graph database, Twitter, 12/7/2021 11:21:56 PM, 267902


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graph database_2021-12-07_08-57-45.xlsx
graph database_2021-12-07_08-57-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2021
Short Description:
graph database via NodeXL https://bit.ly/3DwTxDC
@qmanish
@oracledatabase
@neo4j
@jadp
@quanwen_zhao
@apacouc
@oracleace
@udayjampani
@gerdaschemann
@mesirii

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

Description:
Description
The graph represents a network of 594 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, 07 December 2021 at 16:58 UTC.

The requested start date was Tuesday, 07 December 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, 20-hour, 51-minute period from Tuesday, 23 November 2021 at 03:09 UTC to Tuesday, 07 December 2021 at 00:00 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 : 594
Unique Edges : 427
Edges With Duplicates : 544
Total Edges : 971
Number of Edge Types : 5
Retweet : 200
MentionsInRetweet : 290
Tweet : 147
Mentions : 238
Replies to : 96
Self-Loops : 150
Reciprocated Vertex Pair Ratio : 0.0314814814814815
Reciprocated Edge Ratio : 0.0610412926391382
Connected Components : 149
Single-Vertex Connected Components : 73
Maximum Vertices in a Connected Component : 126
Maximum Edges in a Connected Component : 228
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.602789
Graph Density : 0.00158129922042232
Modularity : 0.579502
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 594 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, 07 December 2021 at 16:58 UTC.

The requested start date was Tuesday, 07 December 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, 20-hour, 51-minute period from Tuesday, 23 November 2021 at 03:09 UTC to Tuesday, 07 December 2021 at 00:00 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://github.com/cayleygraph/cayley
[7] https://okt.to/hBF1fD
[5] https://www.artificiallawyer.com/2021/11/24/sali-an-update-on-the-standards-project/
[3] https://www.sparsity-technologies.com/developers/
[3] http://www.datasciencecentral.com/xn/detail/6448529:BlogPost:1080149?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://www.meetup.com/Data-on-Kubernetes-community/events/282224057/
[3] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[3] https://github.com/joshday/SQLiteGraph.jl
[2] https://towardsdatascience.com/how-to-build-a-knowledge-graph-with-neo4j-and-transformers-72b9471d6969?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[3] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fat-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f
[2] https://artillry.co/artillry-intelligence/spatial-computing-2020-lessons-2021-outlook/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://ryelang.blogspot.com/2021/12/off-topic-exploring-cayley-graph.html
[1] https://dy.si/5Bh76
[1] https://dy.si/hbYs5
[1] https://github.com/joshday/SQLiteGraph.jl
[1] https://twitter.com/oraryotas/status/1463162090097684493
[1] https://kumoben.doorkeeper.jp/events/128628
[1] https://dy.si/qKCCBg

Top URLs in Tweet in G3:
[7] https://okt.to/hBF1fD
[1] https://okt.to/fV3Z14
[1] https://okt.to/XrZVYR
[1] https://okt.to/hRdItq
[1] https://okt.to/ucB7E9
[1] https://okt.to/H40r5w
[1] https://okt.to/o7Qr2c
[1] https://okt.to/Vjmtrw
[1] https://github.com/neueda/jetbrains-plugin-graph-database-support
[1] https://us06web.zoom.us/webinar/register/WN_npuznL_FQ5yuItqK9vNTEg?utm_content=189432925&utm_medium=social&utm_source=twitter&hss_channel=tw-1381891062

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/7J7ki
[1] https://dy.si/9u7NXf
[1] https://dy.si/uMnAR62
[1] https://dy.si/HKg2s8
[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

Top URLs in Tweet in G5:
[1] https://twitter.com/TfTHacker/status/1361560763014463491

Top URLs in Tweet in G6:
[3] https://www.sparsity-technologies.com/developers/
[3] https://www.meetup.com/Data-on-Kubernetes-community/events/282224057/
[1] https://docs.nebula-graph.io/2.6.1/nebula-importer/use-importer/
[1] https://docs.nebula-graph.io/2.6.1/nebula-algorithm/
[1] https://www.youtube.com/watch?v=ri8VmYYTdkY

[1] https://nebula-graph.io/posts/performing-load-testing-against-nebula-graph-with-k6/
[1] https://discuss.nebula-graph.io/t/practice-nebula-graph-on-boss-zhipin/808
[1] https://www.youtube.com/watch?v=ri8VmYYTdkY&feature=youtu.be

[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fitnext.io%2Fneo4j-running-in-kubernetes-79633944f213

Top URLs in Tweet in G7:
[1] https://academic.oup.com/nar/advance-article/doi/10.1093/nar/gkab1113/6446529

Top URLs in Tweet in G8:
[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 URLs in Tweet in G9:
[1] https://citoyensdedemain.org/innovation-democratique-dans-le-monde-voici-les-chiffres#evolutionbycountry
[1] https://airtable.com/shrHEM12ogzPs0nQG/tbl1eKbt37N7hVFHF/viwxQgJNyONVHkmS6?blocks=hide
[1] https://citoyensdedemain.org/innovation-democratique-dans-le-monde-voici-les-chiffres

Top URLs in Tweet in G10:
[1] https://www.oracle.com/autonomous-database/free-trial/?source=:so:tw:or:awr:ocorp:::&SC=:so:tw:or:awr:ocorp:::&pcode=
[1] https://www.modb.pro/db/181155

Top Domains
Top Domains in Tweet in Entire Graph:
[58] dy.si
[16] github.com
[14] okt.to
[10] twitter.com
[8] towardsdatascience.com
[8] medium.com
[6] blogspot.com
[5] artificiallawyer.com
[4] nebula-graph.io
[4] oracle.com

Top Domains in Tweet in G2:
[21] dy.si
[6] blogspot.com
[4] twitter.com
[3] github.com
[3] medium.com
[2] careerage.com
[2] neo4j.com
[2] dev.to
[2] artillry.co
[1] doorkeeper.jp

Top Domains in Tweet in G3:
[14] okt.to
[1] github.com
[1] zoom.us

Top Domains in Tweet in G4:
[37] dy.si
[2] oracle.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[4] nebula-graph.io
[3] sparsity-technologies.com
[3] meetup.com
[2] youtube.com
[1] medium.com

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

Top Domains in Tweet in G8:
[2] tigergraph.com
[2] t.co
[1] nextplatform.com

Top Domains in Tweet in G9:
[2] citoyensdedemain.org
[1] airtable.com

Top Domains in Tweet in G10:
[1] oracle.com
[1] modb.pro

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[67] database
[38] autonomousdatabase
[33] neo4j
[30] analytics
[25] ml
[22] autonomous
[21] graphdatabase
[11] developers
[10] data
[9] golang



Top Hashtags in Tweet in G2:
[24] database
[23] analytics
[21] autonomous
[21] ml
[6] sqlserver
[3] sql
[2] graph
[2] datascience
[1] kumoben
[1] businessintegration

Top Hashtags in Tweet in G3:
[26] neo4j
[13] graphdatabase
[12] database
[3] fraud
[3] graphs
[2] reinvent
[1] supplychain
[1] cybersecurity
[1] graphker
[1] intelligence

Top Hashtags in Tweet in G4:
[36] autonomousdatabase
[8] database
[7] analysts
[7] developers
[2] autonomousdb
[1] iotcommunity
[1] iiot
[1] iotpl
[1] iot
[1] autonomous

Top Hashtags in Tweet in G6:
[9] opensource
[7] database
[7] kubernetes
[6] k3s
[5] doktalks
[5] nebulagraph
[5] graphdatabase
[5] coding
[4] developing
[4] developers

Top Hashtags in Tweet in G8:
[6] database
[2] bigdata
[1] entityresolution
[1] graphdatabase
[1] analytics
[1] graphdb

Top Hashtags in Tweet in G9:
[1] innovativedemocracydb
[1] 1day1graph

Top Hashtags in Tweet in G10:
[2] autonomousdatabase
[2] ml
[2] v
[1] sangam21
[1] database
[1] oracle
[1] sql
[1] active_sessions
[1] ash

Top Words
Top Words in Tweet in Entire Graph:
[477] graph
[341] database
[156] more
[137] ls
[121] cr
[119] jump
[118] gujrat
[118] 25
[87] neo4j
[79] guj

Top Words in Tweet in G1:
[137] ls
[121] cr
[118] gujrat
[118] 25
[116] jump
[92] more
[79] guj
[76] 43
[69] 888
[61] tn

Top Words in Tweet in G2:
[91] graph
[68] database
[24] #database
[24] cloud
[23] #analytics
[23] service
[22] global
[22] leveraging
[22] capabilities
[21] join

Top Words in Tweet in G3:
[67] neo4j
[58] graph
[26] #neo4j
[18] native
[14] database
[14] share
[14] cloud
[14] api
[13] #graphdatabase
[13] community

Top Words in Tweet in G4:
[47] graph
[45] analyze
[45] query
[45] visualize
[45] graphs
[45] studio
[41] oracledatabase
[40] learn
[40] more
[40] free

Top Words in Tweet in G5:
[16] logseq
[15] really
[12] tfthacker
[12] deep
[12] diving
[12] brilliant
[12] much
[12] potential
[12] local
[11] ro

Top Words in Tweet in G6:
[35] graph
[20] database
[17] kubesphere
[15] nebulagraph
[14] leverage
[14] deploy
[11] operator
[11] manage
[10] nebula
[9] algorithm

Top Words in Tweet in G7:
[14] 2022
[14] version
[14] jaspar
[14] open
[14] high
[14] quality
[14] transcription
[14] factor
[14] binding
[14] sites

Top Words in Tweet in G8:
[8] tigergraphdb
[6] under
[6] direction
[6] vp
[6] product
[6] innovation
[6] jay
[6] vu
[6] putting
[6] twist

Top Words in Tweet in G9:
[10] building
[10] work
[10] oecd
[10] experts
[10] innovative
[10] democracy
[10] semester
[10] drawing
[10] end
[10] university

Top Words in Tweet in G10:
[5] graph
[4] oracle
[4] database
[3] analytics
[2] aioug
[2] vivek_oracle
[2] oracleace
[2] try
[2] #autonomousdatabase
[2] free

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[156] graph,database
[60] gujrat,cr
[59] 28,ls
[59] ls,12rs
[59] 26,ls
[59] 43,guj
[59] guj,41
[59] wrong,database
[59] kerala,20
[59] 20,25

Top Word Pairs in Tweet in G1:
[60] gujrat,cr
[59] 28,ls
[59] ls,12rs
[59] 26,ls
[59] 43,guj
[59] guj,41
[59] wrong,database
[59] kerala,20
[59] 20,25
[59] 25,25

Top Word Pairs in Tweet in G2:
[37] graph,database
[22] #database,#analytics
[21] join,fine
[21] fine,hygienic
[21] hygienic,holding
[21] holding,discover
[21] discover,oracle
[21] oracle,#autonomous
[21] #autonomous,#database
[21] #analytics,cloud

Top Word Pairs in Tweet in G3:
[13] graph,community
[13] community,re
[13] re,pleased
[13] pleased,share
[13] share,neo4j
[13] neo4j,cypher
[13] cypher,call
[13] call,transactions
[13] transactions,cloud
[13] cloud,native

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

Top Word Pairs in Tweet in G5:
[12] deep,diving
[12] diving,logseq
[12] logseq,brilliant
[12] brilliant,much
[12] much,potential
[12] potential,really
[12] really,local
[11] tfthacker,deep
[11] local,ro
[4] graph,database

Top Word Pairs in Tweet in G6:
[17] graph,database
[11] leverage,operator
[11] operator,deploy
[11] deploy,manage
[11] manage,graph
[8] database,k3s
[7] graph,databases
[7] wey_gu,nebulagraph
[6] nebula,graph
[5] #graphdatabase,#opensource

Top Word Pairs in Tweet in G7:
[14] 2022,version
[14] version,jaspar
[14] jaspar,open
[14] open,high
[14] high,quality
[14] quality,transcription
[14] transcription,factor
[14] factor,binding
[14] binding,sites
[14] sites,database

Top Word Pairs in Tweet in G8:
[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
[5] graph,database

Top Word Pairs in Tweet in G9:
[10] building,work
[10] work,oecd
[10] oecd,experts
[10] experts,innovative
[10] innovative,democracy
[10] democracy,semester
[10] semester,drawing
[10] drawing,end
[10] end,university
[9] foulquesrenard,building

Top Word Pairs in Tweet in G10:
[3] graph,analytics
[2] try,#autonomousdatabase
[2] #autonomousdatabase,free
[2] free,start
[2] start,building
[2] building,low
[2] low,code
[2] code,apps
[2] apps,graph
[2] analytics,models

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@oracledatabase
@nebulagraph
@derivo
@francois_parcy
@tfthacker
@logseq
@ro
@wey_gu
@feynmanzhou

Top Mentioned in G1:
@tvmohandaspai
@maisooru
@chandhokhursh
@kartikeyabhakt
@indiainpixels
@republic
@cnnnews18
@timesnow
@indiatoday
@bdutt

Top Mentioned in G3:
@neo4j
@derivo
@graphqlgalaxy
@transparencyone
@graph_aware
@techmonitorai
@fe_apac
@amity_hq
@lyonwj
@intellijidea

Top Mentioned in G4:
@oracledatabase
@oracleexadata
@neo4j
@amorawski
@iotchannel
@lucasbraun87

Top Mentioned in G5:
@tfthacker
@logseq
@ro
@roamresearch
@athensresearch
@neotyk
@filipematossilv

Top Mentioned in G6:
@nebulagraph
@feynmanzhou
@wey_gu
@kubesphere
@dokcommunity
@045_hamid
@sparsitytech
@birthmarkbart

Top Mentioned in G7:
@francois_parcy
@albin_san

Top Mentioned in G8:
@tigergraphdb
@tonybaer
@tdaytonpm
@thenextplatform
@td

Top Mentioned in G9:
@foulquesrenard
@oecdgov

Top Mentioned in G10:
@oracle
@oracleace
@vivek_oracle
@oracle_india
@oracledatabase
@oracleasktom

Top Tweeters
Top Tweeters in Entire Graph:
@piyuanker12
@evankirstel
@indiatoday
@madanabhat
@cnnnews18
@ipythonistabot
@discovertech3
@timesnow
@sallyrmelb
@helperstream

Top Tweeters in G1:
@indiatoday
@madanabhat
@cnnnews18
@timesnow
@republic
@centerofright
@cestmoiz
@maidros78
@ateendriyo
@narenmenon1

Top Tweeters in G2:
@m157q_news_rss
@stackdevjobs
@careerage
@fanficsuccubus
@sql_handle
@realgophersship
@eagerbeavertech
@doriantaylor
@sdtimes
@savranweb

Top Tweeters in G3:
@botsecx
@82jjc
@astolfi_felix
@hexheadtn
@neo4j
@technige
@boobboo
@techmonitorai
@krcomet
@geologistico

Top Tweeters in G4:
@jadp
@alexandroprado
@gtrauvit
@iotchannel
@oracledatabase
@kdog0126
@whoellri
@oracleexadata
@amorawski
@ngjanetng

Top Tweeters in G5:
@gvenk
@codexeditor
@georgesilverman
@kvistgaard
@rroudt
@tfthacker
@pencilsnpaints2
@ujubib
@neotyk
@jarodise

Top Tweeters in G6:
@discovertech3
@opensource_orgs
@rahul05ranjan
@prometheus_bot
@austin_castel
@scibot6
@lala35539674
@embedded_guys
@wey_gu
@dokcommunity

Top Tweeters in G7:
@natureplants
@dodka_
@ramki17071993
@andgenomics
@danielaliebsch
@gabkrouk
@francois_parcy
@greenfusegroup
@apriadisitumor1
@mingueteg

Top Tweeters in G8:
@piyuanker12
@evankirstel
@hernangraffe
@bcstrat
@tonybaer
@tebogot31298345
@td
@tigergraphdb
@thenextplatform
@tdaytonpm

Top Tweeters in G9:
@codeforpdx
@helloeuromat
@arthursmid
@felipe_mexico
@redpath42
@oecdgov
@loichay
@tada1293
@e_buge
@lisedeshautel

Top Tweeters in G10:
@pitrko
@oracle
@oracle_india
@oracleasktom
@oracleace
@aioug
@quanwen_zhao
@abuzarkamal
@udayjampani
@vivek_oracle


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