graph database, Twitter, 1/26/2021 8:30:39 PM, 246582


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graph database_2021-01-26_06-16-57.xlsx
graph database_2021-01-26_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 26, 2021
Short Description:
graph database via NodeXL https://bit.ly/39kJ5mN
@neo4j
@gp_pulipaka
@salhaj
@janusgraph
@sheraj99
@danielcfng
@ipythonistabot
@mongodb
@doxyaxone
@chidambara09

Top hashtags:
#neo4j
#datascience
#machinelearning
#bigdata
#ai
#analytics
#iot
#iiot
#graphdatabase

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, 26 January 2021 at 14:17 UTC.

The requested start date was Tuesday, 26 January 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 11-day, 2-hour, 59-minute period from Tuesday, 12 January 2021 at 02:01 UTC to Saturday, 23 January 2021 at 05:00 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 : 346
Edges With Duplicates : 727
Total Edges : 1073
Number of Edge Types : 5
Mentions : 143
MentionsInRetweet : 437
Retweet : 300
Tweet : 143
Replies to : 50
Self-Loops : 145
Reciprocated Vertex Pair Ratio : 0.0226415094339623
Reciprocated Edge Ratio : 0.044280442804428
Connected Components : 118
Single-Vertex Connected Components : 54
Maximum Vertices in a Connected Component : 179
Maximum Edges in a Connected Component : 673
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.737551
Graph Density : 0.00252290161614657
Modularity : 0.47737
NodeXL Version : 1.0.1.443
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, 26 January 2021 at 14:17 UTC.

The requested start date was Tuesday, 26 January 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 11-day, 2-hour, 59-minute period from Tuesday, 12 January 2021 at 02:01 UTC to Saturday, 23 January 2021 at 05:00 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:
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243904
[8] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[8] https://github.com/arturo-lang/grafito
[8] https://ifttt.com/
[7] https://news.ycombinator.com/item?id=25758960
[6] https://t.co/3XMbXfUlpw
[6] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[6] https://www.topionetworks.com/events/5fdd31f3843bac45892bbe0d?utm_source=Twitter&utm_medium=Social
[6] Media&utm_campaign=Data
[6] Platforms

Top URLs in Tweet in G1:
[3] https://gist.github.com/EmmanuelOga/1d52adb79bdb6092fb698ed5b31fa377
[2] https://t.co/3XMbXfUlpw
[2] https://hackernoon.com/the-future-of-data-a-decentralized-graph-database-bbb668715bd1
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fhackernoon.com%2Fthe-future-of-data-a-decentralized-graph-database-bbb668715bd1
[1] https://www.reddit.com/kwjroa
[1] https://www.reddit.com/kwjeto
[1] https://enterprisetalk.com/news/oracle-extends-database-leadership-with-oracle-database-21c/
[1] https://github.com/arturo-lang/grafito
[1] https://news.ycombinator.com/item?id=25758960

Top URLs in Tweet in G2:
[8] https://ifttt.com/
[6] https://news.ycombinator.com/item?id=25758960
[5] https://github.com/arturo-lang/grafito
[4] https://aws.amazon.com/blogs/database/building-a-knowledge-graph-in-amazon-neptune-using-amazon-comprehend-events/
[3] https://frankienash54.wordpress.com/2021/01/13/show-hn-grafito-portable-serverless-and-light-sqlite-based-graph-database-https-ift-tt-39scburthe-right-people-https-ift-tt-2k8p8kr/
[3] https://pkg.go.dev/mod/github.com/cloudquery/cloudquery
[2] https://link.medium.com/yI3UIYkfZcb
[2] http://tolexty.blogspot.com/2021/01/show-hn-grafito-portable-serverless-and.html
[2] https://aws.amazon.com/blogs/database/enabling-low-code-graph-data-apps-with-amazon-neptune-and-graphistry/
[2] https://neo4j.com/blog/enterprise-fraud-detection/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=top-10-graph-database-use-cases-fraud-detection-httpgaggl3-2846970

Top URLs in Tweet in G3:
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243904
[8] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[6] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[4] https://t.co/3XMbXfUlpw
[4] https://github.com/dpapathanasiou/simple-graph
[4] https://www.youtube.com/watch?v=eQQ4r2PK-kM

[4] https://discuss.nebula-graph.io/t/everything-you-need-to-know-about-importing-data-from-csv-files-to-nebula-graph/364
[3] https://mailchi.mp/pythonweekly/python-weekly-issue-481
[3] https://www.nextplatform.com/2021/01/19/third-time-is-the-charm-for-nebula-graph-database/
[3] https://dzone.com/articles/debug-the-nebula-graph-processes-inside-the-docker

Top URLs in Tweet in G4:
[5] http://www.odbms.org/2021/01/on-graph-databases-qa-with-jim-webber/
[3] https://neo4j.com/blog/mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom/?ref=social-blog
[3] https://neo4j.com/blog/enterprise-fraud-detection/?ref=social-blog
[2] https://neo4j.com/whitepapers/top-ten-use-cases-graph-database-technology/?ref=social-camp
[1] https://medium.com/neo4j/wheres-my-neo4j-cypher-query-results-%EF%B8%8F-%EF%B8%8F-9c3b150e6e19
[1] https://neo4j.com/whitepapers/graph-database-operational-flexibility-visual-overview/?ref=social-camp
[1] https://cloudacademy.com/lab/introduction-graph-database-neo4j/
[1] https://cloudacademy.com/lab/starting-highly-available-graph-database-amazon-neptune/
[1] https://cloudacademy.com/lab/query-graph-database-neo4j/
[1] https://twitter.com/Steve_Yang331/status/1350368601220386816

Top URLs in Tweet in G5:
[1] http://r.socialstudio.radian6.com/457df163-e031-4bef-b936-b5e2513306e4
[1] http://r.socialstudio.radian6.com/effeb813-ec86-41bf-ba51-8e44d1e1cf4a
[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 G6:
[1] https://www.linkedin.com/slink?code=g7btQJ2
[1] https://www.tigergraph.com/blog/analytical-transaction-processing-atp-real-time-graph-decision-making-made-easy/?utm_content=151900184&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=151336311&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G7:
[2] https://aws.amazon.com/blogs/database/enabling-low-code-graph-data-apps-with-amazon-neptune-and-graphistry/
[1] https://jameskle.com/writes/dave-bechberger
[1] https://datacast.simplecast.com/episodes/dave-bechberger
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DyOYodfN84N4&q=EgS4SO-bGKvUmYAGIhkA8aeDS48WpuNSySkeW6i7eh2wdKA3df_eMgFy
[1] https://www.manning.com/books/graph-databases-in-action?utm_source=affiliate&utm_medium=affiliate&a_aid=khanhnamle1994&a_bid=8a5a0ed5

Top URLs in Tweet in G9:
[1] https://www.socialstyrelsen.se/statistik-och-data/statistik/statistik-om-covid-19/sammanfattande-statistik-over-tid/

Top Domains
Top Domains in Tweet in Entire Graph:
[28] github.com
[17] amazon.com
[15] nebula-graph.io
[14] neo4j.com
[13] twitter.com
[13] blogspot.com
[12] linkedin.com
[11] nodexlgraphgallery.org
[9] youtube.com
[8] ifttt.com

Top Domains in Tweet in G1:
[4] github.com
[2] t.co
[2] hackernoon.com
[2] reddit.com
[1] medium.com
[1] enterprisetalk.com
[1] ycombinator.com

Top Domains in Tweet in G2:
[14] amazon.com
[8] ifttt.com
[7] github.com
[6] ycombinator.com
[6] blogspot.com
[5] twitter.com
[5] wordpress.com
[5] cambridgesemantics.com
[4] neo4j.com
[3] go.dev

Top Domains in Tweet in G3:
[15] nebula-graph.io
[13] github.com
[11] nodexlgraphgallery.org
[4] t.co
[4] youtube.com
[3] mailchi.mp
[3] nextplatform.com
[3] dzone.com
[1] categoricaldata.net

Top Domains in Tweet in G4:
[9] neo4j.com
[5] odbms.org
[3] cloudacademy.com
[3] twitter.com
[1] medium.com
[1] cytoscape.org

Top Domains in Tweet in G5:
[2] radian6.com
[1] scylladb.com

Top Domains in Tweet in G6:
[2] tigergraph.com
[1] linkedin.com

Top Domains in Tweet in G7:
[2] amazon.com
[1] jameskle.com
[1] simplecast.com
[1] google.com
[1] manning.com

Top Domains in Tweet in G9:
[1] socialstyrelsen.se

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[151] neo4j
[149] datascience
[149] machinelearning
[148] bigdata
[146] ai
[145] analytics
[143] iot
[143] iiot
[38] graphdatabase
[36] database



Top Hashtags in Tweet in G1:
[125] bigdata
[125] analytics
[125] neo4j
[125] datascience
[125] ai
[125] machinelearning
[125] iot
[125] iiot
[6] javascript
[5] python

Top Hashtags in Tweet in G2:
[5] amazon
[4] neptune
[4] graphistry
[3] database
[2] oracle
[2] awsdata
[1] startupjobs
[1] prace
[1] job
[1] 4dollarwebsite

Top Hashtags in Tweet in G3:
[31] nebulagraph
[24] datascience
[23] machinelearning
[23] graphdatabase
[21] database
[19] bigdata
[19] analytics
[19] neo4j
[19] ai
[18] iot

Top Hashtags in Tweet in G4:
[9] graphdatabase
[4] neo4j
[4] frauddetection
[4] graphdatabases
[3] internetofthings
[3] fraudprevention
[3] database
[3] databases
[2] cypher
[2] graphs

Top Hashtags in Tweet in G5:
[8] scyllasummit
[2] janusgraph
[2] ai
[2] ml
[2] dl
[1] nosql
[1] cybersecurity

Top Hashtags in Tweet in G6:
[3] bigdata
[2] graphdb
[2] graphdatabase
[1] graphdataplatforms
[1] database
[1] technology
[1] atp
[1] graphanalytics
[1] entityresolution
[1] analytics

Top Hashtags in Tweet in G7:
[6] streamlit
[6] graphappki
[2] datacast
[1] amazonneptune

Top Hashtags in Tweet in G10:
[1] stopthedebttrap

Top Words
Top Words in Tweet in Entire Graph:
[405] graph
[281] database
[222] data
[152] future
[151] #neo4j
[149] #datascience
[149] #machinelearning
[148] #bigdata
[146] #ai
[145] #analytics

Top Words in Tweet in G1:
[128] data
[125] future
[125] control
[125] ownership
[125] #bigdata
[125] #analytics
[125] #neo4j
[125] #datascience
[125] #ai
[125] #machinelearning

Top Words in Tweet in G2:
[72] graph
[57] database
[16] based
[15] data
[14] sqlite
[13] grafito
[13] portable
[13] serverless
[12] show
[12] light

Top Words in Tweet in G3:
[89] graph
[57] nebula
[32] database
[31] #nebulagraph
[29] nebulagraph
[24] #datascience
[23] #machinelearning
[23] #graphdatabase
[22] data
[21] #database

Top Words in Tweet in G4:
[47] graph
[35] database
[18] neo4j
[10] iot
[9] natural
[9] #graphdatabase
[8] data
[8] lab
[8] way
[7] think

Top Words in Tweet in G5:
[28] janusgraph
[18] lfaidatafdn
[18] graph
[10] joins
[10] incubation
[10] project
[10] distributed
[10] open
[10] source
[10] globally

Top Words in Tweet in G6:
[5] graph
[5] database
[4] learn
[3] tigergraphdb
[3] #bigdata
[2] mongodb
[2] native
[2] parallel
[2] npg
[2] best

Top Words in Tweet in G7:
[29] graph
[15] graphistry
[12] database
[10] app
[8] data
[8] build
[7] bechbd
[6] wanted
[6] #streamlit
[6] dashboard

Top Words in Tweet in G8:
[8] graph
[6] database
[4] roamresearch
[2] obsdmd
[2] roam
[2] level
[2] based
[2] never
[2] seems
[2] really

Top Words in Tweet in G9:
[2] date

Top Words in Tweet in G10:
[11] payday
[11] lending
[5] predatory
[5] racial
[5] justice
[5] issue
[5] graph
[5] plainly
[5] depicts
[5] disproportionately

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[180] graph,database
[144] #bigdata,#analytics
[143] future,data
[143] data,control
[143] control,ownership
[143] ownership,#bigdata
[143] #analytics,#neo4j
[143] #neo4j,#datascience
[143] #datascience,#ai
[143] #ai,#machinelearning

Top Word Pairs in Tweet in G1:
[125] future,data
[125] data,control
[125] control,ownership
[125] ownership,#bigdata
[125] #bigdata,#analytics
[125] #analytics,#neo4j
[125] #neo4j,#datascience
[125] #datascience,#ai
[125] #ai,#machinelearning
[125] #machinelearning,#iot

Top Word Pairs in Tweet in G2:
[44] graph,database
[15] based,graph
[13] grafito,portable
[13] portable,serverless
[13] sqlite,based
[12] serverless,light
[12] light,sqlite
[11] show,hn
[11] hn,grafito
[7] right,people

Top Word Pairs in Tweet in G3:
[48] nebula,graph
[21] graph,database
[18] future,data
[18] data,control
[18] control,ownership
[18] ownership,#bigdata
[18] #bigdata,#analytics
[18] #analytics,#neo4j
[18] #neo4j,#datascience
[18] #datascience,#ai

Top Word Pairs in Tweet in G4:
[30] graph,database
[7] use,cases
[5] think,iot
[5] iot,hierarchical
[5] hierarchical,structure
[5] structure,iot
[5] iot,works
[5] works,natural
[5] natural,mapping
[5] mapping,graph

Top Word Pairs in Tweet in G5:
[10] janusgraph,joins
[10] joins,lfaidatafdn
[10] lfaidatafdn,incubation
[10] incubation,project
[10] project,janusgraph
[10] janusgraph,distributed
[10] distributed,open
[10] open,source
[10] source,globally
[10] globally,scalable

Top Word Pairs in Tweet in G6:
[2] learn,native
[2] native,parallel
[2] parallel,graph
[2] graph,npg
[2] npg,database
[2] database,best
[2] best,way
[2] way,enable
[2] enable,analytical
[2] analytical,transaction

Top Word Pairs in Tweet in G7:
[10] graph,app
[9] graph,database
[6] wanted,build
[6] build,#streamlit
[6] #streamlit,dashboard
[6] dashboard,graph
[6] database,graphistry
[6] graphistry,recently
[6] recently,released
[6] released,#graphappki

Top Word Pairs in Tweet in G8:
[3] graph,database
[2] level,based
[2] based,graph

Top Word Pairs in Tweet in G10:
[11] payday,lending
[5] predatory,payday
[5] lending,racial
[5] racial,justice
[5] justice,issue
[5] issue,graph
[5] graph,plainly
[5] plainly,depicts
[5] depicts,payday
[5] lending,disproportionately

Top Replied-To
Top Replied-To in Entire Graph:
@steve_yang331
@roberthaisfield
@nick_craver
@janusgraph
@pamkeithfl
@brunowinck
@plexus
@evolvable
@raoulgmi
@scrawfordash

Top Replied-To in G4:
@steve_yang331
@roberthaisfield
@brunowinck
@agolajko
@univercurious

Top Replied-To in G5:
@janusgraph

Top Replied-To in G6:
@patrickmcfadin

Top Replied-To in G8:
@scrawfordash
@lbreichmann
@samlearns
@l_hey_l
@calhistorian

Top Replied-To in G9:
@jakie201616

Top Mentioned
Top Mentioned in Entire Graph:
@gp_pulipaka
@sheraj99
@doxyaxone
@nebulagraph
@neo4j
@janusgraph
@pythonweekly
@salhaj
@graphistry
@theyotg

Top Mentioned in G1:
@gp_pulipaka
@sheraj99
@doxyaxone
@pythonweekly
@enterprise_talk
@emmanueloga
@gonorthstack

Top Mentioned in G2:
@4dollarwebsite

Top Mentioned in G3:
@nebulagraph
@gp_pulipaka
@salhaj
@neo4j
@theyotg
@pythonweekly
@trendsinai
@awscloud
@thinkx
@codegnuts

Top Mentioned in G4:
@neo4j
@jimwebber
@stecasca
@odbmsorg
@dflavd
@cloudacademy
@nebulagraph

Top Mentioned in G5:
@janusgraph
@lfaidatafdn
@qomplxos
@experoinc
@scylladb
@linuxfoundation

Top Mentioned in G6:
@tigergraphdb
@mongodb
@mysingapore
@mymdec
@imdasg
@smartnationsg
@oracle
@neo4j
@channelnewsasia
@shirleman

Top Mentioned in G7:
@graphistry
@bechbd
@streamlit
@le_james94
@werner
@lmeyerov
@triggan
@apachetinkerpop

Top Mentioned in G8:
@roamresearch
@obsdmd
@rem_note

Top Mentioned in G9:
@jonstanich
@thereal_truther
@burglar_ot
@mighty_eyebrow
@iflashfx
@kidspoodle
@remindmetweets

Top Mentioned in G10:
@woodstockinst
@senatorjacqui
@senatorbelt
@heartlandpolicy
@illinoispirg
@cgfund

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codegnuts
@remindmetweets
@llnuxbot
@channelnewsasia
@thedeveloperbot
@calcaware

Top Tweeters in G1:
@sectest9
@xaelbot
@llnuxbot
@thedeveloperbot
@calcaware
@andrewmorrisuk
@uncjay1
@friday_js_bot
@hubofml
@serverlessfan

Top Tweeters in G2:
@realgophersship
@sambowne
@betterhn50
@inductivestep
@atsuizo
@hackernews100
@aalmiray
@angsumansserver
@jmirpub
@databasewatch

Top Tweeters in G3:
@chidambara09
@codegnuts
@ml_tweet_bot
@trendsinai
@fabriciosx
@salhaj
@_codenewbiebot
@discovertech3
@hernangraffe
@ipythonistabot

Top Tweeters in G4:
@iot_technojeder
@aamanlamba
@neo4j
@brunowinck
@cloudacademy
@scibot6
@odbmsorg
@codexeditor
@mesirii
@jimwebber

Top Tweeters in G5:
@cybersec_feeds
@linuxfoundation
@kingwulf
@godfrey_g_
@aespejo9
@lf_training
@dorlaor
@scylladb
@yvandasilva
@ibrahimatlinux

Top Tweeters in G6:
@channelnewsasia
@greentechdon
@shirleman
@danielcfng
@oracle
@mongodb
@mymdec
@patrickmcfadin
@j_
@julianhyde

Top Tweeters in G7:
@le_james94
@werner
@prasanna
@lmeyerov
@adilmouja
@triggan
@spmallette
@apachetinkerpop
@streamlit
@joshperryman

Top Tweeters in G8:
@calhistorian
@adolforismos
@roamresearch
@samlearns
@dr_kvj
@lbreichmann
@l_hey_l
@obsdmd
@rem_note
@scrawfordash

Top Tweeters in G9:
@remindmetweets
@thereal_truther
@davidsteadson
@mighty_eyebrow
@jonstanich
@burglar_ot
@jakie201616
@iflashfx
@kidspoodle

Top Tweeters in G10:
@iamharishipatel
@woodstockinst
@heartlandpolicy
@cgfund
@illinoispirg
@roruttenberg
@heartlandassets
@senatorbelt
@senatorjacqui


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