neo4j, Twitter, 8/17/2022 12:00:52 AM, 280187


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neo4j_2022-08-15_22-30-00.xlsx
neo4j_2022-08-15_22-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 17, 2022
Short Description:
neo4j via NodeXL https://bit.ly/3Qq25TU
@neo4j
@craigmullins
@zamani02148973
@py_smart_bot
@swapnakpanda
@dataumbrella
@xeronbot
@mesirii
@rotnroll666
@pinakilaskar

Top hashtags:
#neo4j
#graphdatabase
#datascience
#machinelearning
#ai
#iot
#graphdatascience
#database

Description:
Description
The graph represents a network of 672 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, 16 August 2022 at 05:31 UTC.

The requested start date was Tuesday, 16 August 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, 15-hour, 50-minute period from Tuesday, 02 August 2022 at 07:09 UTC to Monday, 15 August 2022 at 23:00 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 : 672
Unique Edges : 572
Edges With Duplicates : 1241
Total Edges : 1813
Number of Edge Types : 5
Retweet : 412
MentionsInRetweet : 642
Replies to : 112
Mentions : 419
Tweet : 228
Self-Loops : 242
Reciprocated Vertex Pair Ratio : 0.0693181818181818
Reciprocated Edge Ratio : 0.129649309245484
Connected Components : 113
Single-Vertex Connected Components : 69
Maximum Vertices in a Connected Component : 386
Maximum Edges in a Connected Component : 1370
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.858578
Graph Density : 0.00208688169753744
Modularity : 0.422924
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 672 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, 16 August 2022 at 05:31 UTC.

The requested start date was Tuesday, 16 August 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, 15-hour, 50-minute period from Tuesday, 02 August 2022 at 07:09 UTC to Monday, 15 August 2022 at 23:00 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 : 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:
[16] https://www.getthatright.com/top-reasons-to-use-neo4j-database-architecture/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[15] https://okt.to/ldTX32
[12] https://jobs.lever.co/neo4j/5110700e-f51a-4cbd-8f92-d3ea2784aa74
[9] https://www.youtube.com/watch?v=737xm5He8aU&feature=youtu.be

[7] https://sessionize.com/neo4j-nodes-2022/
[7] https://editorialia.com/2022/08/11/publications-r0identifier_e605066113bd05bcb2ad6161c651d958-auto-quantum-circuits/
[6] https://okt.to/bT3QJl
[5] https://neo4j.com/nodes-2022/
[5] https://github.com/liquibase/liquibase-neo4j
[4] https://sessionize.com/neo4j-nodes-2022

Top URLs in Tweet in G1:
[15] https://okt.to/ldTX32
[12] https://jobs.lever.co/neo4j/5110700e-f51a-4cbd-8f92-d3ea2784aa74
[6] https://sessionize.com/neo4j-nodes-2022/
[5] https://okt.to/bT3QJl
[5] https://github.com/liquibase/liquibase-neo4j
[3] https://www.youtube.com/watch?v=SGksQPfFABQ&feature=youtu.be

[3] https://startup.jobs/federal-marketing-manager-neo4j-3569466
[2] https://okt.to/ROGxkZ
[2] https://okt.to/X9d46M
[2] https://okt.to/v0rSmN

Top URLs in Tweet in G3:
[3] http://apoc.log.stream
[2] https://neo4j.com/blog/graphs-cybersecurity-knowledge-graph-digital-twin/
[2] https://www.itinfinance.nl/vacature/senior-devops-engineer-neo4j/den-haag/nn/1081720?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.bigdataschool.ru/blog/european-natural-gas-network-analysis-with-neo4j.html
[1] https://habr.com/ru/post/680576/?utm_campaign=680576&utm_source=habrahabr&utm_medium=rss
[1] https://habr.com/ru/post/680576/?utm_source=twitter_flows&utm_medium=social&utm_campaign=perevod-issleduem-graf-mir-tesen-pri
[1] https://itnan.ru/post.php?c=1&p=680576
[1] https://jp-neo4j-usersgroup.connpass.com/event/256617/?utm_campaign=recent_events&utm_source=feed&utm_medium=atom
[1] https://neo4j.com/docs/spark/4.1/dwh/
[1] https://mattaslett.ventanaresearch.com/neo4j-expands-data-science-focus-with-new-managed-serviceneo4j-expands-data-science-focus-with-new-managed-service

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?app=desktop&v=swiAke-SGD0
[1] https://neo4j.com/nodes-2022/
[1] https://neo4j.com/event/nodes-2022-call-for-papers/
[1] https://sessionize.com/neo4j-nodes-2022/
[1] https://neo4j.com/blog/this-week-in-neo4j-graph-data-science-microservices-java-chatbot-php-spring-data-and-more/
[1] https://www.cloud-builders.tech
[1] https://foojay.io/
[1] https://foojay.io/today/native-graphql-api-with-neo4j-auradb-on-heroku/
[1] https://twitter.com/neo4j/status/1547659212435599366
[1] https://twitter.com/neo4j/status/1557037257831366657

Top URLs in Tweet in G5:
[16] https://www.getthatright.com/top-reasons-to-use-neo4j-database-architecture/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://analyticsindiamag.com/the-origin-of-neo4j/
[2] https://neo4j.com/nodes-2022/
[1] https://www.youtube.com/watch?v=Nhi4XwmCh9A&t=2s

[1] https://programmatic.solutions/b2uv2w/what-are-the-pitfalls-for-using-elasticsearch-as-a-nosql-db-for-a-social-applica
[1] https://sessionize.com/neo4j-nodes-2022
[1] https://okt.to/bT3QJl

Top URLs in Tweet in G6:
[2] https://graphaware.com/graphaware/2020/02/17/graph-technology-landscape-2020.html

Top URLs in Tweet in G7:
[7] https://editorialia.com/2022/08/11/publications-r0identifier_e605066113bd05bcb2ad6161c651d958-auto-quantum-circuits/
[3] https://mattaslett.ventanaresearch.com/neo4j-expands-data-science-focus-with-new-managed-serviceneo4j-expands-data-science-focus-with-new-managed-service?utm_campaign=Expertise
[3] -
[3] Big
[2] Data&utm_content=217026318&utm_medium=social&utm_source=twitter&hss_channel=tw-17992147
[2] https://sfconservancy.org/blog/2022/mar/30/neo4j-v-purethink-open-source-affero-gpl/
[1] https://twitter.com/ventanaresearch/status/1554980433338810368
[1] Data&utm_content=217025292&utm_medium=social&utm_source=twitter&hss_channel=tw-17992147
[1] https://mattaslett.ventanaresearch.com/neo4j-expands-data-science-focus-with-new-managed-serviceneo4j-expands-data-science-focus-with-new-managed-service#.YupzCmiyG78.twitter
[1] https://www.graphable.ai/blog/knowledge-graph-machine-learning-python-neo4j-gds/

Top URLs in Tweet in G8:
[3] https://www.meetup.com/data-umbrella/events/287393407/
[3] https://www.amazon.co.jp/gp/product/B01N4WL0XS/ref=as_li_qf_asin_il_tl?ie=UTF8&tag=akitonaha-22&creative=1211&linkCode=as2&creativeASIN=B01N4WL0XS&linkId=21774574251fdc26966c1899df5b2c39
[2] https://towardsdatascience.com/create-a-graph-database-in-neo4j-using-python-4172d40f89c4?source=twitterShare-711db9270a71-1660460623&_branch_match_id=link-1087257535297769901
[2] https://www.meetup.com/graph-database-san-diego/events/287453734/
[2] https://graphacademy.neo4j.com/courses/cypher-indexes-constraints/
[2] https://www.meetup.com/data-umbrella/events/287467730/
[1] https://neo4j.brand.live/c/agenda
[1] https://neo4j.com/blog/nodes-2022-call-for-papers/
[1] https://www.meetup.com/data-umbrella/events/287638107/
[1] https://www.bigmarker.com/neo4j/Data-Umbrella-Webinar-36f66a668111b097e9165b9e?auto_enter=cancelled&_redirect=webinar_end

Top URLs in Tweet in G9:
[8] https://www.youtube.com/watch?v=737xm5He8aU&feature=youtu.be

[1] https://nestjs.com/
[1] https://github.com/neo4j/graphql
[1] https://drivine.org/
[1] https://medium.com/neo4j/graph-refactoring-the-hard-way-5762067ead46
[1] https://micronaut-projects.github.io/micronaut-test-resources/latest/guide/#modules-neo4j

Top Domains
Top Domains in Tweet in Entire Graph:
[114] okt.to
[44] neo4j.com
[25] youtube.com
[17] twitter.com
[16] getthatright.com
[14] github.com
[13] lever.co
[12] sessionize.com
[10] medium.com
[8] meetup.com

Top Domains in Tweet in G1:
[92] okt.to
[12] lever.co
[11] neo4j.com
[8] sessionize.com
[7] youtube.com
[7] github.com
[5] twitter.com
[5] startup.jobs
[2] jmhreif.com
[1] syntax.fm

Top Domains in Tweet in G3:
[17] neo4j.com
[4] linkedin.com
[3] connpass.com
[3] twitter.com
[3] log.stream
[2] habr.com
[2] medium.com
[2] itinfinance.nl
[2] google.com
[2] rubygems.org

Top Domains in Tweet in G4:
[3] neo4j.com
[2] foojay.io
[2] twitter.com
[1] youtube.com
[1] sessionize.com
[1] cloud-builders.tech

Top Domains in Tweet in G5:
[16] getthatright.com
[2] analyticsindiamag.com
[2] neo4j.com
[1] youtube.com
[1] programmatic.solutions
[1] sessionize.com
[1] okt.to

Top Domains in Tweet in G6:
[2] graphaware.com

Top Domains in Tweet in G7:
[21] okt.to
[7] editorialia.com
[5] ventanaresearch.com
[2] sfconservancy.org
[1] twitter.com
[1] graphable.ai
[1] igovsol.com

Top Domains in Tweet in G8:
[8] meetup.com
[3] neo4j.com
[3] co.jp
[2] towardsdatascience.com
[1] brand.live
[1] bigmarker.com

Top Domains in Tweet in G9:
[8] youtube.com
[1] nestjs.com
[1] github.com
[1] drivine.org
[1] medium.com
[1] github.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[200] neo4j
[57] graphdatabase
[49] datascience
[44] machinelearning
[39] ai
[33] iot
[33] graphdatascience
[32] database
[31] iiot
[26] python



Top Hashtags in Tweet in G1:
[110] neo4j
[36] graphdatabase
[23] database
[22] graphdatascience
[17] nodes22
[16] machinelearning
[12] datascience
[9] graphconnect
[8] cypher
[8] supplychain

Top Hashtags in Tweet in G3:
[20] neo4j
[7] nosql
[5] graphacademy
[3] datascience
[3] it
[3] graph
[2] bigdata
[2] sql
[2] kafka
[2] mongodb

Top Hashtags in Tweet in G4:
[7] java
[2] marvel
[1] tech
[1] conference
[1] javascript
[1] graphsareeverywhere
[1] graph

Top Hashtags in Tweet in G5:
[29] ai
[28] iot
[28] iiot
[19] bigdata
[19] analytics
[17] datascience
[16] rstats
[16] education
[16] learning
[15] python

Top Hashtags in Tweet in G6:
[2] ff
[2] database

Top Hashtags in Tweet in G7:
[29] neo4j
[12] datascience
[12] graphdatabase
[11] machinelearning
[10] graphdatascience
[7] autoqml
[7] cirq
[5] graph
[5] database
[5] predictiveanalytics

Top Hashtags in Tweet in G8:
[10] neo4j
[6] cziscience
[5] python
[4] graphdatabase
[3] frontend
[3] reactjs
[2] callforpapers
[2] probabilistic
[2] statistics
[2] 数学

Top Words
Top Words in Tweet in Entire Graph:
[567] neo4j
[209] graph
[197] #neo4j
[150] data
[103] databases
[98] mongodb
[93] postgresql
[93] server
[92] 2022
[92] mysql

Top Words in Tweet in G1:
[220] neo4j
[108] graph
[108] #neo4j
[58] data
[45] 2022
[40] knowledge
[39] developer
[36] #graphdatabase
[29] used
[27] nodes

Top Words in Tweet in G2:
[88] popular
[88] databases
[88] categories
[88] oracle
[88] mysql
[88] postgresql
[88] sql
[88] server
[88] mongodb
[87] swapnakpanda

Top Words in Tweet in G3:
[65] neo4j
[25] data
[20] #neo4j
[18] ðµð
[15] graph
[14] ãƒ
[8] co
[7] #nosql
[6] ðµñ
[6] database

Top Words in Tweet in G4:
[36] neo4j
[14] end
[11] mesirii
[9] api
[8] lunadisplayhq
[8] graphql
[8] java
[7] ryguyrg
[7] brand
[7] complete

Top Words in Tweet in G5:
[51] neo4j
[29] #ai
[28] #iot
[28] #iiot
[23] database
[19] #bigdata
[19] #analytics
[19] emileifrem
[19] chandrarangan
[18] use

Top Words in Tweet in G6:
[4] neo4j
[4] arangodb
[4] mariadb
[2] #ff
[2] #database
[2] oracledatabase
[2] sqlserver
[2] db2zlabnews
[2] mysql
[2] postgresql

Top Words in Tweet in G7:
[36] neo4j
[30] data
[29] #neo4j
[25] graph
[16] centrality
[14] science
[13] supply
[12] chain
[12] #datascience
[11] #machinelearning

Top Words in Tweet in G8:
[26] august
[25] upcoming
[25] event
[25] tues
[25] 2022
[19] dataumbrella
[14] 9am
[11] introduction
[11] front
[11] end

Top Words in Tweet in G9:
[18] neo4j
[13] rotnroll666
[12] testcontainers
[9] happy
[8] amateur
[8] cycling
[8] nutrition
[8] pro
[8] testing
[8] tips

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[91] mysql,postgresql
[89] popular,databases
[89] oracle,mysql
[88] databases,categories
[88] categories,oracle
[88] postgresql,sql
[88] sql,server
[88] server,mongodb
[87] swapnakpanda,popular
[48] data,science

Top Word Pairs in Tweet in G1:
[24] call,papers
[23] nodes,2022
[19] full,stack
[19] graph,data
[18] stack,developer
[18] 2022,call
[17] #neo4j,#graphdatabase
[17] papers,open
[17] open,submit
[17] submit,talk

Top Word Pairs in Tweet in G2:
[88] popular,databases
[88] databases,categories
[88] categories,oracle
[88] oracle,mysql
[88] mysql,postgresql
[88] postgresql,sql
[88] sql,server
[88] server,mongodb
[87] swapnakpanda,popular

Top Word Pairs in Tweet in G3:
[10] ãƒ,ãƒ
[6] graph,data
[5] ðµð,ðµð
[5] neo4j,graph
[5] badge,#neo4j
[5] #neo4j,#graphacademy
[5] big,data
[4] data,science
[4] ðµñ,ðµð
[4] ðµð,neo4j

Top Word Pairs in Tweet in G4:
[7] brand,complete
[7] complete,end
[7] end,end
[7] end,#java
[7] #java,tutorial
[7] tutorial,learn
[7] learn,create
[7] create,graphql
[7] graphql,api
[7] api,neo4j

Top Word Pairs in Tweet in G5:
[28] #ai,#iot
[28] #iot,#iiot
[19] #bigdata,#analytics
[18] neo4j,emileifrem
[18] emileifrem,chandrarangan
[18] chandrarangan,#bigdata
[18] use,neo4j
[16] top,reasons
[16] reasons,use
[16] neo4j,database

Top Word Pairs in Tweet in G6:
[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 G7:
[14] data,science
[12] supply,chain
[12] graph,data
[8] centrality,algorithm
[8] algorithm,tip
[8] tip,degree
[8] degree,centrality
[8] centrality,measures
[8] measures,operational
[8] operational,load

Top Word Pairs in Tweet in G8:
[25] upcoming,event
[25] tues,august
[19] dataumbrella,upcoming
[14] 2022,9am
[11] event,introduction
[11] introduction,front
[11] front,end
[11] end,development
[11] development,react
[11] react,joetorreggiani

Top Word Pairs in Tweet in G9:
[12] neo4j,testcontainers
[8] amateur,cycling
[8] cycling,nutrition
[8] nutrition,pro
[8] pro,testing
[8] testing,tips
[8] tips,neo4j
[8] testcontainers,happy
[8] happy,monday
[7] rotnroll666,amateur

Top Replied-To
Top Replied-To in Entire Graph:
@neo4j
@rotnroll666
@bmorphism
@mesirii
@mkheck
@algonacci
@sellieyoung
@babyheadz
@muffung
@damaphila

Top Replied-To in G1:
@neo4j
@damaphila
@mkheck
@ron_miller
@sebas_garciag
@ludubo
@kpmg_us
@fbiville
@serengil
@blackholesmerge

Top Replied-To in G4:
@mesirii
@eoliverwhite
@neo4j
@mkheck
@littledetritus
@lilithwittmann
@stephenplaza
@noctarius2k
@ryguyrg
@ypoirier

Top Replied-To in G7:
@neo4j
@mkheck
@maruthiprithivi
@smt_solvers

Top Replied-To in G9:
@rotnroll666
@larsrosenquist
@mvindahl
@cedricchampeau

Top Replied-To in G10:
@edburns

Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@swapnakpanda
@fbiville
@emileifrem
@chandrarangan
@dataumbrella
@analyticsindiam
@jmhreif
@liquibase
@pinakilaskar

Top Mentioned in G1:
@neo4j
@fbiville
@liquibase
@jmhreif
@lyonwj
@adamcowley
@ardanlabs
@jalakoo
@neo4

Top Mentioned in G2:
@swapnakpanda

Top Mentioned in G3:
@iamggurjar
@itinfinance
@vendepcapital

Top Mentioned in G4:
@neo4j
@lunadisplayhq
@graphql
@quarkusio
@smallrye_io
@ryguyrg
@mesirii
@foojayio
@ypoirier
@mkheck

Top Mentioned in G5:
@neo4j
@emileifrem
@chandrarangan
@analyticsindiam
@pinakilaskar
@iitbombay
@getthatrightgtr
@aaronholtn4j
@matthieugarin
@programmatoris

Top Mentioned in G6:
@neo4j
@arangodb
@mariadb
@oracledatabase
@sqlserver
@db2zlabnews
@mysql
@postgresql
@mongodb
@teradata

Top Mentioned in G7:
@neo4j
@maslettvr
@maruthiprithivi
@states_ai_ia
@tonycarrinivr
@graphconnect
@ventanaresearch
@pinakilaskar
@graphable1
@jmhreif

Top Mentioned in G8:
@dataumbrella
@joetorreggiani
@kvng_zeez
@neo4j
@jalakoo
@colorifix
@bbsrcwhiterose
@ethanjredmond
@ritmonegro
@bookloveru2

Top Mentioned in G9:
@neo4j
@testcontainers
@rotnroll666
@kiview
@javahippie
@alina_yurenko
@graemerocher
@vlad_mihalcea
@fbiville

Top Mentioned in G10:
@rszilinski
@euregjug
@ijugev
@jug_da
@jug_ostfalen
@jug_stuttgart
@meistermeier
@muellermi
@myfear
@neo4j

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@xaelbot
@cybersecurityn8
@fabriciosx
@dataaugmented
@rahul05ranjan
@codewithtwitchi
@goaidev
@education_24x7
@ml_tweet_bot

Top Tweeters in G1:
@sectest9
@cybersecurityn8
@openmarketingtv
@savetonotion
@official__tima
@cool_golang
@jotatx
@careersingrowth
@kirkdborne
@84gilberto

Top Tweeters in G2:
@dhfmnaveenkumar
@ffsost249245
@muhtdi7
@holuolumidey
@gjaselvadoss16
@mugahayaliey
@bikthato
@swapnakpanda
@chinnaroyal476
@amyth_sharma

Top Tweeters in G3:
@suriyasubraman
@rubygemsn
@itnan_ru
@threatintelctr
@zobjobsgb
@cvenew
@bhavik_bhavsar
@way0utwest
@neurons_ai
@dd_jessica_

Top Tweeters in G4:
@muschelschloss
@fullnam35087976
@mkheck
@noctarius2k
@eoliverwhite
@bobtrobb
@mesirii
@lopalasi
@littledetritus
@stuart_begg

Top Tweeters in G5:
@xaelbot
@rahul05ranjan
@goaidev
@education_24x7
@getthatrightgtr
@serverlessfan
@godfrey_g_
@bob_gamedev
@theweb3bot
@datasciencebot_

Top Tweeters in G6:
@craigmullins
@teradata
@filemakertoday
@couchbase
@mongodb
@influxdb
@sapinmemory
@sqlserver
@mariadb
@marklogic

Top Tweeters in G7:
@fabriciosx
@dataaugmented
@thecuriousluke
@pyscalellc
@gdprai
@manifattura40
@blackpeopledata
@corpus_news
@ventanaresearch
@paulsil01958725

Top Tweeters in G8:
@codewithtwitchi
@xeronbot
@_reactdev
@frcretweets
@ritmonegro
@kvng_zeez
@bookloveru2
@ratsavage
@superjohnrtp
@smfulton3

Top Tweeters in G9:
@rotnroll666
@vlad_mihalcea
@corneil
@cedricchampeau
@kiview
@bsideup
@larsrosenquist
@graemerocher
@mvindahl
@atomfrede

Top Tweeters in G10:
@myfear
@edburns
@muellermi
@rszilinski
@meistermeier
@sippsack
@jug_stuttgart
@jug_da
@ijugev
@euregjug