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From:
NodeXLExcelAutomator
Uploaded on:
February 18, 2021
Short Description:
graph database via NodeXL https://bit.ly/3jZxZqU
@neo4j
@nancytr83158469
@jwolpert
@ipythonistabot
@miilan_s
@guinnessstache
@nebulagraph
@epuujee
@djangobot_
@richniemiec

Top hashtags:
#data
#ai
#ml
#database
#python
#graph
#datascience
#tech
#business
#startup

Description:
Description
The graph represents a network of 586 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 Wednesday, 17 February 2021 at 14:18 UTC.

The requested start date was Tuesday, 16 February 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, 19-minute period from Tuesday, 02 February 2021 at 03:40 UTC to Tuesday, 16 February 2021 at 01:00 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 : 586
Unique Edges : 394
Edges With Duplicates : 953
Total Edges : 1347
Number of Edge Types : 5
Mentions : 147
Retweet : 411
MentionsInRetweet : 526
Tweet : 213
Replies to : 50
Self-Loops : 221
Reciprocated Vertex Pair Ratio : 0.0123239436619718
Reciprocated Edge Ratio : 0.0243478260869565
Connected Components : 173
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 217
Maximum Edges in a Connected Component : 899
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 4.246306
Graph Density : 0.00167731396400338
Modularity : 0.437196
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 586 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 Wednesday, 17 February 2021 at 14:18 UTC.

The requested start date was Tuesday, 16 February 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, 19-minute period from Tuesday, 02 February 2021 at 03:40 UTC to Tuesday, 16 February 2021 at 01:00 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:
[59] 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
[53] https://venturebeat.com/2021/02/08/what-is-a-graph-database/
[10] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-graph-database-in-neo4j-using-python-4172d40f89c4
[10] https://towardsdatascience.com/create-a-graph-database-in-neo4j-using-python-4172d40f89c4?source=social.tw
[9] https://venturebeat.com/2021/02/08/what-is-a-graph-database/?utm_source=dlvr.it&utm_medium=twitter
[9] https://letsencrypt.org/2021/01/21/next-gen-database-servers.html
[8] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[7] https://www.linkedin.com/slink?code=eAUey_W
[7] https://www.youtube.com/watch?v=eQQ4r2PK-kM

[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247401

Top URLs in Tweet in G1:
[24] https://venturebeat.com/2021/02/08/what-is-a-graph-database/
[7] https://venturebeat.com/2021/02/08/what-is-a-graph-database/?utm_source=dlvr.it&utm_medium=twitter
[6] https://searchdatamanagement.techtarget.com/news/252495411/Neo4j-unveils-cloud-graph-database-for-the-enterprise
[5] https://pkg.go.dev/mod/github.com/cloudquery/cloudquery
[4] https://neo4j.com/whitepapers/advantages-neo4j-aura-enterprise/?ref=social-team
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DYmR2_zlQO5w&q=EgS4SO-bGK6ziIEGIhkA8aeDSx5Bw3STIAmDskqwqnrkMHZwsvdSMgFy
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-graph-database-in-neo4j-using-python-4172d40f89c4
[2] https://neo4j.com/blog/extensive-representation-of-contact-tracing-with-neo4j-in-the-canton-of-geneva/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=extensive-representation-of-contact-tracing-with-neo4j-in-the-ca-2880548
[2] https://neighborwebsj.com/uncategorized/2988002/2021-2026-graph-database-market-global-analysis-modeling-risk-factors-growth-strategies-drivers-dynamics-forecast-and-more-covid19-impact-analysis-inforgrowth/?utm_source=dlvr.it&utm_medium=twitter
[2] https://github.com/arangodb/arangodb/issues/1913#issuecomment-229619889

Top URLs in Tweet in G2:
[51] 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
[3] https://couponos.me/coupon/graph-database-neo4j-with-spring-boot/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-graph-database-in-neo4j-using-python-4172d40f89c4
[1] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[1] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[1] https://twitter.com/OracleDatabase/status/1359169189668339715
[1] https://dzone.com/articles/debug-the-nebula-graph-processes-inside-the-docker
[1] https://www.remote-developer-jobs.com/job/503430/
[1] https://www.remote-developer-jobs.com/job/503443/
[1] https://venturebeat.com/2021/02/08/what-is-a-graph-database/

Top URLs in Tweet in G3:
[6] https://www.linkedin.com/slink?code=eAUey_W
[4] https://neo4j.com/event/graph-data-science-for-dummies-a-discussion-with-the-authors/?utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graph-data-science-for-dummies-a-discussion-with-the-authors-2887135
[4] https://neo4j.com/blog/extensive-representation-of-contact-tracing-with-neo4j-in-the-canton-of-geneva/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Blog%20(GaggleAMP)&utm_content=extensive-representation-of-contact-tracing-with-neo4j-in-the-ca-2880548
[3] https://www.cbronline.com/news/google-fly-brain-project
[2] https://www.linkedin.com/slink?code=er4c45u
[1] https://neo4j.com/whitepapers/graph-database-security-visual-overview/?ref=social-camp
[1] https://towardsdatascience.com/create-a-graph-database-in-neo4j-using-python-4172d40f89c4?source=social.tw
[1] https://jobs.lever.co/neo4j/96b20ce9-8c6a-4673-9378-9d426b5cad97
[1] 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 G4:
[1] https://twitter.com/univercurious/status/1356636424305541122
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DwbNMKa232MM&q=EgS4SO-bGKnt_YAGIhkA8aeDSwcqw2YHkWb0M_6Z05wLmnOvX1QuMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Do1RadyuMCA8&q=EgS4SO-bGKnt_YAGIhkA8aeDS7bUOmie5IqzMU73sa8Q9oJs5dP7MgFy
[1] https://twitter.com/groundedsage/status/1361243908508966913

Top URLs in Tweet in G5:
[7] https://www.youtube.com/watch?v=eQQ4r2PK-kM

[7] https://nebula-graph.io/posts/stock-interrelation-analysis-nebula-graph-machine-learning/
[5] https://www.nextplatform.com/2021/01/19/third-time-is-the-charm-for-nebula-graph-database/
[5] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/1.introduction/1.what-is-nebula-graph.md
[4] https://github.com/vesoft-inc/nebula-docs/blob/master/docs-2.0/2.quick-start/4.nebula-graph-crud.md
[3] https://nebula-graph.io/posts/nebula-graph-architecture-overview/
[3] https://www.youtube.com/watch?v=x-I835eEBz0&t=57s

[3] https://dzone.com/articles/debug-the-nebula-graph-processes-inside-the-docker
[2] https://github.com/vesoft-inc/nebula-docs/blob/master/CONTRIBUTING.md
[2] https://discuss.nebula-graph.io/t/benchmarking-the-mainstream-open-source-distributed-graph-databases-at-meituan-nebula-graph-vs-dgraph-vs-hugegraph/715

Top URLs in Tweet in G6:
[7] 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
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247401
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-graph-database-in-neo4j-using-python-4172d40f89c4%3Fsource%3Dsocial.tw
[3] https://ai-summary.com/summary-create-a-graph-database-in-neo4j-using-python/?utm_medium=social-organic&utm_source=twitter
[3] https://briefly.co/anchor/Data_science/story/create-a-graph-database-in-neo4j-using-python?f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] https://venturebeat.com/2021/02/08/what-is-a-graph-database/
[1] https://twitter.com/SidorovPO/status/1356618678360498180
[1] https://www.linkedin.com/slink?code=eAUey_W
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fcreate-a-graph-database-in-neo4j-using-python-4172d40f89c4
[1] https://github.com/indradb/indradb

Top URLs in Tweet in G9:
[17] https://venturebeat.com/2021/02/08/what-is-a-graph-database/
[2] https://venturebeat.com/2021/02/08/what-is-a-graph-database/?utm_source=dlvr.it&utm_medium=twitter
[1] https://venturebeat.com/?p=2668157
[1] 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

Top URLs in Tweet in G10:
[2] https://blog.cambridgesemantics.com/what-is-a-graph-database?utm_campaign=AnzoGraph
[2] Beta&utm_content=151673216&utm_medium=social&utm_source=twitter&hss_channel=tw-61001779
[2] https://venturebeat.com/2021/02/08/what-is-a-graph-database/
[1] https://solutionsreview.com/data-management/the-best-graph-databases-to-consider-in-2020/
[1] https://www.tigergraph.com/2020/04/07/using-a-graph-database-for-big-data-entity-resolution/?utm_content=154415628&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=153155897&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=153736148&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] http://www.tigergraph.com/cloud?utm_content=153876694&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] http://www.tigergraph.com/cloud?utm_content=153960949&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786

Top Domains
Top Domains in Tweet in Entire Graph:
[63] venturebeat.com
[62] 7wdata.be
[29] github.com
[20] neo4j.com
[17] nebula-graph.io
[17] twitter.com
[16] youtube.com
[16] medium.com
[16] linkedin.com
[15] towardsdatascience.com

Top Domains in Tweet in G1:
[31] venturebeat.com
[11] neo4j.com
[7] linkedin.com
[6] github.com
[6] techtarget.com
[5] medium.com
[5] go.dev
[4] twitter.com
[4] towardsdatascience.com
[2] devops.com

Top Domains in Tweet in G2:
[52] 7wdata.be
[3] couponos.me
[2] medium.com
[2] remote-developer-jobs.com
[1] github.com
[1] nebula-graph.io
[1] twitter.com
[1] dzone.com
[1] venturebeat.com

Top Domains in Tweet in G3:
[9] neo4j.com
[8] linkedin.com
[3] cbronline.com
[1] towardsdatascience.com
[1] lever.co
[1] medium.com

Top Domains in Tweet in G4:
[2] twitter.com
[2] google.com

Top Domains in Tweet in G5:
[16] nebula-graph.io
[14] github.com
[13] youtube.com
[5] nextplatform.com
[3] dzone.com
[1] vesoft.com
[1] twitter.com
[1] drivine.org

Top Domains in Tweet in G6:
[7] 7wdata.be
[6] nodexlgraphgallery.org
[4] medium.com
[3] ai-summary.com
[3] briefly.co
[1] venturebeat.com
[1] twitter.com
[1] linkedin.com
[1] github.com
[1] docs.rs

Top Domains in Tweet in G9:
[20] venturebeat.com
[1] 7wdata.be

Top Domains in Tweet in G10:
[5] tigergraph.com
[2] cambridgesemantics.com
[2] venturebeat.com
[1] solutionsreview.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[146] data
[137] ai
[131] ml
[119] database
[101] python
[98] graph
[86] datascience
[72] tech
[72] business
[72] startup



Top Hashtags in Tweet in G1:
[6] neo4j
[6] dsc_techtarget
[6] dsc_hash_smama
[5] cloud
[4] aura
[4] enterprise
[4] arangodb
[4] semantic
[4] rdf
[4] datamodel

Top Hashtags in Tweet in G2:
[117] ai
[113] data
[112] ml
[73] database
[64] python
[64] datascience
[63] graph
[60] tech
[60] business
[60] startup

Top Hashtags in Tweet in G3:
[19] graph
[14] neo4j
[11] python
[4] java
[4] aws
[4] databases
[4] benchmarks
[3] graphdatabases
[3] google
[3] database

Top Hashtags in Tweet in G4:
[3] roamcult
[2] 42setting
[1] evernote

Top Hashtags in Tweet in G5:
[43] nebulagraph
[35] graphdatabase
[27] opensource
[24] database
[23] software
[12] codenewbie
[8] graphdb
[7] video
[7] visualization
[6] github

Top Hashtags in Tweet in G6:
[23] python
[17] data
[15] ai
[15] ml
[12] datascience
[9] graph
[9] database
[8] tech
[8] business
[8] startup

Top Hashtags in Tweet in G9:
[13] bigdata
[4] database
[2] cloud
[2] commerce
[1] data
[1] ai
[1] 100daysofmlcode
[1] ml
[1] 100daysofcode
[1] best

Top Hashtags in Tweet in G10:
[8] bigdata
[5] graphdb
[5] analytics
[5] graphdatabase
[4] graphanalytics
[3] datascience
[3] datasets
[3] data
[3] entityresolution
[2] mdm

Top Words
Top Words in Tweet in Entire Graph:
[597] graph
[476] database
[183] neo4j
[146] #data
[137] #ai
[131] using
[131] #ml
[125] create
[120] nebula
[119] #database

Top Words in Tweet in G1:
[123] database
[120] graph
[25] neo4j
[19] cloud
[15] cloudquery
[12] enterprise
[11] data
[10] using
[8] security
[8] create

Top Words in Tweet in G2:
[117] #ai
[113] #data
[112] #ml
[79] graph
[73] #database
[73] database
[64] #python
[64] #datascience
[63] #graph
[63] neo4j

Top Words in Tweet in G3:
[41] neo4j
[35] database
[29] graph
[19] #graph
[14] #neo4j
[11] create
[11] using
[11] #python
[11] data
[11] console

Top Words in Tweet in G4:
[15] graph
[15] database
[9] endless
[8] taking
[8] built
[8] roamhacker
[7] fitting
[7] visual
[7] connectivity
[7] note

Top Words in Tweet in G5:
[144] graph
[109] nebula
[58] nebulagraph
[43] #nebulagraph
[42] database
[35] #graphdatabase
[29] docs
[27] #opensource
[24] #database
[23] #software

Top Words in Tweet in G6:
[39] database
[37] graph
[31] neo4j
[23] #python
[22] create
[22] using
[17] #data
[15] #ai
[15] #ml
[12] #datascience

Top Words in Tweet in G7:
[25] world
[24] origin
[24] trail
[24] masterpiece
[24] trac
[24] never
[24] seen
[24] such
[24] massive
[24] combination

Top Words in Tweet in G8:
[6] graph
[6] database
[5] nodes
[4] files
[2] roberthaisfield
[2] etc
[2] cloud
[2] storage
[2] relations
[2] file

Top Words in Tweet in G9:
[23] graph
[21] database
[13] #bigdata
[13] venturebeat
[4] #database
[3] twinybots
[3] data
[3] evankirstel
[2] #cloud
[2] #commerce

Top Words in Tweet in G10:
[14] graph
[9] data
[8] database
[8] #bigdata
[6] entity
[6] resolution
[6] tool
[5] #graphdb
[5] #analytics
[5] #graphdatabase

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[338] graph,database
[118] nebula,graph
[101] neo4j,using
[87] using,#python
[80] create,#graph
[74] #graph,#database
[73] #database,neo4j
[71] #python,#ai
[71] #ai,#ml
[71] #ml,#datascience

Top Word Pairs in Tweet in G1:
[99] graph,database
[8] cloudquery,cloudquery
[7] database,neo4j
[7] cloud,graph
[6] unveils,cloud
[6] database,enterprise
[6] enterprise,eric
[6] eric,avidon
[6] avidon,#dsc_techtarget
[6] #dsc_techtarget,#dsc_hash_smama

Top Word Pairs in Tweet in G2:
[60] create,#graph
[60] #graph,#database
[60] #database,neo4j
[60] neo4j,using
[60] using,#python
[60] #python,#ai
[60] #ai,#ml
[60] #ml,#datascience
[60] #datascience,#data
[60] #data,#tech

Top Word Pairs in Tweet in G3:
[17] graph,database
[16] #graph,database
[13] neo4j,graph
[10] using,#python
[10] neo4j,aura
[10] aura,available
[10] available,gcpcloud
[10] gcpcloud,console
[10] console,launch
[10] launch,best

Top Word Pairs in Tweet in G4:
[14] graph,database
[7] fitting,visual
[7] visual,connectivity
[7] connectivity,note
[7] note,taking
[7] taking,tool
[7] tool,built
[7] built,foundation
[7] foundation,graph
[7] database,endless

Top Word Pairs in Tweet in G5:
[107] nebula,graph
[29] graph,database
[20] #software,#graphdatabase
[14] introduction,docs
[14] docs,v2
[14] v2,nebula
[14] graph,docs
[14] docs,introduce
[14] introduce,explain
[14] explain,nebula

Top Word Pairs in Tweet in G6:
[27] graph,database
[18] neo4j,using
[15] using,#python
[13] create,graph
[10] database,neo4j
[9] create,#graph
[8] nancytr83158469,create
[8] #graph,#database
[8] #database,neo4j
[8] #python,#ai

Top Word Pairs in Tweet in G7:
[24] origin,trail
[24] trail,masterpiece
[24] masterpiece,trac
[24] trac,never
[24] never,seen
[24] seen,such
[24] such,massive
[24] massive,combination
[24] combination,crypto
[24] crypto,world

Top Word Pairs in Tweet in G8:
[5] graph,database
[2] cloud,storage
[2] file,system

Top Word Pairs in Tweet in G9:
[20] graph,database
[12] database,venturebeat
[6] database,#bigdata
[4] venturebeat,#bigdata
[4] #bigdata,#database
[3] twinybots,graph
[3] evankirstel,graph
[2] #bigdata,#cloud
[2] #cloud,#commerce
[2] #commerce,graph

Top Word Pairs in Tweet in G10:
[6] graph,database
[6] entity,resolution
[3] better,#datascience
[3] #datascience,organized
[3] organized,#datasets
[3] #datasets,one
[3] one,way
[3] way,enterprises
[3] enterprises,utilize
[3] utilize,#data

Top Replied-To
Top Replied-To in Entire Graph:
@mengtangmu
@crystalwidjaja
@keithhelfrich
@demivasques
@thepericulum
@screws1974
@girba
@techchick2
@hedgeyedj
@jhgage1

Top Replied-To in G3:
@logiak_no_code

Top Replied-To in G4:
@thepericulum
@kul
@azeehussain

Top Replied-To in G5:
@d3r3kdrumm0nd

Top Replied-To in G7:
@andrej_muzevic

Top Replied-To in G8:
@viridiancity_
@siggibecker
@chatur_shalabh
@roberthaisfield
@viriditax
@candosten

Top Replied-To in G10:
@jf_transcendent

Top Mentioned
Top Mentioned in Entire Graph:
@nancytr83158469
@nebulagraph
@techopcode
@neo4j
@rmoug_org
@miilan_s
@thisisgulshan
@richniemiec
@venturebeat
@m4tt_lewis

Top Mentioned in G1:
@semanticbeeng

Top Mentioned in G2:
@nancytr83158469
@techopcode
@thisisgulshan
@rmoug_org
@richniemiec
@nebulagraph
@remote_dev_jobs
@ioug
@dbcloudshifu
@jimthewhyguy

Top Mentioned in G3:
@neo4j
@gcpcloud
@mdavidallen
@aaairom
@j_palka
@cjlovesdata1
@nebulagraph
@tdatascience
@nancytr83158469
@googlecloud

Top Mentioned in G4:
@roamhacker
@roamresearch
@conaw
@thepericulum
@ec_anderson
@roambrain
@z9sx7wox
@tracyplaces
@roamfu
@shuomi3

Top Mentioned in G5:
@nebulagraph
@graknlabs
@theyotg
@haikalpribadi
@nancytr83158469
@doctor_cerulean
@apache_age
@mastacheata
@thejackforge
@richniemiec

Top Mentioned in G6:
@nancytr83158469
@tmadzhidov
@salhaj
@neo4j
@ellazal
@elonmusk
@cryptofido
@visiumanalytics
@tb_tomaz
@danielcfng

Top Mentioned in G7:
@miilan_s
@m83sasha
@guinnessstache
@neo4j

Top Mentioned in G8:
@codexeditor
@obsdmd
@roberthaisfield
@zorngerhard
@jamesrcole
@norris_capital
@dr_kvj
@athensresearch
@lev_protter
@api42_

Top Mentioned in G9:
@venturebeat
@twinybots
@evankirstel
@tigergraphdb
@silvercorp
@techopcode
@andreweeckert
@richniemiec
@rmoug_org

Top Mentioned in G10:
@camsemantics
@redislabs
@tigergraphdb
@solutionsreview
@bigdata_review
@datastax
@marklogic
@neo4j
@orientdb
@pmprouk

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@evankirstel
@xaelbot
@rosenchild
@codegnuts
@llnuxbot
@thedeveloperbot
@dataaugmented
@friday_js_bot
@o_g_log

Top Tweeters in G1:
@pavelnosok
@abnewswire
@techjunkiejh
@shehzadyounis
@derektmckinney
@tintechbloggers
@pressrelease_cc
@realgophersship
@rtehrani
@dez_blanchfield

Top Tweeters in G2:
@xaelbot
@codegnuts
@llnuxbot
@thedeveloperbot
@dataaugmented
@friday_js_bot
@hubofml
@women_who_code
@serverlessfan
@ricardo_ik_ahau

Top Tweeters in G3:
@epuujee
@neo4j
@gcpcloud
@bass_analytics
@widged
@mesirii
@aaairom
@mrwmendez
@ikwattro
@googlecloud

Top Tweeters in G4:
@nateliason
@conaw
@thepericulum
@calhistorian
@tracyplaces
@houshuang
@thomasglover
@xrawanx
@kul
@brunoeducsant

Top Tweeters in G5:
@_codenewbiebot
@grigorkh
@gitlit000
@thefierybot
@opensource_orgs
@newbie_codes
@scibot6
@powerupcoding1
@thejackforge
@mcolebrook

Top Tweeters in G6:
@salhaj
@ipythonistabot
@djangobot_
@joseperezjr01
@lovescience15
@py_data_sci
@richardeudes
@craigmullins
@datascience_b
@cubilizer

Top Tweeters in G7:
@0openscience0
@riceandcrypto
@rajkumarbas11
@jwolpert
@donmiguelsoto
@andrej_muzevic
@guinnessstache
@pucko_simon
@thedabski
@jefnzt

Top Tweeters in G8:
@codexeditor
@flancian
@metebalci
@jamesrcole
@norris_capital
@roberthaisfield
@zorngerhard
@viriditax
@dr_kvj
@chatur_shalabh

Top Tweeters in G9:
@chidambara09
@evankirstel
@ailsaforshaw
@venturebeat
@liberationtech
@silvercorp
@teezeh
@autom8
@andreweeckert
@twinybots

Top Tweeters in G10:
@greentechdon
@petercorless
@pmprouk
@solutionsreview
@ajeetsraina
@marklogic
@redislabs
@camsemantics
@datastax
@jf_transcendent


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