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neo4j_2022-07-11_22-30-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 12, 2022
Short Description:
neo4j via NodeXL https://bit.ly/3yxRVJb
@neo4j
@gp_pulipaka
@craigmullins
@corneil
@javageekbot
@serverlessfan
@rayim_it
@xeronbot
@mesirii
@wearefiniam

Top hashtags:
#neo4j
#datascience
#analytics
#python
#bigdata
#machinelearning
#iot
#iiot
#pytorch
#rstats

Description:
Description
The graph represents a network of 758 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, 12 July 2022 at 05:30 UTC.

The requested start date was Tuesday, 12 July 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, 7-minute period from Tuesday, 28 June 2022 at 00:51 UTC to Monday, 11 July 2022 at 22:59 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 : 758
Unique Edges : 483
Edges With Duplicates : 1613
Total Edges : 2096
Number of Edge Types : 5
Tweet : 262
Mentions : 461
Retweet : 563
MentionsInRetweet : 698
Replies to : 112
Self-Loops : 274
Reciprocated Vertex Pair Ratio : 0.0557377049180328
Reciprocated Edge Ratio : 0.105590062111801
Connected Components : 107
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 529
Maximum Edges in a Connected Component : 1761
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.096839
Graph Density : 0.00168349581565895
Modularity : 0.372533
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 758 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, 12 July 2022 at 05:30 UTC.

The requested start date was Tuesday, 12 July 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, 7-minute period from Tuesday, 28 June 2022 at 00:51 UTC to Monday, 11 July 2022 at 22:59 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://okt.to/wrs5mM
[12] https://okt.to/4jASis
[9] https://github.com/neo4j-contrib/neovis.js
[7] https://graphacademy.neo4j.com
[7] https://graphacademy.neo4j.com/courses/neo4j-fundamentals/
[6] https://www.i-programmer.info/news/84-database/15530-age-the-open-source-postgresql-extension-for-graph-database-functionality.html
[5] https://www.codeproject.com/Articles/5334069/Why-a-Graph-Database-Solves-Problems-Other-Databas
[5] https://neo4j-code-golf-2022.devpost.com/
[5] https://neo4j.com/graphsummit/milan/
[5] https://neo4j.com/labs/neosemantics/

Top URLs in Tweet in G1:
[8] https://okt.to/wrs5mM
[7] https://graphacademy.neo4j.com
[7] https://okt.to/4jASis
[5] https://okt.to/xHO6Fb
[4] https://graphacademy.neo4j.com/courses/neo4j-fundamentals/
[4] https://okt.to/JUHvd8
[4] https://www.codeproject.com/Articles/5334069/Why-a-Graph-Database-Solves-Problems-Other-Databas
[4] https://neo4j-code-golf-2022.devpost.com/
[3] https://okt.to/6GJluK
[3] https://okt.to/ePI74k

Top URLs in Tweet in G2:
[4] https://okt.to/wrs5mM
[3] https://medium.com/neo4j/using-neo4j-graph-data-science-in-python-to-improve-machine-learning-models-c55a4e15f530
[2] https://okt.to/YKfDJh
[2] https://neo4j.com/labs/neosemantics/
[2] https://neo4j.com/graphsummit/
[2] https://neo4j.com/graphsummit/singapore/
[2] https://www.meetup.com/graphdb-berlin/events/286109611/
[2] https://www.marconomy.de/bechtle-ermoeglicht-optimales-surfen-im-b2b-online-shop-a-309e9b938e854aacf1eecaa1b4aefb85/
[2] https://www.youtube.com/watch?v=o7uO2CgXST8&feature=youtu.be

[2] https://www.nextplatform.com/2020/04/10/graphing-the-coronavirus-pandemic/?utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graphing-the-coronavirus-pandemic-httpgagglorfbre-2521109

Top URLs in Tweet in G3:
[2] https://www.freelancer.com/u/ImmortalxInc
[1] https://www.freelancer.com/projects/neo4j/Need-Neo-Cyphers
[1] https://www.hatinco.com/
[1] https://www.amazon.com/Hands-Graph-Analytics-Neo4j-visualization/dp/1839212616?tag=gppulipaka-20&geniuslink=true
[1] https://medium.com/data-science-in-your-pocket/graph-analytics-relationship-link-prediction-in-graphs-using-neo4j-79a81716e73a
[1] https://twitter.com/rayim_it/status/1544236328530784256
[1] https://twitter.com/mariya06025697/status/1544281550203670528
[1] https://okt.to/Ffez4T
[1] https://okt.to/JUHvd8
[1] https://twitter.com/rotnroll666/status/1534789964743032833

Top URLs in Tweet in G4:
[3] https://dev.to/networkandcode/trying-my-hands-on-neo4j-with-some-iot-data-28g7
[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/analyzing-the-evolution-of-life-on-earth-with-neo4j-7daeeb1e032d?source=social.tw
[1] https://towardsdatascience.com/analyzing-twitter-user-network-1cfcef1dd89d?utm_source=dlvr.it&utm_medium=twitter
[1] https://rubygems.org/gems/neo4j-ruby-driver
[1] https://massblog.onweb.im/amsterdam-the-neo4j-graph-data-platform-today-tomorrow-pdf/
[1] https://hacklines.com
[1] https://search.maven.org/#artifactdetails%7Ceu.michael-simons.neo4j%7Cneo4j-migrations-maven-plugin%7C1.8.0%7Cpom
[1] https://neo4j.com/
[1] https://www.linkedin.com/feed/update/urn:li:share:6947952330042466304

Top URLs in Tweet in G5:
[1] https://www.honeycomb.io/

Top URLs in Tweet in G6:
[1] https://neo4j.com/developer-blog/neo4j-code-golf-cypher-contest/
[1] https://okt.to/9Z4enz
[1] https://okt.to/4jASis
[1] https://github.com/michael-simons/neo4j-migrations/commit/847c26fe246876d200943f36e830b53bcfe07f4e

Top URLs in Tweet in G7:
[1] https://blog.bitsadmin.com/blog/dealing-with-large-bloodhound-datasets
[1] https://github.com/bitsadmin/chophound

Top URLs in Tweet in G8:
[4] https://okt.to/wrs5mM
[3] https://graphacademy.neo4j.com/courses/neo4j-fundamentals/
[3] https://okt.to/4jASis
[2] https://neo4j.com/graphsummit/london/
[1] https://www.meetup.com/graphdb-london/events/286109678/
[1] https://www.meetup.com/graphdb-london/?_cookie-check=qXjAyQfnDqwHhO17
[1] https://graphacademy.neo4j.com/courses/app-dotnet/
[1] https://okt.to/s9Flja
[1] https://blog.csdn.net/neo4jdev/article/details/125320398
[1] https://twitter.com/neo4j/status/1543217445313429506

Top URLs in Tweet in G9:
[1] https://www.honeycomb.io/

Top URLs in Tweet in G10:
[1] https://twitter.com/starbuxman/status/1542610313585082371

Top Domains
Top Domains in Tweet in Entire Graph:
[199] okt.to
[76] neo4j.com
[25] github.com
[25] twitter.com
[20] youtube.com
[12] medium.com
[7] meetup.com
[6] i-programmer.info
[5] codeproject.com
[5] devpost.com

Top Domains in Tweet in G1:
[85] okt.to
[24] neo4j.com
[7] twitter.com
[6] youtube.com
[4] codeproject.com
[4] devpost.com
[2] sessionize.com
[2] medium.com
[2] jmhreif.com
[1] stackoverflow.com

Top Domains in Tweet in G2:
[100] okt.to
[18] neo4j.com
[7] youtube.com
[4] twitter.com
[4] medium.com
[2] meetup.com
[2] github.com
[2] marconomy.de
[2] mdpi.com
[2] nextplatform.com

Top Domains in Tweet in G3:
[3] freelancer.com
[3] twitter.com
[2] okt.to
[1] hatinco.com
[1] amazon.com
[1] medium.com
[1] github.com

Top Domains in Tweet in G4:
[7] neo4j.com
[4] twitter.com
[3] towardsdatascience.com
[3] dev.to
[3] co.uk
[3] co.jp
[2] cybersecjobs.io
[2] google.com
[2] bigdataschool.ru
[1] rubygems.org

Top Domains in Tweet in G5:
[1] honeycomb.io

Top Domains in Tweet in G6:
[2] okt.to
[1] neo4j.com
[1] github.com

Top Domains in Tweet in G7:
[1] bitsadmin.com
[1] github.com

Top Domains in Tweet in G8:
[9] okt.to
[6] neo4j.com
[2] meetup.com
[2] github.com
[1] csdn.net
[1] twitter.com

Top Domains in Tweet in G9:
[1] honeycomb.io

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[484] neo4j
[160] datascience
[134] analytics
[134] python
[133] bigdata
[129] machinelearning
[126] iot
[126] iiot
[115] pytorch
[114] rstats



Top Hashtags in Tweet in G1:
[128] neo4j
[28] graphdatabase
[16] graphsummit
[15] cypher
[12] datascience
[11] machinelearning
[10] java
[10] neo4jcommunity
[9] graphdatascience
[9] neo4jcodechallenge

Top Hashtags in Tweet in G2:
[141] neo4j
[37] graphsummit
[23] graphdatabase
[20] graphdatascience
[19] datascience
[15] machinelearning
[11] knowledgegraph
[11] neo4jcommunity
[8] python
[8] neo4jcodechallenge

Top Hashtags in Tweet in G3:
[133] neo4j
[126] bigdata
[126] analytics
[126] datascience
[126] iot
[126] iiot
[117] python
[114] pytorch
[114] rstats
[101] ai

Top Hashtags in Tweet in G4:
[11] neo4j
[3] bigdata
[3] python
[3] 数学
[3] 統計
[2] cybersecurity
[2] cybersecurityjobs
[2] cybersec
[2] analytics
[2] analyticsjobs

Top Hashtags in Tweet in G5:
[2] ff
[2] database

Top Hashtags in Tweet in G6:
[9] neo4j
[2] pride
[2] berlin
[1] pridemonth2022
[1] pride22

Top Hashtags in Tweet in G7:
[26] bloodhound

Top Hashtags in Tweet in G8:
[18] neo4j
[6] graphacademy
[5] dotnet
[4] neo4jcodechallenge
[2] graphtheory
[2] graphdatabase
[1] python
[1] graphql
[1] pridemonth2022
[1] pride22

Top Words
Top Words in Tweet in Entire Graph:
[832] neo4j
[472] #neo4j
[355] graph
[180] using
[177] graphs
[163] data
[158] #datascience
[134] #analytics
[134] #python
[133] #bigdata

Top Words in Tweet in G1:
[359] neo4j
[160] graph
[119] #neo4j
[107] show
[101] free
[98] today
[94] certified
[94] expertise
[94] databases
[94] employer

Top Words in Tweet in G2:
[139] #neo4j
[123] neo4j
[89] graph
[60] data
[38] graphsummit
[37] #graphsummit
[36] learn
[33] science
[32] graphs
[28] use

Top Words in Tweet in G3:
[133] #neo4j
[126] #bigdata
[126] #analytics
[126] #datascience
[126] #iot
[117] #python
[114] #iiot
[114] #pytorch
[114] #rstats
[101] graphs

Top Words in Tweet in G4:
[73] neo4j
[32] graph
[27] ãƒ
[16] database
[15] data
[14] cypher
[14] someone
[11] #neo4j
[10] mongodb
[8] query

Top Words in Tweet in G5:
[4] mongodb
[4] neo4j
[3] snowflakedb
[2] #ff
[2] #database
[2] oracledatabase
[2] sqlserver
[2] db2zlabnews
[2] mysql
[2] postgresql

Top Words in Tweet in G6:
[18] neo4j
[9] #neo4j
[8] rotnroll666
[7] ops
[6] manager
[6] team
[5] using
[5] jreleaser
[5] publish
[5] internal

Top Words in Tweet in G7:
[27] importing
[27] large
[26] blog
[26] experiences
[26] querying
[26] #bloodhound
[26] datasets
[26] using
[26] neo4j's
[26] cypher

Top Words in Tweet in G8:
[47] neo4j
[17] #neo4j
[9] data
[9] customer
[8] learn
[8] use
[7] interested
[7] adamcowley
[7] graph
[6] developer

Top Words in Tweet in G9:
[12] outreach_io
[11] trint
[11] brighttalk
[11] workato
[11] adroll
[11] neo4j
[11] know
[9] here's
[9] outreach's
[9] main

Top Words in Tweet in G10:
[3] corneil
[3] springcentral
[3] neo4j
[2] howzit
[2] johannesburg
[2] south
[2] africa
[2] staff
[2] software
[2] engineer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[126] #neo4j,#bigdata
[126] #bigdata,#analytics
[126] #analytics,#datascience
[114] #iot,#iiot
[114] #iiot,#pytorch
[114] #pytorch,#python
[114] #python,#rstats
[108] graphs,using
[107] graph,databases
[104] using,#neo4j

Top Word Pairs in Tweet in G1:
[94] certified,neo4j
[94] neo4j,today
[94] today,show
[94] show,expertise
[94] expertise,graph
[94] graph,databases
[94] databases,employer
[94] employer,potential
[94] potential,clients
[94] clients,free

Top Word Pairs in Tweet in G2:
[33] data,science
[31] graph,data
[22] #neo4j,#graphsummit
[18] #neo4j,#graphdatabase
[16] neo4j,graph
[15] machine,learning
[12] #neo4j,#graphdatascience
[11] graphsummit,business
[11] use,neo4j
[10] learn,use

Top Word Pairs in Tweet in G3:
[126] #neo4j,#bigdata
[126] #bigdata,#analytics
[126] #analytics,#datascience
[114] #iot,#iiot
[114] #iiot,#pytorch
[114] #pytorch,#python
[114] #python,#rstats
[101] graphs,using
[101] using,#neo4j
[101] #datascience,#ai

Top Word Pairs in Tweet in G4:
[16] ãƒ,ãƒ
[13] graph,database
[9] neo4j,graph
[7] graph,databases
[6] designer,women
[6] install,configure
[6] configure,query
[6] query,graph
[6] databases,neo4j
[6] neo4j,tiger

Top Word Pairs in Tweet in G5:
[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 G6:
[6] ops,manager
[5] neo4j,#neo4j
[5] #neo4j,ops
[5] manager,team
[5] team,using
[5] using,jreleaser
[5] jreleaser,publish
[5] publish,internal
[5] internal,releases
[5] releases,brand

Top Word Pairs in Tweet in G7:
[26] blog,experiences
[26] experiences,importing
[26] importing,querying
[26] querying,large
[26] large,#bloodhound
[26] #bloodhound,datasets
[26] datasets,using
[26] using,neo4j's
[26] neo4j's,cypher
[26] cypher,query

Top Word Pairs in Tweet in G8:
[7] use,neo4j
[5] #dotnet,developer
[5] developer,interested
[5] interested,learning
[5] learning,neo4j
[5] neo4j,learn
[5] learn,install
[5] install,use
[5] neo4j,net
[5] net,driver

Top Word Pairs in Tweet in G9:
[9] here's,outreach's
[9] outreach's,main
[9] main,clients
[9] clients,trint
[9] trint,brighttalk
[9] brighttalk,workato
[9] workato,adroll
[9] adroll,jitterbit
[9] jitterbit,neo4j
[9] neo4j,know

Top Word Pairs in Tweet in G10:
[2] howzit,corneil
[2] corneil,johannesburg
[2] johannesburg,south
[2] south,africa
[2] africa,staff
[2] staff,software
[2] software,engineer
[2] engineer,springcloud
[2] springcloud,springcentral
[2] springcentral,vmwaretanzu

Top Replied-To
Top Replied-To in Entire Graph:
@neo4j
@mesirii
@alepiad
@outreach_io
@jalakoo
@subvisual
@jeff_dev_
@rotnroll666
@rabbinash
@renepickhardt

Top Replied-To in G1:
@neo4j
@jalakoo
@bandanakm
@znmead
@jeff_dev_
@coding_charles
@saltnburnem

Top Replied-To in G2:
@mesirii
@neo4j
@logicalgraphs
@renepickhardt
@steepdawn974
@davidstrayhorn
@jeff_dev_
@dabernathy89
@jpdanner
@cryptostiffy

Top Replied-To in G3:
@neo4j
@mesirii

Top Replied-To in G6:
@herrstachel
@geoaxis
@rotnroll666
@rszilinski

Top Replied-To in G8:
@tiltmonger
@tlarsendataguy
@fbiville

Top Replied-To in G9:
@outreach_io
@terrellwilliamz
@lonlabe
@tomfitton
@shoe0nhead
@bullymaus
@heuristicism

Top Replied-To in G10:
@rotnroll666
@allenholub

Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@gp_pulipaka
@mesirii
@tb_tomaz
@bitsadmin
@barrasadv
@rayim_it
@jmhreif
@adamcowley
@digitalhealthxx

Top Mentioned in G1:
@neo4j
@mesirii
@jmhreif
@barrasadv
@tb_tomaz
@jalakoo
@derivo
@limbikinc
@adamcowley
@deloitte

Top Mentioned in G2:
@neo4j
@tb_tomaz
@mesirii
@barrasadv
@alexandererdl
@danielcfng
@bechtle_ag
@neo4jde
@zurich
@maruthiprithivi

Top Mentioned in G3:
@gp_pulipaka
@rayim_it
@neo4j
@digitalhealthxx
@stanleyhacks
@mariya06025697
@jmhreif
@jlgjosue
@jeff_dev_
@1129_ali

Top Mentioned in G5:
@mongodb
@neo4j
@snowflakedb
@oracledatabase
@sqlserver
@db2zlabnews
@mysql
@postgresql
@teradata
@filemakertoday

Top Mentioned in G6:
@neo4j
@rotnroll666
@jreleaser
@aalmiray
@junitteam
@testcontainers
@meistermeier
@mesirii
@euregjug
@ijugev

Top Mentioned in G7:
@bitsadmin
@criznash

Top Mentioned in G8:
@neo4j
@adamcowley
@tlarsendataguy
@cskardon
@joedepeau
@jalakoo
@grantbeasley
@tb_tomaz
@apacheecharts
@fbiville

Top Mentioned in G9:
@outreach_io
@fionafranfeld
@sheaoutr
@lataneconant
@6senseinc
@twitter
@nypost
@bttrdedthanwoke
@heuristicism

Top Mentioned in G10:
@springcloud
@springcentral
@vmwaretanzu
@neo4j
@jozijug
@java
@kotlin
@apachegroovy
@springdata
@cloudfoundry

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@remindme_ofthis
@cybersecurityn8
@javascriptd
@fabriciosx
@timesofindia
@uhiiman
@codewithtwitchi

Top Tweeters in G1:
@remindme_ofthis
@timesofindia
@pyscalellc
@7wdata
@tripdarlyn
@technojeder
@mrbolton_sql
@tfl
@headpointer
@whilson_douglas

Top Tweeters in G2:
@openmarketingtv
@gdprai
@nvsdata
@e_nterdiscipl
@jpdanner
@computerwoche
@who
@manningbooks
@dabernathy89
@danielcfng

Top Tweeters in G3:
@sectest9
@chidambara09
@xaelbot
@cybersecurityn8
@javascriptd
@fabriciosx
@codewithtwitchi
@rahul05ranjan
@goaidev
@serverlessfan

Top Tweeters in G4:
@uhiiman
@m157q_news_rss
@suriyasubraman
@feedpushr
@rubygemsn
@grjenkin
@dnmrules
@freelancejobrss
@lucasoft_co_uk
@zobjobsus

Top Tweeters in G5:
@docusign
@craigmullins
@consumeraffairs
@zoom
@teradata
@filemakertoday
@couchbase
@mongodb
@influxdb
@sapinmemory

Top Tweeters in G6:
@wernerkeil
@rotnroll666
@brunoborges
@myfear
@aalmiray
@noctarius2k
@takesection
@bsideup
@herrstachel
@geoaxis

Top Tweeters in G7:
@mrbenchung
@424f424f
@nullkrysus
@criznash
@puzzithinker
@pentest_swissky
@kamfuretoz
@g33xter
@skate_forever
@eugenc

Top Tweeters in G8:
@jotatx
@fbiville
@khmarbaise
@mdavidallen
@ryguyrg
@glennsarti
@adamcowley
@shinyzhu
@cskardon
@botgolang

Top Tweeters in G9:
@nypost
@shoe0nhead
@bullymaus
@tomfitton
@fionafranfeld
@twitter
@6senseinc
@outreach_io
@lonlabe
@heuristicism

Top Tweeters in G10:
@allenholub
@corneil
@java
@vmwaretanzu
@springcentral
@cloudfoundry
@gradle
@apachegroovy
@kotlin
@rabbitmq