graph database, Twitter, 3/22/2022 7:44:10 PM, 273480


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graph database_2022-03-22_08-57-45.xlsx
graph database_2022-03-22_08-57-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 22, 2022
Short Description:
graph database via NodeXL https://bit.ly/3twaj3Z
@neo4j
@markiaaan
@this0499154500
@oxigraph
@xeronbot
@desemboltura
@rajeevksingla
@petercorless
@revako11
@tigergraphdb

Top hashtags:
#sonaridh
#neo4j
#database
#python
#java
#datamanagement
#graph
#sql
#datascience

Description:
Description
The graph represents a network of 471 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 March 2022 at 15:58 UTC.

The requested start date was Tuesday, 22 March 2022 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, 58-minute period from Tuesday, 08 March 2022 at 00:10 UTC to Monday, 21 March 2022 at 22:08 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 : 471
Unique Edges : 339
Edges With Duplicates : 513
Total Edges : 852
Number of Edge Types : 5
Mentions : 161
Replies to : 39
Tweet : 126
Retweet : 217
MentionsInRetweet : 309
Self-Loops : 130
Reciprocated Vertex Pair Ratio : 0.0301724137931034
Reciprocated Edge Ratio : 0.0585774058577406
Connected Components : 117
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 101
Maximum Edges in a Connected Component : 327
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.974791
Graph Density : 0.00215928084202918
Modularity : 0.552825
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 471 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 March 2022 at 15:58 UTC.

The requested start date was Tuesday, 22 March 2022 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, 58-minute period from Tuesday, 08 March 2022 at 00:10 UTC to Monday, 21 March 2022 at 22:08 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:
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272830
[6] https://www.techtarget.com/searchdatamanagement/tip/NoSQL-database-types-explained-Graph
[6] https://www.fiverr.com/share/KbX3RE
[5] https://github.com/cayleygraph/cayley
[4] https://www.upwork.com/freelancers/databasedba
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272788
[4] https://jcheminf.biomedcentral.com/articles/10.1186/s13321-022-00595-7
[4] http://www.fiverr.com/246593640?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=KbX3RE
[4] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[3] https://www.nlm.nih.gov/oet/ed/mesh/semantic_medline.html

Top URLs in Tweet in G1:
[6] https://www.techtarget.com/searchdatamanagement/tip/NoSQL-database-types-explained-Graph
[3] https://news.ycombinator.com/item?id=30669985
[2] https://us02web.zoom.us/webinar/register/WN_SRqzVO2gSRqW6aOLLOhiAw
[2] https://graphforall.devpost.com/
[2] https://kenwagatsuma.com/ja/blog/graph-database-101/
[2] http://tolexty.blogspot.com/2022/03/show-hn-out-of-box-graph-database.html
[1] https://grjenkin.com/articles/category/infographics/633494/03/07/2022/the-graph-database-landscape-infographic
[1] https://relevant.software/blog/microservices-database-management/
[1] https://aws.amazon.com/blogs/database/use-docker-containers-to-deploy-graph-notebooks-on-aws/?trk=global_employee_advocacy&sc_channel=sm&advocacy_source=everyonesocial&es_id=fe798c4c14&es_id=08fed9f628
[1] https://github.com/indradb/indradb

Top URLs in Tweet in G2:
[5] https://www.fiverr.com/share/KbX3RE
[4] https://www.upwork.com/freelancers/databasedba
[4] http://www.fiverr.com/246593640?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=KbX3RE
[2] https://okt.to/pCDKr2
[1] https://okt.to/b4QaGK
[1] https://okt.to/pjkoP7
[1] https://okt.to/yqUw1j
[1] https://okt.to/ZtPHx6
[1] https://okt.to/O3Wz1v
[1] https://okt.to/0cTpwD

Top URLs in Tweet in G4:
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272830
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272788
[1] https://twitter.com/SethDillon/status/1505663712266493958
[1] https://www.graalvm.org/community/advisory-board/
[1] https://www.fiverr.com/share/KbX3RE
[1] http://azul.com/webinar-neo4j/?utm_medium=social&utm_campaign=dm-events&utm_source=Neo4j&utm_content=&utm_term=
[1] https://nebula-graph.io/posts/how-to-select-a-graph-database/

Top URLs in Tweet in G6:
[1] https://twitter.com/oxigraph/status/1487516192143200256
[1] https://twitter.com/atomgraphhq/status/1501505575242268677

Top URLs in Tweet in G7:
[1] http://CVSoci.al/964WsYEy
[1] https://www.tigergraph.com/blog/tigergraph-3-5-building-a-cloud-native-graph-database-platform/
[1] http://CVSoci.al/Hd86fO12
[1] http://CVSoci.al/M3-huol-
[1] http://CVSoci.al/klYmxbWd
[1] http://CVSoci.al/9dAbixn4
[1] http://CVSoci.al/wEqnNIfH

Top URLs in Tweet in G8:
[3] https://www.nlm.nih.gov/oet/ed/mesh/semantic_medline.html
[1] https://www.linuxquestions.org/questions/showthread.php?s=99c931e7609fc3ae826639d1b80aa298&p=6339481#post6339481
[1] http://feeds.feedburner.com/~ff/linuxquestions/latest?d=yIl2AUoC8zA
[1] https://lhncbc.nlm.nih.gov/ii/tools/SemRep_SemMedDB_SKR/SemMed.html
[1] https://community.openlinksw.com/t/semantic-medline-semmed-knowledge-graph-generation-from-mysql-database/1441
[1] https://twitter.com/ipfconline1/status/1503989499491233796

Top URLs in Tweet in G9:
[1] https://www.connectedpapers.com/main/6e24a62df2e29e54fbe03f941566c1519c356476/The-ConTraSt-database-for-analysing-and-comparing-empirical-studies-of-consciousness-theories./graph
[1] https://ContrastDB.tau.ac.il

Top URLs in Tweet in G10:
[1] https://db.cs.cmu.edu/events/vaccination-2022-stardog-query-optimiser-architecture-and-cardinality-estimations-for-graph-queries-pavel-klinov/

Top Domains
Top Domains in Tweet in Entire Graph:
[25] okt.to
[16] nodexlgraphgallery.org
[10] fiverr.com
[8] github.com
[7] twitter.com
[6] cvsoci.al
[6] techtarget.com
[6] blogspot.com
[4] startup.jobs
[4] neo4j.com

Top Domains in Tweet in G1:
[6] techtarget.com
[3] ycombinator.com
[2] amazon.com
[2] edgedb.com
[2] zoom.us
[2] devpost.com
[2] kenwagatsuma.com
[2] blogspot.com
[2] neo4j.com
[2] odbms.org

Top Domains in Tweet in G2:
[25] okt.to
[9] fiverr.com
[4] startup.jobs
[4] upwork.com
[2] neo4j.com
[1] odbms.org
[1] linkedin.com
[1] arangodb.com
[1] ac.uk
[1] amazon.com

Top Domains in Tweet in G4:
[16] nodexlgraphgallery.org
[1] twitter.com
[1] graalvm.org
[1] fiverr.com
[1] azul.com
[1] nebula-graph.io

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[6] cvsoci.al
[1] tigergraph.com

Top Domains in Tweet in G8:
[4] nih.gov
[1] linuxquestions.org
[1] feedburner.com
[1] openlinksw.com
[1] twitter.com

Top Domains in Tweet in G9:
[1] connectedpapers.com
[1] ac.il

Top Domains in Tweet in G10:
[1] cmu.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[40] sonaridh
[39] neo4j
[36] database
[29] python
[28] java
[23] datamanagement
[22] graph
[21] sql
[17] datascience
[16] nosql



Top Hashtags in Tweet in G1:
[2] jupyter
[2] ecs
[2] aws
[2] ai
[2] womenwhocode
[2] wwcode
[2] womenintech
[2] tigergraph
[2] womenwhograph
[2] graph

Top Hashtags in Tweet in G2:
[27] java
[27] python
[26] neo4j
[26] database
[18] datamanagement
[15] sql
[14] javascript
[14] datascience
[13] eduramp
[13] nosql

Top Hashtags in Tweet in G4:
[11] scicadd
[3] graphdatabase
[3] neo4j
[2] python
[2] database
[2] nebulagraph
[2] opensource
[2] developer
[1] javaland2022
[1] eduramp

Top Hashtags in Tweet in G5:
[39] sonaridh
[1] dhd2022
[1] dataviz
[1] datavis
[1] digitalhumanities
[1] networks
[1] graph
[1] hna
[1] dh

Top Hashtags in Tweet in G6:
[2] neo4j
[1] sonaridh

Top Hashtags in Tweet in G7:
[8] datasets
[6] graph
[1] nosql
[1] ukraine

Top Hashtags in Tweet in G8:
[3] semantic
[3] knowledgebase
[3] knowledgegraph
[1] linkeddata
[1] rdf
[1] graphdb
[1] bigdata
[1] datascience
[1] ai
[1] machinelearning

Top Hashtags in Tweet in G10:
[1] sparql

Top Words
Top Words in Tweet in Entire Graph:
[344] graph
[253] database
[133] data
[113] neo4j
[74] oxigraph
[69] databases
[65] learn
[53] knowledge
[53] series
[45] query

Top Words in Tweet in G1:
[78] graph
[66] database
[25] data
[11] databases
[11] using
[11] neo4j
[10] aws
[9] use
[9] amazon
[8] cloud

Top Words in Tweet in G2:
[95] graph
[74] neo4j
[64] data
[55] databases
[50] series
[43] learn
[37] way
[36] premiere
[36] improve
[36] developers

Top Words in Tweet in G4:
[27] graph
[24] neo4j
[20] database
[16] nodexl
[12] top
[12] hashtags
[11] rajeevksingla
[11] #scicadd
[10] indicated
[10] congratulations

Top Words in Tweet in G5:
[39] haven't
[39] shared
[39] small
[39] demo
[39] #sonaridh
[39] prototype
[39] historical
[39] network
[39] analysis
[38] markiaaan

Top Words in Tweet in G6:
[74] oxigraph
[28] graph
[28] database
[26] version
[25] released
[25] wip
[25] embeddable
[25] implementing
[25] sparql
[25] query

Top Words in Tweet in G7:
[12] billion
[9] tigergraphdb
[8] bring
[8] big
[8] #datasets
[8] check
[8] results
[8] recent
[8] survey
[8] set

Top Words in Tweet in G8:
[6] see
[5] co
[4] nih
[3] graph
[3] tweet
[3] below
[3] #semantic
[3] medline
[3] #knowledgebase
[3] #knowledgegraph

Top Words in Tweet in G10:
[6] database
[5] today's
[5] vaccination
[5] speaker
[5] dr
[5] pavel
[5] klinov
[5] klinovp
[5] present
[5] overview

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[159] graph,database
[61] graph,databases
[48] knowledge,graph
[40] under,hood
[40] haven't,shared
[40] shared,small
[40] small,demo
[40] demo,#sonaridh
[40] #sonaridh,prototype
[40] prototype,historical

Top Word Pairs in Tweet in G1:
[40] graph,database
[5] nebula,graph
[5] database,solution
[5] solution,cloud
[5] database,service
[5] graph,foundation
[4] graph,databases
[4] box,graph
[4] purpose,built
[4] built,high

Top Word Pairs in Tweet in G2:
[54] graph,databases
[36] series,premiere
[36] premiere,learn
[36] learn,graph
[36] databases,improve
[36] improve,way
[36] way,developers
[36] developers,data
[36] data,scientists
[36] scientists,manage

Top Word Pairs in Tweet in G4:
[18] graph,database
[12] database,nodexl
[12] top,hashtags
[10] nodexl,indicated
[10] indicated,#scicadd
[10] #scicadd,top
[10] hashtags,congratulations
[10] congratulations,indo_journal
[9] rajeevksingla,graph
[9] indo_journal,sh

Top Word Pairs in Tweet in G5:
[39] haven't,shared
[39] shared,small
[39] small,demo
[39] demo,#sonaridh
[39] #sonaridh,prototype
[39] prototype,historical
[39] historical,network
[39] network,analysis
[38] markiaaan,haven't
[38] analysis,#dhd202

Top Word Pairs in Tweet in G6:
[27] graph,database
[25] released,version
[25] version,oxigraph
[25] oxigraph,oxigraph
[25] oxigraph,wip
[25] wip,embeddable
[25] embeddable,graph
[25] database,implementing
[25] implementing,sparql
[25] sparql,query

Top Word Pairs in Tweet in G7:
[8] bring,big
[8] big,#datasets
[8] #datasets,check
[8] check,results
[8] results,recent
[8] recent,tigergraphdb
[8] tigergraphdb,survey
[8] survey,set
[8] set,benchmark
[8] benchmark,36tb

Top Word Pairs in Tweet in G8:
[3] see,tweet
[3] tweet,below
[3] below,see
[3] see,#semantic
[3] #semantic,medline
[3] medline,#knowledgebase
[3] #knowledgebase,#knowledgegraph
[3] #knowledgegraph,nlm_nih
[3] nlm_nih,nih
[3] nih,co

Top Word Pairs in Tweet in G10:
[5] today's,vaccination
[5] vaccination,database
[5] database,speaker
[5] speaker,dr
[5] dr,pavel
[5] pavel,klinov
[5] klinov,klinovp
[5] klinovp,present
[5] present,overview
[5] overview,stardoghq's

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@markiaaan
@neo4j
@oxigraph
@rajeevksingla
@indo_journal
@tigergraphdb
@i_am_rocha
@maruthiprithivi
@sh
@visiumanalytics

Top Mentioned in G1:
@jordicabot

Top Mentioned in G2:
@neo4j
@i_am_rocha
@maruthiprithivi
@work2563
@aaronholtn4j
@angie_lea_zzzzz
@aodonovantech
@digitalstain
@ankurkumarz
@rambalakrish

Top Mentioned in G3:
@njmidm
@marc_veld
@postvanfenna
@epi_genetics
@garageremus
@brabantnick
@i_poisonivy_i
@knorretje0081
@dcsz14
@sjefvugt

Top Mentioned in G4:
@rajeevksingla
@indo_journal
@sh
@neo4j
@this0499154500
@dramelac_
@k_elvin_ke
@josephjacks_
@craigmullins
@ipythonistabot

Top Mentioned in G5:
@markiaaan
@uclab_potsdam

Top Mentioned in G6:
@oxigraph
@tpluscode
@melvincarvalho
@dret
@markiaaan
@desemboltura

Top Mentioned in G7:
@tigergraphdb
@yu_xu
@marcowenjones
@neo4j
@janusgraph

Top Mentioned in G8:
@nih
@nlm_nih
@kirkdborne
@wxyzdetroit
@cdcgov
@fda

Top Mentioned in G9:
@bernardjbaars
@wiringthebrain
@pessoabrain
@garymarcus
@mingschirps
@timbuschman
@froehlichmarcel
@alexglibby

Top Mentioned in G10:
@klinovp
@stardoghq
@cmudb
@authzed

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@threadreaderapp
@chidambara09
@javascriptd
@cybersecurityn8
@ipythonistabot
@123trabajo
@fabriciosx
@dataaugmented
@botsecx

Top Tweeters in G1:
@123trabajo
@angsuman
@budijant
@eagerbeavertech
@kombib
@grjenkin
@kabukawa
@threatintelctr
@stephenpiment
@jimbo0o0

Top Tweeters in G2:
@javascriptd
@fabriciosx
@botsecx
@pythonexpertbot
@goaidev
@botfordev
@javageekbot
@techinjektion
@lifegeegs
@dev_bot9190

Top Tweeters in G3:
@olifant
@njmidm
@mholkers
@revako11
@marc_veld
@ingestolkenburg
@i_poisonivy_i
@judith_tweet
@dcsz14
@hahagentherapie

Top Tweeters in G4:
@ipythonistabot
@opensource_orgs
@aprogrammerbot
@xeronbot
@sprint_code
@_atanas_
@rotnroll666
@100dayscode
@1000dayscodingb
@craigmullins

Top Tweeters in G5:
@fdmhildesheim
@digtalhumanatee
@gquaggiotto
@botlabhd
@glenkcampbell
@moaimx
@raymondlukwago
@daewonyoon
@landa23
@cliovis

Top Tweeters in G6:
@kushaldas
@worungong
@relequestual
@thej
@danbri
@harmonia_amanda
@dret
@myrmoteras
@pyfundotio
@desemboltura

Top Tweeters in G7:
@petercorless
@jcinkeywest
@marcowenjones
@daveuk4
@tigergraphdb
@officialoksy
@toddblaschka
@royhiggs
@janusgraph
@schedolino

Top Tweeters in G8:
@dataaugmented
@kirkdborne
@wxyzdetroit
@lucky5496
@cdcgov
@nih
@nlm_nih
@isthisnetaken
@bobondirangu
@fda

Top Tweeters in G9:
@wiringthebrain
@garymarcus
@jaumeteixi
@froehlichmarcel
@pessoabrain
@behaviorganisms
@bernardjbaars
@mingschirps
@alexglibby
@timbuschman

Top Tweeters in G10:
@peteaven
@peerside
@klinovp
@richardstartin
@andy_pavlo
@stardoghq
@cmudb
@vishakha041
@authzed


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