graph database, Twitter, 10/5/2021 2:32:09 PM, 263749


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graph database_2021-10-05_07-28-01.xlsx
graph database_2021-10-05_07-28-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2021
Short Description:
graph database via NodeXL https://bit.ly/3BcSx7d
@neo4j
@tigergraphdb
@moorejh
@jmsuhy
@sabal_tech_inc
@graphileon
@icijorg
@graphable1
@rahul05ranjan
@johnbeaudoinsr

Top hashtags:
#database
#bioinformatics
#reactome
#neo4j
#graphdatabase
#developers
#graph

Description:
Description
The graph represents a network of 390 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, 05 October 2021 at 14:29 UTC.

The requested start date was Tuesday, 05 October 2021 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, 18-hour, 56-minute period from Tuesday, 21 September 2021 at 01:02 UTC to Monday, 04 October 2021 at 19:58 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 : 390
Unique Edges : 226
Edges With Duplicates : 361
Total Edges : 587
Number of Edge Types : 5
Retweet : 147
MentionsInRetweet : 182
Replies to : 45
Mentions : 108
Tweet : 105
Self-Loops : 106
Reciprocated Vertex Pair Ratio : 0.0130293159609121
Reciprocated Edge Ratio : 0.0257234726688103
Connected Components : 122
Single-Vertex Connected Components : 50
Maximum Vertices in a Connected Component : 55
Maximum Edges in a Connected Component : 105
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.392526
Graph Density : 0.00204996374662184
Modularity : 0.575192
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 390 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, 05 October 2021 at 14:29 UTC.

The requested start date was Tuesday, 05 October 2021 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, 18-hour, 56-minute period from Tuesday, 21 September 2021 at 01:02 UTC to Monday, 04 October 2021 at 19:58 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://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005968
[8] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[6] https://www.youtube.com/watch?v=zG6CHYCx6ag&feature=youtu.be

[5] https://blog.google/products/shopping/search-on-2021-shopping/
[3] https://towardsdatascience.com/graph-neural-networks-a-learning-journey-since-2008-part-1-7df897834df9?utm_source=dlvr.it&utm_medium=twitter
[3] https://github.com/neo4j/neo4j-python-driver
[3] https://info.tigergraph.com/gartner-graph-market-guide?utm_campaign=2021%20Gartner%20Research%3A%20Market%20Guide%20to%20Graph%20Database%20Management%20Solutions&utm_content=180494949&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[3] https://github.com/cayleygraph/cayley
[3] https://info.cambridgesemantics.com/graph-database-management-solution-market-guide-gartner?utm_campaign=Gartner
[3] Database

Top URLs in Tweet in G1:
[4] https://blog.google/products/shopping/search-on-2021-shopping/
[2] https://analyticsindiamag.com/graph-data-science/https:/analyticsindiamag.com/graph-data-science/
[1] https://artillry.co/artillry-intelligence/spatial-computing-2020-lessons-2021-outlook/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://www.tomsawyer.com/graph-database-browser?utm_content=bufferb7254&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://neo4j.com/developer-blog/how-do-you-know-if-a-graph-database-solves-the-problem/
[1] https://twitter.com/elendol/status/1440739764827615233
[1] https://info.cambridgesemantics.com/graph-database-management-solution-market-guide-gartner
[1] https://businessnews.website/bond-and-credit-markets-after-jackson-hole/
[1] https://re-how.net/all/1403846/
[1] https://www.bulk-solids-handling.com/graph-database-market-to-witness-a-healthy-growth-with-key-players-franz-inc-ibm-india-pvt-ltd-microsoft-tigergraph-openlink-software-oracle-teradata-marklogic/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[3] https://info.tigergraph.com/gartner-graph-market-guide?utm_campaign=2021%20Gartner%20Research%3A%20Market%20Guide%20to%20Graph%20Database%20Management%20Solutions&utm_content=180494949&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[2] https://www.tigergraph.com/jaguar-land-rover/
[2] https://www.itworldcanada.com/blog/how-to-select-a-graph-database/435451?utm_content=147218516&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[2] https://www.tigergraph.com/tigergraph-db/
[1] https://www.theregister.com/2021/05/10/jaguar_land_rover_tigergraph/?utm_content=168355588&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/entity-resolution-mini-guide?utm_campaign=2020%20Entity%20Resolution%20Mini%20Guide&utm_content=167526491&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/tigergraph-benchmark-report-download-0?utm_campaign=2021%20neo4j%20Punch%20in%20the%20Mouth&utm_source=twitter&utm_medium=paidsocial
[1] https://www.tigergraph.com/blog/improving-the-treatment-of-acute-lymphoblastic-leukemia-using-graph-analytics-with-ai-and-machine-learning/?utm_content=181752662&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://weareatlas.com/resources/articles/graph-databases/
[1] https://info.tigergraph.com/the-power-of-tigergraph?utm_content=180446843&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G3:
[2] https://www.meetup.com/Graph-Database-Tokyo/events/281175058/
[2] https://youtu.be/9VlENe-jpig
[1] https://okt.to/aB5cPN
[1] https://neo4j.com/whitepapers/top-ten-use-cases-graph-database-technology/?ref=social-camp
[1] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005968
[1] https://okt.to/WPvodH
[1] https://www.icij.org/investigations/pandora-papers/global-investigation-tax-havens-offshore/
[1] https://www.idcarena.com/idc-dx-summit-future-enterprise-awards-2021-singapore
[1] https://www.graphable.ai/blog/graph-data-lineage-graph-database/
[1] https://www.linkedin.com/slink?code=gXUhRGa4

Top URLs in Tweet in G5:
[11] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005968

Top URLs in Tweet in G6:
[1] https://blog.google/products/shopping/search-on-2021-shopping/

Top URLs in Tweet in G8:
[1] https://www.scylladb.com/scylla-summit-2021/?utm_channel=Virtual-Event&utm_source=Twitter&utm_medium=Organic&utm_campaign=Scylla-Summit-2021

Top URLs in Tweet in G9:
[6] https://www.youtube.com/watch?v=zG6CHYCx6ag&feature=youtu.be

[1] https://neo4j.com/blog/analyzing-panama-papers-neo4j/

Top Domains
Top Domains in Tweet in Entire Graph:
[12] plos.org
[12] tigergraph.com
[10] github.com
[8] youtube.com
[8] blogspot.com
[7] twitter.com
[5] towardsdatascience.com
[5] neo4j.com
[5] blog.google
[4] cambridgesemantics.com

Top Domains in Tweet in G1:
[4] blog.google
[3] twitter.com
[2] analyticsindiamag.com
[2] leeent.net
[2] amazon.com
[2] sparsity-technologies.com
[2] nebula-graph.io
[2] linkedin.com
[1] artillry.co
[1] tomsawyer.com

Top Domains in Tweet in G2:
[11] tigergraph.com
[2] itworldcanada.com
[1] theregister.com
[1] weareatlas.com

Top Domains in Tweet in G3:
[2] meetup.com
[2] okt.to
[2] youtu.be
[1] neo4j.com
[1] plos.org
[1] icij.org
[1] idcarena.com
[1] graphable.ai
[1] linkedin.com

Top Domains in Tweet in G5:
[11] plos.org

Top Domains in Tweet in G6:
[1] blog.google

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

Top Domains in Tweet in G9:
[6] youtube.com
[1] neo4j.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[19] database
[12] bioinformatics
[12] reactome
[12] neo4j
[12] graphdatabase
[12] developers
[11] graph
[10] 100daysofcode
[9] data
[9] nosql



Top Hashtags in Tweet in G1:
[4] graphdatabase
[4] opensource
[3] nebulagraph
[3] developing
[3] developers
[2] graph
[2] bigdata
[2] datascience
[2] database
[1] visualization

Top Hashtags in Tweet in G2:
[7] graphanalytics
[7] graphdb
[7] bigdata
[4] innovation
[4] graphdatabase
[4] analytics
[3] neo4j
[3] ml
[3] ai
[3] bi

Top Hashtags in Tweet in G3:
[5] neo4j
[3] twin4j
[2] meetup
[2] frauddetection
[2] pandorapapers
[2] idcdxsummit
[1] mdm
[1] knowledgegraph
[1] bioinformatics
[1] reactome

Top Hashtags in Tweet in G5:
[11] bioinformatics
[11] reactome

Top Hashtags in Tweet in G8:
[1] scyllasummit
[1] nosql
[1] cybersecurity
[1] scyllasb

Top Hashtags in Tweet in G9:
[10] 100daysofcode
[8] devcommunity
[8] nosql
[8] technologies
[8] developers
[8] dataanalytics
[8] database
[1] databases
[1] 100daysofcodechallenge
[1] 30daysofcode

Top Words
Top Words in Tweet in Entire Graph:
[333] graph
[275] database
[54] data
[52] learn
[47] neo4j
[44] tigergraph
[44] more
[43] tigergraphdb
[37] jaguar
[37] land

Top Words in Tweet in G1:
[67] graph
[57] database
[17] data
[13] more
[8] shopping
[6] 2021
[6] memory
[6] free
[5] google
[5] market

Top Words in Tweet in G2:
[56] graph
[51] database
[43] tigergraphdb
[40] tigergraph
[37] learn
[37] jaguar
[37] land
[34] scale
[31] rover's
[31] trials

Top Words in Tweet in G3:
[22] graph
[19] database
[18] neo4j
[8] java
[7] data
[6] check
[6] explore
[5] #neo4j
[5] 17
[4] meetup

Top Words in Tweet in G4:
[3] data
[2] different
[2] argentina

Top Words in Tweet in G5:
[12] graph
[12] database
[11] moorejh
[11] know
[11] reactome
[11] converted
[11] relational
[11] #bioinformatics
[11] #reactome
[11] ht

Top Words in Tweet in G6:
[23] more
[22] shopping
[11] graph
[11] database
[11] 24
[11] billion
[11] listings
[11] powering
[11] browseable
[11] experience

Top Words in Tweet in G7:
[7] neo4j
[6] linkurious
[5] graph
[5] database
[4] icijorg
[4] another
[4] icij
[3] used
[3] remember
[2] really

Top Words in Tweet in G8:
[3] use
[3] janusgraph
[3] graph
[2] qomplxos
[2] experoinc
[2] next
[2] #scyllasummit
[2] describing
[2] scylla
[2] build

Top Words in Tweet in G9:
[10] #100daysofcode
[9] nosql
[8] #devcommunity
[8] #nosql
[8] #technologies
[8] #developers
[8] #dataanalytics
[8] #database
[8] leetcode
[8] video

Top Words in Tweet in G10:
[10] graph
[9] newest
[9] yellowstone
[9] co
[9] recent
[9] positive
[9] test
[9] results
[9] entered
[8] neilkumd

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[207] graph,database
[37] jaguar,land
[34] tigergraph,graph
[31] learn,jaguar
[31] land,rover's
[31] rover's,trials
[31] trials,tribulations
[31] tribulations,path
[31] path,tigergraph
[31] database,scale

Top Word Pairs in Tweet in G1:
[39] graph,database
[5] database,market
[4] shopping,graph
[4] database,more
[4] more,24
[4] 24,billion
[4] billion,listings
[4] listings,powering
[4] powering,more
[4] more,browseable

Top Word Pairs in Tweet in G2:
[50] graph,database
[37] jaguar,land
[33] tigergraph,graph
[31] learn,jaguar
[31] land,rover's
[31] rover's,trials
[31] trials,tribulations
[31] tribulations,path
[31] path,tigergraph
[31] database,scale

Top Word Pairs in Tweet in G3:
[17] graph,database
[6] neo4j,graph
[4] explore,last
[4] last,week
[4] week,release
[4] release,java
[4] java,17
[4] 17,answer
[4] answer,questions
[4] questions,changed

Top Word Pairs in Tweet in G5:
[12] graph,database
[11] know,reactome
[11] reactome,converted
[11] converted,relational
[11] relational,graph
[11] database,#bioinformatics
[11] #bioinformatics,#reactome
[11] #reactome,ht
[10] moorejh,know

Top Word Pairs in Tweet in G6:
[11] shopping,graph
[11] graph,database
[11] database,more
[11] more,24
[11] 24,billion
[11] billion,listings
[11] listings,powering
[11] powering,more
[11] more,browseable
[11] browseable,shopping

Top Word Pairs in Tweet in G7:
[5] graph,database
[2] icijorg,neo4j
[2] neo4j,linkurious
[2] linkurious,really
[2] really,made
[2] made,happen
[2] another,graph
[2] database,ongdb
[2] used,another
[2] suisuneko,icijorg

Top Word Pairs in Tweet in G8:
[2] qomplxos,experoinc
[2] experoinc,next
[2] next,#scyllasummit
[2] #scyllasummit,describing
[2] describing,use
[2] use,janusgraph
[2] janusgraph,scylla
[2] scylla,build
[2] build,graph
[2] graph,model

Top Word Pairs in Tweet in G9:
[8] #100daysofcode,#devcommunity
[8] #devcommunity,#nosql
[8] #nosql,#technologies
[8] #technologies,#developers
[8] #developers,#dataanalytics
[8] #dataanalytics,#database
[8] #database,leetcode
[7] leetcode,knowledge
[7] knowledge,video
[6] nosql,database

Top Word Pairs in Tweet in G10:
[9] newest,graph
[9] graph,yellowstone
[9] yellowstone,co
[9] co,recent
[9] recent,positive
[9] positive,test
[9] test,results
[9] results,entered
[8] neilkumd,newest
[8] entered,databas

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tigergraphdb
@neo4j
@moorejh
@searchliaison
@neilkumd
@leetcode
@sabal_tech_inc
@venturebeat
@icijorg
@youtube

Top Mentioned in G2:
@tigergraphdb
@theregister
@itworldca
@ats_atlas
@evankirstel

Top Mentioned in G3:
@neo4j
@meetup
@kkeshavjee
@graphileon
@yworks
@ag_grid
@jqwidgets
@kojiannoura
@moorejh
@sabal_tech_inc

Top Mentioned in G4:
@sandia_1985
@amicocolorido
@alwayslearni
@girardotmarc
@tb_tb_tb_tb_tb
@nickhudsonct
@fatemperor
@pandata19
@pedrofacon
@vanguchtsteven

Top Mentioned in G5:
@moorejh
@scientistvan

Top Mentioned in G6:
@searchliaison

Top Mentioned in G7:
@icijorg
@neo4j
@linkurious
@washingtonpost
@majdrog
@suisuneko

Top Mentioned in G8:
@janusgraph
@qomplxos
@experoinc
@scylladb
@thenewstack
@circleci

Top Mentioned in G9:
@leetcode
@youtube
@algopraveen
@sumitm14455640
@guyzaantey

Top Mentioned in G10:
@neilkumd

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@evankirstel
@tess_blue815
@exbulletinuk
@das_sharu
@100daysof2020
@thesecretjunio1
@squizzradical
@washingtonpost
@_funbot

Top Tweeters in G1:
@exbulletinuk
@suriyasubraman
@call_user_func
@rehownet2
@sql_handle
@tntmoline2011
@jotatx
@hncynic
@notessensei
@howtopam

Top Tweeters in G2:
@chidambara09
@evankirstel
@das_sharu
@zibrailmohamma3
@brlanray
@4c7f21ac5bb74b0
@riseofkentucky
@theregister
@prometheus_bot
@ramprasadlodhaa

Top Tweeters in G3:
@kellblog
@ali19baba
@neo4j
@javageekbot
@geologistico
@fbiville
@sjgoring
@meetup
@aliofonzy43
@kkeshavjee

Top Tweeters in G4:
@fatemperor
@johnbeaudoinsr
@federicolois
@alwayslearni
@nickhudsonct
@tb_tb_tb_tb_tb
@amicocolorido
@lorenzoridolfi
@girardotmarc
@pedrofacon

Top Tweeters in G5:
@dnaed_tech
@compchembiobot
@jadp
@statesdj
@moorejh
@binfotrends
@ralzahrani2020
@czds
@waio38
@pwilmarth

Top Tweeters in G6:
@paxxman
@techmemechatter
@suzukik
@seostratega
@flateam
@josemiseo
@uale75
@passiveattitude
@fawwazhimself
@searchliaison

Top Tweeters in G7:
@washingtonpost
@devibharati
@icijorg
@emileifrem
@linkurious
@majdrog
@mquinsland
@jmsuhy
@lnordwall
@suisuneko

Top Tweeters in G8:
@petercorless
@thenewstack
@circleci
@scylladb
@experoinc
@qomplxos
@giovibal
@scgupta
@janusgraph

Top Tweeters in G9:
@thesecretjunio1
@_funbot
@youtube
@thelastmalakai
@sumitm14455640
@thenzrocketeer
@leetcode
@guyzaantey
@algopraveen

Top Tweeters in G10:
@tammyinmt406
@gailwaldby
@alisonbuckley
@ilikewoods
@shan73198
@problembear
@kyleleeds2020
@maritsageorgiou
@neilkumd


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