graph database, Twitter, 12/22/2020 2:21:15 PM, 243904


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graph database_2020-12-22_06-16-57.xlsx
graph database_2020-12-22_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 22, 2020
Short Description:
graph database via NodeXL https://bit.ly/3ayA9Lu
@neo4j
@trendsinai
@awscloud
@theyotg
@thinkx
@codegnuts
@gp_pulipaka
@nebulagraph
@pier_paolo_28
@salhaj

Top hashtags:
#datascience
#graphdatabase
#nebulagraph
#analytics
#bigdata
#database
#neo4j
#machinelearning
#ai

Description:
Description
The graph represents a network of 464 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, 22 December 2020 at 14:17 UTC.

The requested start date was Tuesday, 22 December 2020 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, 19-minute period from Tuesday, 08 December 2020 at 02:08 UTC to Tuesday, 22 December 2020 at 00:27 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 : 464
Unique Edges : 357
Edges With Duplicates : 586
Total Edges : 943
Number of Edge Types : 5
Retweet : 236
MentionsInRetweet : 346
Tweet : 139
Replies to : 51
Mentions : 171
Self-Loops : 140
Reciprocated Vertex Pair Ratio : 0.0296610169491525
Reciprocated Edge Ratio : 0.0576131687242798
Connected Components : 115
Single-Vertex Connected Components : 62
Maximum Vertices in a Connected Component : 170
Maximum Edges in a Connected Component : 547
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.377225
Graph Density : 0.00226223281447829
Modularity : 0.513477
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 464 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, 22 December 2020 at 14:17 UTC.

The requested start date was Tuesday, 22 December 2020 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, 19-minute period from Tuesday, 08 December 2020 at 02:08 UTC to Tuesday, 22 December 2020 at 00:27 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:
[13] http://github.com/graphikDB/graphik
[12] https://github.com/graphikDB/graphik
[8] http://symmetricaldatasecurity.blogspot.com/2020/12/graphik-identity-aware-document-and.html
[8] https://news.ycombinator.com/item?id=25383738
[7] https://figshare.com/collections/Throughput_Database_Snapshots/5075912
[6] https://www.youtube.com/watch?v=eQQ4r2PK-kM

[6] https://www.prweb.com/releases/nebula_graph_database_secures_10_million_vc_funding_in_new_round/prweb17604322.htm
[5] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[5] https://neo4j.com/blog/graphcast-the-emil-update/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-the-emil-update-httpgagglbjonmd-2809826
[5] Graph

Top URLs in Tweet in G1:
[10] https://github.com/graphikDB/graphik
[8] https://news.ycombinator.com/item?id=25383738
[3] https://aws.amazon.com/blogs/database/building-a-knowledge-graph-with-topic-networks-in-amazon-neptune/
[1] https://calbizjournal.com/ultipa-power
[1] http://www.gandappsug.com
[1] https://github.com/control-f5/NeoEloquent
[1] https://twitter.com/sqL_handLe/status/1337131215455924227
[1] https://www.reddit.com/r/golang/comments/kar1su/graphikdb_an_identityaware_permissioned/
[1] https://twitter.com/NebulaGraph/status/1336830546253582338
[1] https://docs.microsoft.com/es-es/sql/relational-databases/graphs/sql-graph-overview?view=sql-server-ver15

Top URLs in Tweet in G2:
[5] https://neo4j.com/blog/graphcast-the-emil-update/?ref=social-blog
[5] https://neo4j.com/blog/graphcast-the-emil-update/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=graphcast-the-emil-update-httpgagglbjonmd-2809826
[3] https://www.meetup.com/SWFL-Data-Meetup/events/274699706/
[1] https://twitter.com/neo4j/status/1339921964362846208
[1] https://neo4j.com/whitepapers/graph-database-operational-flexibility-visual-overview/?ref=social-camp
[1] https://neo4j.com/graphacademy/online-training/neo4j-administration/?ref=social-camp
[1] https://neo4j.com/whitepapers/TDWI-7-steps-analytics-graph-databases/?ref=social-camp
[1] https://neo4j.com/case-studies/kerberos/?ref=social-camp
[1] https://www.oreilly.com/library/view/spring-boot-up/9781492076971/
[1] https://figshare.com/collections/Throughput_Database_Snapshots/5075912

Top URLs in Tweet in G3:
[6] https://www.youtube.com/watch?v=eQQ4r2PK-kM

[5] https://www.prweb.com/releases/nebula_graph_database_secures_10_million_vc_funding_in_new_round/prweb17604322.htm
[5] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[4] https://discuss.nebula-graph.io/t/benchmarking-the-mainstream-open-source-distributed-graph-databases-at-meituan-nebula-graph-vs-dgraph-vs-hugegraph/715
[4] https://nebula-graph.io/posts/debug-nebula-graph-processes-docker/
[4] https://hopin.com/events/ocs2020digital
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243034
[2] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[2] https://www2.slideshare.net/NebulaGraph/introduction-to-nebula-graph-an-opensource-distributed-graph-database
[2] https://nebula-graph.io/posts/nebula-graph-architecture-overview/

Top URLs in Tweet in G5:
[2] https://aws.amazon.com/blogs/database/announcing-amazon-neptune-ml-easy-fast-and-accurate-predictions-on-graphs/
[1] https://aws.amazon.com/blogs/database/cox-automotive-scales-digital-personalization-using-an-identity-graph-powered-by-amazon-neptune/
[1] https://info.clearscale.com/l/877832/2020-12-15/28n3y/12344
[1] https://aws.amazon.com/pt/blogs/database/building-a-knowledge-graph-with-topic-networks-in-amazon-neptune/
[1] https://aws.amazon.com/blogs/database/building-a-knowledge-graph-with-topic-networks-in-amazon-neptune/

Top URLs in Tweet in G6:
[1] https://engineering.linkedin.com/blog/2020/liquid-the-soul-of-a-new-graph-database-part-1
[1] https://postgresconf.org/conferences/Beijing/program/proposals/hugegraph-graph-database-technology-and-postgresql-as-its-storage

Top URLs in Tweet in G7:
[1] https://github.com/juxt/crux

Top URLs in Tweet in G8:
[13] http://github.com/graphikDB/graphik
[1] https://github.com/graphikDB/graphik

Top URLs in Tweet in G9:
[7] http://symmetricaldatasecurity.blogspot.com/2020/12/graphik-identity-aware-document-and.html
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fdecoding-the-covid-19-tweets-using-nlp-and-graph-database-35e1b406f439%3Fsource%3Drss----7f60cf5620c9---4

Top URLs in Tweet in G10:
[1] https://twitter.com/MappingScotsRef/status/1337396914061537280

Top Domains
Top Domains in Tweet in Entire Graph:
[37] github.com
[16] neo4j.com
[13] nebula-graph.io
[12] amazon.com
[12] twitter.com
[9] ycombinator.com
[8] cambridgesemantics.com
[8] blogspot.com
[8] nodexlgraphgallery.org
[7] figshare.com

Top Domains in Tweet in G1:
[14] github.com
[9] ycombinator.com
[4] twitter.com
[4] amazon.com
[2] towardsdatascience.com
[2] arangodb.com
[2] linkedin.com
[1] calbizjournal.com
[1] gandappsug.com
[1] reddit.com

Top Domains in Tweet in G2:
[16] neo4j.com
[3] meetup.com
[2] cambridge-intelligence.com
[1] twitter.com
[1] oreilly.com
[1] figshare.com
[1] aretove.com
[1] github.com
[1] linkedin.com

Top Domains in Tweet in G3:
[12] nebula-graph.io
[8] nodexlgraphgallery.org
[6] youtube.com
[6] github.com
[5] prweb.com
[4] hopin.com
[3] tigergraph.com
[2] slideshare.net
[2] itworldcanada.com
[2] graphstory.com

Top Domains in Tweet in G5:
[5] amazon.com
[1] clearscale.com

Top Domains in Tweet in G6:
[1] linkedin.com
[1] postgresconf.org

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

Top Domains in Tweet in G8:
[14] github.com

Top Domains in Tweet in G9:
[7] blogspot.com
[1] medium.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[47] datascience
[43] graphdatabase
[42] nebulagraph
[40] analytics
[33] bigdata
[29] database
[27] neo4j
[26] machinelearning
[20] ai
[19] crux



Top Hashtags in Tweet in G1:
[5] graph
[4] database
[3] sqlserver
[2] datascience
[1] cryptocurrency
[1] bigdata2020
[1] network
[1] workshop
[1] reddit
[1] golang

Top Hashtags in Tweet in G2:
[19] neo4j
[10] graphcast
[8] graphtechnology
[8] graphdatascience
[6] graphdatabases
[3] graphvisualization
[3] cybersecurity
[3] infosec
[3] datascience
[2] cloud

Top Hashtags in Tweet in G3:
[41] nebulagraph
[36] graphdatabase
[19] software
[17] opencore
[17] database
[13] opensource
[9] analytics
[8] bigdata
[5] solution
[5] product

Top Hashtags in Tweet in G5:
[7] amazonneptune
[5] reinvent
[3] datascience
[2] graphdb
[2] machinelearning
[1] knowledgegraphs
[1] neptune

Top Hashtags in Tweet in G7:
[18] crux
[18] bigdata
[18] analytics
[18] datascience
[18] ai
[18] machinelearning
[18] iot
[18] iiot
[18] python
[1] rstats

Top Hashtags in Tweet in G8:
[13] golang

Top Hashtags in Tweet in G9:
[14] datascience
[11] analytics
[4] machinelearning
[4] bigdata
[1] artificialintelligence
[1] robotics

Top Hashtags in Tweet in G10:
[1] glamwiki

Top Words
Top Words in Tweet in Entire Graph:
[485] graph
[369] database
[82] data
[63] nebula
[58] neo4j
[53] document
[50] using
[50] identity
[49] aware
[48] nebulagraph

Top Words in Tweet in G1:
[73] graph
[66] database
[21] document
[21] graphik
[20] identity
[20] aware
[10] data
[10] knowledge
[6] support
[6] graphql

Top Words in Tweet in G2:
[36] graph
[35] neo4j
[33] database
[19] #neo4j
[14] technology
[12] using
[12] thanks
[11] book
[10] check
[10] #graphcast

Top Words in Tweet in G3:
[124] graph
[89] database
[58] nebula
[47] nebulagraph
[41] #nebulagraph
[36] #graphdatabase
[31] excellent
[22] jude
[22] introduce
[19] #software

Top Words in Tweet in G4:
[22] graph
[20] graphprotocol
[20] grt
[19] down
[18] heuristics
[18] understand
[18] important
[18] rising
[18] goes
[18] ethereum

Top Words in Tweet in G5:
[32] neptune
[30] graph
[18] awscloud
[16] amazon
[16] ml
[16] neural
[15] today
[12] announced
[12] providing
[12] network

Top Words in Tweet in G6:
[2] more
[2] using
[2] terminusdb
[2] graph
[2] database

Top Words in Tweet in G7:
[18] #crux
[18] graph
[18] query
[18] database
[18] time
[18] machine
[18] #bigdata
[18] #analytics
[18] #datascience
[18] #ai

Top Words in Tweet in G8:
[18] identity
[18] aware
[18] document
[18] graph
[18] database
[18] written
[18] go
[18] support
[18] grpc
[18] graphql

Top Words in Tweet in G9:
[17] graph
[17] database
[14] #datascience
[11] #analytics
[10] decoding
[10] covid
[10] 19
[10] tweets
[10] using
[10] nlp

Top Words in Tweet in G10:
[17] data
[16] building
[16] maintaining
[16] graph
[16] database
[16] technical
[16] interfaces
[16] beyond
[16] 99
[16] glams

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[272] graph,database
[62] nebula,graph
[49] identity,aware
[49] document,graph
[48] aware,document
[31] graphik,identity
[26] support,grpc
[26] grpc,graphql
[24] #analytics,#datascience
[23] database,written

Top Word Pairs in Tweet in G1:
[44] graph,database
[20] identity,aware
[20] document,graph
[19] aware,document
[15] graphik,identity
[8] knowledge,graph
[5] nebula,graph
[5] support,grpc
[5] grpc,graphql
[4] graphikdb,graphik

Top Word Pairs in Tweet in G2:
[29] graph,database
[13] database,technology
[10] #graphcast,featuring
[10] featuring,chat
[10] ceo,founder
[10] founder,emil
[10] emil,eifrem
[10] eifrem,future
[10] future,holds
[10] holds,graph

Top Word Pairs in Tweet in G3:
[67] graph,database
[57] nebula,graph
[22] jude,introduce
[22] introduce,graph
[19] #software,#graphdatabase
[18] excellent,pm
[18] pm,jude
[18] database,nebula
[18] graph,details
[14] nebulagraph,excellent

Top Word Pairs in Tweet in G4:
[18] heuristics,understand
[18] understand,important
[18] important,graphprotocol
[18] graphprotocol,grt
[18] grt,rising
[18] rising,graph
[18] graph,goes
[18] goes,down
[18] down,ethereum
[18] ethereum,apps

Top Word Pairs in Tweet in G5:
[16] amazon,neptune
[16] neptune,ml
[16] graph,neural
[12] today,awscloud
[12] awscloud,announced
[12] announced,amazon
[12] ml,providing
[12] providing,graph
[12] neural,network
[12] network,integration

Top Word Pairs in Tweet in G6:
[2] graph,database

Top Word Pairs in Tweet in G7:
[18] #crux,graph
[18] graph,query
[18] query,database
[18] database,time
[18] time,machine
[18] machine,#bigdata
[18] #bigdata,#analytics
[18] #analytics,#datascience
[18] #datascience,#ai
[18] #ai,#machinelearning

Top Word Pairs in Tweet in G8:
[18] identity,aware
[18] aware,document
[18] document,graph
[18] graph,database
[18] database,written
[18] written,go
[18] go,support
[18] support,grpc
[18] grpc,graphql
[13] graphql,#golang

Top Word Pairs in Tweet in G9:
[17] graph,database
[10] decoding,covid
[10] covid,19
[10] 19,tweets
[10] tweets,using
[10] using,nlp
[10] nlp,graph
[10] database,shyam
[10] shyam,pratap
[10] pratap,singh

Top Word Pairs in Tweet in G10:
[16] building,maintaining
[16] maintaining,graph
[16] graph,database
[16] database,technical
[16] technical,interfaces
[16] interfaces,beyond
[16] beyond,99
[16] 99,glams
[16] glams,open
[16] open,data

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nebulagraph
@neo4j
@graphprotocol
@awscloud
@gp_pulipaka
@alexmasmej
@davidhaskiya
@pier_paolo_28
@golangch
@bechbd

Top Mentioned in G1:

Top Mentioned in G2:
@neo4j
@mkheck
@enzozaw
@lyonwj
@doctor_cerulean
@banruh
@aretove
@cambridgeintel
@pier_paolo_28
@sjgoring

Top Mentioned in G3:
@nebulagraph
@tigergraphdb
@salhaj
@neo4j
@loic__lefevre
@codegnuts
@oxvision
@mwherman
@mwherman2000
@trendsinai

Top Mentioned in G4:
@graphprotocol
@alexmasmej
@nansen_ai
@duneanalytics

Top Mentioned in G5:
@awscloud
@bechbd
@pier_paolo_28
@deeperinsightz
@b2ebs
@apachetinkerpop
@edpiairo
@clearscale

Top Mentioned in G6:
@uniinnsbruck
@linkedineng
@mlinksva
@stardoghq
@lukefeeney
@snowflakedb
@connected_data
@theyotg
@kgconference
@kgswc

Top Mentioned in G7:
@gp_pulipaka

Top Mentioned in G8:
@golangch
@peterzaitsev

Top Mentioned in G9:
@pier_paolo_28
@richardeudes
@analyticsfr

Top Mentioned in G10:
@davidhaskiya

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@cybersec_feeds
@xaelbot
@bootleggirl
@codedailybot
@codegnuts
@llnuxbot
@bexxmodd
@ssxman2
@thedeveloperbot

Top Tweeters in G1:
@hntweets
@newsycbot
@call_user_func
@suriyasubraman
@sql_handle
@realgophersship
@hn_frontpage
@winsontang
@yoshikaw
@its502geekguy

Top Tweeters in G2:
@codedailybot
@tiagoooliveira
@rotnroll666
@cloud_cio_
@neo4j
@api_learnn
@mkheck
@mpredli
@banruh
@corneil

Top Tweeters in G3:
@chidambara09
@codegnuts
@epuujee
@trendsinai
@salhaj
@funkatron
@coder_487
@devvibesbot
@discovertech3
@vivianfrancos

Top Tweeters in G4:
@mikeabundo
@tcrpartybot
@bittybitbit86
@alexmasmej
@elonmusk
@dahifi
@livethelifetv
@graphprotocol
@tennesseestack1
@zfogg

Top Tweeters in G5:
@hubofml
@mrtallerjerry
@awscloud
@mytymyky
@edpiairo
@harsh9t
@hanochrizz
@triggan
@spmallette
@deeperinsightz

Top Tweeters in G6:
@danbri
@martin_casado
@thinkx
@snowflakedb
@mlinksva
@michelleufford
@connected_data
@uniinnsbruck
@linkedineng
@openknowledgebe

Top Tweeters in G7:
@xaelbot
@llnuxbot
@thedeveloperbot
@serverlessfan
@women_who_code
@iot_technojeder
@30xcodes
@hernangraffe
@shybot7
@gp_pulipaka

Top Tweeters in G8:
@cool_golang
@underline_api
@gowthamsadasiva
@kwesi_dadson
@jitcompile
@peterzaitsev
@imsachinraut
@hash_tree
@stephensorriaux
@ar2rdz

Top Tweeters in G9:
@bexxmodd
@ssxman2
@greentechdon
@nvsdata
@thomashilbig2
@jadp
@analyticsfrance
@analyticsfr
@bantamcitygames
@richardeudes

Top Tweeters in G10:
@e_j_hayes
@mia_out
@psoemers
@xabuci
@damienpetermann
@davidhaskiya
@mentionthewar
@pablete851
@larissa_borck
@kristykokegei


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