graph database, Twitter, 12/27/2022 4:34:43 PM, 287096


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graph database_2022-12-27_08-30-00.xlsx
graph database_2022-12-27_08-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 27, 2022
Short Description:
graph database via NodeXL https://bit.ly/3Vt5IKD
@neo4j
@awsblogs
@danielcfng
@vonrosenchild
@mayankgbrc
@periscopeislit
@rusttrending
@graph_aware
@logicalgraphs
@fourdaywork

Top hashtags:
#memgraph
#database
#graphdatabase
#memgraphdb
#python
#mage
#datalineage

Description:
Description
The graph represents a network of 326 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 December 2022 at 16:31 UTC.

The requested start date was Tuesday, 27 December 2022 at 16:15 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, 9-hour, 13-minute period from Tuesday, 13 December 2022 at 17:27 UTC to Tuesday, 27 December 2022 at 02:41 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 : 326
Unique Edges : 215
Edges With Duplicates : 666
Total Edges : 881
Number of Edge Types : 5
Mentions : 102
Replies to : 29
Tweet : 518
Retweet : 105
MentionsInRetweet : 127
Self-Loops : 520
Reciprocated Vertex Pair Ratio : 0.0289256198347107
Reciprocated Edge Ratio : 0.0562248995983936
Connected Components : 110
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 47
Maximum Edges in a Connected Component : 181
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.604807
Graph Density : 0.00235016517225106
Modularity : 0.312755
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 326 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 December 2022 at 16:31 UTC.

The requested start date was Tuesday, 27 December 2022 at 16:15 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, 9-hour, 13-minute period from Tuesday, 13 December 2022 at 17:27 UTC to Tuesday, 27 December 2022 at 02:41 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:
[16] https://memgraph.com/blog/4-reasons-why-graph-tech-is-great-for-knowledge-graphs
[15] https://memgraph.com/blog/data-persistency-large-scale-data-analytics-and-visualizations-biggest-networkx-challenges
[15] https://memgraph.com/blog/three-reasons-how-graph-databases-can-enhance-the-insurance-industry
[14] https://memgraph.com/blog/faster-recommendations-with-graph-databases
[12] https://memgraph.com/blog/why-should-you-combine-machine-learning-and-graph-tech-to-build-your-fraud-detection-system
[12] https://memgraph.com/blog/building-a-recommendation-system-for-telecommunication-packages-using-graph-neural-networks
[12] https://memgraph.com/blog/modeling-the-data-a-key-step-in-using-a-graph-database
[11] https://aws.amazon.com/blogs/apn/create-dynamic-serverless-applications-with-neo4j-graph-database-and-aws-lambda/
[11] https://memgraph.com/blog/become-an-inspector-for-a-day-and-detect-fraudsters-with-graph-ml-on-memgraph
[11] https://memgraph.com/blog/join-the-dots-data-lineage-is-a-graph-problem-heres-why

Top URLs in Tweet in G1:
[9] https://memgraph.com/blog/optimize-and-manage-supply-chain-network-with-memgraph
[7] https://memgraph.com/blog/get-a-feature-rich-open-source-community-edition-graph-database-ready-for-production
[7] https://memgraph.com/blog/data-persistency-large-scale-data-analytics-and-visualizations-biggest-networkx-challenges
[5] https://memgraph.com/blog/learn-graph-analytics-with-python
[4] https://memgraph.com/blog/memgraph-vs-neo4j-performance-benchmark-comparison
[3] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Fitnext.io%2Fgraph-data-modeling-and-etl-with-dbt-in-nebulagraph-database-f1f1b0cd6766%3Fsource%3Drss----5b301f10ddcd---4
[2] https://aws.amazon.com/blogs/apn/create-dynamic-serverless-applications-with-neo4j-graph-database-and-aws-lambda/
[2] https://aws.amazon.com/blogs/apn/create-dynamic-serverless-applications-with-neo4j-graph-database-and-aws-lambda/?trk=global_employee_advocacy&sc_channel=sm&advocacy_source=everyonesocial&es_id=53d66a6fb3
[2] https://medium.com/m/global-identity-2?redirectUrl=https%3A%2F%2Fitnext.io%2Fmeet-nebulagraph-veditor-an-open-source-graph-editing-library-626521549ffb%3Fsource%3Drss----5b301f10ddcd---4
[1] https://linuxformat.com/linux-format-297.html

Top URLs in Tweet in G2:
[7] https://aws.amazon.com/blogs/apn/create-dynamic-serverless-applications-with-neo4j-graph-database-and-aws-lambda/
[3] https://github.com/logicalgraphs/crypto-n-rust/blob/main/src/ch08/graphista/queries.cyp
[2] https://github.com/logicalgraphs/crypto-n-rust/blob/main/src/ch08/graphista/graphista.rs
[1] https://okt.to/qQixsC
[1] https://okt.to/6Er218
[1] https://okt.to/IisVwC
[1] http://inside-opensource.org/
[1] https://thenewstack.io/try-a-neo4j-graph-database-right-here-right-now/?utm_content=bufferacd07&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.graphable.ai/blog/graph-database-geospatial-analytics/

Top URLs in Tweet in G3:
[1] https://github.com/surrealdb/surrealdb

Top URLs in Tweet in G4:
[3] https://technative.io/building-digital-twin-graph-shore-up-cybersecurity-defence/

Top URLs in Tweet in G5:
[3] http://hubbase.xyz
[1] https://hubbucket.xyz
[1] https://aws.amazon.com/blogs/apn/create-dynamic-serverless-applications-with-neo4j-graph-database-and-aws-lambda/
[1] https://devblogs.microsoft.com/cosmosdb/altgraph-graph-workloads-with-azure-cosmos-db-for-nosql/

Top URLs in Tweet in G6:
[1] https://github.com/module-federation/universe/pull/454

Top URLs in Tweet in G7:
[1] http://neo4j.com/sandbox-v2/
[1] https://neo4j.com/download/
[1] https://neo4j.com/cloud/aura/

Top URLs in Tweet in G10:
[6] https://github.com/mumez/Neo4reSt

Top Domains
Top Domains in Tweet in Entire Graph:
[431] memgraph.com
[17] github.com
[14] amazon.com
[7] okt.to
[6] medium.com
[6] necrocanada.com
[5] twitter.com
[4] oracle.com
[4] youtube.com
[4] neo4j.com

Top Domains in Tweet in G1:
[32] memgraph.com
[6] medium.com
[5] amazon.com
[3] google.com
[2] biorxiv.org
[2] twitter.com
[2] uriburner.com
[1] linuxformat.com
[1] 7wdata.be
[1] iamexpat.nl

Top Domains in Tweet in G2:
[7] amazon.com
[5] github.com
[3] okt.to
[1] inside-opensource.org
[1] thenewstack.io
[1] graphable.ai

Top Domains in Tweet in G3:
[1] github.com

Top Domains in Tweet in G4:
[3] technative.io

Top Domains in Tweet in G5:
[3] hubbase.xyz
[1] hubbucket.xyz
[1] amazon.com
[1] microsoft.com

Top Domains in Tweet in G6:
[1] github.com

Top Domains in Tweet in G7:
[3] neo4j.com

Top Domains in Tweet in G10:
[6] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[575] memgraph
[400] database
[399] graphdatabase
[359] memgraphdb
[45] python
[45] mage
[27] datalineage
[25] networkx
[18] sql
[16] nosql



Top Hashtags in Tweet in G1:
[34] database
[29] memgraph
[25] graphdatabase
[19] memgraphdb
[13] python
[12] networkx
[5] itnext
[5] nebulagraph
[3] etl
[3] dbt

Top Hashtags in Tweet in G2:
[10] aws
[9] cloud
[8] devfestpatna
[8] neo4j
[6] databases
[5] tech
[5] automation
[4] hardworkpaysoff
[3] opensource
[2] devfest2022

Top Hashtags in Tweet in G4:
[3] digitaltwin
[3] graph
[3] cybersecurity
[3] data
[1] database
[1] datasecurity
[1] 100daysofcode
[1] bot

Top Hashtags in Tweet in G5:
[4] icymi
[1] azurecosmosdb
[1] nosql

Top Hashtags in Tweet in G6:
[1] graphql
[1] webdev
[1] database
[1] webpack

Top Hashtags in Tweet in G7:
[1] graph

Top Hashtags in Tweet in G10:
[1] neo4j
[1] pharo

Top Words
Top Words in Tweet in Entire Graph:
[574] #memgraph
[514] graph
[400] #database
[399] #graphdatabase
[359] #memgraphdb
[277] database
[221] data
[186] more
[167] read
[149] interested

Top Words in Tweet in G1:
[94] graph
[72] database
[34] #database
[28] #memgraph
[25] data
[25] #graphdatabase
[19] #memgraphdb
[15] analytics
[13] #python
[13] help

Top Words in Tweet in G2:
[35] graph
[33] database
[21] neo4j
[13] using
[10] data
[10] #aws
[9] #cloud
[8] #neo4j
[8] #devfestpatna
[7] aws

Top Words in Tweet in G3:
[17] realtime
[17] document
[17] distributed
[17] web
[17] surrealdb
[17] database
[17] collaborative
[17] scalable
[17] graph
[17] 16529

Top Words in Tweet in G4:
[3] #graph
[3] defence
[3] whybuilding
[3] shore
[3] #digitaltwin
[3] #data
[3] #cybersecurity
[3] technative
[2] hakomtimeseries

Top Words in Tweet in G5:
[10] graph
[8] aws
[7] blog
[7] database
[5] dynamic
[5] create
[5] serverless
[5] workloads
[5] jennifer
[5] network

Top Words in Tweet in G6:
[15] graph
[9] module
[9] query
[8] webpacks
[7] graphql
[7] scriptedalchemy
[7] webpack
[6] wrote
[6] field
[6] resolvers

Top Words in Tweet in G7:
[2] free

Top Words in Tweet in G8:
[18] sofascore
[18] award
[10] 2022
[9] back
[9] georgios
[9] left
[9] third
[9] sassuolo
[9] awards
[9] greece

Top Words in Tweet in G9:
[3] graph
[2] need
[2] purging
[2] time
[2] database
[2] fda
[2] over
[2] cdc
[2] vaers
[2] know

Top Words in Tweet in G10:
[7] graph
[7] supports
[7] high
[7] neo4j
[7] level
[6] database
[6] latest
[6] pharo
[6] updated
[6] client

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[272] #memgraphdb,#database
[212] #memgraph,#graphdatabase
[187] #graphdatabase,#memgraphdb
[186] graph,database
[152] read,more
[148] graphdatabases,read
[148] #memgraph,graphdatabases
[148] interested,#memgraph
[104] #memgraph,#database
[87] #memgraphdb,#graphdatabase

Top Word Pairs in Tweet in G1:
[42] graph,database
[19] #database,#graphdatabase
[19] #memgraphdb,#database
[19] #memgraph,#memgraphdb
[11] graph,analytics
[9] help,memgraph's
[8] supply,chain
[8] nebulagraph,database
[7] #database,#python
[7] community,edition

Top Word Pairs in Tweet in G2:
[29] graph,database
[9] database,using
[8] using,neo4j
[6] neo4j,graph
[5] thread,#aws
[5] #tech,#automation
[5] #cloud,#tech
[5] #aws,#cloud
[5] database,thread
[5] serverless,applications

Top Word Pairs in Tweet in G3:
[17] graph,database
[17] realtime,web
[17] document,graph
[17] distributed,collaborative
[17] web,16529
[17] collaborative,document
[17] scalable,distributed
[17] database,realtime
[17] surrealdb,scalable
[16] rusttrending,surrealdb

Top Word Pairs in Tweet in G4:
[3] #cybersecurity,defence
[3] whybuilding,#digitaltwin
[3] defence,technative
[3] technative,#data
[3] #digitaltwin,#graph
[3] shore,#cybersecurity
[3] #graph,shore
[2] hakomtimeseries,whybuilding

Top Word Pairs in Tweet in G5:
[5] prasad,thevaraj
[5] aws,partner
[5] hunger,create
[5] graph,workloads
[5] thevaraj,jennifer
[5] michael,hunger
[5] antony,prasad
[5] create,dynamic
[5] dynamic,serverless
[5] reif,michael

Top Word Pairs in Tweet in G6:
[9] module,graph
[8] query,webpacks
[6] resolvers,field
[6] webpack,module
[6] wrote,graphql
[6] graphql,resolvers
[6] webpacks,graph
[6] graph,query
[6] field,webpack
[5] scriptedalchemy,wrote

Top Word Pairs in Tweet in G8:
[9] sassuolo,greece
[9] left,back
[9] third,sofascore
[9] awards,2022
[9] 2022,third
[9] greece,left
[9] award,sassuolo
[9] sofascore,awards
[9] award,award
[9] back,georgios

Top Word Pairs in Tweet in G9:
[2] time,graph
[2] cdc,fda
[2] need,know
[2] over,time
[2] purging,myocarditis
[2] know,cdc
[2] myocarditis,cases
[2] vaers,purging
[2] cases,database
[2] fda,vaers

Top Word Pairs in Tweet in G10:
[7] high,level
[6] client,pharo
[6] updated,neo4rest
[6] pharo,supports
[6] database,client
[6] level,neo4j
[6] graph,database
[6] neo4j,graph
[6] supports,latest
[6] neo4rest,high

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@rusttrending
@neo4j
@sofascoreint
@memgraphdb
@mayankgbrc
@scriptedalchemy
@webpack
@awsblogs
@umejava
@denisrancourt

Top Mentioned in G1:
@androidapkgk

Top Mentioned in G2:
@neo4j
@mayankgbrc
@jmhreif
@gdgpatna
@teamkujira
@thesuranaverse
@eric_kavanagh
@fourdaywork
@mesirii
@awsblogs

Top Mentioned in G3:
@rusttrending

Top Mentioned in G4:
@technative
@hakomtimeseries
@sharleneisenia
@analytics_699
@jeancayeux
@nicochan33
@betamoroney
@ravidugh
@hana_elsayyed
@sonu_monika

Top Mentioned in G5:
@awsblogs
@cjoakim
@hubbasedb
@hubbucket
@azurecosmosdb
@vonrosenchild

Top Mentioned in G6:
@scriptedalchemy
@webpack
@zackjackson

Top Mentioned in G7:
@neo4j
@mymdec
@imdasg
@csasingapore
@techtargetnews
@idc
@gartner_inc
@forrester
@vodafoneau
@anz_au

Top Mentioned in G8:
@sofascoreint

Top Mentioned in G9:
@was_dem
@dougstafford
@txsalth2o
@flsurgeongen
@govrondesantis
@randpaul

Top Mentioned in G10:
@umejava

Top Tweeters
Top Tweeters in Entire Graph:
@vonrosenchild
@dataaugmented
@periscopeislit
@uhiiman
@ml_tweet_bot
@ucloudify
@nicochan33
@suriyasubraman
@forbes
@biconnections

Top Tweeters in G1:
@uhiiman
@suriyasubraman
@biconnections
@doriantaylor
@_eliorocha
@darcy_lussier
@savranweb
@iamexpatjobs
@kidehen
@atsuizo

Top Tweeters in G2:
@periscopeislit
@ucloudify
@pythonroboto
@greentechdon
@mandivs
@eric_kavanagh
@thenewstack
@cloud_smart_bot
@neo4j
@logicalgraphs

Top Tweeters in G3:
@gowthamsadasiva
@nono2357
@udomsak
@chekichekimusu1
@ezoodeen
@btcplanet
@mickegarrido
@rusttrending
@do_widzeni_a
@ejherran

Top Tweeters in G4:
@nicochan33
@jeancayeux
@technative
@betamoroney
@sallyeaves
@analytics_699
@cybersecplace
@sharleneisenia
@hana_elsayyed
@sonu_monika

Top Tweeters in G5:
@vonrosenchild
@hubbucket
@jaydestro
@ermontgo
@awsblogs
@azurecosmosdb
@saasauthority
@cjoakim
@gptaws
@hubbasedb

Top Tweeters in G6:
@dominus_kelvin
@fold_left
@scriptedalchemy
@alexux_ui
@cfryerdev
@tysonmidboe
@exprofid
@webpack
@ahabhgk
@zackjackson

Top Tweeters in G7:
@anz_au
@vodafoneau
@gartner_inc
@danielcfng
@techtargetnews
@forrester
@idc
@mymdec
@imdasg
@csasingapore

Top Tweeters in G8:
@cjkofi
@mycallcrystalfa
@bossskaaa
@bolusimi
@jaymill204
@sofascoreint
@maneeshreddya
@facundo_fagalde
@jaynehra4

Top Tweeters in G9:
@dougstafford
@was_dem
@txsalth2o
@randpaul
@inadonkeysage
@govrondesantis
@flsurgeongen

Top Tweeters in G10:
@tomooda
@umejava
@rafael_luque
@amurich
@torstenastares
@norberthartl


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