graph database, Twitter, 11/16/2021 7:23:09 PM, 266418


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graph database_2021-11-16_07-28-01.xlsx
graph database_2021-11-16_07-28-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 16, 2021
Short Description:
graph database via NodeXL https://bit.ly/3wQTO2i
@neo4j
@danielcfng
@cloudflaredev
@inugamiz
@venturebeat
@mesirii
@psawers
@dfahland
@mattcasters
@vigorlynx

Top hashtags:
#neo4j
#graphdatabase
#data
#database
#wewantdata
#bigdata
#graphdb
#azure
#cosmosdb
#gdbp2021

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, 16 November 2021 at 15:29 UTC.

The requested start date was Tuesday, 16 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, 22-hour, 9-minute period from Tuesday, 02 November 2021 at 02:02 UTC to Tuesday, 16 November 2021 at 00:12 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 : 469
Edges With Duplicates : 414
Total Edges : 883
Number of Edge Types : 5
Retweet : 170
MentionsInRetweet : 238
Tweet : 138
Replies to : 62
Mentions : 275
Self-Loops : 146
Reciprocated Vertex Pair Ratio : 0.0347490347490347
Reciprocated Edge Ratio : 0.0671641791044776
Connected Components : 160
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 119
Maximum Edges in a Connected Component : 251
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.573762
Graph Density : 0.00152168111695936
Modularity : 0.61405
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, 16 November 2021 at 15:29 UTC.

The requested start date was Tuesday, 16 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, 22-hour, 9-minute period from Tuesday, 02 November 2021 at 02:02 UTC to Tuesday, 16 November 2021 at 00:12 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:
[16] https://venturebeat.com/2021/11/03/graph-database-company-neo4j-launches-free-fully-managed-cloud-service/
[8] https://venturebeat.com/?p=2734765
[7] https://h-savran.blogspot.com/2020/03/connecting-to-cosmos-db-gremlin-api.html
[7] https://crinacle.com/2021/11/08/graph-database-update-08-11-21/
[4] https://towardsdatascience.com/graph-representation-learning-objective-functions-and-encoders-aef3a65bbf81?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[4] https://arxiv.org/abs/2111.01540
[4] https://github.com/dgraph-io/dgraph
[4] https://github.com/turukawa/coding-notes/blob/master/Open%20Ownership%20and%20Neo4j%20Setup.ipynb
[3] https://towardsdatascience.com/graph-machine-learning-with-python-pt-1-basics-metrics-and-algorithms-cc40972de113?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[3] http://jackofalltechs.com/2021/11/03/graph-database-company-neo4j-launches-free-fully-managed-cloud-service/

Top URLs in Tweet in G1:
[11] https://venturebeat.com/2021/11/03/graph-database-company-neo4j-launches-free-fully-managed-cloud-service/
[7] https://h-savran.blogspot.com/2020/03/connecting-to-cosmos-db-gremlin-api.html
[3] https://2021.gdbp.org/registration
[3] https://venturebeat.com/2021/11/11/tigergraph-expands-its-graph-data-library-with-20-new-algorithms/
[2] https://venturebeat.com/2021/11/03/graph-database-company-neo4j-launches-free-fully-managed-cloud-service/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.analyticsinsight.net/check-out-the-top-10-data-science-ideas-for-ai-startups-in-2022/
[2] https://www.reddit.com/r/MachineLearning/comments/qukqtz/r_knowledge_graph_applications_with_ml_and_ai_and/
[1] https://boxesandarrows.com/introduction-to-ontology-concepts-and-modeling/
[1] https://www.hillwebcreations.com/google-knowledge-graph-and-serps-featured-snippets/
[1] https://twitter.com/katienotopoulos/status/1455602180531105795

Top URLs in Tweet in G2:
[4] https://github.com/turukawa/coding-notes/blob/master/Open%20Ownership%20and%20Neo4j%20Setup.ipynb
[2] https://okt.to/yCAv4Y
[2] https://okt.to/SyPvxA
[2] https://siliconangle.com/2021/11/03/neo4j-cloud-graph-database-gets-free-tier/
[1] https://okt.to/2rmROQ
[1] https://okt.to/K9F7Ep
[1] https://okt.to/QJCSo4
[1] https://venturebeat.com/?p=2734765
[1] https://okt.to/0onvG6
[1] https://okt.to/fXZxw7

Top URLs in Tweet in G5:
[3] https://www.modb.pro/db/158813
[2] https://www.modb.pro/db/160390
[1] https://www.oracle.com/database/technologies/spatialandgraph/property-graph-features/graph-server-and-client/graph-server-and-client-downloads.html
[1] https://www.oracle.com/database/database-world/

Top URLs in Tweet in G6:
[1] https://venturebeat.com/2021/11/03/graph-database-company-neo4j-launches-free-fully-managed-cloud-service/

Top URLs in Tweet in G7:
[1] https://www.facebook.com/watch/?v=2936152626715164&extid=TWT-UNK-UNK-UNK-IOS_GK0T-GK1C&ref=sharing

Top URLs in Tweet in G8:
[7] https://venturebeat.com/?p=2734765
[3] https://venturebeat.com/2021/11/03/graph-database-company-neo4j-launches-free-fully-managed-cloud-service/

Top URLs in Tweet in G10:
[1] https://nebula-graph.io/demo/game-pocket-monsters/

Top Domains
Top Domains in Tweet in Entire Graph:
[29] venturebeat.com
[12] okt.to
[10] github.com
[9] towardsdatascience.com
[8] blogspot.com
[7] crinacle.com
[6] medium.com
[6] twitter.com
[5] neo4j.com
[5] meetup.com

Top Domains in Tweet in G1:
[16] venturebeat.com
[7] blogspot.com
[3] neo4j.com
[3] medium.com
[3] gdbp.org
[3] linkedin.com
[2] github.com
[2] analyticsinsight.net
[2] reddit.com
[1] boxesandarrows.com

Top Domains in Tweet in G2:
[12] okt.to
[4] github.com
[2] siliconangle.com
[1] venturebeat.com
[1] savvas.me
[1] twitter.com
[1] betakit.com
[1] inovia.vc
[1] businessinsider.com
[1] zoom.us

Top Domains in Tweet in G5:
[5] modb.pro
[2] oracle.com

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

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

Top Domains in Tweet in G8:
[10] venturebeat.com

Top Domains in Tweet in G10:
[1] nebula-graph.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[26] neo4j
[25] graphdatabase
[16] data
[12] database
[9] wewantdata
[9] bigdata
[8] graphdb
[7] azure
[7] cosmosdb
[7] gdbp2021



Top Hashtags in Tweet in G1:
[7] azure
[7] cosmosdb
[6] data
[5] neo4j
[3] graph
[3] analytics
[3] database
[3] bigdata
[3] graphdb
[3] gdbp2021

Top Hashtags in Tweet in G2:
[15] neo4j
[14] graphdatabase
[4] graphdatascience
[2] graphsforgood
[2] graphsareeverywhere
[2] database
[1] supplychain
[1] solution
[1] usecases
[1] cybersecurity

Top Hashtags in Tweet in G5:
[2] database
[2] oracle
[2] sql
[2] performance
[1] dba_hist_osstat
[1] dba_hist_sysmetric_summary
[1] aas
[1] oracledatabaseworld

Top Hashtags in Tweet in G7:
[1] auradbfree

Top Hashtags in Tweet in G8:
[1] neo4j

Top Hashtags in Tweet in G9:
[1] obsidianmd

Top Hashtags in Tweet in G10:
[1] nebulagraph
[1] graphdatabase
[1] opensource
[1] developing
[1] developers
[1] coding
[1] programmers
[1] softwaredeveloper
[1] softwareengineer
[1] software

Top Words
Top Words in Tweet in Entire Graph:
[404] graph
[325] database
[122] neo4j
[87] free
[84] data
[48] managed
[44] company
[44] cloud
[41] service
[40] time

Top Words in Tweet in G1:
[100] graph
[91] database
[31] neo4j
[29] data
[28] free
[26] company
[26] managed
[24] service
[22] fully
[19] cloud

Top Words in Tweet in G2:
[59] graph
[58] neo4j
[40] database
[39] free
[19] credit
[19] card
[18] time
[17] auradb
[15] #neo4j
[15] build

Top Words in Tweet in G4:
[2] numbersdelight
[2] crimerates_edu
[2] sayetaryor
[2] ralphrue1
[2] lordbeige
[2] slipperyhero
[2] deadpoolio2021
[2] road25th
[2] spencer99972444
[2] used

Top Words in Tweet in G5:
[24] graph
[16] oracle
[16] use
[11] database
[9] 12
[9] features
[8] know
[8] using
[8] latest
[8] example

Top Words in Tweet in G8:
[15] database
[15] managed
[13] graph
[12] fully
[12] service
[11] free
[10] company
[10] neo4j
[10] launches
[10] cloud

Top Words in Tweet in G9:
[5] graph
[5] database
[3] codexeditor
[3] tfthacker
[3] cortexfutura
[3] useful
[3] memory
[2] data
[2] catominor3
[2] links

Top Words in Tweet in G10:
[38] graph
[19] show
[19] take
[19] advantage
[19] nebula
[19] demonstrate
[19] value
[19] database
[18] nebulagraph

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[216] graph,database
[38] fully,managed
[32] database,company
[31] launches,free
[31] free,fully
[30] company,neo4j
[30] neo4j,launches
[30] managed,cloud
[30] cloud,service
[22] value,graph

Top Word Pairs in Tweet in G1:
[73] graph,database
[22] fully,managed
[17] database,company
[17] company,neo4j
[17] neo4j,launches
[17] launches,free
[17] free,fully
[16] managed,cloud
[16] cloud,service
[8] ãƒ,ãƒ

Top Word Pairs in Tweet in G2:
[36] graph,database
[19] credit,card
[17] auradb,free
[14] completely,free
[14] free,trial
[14] trial,period
[14] period,time
[14] time,limits
[14] limits,credit
[14] card,required

Top Word Pairs in Tweet in G4:
[2] numbersdelight,crimerates_edu
[2] crimerates_edu,sayetaryor
[2] sayetaryor,ralphrue1
[2] ralphrue1,lordbeige
[2] lordbeige,slipperyhero
[2] slipperyhero,deadpoolio2021
[2] deadpoolio2021,road25th
[2] road25th,spencer99972444

Top Word Pairs in Tweet in G5:
[9] database,12
[8] know,using
[8] using,oracle
[8] oracle,database
[8] 12,use
[8] use,latest
[8] latest,graph
[8] graph,features
[8] features,example
[8] example,use

Top Word Pairs in Tweet in G8:
[12] graph,database
[12] fully,managed
[10] database,company
[10] launches,free
[10] free,fully
[10] managed,cloud
[10] cloud,service
[9] company,neo4j
[9] neo4j,launches
[7] service,psawers

Top Word Pairs in Tweet in G9:
[3] tfthacker,cortexfutura
[2] codexeditor,tfthacker
[2] very,useful

Top Word Pairs in Tweet in G10:
[19] show,take
[19] take,advantage
[19] advantage,nebula
[19] nebula,graph
[19] graph,demonstrate
[19] demonstrate,value
[19] value,graph
[19] graph,database
[18] nebulagraph,show

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@nebulagraph
@venturebeat
@psawers
@savvasstephnds
@annamalaimelli
@coolerdata
@sapdevs
@crinacle
@officialuom

Top Mentioned in G1:

Top Mentioned in G2:
@neo4j
@savvasstephnds
@openownership
@siliconangle
@gavinchait
@rambalakrish
@inovia
@venturebeat
@pichette
@jmhreif

Top Mentioned in G3:
@onemoredog1
@adrianm41392793
@derekcashat
@ferentz4prez
@sig_new
@chiarellorob
@meltonwax
@veloveritas
@bigtastey22
@atticus58113746

Top Mentioned in G4:
@crimerates_edu
@sayetaryor
@ralphrue1
@lordbeige
@slipperyhero
@deadpoolio2021
@road25th
@spencer99972444
@vigorlynx
@numbersdelight

Top Mentioned in G5:
@annamalaimelli
@quanwen_zhao
@oracle
@oracledata
@oracledatabase
@oracleace
@spatialhannes
@oraclesqldev
@oracleasktom
@oracledevs

Top Mentioned in G6:
@federalreserve
@ecb
@goldmansachs
@bankofengland
@lloydsoflondon
@billgates
@mikebloomberg
@warrenbuffettdt
@carlosslimhelu
@anabotin

Top Mentioned in G7:
@techinasia
@lifetechindo
@techtargetnews
@techwireasia
@indianexpress
@economictimes
@imdasg
@mymdec
@aisingapore
@cnetaustralia

Top Mentioned in G8:
@venturebeat
@psawers
@awsblogs
@neo4j

Top Mentioned in G9:
@tfthacker
@cortexfutura
@codexeditor
@rushibhavsar
@catominor3
@notebaseapp

Top Mentioned in G10:
@nebulagraph

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@rosenchild
@dhinakaranrajan
@indianexpress
@discovertech3
@dataaugmented
@fabriciosx
@ml_tweet_bot
@channelnewsasia
@economictimes

Top Tweeters in G1:
@dataaugmented
@pavelnosok
@miragenewscom
@derektmckinney
@alan_nishihara
@foundersgyan
@bitcoinpowergir
@chrisneel
@savranweb
@knowtheory

Top Tweeters in G2:
@unicodeveloper
@jadp
@siliconangle
@neo4j
@threepointone
@evanderkoogh
@haniwww
@techmonitorai
@jkup
@robhof

Top Tweeters in G3:
@jmdelga82664720
@princesspbbaby
@mrgeorgegrey
@ask_esq29
@antifarioter
@fighterth
@meltonwax
@shane_bser
@pfmv1cdjdfgzhja
@ic_lib

Top Tweeters in G4:
@sayetaryor
@slipperyhero
@vigorlynx
@masharn_lewis
@maxxadam64
@vir_geaux
@road25th
@deadpoolio2021
@1upent_consult
@lordbeige

Top Tweeters in G5:
@helifromfinland
@oracle
@oracledevs
@oracledatabase
@ora_club
@friedholdmatz
@oracleasktom
@maheshwar888
@loic__lefevre
@oracleace

Top Tweeters in G6:
@theregister
@ecb
@goldmansachs
@newyorkfed
@oprah
@mikebloomberg
@bankofengland
@lloydsoflondon
@gbotusb
@federalreserve

Top Tweeters in G7:
@indianexpress
@channelnewsasia
@economictimes
@google
@techinasia
@kemkominfo
@danielcfng
@techtargetnews
@techwireasia
@tickernewsco

Top Tweeters in G8:
@rosenchild
@venturebeat
@media_linked
@johangustavvon
@psawers
@annebonnerdata
@awsblogs
@fabioshto
@1unknownerror1
@lancewalter

Top Tweeters in G9:
@kerim
@codexeditor
@catominor3
@rushibhavsar
@tfthacker
@cortexfutura
@anoop_md
@fbgallet
@notebaseapp

Top Tweeters in G10:
@discovertech3
@fabriciosx
@100daysof2020
@opensource_orgs
@the404code
@codewithtwitchi
@lala35539674
@nebulagraph


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