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graph database_2021-07-27_06-16-57.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 27, 2021
Short Description:
graph database via NodeXL https://bit.ly/3l0INrj
@neo4j
@solutionsreview
@tigergraphdb
@codexeditor
@logseq
@orientdb
@oracledatabase
@graph_aware
@ivanontech
@branarakic

Top hashtags:
#database
#bigdata
#azure
#ai
#analytics
#datascience
#python
#java
#graphdatabase

Description:
Description
The graph represents a network of 478 Twitter users whose tweets in the requested range contained "graph database", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 27 July 2021 at 13:17 UTC.

The requested start date was Tuesday, 27 July 2021 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, 18-hour, 45-minute period from Tuesday, 13 July 2021 at 04:26 UTC to Monday, 26 July 2021 at 23:11 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 : 478
Unique Edges : 303
Edges With Duplicates : 493
Total Edges : 796
Number of Edge Types : 5
Retweet : 215
MentionsInRetweet : 274
Replies to : 49
Mentions : 153
Tweet : 105
Self-Loops : 107
Reciprocated Vertex Pair Ratio : 0.0114155251141553
Reciprocated Edge Ratio : 0.0225733634311512
Connected Components : 108
Single-Vertex Connected Components : 46
Maximum Vertices in a Connected Component : 104
Maximum Edges in a Connected Component : 221
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.519552
Graph Density : 0.0019429313263686
Modularity : 0.568267
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 478 Twitter users whose tweets in the requested range contained "graph database", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 27 July 2021 at 13:17 UTC.

The requested start date was Tuesday, 27 July 2021 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, 18-hour, 45-minute period from Tuesday, 13 July 2021 at 04:26 UTC to Monday, 26 July 2021 at 23:11 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 : graph database
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:
[7] https://h-savran.blogspot.com/2020/03/connecting-to-cosmos-db-gremlin-api.html
[6] https://www.instagram.com/accounts/login/
[5] https://medium.com/@cvtnhpjg/how-we-can-design-a-graph-database-in-sql-way-20eaee79bc28?source=rss------programming-5&utm_source=dlvr.it&utm_medium=twitter
[4] https://www.oracle.com/big-data/what-is-graph-database/?source=:so:tw:or:awr:odv:::&SC=:so:tw:or:awr:odv:::&pcode=#graph-database-advantages
[4] https://www.kdnuggets.com/2021/02/understanding-nosql-database-types-graph.html
[3] https://www.youtube.com/watch?v=OLCyZhvNgT4&feature=youtu.be

[3] https://solutionsreview.com/data-management/key-takeaways-the-2021-gartner-market-guide-for-graph-database-management-solutions/
[2] https://www.tigergraph.com/jaguar-land-rover/
[2] https://manometcurrent.com/global-graph-database-market-swot-analysis-key-indicators-forecast-2027-oracle-international-business-machines-corporation/?utm_source=dlvr.it&utm_medium=twitter
[2] https://github.com/cayleygraph/cayley

Top URLs in Tweet in G1:
[2] https://www.youtube.com/watch?v=OLCyZhvNgT4&feature=youtu.be


Top URLs in Tweet in G2:
[7] https://h-savran.blogspot.com/2020/03/connecting-to-cosmos-db-gremlin-api.html
[2] https://networkradius.com/articles/2021/05/20/DHCP-enhancements-in-FreeRADIUS-3.html
[2] https://venturebeat.com/2021/06/17/graph-database-platform-neo4j-raises-320m-to-inform-decision-making/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.freelancer.com/projects/nodejs/Admin-Panel-Firebase-through-nodejs.html
[2] https://manometcurrent.com/global-graph-database-market-swot-analysis-key-indicators-forecast-2027-oracle-international-business-machines-corporation/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.youtube.com/watch?v=OLCyZhvNgT4&feature=youtu.be

[1] https://twitter.com/forrestbrazeal/status/1414956493561077761
[1] https://ieeexplore.ieee.org/document/7958614
[1] https://airccse.org/journal/ijci/papers/1512ijci01.pdf
[1] https://airccse.org/journal/ijci/Current.html

Top URLs in Tweet in G3:
[2] https://info.tigergraph.com/ebook-4-1-0-0?utm_campaign=2020%20Paid%20Twitter-%20eBook%20N%20America&utm_source=twitter&utm_medium=paidsocial
[2] https://www.tigergraph.com/jaguar-land-rover/
[2] https://www.informationweek.com/big-data/big-data-analytics/what-cios-need-to-know-about-graph-database-technology/d/d-id/1340839?_mc=rss_x_iwr_edt_aud_iw_x_x-rss-simple
[2] https://github.com/neo4j/neo4j-python-driver
[1] https://illinoisnewstoday.com/graph-database-and-relational-database-main-differences/252651/
[1] https://info.tigergraph.com/tigergraph-benchmark-report-download-0?utm_campaign=2021%20neo4j%20Punch%20in%20the%20Mouth&utm_source=twitter&utm_medium=paidsocial
[1] https://illinoisnewstoday.com/graph-database-and-relational-database-main-differences/252651/?utm_content=172994872&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-ai-summit-spring-2021-danny-clark?utm_content=173446558&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.tigergraph.com/2020/04/07/using-a-graph-database-for-big-data-entity-resolution/?utm_content=173700384&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/gartner-graph-market-guide?utm_campaign=2021%20Gartner%20Research%3A%20Market%20Guide%20to%20Graph%20Database%20Management%20Solutions&utm_content=173844738&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top URLs in Tweet in G4:
[1] https://twitter.com/Bailey_Jennings/status/1415699063782129666

Top URLs in Tweet in G5:
[1] https://dy.si/m3mQGA2
[1] https://www.oracle.com/big-data/what-is-graph-database/?source=:so:tw:or:awr:odb:::&SC=:so:tw:or:awr:odb:::&pcode=#graph-database-advantages
[1] https://www.oracle.com/autonomous-database/graph/get-started/?source=:so:tw:or:awr:odb:::&SC=:so:tw:or:awr:odb:::&pcode=
[1] https://blogs.oracle.com/database/post/create-graph-databases-with-graph-studio?source=:so:tw:or:awr:odb:::&SC=:so:tw:or:awr:odb:::&pcode=
[1] https://dy.si/sJYxT
[1] https://dy.si/fn9DTU2
[1] https://dy.si/mfRsT
[1] https://dy.si/FkzHQ
[1] https://dy.si/qd3Y3
[1] https://dy.si/Zseboq

Top URLs in Tweet in G6:
[1] https://cloudwars.co/cloud-database/next-snowflake-neo4j-firebolt-raise-452-million-cloud-database/
[1] https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/?ref=social-blog
[1] https://neo4j.com/whitepapers/top-ten-use-cases-graph-database-technology/?ref=social-camp
[1] http://www.odbms.org/2021/06/on-neo4j-graph-database-qa-with-lance-walter/
[1] https://www.graphaware.com/hume/2021/07/13/hume-2.9.0-released.html
[1] https://www.youtube.com/watch?v=4ZCs83_iHU8

[1] https://medium.com/neo4j/behind-the-scenes-of-creating-the-worlds-biggest-graph-database-cd22f477c843
[1] https://disruptivetechasean.com/big_news/how-neo4j-is-leading-the-graph-revolution-in-apac-following-the-largest-investment-in-database-history/
[1] https://jobs.lever.co/neo4j/e62c8285-9822-4daf-a06e-726846f74300

Top URLs in Tweet in G7:
[6] https://www.instagram.com/accounts/login/
[2] https://www.linkedin.com/slink?code=g64TWYG
[2] https://nebula-graph.io/posts/nebula-graph-for-large-social-network/
[2] https://nebula-graph.io/posts/kuaishou-security-intelligence-platform-with-nebula-graph/
[1] https://www.linkedin.com/slink?code=gRMqHFP
[1] https://www.linkedin.com/slink?code=gzsRvUC
[1] https://docs.nebula-graph.io/2.0.1/2.quick-start/3.connect-to-nebula-graph/
[1] https://www.nextplatform.com/2021/01/19/third-time-is-the-charm-for-nebula-graph-database/
[1] https://www.bloomberg.com/news/articles/2021-07-06/graph-database-startup-vesoft-seeks-funds-at-1-billion-value
[1] https://nebula-graph.io/

Top URLs in Tweet in G8:
[4] https://www.oracle.com/big-data/what-is-graph-database/?source=:so:tw:or:awr:odv:::&SC=:so:tw:or:awr:odv:::&pcode=#graph-database-advantages
[1] https://blogs.oracle.com/database/post/create-graph-databases-with-graph-studio?source=:so:tw:or:awr:odv:::&SC=:so:tw:or:awr:odv:::&pcode=
[1] https://apexapps.oracle.com/pls/apex/dbpm/r/livelabs/view-workshop/?wid=758&clear=180&session=4008617582899&source=:so:tw:or:awr:odv:::&SC=:so:tw:or:awr:odv:::&pcode=
[1] https://twitter.com/forrestbrazeal/status/1414956493561077761

Top URLs in Tweet in G9:
[2] https://solutionsreview.com/data-management/key-takeaways-the-2021-gartner-market-guide-for-graph-database-management-solutions/
[1] https://solutionsreview.com/data-management/the-best-graph-databases-to-consider-in-2020/
[1] https://indywiki.files.fission.name/p/IndyWiki/weekly%20-%202015%20W11.html

Top Domains
Top Domains in Tweet in Entire Graph:
[32] dy.si
[12] oracle.com
[10] tigergraph.com
[8] medium.com
[8] twitter.com
[8] nebula-graph.io
[7] blogspot.com
[6] github.com
[6] linkedin.com
[6] instagram.com

Top Domains in Tweet in G1:
[2] youtube.com

Top Domains in Tweet in G2:
[7] blogspot.com
[3] twitter.com
[3] medium.com
[3] oracle.com
[3] motakasoft.com
[2] airccse.org
[2] networkradius.com
[2] microsoft.com
[2] venturebeat.com
[2] freelancer.com

Top Domains in Tweet in G3:
[9] tigergraph.com
[3] informationweek.com
[2] illinoisnewstoday.com
[2] github.com
[1] techtarget.com
[1] theregister.com
[1] twitter.com

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

Top Domains in Tweet in G5:
[32] dy.si
[3] oracle.com

Top Domains in Tweet in G6:
[2] neo4j.com
[1] cloudwars.co
[1] odbms.org
[1] graphaware.com
[1] youtube.com
[1] medium.com
[1] disruptivetechasean.com
[1] lever.co

Top Domains in Tweet in G7:
[8] nebula-graph.io
[6] instagram.com
[4] linkedin.com
[1] nextplatform.com
[1] bloomberg.com
[1] graphfoundation.org
[1] kdnuggets.com

Top Domains in Tweet in G8:
[6] oracle.com
[1] twitter.com

Top Domains in Tweet in G9:
[3] solutionsreview.com
[1] fission.name

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[30] database
[22] bigdata
[20] azure
[18] ai
[18] analytics
[17] datascience
[15] python
[14] java
[13] graphdatabase
[13] iot



Top Hashtags in Tweet in G1:
[2] origintrail
[2] ethereum
[2] dyor
[1] trac
[1] traceon

Top Hashtags in Tweet in G2:
[7] azure
[7] cosmosdb
[2] freeradius
[2] dhcp
[2] database
[1] graphdatabases
[1] notion
[1] graphdatabase
[1] education
[1] smartnews

Top Hashtags in Tweet in G3:
[8] bigdata
[7] graphdb
[6] graphanalytics
[5] analytics
[5] neo4j
[5] ai
[4] innovation
[4] ml
[4] bi
[3] datascience

Top Hashtags in Tweet in G5:
[15] database
[10] databases
[9] autonomous
[3] autonomousdatabase
[2] graphdatabases

Top Hashtags in Tweet in G6:
[10] humeactions
[6] humealerts
[5] neo4j
[2] graphdatabases
[2] database
[2] productmanagement
[1] funding
[1] graphdatabase
[1] relationships
[1] nodes2021

Top Hashtags in Tweet in G7:
[14] bigdata
[14] java
[14] python
[13] analytics
[13] ai
[13] datascience
[13] iot
[13] iiot
[13] azure
[13] rstats

Top Hashtags in Tweet in G8:
[1] database
[1] autonomousdatabase
[1] graphdatabases

Top Hashtags in Tweet in G9:
[1] database
[1] management
[1] datascience
[1] datasets
[1] data
[1] marketguide
[1] graphdatabase
[1] indywiki

Top Words
Top Words in Tweet in Entire Graph:
[447] graph
[329] database
[74] learn
[63] databases
[59] use
[51] time
[49] thanks
[46] programming
[45] ethereum
[43] ivanontech

Top Words in Tweet in G1:
[46] graph
[46] database
[44] programming
[44] ethereum
[43] thanks
[43] branarakic
[43] ivanontech
[42] origintrail
[42] showing
[42] code

Top Words in Tweet in G2:
[56] database
[55] graph
[9] databases
[9] php
[8] engine
[8] connect
[7] data
[7] #azure
[7] #cosmosdb
[7] using

Top Words in Tweet in G3:
[49] graph
[46] database
[32] tigergraphdb
[30] tigergraph
[28] learn
[25] jaguar
[25] land
[22] rover's
[22] trials
[22] tribulations

Top Words in Tweet in G4:
[30] database
[29] graph
[27] enjoy
[26] time
[25] logseq
[3] standoff
[2] judell
[2] hypothes_is
[2] imo
[2] next

Top Words in Tweet in G5:
[74] graph
[27] oracledatabase
[21] learn
[19] studio
[17] details
[15] databases
[15] #database
[12] data
[11] join
[11] workshop

Top Words in Tweet in G6:
[18] database
[17] neo4j
[11] graph
[10] #humeactions
[7] read
[7] graph_aware
[6] more
[6] data
[6] hume
[6] arrived

Top Words in Tweet in G7:
[39] graph
[14] database
[14] #bigdata
[14] #java
[14] #python
[13] databases
[13] explained
[13] #analytics
[13] #ai
[13] #datascience

Top Words in Tweet in G8:
[34] graph
[16] use
[15] database
[14] time
[14] autonomous
[11] seems
[11] simpler
[11] relational
[11] document
[11] spatial

Top Words in Tweet in G9:
[6] mindgraph
[4] graph
[4] orientdb
[3] 2015
[3] round
[3] tripped
[3] between
[3] googledocs
[3] googledrive
[3] minddrive

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[216] graph,database
[52] graph,databases
[43] programming,origintrail
[43] origintrail,graph
[43] database,ethereum
[43] thanks,branarakic
[42] ethereum,thanks
[42] branarakic,showing
[42] showing,code
[42] code,examples

Top Word Pairs in Tweet in G1:
[46] graph,database
[43] thanks,branarakic
[42] programming,origintrail
[42] origintrail,graph
[42] database,ethereum
[42] ethereum,thanks
[42] branarakic,showing
[42] showing,code
[42] code,examples
[41] ivanontech,programming

Top Word Pairs in Tweet in G2:
[32] graph,database
[8] database,engine
[7] connect,#azure
[7] #azure,#cosmosdb
[7] #cosmosdb,graph
[7] engine,using
[7] using,apache
[7] apache,tinkerpop
[7] tinkerpop,console
[5] graph,databases

Top Word Pairs in Tweet in G3:
[43] graph,database
[26] tigergraph,graph
[25] jaguar,land
[22] learn,jaguar
[22] land,rover's
[22] rover's,trials
[22] trials,tribulations
[22] tribulations,path
[22] path,tigergraph
[22] database,scale

Top Word Pairs in Tweet in G4:
[28] graph,database
[26] time,enjoy
[26] enjoy,graph
[25] logseq,time
[2] judell,hypothes_is
[2] hypothes_is,imo
[2] imo,next
[2] next,step
[2] step,push
[2] push,standoff

Top Word Pairs in Tweet in G5:
[19] graph,studio
[17] details,oracledatabase
[15] graph,databases
[11] join,workshop
[11] workshop,learn
[11] learn,key
[11] key,graph
[11] graph,data
[11] data,modeling
[11] modeling,analysis

Top Word Pairs in Tweet in G6:
[7] graph,database
[6] hume,arrived
[6] arrived,brings
[6] brings,#humealerts
[6] #humealerts,multi
[6] multi,database
[6] database,visualizations
[6] visualizations,supercharged
[6] supercharged,#humeactions
[5] trillion,relationships

Top Word Pairs in Tweet in G7:
[14] graph,database
[13] graph,databases
[13] databases,explained
[13] explained,#python
[13] #python,#bigdata
[13] #bigdata,#analytics
[13] #analytics,#ai
[13] #ai,#datascience
[13] #datascience,#iot
[13] #iot,#iiot

Top Word Pairs in Tweet in G8:
[14] autonomous,database
[11] seems,simpler
[11] simpler,use
[11] use,autonomous
[11] database,relational
[11] relational,document
[11] document,spatial
[11] spatial,graph
[11] graph,time
[11] time,series

Top Word Pairs in Tweet in G9:
[3] 2015,round
[3] round,tripped
[3] tripped,between
[3] between,googledocs
[3] googledocs,mindgraph
[3] mindgraph,googledrive
[3] googledrive,minddrive
[3] minddrive,mapped
[3] mapped,freebase
[3] freebase,mindgraph

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ivanontech
@branarakic
@tigergraphdb
@oracledatabase
@logseq
@neo4j
@sapdevs
@doxyaxone
@dbinmemory
@oracle

Top Mentioned in G1:
@branarakic
@ivanontech
@origin_trail
@cryptoverlordx

Top Mentioned in G2:
@cloudmyb

Top Mentioned in G3:
@tigergraphdb
@informationweek
@tonybaer
@techtarget
@theregister
@paulreevesagain
@chi2innovations
@pypackages

Top Mentioned in G4:
@logseq
@hypothes_is
@neo4j
@codexeditor
@judell

Top Mentioned in G5:
@oracledatabase
@oracle
@spatialhannes

Top Mentioned in G6:
@neo4j
@graph_aware
@firebolthq
@lancewalter
@emileifrem
@skpkaruna
@ezhillang
@mattcasters
@stum00re

Top Mentioned in G7:
@doxyaxone
@nebulagraph
@codewithishraq
@graphfoundation
@james_thill

Top Mentioned in G8:
@dbinmemory
@oracledevs
@oracledatabase
@dbim_pm
@ashishray
@jtsaismith
@jen_s_nicholson

Top Mentioned in G9:
@orientdb
@googledocs
@googledrive
@freebase
@minddriveco
@gartner_inc
@bigdata_review
@camsemantics
@datastax
@marklogic

Top Mentioned in G10:
@transformio
@getdbt
@dagsterio
@airbytehq
@meltanodata
@getcensus
@hightouchdata
@modeanalytics
@continual_ai
@montecarlodata

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@andyvermaut
@xaelbot
@lightningmlm
@dataaugmented
@coder_487
@morolswediu
@ml_tweet_bot
@innocent_zero
@djangobot_

Top Tweeters in G1:
@lightningmlm
@cryptoboymoon
@syafwan29
@animmunologist
@cryptoverlordx
@ivanontech
@woisau1
@pucko_simon
@drevziga
@chillzoneint

Top Tweeters in G2:
@9h0hm
@jlitwinetz
@eagerbeavertech
@savranweb
@motakasoft
@php_101
@java_jar
@digitaldynasty4
@databasewatch
@justthinking014

Top Tweeters in G3:
@chidambara09
@dataaugmented
@fabriciosx
@minosyahmadi
@rhylpams
@evereeze
@pradecosmetics
@theregister
@snehalkadam1118
@izzatzakwan

Top Tweeters in G4:
@innocent_zero
@_akamig
@siuying
@basix1120
@codexeditor
@danielsouza
@_ksoda
@jgomo3
@metasj
@realcongyang

Top Tweeters in G5:
@oracle
@oracledatabase
@friedholdmatz
@ejimenez99
@diogobrunacci
@topher920
@happybhargavi
@spatialhannes
@oxhenry339
@sql_plus_nosql

Top Tweeters in G6:
@skpkaruna
@neo4j
@pouncey17
@geologistico
@superjohnrtp
@ezhillang
@ikwattro
@emileifrem
@mattcasters
@luannem

Top Tweeters in G7:
@xaelbot
@morolswediu
@djangobot_
@education_24x7
@pythonexpertbot
@pyscalellc
@opensource_orgs
@azuerbot
@_dotnetbot_
@flutterbot007

Top Tweeters in G8:
@ml_tweet_bot
@pitrko
@sunny_esquire
@oracledevs
@cmvithlani
@cmosoares
@loic__lefevre
@jtsaismith
@sanjoysil2012
@dbim_pm

Top Tweeters in G9:
@googledrive
@gartner_inc
@solutionsreview
@marklogic
@redislabs
@googledocs
@camsemantics
@datastax
@bigdata_review
@minddriveco

Top Tweeters in G10:
@modeanalytics
@airbytehq
@mquinsland
@meltanodata
@getdbt
@valentinumbach
@montecarlodata
@getcensus
@hightouchdata
@dagsterio


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