graph database, Twitter, 1/19/2021 10:09:41 PM, 246004


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graph database_2021-01-19_06-16-57.xlsx
graph database_2021-01-19_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 19, 2021
Short Description:
graph database via NodeXL https://bit.ly/3qucK2u
@neo4j
@nebulagraph
@pythonweekly
@salhaj
@fabriciosx
@dmccreary
@rjurney
@janusgraph
@connectedpapers
@sieverts

Top hashtags:
#python
#nebulagraph
#database
#datascience
#machinelearning
#graphdatabase
#django
#flask

Description:
Description
The graph represents a network of 515 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, 19 January 2021 at 14:17 UTC.

The requested start date was Tuesday, 19 January 2021 at 01:01 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, 44-minute period from Tuesday, 05 January 2021 at 02:05 UTC to Tuesday, 19 January 2021 at 00:49 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 : 515
Unique Edges : 355
Edges With Duplicates : 648
Total Edges : 1003
Number of Edge Types : 5
Retweet : 262
MentionsInRetweet : 390
Tweet : 132
Mentions : 156
Replies to : 63
Self-Loops : 136
Reciprocated Vertex Pair Ratio : 0.0151515151515152
Reciprocated Edge Ratio : 0.0298507462686567
Connected Components : 121
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 165
Maximum Edges in a Connected Component : 527
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.721663
Graph Density : 0.00202485739110725
Modularity : 0.532132
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 515 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, 19 January 2021 at 14:17 UTC.

The requested start date was Tuesday, 19 January 2021 at 01:01 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, 44-minute period from Tuesday, 05 January 2021 at 02:05 UTC to Tuesday, 19 January 2021 at 00:49 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:
[30] https://mailchi.mp/pythonweekly/python-weekly-issue-481
[14] https://github.com/dpapathanasiou/simple-graph
[10] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[8] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[8] https://h-savran.blogspot.com/2017/05/introduction-to-graph-tables-in-sql.html
[8] https://ifttt.com/
[7] https://www.topionetworks.com/events/5fdd31f3843bac45892bbe0d?utm_source=Twitter&utm_medium=Social
[7] Media&utm_campaign=Data
[7] Platforms
[7] Use

Top URLs in Tweet in G1:
[8] https://ifttt.com/
[6] https://news.ycombinator.com/item?id=25758960
[5] https://github.com/arturo-lang/grafito
[3] https://frankienash54.wordpress.com/2021/01/13/show-hn-grafito-portable-serverless-and-light-sqlite-based-graph-database-https-ift-tt-39scburthe-right-people-https-ift-tt-2k8p8kr/
[3] https://github.com/cloudquery/cloudquery
[3] Graph
[3] Database
[2] https://github.com/dpapathanasiou/simple-graph
[2] https://link.medium.com/yI3UIYkfZcb
[2] http://tolexty.blogspot.com/2021/01/show-hn-grafito-portable-serverless-and.html

Top URLs in Tweet in G2:
[5] http://www.odbms.org/2021/01/on-graph-databases-qa-with-jim-webber/
[3] http://neo4j.com/blog/modeling-categories-in-a-graph-database/?ref=social-camp
[2] https://neo4j.com/whitepapers/top-ten-use-cases-graph-database-technology/?ref=social-camp
[2] https://neo4j.com/whitepapers/graph-database-operational-flexibility-visual-overview/?ref=social-camp
[2] https://neo4j.com/blog/mapping-iot-to-the-graph-5-minute-interview-with-per-gyllstrom/?ref=social-blog
[1] https://neo4j.com/whitepapers/graph-database-security-visual-overview/?ref=social-camp
[1] https://neo4j.com/blog/enterprise-fraud-detection/?ref=social-blog
[1] https://medium.com/neo4j/using-neogma-to-build-a-type-safe-node-js-app-with-a-neo4j-graph-database-f289d79dbc52
[1] https://cloudacademy.com/lab/query-graph-database-neo4j/
[1] https://cloudacademy.com/lab/introduction-graph-database-neo4j/

Top URLs in Tweet in G3:
[28] https://mailchi.mp/pythonweekly/python-weekly-issue-481
[12] https://github.com/dpapathanasiou/simple-graph
[1] https://github.com/arturo-lang/grafito
[1] https://news.ycombinator.com/item?id=25758960
[1] https://twitter.com/JavierRamosRod/status/1348269152570638337

Top URLs in Tweet in G5:
[9] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[6] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[4] https://stars.github.com/
[3] https://discuss.nebula-graph.io/t/everything-you-need-to-know-about-importing-data-from-csv-files-to-nebula-graph/364
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DYBkeQWFKdJE&q=EgS4SO-bGILUm4AGIhkA8aeDS4mNGW8TddESChCyAo8buK7dA1erMgFy
[2] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/3.connect-to-nebula-graph.md
[2] https://dzone.com/articles/todays-world-calls-for-a-new-kind-of-database
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DeQQ4r2PK-kM&q=EgS4SO-bGILUm4AGIhkA8aeDS8D9MqdHi97v0J4SMTNYf4HaU-cEMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DYBkeQWFKdJE&q=EgS4SO-bGIHUm4AGIhkA8aeDS03r5X981qSPsHzN4Akf2di7_Ny0MgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DYBkeQWFKdJE&q=EgS4SO-bGP7Tm4AGIhkA8aeDS10Ye4YdbZe-2eCoOMZMgInFrZR4MgFy

Top URLs in Tweet in G6:
[1] https://dgraph.io/connect?utm_source=twitter&utm_medium=paid_social&utm_campaign=DC_SP_RM_MC_ZH_12-2020

Top URLs in Tweet in G7:
[1] http://r.socialstudio.radian6.com/457df163-e031-4bef-b936-b5e2513306e4
[1] http://r.socialstudio.radian6.com/effeb813-ec86-41bf-ba51-8e44d1e1cf4a
[1] https://www.scylladb.com/scylla-summit-2021/?utm_channel=Virtual-Event&utm_source=Twitter&utm_medium=Organic&utm_campaign=Scylla-Summit-2021

Top URLs in Tweet in G8:
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243904
[2] https://mailchi.mp/pythonweekly/python-weekly-issue-481
[2] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[1] https://www.categoricaldata.net
[1] https://discuss.nebula-graph.io/t/everything-you-need-to-know-about-importing-data-from-csv-files-to-nebula-graph/364
[1] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md

Top URLs in Tweet in G10:
[2] https://info.tigergraph.com/ebook-4-1-0-0?utm_campaign=2020%20Paid%20Twitter-%20eBook%20N%20America&utm_source=twitter&utm_medium=paidsocial
[1] https://dmccreary.medium.com/enterprise-knowledge-graph-trends-for-2021-201cbd7ad532?utm_content=150736641&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-gurus-45?utm_campaign=2020.07%20Graph%20Gurus%2041&utm_content=150736793&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/entity-resolution-mini-guide?utm_campaign=2020%20Entity%20Resolution%20Mini%20Guide&utm_content=151336311&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top Domains
Top Domains in Tweet in Entire Graph:
[43] github.com
[30] mailchi.mp
[18] neo4j.com
[17] blogspot.com
[15] nebula-graph.io
[13] google.com
[8] twitter.com
[8] ifttt.com
[7] medium.com
[7] topionetworks.com

Top Domains in Tweet in G1:
[11] github.com
[8] ifttt.com
[6] ycombinator.com
[6] blogspot.com
[5] neo4j.com
[5] wordpress.com
[5] cambridgesemantics.com
[4] linkedin.com
[4] reddit.com
[3] medium.com

Top Domains in Tweet in G2:
[11] neo4j.com
[5] odbms.org
[3] cloudacademy.com
[1] medium.com
[1] twitter.com
[1] coss.community
[1] linkedin.com

Top Domains in Tweet in G3:
[28] mailchi.mp
[13] github.com
[1] ycombinator.com
[1] twitter.com

Top Domains in Tweet in G5:
[16] github.com
[12] nebula-graph.io
[9] google.com
[2] dzone.com
[1] medium.com

Top Domains in Tweet in G6:
[1] dgraph.io

Top Domains in Tweet in G7:
[2] radian6.com
[1] scylladb.com

Top Domains in Tweet in G8:
[7] nodexlgraphgallery.org
[3] nebula-graph.io
[2] mailchi.mp
[1] categoricaldata.net
[1] github.com

Top Domains in Tweet in G10:
[4] tigergraph.com
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[40] python
[39] nebulagraph
[37] database
[34] datascience
[33] machinelearning
[31] graphdatabase
[30] django
[30] flask
[30] jupyter
[24] github



Top Hashtags in Tweet in G1:
[3] graphdb
[2] graph
[2] database
[2] ai
[2] neo4j
[1] distributed
[1] arangodb
[1] python
[1] waldenu
[1] chess

Top Hashtags in Tweet in G2:
[8] graphdatabase
[6] graphdatabases
[4] database
[3] neo4j
[3] datamodeling
[3] databases
[2] cypher
[2] aml
[2] recommendationengine
[2] intelligentapplications

Top Hashtags in Tweet in G3:
[37] python
[28] django
[28] flask
[28] jupyter
[28] machinelearning
[28] datascience
[5] sqlite
[3] graph
[3] database
[2] deeplearning

Top Hashtags in Tweet in G5:
[35] nebulagraph
[17] database
[16] graphdatabase
[11] opencore
[11] summit
[11] opensource
[8] codenewbie
[7] software
[6] visualization
[5] ekg

Top Hashtags in Tweet in G6:
[21] github

Top Hashtags in Tweet in G7:
[8] scyllasummit
[2] janusgraph
[2] ai
[2] ml
[2] dl
[1] nosql
[1] cybersecurity

Top Hashtags in Tweet in G8:
[4] datascience
[4] nebulagraph
[3] machinelearning
[2] python
[2] django
[2] flask
[2] jupyter
[2] graphdatabase
[2] database
[2] visualization

Top Hashtags in Tweet in G10:
[5] bigdata
[4] graphdb
[3] analytics
[2] graphanalytics
[1] enterpriseknowledgegraphs
[1] ekg
[1] tigergraph
[1] ebook
[1] datascience
[1] ai

Top Words
Top Words in Tweet in Entire Graph:
[473] graph
[421] database
[82] data
[72] قواعد
[71] البيانات
[61] nebula
[49] graphs
[47] distributed
[43] use
[41] paper

Top Words in Tweet in G1:
[62] graph
[60] database
[16] sqlite
[13] grafito
[13] portable
[13] serverless
[13] based
[12] show
[12] light
[11] hn

Top Words in Tweet in G2:
[52] graph
[41] database
[20] neo4j
[14] category
[8] lab
[8] #graphdatabase
[8] iot
[8] natural
[8] graphs
[7] great

Top Words in Tweet in G3:
[44] graph
[37] #python
[29] pythonweekly
[28] python
[28] weekly
[28] issue
[28] 481
[28] #django
[28] #flask
[28] #jupyter

Top Words in Tweet in G4:
[80] database
[72] قواعد
[71] البيانات
[37] من
[36] هي
[36] نوع
[35] ما
[35] أنواع
[35] ثريد
[35] مميز

Top Words in Tweet in G5:
[90] graph
[50] nebula
[32] nebulagraph
[32] #nebulagraph
[24] database
[18] crud
[17] #database
[16] #graphdatabase
[13] topic
[13] basic

Top Words in Tweet in G6:
[22] data
[21] #1
[21] graph
[21] database
[21] #github
[21] cloud
[21] scale
[21] terabytes
[21] millisecond
[21] response

Top Words in Tweet in G7:
[26] janusgraph
[17] graph
[16] lfaidatafdn
[9] joins
[9] incubation
[9] project
[9] distributed
[9] open
[9] source
[9] globally

Top Words in Tweet in G8:
[19] graph
[11] nebula
[9] database
[8] awscloud
[7] salhaj
[7] nodexl
[7] neo4j
[7] trendsinai
[7] theyotg
[7] thinkx

Top Words in Tweet in G9:
[36] paper
[19] graph
[19] history
[19] added
[19] each
[18] feature
[18] database
[18] grows
[18] citations
[18] graphs

Top Words in Tweet in G10:
[16] graph
[11] database
[7] tigergraphdb
[5] learn
[5] #bigdata
[4] #graphdb
[4] build
[3] dbengines
[3] databases
[3] increasing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[230] graph,database
[70] قواعد,البيانات
[53] nebula,graph
[36] نوع,من
[36] من,قواعد
[35] ما,هي
[35] هي,أنواع
[35] أنواع,قواعد
[35] البيانات,ثريد
[35] ثريد,مميز

Top Word Pairs in Tweet in G1:
[45] graph,database
[13] grafito,portable
[13] portable,serverless
[13] sqlite,based
[13] based,graph
[12] serverless,light
[12] light,sqlite
[11] show,hn
[11] hn,grafito
[7] right,people

Top Word Pairs in Tweet in G2:
[37] graph,database
[7] great,demand
[7] demand,session
[7] session,learn
[7] learn,category
[7] category,creation
[7] creation,emileifrem
[7] emileifrem,creator
[7] creator,graph
[7] database,category

Top Word Pairs in Tweet in G3:
[28] python,weekly
[28] weekly,issue
[28] issue,481
[28] 481,#python
[28] #jupyter,#machinelearning
[28] #machinelearning,#datascience
[26] pythonweekly,python
[26] #datascience,#deeplear
[23] graph,database
[17] #python,#flask

Top Word Pairs in Tweet in G4:
[70] قواعد,البيانات
[36] نوع,من
[36] من,قواعد
[35] ما,هي
[35] هي,أنواع
[35] أنواع,قواعد
[35] البيانات,ثريد
[35] ثريد,مميز
[35] مميز,يشرح
[35] يشرح,١١

Top Word Pairs in Tweet in G5:
[48] nebula,graph
[14] graph,database
[11] #nebulagraph,attended
[11] attended,#opencore
[11] #opencore,#summit
[11] #summit,#2020
[11] #2020,excellent
[11] excellent,product
[11] product,manager
[11] manager,jude

Top Word Pairs in Tweet in G6:
[21] #1,graph
[21] graph,database
[21] database,#github
[21] #github,cloud
[21] cloud,scale
[21] scale,terabytes
[21] terabytes,data
[21] data,millisecond
[21] millisecond,response
[21] response,time

Top Word Pairs in Tweet in G7:
[9] janusgraph,joins
[9] joins,lfaidatafdn
[9] lfaidatafdn,incubation
[9] incubation,project
[9] project,janusgraph
[9] janusgraph,distributed
[9] distributed,open
[9] open,source
[9] source,globally
[9] globally,scalable

Top Word Pairs in Tweet in G8:
[8] graph,database
[7] database,nodexl
[7] nodexl,neo4j
[7] neo4j,trendsinai
[7] trendsinai,awscloud
[7] awscloud,theyotg
[7] theyotg,thinkx
[7] thinkx,codegnuts
[7] codegnuts,gp_pulipaka
[6] salhaj,graph

Top Word Pairs in Tweet in G9:
[18] feature,graph
[18] graph,history
[18] history,paper
[18] paper,database
[18] database,grows
[18] grows,citations
[18] citations,added
[18] added,graphs
[18] graphs,each
[18] each,paper

Top Word Pairs in Tweet in G10:
[8] graph,database
[3] tigergraphdb,learn
[3] dbengines,graph
[3] graph,databases
[3] databases,increasing
[3] increasing,growth
[3] growth,database
[3] database,types
[3] types,wide
[3] wide,margin

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nebulagraph
@programinlovers
@pythonweekly
@neo4j
@dgraphlabs
@connectedpapers
@janusgraph
@lfaidatafdn
@theyotg
@awscloud

Top Mentioned in G1:
@4dollarwebsite

Top Mentioned in G2:
@neo4j
@emileifrem
@asynchio
@jimwebber
@stecasca
@odbmsorg
@codexeditor
@jamesrcole
@cloudacademy
@themetalfleece

Top Mentioned in G3:
@pythonweekly
@markjbrown
@realpython
@gonorthstack

Top Mentioned in G4:
@programinlovers

Top Mentioned in G5:
@nebulagraph
@dmccreary
@philipvollet
@miekg
@hdmoore
@cayleygraph
@jeff_foley
@theyotg
@dataversity
@aaranged

Top Mentioned in G6:
@dgraphlabs

Top Mentioned in G7:
@janusgraph
@lfaidatafdn
@qomplxos
@experoinc
@scylladb
@linuxfoundation

Top Mentioned in G8:
@awscloud
@salhaj
@neo4j
@trendsinai
@theyotg
@thinkx
@codegnuts
@gp_pulipaka
@nebulagraph
@nebula

Top Mentioned in G9:
@connectedpapers

Top Mentioned in G10:
@tigergraphdb
@dbengines
@optum
@neo4j
@janusgraph

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@chidambara09
@5fec93919a544d3
@bootleggirl
@codegnuts
@remindmetweets
@dataaugmented
@ml_tweet_bot
@friday_js_bot
@serverlessfan

Top Tweeters in G1:
@realgophersship
@betterhn50
@inductivestep
@atsuizo
@hackernews100
@angsumansserver
@steubens7
@cont_learn
@startupjobscz
@stackshareio

Top Tweeters in G2:
@iot_technojeder
@hostinfonet
@aamanlamba
@neo4j
@brunowinck
@cloudacademy
@danielcfng
@scibot6
@odbmsorg
@asynchio

Top Tweeters in G3:
@dataaugmented
@serverlessfan
@code_convention
@pythonbot_
@datasciencebot_
@nvsdata
@hasssaaannn
@ipythonistabot
@_i_am_kush__
@cool_python

Top Tweeters in G4:
@tamer_badawy72
@azi122019
@ziyad5575
@programinlovers
@mhalshamrani
@workingcactus
@aljahani30
@makelaljaw11
@aman_golam
@alae_idinne

Top Tweeters in G5:
@ml_tweet_bot
@_codenewbiebot
@discovertech3
@newbie_codes
@aaranged
@whoismikey
@mcolebrook
@iamanusmith
@dataversity
@rexdouglass

Top Tweeters in G6:
@5fec93919a544d3
@bernardo_pirola
@zbisah
@topdiytube
@hiteshmaheta8
@truthadedoyin
@yakubualie
@anichibuike12
@simpletoby
@kofiprince100

Top Tweeters in G7:
@cybersec_feeds
@linuxfoundation
@kingwulf
@aespejo9
@lf_training
@dorlaor
@scylladb
@yvandasilva
@ibrahimatlinux
@experoinc

Top Tweeters in G8:
@chidambara09
@codegnuts
@trendsinai
@fabriciosx
@salhaj
@kevinmarks
@hernangraffe
@gp_pulipaka
@quinnypig
@deepsingularity

Top Tweeters in G9:
@monabaker11
@aarontay
@manuelvarzen
@fusaroli
@hamraniii
@shungosuzuki
@maymajbritt
@dey_gautam
@granges_ca
@argotechnica

Top Tweeters in G10:
@thecuriousluke
@greentechdon
@abhibisht89
@rjurney
@optum
@tigergraphdb
@gmdesh
@jeffzamiska
@nexample_twits
@dbengines


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