neo4j, Twitter, 3/29/2022 6:07:38 PM, 273958


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neo4j_2022-03-28_22-31-36.xlsx
neo4j_2022-03-28_22-31-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 29, 2022
Short Description:
neo4j via NodeXL https://bit.ly/3qKGiLV
@neo4j
@ptracesecurity
@cyberwarship
@knightdark_777
@jeampierejhon
@0gtweet
@_msw_
@juansequeda
@mesirii
@t0pazg3m

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

Description:
Description
The graph represents a network of 1,180 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, 29 March 2022 at 05:33 UTC.

The requested start date was Tuesday, 29 March 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, 38-minute period from Tuesday, 15 March 2022 at 00:52 UTC to Monday, 28 March 2022 at 23:30 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 : 1180
Unique Edges : 872
Edges With Duplicates : 2101
Total Edges : 2973
Number of Edge Types : 5
Replies to : 183
Mentions : 582
Retweet : 808
MentionsInRetweet : 1101
Tweet : 299
Self-Loops : 312
Reciprocated Vertex Pair Ratio : 0.0440293529019346
Reciprocated Edge Ratio : 0.0843450479233227
Connected Components : 151
Single-Vertex Connected Components : 101
Maximum Vertices in a Connected Component : 938
Maximum Edges in a Connected Component : 2677
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.580773
Graph Density : 0.00112491194778683
Modularity : 0.422942
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,180 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, 29 March 2022 at 05:33 UTC.

The requested start date was Tuesday, 29 March 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, 38-minute period from Tuesday, 15 March 2022 at 00:52 UTC to Monday, 28 March 2022 at 23:30 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:
[32] https://writing.kemitchell.com/2022/03/17/OSI-Neo4j-PureThink.html
[17] https://news.ycombinator.com/item?id=30726286
[11] https://www.kitploit.com/2022/03/goodhound-uses-sharphound-bloodhound.html
[11] https://foojay.io/
[10] https://data.it-novum.com/termine/graph-datenbanken-ich-sehe-was-was-du-nicht-siehst/?utm_source=twitter&utm_medium=social
[9] https://twitter.com/neo4j/status/1314024715585871873
[5] https://open-security-summit.org/sessions/2022/mini-summits/mar/governance/ideas-for-graph-dbs-like-neo4j/
[5] https://www.meetup.com/Neo4j-Online-Meetup/events/284648721/
[4] https://github.com/idnahacks/GoodHound
[4] https://shesyc.blogspot.com/2022/03/redit.html

Top URLs in Tweet in G1:
[10] https://data.it-novum.com/termine/graph-datenbanken-ich-sehe-was-was-du-nicht-siehst/?utm_source=twitter&utm_medium=social
[2] https://neo4j.com/graphacademy/online-training/introduction-to-neo4j/?ref=social-camp
[2] https://okt.to/Ym3kpE
[2] https://ijnet.org/en/blog/paradise-papers-methods-and-tools-investigating-massive-leak?utm_content=buffer9c63a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://neo4j.com/cloud/aura/
[2] https://www.youtube.com/watch?v=ke7rKOI2yG4&feature=youtu.be

[2] https://salopup.blogspot.com
[1] https://neo4j.com/sandbox?utm_campaign=gdbin60
[1] https://neo4j.com/graphacademy/
[1] https://neo4j.com/graphacademy/online-training/

Top URLs in Tweet in G2:
[17] https://writing.kemitchell.com/2022/03/17/OSI-Neo4j-PureThink.html
[15] https://news.ycombinator.com/item?id=30726286
[6] https://twitter.com/neo4j/status/1314024715585871873
[3] https://www.kitploit.com/2022/03/goodhound-uses-sharphound-bloodhound.html
[3] https://www.opennet.ru/opennews/art.shtml?num=56869
[3] https://neo4j.com/graph-algorithms-book/?src=bookthanks
[2] https://writing.kemitchell.com/2022/03/17/OSI-Neo4j-PureThink.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.goinhouse.com/jobs/115030181-senior-corporate-counsel-remote-at-neo4j?utm_source=dlvr.it&utm_medium=twitter
[2] https://geotoko.com/iphone-xs-giveaway/
[1] https://www.remotetechjobs.com/nosql/95837/data-architect-neo4j

Top URLs in Tweet in G3:
[10] https://foojay.io/
[4] https://www.meetup.com/Neo4j-Online-Meetup/events/284648721/
[3] https://foojay.io/today/visualization-of-the-message-flow-between-business-functions-with-vaadin-and-neo4j/
[2] https://thorben-janssen.com/join-persistence-hub/
[2] https://okt.to/6GJluK
[2] https://dev.to/neo4j/how-to-build-a-neo4j-application-with-go-1e3o
[2] https://twitter.com/adamcowley/status/1506629896067588102
[2] https://www.twitch.tv/neo4j
[2] https://github.com/meistermeier/spring-graphql-neo4j
[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

Top URLs in Tweet in G4:
[1] https://github.com/idnahacks/GoodHound

Top URLs in Tweet in G6:
[3] https://www.youtube.com/watch?v=gWGyvfU80kc&feature=youtu.be

[2] https://www.meetup.com/data-umbrella/events/284604324/
[2] https://jbarrasa.com/2021/02/12/quickgraph8-revisited-lossless-graph-copy-between-neo4j-dbs-with-rdf-star/
[1] https://www.meetup.com/data-umbrella/events/283994637/
[1] https://www.meetup.com/data-umbrella/events/284042132/
[1] https://twitter.com/neo4j/status/1505937099211657219
[1] https://youtu.be/N0TKBJJjnbg
[1] https://www.linkedin.com/feed/update/urn:li:share:6912142696308514816
[1] https://okt.to/pCDKr2
[1] https://tinyurl.com/4w2nntfm

Top URLs in Tweet in G7:
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DjIPLV_YEngs&q=EgS4SO-bGPizipIGIhC5AFYInfZxq1TsPOOw8hsCMgFy
[2] https://mailchi.mp/graphileon/graphileon-newsletter-2022-march
[1] https://graphileon.com/pathfinding-in-graphileon-using-geojson-and-the-astar-algorithm/
[1] https://www.youtube.com/watch?v=qpCT2ME7ivY&feature=youtu.be


Top URLs in Tweet in G9:
[3] https://dev.to/katelatte/how-to-migrate-from-neo4j-to-memgraph-efc
[2] https://playground.memgraph.com/
[1] https://medium.com/@mingxi.wu_19315/truth-behind-neo4js-trillion-relationship-graph-97f29625fe19
[1] https://memgraph.com/blog/neo4j-vs-memgraph
[1] https://memgraph.com/blog/how-to-migrate-from-neo4j-to-memgraph

Top URLs in Tweet in G10:
[7] https://www.kitploit.com/2022/03/goodhound-uses-sharphound-bloodhound.html
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=271549
[2] https://github.com/idnahacks/GoodHound

Top Domains
Top Domains in Tweet in Entire Graph:
[121] okt.to
[48] twitter.com
[46] neo4j.com
[35] kemitchell.com
[22] github.com
[19] ycombinator.com
[14] foojay.io
[13] meetup.com
[13] youtube.com
[13] blogspot.com

Top Domains in Tweet in G1:
[54] okt.to
[15] neo4j.com
[14] twitter.com
[10] it-novum.com
[10] startup.jobs
[5] youtube.com
[2] meetup.com
[2] ijnet.org
[2] fiverr.com
[2] blogspot.com

Top Domains in Tweet in G2:
[19] kemitchell.com
[17] ycombinator.com
[11] neo4j.com
[11] twitter.com
[6] chatttennsports.com
[4] kitploit.com
[4] okt.to
[3] opennet.ru
[3] google.com
[3] maven.org

Top Domains in Tweet in G3:
[60] okt.to
[13] foojay.io
[9] github.com
[7] twitter.com
[4] meetup.com
[3] medium.com
[2] neo4j.com
[2] youtube.com
[2] thorben-janssen.com
[2] dev.to

Top Domains in Tweet in G4:
[1] github.com

Top Domains in Tweet in G6:
[4] meetup.com
[3] youtube.com
[2] jbarrasa.com
[1] twitter.com
[1] youtu.be
[1] linkedin.com
[1] okt.to
[1] tinyurl.com
[1] readthedocs.io

Top Domains in Tweet in G7:
[2] google.com
[2] mailchi.mp
[1] graphileon.com
[1] youtube.com

Top Domains in Tweet in G9:
[4] memgraph.com
[3] dev.to
[1] medium.com

Top Domains in Tweet in G10:
[7] kitploit.com
[2] nodexlgraphgallery.org
[2] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[270] neo4j
[185] graphdatabase
[121] panamapapers
[62] datascience
[46] bloodhound
[28] ai
[28] cypher
[27] machinelearning
[26] graphalgorithms
[25] cybersecurity



Top Hashtags in Tweet in G1:
[161] graphdatabase
[117] panamapapers
[106] neo4j
[27] datascience
[21] graphalgorithms
[21] gameofthrones
[13] cypher
[11] graphdatabases
[9] learning
[9] cybersecurity

Top Hashtags in Tweet in G2:
[6] neo4j
[2] remote
[2] nosql
[2] jobs
[2] mongodb
[2] graphdatabases
[2] cypher
[2] legaljobs
[2] inhousecounsel
[2] bigdata

Top Hashtags in Tweet in G3:
[71] neo4j
[19] datascience
[12] machinelearning
[12] cybersecurity
[10] knowledgegraph
[10] graphdatabase
[9] ai
[7] cypher
[7] graphdatascience
[7] neo4jconnections

Top Hashtags in Tweet in G4:
[1] pentest
[1] redteam
[1] infosec

Top Hashtags in Tweet in G5:
[45] bloodhound

Top Hashtags in Tweet in G6:
[18] neo4j
[8] datascience
[6] leetcode
[6] linkedlists
[6] machinelearning
[5] graphxr
[5] visualize
[5] analyze
[5] supplychain
[4] cziscience

Top Hashtags in Tweet in G7:
[8] neo4j
[6] lowcode
[3] yourappisagraph
[3] gis
[2] tsp
[2] routing
[2] graphalgorithms
[2] api
[1] rtree
[1] spatial

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

Top Hashtags in Tweet in G9:
[3] devcommunity
[2] playground
[2] codenewbie
[1] graph
[1] digitalhumanities
[1] ai
[1] ml
[1] graphgists
[1] citizenscientist
[1] graphgist

Top Hashtags in Tweet in G10:
[2] neo4j
[2] infosec
[1] graphdatabase
[1] panamapapers
[1] datascience
[1] graphalgorithms
[1] gameofthrones
[1] twin4j
[1] pentest
[1] redteam

Top Words
Top Words in Tweet in Entire Graph:
[1244] neo4j
[292] graph
[286] data
[277] today
[270] #neo4j
[199] something
[185] #graphdatabase
[178] try
[151] set
[144] explore

Top Words in Tweet in G1:
[598] neo4j
[229] today
[199] data
[171] something
[161] #graphdatabase
[159] try
[144] set
[142] graph
[138] explore
[132] easy

Top Words in Tweet in G2:
[102] neo4j
[32] graph
[25] open
[24] win
[23] source
[23] initiative
[23] vs
[23] purethink
[19] database
[11] market

Top Words in Tweet in G3:
[126] neo4j
[71] #neo4j
[57] graph
[38] knowledge
[37] data
[24] simas_ch
[22] vaadin
[21] using
[21] rotnroll666
[19] #datascience

Top Words in Tweet in G4:
[78] goodhound
[78] uses
[78] sharphound
[78] bloodhound
[78] neo4j
[78] produce
[78] actionable
[78] list
[78] attack
[78] paths

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

Top Words in Tweet in G6:
[19] graph
[18] #neo4j
[16] cjlovesdata1
[15] neo4j
[15] data
[12] event
[10] upcoming
[10] tues
[10] kaggle
[10] hey

Top Words in Tweet in G7:
[8] graphileon
[8] #neo4j
[6] #lowcode
[6] datastax
[5] memgraphdb
[4] redislabs
[4] more
[3] #yourappisagraph
[3] #gis
[3] building

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

Top Words in Tweet in G9:
[20] neo4j
[12] databases
[10] memgraphdb
[7] graph
[7] memgraph
[7] gt
[6] cassandra
[6] scylladb
[6] marcowenjones
[5] supe_katarina

Top Words in Tweet in G10:
[29] neo4j
[25] uses
[25] sharphound
[25] bloodhound
[19] produce
[19] actionable
[19] list
[19] attack
[19] paths
[19] targeted

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[175] try,something
[175] something,today
[166] neo4j,try
[149] data,set
[140] today,explore
[131] easy,started
[119] set,#graphdatabase
[118] #graphdatabase,sandbox
[118] sandbox,easy
[117] explore,#panamapapers

Top Word Pairs in Tweet in G1:
[158] try,something
[158] something,today
[149] neo4j,try
[143] data,set
[134] today,explore
[127] easy,started
[117] set,#graphdatabase
[116] #graphdatabase,sandbox
[116] sandbox,easy
[115] explore,#panamapapers

Top Word Pairs in Tweet in G2:
[23] open,source
[23] neo4j,vs
[23] vs,purethink
[22] source,initiative
[22] initiative,win
[22] win,neo4j
[8] chatttenn,sports
[7] graph,database
[6] graph,algorithms
[6] neo4j,migrations

Top Word Pairs in Tweet in G3:
[12] knowledge,graph
[11] knowledge,graphs
[10] graph,databases
[10] mash,articles
[10] articles,always
[10] always,great
[10] great,combining
[10] combining,best
[10] best,multiple
[10] multiple,technologies

Top Word Pairs in Tweet in G4:
[78] goodhound,uses
[78] uses,sharphound
[78] sharphound,bloodhound
[78] bloodhound,neo4j
[78] neo4j,produce
[78] produce,actionable
[78] actionable,list
[78] list,attack
[78] attack,paths
[78] paths,targeted

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

Top Word Pairs in Tweet in G6:
[10] upcoming,event
[7] graph,data
[7] data,science
[6] 2022,9am
[6] 9am,pt
[6] arrays,linked
[6] linked,lists
[6] lists,graphs
[6] dataumbrella,upcoming
[5] pt,12pm

Top Word Pairs in Tweet in G7:
[5] #neo4j,memgraphdb
[4] memgraphdb,redislabs
[2] spatial,indexes
[2] indexes,graphileon
[2] graphileon,easy
[2] easy,setup
[2] setup,pretty
[2] pretty,fast
[2] fast,#yourappisagraph
[2] #yourappisagraph,#lowcode

Top Word Pairs in Tweet in G8:
[3] oracledatabase,sqlserver
[3] sqlserver,db2zlabnews
[3] db2zlabnews,mysql
[3] mysql,postgresql
[3] postgresql,mongodb
[3] mongodb,teradata
[3] teradata,filemakertoday
[3] filemakertoday,redisinc
[3] redisinc,neo4j
[3] neo4j,cassandra

Top Word Pairs in Tweet in G9:
[6] graph,databases
[5] housecor,cool
[5] cool,examples
[5] examples,come
[5] come,mind
[5] mind,seen
[5] seen,lot
[5] lot,databases
[5] databases,world
[5] world,cassandra

Top Word Pairs in Tweet in G10:
[25] uses,sharphound
[25] sharphound,bloodhound
[25] bloodhound,neo4j
[19] neo4j,produce
[19] produce,actionable
[19] actionable,list
[19] list,attack
[19] attack,paths
[19] paths,targeted
[19] targeted,remediation

Top Replied-To
Top Replied-To in Entire Graph:
@neo4j
@mesirii
@silviustroe
@jmkorhonen
@ifeanyidiaye
@vcullard
@nowendwell
@martinarnsten
@rotnroll666
@adrusi

Top Replied-To in G1:
@neo4j
@silviustroe
@themellybee
@silkjaer
@namedgraph
@opengov_asia
@paloaltontwks
@ashleighnfaith
@sukriti35475542
@graphguycalin

Top Replied-To in G3:
@mesirii
@vcullard
@nowendwell
@martinarnsten
@rotnroll666
@glinboy
@realn2s
@bugsshah
@juststeveking
@flancian

Top Replied-To in G6:
@ifeanyidiaye
@cjlovesdata1
@danbri

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

Top Replied-To in G9:
@jesserobbins
@marcowenjones
@petercorless
@rajko_rad
@housecor
@officialoksy
@shampshire

Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@cyberwarship
@0gtweet
@simas_ch
@rotnroll666
@cjlovesdata1
@vaadin
@tb_tomaz
@icijorg
@mesirii

Top Mentioned in G1:
@neo4j
@icijorg
@openuk_uk
@silkjaer
@st3llasia
@simas_ch
@mesirii
@adamcowley
@ivowai
@graphql

Top Mentioned in G2:
@goinhouse

Top Mentioned in G3:
@neo4j
@simas_ch
@rotnroll666
@vaadin
@tb_tomaz
@meistermeier
@springboot
@javaooq
@graphaware
@foojayio

Top Mentioned in G4:
@cyberwarship

Top Mentioned in G5:
@0gtweet
@cyberwarship

Top Mentioned in G6:
@cjlovesdata1
@neo4j
@kaggle
@dataumbrella
@lauren_e_burke
@sonygreen
@reshamas
@robla
@jsignell
@grantbeasley

Top Mentioned in G7:
@graphileon
@datastax
@memgraphdb
@graphdatabases
@aws
@yworks
@graphfoundation
@googlemaps
@camsemantics

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

Top Mentioned in G9:
@neo4j
@memgraphdb
@cassandra
@scylladb
@supe_katarina
@rajko_rad
@housecor
@marcowenjones
@elastic
@tigergraphdb

Top Mentioned in G10:
@ptracesecurity
@kitploit
@neo4j
@dinosn
@botcybersec
@beingsheerazali
@ipythonistabot
@cyberwarship
@frkteigen
@xeron

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@remindme_ofthis
@juners
@cybersecurityn8
@ipythonistabot
@func_hs
@netminnow
@fabriciosx
@botcybersec

Top Tweeters in G1:
@remindme_ofthis
@netminnow
@calcaware
@opensource_orgs
@nytimes
@wavetop
@jennykim
@the404code
@jborrego
@mario76wawpl

Top Tweeters in G2:
@m157q_news_rss
@hntweets
@sharon_smith_1
@suriyasubraman
@chahali
@k4rmarules
@eagerbeavertech
@overflow_meme
@goinhouse
@winsontang

Top Tweeters in G3:
@chidambara09
@fabriciosx
@botsecx
@syawal
@jotatx
@e_nterdiscipl
@brainroaring
@cybazesocial
@cottila
@rotnroll666

Top Tweeters in G4:
@rev313
@securityblog
@nortonmann
@_michaelch
@pooledm
@thb_stx
@qumqats
@1zrr4h
@k3ykur0n0
@netrusion

Top Tweeters in G5:
@hamsterico
@m3g9tr0n
@kilijanek
@idlewog
@ipvision_ve
@nullkrysus
@c3rb3ru5d3d53c
@heyitstimmay
@cheese_theif
@wendelneves

Top Tweeters in G6:
@miceears
@ucloudifyai
@_oliviabot
@_jakashi
@danbri
@chbergma
@goanpeca
@reshamas
@alanmorrison
@ichiragchhillar

Top Tweeters in G7:
@googlemaps
@azure
@awscloud
@thoughtworks
@juansequeda
@databricks
@sisense
@datastax
@camsemantics
@thezebraco

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

Top Tweeters in G9:
@thesecretjunio1
@leonardonam
@petercorless
@marcowenjones
@zriha
@msrsan
@housecor
@shampshire
@elastic
@thebeginnerdev

Top Tweeters in G10:
@ipythonistabot
@botcybersec
@youranonriots
@xeronbot
@jax_masters
@frkteigen
@dj_ir0ngruve
@securityxtv
@hotelzululima
@dinosn


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