neo4j, Twitter, 12/25/2019 2:01:40 AM, 219545


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neo4j_2019-12-24_17-30-18.xlsx
neo4j_2019-12-24_17-30-18.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 25, 2019
Short Description:
neo4j via NodeXL http://bit.ly/35SFcBq
@neo4j
@_wald0
@kirkdborne
@mesirii
@lmeyerov
@emblebijobs
@craigmullins
@neo4jde
@chidambara09
@doodleoddity

Top hashtags:
#neo4j
#apachespark
#bloodhound
#ai
#datascience
#bigdata
#graphdatabases
#abdsc
#graphdatabase

Description:
Description
The graph represents a network of 1,070 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 Wednesday, 25 December 2019 at 01:30 UTC.

The requested start date was Wednesday, 25 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 10-hour, 10-minute period from Wednesday, 11 December 2019 at 03:05 UTC to Tuesday, 24 December 2019 at 13:15 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 : 1070
Unique Edges : 1781
Edges With Duplicates : 1031
Total Edges : 2812
Number of Edge Types : 4
MentionsInRetweet : 1571
Tweet : 298
Mentions : 741
Replies to : 202
Self-Loops : 298
Reciprocated Vertex Pair Ratio : 0.0532319391634981
Reciprocated Edge Ratio : 0.101083032490975
Connected Components : 118
Single-Vertex Connected Components : 78
Maximum Vertices in a Connected Component : 898
Maximum Edges in a Connected Component : 2571
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.087157
Graph Density : 0.00169518197634264
Modularity : 0.492098
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 1,070 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 Wednesday, 25 December 2019 at 01:30 UTC.

The requested start date was Wednesday, 25 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 10-hour, 10-minute period from Wednesday, 11 December 2019 at 03:05 UTC to Tuesday, 24 December 2019 at 13:15 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:
[81] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[24] https://rmoff.net/2019/12/18/detecting-and-analysing-ssh-attacks-with-ksqldb/
[15] https://zpy.io/ca/7146f377
[13] https://neo4j.com/blog/demographics-master-data-citigroup/?ref=social-blog
[11] https://neo4j.com/graph-algorithms-book/?src=bookthanks
[11] https://datamakespossible.westerndigital.com/ai-and-5g-convergence-internet-of-context/?utm_medium=socpd1&utm_source=tw&utm_campaign=corporateblog&utm_content=kdb&utm_term=ai5g
[11] https://neo4j.com/blog/neo4j-cloud-platforms-graphconnect-nyc/?ref=social-blog
[10] https://www.computerweekly.com/blog/Data-Matters/Will-context-fuel-the-next-AI-revolution
[9] http://1.1.0.Final
[9] https://github.com/quarkusio/quarkus/releases/tag/1.1.0.Final

Top URLs in Tweet in G1:
[12] https://neo4j.com/blog/demographics-master-data-citigroup/?ref=social-blog
[11] https://neo4j.com/blog/neo4j-cloud-platforms-graphconnect-nyc/?ref=social-blog
[9] https://neo4j.com/blog/graph-databases-for-beginners-wait-what-do-you-mean-by-graph/?ref=social-blog
[8] https://tbgraph.wordpress.com/2019/10/17/graph-model-of-facebook-post-reactions-in-neo4j-part-1/
[7] https://www.pscp.tv/w/cMKAizFETEtCQWdZd0xkUUp8MWVhS2JBdmduWHF4WNqpHWIVo0Vi4LHBcvqfXaQ6BIQd3JW_nrmvrmAcyrbw
[7] https://neo4j.com/blog/8-awesome-neo4j-blogs-2019/?ref=social-blog
[6] https://neo4j.com/graphtour/
[6] https://medium.com/neo4j/graph-data-modeling-all-about-relationships-5060e46820ce
[6] https://neo4j.com/blog/graphcast-the-graphistania-podcast-is-back/?ref=social-blog
[5] https://www.meetup.com/graphdb-belgium/events/266636576/?_xtd=gqFyqDQ3NDgxMTEyoXCnYW5kcm9pZA&from=ref

Top URLs in Tweet in G2:
[76] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[8] https://datamakespossible.westerndigital.com/ai-and-5g-convergence-internet-of-context/?utm_medium=socpd1&utm_source=tw&utm_campaign=corporateblog&utm_content=kdb&utm_term=ai5g
[6] https://www.computerweekly.com/blog/Data-Matters/Will-context-fuel-the-next-AI-revolution
[3] https://dy.si/BziZZM2
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Freconciling-your-data-and-the-world-with-knowledge-graphs-bce66b377b14
[1] https://markhneedham.com/blog/2019/12/23/quick-graph-itsu-allergens/
[1] https://markhneedham.com/blog/2019/12/22/quick-graph-guardian-top-100-male-footballers/
[1] https://twitter.com/KirkDBorne/status/1205589358125965312
[1] https://twitter.com/kirkdborne/status/1205589358125965312
[1] https://www.amazon.com/gp/product/1492348430/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1492348430&linkCode=as2&tag=kirkdborne-20&linkId=da1c07f45c49d8c600765a8335afd31b

Top URLs in Tweet in G3:
[1] https://github.com/BloodHoundAD/BloodHound/releases/latest

Top URLs in Tweet in G4:
[3] https://neo4j.com/blog/neo4j-cloud-platforms-graphconnect-nyc/
[3] https://neo4j.com/blog/graph-databases-for-beginners-wait-what-do-you-mean-by-graph/??ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-databases-for-beginners-wait-what-do-you-mean-by-graph-2279513
[3] https://neo4j.com/case-studies/fortune-200-it-services-company/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=neo4j-fortune-200-it-services-company-case-study-httpgaggl-2272129
[2] https://twitter.com/neo4j/status/1153424490795323395
[2] https://datamakespossible.westerndigital.com/ai-and-5g-convergence-internet-of-context/?utm_medium=socpd1&utm_source=tw&utm_campaign=corporateblog&utm_content=kdb&utm_term=ai5g
[2] https://www.computerweekly.com/blog/Data-Matters/Will-context-fuel-the-next-AI-revolution
[2] https://dy.si/BziZZM2
[2] https://www.7wdata.be/data-science/announcing-neo4j-aura-the-worlds-most-powerful-graph-database-in-the-cloud/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-20-7wBlog
[2] https://qiita.com/op71/items/9abd5f76ec73b1f9cd4e
[2] https://metacpan.org/release/AJNN/Neo4j-Driver-0.14

Top URLs in Tweet in G5:
[18] https://rmoff.net/2019/12/18/detecting-and-analysing-ssh-attacks-with-ksqldb/
[3] https://www.slideshare.net/neo4j/volvo-cars-build-a-car-with-graphs
[2] https://neo4j.com/blog/demographics-master-data-citigroup/
[1] https://jbarrasa.com/2019/12/05/quickgraph10-enrich-your-neo4j-knowledge-graph-by-querying-wikidata/
[1] https://www.confluent.io/blog/stream-processing-twitter-data-with-ksqldb
[1] https://twitter.com/rmoff/status/1207364701941841920
[1] https://neo4j.com/blog/overcoming-ccpa-compliance-challenges-what-is-ccpa/?ref=social-blog
[1] https://neo4j.com/graphtour/
[1] https://linkurio.us/blog/load-spreadsheet-into-neo4j/
[1] http://tweetedtimes.com/v/2346

Top URLs in Tweet in G6:
[2] https://rmoff.net/2019/12/18/detecting-and-analysing-ssh-attacks-with-ksqldb/
[2] https://neo4j.com/sandbox-v2/
[1] https://sandbox.neo4j.com/
[1] https://www.youtube.com/watch?v=&app=desktop
[1] https://maxdemarzi.com/2019/10/21/marketing-activities/
[1] https://maxdemarzi.com/2019/12/04/visualizing-activities/
[1] https://github.com/neo4j/neo4j
[1] https://twitter.com/pip_alise/status/1207158393321881601
[1] https://neo4j.com/blog/8-awesome-neo4j-blogs-2019/?ref=social-blog
[1] https://arxiv.org/abs/1511.06278

Top URLs in Tweet in G8:
[3] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[2] https://www.embl.de/jobs/searchjobs/index.php?ref=EBI01549
[2] https://www.embl.de/jobs/searchjobs/index.php?ref=EBI01560
[2] https://github.com/neo4j-labs/neosemantics/releases/tag/3.5.0.4
[1] https://www.embl.de/jobs/searchjobs/index.php?ref=EBI01559
[1] https://www.embl.de/jobs/searchjobs/index.php?ref=EBI01575
[1] https://neo4j.com/docs/labs/nsmntx/current/import/
[1] https://medium.com/neo4j/graph-data-modeling-all-about-relationships-5060e46820ce
[1] https://neo4j.com/docs/graph-algorithms/current/labs-algorithms/overlap/
[1] https://jbarrasa.com/2019/12/05/quickgraph10-enrich-your-neo4j-knowledge-graph-by-querying-wikidata/

Top URLs in Tweet in G9:
[1] https://twitter.com/neo4j/status/1205973496884604928
[1] https://github.com/neo4j/sdn-rx/releases/tag/1.0.0-beta02
[1] https://twitter.com/unixtooltip/status/1207361375896559616
[1] https://www.youtube.com/watch?v=_-aGFW4huvg&feature=youtu.be

[1] http://1.1.0.Final
[1] https://github.com/quarkusio/quarkus/releases/tag/1.1.0.Final
[1] https://medium.com/neo4j/neo4j-ogm-3-2-released-cdbaf1be1400

Top URLs in Tweet in G10:
[2] https://www.twitch.tv/videos/520565205
[1] https://www.twitch.tv/lmeyerov
[1] https://www.fiverr.com/designnests?up_rollout=true
[1] https://twitter.com/seanjtaylor/status/1204525911556550656?s=21
[1] https://twitter.com/seanjtaylor/status/1204525911556550656

Top Domains
Top Domains in Tweet in Entire Graph:
[242] neo4j.com
[81] datasciencecentral.com
[47] stackoverflow.com
[44] medium.com
[36] twitter.com
[26] github.com
[24] rmoff.net
[15] youtube.com
[15] zpy.io
[11] westerndigital.com

Top Domains in Tweet in G1:
[174] neo4j.com
[34] medium.com
[14] twitter.com
[11] pscp.tv
[8] wordpress.com
[6] youtube.com
[5] meetup.com
[5] github.com
[5] digityser.org
[4] grandstack.io

Top Domains in Tweet in G2:
[76] datasciencecentral.com
[8] westerndigital.com
[6] computerweekly.com
[5] medium.com
[3] twitter.com
[3] dy.si
[2] markhneedham.com
[2] amazon.com
[1] yahoo.com
[1] jbarrasa.com

Top Domains in Tweet in G3:
[1] github.com

Top Domains in Tweet in G4:
[39] neo4j.com
[9] twitter.com
[6] linkedin.com
[4] creationline.com
[4] 7wdata.be
[4] metacpan.org
[3] qiita.com
[3] stackoverflow.com
[2] westerndigital.com
[2] computerweekly.com

Top Domains in Tweet in G5:
[18] rmoff.net
[5] neo4j.com
[3] slideshare.net
[1] jbarrasa.com
[1] confluent.io
[1] twitter.com
[1] linkurio.us
[1] tweetedtimes.com

Top Domains in Tweet in G6:
[6] neo4j.com
[3] techcrunch.com
[2] youtube.com
[2] maxdemarzi.com
[2] twitter.com
[2] rmoff.net
[1] github.com
[1] arxiv.org
[1] slideshare.net

Top Domains in Tweet in G8:
[6] embl.de
[4] neo4j.com
[3] datasciencecentral.com
[2] github.com
[1] medium.com
[1] jbarrasa.com

Top Domains in Tweet in G9:
[2] twitter.com
[2] github.com
[1] youtube.com
[1] 0.final
[1] medium.com

Top Domains in Tweet in G10:
[3] twitch.tv
[2] twitter.com
[1] fiverr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[284] neo4j
[161] apachespark
[152] bloodhound
[128] ai
[115] datascience
[109] bigdata
[83] graphdatabases
[81] abdsc
[52] graphdatabase
[44] neo4jquestions



Top Hashtags in Tweet in G1:
[195] neo4j
[62] graphdatabases
[46] graphdatabase
[41] connecteddata
[38] cypher
[38] graphconnect
[29] nodes2019
[21] twin4j
[20] graphdb
[18] cloudplatforms

Top Hashtags in Tweet in G2:
[147] apachespark
[94] ai
[86] bigdata
[86] datascience
[76] abdsc
[9] internetofcontext
[8] 5g
[7] neo4j
[7] graphdatabases
[6] context

Top Hashtags in Tweet in G3:
[149] bloodhound

Top Hashtags in Tweet in G4:
[12] neo4j
[6] bigdata
[4] ai
[4] internetofcontext
[4] datascience
[4] machinelearning
[4] iot
[4] graphanalytics
[4] graphdb
[4] graphdatabases

Top Hashtags in Tweet in G5:
[4] neo4j
[3] graphconnect
[2] graphdatabases
[2] bloodhound
[1] twin4j
[1] ccpa
[1] graphtour
[1] cloudplatforms
[1] cypher
[1] graphdb

Top Hashtags in Tweet in G6:
[9] neo4j
[9] yow19
[7] provenance
[7] softwaredevelopment
[6] panamapapers
[3] graphtastic
[3] ai
[2] melbourne
[2] graphdatabases
[2] ml

Top Hashtags in Tweet in G7:
[3] ff
[3] database
[1] nuvemvalentina
[1] nosql
[1] mvp
[1] mvpbuzz
[1] mvpbr

Top Hashtags in Tweet in G8:
[17] hiring
[17] neo4j
[13] genome
[13] bioinformatics
[13] developer
[7] phenotypes
[7] ontologies
[6] java
[5] bigdata
[5] elasticsearch

Top Hashtags in Tweet in G9:
[3] springdata
[2] neo4j
[1] recommendations
[1] adventofcode
[1] aura
[1] java
[1] quarkus
[1] docker
[1] kubernetes
[1] cypher

Top Words
Top Words in Tweet in Entire Graph:
[1121] Words in Sentiment List#1: Positive
[225] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[30309] Non-categorized Words
[31655] Total Words
[1006] neo4j
[371] graph
[292] domain
[284] #neo4j
[219] data

Top Words in Tweet in G1:
[469] neo4j
[195] #neo4j
[159] graph
[107] data
[68] talk
[62] #graphdatabases
[52] online
[52] free
[46] #graphdatabase
[44] part

Top Words in Tweet in G2:
[183] kirkdborne
[171] practical
[147] #apachespark
[105] neo4j
[105] graph
[103] book
[103] algorithms
[94] #ai
[91] amyhodler
[86] #bigdata

Top Words in Tweet in G3:
[285] domain
[149] #bloodhound
[147] _wald0
[143] find
[142] red
[142] teaming
[142] multi
[142] environment
[142] need
[142] connections

Top Words in Tweet in G4:
[60] neo4j
[28] graph
[12] #neo4j
[9] database
[8] algorithms
[6] kirkdborne
[6] amyhodler
[6] #bigdata
[6] data
[5] free

Top Words in Tweet in G5:
[77] neo4j
[53] ksqldb
[52] rmoff
[33] ssh
[32] analysing
[29] elastic
[23] time
[18] more
[17] blogged
[17] detecting

Top Words in Tweet in G6:
[58] neo4j
[27] mesirii
[16] graph
[11] data
[10] java
[9] really
[9] database
[9] #neo4j
[9] #yow19
[8] awesome

Top Words in Tweet in G7:
[12] neo4j
[12] mongodb
[6] database
[4] jetbrains
[4] fauna
[4] azurecosmosdb
[4] mcflyamorim
[3] webstormide
[3] mw_u_
[3] fbjest

Top Words in Tweet in G8:
[20] team
[18] support
[17] #hiring
[17] #neo4j
[16] part
[16] neo4j
[15] emblebijobs
[14] resource
[14] re
[13] #genome

Top Words in Tweet in G9:
[40] neo4j
[12] rx
[10] meistermeier
[9] reactive
[8] more
[8] rotnroll666
[7] week
[6] time
[6] released
[5] gt

Top Words in Tweet in G10:
[40] data
[25] lmeyerov
[20] kicking
[20] ride
[20] alongs
[20] live
[20] code
[20] science
[20] projects
[20] each

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[152] graph,algorithms
[145] red,teaming
[145] teaming,multi
[145] multi,domain
[145] domain,environment
[145] environment,need
[145] need,find
[145] find,connections
[145] connections,different
[145] different,domain

Top Word Pairs in Tweet in G1:
[35] #graphconnect,talk
[27] online,developer
[27] developer,conference
[26] conference,#nodes2019
[26] #neo4j,#graphdatabase
[23] graph,databases
[23] watch,recording
[23] recording,slides
[23] session,neo4j
[23] neo4j,online

Top Word Pairs in Tweet in G2:
[102] graph,algorithms
[95] algorithms,practical
[83] #bigdata,#datascience
[79] #datascience,#ai
[77] neo4j,amyhodler
[77] book,graph
[76] amyhodler,markhneedham
[76] practical,#apachespark
[76] #apachespark,quick
[76] quick,10

Top Word Pairs in Tweet in G3:
[142] red,teaming
[142] teaming,multi
[142] multi,domain
[142] domain,environment
[142] environment,need
[142] need,find
[142] find,connections
[142] connections,different
[142] different,domain
[142] domain,forest

Top Word Pairs in Tweet in G4:
[7] graph,database
[6] graph,algorithms
[4] amyhodler,neo4j
[4] #bigdata,#datascience
[4] #datascience,#machinelearning
[3] neo4j,aura
[3] book,graph
[3] graph,databases
[3] run,neo4j
[3] neo4j,cloud

Top Word Pairs in Tweet in G5:
[29] ksqldb,elastic
[29] elastic,neo4j
[17] blogged,detecting
[17] detecting,analysing
[17] analysing,ssh
[17] ssh,attacks
[17] attacks,ksqldb
[16] ksqldb,neo4j
[16] rmoff,blogged
[15] fun,ksqldb

Top Word Pairs in Tweet in G6:
[7] special,focus
[7] focus,research
[7] research,position
[7] position,#provenance
[7] #provenance,methods
[7] methods,#softwaredevelopment
[7] #softwaredevelopment,processes
[7] processes,including
[7] including,storing
[7] mesirii,#yow19

Top Word Pairs in Tweet in G7:
[4] neo4j,mongodb
[4] azurecosmosdb,mongodb
[3] webstormide,mw_u_
[3] mw_u_,jetbrains
[3] jetbrains,fbjest
[3] fbjest,jetbrainsrider
[3] jetbrainsrider,dotnet
[3] #ff,#database
[3] #database,oracledatabase
[3] oracledatabase,sqlserver

Top Word Pairs in Tweet in G8:
[13] emblebijobs,part
[13] part,#genome
[13] #genome,resource
[13] resource,re
[13] re,#hiring
[13] #hiring,#bioinformatics
[13] #bioinformatics,#developer
[13] #developer,alliancegenome
[13] alliancegenome,team
[13] team,support

Top Word Pairs in Tweet in G9:
[9] neo4j,reactive
[8] neo4j,rx
[6] week,neo4j
[5] reactive,spring
[5] spring,data
[5] data,neo4j
[5] rx,release
[5] release,learn
[5] learn,more
[5] more,week

Top Word Pairs in Tweet in G10:
[20] kicking,data
[20] data,ride
[20] ride,alongs
[20] alongs,live
[20] live,code
[20] code,data
[20] data,science
[20] science,projects
[20] projects,each
[20] each,session

Top Replied-To
Top Replied-To in Entire Graph:
@neo4j
@taseroth
@rmoff
@rpstreefkerk
@joedepeau
@mesirii
@barrasadv
@kirkdborne
@mdavidallen
@muddybootscode

Top Replied-To in G1:
@neo4j
@rpstreefkerk
@taseroth
@joedepeau
@jamie_gaskins
@muddybootscode
@brisvegas1
@mdavidallen
@pip_alise
@arjuntherajeev

Top Replied-To in G2:
@kirkdborne
@amyhodler
@neo4j

Top Replied-To in G5:
@rmoff
@nrauhauser
@neo4j
@joedepeau
@mypoliticouk

Top Replied-To in G6:
@mesirii
@xrplorer
@twarko
@icijorg
@_aileenrose
@rmoff
@karlpetermichl
@st3llasia
@diniscruz
@crb_in

Top Replied-To in G7:
@danimonteirodba
@datagrip
@webstormide
@arashrahimian
@fauna

Top Replied-To in G8:
@barrasadv
@kidehen
@markhneedham
@joedepeau

Top Replied-To in G9:
@eastlondondev
@taseroth
@mdavidallen
@meistermeier
@hendrikebbers
@edburns
@euregjug

Top Replied-To in G10:
@lmeyerov
@andrewjuey
@mohammedri_

Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@kirkdborne
@_wald0
@amyhodler
@markhneedham
@rmoff
@ksqldb
@mdavidallen
@elastic
@rvanbruggen

Top Mentioned in G1:
@neo4j
@mdavidallen
@rvanbruggen
@jocelyn_neo4j
@digityser
@muddybootscode
@bwmerkl
@taseroth
@joedepeau
@graph_aware

Top Mentioned in G2:
@kirkdborne
@neo4j
@amyhodler
@markhneedham
@derberne
@tdatascience
@lbnlcs
@barrasadv
@akashtandon
@_aileenrose

Top Mentioned in G3:
@_wald0
@neo4j

Top Mentioned in G4:

Top Mentioned in G5:
@neo4j
@ksqldb
@rmoff
@elastic
@confluentinc
@miguno
@twitter
@linkurious
@mesirii
@mypoliticouk

Top Mentioned in G6:
@neo4j
@mesirii
@bobareann
@onyame
@emileifrem
@melbjvm
@ksqldb
@rmoff
@peterneubauer
@urcheraus

Top Mentioned in G7:
@neo4j
@mongodb
@azurecosmosdb
@mcflyamorim
@mw_u_
@jetbrains
@fbjest
@jetbrainsrider
@dotnet
@oracledatabase

Top Mentioned in G8:
@emblebijobs
@alliancegenome
@wikidata
@emblebi
@jbarrasa
@neo4j
@kirkdborne
@ensembl
@gwascatalog

Top Mentioned in G9:
@neo4j
@meistermeier
@rotnroll666
@meister
@ijugev
@jug_da
@jug_ostfalen
@jug_stuttgart
@muellermi
@myfear

Top Mentioned in G10:
@lmeyerov
@neo4j
@owaspamass
@andrewjuey
@mohammedri_
@freecodecamp

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jurylady5
@chidambara09
@aaroncuddeback
@clairebotai
@itknowingness
@andysugs
@cybersec_feeds
@calcaware
@rev313

Top Tweeters in G1:
@securityblog
@justbementalist
@politik_twit
@finzgreta
@jameschurchman
@jchyip
@tiagoooliveira
@kawilson_
@technojeder
@gamer456148

Top Tweeters in G2:
@sectest9
@itknowingness
@calcaware
@dankenzon
@vievararosel
@yvesmulkers
@bernardo_pirola
@zimrirosas
@akdm_bot
@xzpwedvhhh37i3c

Top Tweeters in G3:
@rev313
@zodmagus
@adrien_jeanneau
@iianaisii
@crmunoz27
@offethhacker
@maarten_goet
@truneski
@aubrey_lab
@cientih

Top Tweeters in G4:
@andysugs
@perlnews
@7wdata
@cpan_new
@yolo_pinyato
@jimcollins
@lucasoft_co_uk
@overflow_meme
@paasdev
@misc_cia_victim

Top Tweeters in G5:
@rmoff
@gamussa
@mrbenchung
@embano1
@willynguen
@kcet72
@hpgrahsl
@twitter
@xcbsmith
@davefauth

Top Tweeters in G6:
@nbcnews
@viktorklang
@realgenekim
@icijorg
@twarko
@diniscruz
@peterneubauer
@jgbarah
@yow_conf
@tobiasschlauch

Top Tweeters in G7:
@edmoffo
@craigmullins
@arashrahimian
@teradata
@couchbase
@mongodb
@sqlserver
@sapinmemory
@marklogic
@oracledatabase

Top Tweeters in G8:
@clairebotai
@entwistletx
@zimmermann_st
@dnaed_tech
@urbansqr
@kidehen
@ficoyplaca
@boakyetweets
@livewire199411
@ensembl

Top Tweeters in G9:
@rotnroll666
@myfear
@imnickhuber
@noctarius2k
@hendrikebbers
@mp911de
@edburns
@atomfrede
@rszilinski
@muellermi

Top Tweeters in G10:
@ssgslack
@sxren
@cournape
@freecodecamp
@leggendario12
@kccarrell
@mgtei
@prasanna
@lmeyerov
@datametrician