graph database, Twitter, 4/19/2022 11:47:39 PM, 275122


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graph database_2022-04-19_08-57-46.xlsx
graph database_2022-04-19_08-57-46.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 19, 2022
Short Description:
graph database via NodeXL https://bit.ly/3rBRrz0
@ahrefs
@neo4j
@bigdataconf
@devops_bot
@oracledatabase
@silelf
@rbranson
@tigergraphdb
@danielcfng
@kgconference

Top hashtags:
#datascience
#bigdata
#neo4j
#database
#graphdatabase
#data
#python
#cassandra
#kafka

Description:
Description
The graph represents a network of 388 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, 19 April 2022 at 15:58 UTC.

The requested start date was Tuesday, 19 April 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, 12-minute period from Tuesday, 05 April 2022 at 01:31 UTC to Monday, 18 April 2022 at 23:44 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 : 388
Unique Edges : 237
Edges With Duplicates : 350
Total Edges : 587
Number of Edge Types : 5
Replies to : 45
Retweet : 157
MentionsInRetweet : 193
Mentions : 87
Tweet : 105
Self-Loops : 108
Reciprocated Vertex Pair Ratio : 0.0260586319218241
Reciprocated Edge Ratio : 0.0507936507936508
Connected Components : 125
Single-Vertex Connected Components : 55
Maximum Vertices in a Connected Component : 35
Maximum Edges in a Connected Component : 87
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.240714
Graph Density : 0.00209781826900024
Modularity : 0.579635
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 388 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, 19 April 2022 at 15:58 UTC.

The requested start date was Tuesday, 19 April 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, 12-minute period from Tuesday, 05 April 2022 at 01:31 UTC to Monday, 18 April 2022 at 23:44 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:
[10] http://www.globalbigdataconference.com/news/147569/graph-data-science-what-you-need-to-know.html
[8] http://www.globalbigdataconference.com/news/147567/pytorch-geometric-vs-deep-graph-library.html
[7] https://www.theregister.com/2022/04/12/pythons_strangle_hold_in_data/
[6] https://okt.to/8xzW6N
[5] https://www.theregister.com/2022/04/12/pythons_strangle_hold_in_data/?utm_source=twitter&utm_medium=twitter&utm_campaign=auto&utm_content=article
[4] https://www.graphgrid.com/blog/how-textual-search-works-in-graph-databases/?utm_campaign=BLOG:
[4] How
[4] textual
[4] search
[4] works

Top URLs in Tweet in G1:
[4] https://www.graphgrid.com/blog/how-textual-search-works-in-graph-databases/?utm_campaign=BLOG:
[4] How
[4] textual
[4] search
[4] works
[4] in
[4] graph
[3] https://www.theregister.com/2022/04/12/pythons_strangle_hold_in_data/
[3] https://www.sqlservercentral.com/?post_type=ssc_article&p=4011614
[2] https://go.theregister.com/feed/www.theregister.com/2022/04/12/pythons_strangle_hold_in_data/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[1] https://neo4j.com/graph-database-under-the-hood/
[1] https://twitter.com/digitalstain/status/1511956042439135243

Top URLs in Tweet in G4:
[6] https://okt.to/8xzW6N
[1] https://okt.to/ldQ0Rg
[1] https://okt.to/KcC3Jh
[1] https://okt.to/LQKe2c
[1] https://okt.to/KoUwDP
[1] https://okt.to/YIE2qa
[1] https://okt.to/8FiVQ6
[1] https://www.dbta.com/Readers-Choice-Awards
[1] https://okt.to/h1oTGM
[1] https://okt.to/Dd2XTk

Top URLs in Tweet in G5:
[1] http://CVSoci.al/hp8DjcmB
[1] https://twitter.com/venturebeat/status/1514992069525348365
[1] https://www.dbta.com/Readers-Choice-Awards
[1] https://www.tigergraph.com/blog/tigergraph-3-5-building-a-cloud-native-graph-database-platform/
[1] https://www.tigergraph.com/blog/new-benchmark-shows-tigergraphs-capacity-to-handle-big-datasets/
[1] https://www.airmeet.com/e/feb6c540-7a86-11ec-9e6a-cf0133ef516e?utm_source=Twitter&utm_medium=Post&utm_campaign=Registration
[1] http://CVSoci.al/5t-yQbgm
[1] http://CVSoci.al/yZHgLwzx
[1] http://CVSoci.al/fx-yly2G
[1] http://CVSoci.al/ltg4dDy6

Top URLs in Tweet in G6:
[9] http://www.globalbigdataconference.com/news/147569/graph-data-science-what-you-need-to-know.html
[7] http://www.globalbigdataconference.com/news/147567/pytorch-geometric-vs-deep-graph-library.html
[1] https://www.theregister.com/2022/04/12/pythons_strangle_hold_in_data/
[1] https://go.theregister.com/feed/www.theregister.com/2022/04/12/pythons_strangle_hold_in_data/?utm_source=twitter.com&utm_medium=social&utm_campaign=pythons-stranglehold-in-data-science-ma&utm_content=60880331

Top URLs in Tweet in G7:
[1] https://link.medium.com/BWx5UJGmdpb
[1] https://twitter.com/cbd_icp/status/1514571774985666561

Top URLs in Tweet in G8:
[2] https://community.openlinksw.com/t/installation-configuration-of-virtuoso-rdf-graph-replication-cluster/1489
[1] http://linkeddata.uriburner.com/sparql/?default-graph-uri=&query=DESCRIBE+%3Chttp%3A%2F%2Flinkeddata.uriburner.com%2Fabout%2Fid%2Fentity%2Fhttps%2Fgithub.com%2FHuachao%2Fvscode-restclient%3Eformat=text%2Fx-html-nice-turtle&timeout=30000000

Top URLs in Tweet in G10:
[1] https://github.com/ltonetwork/indexer

Top Domains
Top Domains in Tweet in Entire Graph:
[18] theregister.com
[18] okt.to
[18] globalbigdataconference.com
[10] twitter.com
[10] medium.com
[5] cvsoci.al
[5] github.com
[4] graphgrid.com
[3] sqlservercentral.com
[2] red-gate.com

Top Domains in Tweet in G1:
[6] theregister.com
[5] twitter.com
[4] github.com
[4] graphgrid.com
[3] medium.com
[3] okt.to
[3] sqlservercentral.com
[2] linkedin.com
[2] red-gate.com
[1] crates.io

Top Domains in Tweet in G3:
[1] neo4j.com
[1] twitter.com

Top Domains in Tweet in G4:
[15] okt.to
[2] globalbigdataconference.com
[1] dbta.com
[1] oracle.com

Top Domains in Tweet in G5:
[5] cvsoci.al
[2] tigergraph.com
[1] twitter.com
[1] dbta.com
[1] airmeet.com

Top Domains in Tweet in G6:
[16] globalbigdataconference.com
[2] theregister.com

Top Domains in Tweet in G7:
[1] medium.com
[1] twitter.com

Top Domains in Tweet in G8:
[2] openlinksw.com
[1] uriburner.com

Top Domains in Tweet in G10:
[1] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] datascience
[19] bigdata
[17] neo4j
[15] database
[14] graphdatabase
[12] data
[11] python
[11] cassandra
[11] kafka
[11] hadoop



Top Hashtags in Tweet in G1:
[4] datascience
[4] graphdatabase
[4] textsearch
[2] ai
[2] artificialintelligence
[2] machinelearning
[2] sqlserver
[2] neo4j
[2] database
[2] graph

Top Hashtags in Tweet in G4:
[15] neo4j
[9] data
[9] analytics
[6] neo4jcommunity
[4] graphdatabase
[3] supplychains
[2] underthehood
[2] graphdatabases
[2] graphtechnology
[2] database

Top Hashtags in Tweet in G5:
[3] datasets
[2] graph
[2] kgconference
[1] digitaltwin
[1] supplychain

Top Hashtags in Tweet in G6:
[16] bigdata
[16] datascience
[10] cassandra
[10] kafka
[10] hadoop
[10] spark
[10] nlp
[10] nosql
[8] deeplearning
[7] pytorch

Top Hashtags in Tweet in G8:
[2] database
[2] virtuosordbms
[2] dbms
[1] url
[1] rest
[1] sparql
[1] json
[1] web
[1] dataops
[1] graphdatabase

Top Words
Top Words in Tweet in Entire Graph:
[272] graph
[216] database
[66] google
[65] data
[50] need
[38] neo4j
[35] databases
[35] updates
[34] functionality
[33] algorithm

Top Words in Tweet in G1:
[62] graph
[59] database
[14] data
[12] need
[8] sql
[8] features
[8] eschew
[8] dbas
[7] databases
[7] relational

Top Words in Tweet in G2:
[64] google
[34] updates
[33] overview
[32] algorithm
[32] highly
[32] requested
[32] functionality
[32] finally
[32] live
[32] major

Top Words in Tweet in G3:
[19] rbranson
[16] databases
[14] bad
[13] sql
[13] great
[13] language
[13] orms
[13] open
[13] source
[13] query

Top Words in Tweet in G4:
[32] graph
[15] #neo4j
[15] use
[15] neo4j
[13] database
[11] learn
[9] discover
[9] insights
[9] hidden
[9] #data

Top Words in Tweet in G5:
[19] database
[17] graph
[15] best
[10] tigergraphdb
[10] data
[9] analytics
[7] sponsor
[5] vote
[5] dbtrends
[5] choice

Top Words in Tweet in G6:
[16] #bigdata
[16] #datascience
[14] graph
[14] bigdataconf
[11] need
[10] #cassandra
[10] #kafka
[10] #hadoop
[10] #spark
[10] #nlp

Top Words in Tweet in G7:
[16] relationlabs
[14] ic
[13] graph
[9] cbd_icp
[7] developers
[7] database
[6] excellent
[6] work
[6] cbd
[6] non

Top Words in Tweet in G8:
[2] code
[2] #database
[2] community
[2] forum
[2] configuring
[2] #virtuosordbms
[2] replication
[2] functionality
[2] #dbms

Top Words in Tweet in G9:
[17] crime
[8] saw
[8] another
[8] panicked
[8] reference
[8] rising
[8] graphs
[8] violent
[8] rate
[8] fbi

Top Words in Tweet in G10:
[13] data
[7] lto
[7] indexer
[7] service
[7] take
[7] subset
[7] association
[7] transactions
[7] build
[7] graph

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[122] graph,database
[32] google,algorithm
[32] algorithm,updates
[32] updates,overview
[32] overview,highly
[32] highly,requested
[32] requested,functionality
[32] functionality,finally
[32] finally,live
[32] live,major

Top Word Pairs in Tweet in G1:
[35] graph,database
[8] database,features
[8] features,eschew
[8] eschew,need
[8] need,dbas
[5] sql,server
[5] server,graph
[5] graph,tables
[5] tables,cross
[5] cross,database

Top Word Pairs in Tweet in G2:
[32] google,algorithm
[32] algorithm,updates
[32] updates,overview
[32] overview,highly
[32] highly,requested
[32] requested,functionality
[32] functionality,finally
[32] finally,live
[32] live,major
[32] major,google

Top Word Pairs in Tweet in G3:
[13] rbranson,sql
[13] sql,great
[13] great,language
[13] language,orms
[13] orms,bad
[13] bad,open
[13] open,source
[13] source,databases
[13] databases,query
[13] query,engines

Top Word Pairs in Tweet in G4:
[12] graph,database
[9] discover,insights
[9] insights,hidden
[9] hidden,#data
[9] #data,graph
[9] graph,#analytics
[9] #analytics,download
[9] download,ebook
[9] ebook,learn
[9] learn,different

Top Word Pairs in Tweet in G5:
[12] graph,database
[5] choice,awards
[5] best,graph
[5] best,data
[5] data,analytics
[5] analytics,solution
[5] solution,best
[5] best,database
[5] database,overall
[5] gold,sponsor

Top Word Pairs in Tweet in G6:
[10] #cassandra,#kafka
[10] #kafka,#hadoop
[10] #hadoop,#spark
[10] #nlp,#nosql
[9] graph,#datascience
[9] #datascience,need
[9] need,know
[9] know,#bigdata
[9] #bigdata,#cassandra
[9] #spark,#nlp

Top Word Pairs in Tweet in G7:
[7] graph,database
[6] excellent,work
[6] work,cbd_icp
[6] cbd_icp,cbd
[6] cbd,non
[6] non,profit
[6] profit,organization
[6] organization,founded
[6] founded,ic
[6] ic,community

Top Word Pairs in Tweet in G8:
[2] community,forum
[2] forum,configuring
[2] configuring,#virtuosordbms
[2] #virtuosordbms,replication
[2] replication,functionality
[2] functionality,#dbms

Top Word Pairs in Tweet in G9:
[8] saw,another
[8] another,panicked
[8] panicked,reference
[8] reference,rising
[8] rising,crime
[8] crime,graphs
[8] graphs,violent
[8] violent,crime
[8] crime,rate
[8] rate,fbi

Top Word Pairs in Tweet in G10:
[7] lto,indexer
[7] indexer,service
[7] service,take
[7] take,subset
[7] subset,data
[7] data,association
[7] association,transactions
[7] transactions,build
[7] build,graph
[6] arnolddaniels,lto

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ahrefs
@bigdataconf
@rbranson
@a4w_m6h
@relationlabs
@neo4j
@tigergraphdb
@oracledatabase
@cbd_icp
@minndb

Top Mentioned in G2:
@ahrefs

Top Mentioned in G3:
@rbranson
@a4w_m6h
@jrhunt
@tibbetts

Top Mentioned in G4:
@neo4j
@oracledatabase
@aliciaframe1
@manufacturingdg
@bigdataconf
@techtargetnews
@googlecloud
@enterprise_talk

Top Mentioned in G5:
@tigergraphdb
@dbtrends
@kgconference
@graphable
@venturebeat
@glawton
@oracle
@souritw
@katanagraph
@timoklimmer

Top Mentioned in G6:
@bigdataconf
@zaqstech
@javawales

Top Mentioned in G7:
@relationlabs
@cbd_icp
@icpleague_com

Top Mentioned in G8:
@diceresearch
@akswgroup
@aidhog
@ngongaaxel
@w3c
@code
@github
@openlink

Top Mentioned in G9:
@minndb

Top Mentioned in G10:
@arnolddaniels

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@ml_tweet_bot
@opensource_orgs
@education_24x7
@evanderburg
@serverlessfan
@ricardo_ik_ahau
@suriyasubraman
@pitrko
@xeronbot

Top Tweeters in G1:
@evanderburg
@suriyasubraman
@anith
@istuffsendeschl
@pwruuy6qxvjstgw
@betio_lm4
@kabukawa
@savranweb
@datapronetwork
@neurons_ai

Top Tweeters in G2:
@bruceclayinc
@wrahmada
@nabiltaki92
@timsoulo
@ahrefs
@patrickstox
@toptimisedgtl
@ukseoguy
@thehammadhus
@sunilkuttiyil

Top Tweeters in G3:
@killerswan
@rotnroll666
@rbranson
@jrhunt
@edzob
@jensrantil
@nadeeraonline
@benn_gm
@greg_thompson
@tibbetts

Top Tweeters in G4:
@pitrko
@austin_castel
@neo4j
@devops_bot
@danielcfng
@chaiths_r
@techtargetnews
@silelf
@gtrauvit
@oracledatabase

Top Tweeters in G5:
@venturebeat
@microsoft
@oracle
@daveuk4
@dbtrends
@tigergraphdb
@gmdesh
@stefanomarmonti
@kgconference
@toddblaschka

Top Tweeters in G6:
@serverlessfan
@xeronbot
@jayeshmthakur
@py_data_sci
@shybot7
@zaqstech
@textsla
@bot_tensorflow
@_jakashi
@bigdataconf

Top Tweeters in G7:
@xzhybbs
@vingtheory
@kylelangham
@formanite143
@cryptofuryvn
@iconcmru
@irfankh67921104
@icpleague_com
@pornonft
@relationlabs

Top Tweeters in G8:
@kidehen
@w3c
@openlink
@github
@code
@akswgroup
@ngongaaxel
@saleem_muhamad
@diceresearch
@aidhog

Top Tweeters in G9:
@4cm4k1
@jasoncomix
@bullprog
@andrewtroth
@anjyrulz
@minndb
@ohnolife_
@meatfarley

Top Tweeters in G10:
@cryptoone77
@donkees
@afan4itall
@g_korland
@arnolddaniels
@greve_ruben
@ademayo_1


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