graph database, Twitter, 5/12/2020 11:50:40 PM, 226598


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graph database_2020-05-12_07-26-52.xlsx
graph database_2020-05-12_07-26-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 12, 2020
Short Description:
graph database via NodeXL https://bit.ly/3ctZrsa
@neo4j
@onecricketeer
@dgraphlabs
@roamresearch
@samuel_pollen
@datastax
@codexeditor
@zorngerhard
@xaelbot
@softwareremote

Top hashtags:
#bioinformatician
#database
#graph
#neo4j
#100daysofcode
#sql
#graphdatabase

Description:
Description
The graph represents a network of 578 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, 12 May 2020 at 14:27 UTC.

The requested start date was Tuesday, 12 May 2020 at 00:01 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, 16-hour, 52-minute period from Tuesday, 28 April 2020 at 01:18 UTC to Monday, 11 May 2020 at 18:10 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 : 578
Unique Edges : 376
Edges With Duplicates : 649
Total Edges : 1025
Number of Edge Types : 5
Mentions : 166
Replies to : 57
Retweet : 291
MentionsInRetweet : 405
Tweet : 106
Self-Loops : 106
Reciprocated Vertex Pair Ratio : 0.0293609671848014
Reciprocated Edge Ratio : 0.0570469798657718
Connected Components : 122
Single-Vertex Connected Components : 60
Maximum Vertices in a Connected Component : 127
Maximum Edges in a Connected Component : 318
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.383166
Graph Density : 0.00178707429551492
Modularity : 0.576688
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 578 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, 12 May 2020 at 14:27 UTC.

The requested start date was Tuesday, 12 May 2020 at 00:01 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, 16-hour, 52-minute period from Tuesday, 28 April 2020 at 01:18 UTC to Monday, 11 May 2020 at 18:10 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:
[12] https://www.datanami.com/2020/04/08/neo4j-brings-graph-database-and-data-science-together/
[6] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[3] https://neo4j.com/emil/neo4j-aura-graph-database-as-a-service/?ref=social-blog
[3] Graph
[3] Database
[3] https://neo4j.com/blog/lean-graph-data-models-drive-fast-innovation-fireside-chat-david-fox-adobe/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=lean-graph-data-models-drive-fast-innovation-a-fireside-chat-wi-2492692
[3] https://neo4j.com/blog/financial-fraud-detection-graph-data-science-identifying-first-party-fraud/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=financial-fraud-detection-with-graph-data-science-identifying-f-2486620
[3] https://asktom.oracle.com/pls/apex/asktom.search?oh=3084
[2] https://neo4j.com/blog/graphcast-how-a-social-knowledge-graph-improves-remote-collaboration/
[2] Parabole

Top URLs in Tweet in G1:
[1] https://twitter.com/juliettegarside/status/1257581614726631425

Top URLs in Tweet in G2:
[3] https://neo4j.com/blog/financial-fraud-detection-graph-data-science-identifying-first-party-fraud/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=financial-fraud-detection-with-graph-data-science-identifying-f-2486620
[3] https://asktom.oracle.com/pls/apex/asktom.search?oh=3084
[3] https://neo4j.com/blog/lean-graph-data-models-drive-fast-innovation-fireside-chat-david-fox-adobe/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=lean-graph-data-models-drive-fast-innovation-a-fireside-chat-wi-2492692
[2] https://coleofduty.com/market-reports/2020/05/01/graph-database-market-2020-triagens-gmbharango-db-twitterflockdb-sap-datastax/?utm_source=dlvr.it&utm_medium=twitter
[2] https://neo4j.com/blog/how-previa-is-reimagining-health-care/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=how-previa-is-reimagining-healthcare-neo4j-graph-database-plat-2487445
[2] https://docs.nebula-graph.io/manual-EN/3.build-develop-and-administration/5.storage-service-administration/cluster-snapshot/
[2] https://discuss.nebula-graph.io
[1] https://nebula-graph.io/
[1] https://news.ycombinator.com/item?id=22991541
[1] https://www.linkedin.com/slink?code=g8Cm6RK

Top URLs in Tweet in G4:
[12] https://www.datanami.com/2020/04/08/neo4j-brings-graph-database-and-data-science-together/
[3] https://neo4j.com/emil/neo4j-aura-graph-database-as-a-service/?ref=social-blog
[2] https://neo4j.com/blog/graphcast-how-a-social-knowledge-graph-improves-remote-collaboration/
[1] https://neo4j.com/graphacademy/online-training/neo4j-administration/?ref=social-camp
[1] https://neo4j.com/connections/graph-data-science/
[1] https://toparvion.pro/en/post/2020/integraph/
[1] http://blog.bruggen.com/2020/04/covid-19-contact-tracing-amazing-graph.html
[1] https://github.com/neueda/jetbrains-plugin-graph-database-support
[1] https://khalidabuhakmeh.com/use-neo4j-to-find-the-shortest-path

Top URLs in Tweet in G5:
[1] https://twitter.com/azlenelza/status/1246612847427112960
[1] https://neo4j.com/blog/discovering-hidden-skills-enterprise-knowledge-graph/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=discovering-hidden-skills-with-an-enterprise-knowledge-graph-htt-2480613
[1] http://www.dbta.com/ReadersChoice/2020/?utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=2020-readers-choice-awards-httpgagglwvn5vi-2480888

Top URLs in Tweet in G6:
[1] https://www.ebi.ac.uk/training/events/2020/pdbe-graph-database-neo4j-driven-integrative-knowledge-graph-structural-data

Top URLs in Tweet in G7:
[2] https://asktom.oracle.com/pls/apex/asktom.search?oh=8141
[1] http://www.oracle.com/
[1] https://www.oracle.com/database/technologies/spatialandgraph/property-graph-features/graph-server-and-client/graph-server-and-client-downloads.html
[1] https://www.linkedin.com/slink?code=dV_arYj
[1] https://twitter.com/OracleAskTOM/status/1255882120171409410

Top URLs in Tweet in G8:
[2] https://www.youtube.com/watch?v=6xSlCmdfvyA&list=PLaWL8LA11YjEFDKaHeHB69qklED4fnB2d&index=8

[1] https://jepsen.io/analyses/dgraph-1.1.1
[1] https://dgraph.io/paper
[1] https://twitter.com/FedericoRazzol1/status/1256138834166853632
[1] https://discordapp.com/invite/Gvdqw97
[1] https://www.youtube.com/playlist?list=PLaWL8LA11YjEFDKaHeHB69qklED4fnB2d

[1] https://www.twitch.tv/cheukting_ho

Top URLs in Tweet in G9:
[2] https://www.datastax.com/resources/webinar/graph-database-townhall-amer
[2] https://www.datastax.com/resources/webinar/graph-database-townhall-amer?utm_medium=social_organic&utm_source=twitter&utm_campaign=2020519-NAM-Webinar-Graph-Database-Townhall&utm_content=GraphTownhallWebinar&offer=webinar/graph-database-townhall-amer
[1] https://www.meetup.com/The-Graph-Show/events/270461707/
[1] https://github.com/chentsulin/awesome-graphql/blob/master/README.md#databases

Top Domains
Top Domains in Tweet in Entire Graph:
[16] neo4j.com
[12] datanami.com
[10] twitter.com
[7] youtube.com
[7] oracle.com
[6] blogspot.com
[6] nebula-graph.io
[6] dbta.com
[5] tigergraph.com
[5] github.com

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[8] neo4j.com
[6] nebula-graph.io
[4] twitter.com
[3] oracle.com
[3] youtube.com
[2] linkedin.com
[2] github.com
[2] amazon.com
[2] coleofduty.com
[2] google.com

Top Domains in Tweet in G4:
[12] datanami.com
[7] neo4j.com
[1] toparvion.pro
[1] bruggen.com
[1] github.com
[1] khalidabuhakmeh.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] neo4j.com
[1] dbta.com

Top Domains in Tweet in G6:
[1] ac.uk

Top Domains in Tweet in G7:
[4] oracle.com
[1] linkedin.com
[1] twitter.com

Top Domains in Tweet in G8:
[3] youtube.com
[1] jepsen.io
[1] dgraph.io
[1] twitter.com
[1] discordapp.com
[1] twitch.tv

Top Domains in Tweet in G9:
[4] datastax.com
[1] meetup.com
[1] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[32] bioinformatician
[23] database
[18] graph
[17] neo4j
[16] 100daysofcode
[15] sql
[13] graphdatabase
[13] knowledgegraph
[13] dbhouseparty
[12] graphdb



Top Hashtags in Tweet in G2:
[7] database
[5] graphdatabase
[4] graph
[3] asktomofficehours
[3] oracle
[3] datascience
[2] neo4j
[2] graphdb
[2] nebulagraph
[2] tutorials

Top Hashtags in Tweet in G4:
[13] neo4j
[10] gds
[3] neo4jaura
[3] datascience
[3] graphdatascience
[3] graph
[2] graphcast
[2] graphdb
[2] graphs
[2] database

Top Hashtags in Tweet in G5:
[2] neo4j
[1] triplestore

Top Hashtags in Tweet in G6:
[32] bioinformatician
[1] webinar

Top Hashtags in Tweet in G7:
[13] dbhouseparty
[2] sql
[1] oraclegraph
[1] thinkautonomous
[1] oracle
[1] developers
[1] json
[1] spatial
[1] graph
[1] machinelearning

Top Hashtags in Tweet in G8:
[8] 100daysofcode
[7] graphql
[7] sql
[7] jepsen
[2] terminusdb
[2] db2w
[1] womenwhocode
[1] javascript
[1] python
[1] freecodecamp

Top Hashtags in Tweet in G9:
[10] graph
[10] database
[2] graphdb
[1] graphfacts
[1] graphql

Top Words
Top Words in Tweet in Entire Graph:
[304] Words in Sentiment List#1: Positive
[159] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[11579] Non-categorized Words
[12042] Total Words
[376] graph
[368] database
[68] learn
[67] well
[66] app

Top Words in Tweet in G1:
[61] well
[61] blow
[61] down
[61] feather
[61] seriously
[61] download
[61] app
[61] tech
[61] companies
[61] gave

Top Words in Tweet in G2:
[65] graph
[58] database
[17] data
[11] neo4j
[8] market
[7] #database
[7] more
[6] distributed
[6] system
[6] platform

Top Words in Tweet in G3:
[40] graph
[40] database
[39] ozgurozturknet
[39] diyor
[39] hala
[39] orospu
[39] çocuğu
[39] grafiğini
[39] sikeyim

Top Words in Tweet in G4:
[34] neo4j
[32] graph
[30] database
[15] data
[14] science
[13] #neo4j
[12] brings
[12] together
[10] alex_woodie
[10] datanami

Top Words in Tweet in G5:
[26] database
[21] different
[19] graph
[18] roamresearch
[11] public
[11] zoom
[11] neo4j
[10] exploring
[10] methods
[10] navigation

Top Words in Tweet in G6:
[32] #bioinformatician
[32] wanting
[32] learn
[32] concepts
[32] graph
[32] database
[32] application
[32] integrating
[31] ebitraining
[31] str

Top Words in Tweet in G7:
[26] graph
[23] database
[23] json
[23] sql
[23] spatial
[23] microservices
[22] machine
[22] learning
[21] learn
[15] chrisrsaxon

Top Words in Tweet in G8:
[21] graph
[20] database
[14] dgraphlabs
[9] first
[9] more
[8] #100daysofcode
[8] built
[8] dgraph
[7] d84
[7] custom

Top Words in Tweet in G9:
[12] denisekgosnell
[12] graph
[10] #graph
[10] #database
[10] mbroecheler
[9] authors
[6] register
[6] town
[6] hall
[6] ask

Top Words in Tweet in G10:
[5] graph
[5] database
[4] holochain
[4] looking
[4] part
[4] time
[4] rustlang
[4] dev
[4] support
[4] building

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[245] graph,database
[61] well,blow
[61] blow,down
[61] down,feather
[61] feather,seriously
[61] seriously,download
[61] download,app
[61] app,tech
[61] tech,companies
[61] companies,gave

Top Word Pairs in Tweet in G1:
[61] well,blow
[61] blow,down
[61] down,feather
[61] feather,seriously
[61] seriously,download
[61] download,app
[61] app,tech
[61] tech,companies
[61] companies,gave
[61] gave,option

Top Word Pairs in Tweet in G2:
[32] graph,database
[6] graph,data
[6] database,market
[5] data,science
[5] database,platform
[4] nebula,graph
[4] neo4j,graph
[3] distributed,graph
[3] oracle,spatial
[3] spatial,graph

Top Word Pairs in Tweet in G3:
[40] graph,database
[39] ozgurozturknet,graph
[39] database,diyor
[39] diyor,hala
[39] hala,orospu
[39] orospu,çocuğu
[39] çocuğu,grafiğini
[39] grafiğini,sikeyim

Top Word Pairs in Tweet in G4:
[25] graph,database
[14] database,data
[14] data,science
[10] neo4j,brings
[10] brings,graph
[10] science,together
[10] together,alex_woodie
[10] alex_woodie,datanami
[10] datanami,#gds
[7] neo4j,neo4j

Top Word Pairs in Tweet in G5:
[14] graph,database
[10] exploring,different
[10] different,methods
[10] methods,navigation
[10] navigation,public
[10] public,facing
[10] facing,roamresearch
[10] roamresearch,database
[10] database,three
[10] three,different

Top Word Pairs in Tweet in G6:
[32] #bioinformatician,wanting
[32] wanting,learn
[32] learn,concepts
[32] concepts,graph
[32] graph,database
[32] database,application
[32] application,integrating
[31] ebitraining,#bioinformatician
[31] integrating,str

Top Word Pairs in Tweet in G7:
[22] machine,learning
[22] spatial,graph
[15] learn,use
[15] use,json
[15] json,sql
[15] sql,machine
[15] learning,spatial
[15] graph,microservices
[15] microservices,one
[15] one,database

Top Word Pairs in Tweet in G8:
[19] graph,database
[7] d84,#100daysofcode
[7] #100daysofcode,built
[7] built,custom
[7] custom,#graphql
[7] #graphql,endpoint
[7] endpoint,routes
[7] routes,dgraphlabs
[7] dgraphlabs,api
[7] api,coming

Top Word Pairs in Tweet in G9:
[10] #graph,#database
[6] #database,town
[6] town,hall
[6] hall,mbroecheler
[6] mbroecheler,denisekgosnell
[6] denisekgosnell,ask
[6] ask,anything
[6] anything,session
[6] session,co
[6] co,authors

Top Word Pairs in Tweet in G10:
[5] graph,database
[4] looking,part
[4] part,time
[4] time,rustlang
[4] rustlang,dev
[4] dev,support
[4] support,building
[4] building,centralized
[4] centralized,graph
[3] colinlemahieu,____d_o_d_o____

Top Replied-To
Top Replied-To in Entire Graph:
@zorngerhard
@codexeditor
@travisatkins
@_venikx
@christi34354811
@amitness
@roamresearch
@techprod_arch
@jaygreasley
@billywizz

Top Replied-To in G3:
@ozgurozturknet

Top Replied-To in G4:
@tysewyn
@neo4j

Top Replied-To in G5:
@zorngerhard
@codexeditor
@amitness
@roamresearch
@erikallberg
@souporserious
@piotryuxuan

Top Replied-To in G8:
@chrispr_
@dgraphlabs
@soney_mathew
@terminusdb

Top Replied-To in G9:
@crowchirp

Top Replied-To in G10:
@colinlemahieu

Top Mentioned
Top Mentioned in Entire Graph:
@samuel_pollen
@ozgurozturknet
@neo4j
@ebitraining
@roamresearch
@chrisrsaxon
@dgraphlabs
@denisekgosnell
@kgconference
@arangodb

Top Mentioned in G1:
@samuel_pollen

Top Mentioned in G2:
@oracleasktom

Top Mentioned in G3:
@ozgurozturknet

Top Mentioned in G4:
@neo4j
@alex_woodie
@datanami
@jetbrainsrider
@emileifrem
@buhakmeh
@gprussell
@toparvion
@tysewyn
@babacarcissedia

Top Mentioned in G5:
@roamresearch
@azlenelza
@neo4j
@codexeditor
@mattcasters
@kevinvangundy
@zorngerhard
@mdavidallen
@bwmerkl
@mjvock

Top Mentioned in G6:
@ebitraining
@pdbeurope

Top Mentioned in G7:
@chrisrsaxon
@bch_t
@kibeha
@spatialhannes
@charliedatamine
@jeanihm
@dataguysanjay
@oracledatabase

Top Mentioned in G8:
@dgraphlabs
@azza_314
@terminusdb
@jeps
@janusgraph
@neo4j
@federicorazzol1
@cheukting_ho
@gavinmgleason
@softwareremote

Top Mentioned in G9:
@denisekgosnell
@mbroecheler
@sonicdmg
@oreillymedia
@apachetinkerpop
@thegraphshow
@datastax
@graphday
@cockroachdb
@couchbase

Top Mentioned in G10:
@holochain
@rustlang
@____d_o_d_o____
@crypt0future
@wbswafford
@nano
@redgrid_io
@h_o_l_o_
@zippy314
@helioscomm

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@raybae689
@chidambara09
@aaroncuddeback
@rosenchild
@guardian
@codernotesbot
@femtech_
@taieb_bot
@markburgerenerg

Top Tweeters in G1:
@goulcher
@ladykitchenless
@daisyjhollands
@agirlcalledlina
@bonapart100
@samuel_pollen
@rosengeranium
@whoozqueen
@oilauren
@sydneypadua

Top Tweeters in G2:
@markburgerenerg
@call_user_func
@suriyasubraman
@_liclac
@askbootstrap
@hopelessrdj
@cichuck
@maher275
@icymihn
@gridsurfer

Top Tweeters in G3:
@gorchbey
@mustafa_ilk
@birazmuhalifim
@hbrkktby
@patronlargibi
@alitodepenci
@sarbininsolayaa
@mister0bvious
@selcukmelcuk
@avnigenc

Top Tweeters in G4:
@rosenchild
@justbementalist
@lucasoft_co_uk
@phillytechnews
@jadp
@neo4j
@buhakmeh
@nacchoalerts
@publichealth
@czds

Top Tweeters in G5:
@round
@kyleshevlin
@benadam11
@houshuang
@mdubakov
@mattcasters
@cayd4d
@adamcowley
@codexeditor
@souporserious

Top Tweeters in G6:
@helengavaghan
@gattara_alive
@junsongw
@daniel_b_roche
@cascade21
@jtchoudhary27
@biocores_
@abhimans
@melancronico
@crystationalbio

Top Tweeters in G7:
@oraesque
@aalmiray
@helifromfinland
@connor_mc_d
@amansharmadb
@oracledatabase
@kibeha
@charliedatamine
@oraclesysdev
@fidelinho

Top Tweeters in G8:
@codernotesbot
@taieb_bot
@xaelbot
@goinggodotnet
@insanitybit
@dmytri
@inge4pres
@dodyg
@federicorazzol1
@manishrjain

Top Tweeters in G9:
@ontostorin
@oreillymedia
@turtsocal
@couchbase
@mongodb
@datastax
@denisekgosnell
@cockroachdb
@datastaxdevs
@spmallette

Top Tweeters in G10:
@piratepartyint
@esmechloedudoit
@eth_dev_news
@faye2050
@rustlang
@bierlingm
@holochain
@holochainthings
@h_o_l_o_
@artbrock


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