graph database, Twitter, 3/2/2021 2:45:54 PM, 249950


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graph database_2021-03-02_06-16-57.xlsx
graph database_2021-03-02_06-16-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 02, 2021
Short Description:
graph database via NodeXL https://bit.ly/3sBzA9m
@salhaj
@tigergraphdb
@neo4j
@calefybtech
@chidambara09
@naveens16
@pythonhub
@nebulagraph
@coderretweet
@offleashpr

Top hashtags:
#sedition
#modi
#analytics
#data
#graph
#neo4j
#database
#ai
#datascience

Description:
Description
The graph represents a network of 841 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, 02 March 2021 at 14:18 UTC.

The requested start date was Tuesday, 02 March 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, 21-hour, 18-minute period from Tuesday, 16 February 2021 at 02:42 UTC to Tuesday, 02 March 2021 at 00:00 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 : 841
Unique Edges : 659
Edges With Duplicates : 1114
Total Edges : 1773
Number of Edge Types : 5
Tweet : 285
Replies to : 44
Retweet : 446
MentionsInRetweet : 766
Mentions : 232
Self-Loops : 289
Reciprocated Vertex Pair Ratio : 0.019845644983462
Reciprocated Edge Ratio : 0.0389189189189189
Connected Components : 245
Single-Vertex Connected Components : 160
Maximum Vertices in a Connected Component : 209
Maximum Edges in a Connected Component : 770
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.97164
Graph Density : 0.00130938225468547
Modularity : 0.535219
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 841 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, 02 March 2021 at 14:18 UTC.

The requested start date was Tuesday, 02 March 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, 21-hour, 18-minute period from Tuesday, 16 February 2021 at 02:42 UTC to Tuesday, 02 March 2021 at 00:00 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 : 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:
[28] https://techcrunch.com/2021/02/17/tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/?utm_source=dlvr.it&utm_medium=twitter
[27] https://techcrunch.com/2021/02/17/tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/
[23] https://www.kdnuggets.com/2021/02/understanding-nosql-database-types-graph.html
[20] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-graph-database-in-neo4j-using-python-4172d40f89c4
[18] https://vskumar.blog/2018/07/15/2-graph-database-docker-how-to-install-neo4j-on-a-docker-container-for-ubuntu-18-04-vm/
[18] https://vskumar.blog/2017/12/08/how-to-install-neo4j-3-2-6-graph-database-on-ubuntu/
[17] https://jp.techcrunch.com/2021/02/18/2021-02-17-tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/
[12] https://trib.al/9F9kyU1
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249427
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249467

Top URLs in Tweet in G1:
[21] https://techcrunch.com/2021/02/17/tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/?utm_source=dlvr.it&utm_medium=twitter
[18] https://vskumar.blog/2018/07/15/2-graph-database-docker-how-to-install-neo4j-on-a-docker-container-for-ubuntu-18-04-vm/
[18] https://vskumar.blog/2017/12/08/how-to-install-neo4j-3-2-6-graph-database-on-ubuntu/
[16] https://techcrunch.com/2021/02/17/tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/
[16] https://jp.techcrunch.com/2021/02/18/2021-02-17-tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/
[7] https://www.kdnuggets.com/2021/02/understanding-nosql-database-types-graph.html
[6] https://www.enterprisetimes.co.uk/2021/02/17/tigergraph-raises-record-funding-for-graph-analytics/
[4] https://techcrunch.com/2021/02/17/tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Techcrunch+%28TechCrunch%29
[3] https://finance.yahoo.com/news/tigergraph-raises-105m-series-c-130037609.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://cryptogator.co/

Top URLs in Tweet in G2:
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249427
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249467
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=249024
[5] https://www.dbta.com/Editorial/News-Flashes/Neo4j-Aura-Enterprise-Provides-a-Cloud-Database-for-Graph-Applications-144915.aspx
[5] https://www.kdnuggets.com/2021/02/understanding-nosql-database-types-graph.html
[4] https://neo4j.com/blog/graphs-for-artificial-intelligence-and-machine-learning/?ref=social-blog
[3] https://tdwi.org/articles/2021/01/27/neo4j-aura-enterprise-cloud-graph-database.aspx
[3] https://www.kdnuggets.com/understanding-graph-databases.html/
[2] https://www.enterpriseai.news/2021/01/27/neo4j-introduces-aura-enterprise-cloud-database-for-high-performance-graph-applications/
[2] https://devops.com/introducing-neo4j-aura-enterprise-the-cloud-graph-database-chosen-by-leading-brands/

Top URLs in Tweet in G4:
[1] https://www.article-14.com/post/disha-ravi-s-sedition-case-is-only-latest-without-evidence-reason

Top URLs in Tweet in G6:
[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://info.tigergraph.com/entity-resolution-mini-guide?utm_campaign=2020%20Entity%20Resolution%20Mini%20Guide&utm_content=144910517&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://info.tigergraph.com/graph-ai-world-data-science-panel?utm_campaign=2020%20Graph%2BAI%20World&utm_content=154879702&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.tigergraph.com/blog/implementing-a-24-join-sql-query-in-a-graph-database/?utm_content=154880091&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://searchdatamanagement.techtarget.com/feature/The-top-5-graph-database-advantages-for-enterprises?utm_content=155282623&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://searchdatamanagement.techtarget.com/feature/The-top-5-graph-database-advantages-for-enterprises?utm_content=155909963&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.datanami.com/2021/02/17/tigergraph-roars-with-105-million-round/
[1] https://www.tigergraph.com/
[1] https://insidehpc.com/2021/02/tigergraph-raises-105-million-to-accelerate-graph-analytics-on-the-cloud/

Top URLs in Tweet in G7:
[5] https://www.7wdata.be/data-analysis/the-future-of-data-a-decentralized-graph-database/?utm_source=twitter&utm_medium=7wdata&utm_campaign=mp-rss-24-7wBlog
[1] https://www.youtube.com/watch?v=OzDG68VvPxY&feature=youtu.be

[1] https://www.remote-developer-jobs.com/job/503443/
[1] https://www.remote-developer-jobs.com/job/505282/

Top URLs in Tweet in G8:
[12] https://trib.al/9F9kyU1
[7] https://techcrunch.com/2021/02/17/tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/
[1] https://techcrunch.com/2021/02/17/tigergraph-raises-105m-series-c-for-its-enterprise-graph-database/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.techmeme.com/210217/p12

Top URLs in Tweet in G9:
[17] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-graph-database-in-neo4j-using-python-4172d40f89c4

Top URLs in Tweet in G10:
[1] https://dgraph.io/connect?utm_source=twitter&utm_medium=paid_social&utm_campaign=DC_SP_RM_MC_ZH_12-2020
[1] https://www.youtube.com/watch?v=OzDG68VvPxY&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[90] techcrunch.com
[41] kdnuggets.com
[36] vskumar.blog
[33] nodexlgraphgallery.org
[23] medium.com
[21] github.com
[20] youtube.com
[14] techtarget.com
[12] neo4j.com
[12] twitter.com

Top Domains in Tweet in G1:
[60] techcrunch.com
[36] vskumar.blog
[12] kdnuggets.com
[6] co.uk
[4] google.com
[4] theregister.com
[4] github.com
[3] youtube.com
[3] twitter.com
[3] dlvr.it

Top Domains in Tweet in G2:
[33] nodexlgraphgallery.org
[10] kdnuggets.com
[6] dbta.com
[5] neo4j.com
[3] tdwi.org
[3] devops.com
[2] enterpriseai.news
[2] amazon.com
[2] techcrunch.com
[1] okt.to

Top Domains in Tweet in G4:
[1] article-14.com

Top Domains in Tweet in G6:
[6] tigergraph.com
[2] techtarget.com
[1] datanami.com
[1] insidehpc.com

Top Domains in Tweet in G7:
[5] 7wdata.be
[2] remote-developer-jobs.com
[1] youtube.com

Top Domains in Tweet in G8:
[12] trib.al
[8] techcrunch.com
[1] techmeme.com

Top Domains in Tweet in G9:
[17] medium.com

Top Domains in Tweet in G10:
[1] dgraph.io
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[42] sedition
[42] modi
[34] analytics
[33] data
[32] graph
[31] neo4j
[30] database
[29] ai
[29] datascience
[26] graphdatabase



Top Hashtags in Tweet in G1:
[9] enterprise
[8] funding
[7] amgen
[6] graph
[5] analytics
[5] database
[3] articles
[3] artificialintelligence
[3] startup
[3] technology

Top Hashtags in Tweet in G2:
[17] neo4j
[13] datascience
[11] ai
[10] graphdatabases
[9] neo4jauraenterprise
[9] graph
[8] data
[7] ml
[7] analytics
[7] python

Top Hashtags in Tweet in G4:
[42] sedition
[42] modi

Top Hashtags in Tweet in G6:
[7] bigdata
[6] analytics
[5] graphdb
[4] ai
[4] datascience
[4] graphanalytics
[3] graphdatabase
[2] cloud
[2] innovation
[2] ml

Top Hashtags in Tweet in G7:
[17] 100daysofcode
[8] application
[8] backend
[8] database
[8] design
[8] devops
[5] data
[5] ai
[5] 100daysofmlcode
[5] ml

Top Hashtags in Tweet in G8:
[2] funding
[1] graph
[1] graphdatabase
[1] techcrunch

Top Hashtags in Tweet in G10:
[14] graphql
[2] github

Top Words
Top Words in Tweet in Entire Graph:
[793] graph
[605] database
[154] neo4j
[149] tigergraph
[129] enterprise
[116] data
[116] series
[111] raises
[106] 105m
[93] shows

Top Words in Tweet in G1:
[166] graph
[140] database
[82] tigergraph
[71] series
[68] enterprise
[64] raises
[64] 105m
[18] data
[17] databases
[15] エンタープライズ

Top Words in Tweet in G2:
[90] neo4j
[85] graph
[67] database
[43] salhaj
[35] nodexl
[32] ipythonistabot
[25] nancytr83158469
[23] miilan_s
[21] enterprise
[17] #neo4j

Top Words in Tweet in G3:
[50] texas
[48] graph
[48] shows
[48] 792
[48] 641
[48] daily
[48] maximum
[48] temperatures
[48] recorded
[48] ushcn

Top Words in Tweet in G4:
[42] graph
[42] shows
[42] rising
[42] use
[42] #sedition
[42] conjuction
[42] laws
[42] during
[42] #modi
[42] lubhyathi_r

Top Words in Tweet in G5:
[39] database
[38] graph
[21] know
[21] anyone
[21] played
[21] neo4j
[21] implementations
[21] salesforce
[21] data
[21] interested

Top Words in Tweet in G6:
[36] graph
[28] tigergraphdb
[21] platform
[20] excited
[20] announce
[20] event
[20] sponsor
[20] tigergraph
[20] word's
[20] fastest

Top Words in Tweet in G7:
[34] database
[34] graph
[27] amazon
[17] #100daysofcode
[16] day
[9] 13
[9] learned
[9] documentdb
[9] service
[9] neptune

Top Words in Tweet in G8:
[21] 105m
[21] series
[21] enterprise
[20] tigergraph
[19] techcrunch
[19] raises
[19] graph
[19] database
[14] fredericl
[2] tigergraphdb

Top Words in Tweet in G9:
[34] graph
[17] create
[17] database
[17] neo4j
[17] using
[17] python
[17] data
[17] cleaning
[17] population
[16] pythonhub

Top Words in Tweet in G10:
[17] graph
[17] database
[16] dgraphlabs
[14] working
[14] recently
[14] pretty
[14] awesome
[14] native
[14] #graphql
[14] orms

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[406] graph,database
[103] 105m,series
[101] raises,105m
[95] enterprise,graph
[91] graph,shows
[90] tigergraph,raises
[83] series,enterprise
[59] nebula,graph
[55] graph,databases
[48] shows,792

Top Word Pairs in Tweet in G1:
[118] graph,database
[61] raises,105m
[61] 105m,series
[61] enterprise,graph
[58] tigergraph,raises
[57] series,enterprise
[15] エンタープライズ,グラフ
[15] グラフ,データベースのtigergraphが111
[15] データベースのtigergraphが111,3億円を調達
[13] graph,databases

Top Word Pairs in Tweet in G2:
[53] graph,database
[33] nodexl,neo4j
[19] database,nodexl
[16] salhaj,graph
[15] aura,enterprise
[15] neo4j,nodexl
[14] graph,databases
[13] neo4j,aura
[13] salhaj,neo4j
[12] ipythonistabot,salhaj

Top Word Pairs in Tweet in G3:
[48] graph,shows
[48] shows,792
[48] 792,641
[48] 641,daily
[48] daily,maximum
[48] maximum,temperatures
[48] temperatures,texas
[48] texas,recorded
[48] recorded,ushcn
[48] ushcn,database

Top Word Pairs in Tweet in G4:
[42] graph,shows
[42] shows,rising
[42] rising,use
[42] use,#sedition
[42] #sedition,conjuction
[42] conjuction,laws
[42] laws,during
[42] during,#modi
[42] #modi,lubhyathi_r
[41] article14live,graph

Top Word Pairs in Tweet in G5:
[30] graph,database
[21] know,anyone
[21] anyone,played
[21] played,neo4j
[21] neo4j,graph
[21] database,implementations
[21] implementations,salesforce
[21] salesforce,data
[21] data,interested
[20] buritica,know

Top Word Pairs in Tweet in G6:
[20] excited,announce
[20] announce,tigergraphdb
[20] tigergraphdb,event
[20] event,sponsor
[20] sponsor,tigergraph
[20] tigergraph,word's
[20] word's,fastest
[20] fastest,scalable
[20] scalable,graph
[20] graph,platform

Top Word Pairs in Tweet in G7:
[18] graph,database
[9] day,13
[9] 13,#100daysofcode
[9] #100daysofcode,learned
[9] learned,amazon
[9] amazon,documentdb
[9] documentdb,graph
[9] database,service
[9] service,amazon
[9] amazon,neptune

Top Word Pairs in Tweet in G8:
[21] 105m,series
[19] raises,105m
[19] enterprise,graph
[18] graph,database
[17] tigergraph,raises
[17] series,enterprise
[11] techcrunch,tigergraph
[11] database,fredericl
[4] database,techcrunch
[2] tigergraph,offers

Top Word Pairs in Tweet in G9:
[17] create,graph
[17] graph,database
[17] database,neo4j
[17] neo4j,using
[17] using,python
[17] python,data
[17] data,cleaning
[17] cleaning,graph
[17] graph,population
[16] pythonhub,create

Top Word Pairs in Tweet in G10:
[17] graph,database
[14] working,dgraphlabs
[14] dgraphlabs,graph
[14] database,recently
[14] recently,pretty
[14] pretty,awesome
[14] awesome,native
[14] native,#graphql
[14] #graphql,orms
[13] fireship_dev,working

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@tony__heller
@lubhyathi_r
@article14live
@salhaj
@tigergraphdb
@ipythonistabot
@nebulagraph
@nancytr83158469

Top Mentioned in G1:
@juchtervbergen
@ric9871ric
@technofactr
@estream_studios

Top Mentioned in G2:
@neo4j
@salhaj
@ipythonistabot
@nancytr83158469
@miilan_s
@danielcfng
@craigmullins
@barrasadv
@richniemiec
@dagh

Top Mentioned in G3:
@tony__heller

Top Mentioned in G4:
@lubhyathi_r
@article14live
@khareltejaswita
@harini91508471

Top Mentioned in G5:
@buritica
@quinnypig
@chacon

Top Mentioned in G6:
@tigergraphdb
@iiitapragma
@techtarget
@datanami

Top Mentioned in G7:
@hamzalovesjava
@manduniversod
@remote_dev_jobs
@redislabs
@thisisgulshan
@sharadregoti
@naveens16
@cassandra
@mongodb
@mysql

Top Mentioned in G8:
@techcrunch
@fredericl
@tigergraphdb
@techmeme

Top Mentioned in G9:
@pythonhub

Top Mentioned in G10:
@dgraphlabs
@fireship_dev

Top Tweeters
Top Tweeters in Entire Graph:
@easy_branches
@zyiteblog
@marciojmsilva
@zyitegadgets
@chidambara09
@teshawnedmonds
@easyjanjansen
@xaelbot
@rosenchild
@network_easy

Top Tweeters in G1:
@marciojmsilva
@m_hayase256
@geekinfonow
@dataaugmented
@jetup1
@m157q_news_rss
@thearticletrunk
@dizzedcom
@estream_studios
@pavelnosok

Top Tweeters in G2:
@chidambara09
@epuujee
@trendsinai
@fullnam35087976
@salhaj
@ipythonistabot
@education_24x7
@grjenkin
@djangobot_
@godfrey_g_

Top Tweeters in G3:
@russjensen5
@cachete94249129
@emgraphicsonweb
@tony__heller
@noturbine
@dusofabulous
@joopvankooten
@boreguru
@barrysh62000603
@jaggermickoz

Top Tweeters in G4:
@sinemetuvivere
@sonaliranade
@juneymb
@khalida53469445
@ghoshworld
@dillidurast
@deepsealioness
@saliltripathi
@aminaziz57
@d_s_thakur

Top Tweeters in G5:
@museito_scl
@quinnypig
@bigfack
@brennx0r
@arachnocapital2
@holigio
@sd
@buritica
@worldwise001
@stefanpenner

Top Tweeters in G6:
@insidehpc
@ekoskaiphos
@datanami
@techtarget
@singh_himendra
@tigergraphdb
@gmdesh
@growthlists
@jeffzamiska
@inaman11

Top Tweeters in G7:
@xaelbot
@thedeveloperbot
@hubofml
@30xcodes
@robotproud
@devvibesbot
@morolswediu
@altf4hashbot
@coderretweet
@developer_rtbot

Top Tweeters in G8:
@teshawnedmonds
@techcrunch
@techmeme
@bogenbroomdr
@jadp
@techchaser
@andreweeckert
@m42k371n9m1k3
@parisfinforum
@prasenjit_dbroy

Top Tweeters in G9:
@pythonhub
@guvvalapavanku1
@lsc_david_isaac
@patri_vaquero_
@nasser_b_o
@alethesbios
@robertlassise
@ghibbli
@maneeshsit
@pyfundotio

Top Tweeters in G10:
@thelifesway
@krcomet
@blainsmith
@tdinkar
@movingux
@micheldizaeh
@manishrjain
@dgraphlabs
@fireship_dev
@rajivk