graph database, Twitter, 5/10/2022 4:12:30 PM, 276049


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graph database_2022-05-10_09-00-01.xlsx
graph database_2022-05-10_09-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 10, 2022
Short Description:
graph database via NodeXL https://bit.ly/398ngt4
@jmhodges
@oracleexadata
@neo4j
@debrickedab
@opensource_orgs
@nebulagraph
@olaf_kopp
@tigergraphdb
@ucloudifyai
@web3graph

Top hashtags:
#database
#machinelearning
#opensource
#web3graph
#dkg
#graphdatabase

Description:
Description
The graph represents a network of 529 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, 10 May 2022 at 16:00 UTC.

The requested start date was Tuesday, 10 May 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, 22-hour, 34-minute period from Tuesday, 26 April 2022 at 00:44 UTC to Monday, 09 May 2022 at 23:19 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 : 529
Unique Edges : 337
Edges With Duplicates : 530
Total Edges : 867
Number of Edge Types : 5
Tweet : 112
Mentions : 149
Retweet : 237
MentionsInRetweet : 314
Replies to : 55
Self-Loops : 114
Reciprocated Vertex Pair Ratio : 0.0188679245283019
Reciprocated Edge Ratio : 0.037037037037037
Connected Components : 142
Single-Vertex Connected Components : 60
Maximum Vertices in a Connected Component : 55
Maximum Edges in a Connected Component : 104
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.182114
Graph Density : 0.00173998968894999
Modularity : 0.588557
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 529 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, 10 May 2022 at 16:00 UTC.

The requested start date was Tuesday, 10 May 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, 22-hour, 34-minute period from Tuesday, 26 April 2022 at 00:44 UTC to Monday, 09 May 2022 at 23:19 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:
[6] https://towardsdatascience.com/getting-started-graph-database-neo4j-df6ebc9ccb5b?source=social.tw
[6] https://www.latinamerica.undp.org/content/rblac/en/home/presscenter/director-s-graph-for-thought/mas-claro-que-el-agua--water-management-and--governance-in-latin.html
[5] https://decompwlj.com
[3] AND
[3] https://twitter.com/PostgreSQL/status/1520361079326584832
[3] https://techcrunch.com/2022/04/26/relationalai-wants-to-change-the-way-intelligent-apps-are-built/?utm_source=dlvr.it&utm_medium=twitter
[2] https://techcrunch.com/2022/05/05/this-open-source-tool-used-by-google-meta-and-mit-is-helping-rethink-knowledge-management/
[2] https://www.magnolianews.net/Content/graph-database-market-size-to-reach-us-3-78-billion-by-2027-exhibiting-a-cagr-of-21-60-imarc-group/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.kopp-online-marketing.com/natural-language-processing-to-build-a-semantic-database
[2] https://thenewstack.io/crowdstrike-ups-its-falcon-cloud-security-game/

Top URLs in Tweet in G1:
[3] https://techcrunch.com/2022/04/26/relationalai-wants-to-change-the-way-intelligent-apps-are-built/?utm_source=dlvr.it&utm_medium=twitter
[3] https://towardsdatascience.com/getting-started-graph-database-neo4j-df6ebc9ccb5b?source=social.tw
[2] https://nvd.nist.gov/vuln/detail/CVE-2021-42767
[2] https://towardsdatascience.com/introduction-to-nosql-graph-databases-fb2feac7a36?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[2] https://towardsdatascience.com/getting-started-graph-database-neo4j-df6ebc9ccb5b?utm_source=dlvr.it&utm_medium=twitter
[2] https://thenewstack.io/crowdstrike-ups-its-falcon-cloud-security-game/
[2] https://www.magnolianews.net/Content/graph-database-market-size-to-reach-us-3-78-billion-by-2027-exhibiting-a-cagr-of-21-60-imarc-group/?utm_source=dlvr.it&utm_medium=twitter
[1] https://academic.oup.com/database/article/doi/10.1093/database/baaa110/6029398
[1] https://docs.google.com/spreadsheets/d/15xFoQxrxNwyEJ-ZqjN1-JB1AcWSGDwptQbxTynlcisw/edit
[1] https://etfdb.com/

Top URLs in Tweet in G2:
[1] https://xuorig.medium.com/graphql-is-a-trap-e83ca380aa8f

Top URLs in Tweet in G3:
[2] https://www.oracle.com/engineered-systems/exadata/database-service/?source=:so:tw:or:awr:odb:::RC_WWMK220112P00027:ExaCloudInfraX9MProdPage5&SC=:so:tw:or:awr:odb:::RC_WWMK220112P00027:ExaCloudInfraX9MProdPage5&pcode=WWMK220112P00027
[1] https://dy.si/f4roQ
[1] https://dy.si/7WdZFN
[1] https://dy.si/1b4qd
[1] https://dy.si/TcTo9Z
[1] http://CVSoci.al/Mm7GsL0t
[1] https://dy.si/ZRh7j
[1] https://dy.si/FNPZV
[1] https://dy.si/FrF2h
[1] https://dy.si/jJSf4

Top URLs in Tweet in G4:
[1] https://okt.to/TZoVcn
[1] 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://www.tigergraph.com/
[1] https://twitter.com/venturebeat/status/1519285854790991873
[1] https://analyticsindiamag.com/want-to-learn-graph-databases-here-are-a-few-courses-to-go-for/

Top URLs in Tweet in G5:
[1] https://twitter.com/TiernanRayTech/status/1522947238900682753
[1] https://github.com/OriginTrail/ot-node/releases/tag/v6.0.0-beta.1.36

Top URLs in Tweet in G6:
[2] https://www.kopp-online-marketing.com/natural-language-processing-to-build-a-semantic-database
[1] https://demo.nl.diffbot.com/

Top URLs in Tweet in G8:
[3] https://twitter.com/PostgreSQL/status/1520361079326584832
[2] https://techcrunch.com/2022/05/05/this-open-source-tool-used-by-google-meta-and-mit-is-helping-rethink-knowledge-management/
[1] https://nebula-graph.io/posts/how-to-select-a-graph-database/
[1] https://docs.nebula-graph.io/3.0.2/nebula-explorer/about-explorer/ex-ug-what-is-explorer/
[1] https://discuss.nebula-graph.io/t/practice-nebula-graph-on-boss-zhipin/808
[1] https://nebula-graph.io/posts/performing-load-testing-against-nebula-graph-with-k6/
[1] https://discuss.nebula-graph.io/t/distributed-knowledge-network-scenario-with-nebula-open-source-version/1011
[1] https://nebula-graph.io/posts/why-migrate-janusgraph-nebula-graph/
[1] https://www.linkedin.com/pulse/how-neo4js-graph-database-can-remediate-vulnerabilities-debricked/

Top URLs in Tweet in G9:
[1] https://www.hytradboi.com/2022/simple-graph-sqlite-as-probably-the-only-graph-database-youll-ever-need
[1] https://twitter.com/roberthaisfield/status/1492556532109627398

Top URLs in Tweet in G10:
[1] https://www.graphable.ai
[1] https://www.ontotext.com

Top Domains
Top Domains in Tweet in Entire Graph:
[19] dy.si
[12] twitter.com
[12] towardsdatascience.com
[8] techcrunch.com
[6] github.com
[6] undp.org
[6] nebula-graph.io
[5] medium.com
[5] decompwlj.com
[4] youtube.com

Top Domains in Tweet in G1:
[9] towardsdatascience.com
[4] techcrunch.com
[3] twitter.com
[2] oup.com
[2] google.com
[2] medium.com
[2] nist.gov
[2] thenewstack.io
[2] magnolianews.net
[1] etfdb.com

Top Domains in Tweet in G2:
[1] medium.com

Top Domains in Tweet in G3:
[19] dy.si
[2] oracle.com
[1] cvsoci.al

Top Domains in Tweet in G4:
[1] okt.to
[1] medium.com
[1] tigergraph.com
[1] twitter.com
[1] analyticsindiamag.com

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

Top Domains in Tweet in G6:
[2] kopp-online-marketing.com
[1] diffbot.com

Top Domains in Tweet in G8:
[6] nebula-graph.io
[3] twitter.com
[2] techcrunch.com
[1] linkedin.com

Top Domains in Tweet in G9:
[1] hytradboi.com
[1] twitter.com

Top Domains in Tweet in G10:
[1] graphable.ai
[1] ontotext.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[46] database
[28] machinelearning
[18] opensource
[16] web3graph
[13] dkg
[12] graphdatabase
[12] graphforthought
[12] graph
[10] nebulagraph
[10] datascience



Top Hashtags in Tweet in G1:
[6] database
[4] datascience
[2] news
[2] bigdata
[2] nosql
[2] relations
[2] cypher
[2] graphdb
[2] graphes
[1] boxing

Top Hashtags in Tweet in G3:
[30] database
[27] machinelearning
[10] ml
[2] oci
[2] oracle
[2] graphanalytics
[2] graphdb
[2] hackathon
[2] ai
[1] oraclecloud

Top Hashtags in Tweet in G4:
[4] cypher
[3] datascience
[3] wsai22
[2] dataanalytics
[2] database
[1] graph
[1] neo4j
[1] speed
[1] scalability
[1] graphdatabase

Top Hashtags in Tweet in G5:
[13] dkg

Top Hashtags in Tweet in G7:
[16] web3graph

Top Hashtags in Tweet in G8:
[17] opensource
[10] nebulagraph
[8] graphdatabase
[5] migrates
[5] janusgraph
[5] logseq
[4] programmers
[3] developing
[3] developers
[3] coding

Top Words
Top Words in Tweet in Entire Graph:
[402] graph
[401] database
[153] data
[101] generic
[66] graphql
[65] using
[61] knowledge
[58] built
[56] api
[55] makes

Top Words in Tweet in G1:
[66] graph
[58] database
[14] neo4j
[14] data
[9] built
[9] market
[8] way
[8] started
[7] change
[7] knowledge

Top Words in Tweet in G2:
[106] database
[101] generic
[57] graph
[55] graphql
[53] jmhodges
[52] api
[50] makes
[50] public
[49] equal
[49] worse

Top Words in Tweet in G3:
[42] cloud
[38] graph
[36] analyze
[36] 31
[36] pb
[36] data
[36] warehouses
[36] built
[36] spatial
[36] analytics

Top Words in Tweet in G4:
[15] graph
[12] data
[12] database
[9] neo4j
[8] learn
[8] schema
[6] partner
[5] roadmap
[5] science
[5] 2022

Top Words in Tweet in G5:
[28] database
[27] graph
[14] dkg
[14] origin_trail
[14] refer
[14] distributed
[14] knowledge
[14] effort
[14] associations
[14] isn

Top Words in Tweet in G6:
[24] graph
[22] bigger
[22] more
[18] knowledge
[16] olaf_kopp
[15] database
[12] entities
[11] build
[11] google's
[11] getting

Top Words in Tweet in G7:
[34] data
[16] mining
[16] provided
[16] users
[16] integrate
[16] database
[16] according
[16] #web3graph
[16] protocol
[16] thus

Top Words in Tweet in G8:
[28] graph
[20] database
[17] #opensource
[14] nebulagraph
[12] load
[10] #nebulagraph
[8] article
[8] #graphdatabase
[7] nebula
[7] used

Top Words in Tweet in G9:
[9] database
[9] graph
[4] relational
[4] json
[3] tomcritchlow
[3] roberthaisfield
[2] logseq
[2] fit
[2] databases
[2] find

Top Words in Tweet in G10:
[11] graph
[10] knowledge
[10] database
[10] business
[8] models
[8] questions
[8] relationships
[8] between
[7] juansequeda
[7] assoc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[208] graph,database
[59] knowledge,graph
[51] generic,graph
[50] public,api
[50] generic,database
[49] jmhodges,graphql
[49] graphql,makes
[49] makes,public
[49] api,equal
[49] equal,generic

Top Word Pairs in Tweet in G1:
[41] graph,database
[7] change,way
[7] knowledge,graph
[7] database,market
[7] getting,started
[7] started,graph
[7] database,neo4j
[6] local,files
[4] startup,change
[4] way,data

Top Word Pairs in Tweet in G2:
[55] graph,database
[51] generic,graph
[50] public,api
[50] generic,database
[49] jmhodges,graphql
[49] graphql,makes
[49] makes,public
[49] api,equal
[49] equal,generic
[49] database,worse

Top Word Pairs in Tweet in G3:
[36] analyze,31
[36] 31,pb
[36] pb,data
[36] data,warehouses
[36] warehouses,built
[36] graph,spatial
[36] spatial,analytics
[36] analytics,using
[36] using,world's
[33] world's,advanced

Top Word Pairs in Tweet in G4:
[11] graph,database
[5] roadmap,learn
[5] learn,data
[5] data,science
[5] science,2022
[5] 2022,beginners
[5] beginners,probability
[5] probability,statistics
[5] statistics,excel
[5] excel,csv

Top Word Pairs in Tweet in G5:
[14] dkg,origin_trail
[14] origin_trail,refer
[14] refer,distributed
[14] distributed,knowledge
[14] knowledge,graph
[14] graph,effort
[14] effort,database
[14] database,associations
[14] associations,isn
[14] isn,really

Top Word Pairs in Tweet in G6:
[18] knowledge,graph
[11] google's,knowledge
[11] graph,getting
[11] getting,bigger
[11] bigger,bigger
[11] bigger,more
[11] more,more
[11] more,entities
[11] entities,information
[11] information,recorded

Top Word Pairs in Tweet in G7:
[16] mining,data
[16] data,provided
[16] provided,users
[16] users,integrate
[16] integrate,data
[16] data,database
[16] database,according
[16] according,#web3graph
[16] #web3graph,protocol
[16] protocol,thus

Top Word Pairs in Tweet in G8:
[14] graph,database
[7] #graphdatabase,#opensource
[7] load,testing
[6] 360,digitech
[6] testing,database
[6] database,quite
[6] quite,important
[6] important,necessary
[6] necessary,article
[6] article,explains

Top Word Pairs in Tweet in G9:
[5] graph,database
[3] relational,database
[2] database,graph
[2] database,json
[2] json,file

Top Word Pairs in Tweet in G10:
[10] knowledge,graph
[9] graph,database
[8] database,models
[8] models,business
[8] business,questions
[8] questions,relationships
[8] relationships,between
[7] juansequeda,knowledge
[7] between,assoc
[2] silver,sponsor

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@jmhodges
@oracleexadata
@olaf_kopp
@web3graph
@nebulagraph
@origin_trail
@drevziga
@who
@unicef
@lflopezcalva

Top Mentioned in G2:
@jmhodges
@dgraphlabs

Top Mentioned in G3:
@oracleexadata
@fvillalo
@oracledatabase
@josue_lozano
@daveuk4
@arizbeth
@cmvithlani
@neil_munslow

Top Mentioned in G4:
@neo4j
@tigergraphdb
@tejaspawarpatil
@ifeanyidiaye
@worldsummitai
@coursera
@udemy
@prolificeric
@debrickedab
@venturebeat

Top Mentioned in G5:
@origin_trail
@drevziga
@origintraildev

Top Mentioned in G6:
@olaf_kopp
@ashxia3
@terminusdb
@isocialwebseo

Top Mentioned in G7:
@web3graph

Top Mentioned in G8:
@nebulagraph
@sfkeller
@debrickedab
@josemurilo
@techhelpkb
@neo4j

Top Mentioned in G9:
@logseq
@roberthaisfield
@techwithed
@crptoct
@obsdmd
@airtable

Top Mentioned in G10:
@juansequeda
@bob_muglia
@kgconference
@graphable1
@ontotext

Top Tweeters
Top Tweeters in Entire Graph:
@vonrosenchild
@maybel65
@fabriciosx
@dataaugmented
@kristafrances
@opensource_orgs
@codewithtwitchi
@thecuriousluke
@suriyasubraman
@fangpusskins

Top Tweeters in G1:
@dataaugmented
@suriyasubraman
@angsuman
@eagerbeavertech
@cpa_trendlines
@veritasardentur
@betterknowyou
@gaby_wald
@stew_ilondanga
@threatintelctr

Top Tweeters in G2:
@briantrice
@alesroubicek
@furidosu
@jmhodges
@kaf_ka_esque
@juanfont
@assaf
@marcjohnson
@iansltx
@mamund

Top Tweeters in G3:
@thecuriousluke
@pyscalellc
@blackpeopledata
@crisisjoel
@gtrauvit
@josue_lozano
@oracledatabase
@jeegarpathak
@arizbeth
@daveuk4

Top Tweeters in G4:
@fabriciosx
@codewithtwitchi
@py_data_sci
@pardoe_ai
@venturebeat
@ucloudifyai
@sseraphini
@_oliviabot
@neo4j
@analyticsindiam

Top Tweeters in G5:
@andrej_muzevic
@guinnessstache
@mucke121
@idlersj
@drevziga
@pucko_simon
@thedjnaj
@mrhottogo
@trace_alliance
@origin_trail

Top Tweeters in G6:
@bill_slawski
@gfiorelli1
@isocialwebseo
@giannipuglisi
@michelfortin
@olaf_kopp
@yokiandika_
@cookieduster_n
@terminusdb
@ashxia3

Top Tweeters in G7:
@swanson1v
@kraigestewart1
@marykswenson1
@johnmalbert1
@allisondford1
@royibunch1
@thomasahudson2
@charlietgarza1
@marymsantiago1
@brianesilva1

Top Tweeters in G8:
@opensource_orgs
@scibot6
@ulfateh
@uira
@techhelpkb
@sfkeller
@josemurilo
@iyonfdyqvhchqm5
@nebulagraph
@techchchch

Top Tweeters in G9:
@mrgunn
@tomcritchlow
@roberthaisfield
@tfthacker
@airtable
@logseq
@santiyounger
@techwithed
@crptoct
@onestuttering

Top Tweeters in G10:
@juansequeda
@aviggio
@csisc1994
@ontotext
@kotisk
@kgconference
@francois_nguyen
@yulleyi
@cnorvell
@graphable1


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