graph database, Twitter, 11/30/2021 11:53:02 PM, 267294


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graph database_2021-11-30_07-28-02.xlsx
graph database_2021-11-30_07-28-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2021
Short Description:
graph database via NodeXL https://bit.ly/3o6w8Ey
@swapnakpanda
@qmanish
@oracledatabase
@neo4j
@apachetinkerpop
@datao
@apacouc
@boardgamegeek
@austin_castel
@this0499154500

Top hashtags:
#database
#autonomousdatabase
#ml
#analytics
#neo4j
#autonomous
#graphdatabase

Description:
Description
The graph represents a network of 780 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, 30 November 2021 at 15:28 UTC.

The requested start date was Tuesday, 30 November 2021 at 01:01 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, 17-minute period from Tuesday, 16 November 2021 at 03:35 UTC to Tuesday, 30 November 2021 at 00:52 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 : 780
Unique Edges : 441
Edges With Duplicates : 878
Total Edges : 1319
Number of Edge Types : 5
Tweet : 137
Mentions : 245
Retweet : 375
MentionsInRetweet : 471
Replies to : 91
Self-Loops : 139
Reciprocated Vertex Pair Ratio : 0.0177353342428377
Reciprocated Edge Ratio : 0.0348525469168901
Connected Components : 142
Single-Vertex Connected Components : 68
Maximum Vertices in a Connected Component : 172
Maximum Edges in a Connected Component : 348
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.041478
Graph Density : 0.00122774102234949
Modularity : 0.565062
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 780 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, 30 November 2021 at 15:28 UTC.

The requested start date was Tuesday, 30 November 2021 at 01:01 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, 17-minute period from Tuesday, 16 November 2021 at 03:35 UTC to Tuesday, 30 November 2021 at 00:52 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:
[9] https://inkdroid.org/2021/11/20/open-alex/
[7] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[6] http://www.globalbigdataconference.com/news/147109/google-releases-tf-gnn-for-creating-graph-neural-networks-in-tensorflow.html
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fat-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f
[6] https://aws.amazon.com/about-aws/whats-new/2021/11/aws-open-source-jdbc-driver-amazon-neptune/
[5] https://www.artificiallawyer.com/2021/11/24/sali-an-update-on-the-standards-project/
[4] https://towardsdatascience.com/at-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[3] https://towardsdatascience.com/7-day-challenge-mastering-ggplot2-day-2-line-graph-2cfbdf164c81?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[3] https://github.com/joshday/SQLiteGraph.jl
[3] https://www.sparsity-technologies.com/use-cases/

Top URLs in Tweet in G3:
[7] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fat-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f
[1] https://devopschat.co/articles/graphql-and-graph-data-two-sides-of-the-same-coin
[1] https://dy.si/qBSxo
[1] https://dy.si/HTccFK
[1] https://dy.si/5uCa2
[1] https://dy.si/ZjJyk8
[1] https://dy.si/dohkqs
[1] https://docs.relational.ai/getting-started/intro/overview/
[1] https://techmonquay.com/tigergraph-partners-with-ai-singapore-to-accelerate-graph-database-for-ai-ml/

Top URLs in Tweet in G4:
[2] https://www.oracle.com/autonomous-database/free-trial/?source=:so:tw:or:dg:odb:::RC_WWMK210920P00067:&SC=:so:tw:or:dg:odb:::RC_WWMK210920P00067:&pcode=WWMK210920P00067
[1] https://dy.si/74CqJf2
[1] https://dy.si/Xeh5a
[1] https://dy.si/b8KK5D
[1] https://dy.si/srLEH22
[1] https://dy.si/3U7tWK
[1] https://dy.si/hbny2
[1] https://dy.si/MnuJ3
[1] https://dy.si/yDwgzF2
[1] https://dy.si/jg1if

Top URLs in Tweet in G5:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266418
[1] https://okt.to/o7Qr2c
[1] https://okt.to/jSd25q
[1] https://okt.to/XrZVYR
[1] https://okt.to/Lk84Bu
[1] https://okt.to/B2lwVj
[1] https://okt.to/Vjmtrw
[1] https://www.linkedin.com/slink?code=em3FsjTb
[1] https://www.meetup.com/it-IT/Graph-Database-Tokyo/events/281867340/
[1] https://datastorageasean.com/news-press-releases/neo4j-auradb-free-now-available-asia-pacific

Top URLs in Tweet in G6:
[1] https://boardgamegeek.com/thread/2719289/scatterplot-complexity-vs-avg-rating

Top URLs in Tweet in G7:
[6] http://www.globalbigdataconference.com/news/147109/google-releases-tf-gnn-for-creating-graph-neural-networks-in-tensorflow.html
[6] https://aws.amazon.com/about-aws/whats-new/2021/11/aws-open-source-jdbc-driver-amazon-neptune/
[2] https://www.meetup.com/Data-on-Kubernetes-community/events/282224057/
[1] https://nebula-graph.io/posts/how-to-select-a-graph-database/
[1] https://docs.nebula-graph.io/2.6.1/nebula-importer/use-importer/
[1] https://aws.amazon.com/blogs/database/build-interactive-graph-data-analytics-and-visualizations-using-amazon-neptune-amazon-athena-federated-query-and-amazon-quicksight/

Top URLs in Tweet in G8:
[1] https://twitter.com/TfTHacker/status/1361560763014463491
[1] https://edvo.com/
[1] https://github.com/mindbeam/mindbase
[1] https://xana2.org/

Top URLs in Tweet in G9:
[9] https://inkdroid.org/2021/11/20/open-alex/
[1] https://2021.gdbp.org/registration
[1] https://2021.gdbp.org/
[1] https://direct.mit.edu/qss/article/1/1/396-413/15572

Top URLs in Tweet in G10:
[2] https://t.co/Qjk2YoJmGr
[1] https://info.tigergraph.com/dbinsights-white-paper-0?utm_campaign=2020%20Paid%20Twitter-%20Tony%20Baer%20White%20Paper&utm_source=twitter&utm_medium=paidsocial
[1] https://info.tigergraph.com/entity-resolution-mini-guide-0?utm_campaign=2020%20Paid%20Twitter-%20Entity%20Resolution%20Mini%20Guide&utm_source=twitter&utm_medium=paidsocial
[1] https://www.nextplatform.com/2021/10/28/the-accelerated-path-to-petabyte-scale-graph-databases/

Top Domains
Top Domains in Tweet in Entire Graph:
[50] dy.si
[16] towardsdatascience.com
[14] medium.com
[9] inkdroid.org
[8] twitter.com
[8] amazon.com
[7] blogspot.com
[6] globalbigdataconference.com
[6] okt.to
[5] artificiallawyer.com

Top Domains in Tweet in G3:
[15] dy.si
[7] blogspot.com
[4] medium.com
[3] towardsdatascience.com
[3] linkedin.com
[2] twitter.com
[1] devopschat.co
[1] relational.ai
[1] techmonquay.com
[1] asiaone.com

Top Domains in Tweet in G4:
[35] dy.si
[2] oracle.com
[1] mykommu.com

Top Domains in Tweet in G5:
[6] okt.to
[3] nodexlgraphgallery.org
[2] datastorageasean.com
[1] linkedin.com
[1] meetup.com

Top Domains in Tweet in G6:
[1] boardgamegeek.com

Top Domains in Tweet in G7:
[7] amazon.com
[6] globalbigdataconference.com
[2] meetup.com
[2] nebula-graph.io

Top Domains in Tweet in G8:
[1] twitter.com
[1] edvo.com
[1] github.com
[1] xana2.org

Top Domains in Tweet in G9:
[9] inkdroid.org
[2] gdbp.org
[1] mit.edu

Top Domains in Tweet in G10:
[2] tigergraph.com
[2] t.co
[1] nextplatform.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[59] database
[37] autonomousdatabase
[25] ml
[23] analytics
[21] neo4j
[19] autonomous
[18] graphdatabase
[16] graph
[14] bigdata
[14] sqlserver



Top Hashtags in Tweet in G3:
[19] database
[17] ml
[15] autonomous
[15] analytics
[14] sqlserver
[8] sql
[3] graph
[2] data
[2] ai
[2] tigergraph

Top Hashtags in Tweet in G4:
[32] autonomousdatabase
[11] database
[7] analysts
[7] developers
[4] autonomous
[4] analytics
[3] ml
[2] autonomousdb

Top Hashtags in Tweet in G5:
[16] neo4j
[6] graphdatabase
[6] database
[4] bigdata
[3] graph
[3] digitaltransformation
[2] reinvent
[2] meetup
[1] frauddetection
[1] aml

Top Hashtags in Tweet in G7:
[8] kubernetes
[8] database
[7] aws
[6] tensorflow
[6] serverless
[6] graph
[4] doktalks
[3] opensource
[2] bigdata
[2] datascience

Top Hashtags in Tweet in G9:
[1] graphdb
[1] gdbp2021

Top Hashtags in Tweet in G10:
[6] database
[2] bigdata
[1] entityresolution
[1] graphdatabase
[1] analytics
[1] graphdb

Top Words
Top Words in Tweet in Entire Graph:
[522] database
[473] graph
[376] based
[196] relational
[181] key
[176] document
[175] sql
[173] swapnakpanda
[172] column
[170] categories

Top Words in Tweet in G1:
[358] based
[187] database
[179] key
[174] document
[173] swapnakpanda
[173] relational
[173] sql
[172] column
[170] categories
[170] nosql

Top Words in Tweet in G2:
[129] ls
[114] cr
[112] gujrat
[112] 25
[110] jump
[86] more
[74] guj
[73] 43
[65] 888
[57] karanataka

Top Words in Tweet in G3:
[77] graph
[55] database
[19] #database
[19] service
[18] global
[17] #ml
[16] join
[16] leveraging
[15] fine
[15] hygienic

Top Words in Tweet in G4:
[55] graph
[40] studio
[40] analyze
[40] query
[40] visualize
[40] graphs
[37] oracledatabase
[36] free
[35] learn
[35] more

Top Words in Tweet in G5:
[27] graph
[26] neo4j
[16] #neo4j
[10] available
[9] really
[9] cool
[9] derivo
[9] explorer
[9] desktop
[9] app

Top Words in Tweet in G6:
[27] games
[27] rating
[26] bgg
[26] user
[26] plotted
[26] 21
[26] 000
[26] ranked
[26] database
[26] graph

Top Words in Tweet in G7:
[19] graph
[12] releases
[12] amazon
[10] database
[10] nebulagraph
[8] #kubernetes
[8] #database
[8] neptune
[7] leverage
[7] deploy

Top Words in Tweet in G8:
[15] logseq
[14] really
[11] tfthacker
[11] deep
[11] diving
[11] brilliant
[11] much
[11] potential
[11] local
[10] ro

Top Words in Tweet in G9:
[17] database
[16] openalex
[12] metadata
[12] scholarly
[12] publishing
[11] graph
[8] edsu
[8] domains
[8] beta
[7] re

Top Words in Tweet in G10:
[7] tigergraphdb
[6] under
[6] direction
[6] vp
[6] product
[6] innovation
[6] jay
[6] vu
[6] putting
[6] twist

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[172] document,based
[172] column,based
[171] based,key
[170] database,categories
[170] categories,relational
[170] relational,sql
[170] sql,nosql
[170] nosql,document
[170] based,column
[169] swapnakpanda,database

Top Word Pairs in Tweet in G1:
[172] document,based
[172] column,based
[171] based,key
[170] database,categories
[170] categories,relational
[170] relational,sql
[170] sql,nosql
[170] nosql,document
[170] based,column
[169] swapnakpanda,database

Top Word Pairs in Tweet in G2:
[57] gujrat,cr
[56] 28,ls
[56] ls,12rs
[56] 26,ls
[56] 43,guj
[56] guj,41
[56] wrong,database
[56] kerala,20
[56] 20,25
[56] 25,25

Top Word Pairs in Tweet in G3:
[35] graph,database
[15] join,fine
[15] fine,hygienic
[15] hygienic,holding
[15] holding,discover
[15] discover,oracle
[15] oracle,#autonomous
[15] #autonomous,#database
[15] #database,#analytics
[15] #analytics,cloud

Top Word Pairs in Tweet in G4:
[40] graph,studio
[40] analyze,query
[40] query,visualize
[40] visualize,graphs
[35] learn,more
[35] more,free
[33] easily,analyze
[33] graphs,oracledatabase
[33] oracledatabase,graph
[33] studio,learn

Top Word Pairs in Tweet in G5:
[9] really,cool
[9] cool,derivo
[9] derivo,graph
[9] graph,explorer
[9] explorer,available
[9] available,#neo4j
[9] #neo4j,desktop
[9] desktop,graph
[9] graph,app
[9] app,try

Top Word Pairs in Tweet in G6:
[26] bgg,user
[26] user,plotted
[26] plotted,21
[26] 21,000
[26] 000,ranked
[26] ranked,games
[26] games,database
[26] database,graph
[26] graph,complexity
[26] complexity,vs

Top Word Pairs in Tweet in G7:
[9] graph,database
[8] amazon,neptune
[7] wey_gu,nebulagraph
[6] google,releases
[6] releases,tf
[6] tf,gnn
[6] gnn,creating
[6] creating,graph
[6] graph,neural
[6] neural,networks

Top Word Pairs in Tweet in G8:
[11] deep,diving
[11] diving,logseq
[11] logseq,brilliant
[11] brilliant,much
[11] much,potential
[11] potential,really
[11] really,local
[10] tfthacker,deep
[10] local,ro
[5] graph,database

Top Word Pairs in Tweet in G9:
[12] database,metadata
[12] metadata,scholarly
[12] scholarly,publishing
[8] openalex,domains
[8] domains,openalex
[8] openalex,database
[8] publishing,beta
[7] edsu,openalex
[7] beta,re
[5] graph,database

Top Word Pairs in Tweet in G10:
[6] under,direction
[6] direction,vp
[6] vp,product
[6] product,innovation
[6] innovation,jay
[6] jay,vu
[6] putting,twist
[6] twist,#database
[6] #database,acceleration
[4] graph,database

Top Replied-To
Top Replied-To in Entire Graph:
@maisooru
@stuhood
@sadukie
@atomicthumbs
@deadalnix
@bluelectrons
@jrhennessy
@anuraag_saxena
@salimfeku4minar
@arun_kp2

Top Replied-To in G1:
@chp_it
@swapnakpanda

Top Replied-To in G2:
@maisooru
@anuraag_saxena
@mukherjeepilled
@vikas_purush
@dreamer64937324
@arulmuru182002
@logicalhindu_
@vasantshetty81
@chriszhiyan
@mrajshekhar

Top Replied-To in G5:
@neo4j

Top Replied-To in G7:
@google

Top Replied-To in G8:
@emostaque
@micahtredding

Top Mentioned
Top Mentioned in Entire Graph:
@swapnakpanda
@oracledatabase
@boardgamegeek
@neo4j
@tfthacker
@logseq
@nebulagraph
@ro
@apachetinkerpop
@derivo

Top Mentioned in G1:
@swapnakpanda

Top Mentioned in G2:
@tvmohandaspai
@maisooru
@chandhokhursh
@kartikeyabhakt
@republic
@cnnnews18
@timesnow
@indiatoday
@bdutt
@gopalsri

Top Mentioned in G4:
@oracledatabase
@apacouc
@oracleexadata
@lucasbraun87
@oracleanalytics
@groundbreakers
@oracleugs
@jkofr

Top Mentioned in G5:
@neo4j
@derivo
@venturebeat
@danielcfng
@cloudflaredev
@inugamiz
@mesirii
@rambalakrish
@siliconangle
@this0499154500

Top Mentioned in G6:
@boardgamegeek

Top Mentioned in G7:
@nebulagraph
@wey_gu
@feynmanzhou
@bigdataconf
@google
@danilop
@kubesphere
@birthmarkbart
@dokcommunity
@045_hamid

Top Mentioned in G8:
@tfthacker
@logseq
@ro
@roamresearch
@athensresearch
@neotyk
@filipematossilv
@codexeditor
@micahtredding

Top Mentioned in G9:
@edsu
@oraryotas
@openalex_org
@aaranged
@pigsonthewing

Top Mentioned in G10:
@tigergraphdb
@tdaytonpm
@thenextplatform
@td
@tonybaer

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@piyuanker12
@evankirstel
@indiatoday
@madanabhat
@cnnnews18
@ipythonistabot
@discovertech3
@timesnow
@hubofml

Top Tweeters in G1:
@amkathir
@bomayeanlim
@nopiedra
@binhan2401
@danielscarvalho
@alanesia
@chicagoedgehub
@hgfernan
@pojo_o
@iamamahmood

Top Tweeters in G2:
@indiatoday
@madanabhat
@cnnnews18
@timesnow
@republic
@centerofright
@cestmoiz
@maidros78
@ateendriyo
@narenmenon1

Top Tweeters in G3:
@m157q_news_rss
@stackdevjobs
@carlesdijous
@fanficsuccubus
@sql_handle
@doriantaylor
@savranweb
@beeola_
@webanalyste
@m_maru76

Top Tweeters in G4:
@helperstream
@manifattura40
@meeetbhogal
@amansharmadb
@alexandroprado
@gtrauvit
@oracledatabase
@oracleanalytics
@kdog0126
@whoellri

Top Tweeters in G5:
@djriveraros
@venturebeat
@82jjc
@siliconangle
@astolfi_felix
@neo4j
@vigorlynx
@krcomet
@danielcfng
@crazyaboutcloud

Top Tweeters in G6:
@danielsolis
@rorcual
@manoloscar
@btail14
@jds_67100
@skyujyh4gjbzrjg
@boardgamegeek
@hugo_book_club
@s_bergmann
@kleenestar

Top Tweeters in G7:
@discovertech3
@hubofml
@100daysof2020
@serverlessfan
@opensource_orgs
@pythonexpertbot
@satyajit1910
@google
@yogeshbang
@austin_castel

Top Tweeters in G8:
@gvenk
@codexeditor
@micahtredding
@georgesilverman
@kvistgaard
@rroudt
@roberthaisfield
@dreamingincode
@tfthacker
@pencilsnpaints2

Top Tweeters in G9:
@pigsonthewing
@bill_slawski
@ora_gonsuke777
@gakumura
@edsu
@aarontay
@bmwiernik
@aaranged
@copypasteusa
@sieverts

Top Tweeters in G10:
@piyuanker12
@evankirstel
@hernangraffe
@bcstrat
@tonybaer
@tebogot31298345
@td
@tigergraphdb
@thenextplatform
@tdaytonpm