
Modularity : 0.670089
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[23] https://news.ycombinator.com/item?id=18795498
[13] https://irishtechnews.ie/was-2018-the-year-of-the-graph-database/
[8] https://www.datastro.eu
[8] http://www.dataversity.net/make-graph-database-interactive-analytics/
[6] http://www.dataversity.net/make-graph-database-interactive-analytics/?utm_source=twitter&utm_campaign=nine_connections&share_id=1841222&network=twitter
[5] https://neo4j.com/blog/neo4j-graph-database-3-5-ga-release/
[5] https://www.upwork.com/freelancers/~0109fd79bab72d0c53
[5] https://diginomica.com/2018/12/10/daimler-drives-new-hr-insights-with-graph-database-technology/
[5] https://www.gdatasoftware.com/blog/2018/11/31203-malware-analysis-with-a-graph-database
[4] https://neo4j.com/blog/other-graph-database-technologies/

Top URLs in Tweet in G1:
[23] https://news.ycombinator.com/item?id=18795498
[4] http://www.dataversity.net/make-graph-database-interactive-analytics/
[4] https://www.javaworld.com/article/3330736/application-development/tigergraph-review-a-graph-database-designed-for-deep-analytics.html#tk.rss_all
[2] https://diginomica.com/2018/12/10/daimler-drives-new-hr-insights-with-graph-database-technology/
[2] https://www.infoworld.com/article/3328438/graph-databases/tigergraph-review-a-graph-database-designed-for-deep-analytics.html#tk.rss_all
[2] https://www.upwork.com/freelancers/~0109fd79bab72d0c53
[2] https://neo4j.com/blog/neo4j-graph-database-3-5-ga-release/
[2] http://www.7wdata.be/enterprise-software/how-do-you-know-if-a-graph-database-solves-the-problem/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-20-7wBlog
[1] http://www.biwasummit.org/
[1] https://neo4j.com/blog/native-vs-non-native-graph-technology/

Top URLs in Tweet in G3:
[3] https://neo4j.com/blog/neo4j-graph-database-3-5-ga-release/
[2] https://www.facebook.com/neo4j.graph.database/
[2] https://lnkd.in/eunP8bK
[1] https://neo4j.com/blog/powering-recommendations-graph-database-connect-buyer-product-data
[1] https://diginomica.com/2018/12/10/daimler-drives-new-hr-insights-with-graph-database-technology
[1] https://neo4j.com/blog/other-graph-database-technologies/
[1] https://neo4j.com/blog/the-top-10-neo4j-podcasts-of-2018/
[1] https://grandstack.io/docs/neo4j-graphql-js.html
[1] https://github.com/graphaware/neo4j-nlp
[1] https://www.meetup.com/Charlotte-Graph-Database-Meetup/

Top URLs in Tweet in G4:
[1] https://xrpcommunity.blog/exploring-relationships-on-the-ledger-part-two/

Top URLs in Tweet in G5:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=179636
[3] http://linkeddata.uriburner.com/sparql?default-graph-uri=&query=SELECT+*+%0D%0AWHERE+%7B%0D%0A%09%09SERVICE+%0D%0A%09%09%7B%0D%0A%09%09%09SELECT+DISTINCT+SAMPLE%28%3Fs%29+AS+%0D%0A%09%09+++++++%3FsampleEntity+COUNT%281%29+AS+%0D%0A%09%09+++++++%3FentityCount+%3Fo+AS+%3FentityType%0D%0A%09%09%09WHERE+%7B%0D%0A%09%09++++++++%09%3Fs+a+%3Fo.+FILTER+%28isIRI%28%3Fs%29%29%0D%0A%09%09++++++%09++%7D+%0D%0A%09%09%09GROUP+BY+%3Fo%0D%0A%09%09%09ORDER+BY+DESC+2%0D%0A%09%09%7D%0D%0A%09++%7D%0D%0A%0D%0A&should-sponge=&format=text%2Fhtml&CXML_redir_for_subjs=121&CXML_redir_for_hrefs=&timeout=30000000
[3] https://www.upwork.com/freelancers/~0109fd79bab72d0c53
[3] https://medium.com/@abhishekcskumar/enabling-search-engine-on-cosmos-graph-database-645fe3751da
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=179068
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=179728
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178949
[1] https://orientdb.com/3-reasons-need-multi-model-graph-database/
[1] http://www.candidatehunter.com/jobs/?q=NoSQL+Graph+Database+Developer--PAVE+THE+ROAD&l=Santa+Clara+CA+USA&z=&tw=&k=
[1] http://linkeddata.uriburner.com/sparql?default-graph-uri=&qtxt=SELECT+*+%0D%0AWHERE+%7B%0D%0A%09%09SERVICE+%0D%0A%09%09%7B%0D%0A%09%09%09SELECT+DISTINCT+SAMPLE%28%3Fs%29+AS+%0D%0A%09%09+++++++%3FsampleEntity+COUNT%281%29+AS+%0D%0A%09%09+++++++%3FentityCount+%3Fo+AS+%3FentityType%0D%0A%09%09%09WHERE+%7B%0D%0A%09%09++++++++%09%3Fs+a+%3Fo.+FILTER+%28isIRI%28%3Fs%29%29%0D%0A%09%09++++++%09++%7D+%0D%0A%09%09%09GROUP+BY+%3Fo%0D%0A%09%09%09ORDER+BY+DESC+2%0D%0A%09%09%7D%0D%0A%09++%7D%0D%0A%0D%0A&should-sponge=&format=text%2Fhtml&CXML_redir_for_subjs=121&CXML_redir_for_hrefs=&timeout=30000000

Top URLs in Tweet in G6:
[12] https://irishtechnews.ie/was-2018-the-year-of-the-graph-database/
[3] https://info.tigergraph.com/ebook-1?utm_campaign=2018%20Content%3A%20TigerGraph%20Ebook&utm_source=twitter&utm_medium=paidsocial
[1] https://twitter.com/barrasadv/status/1079846014767583232
[1] https://www.truthinit.com/index.php/video/2024/what-can-graph-database?utm_content=80976975&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.infoworld.com/article/3328438/graph-databases/tigergraph-review-a-graph-database-designed-for-deep-analytics.html?nsdr=true&utm_content=81398079&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] http://info.tigergraph.com/ebook?utm_campaign=2018%20Content%3A%20TigerGraph%20Ebook&utm_content=81264919&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] http://info.tigergraph.com/graph-gurus-8?utm_campaign=2018.12%20Graph%20Gurus%20Episode%208&utm_content=81037499&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.infoworld.com/article/3328438/graph-databases/tigergraph-review-a-graph-database-designed-for-deep-analytics.html?nsdr=true&utm_content=81417841&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] http://info.tigergraph.com/ebook?utm_campaign=2018%20Content%3A%20TigerGraph%20Ebook&utm_content=81264916&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] http://info.tigergraph.com/ebook?utm_campaign=2018%20Content%3A%20TigerGraph%20Ebook&utm_content=81264922&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G7:
[1] https://www.envisioninteligence.com/industry-report/global-graph-database-market/?utm_source=tw-Bindu

Top URLs in Tweet in G8:
[1] https://caserta.com/data-blog/graph-database/

Top URLs in Tweet in G9:
[8] https://www.datastro.eu
[1] https://www.datastro.eu/explore/dataset/hyg-stellar-database/table

Top URLs in Tweet in G10:
[1] https://twitter.com/maxdemarzi/status/1067582093201424388

Top Domains
Top Domains in Tweet in Entire Graph:
[26] ycombinator.com
[15] dataversity.net
[13] neo4j.com
[13] irishtechnews.ie
[12] infoworld.com
[12] tigergraph.com
[9] nodexlgraphgallery.org
[9] medium.com
[9] datastro.eu
[6] diginomica.com

Top Domains in Tweet in G1:
[24] ycombinator.com
[5] javaworld.com
[4] neo4j.com
[4] infoworld.com
[4] dataversity.net
[4] 7wdata.be
[2] diginomica.com
[2] lnkd.in
[2] upwork.com
[2] t.co

Top Domains in Tweet in G3:
[6] neo4j.com
[2] facebook.com
[2] lnkd.in
[1] diginomica.com
[1] grandstack.io
[1] github.com
[1] meetup.com
[1] youtube.com

Top Domains in Tweet in G4:
[1] xrpcommunity.blog

Top Domains in Tweet in G5:
[9] nodexlgraphgallery.org
[5] medium.com
[4] uriburner.com
[3] upwork.com
[1] orientdb.com
[1] candidatehunter.com
[1] gdatasoftware.com

Top Domains in Tweet in G6:
[12] irishtechnews.ie
[10] tigergraph.com
[3] infoworld.com
[2] truthinit.com
[1] twitter.com
[1] slideshare.net

Top Domains in Tweet in G7:
[1] envisioninteligence.com

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

Top Domains in Tweet in G9:
[9] datastro.eu

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[35] database
[27] neo4j
[27] graphdatabase
[22] graph
[22] bigdata
[20] analytics
[17] nosql
[17] graphdb
[16] tigergraph
[13] graphdatabases



Top Hashtags in Tweet in G1:
[7] database
[5] java
[4] datamanagement
[4] graph
[4] databases
[3] hr
[3] neo4j
[3] nosql
[3] bigdata
[2] futureofhr

Top Hashtags in Tweet in G3:
[13] neo4j
[4] graphdatabases
[2] graphdatabase
[2] graphdb
[2] nosql
[2] graph
[2] nlp
[2] paradisepapers
[2] filemaker
[1] recommendations

Top Hashtags in Tweet in G4:
[2] xrp

Top Hashtags in Tweet in G5:
[9] database
[9] azure
[8] cosmosdb
[5] graphdb
[5] nosql
[5] gremlin
[4] neo4j
[4] graphdatabase
[4] azuresearch
[4] azurefunctions

Top Hashtags in Tweet in G6:
[13] graphdatabase
[12] analytics
[12] tigergraph
[11] bigdata
[9] datascience
[7] graphanalytics
[6] graphdb
[6] developer
[5] graph
[5] technology

Top Hashtags in Tweet in G8:
[8] business
[1] graphdatabase
[1] nosql
[1] analytics
[1] datascience
[1] data
[1] database

Top Hashtags in Tweet in G9:
[8] spacegeekcalendar
[8] opendata

Top Words
Top Words in Tweet in Entire Graph:
[187] Words in Sentiment List#1: Positive
[45] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7951] Non-categorized Words
[8183] Total Words
[304] graph
[251] database
[112] neo4j
[89] using
[53] data

Top Words in Tweet in G1:
[109] graph
[86] database
[35] using
[26] ask
[25] hn
[25] experience
[17] analytics
[16] neo4j
[16] databases
[12] data

Top Words in Tweet in G2:
[2] hockey
[2] stick

Top Words in Tweet in G3:
[66] neo4j
[20] graph
[20] release
[19] graphql
[18] js
[17] released
[17] v2
[17] 1
[17] 0
[17] includes

Top Words in Tweet in G4:
[36] xrp
[34] ledger
[34] wallets
[33] part
[32] silkjaer
[32] second
[32] series
[32] decentralised
[32] used
[32] explore

Top Words in Tweet in G5:
[32] database
[28] graph
[16] neo4j
[14] fmfrancoise
[14] azurecosmosdb
[14] nosql
[12] abhishekcskumar
[11] azure
[9] nodexl
[9] silkjaer

Top Words in Tweet in G6:
[35] graph
[32] database
[21] year
[18] 2018
[17] tigergraph
[13] graphdatabase
[12] connected_data
[12] analytics
[11] waisbashir
[11] bigdata

Top Words in Tweet in G7:
[2] billion
[2] 2025

Top Words in Tweet in G8:
[8] firms
[8] financial
[8] services
[8] online
[8] retail
[8] using
[8] graph
[8] databases
[8] high
[8] value

Top Words in Tweet in G9:
[16] jour
[8] 22
[8] décembre
[8] 22ème
[8] spacegeekcalendar
[8] l'avent
[8] ch
[8] l'
[8] opendata
[7] petiteguerriero

Top Words in Tweet in G10:
[11] servers
[5] adobe
[5] used
[5] 125
[5] mongodb
[5] run
[5] activity
[5] feed
[5] replaced
[5] 48

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[190] graph,database
[43] using,graph
[40] graph,databases
[34] xrp,ledger
[32] second,part
[32] part,series
[32] series,decentralised
[32] decentralised,xrp
[32] ledger,used
[32] used,explore

Top Word Pairs in Tweet in G1:
[71] graph,database
[27] using,graph
[25] ask,hn
[25] hn,experience
[25] experience,using
[12] graph,databases
[9] review,graph
[9] database,designed
[9] designed,deep
[9] deep,analytics

Top Word Pairs in Tweet in G2:
[2] hockey,stick

Top Word Pairs in Tweet in G3:
[18] neo4j,graphql
[18] graphql,js
[17] released,neo4j
[17] js,v2
[17] v2,1
[17] 1,0
[17] 0,release
[17] release,includes
[17] includes,support
[17] support,neo4j

Top Word Pairs in Tweet in G4:
[34] xrp,ledger
[32] second,part
[32] part,series
[32] series,decentralised
[32] decentralised,xrp
[32] ledger,used
[32] used,explore
[32] explore,relationships
[32] relationships,between
[32] between,wallets

Top Word Pairs in Tweet in G5:
[19] graph,database
[9] database,nodexl
[8] azure,cosmosdb
[6] azurecosmosdb,nosqldigest
[6] nosql,graph
[5] nodexl,neo4j
[5] neo4j,fmfrancoise
[5] fmfrancoise,abhishekcskumar
[5] abhishekcskumar,silkjaer
[5] silkjaer,azurecosmosdb

Top Word Pairs in Tweet in G6:
[29] graph,database
[18] 2018,year
[18] year,graph
[11] bigdata,analytics
[9] tigergraph,graphdatabase
[8] analytics,datascience
[7] article,connected_data
[7] connected_data,2018
[7] database,featuring
[7] featuring,celum

Top Word Pairs in Tweet in G8:
[8] firms,financial
[8] financial,services
[8] services,online
[8] online,retail
[8] retail,using
[8] using,graph
[8] graph,databases
[8] databases,high
[8] high,value
[8] value,insights

Top Word Pairs in Tweet in G9:
[8] 22,décembre
[8] décembre,22ème
[8] 22ème,jour
[8] jour,spacegeekcalendar
[8] spacegeekcalendar,l'avent
[8] l'avent,ch
[8] ch,jour
[8] jour,l'
[8] l',opendata
[7] petiteguerriero,22

Top Word Pairs in Tweet in G10:
[5] adobe,used
[5] used,125
[5] 125,mongodb
[5] mongodb,servers
[5] servers,run
[5] run,activity
[5] activity,feed
[5] feed,replaced
[5] replaced,48
[5] 48,cassandra

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@silkjaer
@lyonwj
@tigergraphdb
@azurecosmosdb
@connected_data
@abhishekcskumar
@casertadata
@waisbashir
@fmfrancoise

Top Mentioned in G1:
@robotic_hands

Top Mentioned in G2:
@dieterfrikadell
@sueytonius
@heisenbergerwin
@stormsignalsa
@tux_299
@altus_arc
@black_turnip
@craigthomler
@brandondaly2018
@miked194765

Top Mentioned in G3:
@neo4j
@lyonwj
@ashokdey_
@filemaker
@jimwebber
@daimler
@jtwentyman
@bwmerkl
@stephencredmond
@digityser

Top Mentioned in G4:
@silkjaer

Top Mentioned in G5:
@azurecosmosdb
@abhishekcskumar
@neo4j
@fmfrancoise
@silkjaer
@nosqldigest
@apachetinkerpop
@casertadata
@rimmanehme
@tigergraphdb

Top Mentioned in G6:
@connected_data
@waisbashir
@tigergraphdb
@ontotext
@irish_technews
@celum
@kiryakov_ak
@linked_do
@emileifrem

Top Mentioned in G7:
@ibm
@oracle
@microsoft
@mongodb
@openlink
@franzinc
@tibco

Top Mentioned in G8:
@casertadata

Top Mentioned in G9:
@petiteguerriero

Top Mentioned in G10:
@emileifrem
@lyonwj
@neo4j

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@nosqldigest
@rubygems
@chidambara09
@pekkapuhakka
@hntweets
@planetscape
@aaroncuddeback
@_30days30sites

Top Tweeters in G1:
@rubygems
@pekkapuhakka
@hntweets
@planetscape
@newsycbot
@call_user_func
@yvesmulkers
@newsyc20
@hncomments
@neuropuff

Top Tweeters in G2:
@craigthomler
@frasermacleod5
@alt_uscis
@sapienthetero
@stormsignalsa
@brandonrgates
@dieterfrikadell
@miked194765
@polanimalaus
@jaggermickoz

Top Tweeters in G3:
@aaroncuddeback
@_30days30sites
@cool_golang
@jadp
@neo4j
@jtwentyman
@humansanalytics
@pouncey17
@joachim8675309
@nutseba

Top Tweeters in G4:
@xrptrump
@haydentiff
@dmunafo
@aruae86
@the_mainlander
@itys589
@drkarajan
@xrp_news
@prosatan666
@pennyripples

Top Tweeters in G5:
@nosqldigest
@ham_gretsky
@fmfrancoise
@lucasoft_co_uk
@viper_it
@kidehen
@ewg118
@a
@data_guide
@azurecosmosdb

Top Tweeters in G6:
@wordfinga
@simoncocking
@irish_technews
@stompsmtraining
@dithreabhach
@juansequeda
@raytheon
@waisbashir
@truthinit
@kiryakov_ak

Top Tweeters in G7:
@tibco
@oracle
@mongodb
@microsoft
@ibm
@openlink
@franzinc
@bnbindu

Top Tweeters in G8:
@arpit4296
@thechrischua
@casertadata
@chambersstephie
@onuka_chiagozie
@musantshapheka
@benni_aji
@badhwarnidhi

Top Tweeters in G9:
@maliciarogue
@flashcordon
@dassa_ju
@ericchapelle2
@armellegilliard
@petiteguerriero
@etiennelr29
@kairosir

Top Tweeters in G10:
@emileifrem
@mlhaufe
@rvanbruggen
@jmitja
@venkatsreekanth
@mgatorr
@spencerwyckoff


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