neo4j, Twitter, 4/5/2022 5:45:21 AM, 274335


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neo4j_2022-04-04_22-31-36.xlsx
neo4j_2022-04-04_22-31-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 05, 2022
Short Description:
neo4j via NodeXL https://bit.ly/37gicBY
@neo4j
@this0499154500
@0gtweet
@cyberwarship
@conservancy
@craigmullins
@_wald0
@rotnroll666
@mesirii
@_msw_

Top hashtags:
#neo4j
#graphdatabase
#panamapapers
#datascience
#bloodhound
#machinelearning
#cybersecurity
#ai

Description:
Description
The graph represents a network of 1,098 Twitter users whose tweets in the requested range contained "neo4j", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 April 2022 at 05:32 UTC.

The requested start date was Tuesday, 05 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, 21-hour, 48-minute period from Tuesday, 22 March 2022 at 01:38 UTC to Monday, 04 April 2022 at 23:27 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 : 1098
Unique Edges : 745
Edges With Duplicates : 2013
Total Edges : 2758
Number of Edge Types : 5
Retweet : 779
MentionsInRetweet : 1001
Tweet : 256
Replies to : 221
Mentions : 501
Self-Loops : 271
Reciprocated Vertex Pair Ratio : 0.0370644922164566
Reciprocated Edge Ratio : 0.0714796283059328
Connected Components : 126
Single-Vertex Connected Components : 78
Maximum Vertices in a Connected Component : 889
Maximum Edges in a Connected Component : 2499
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.136908
Graph Density : 0.00116147200595099
Modularity : 0.417265
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,098 Twitter users whose tweets in the requested range contained "neo4j", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 April 2022 at 05:32 UTC.

The requested start date was Tuesday, 05 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, 21-hour, 48-minute period from Tuesday, 22 March 2022 at 01:38 UTC to Monday, 04 April 2022 at 23:27 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 : neo4j
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] https://www.theregister.com/2022/04/02/court_neo4j_ruling/
[9] https://sfconservancy.org/blog/2022/mar/30/neo4j-v-purethink-open-source-affero-gpl/
[6] https://www.theregister.com/2022/04/02/court_neo4j_ruling/?utm_source=twitter&utm_medium=twitter&utm_campaign=auto&utm_content=article
[6] https://data.it-novum.com/termine/graph-datenbanken-ich-sehe-was-was-du-nicht-siehst/?utm_source=twitter&utm_medium=social
[4] https://twitter.com/neo4j/status/1314024715585871873
[4] https://github.com/neo4j/graph-data-science/issues/180
[4] https://www.found.dev/job/java-software-engineer-remote-R14H
[4] https://okt.to/Phf3ab
[4] https://okt.to/6GJluK
[3] https://www.15minutenews.com/article/213712276/court-erred-in-neo4j-source-license-ruling-says-software-freedom-conservancy/

Top URLs in Tweet in G1:
[6] https://data.it-novum.com/termine/graph-datenbanken-ich-sehe-was-was-du-nicht-siehst/?utm_source=twitter&utm_medium=social
[3] https://okt.to/Phf3ab
[2] https://neo4j.com/graphacademy/online-training/introduction-to-neo4j/?ref=social-camp
[2] https://okt.to/6GJluK
[2] https://neo4j.com/cloud/aura/
[2] https://startup.jobs/sr-manager-technical-product-marketing-remote-neo4j-3102270
[2] https://www.youtube.com/watch?v=ke7rKOI2yG4&feature=youtu.be

[2] https://shesyc.blogspot.com/2022/03/redit.html
[2] https://shesyc.blogspot.com/2022/03/blog-post_13.html
[2] https://shesyc.blogspot.com/2022/03/blog-post_15.html

Top URLs in Tweet in G2:
[3] https://github.com/liquibase/liquibase-neo4j/issues/174
[2] https://twitter.com/adamcowley/status/1506629896067588102
[2] https://okt.to/6GJluK
[2] https://github.com/michael-simons/neo4j-examples-and-tips/blob/3f66e0e3b42c05bf360b40639fab9312f8796446/examples/spring-data-async/src/test/java/org/neo4j/examples/neo4j_from_the_jvm_ecoysystem/springdataasync/SpringDataAsyncApplicationTests.java#L64-L74
[2] https://github.com/meistermeier/spring-graphql-neo4j
[2] https://dev.to/neo4j/how-to-build-a-neo4j-application-with-go-1e3o
[2] https://neo4j.com/developer/graph-data-science/graph-algorithms/
[2] https://discord.com/invite/neo4j
[1] https://www.meetup.com/Neo4j-Online-Meetup/events/284679765/
[1] https://github.com/neo4j-drivers/neo4j-whitespace-driver

Top URLs in Tweet in G3:
[5] https://www.theregister.com/2022/04/02/court_neo4j_ruling/
[2] https://twitter.com/neo4j/status/1314024715585871873
[2] https://neo4j.com/graph-algorithms-book/?src=bookthanks
[2] http://www.majalahict.com/neo4j-memperdalam-komitmen-untuk-indonesia-melalui-penunjukan-managing-director-dan-program-sertifikasi-ai-gratis/
[2] https://sfconservancy.org/blog/2022/mar/30/neo4j-v-purethink-open-source-affero-gpl/
[2] https://www.theregister.com/2022/04/02/court_neo4j_ruling/?utm_source=dlvr.it&utm_medium=twitter
[2] https://dev.to/nisajthani18/neo4j-basics-pg0
[2] https://www.tecnoempleo.com/fullstack-engineer-madrid/ux-ui-rest-api-microservices-nosql-mongodb-neo4j/rf-d9ff0e0b1795a2624fxd?utm_source=busq_contextual&utm_medium=twitter
[1] https://www.bigdataschool.ru/blog/degree-centrality-algorithm-in-graph-data-science-library-with-neo4j-and-cypher.html
[1] https://link.medium.com/3D0M1K3lBob

Top URLs in Tweet in G4:
[3] https://www.theregister.com/2022/04/02/court_neo4j_ruling/
[2] https://twitter.com/15MinuteNewsTec/status/1510129527938244610
[2] https://www.15minutenews.com/article/213712276/court-erred-in-neo4j-source-license-ruling-says-software-freedom-conservancy/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fknowledge-graph-completion-with-pykeen-and-neo4j-6bca734edf43
[1] https://neo4j.com/event/accelerating-ml-in-finserv-hands-on-lab-with-neo4j-quantiphi-google-cloud/
[1] https://mng.bz/drZg
[1] https://okt.to/tr49no
[1] https://datastorageasean.com/blogs/knowledge-graphs-providing-better-context-and-deeper-insights-ai-development
[1] https://okt.to/XqRvZP
[1] https://okt.to/l09vaV

Top URLs in Tweet in G6:
[4] https://github.com/neo4j/graph-data-science/issues/180
[4] https://www.found.dev/job/java-software-engineer-remote-R14H
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=271549
[1] https://twitter.com/_wald0/status/1480073210766901252
[1] https://twitter.com/neo4j/status/1510932489476485122
[1] https://github.com/idnahacks/GoodHound
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273958

Top URLs in Tweet in G7:
[1] https://neo4j.com/product/
[1] https://www.linkedin.com/feed/update/urn:li:ugcPost:6915599802722308096?commentUrn=urn%3Ali%3Acomment%3A%28ugcPost%3A6915599802722308096%2C6915868441908326400%29
[1] https://medium.com/@mingxi.wu_19315/truth-behind-neo4js-trillion-relationship-graph-97f29625fe19

Top URLs in Tweet in G9:
[1] https://github.com/idnahacks/GoodHound

Top URLs in Tweet in G10:
[2] https://playground.memgraph.com/
[1] https://graphileon.com/pathfinding-in-graphileon-using-geojson-and-the-astar-algorithm/
[1] https://memgraph.com/blog/jupyter-notebook-twitter-network-analysis

Top Domains
Top Domains in Tweet in Entire Graph:
[138] okt.to
[43] neo4j.com
[31] twitter.com
[26] theregister.com
[26] github.com
[11] youtube.com
[10] medium.com
[9] google.com
[9] sfconservancy.org
[8] startup.jobs

Top Domains in Tweet in G1:
[59] okt.to
[12] neo4j.com
[11] twitter.com
[8] startup.jobs
[6] youtube.com
[6] it-novum.com
[6] blogspot.com
[3] fiverr.com
[2] google.com
[1] twitch.tv

Top Domains in Tweet in G2:
[15] github.com
[9] neo4j.com
[6] twitter.com
[3] google.com
[3] graphaware.com
[2] meetup.com
[2] okt.to
[2] medium.com
[2] dev.to
[2] debezium.io

Top Domains in Tweet in G3:
[17] neo4j.com
[8] okt.to
[8] theregister.com
[6] chatttennsports.com
[5] stackoverflow.com
[3] twitter.com
[3] google.com
[3] maven.org
[2] kemitchell.com
[2] github.com

Top Domains in Tweet in G4:
[68] okt.to
[3] theregister.com
[2] neo4j.com
[2] twitter.com
[2] 15minutenews.com
[2] mng.bz
[2] medium.com
[1] datastorageasean.com
[1] manufacturingdigital.com
[1] open-security-summit.org

Top Domains in Tweet in G6:
[5] github.com
[4] found.dev
[3] nodexlgraphgallery.org
[2] twitter.com

Top Domains in Tweet in G7:
[1] neo4j.com
[1] linkedin.com
[1] medium.com

Top Domains in Tweet in G9:
[1] github.com

Top Domains in Tweet in G10:
[3] memgraph.com
[1] graphileon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[246] neo4j
[224] graphdatabase
[141] panamapapers
[47] datascience
[47] bloodhound
[31] machinelearning
[31] cybersecurity
[28] ai
[24] graphacademy
[20] connections



Top Hashtags in Tweet in G1:
[203] graphdatabase
[139] panamapapers
[100] neo4j
[23] datascience
[19] graphalgorithms
[19] gameofthrones
[16] fincenfiles
[11] cypher
[9] learning
[9] cybersecurity

Top Hashtags in Tweet in G2:
[22] neo4j
[10] graphacademy
[8] datascience
[8] machinelearning
[4] python
[4] cypher
[4] 100daysofcode
[3] golang
[1] php
[1] go

Top Hashtags in Tweet in G3:
[20] neo4j
[6] graphacademy
[3] cybersecurity
[2] bigdata
[2] cypher
[2] neo4jconnections
[2] nosql
[2] graphdatabase
[2] ai
[2] madrid

Top Hashtags in Tweet in G4:
[58] neo4j
[17] cybersecurity
[16] graphdatabase
[15] machinelearning
[13] connections
[11] datascience
[10] ai
[8] database
[8] neo4jconnections
[6] london

Top Hashtags in Tweet in G5:
[43] bloodhound
[15] bloodhoundbasics

Top Hashtags in Tweet in G6:
[8] java
[7] neo4j
[4] github
[4] roff
[4] xslt
[4] python
[3] bloodhound
[2] graphdatabase
[2] panamapapers
[2] datascience

Top Hashtags in Tweet in G7:
[18] nyc
[1] neo4j
[1] dkg
[1] graph

Top Hashtags in Tweet in G8:
[2] ff
[2] database
[1] redis

Top Hashtags in Tweet in G9:
[1] pentest
[1] redteam
[1] infosec
[1] bloodhound

Top Hashtags in Tweet in G10:
[7] digitalhumanities
[7] ai
[7] ml
[4] neo4j
[3] playground
[2] tinkerpop
[2] yourappisagraph
[2] lowcode
[2] gis
[2] graphgists

Top Words
Top Words in Tweet in Entire Graph:
[1224] neo4j
[326] today
[323] data
[278] graph
[246] #neo4j
[238] something
[224] #graphdatabase
[213] try
[182] set
[179] explore

Top Words in Tweet in G1:
[674] neo4j
[299] today
[236] data
[223] something
[211] try
[203] #graphdatabase
[179] explore
[176] set
[166] easy
[159] started

Top Words in Tweet in G2:
[131] neo4j
[33] data
[29] adamcowley
[22] #neo4j
[22] graph
[21] rotnroll666
[20] oluwasayo_
[18] course
[18] live
[18] hey

Top Words in Tweet in G3:
[92] neo4j
[28] graph
[24] software
[21] source
[20] #neo4j
[20] court
[18] freedom
[17] database
[17] erred
[17] ruling

Top Words in Tweet in G4:
[84] neo4j
[58] #neo4j
[51] graph
[29] data
[28] knowledge
[21] learn
[17] #cybersecurity
[16] using
[16] north
[16] america

Top Words in Tweet in G5:
[47] neo4j
[45] use
[43] #bloodhound
[43] saved
[43] password
[43] forgot
[43] enjoy
[43] powershell
[43] one
[43] liner

Top Words in Tweet in G6:
[29] neo4j
[20] paths
[20] bloodhound
[16] ptracesecurity
[14] uses
[14] sharphound
[14] produce
[14] actionable
[14] list
[14] attack

Top Words in Tweet in G7:
[32] conference
[23] kgconference
[22] neo4j
[21] origin_trail
[18] join
[18] global
[18] star
[18] taking
[18] place
[18] #nyc

Top Words in Tweet in G8:
[6] neo4j
[4] mongodb
[4] arangodb
[3] postgresql
[3] dynamodb
[2] #ff
[2] #database
[2] oracledatabase
[2] sqlserver
[2] db2zlabnews

Top Words in Tweet in G9:
[29] neo4j
[28] goodhound
[28] uses
[28] sharphound
[28] bloodhound
[28] produce
[28] actionable
[28] list
[28] attack
[28] paths

Top Words in Tweet in G10:
[9] memgraphdb
[8] fast
[7] world
[7] #digitalhumanities
[7] #ai
[7] #ml
[7] folk
[7] gt
[6] github
[6] notifications

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[211] try,something
[211] something,today
[202] neo4j,try
[178] today,explore
[175] data,set
[158] easy,started
[141] set,#graphdatabase
[140] #graphdatabase,sandbox
[140] sandbox,easy
[139] explore,#panamapapers

Top Word Pairs in Tweet in G1:
[211] try,something
[211] something,today
[202] neo4j,try
[178] today,explore
[175] data,set
[158] easy,started
[141] set,#graphdatabase
[140] #graphdatabase,sandbox
[140] sandbox,easy
[139] explore,#panamapapers

Top Word Pairs in Tweet in G2:
[16] rotnroll666,oluwasayo_
[12] oluwasayo_,adamcowley
[11] data,science
[10] course,alert
[8] alert,building
[8] building,neo4j
[8] neo4j,applications
[8] applications,go
[8] go,live
[8] live,#graphacademy

Top Word Pairs in Tweet in G3:
[18] software,freedom
[17] court,erred
[17] erred,neo4j
[17] ruling,software
[17] freedom,conservancy
[14] neo4j,source
[14] source,license
[14] license,ruling
[8] chatttenn,sports
[7] open,source

Top Word Pairs in Tweet in G4:
[16] north,america
[16] america,europe
[16] europe,asia
[16] asia,pacific
[13] knowledge,graph
[11] graph,capable
[11] capable,capturing
[11] capturing,human
[11] human,knowledge
[11] knowledge,impressive

Top Word Pairs in Tweet in G5:
[43] use,#bloodhound
[43] #bloodhound,saved
[43] saved,neo4j
[43] neo4j,password
[43] password,forgot
[43] forgot,enjoy
[43] enjoy,powershell
[43] powershell,one
[43] one,liner
[43] liner,reminding

Top Word Pairs in Tweet in G6:
[14] uses,sharphound
[14] sharphound,bloodhound
[14] bloodhound,neo4j
[14] neo4j,produce
[14] produce,actionable
[14] actionable,list
[14] list,attack
[14] attack,paths
[14] paths,targeted
[14] targeted,remediation

Top Word Pairs in Tweet in G7:
[18] join,global
[18] global,star
[18] star,kgconference
[18] kgconference,taking
[18] taking,place
[18] place,#nyc
[18] #nyc,origintrail
[18] origintrail,joins
[18] joins,league
[18] league,conference

Top Word Pairs in Tweet in G8:
[2] #ff,#database
[2] #database,oracledatabase
[2] oracledatabase,sqlserver
[2] sqlserver,db2zlabnews
[2] db2zlabnews,mysql
[2] mysql,postgresql
[2] postgresql,mongodb
[2] mongodb,teradata
[2] teradata,filemakertoday
[2] filemakertoday,redisinc

Top Word Pairs in Tweet in G9:
[28] goodhound,uses
[28] uses,sharphound
[28] sharphound,bloodhound
[28] bloodhound,neo4j
[28] neo4j,produce
[28] produce,actionable
[28] actionable,list
[28] list,attack
[28] attack,paths
[28] paths,targeted

Top Word Pairs in Tweet in G10:
[7] #digitalhumanities,#ai
[7] #ai,#ml
[7] #ml,folk
[6] folk,github
[6] github,notifications
[6] notifications,flying
[6] flying,fast
[6] fast,furious
[6] furious,small
[6] small,distributed

Top Replied-To
Top Replied-To in Entire Graph:
@neo4j
@saukkonenville
@jimwebber
@gunnarmorling
@rotnroll666
@fbiville
@silviustroe
@jmkorhonen
@ian_j_stewart
@aaron_m_arnold

Top Replied-To in G1:
@neo4j
@silviustroe
@jmkorhonen
@h_o_k
@ifeanyidiaye
@silkjaer
@paloaltontwks
@ashleighnfaith
@crypprophet
@sukriti35475542

Top Replied-To in G2:
@saukkonenville
@rotnroll666
@gunnarmorling
@bmarwell
@dlemmermann
@neo4j
@martinarnsten
@nowendwell
@amphib0ly
@adamcowley

Top Replied-To in G4:
@jimwebber
@neo4j
@prasadgc
@fbiville

Top Replied-To in G8:
@gethackteam
@drissamri88
@heitor_lessa
@subnat69

Top Replied-To in G10:
@jesserobbins
@housecor
@rajko_rad

Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@0gtweet
@adamcowley
@cyberwarship
@icijorg
@kgconference
@origin_trail
@oluwasayo_
@rotnroll666
@ptracesecurity

Top Mentioned in G1:
@neo4j
@icijorg
@silkjaer
@graphql
@cod
@remindme_ofthis
@adamcowley
@ivowai
@graphaware
@codesandbox

Top Mentioned in G2:
@neo4j
@adamcowley
@oluwasayo_
@rotnroll666
@mesirii
@cjlovesdata1
@fbiville
@graph_aware
@liquibase
@mquinsland

Top Mentioned in G3:
@indoict

Top Mentioned in G4:
@neo4j
@graphaware
@googlecloud
@quantiphi
@manningbooks
@aliciaframe1
@benofben
@alessandronegro
@manufacturingdg
@diniscruz

Top Mentioned in G5:
@0gtweet
@_wald0
@4lex
@n00py1

Top Mentioned in G6:
@ptracesecurity
@4lex
@neo4j
@first_issues
@founddev_hq
@0gtweet
@dinosn
@botcybersec
@beingsheerazali
@ipythonistabot

Top Mentioned in G7:
@kgconference
@origin_trail
@giovaniimateo
@neo4j
@ontotext
@tigergraphdb
@q_amazonwebserv
@p14416575
@accenture
@awscloud

Top Mentioned in G8:
@mongodb
@neo4j
@arangodb
@postgresql
@dynamodb
@oracledatabase
@sqlserver
@db2zlabnews
@mysql
@teradata

Top Mentioned in G9:
@cyberwarship
@0gtweet

Top Mentioned in G10:
@memgraphdb
@github
@cassandra
@scylladb
@jim_salmons
@rajko_rad
@housecor
@graphileon
@graphdatabases

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@remindme_ofthis
@cybersecurityn8
@ipythonistabot
@vonrosenchild
@sosmcwin
@100xcode
@jhamby
@fabriciosx

Top Tweeters in G1:
@remindme_ofthis
@kobkulp1
@nytimes
@wavetop
@jennykim
@the404code
@inodeybiz_
@blkhwk0ps
@jmkorhonen
@mario76wawpl

Top Tweeters in G2:
@sosmcwin
@100xcode
@robotproud
@wernerkeil
@pythonroboto
@ucloudifyai
@rotnroll666
@odsc
@4dri4ng4rrigos
@umich

Top Tweeters in G3:
@dataaugmented
@adabagcompany
@evanderburg
@m157q_news_rss
@lq_feed
@suriyasubraman
@feedpushr
@angsuman
@overflow_meme
@techinvestnews

Top Tweeters in G4:
@sectest9
@chidambara09
@cybersecurityn8
@vonrosenchild
@fabriciosx
@rvp
@ml_tweet_bot
@botsecx
@calcaware
@e_nterdiscipl

Top Tweeters in G5:
@hamsterico
@shotgunner101
@m3g9tr0n
@kilijanek
@idlewog
@ipvision_ve
@c3rb3ru5d3d53c
@nullkrysus
@heyitstimmay
@pentest_swissky

Top Tweeters in G6:
@ipythonistabot
@botcybersec
@youranonriots
@first_issues
@xeronbot
@securityblog
@py_data_sci
@javageekbot
@jax_masters
@frkteigen

Top Tweeters in G7:
@awscloud
@accenture
@clemfandango987
@trinizone
@mucke121
@johnholowach
@drevziga
@jeffrey_coyle
@mrhottogo
@p14416575

Top Tweeters in G8:
@dothebart
@craigmullins
@matteocollina
@teradata
@filemakertoday
@couchbase
@mongodb
@influxdb
@sapinmemory
@sqlserver

Top Tweeters in G9:
@_michaelch
@cyberwarship
@stevolowson
@abc2865610
@blackhatcats
@p3rzv41
@nilegilmanov
@eugenc
@lahavalon
@5133_m

Top Tweeters in G10:
@education_24x7
@petercorless
@digtalhumanatee
@botlabhd
@msrsan
@housecor
@datastax
@elastic
@github
@jim_salmons


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