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neo4j_2020-09-14_22-17-44.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2020
Short Description:
neo4j via NodeXL https://bit.ly/3kkS75N
@neo4j
@mesirii
@st3llasia
@craigmullins
@maxdemarzi
@rotnroll666
@dataumbrella
@saudidevorg
@chidambara09
@salhaj

Top hashtags:
#neo4j
#graphdatabase
#graphdatabases
#nodes2020
#datascience
#twin4j
#panamapapers
#connecteddata

Description:
Description
The graph represents a network of 959 Twitter users whose tweets in the requested range contained "neo4j", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 15 September 2020 at 05:19 UTC.

The requested start date was Tuesday, 15 September 2020 at 00:01 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, 17-hour, 5-minute period from Tuesday, 01 September 2020 at 00:11 UTC to Monday, 14 September 2020 at 17:16 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 : 959
Unique Edges : 978
Edges With Duplicates : 2292
Total Edges : 3270
Number of Edge Types : 5
Retweet : 751
MentionsInRetweet : 1289
Replies to : 127
Mentions : 754
Tweet : 349
Self-Loops : 354
Reciprocated Vertex Pair Ratio : 0.061617458279846
Reciprocated Edge Ratio : 0.116082224909311
Connected Components : 132
Single-Vertex Connected Components : 86
Maximum Vertices in a Connected Component : 752
Maximum Edges in a Connected Component : 3019
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.864899
Graph Density : 0.00180032697595138
Modularity : 0.364729
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 959 Twitter users whose tweets in the requested range contained "neo4j", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 15 September 2020 at 05:19 UTC.

The requested start date was Tuesday, 15 September 2020 at 00:01 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, 17-hour, 5-minute period from Tuesday, 01 September 2020 at 00:11 UTC to Monday, 14 September 2020 at 17:16 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 : neo4j
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:
[14] https://link.medium.com/xB4VJTWwy9
[13] https://www.informationweek.com/cloud/cockroach-labs-neo4j-snowflake-talk-infrastructure-future/a/d-id/1338845
[13] https://link.medium.com/NUHcm9gBy9
[13] https://www.twitch.tv/neo4j_
[12] https://neo4j.com/graph-databases-for-dummies/?ref=social-camp
[11] https://neo4j.com/nodes-2020/?ref=social-&utm_source=promos&utm_medium=social
[9] https://www.bigmarker.com/neo4j/LIVE-Intro-to-Neo4j-Webinar
[9] https://neo4j.zoom.us/j/96659586433
[9] https://wearetechwomen.com/inspirational-woman-alicia-frame-lead-product-manager-data-scientist-neo4j/
[9] https://airhacks.fm/

Top URLs in Tweet in G1:
[11] https://neo4j.com/nodes-2020/?ref=social-&utm_source=promos&utm_medium=social
[7] https://www.eventbrite.com/e/neo4j-online-lightning-sessions-benelux-dutch-registration-103691967466
[7] https://neo4j.com/blog/from-zero-to-the-connected-enterprise-in-45-minutes/?ref=social-blog
[7] https://neo4j.com/connections/graphs-in-government/?ref=social-event
[6] https://www.openhealthnews.com/articles/2020/appeal-graph-databases-health-care
[5] https://neo4j.com/blog/planet-rd-5-minute-interview-fredrik-wikholm/?ref=social-blog
[5] https://neo4j.com/blog/knowledge-graphs-navigating-future-ai-interview-charlie-beveridge-accenture/?ref=social-blog
[5] https://neo4j.com/blog/neosemantics-linked-data-toolkit-neo4j/?ref=social-blog
[5] https://www.bigmarker.com/neo4j/LIVE-Intro-to-Neo4j-Webinar
[4] https://neo4j.com/blog/combating-money-laundering-sprints-with-money-queries/?ref=social-blog

Top URLs in Tweet in G2:
[11] https://link.medium.com/xB4VJTWwy9
[9] https://link.medium.com/NUHcm9gBy9
[5] https://www.twitch.tv/neo4j_
[3] https://neo4j.com/graph-databases-for-dummies/?ref=social-camp
[3] https://neo4j.com/blog/combating-money-laundering-sprints-with-money-queries/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=combating-money-laundering-sprints-with-money-queries-httpga-2657775
[3] https://www.dbta.com/Editorial/News-Flashes/Neo4j-Aura-is-Now-Available-on-the-Google-Cloud-Marketplace-142437.aspx?utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=neo4j-aura-is-now-available-on-the-google-cloud-marketplace-http-2647723
[2] https://twitter.com/martinkl/status/1302954711365058560
[2] https://neo4j.com/graph-databases-for-dummies/
[2] https://twitter.com/ouestware/status/1304067541388726278
[2] https://www.financedigest.com/graph-tech-uncovers-coronavirus-aid-cybercrime.html

Top URLs in Tweet in G3:
[7] https://www.informationweek.com/cloud/cockroach-labs-neo4j-snowflake-talk-infrastructure-future/a/d-id/1338845
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234079
[4] https://www.bigdata-insider.de/neo4j-aura-auf-google-cloud-platform-verfuegbar-a-959459/
[4] https://neo4j.com/graph-algorithms-book/?src=bookthanks
[4] https://www.youtube.com/watch?v=fOOptzvhtS4&feature=youtu.be

[3] https://www.bigdata-insider.de/neo4j-aura-auf-google-cloud-platform-verfuegbar-a-959459/?cmp=nl-274&uuid=A8EB4574-E9C0-43A4-92ABB70DC9117116
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234057
[3] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[2] https://neo4j.com/graph-databases-for-dummies/?ref=social-camp
[2] https://medium.com/neo4j/authorising-requests-in-nest-js-with-neo4j-28e285e0edcd

Top URLs in Tweet in G4:
[5] https://www.informationweek.com/cloud/cockroach-labs-neo4j-snowflake-talk-infrastructure-future/a/d-id/1338845?_mc=rss_x_iwr_edt_aud_iw_x_x-rss-simple
[3] https://nebula-graph.io/posts/nebula-graph-pick-of-the-week-aug-28-2020/
[2] https://twitter.com/neo4j/status/1261699934245367808
[2] https://www.informationweek.com/cloud/cockroach-labs-neo4j-snowflake-talk-infrastructure-future/a/d-id/1338845
[2] https://docs.google.com/forms/d/e/1FAIpQLSdH0UdBjrF2YPQjq-VmAnYA4LOuiDVKYYV3NVs4w-IzfUtEfA/viewform
[2] https://neo4j.com/graph-databases-for-dummies/?ref=social-camp
[2] https://thedailychronicle.in/news/1111776/gpu-database-market-shaping-from-growth-to-value-neo4j-nvidia-brytlyt/?utm_source=dlvr.it&utm_medium=twitter
[2] https://newsbrok.com/uncategorized/352851/graph-database-market-2020swot-analysis-by-top-key-players-aws-oracle-ibm-mongodb-neo4j-microsoft-others/?utm_source=dlvr.it&utm_medium=twitter
[1] http://neo4j.com/labs/neo4j-helm/
[1] https://medium.com/better-programming/build-a-restaurant-recommendation-engine-using-neo4j-9d13ebdd4736?source=rss----d0b105d10f0a---4

Top URLs in Tweet in G5:
[4] https://wearetechwomen.com/inspirational-woman-alicia-frame-lead-product-manager-data-scientist-neo4j/
[3] https://www.twitch.tv/neo4j_
[2] https://neo4j.com/blog/this-week-in-neo4j-getting-started-with-neo4j-gatsby-and-graphql-slack-knowledge-graph-changes-in-direction-with-the-traversal-api/?ref=twitter#features-2
[2] https://medium.com/neo4j/handling-neo4j-constraint-errors-with-nest-interceptors-6d0c5909af9c
[2] https://medium.com/neo4j/authorising-requests-in-nest-js-with-neo4j-28e285e0edcd
[1] https://neo4j.com/labs/kafka/4.0/architecture/
[1] https://github.com/neo4j-contrib/neo4j-helm/pull/91
[1] https://neo4j.com/graph-databases-for-dummies/?ref=social-camp
[1] https://medium.com/neo4j/how-to-create-a-knowledge-graph-from-your-slack-archive-with-neo4j-6a1a1d59a535
[1] https://github.com/adam-cowley/neode-querybuilder

Top URLs in Tweet in G6:
[3] https://github.com/neo4j-contrib/neo4j-streams/commits
[3] https://github.com/neo4j-graphql/neo4j-graphql-java/commits
[2] https://www.twitch.tv/neo4j_
[2] https://grandstack.io/
[2] https://medium.com/neo4j/5-tips-tricks-for-fast-batched-updates-of-graph-structures-with-neo4j-and-cypher-73c7f693c8cc
[1] https://github.com/neo4j-graphql/neo4j-graphql-java/releases/tag/1.1.0
[1] https://twitter.com/mesirii/status/1301590251480195078
[1] https://www.youtube.com/neo4j/live
[1] https://github.com/neo4j-graphql/neo4j-graphql-java/releases/tag/1.0.1
[1] https://neo4j.com/videos/quickly-create-example-graph-data-for-neo4j-using-arrows/

Top URLs in Tweet in G7:
[3] https://towardsdatascience.com/build-a-subway-journey-planner-using-neo4j-566b1a53670a?source=social.tw
[2] https://www.bigmarker.com/neo4j/LIVE-Intro-to-Neo4j-Webinar?utm_content=buffer0f6f4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://briefly.co/anchor/Data_science/story/build-a-subway-journey-planner-using-neo4j?f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] https://www.meetup.com/data-umbrella/events/272851917/?utm_content=buffer75c73&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.bigmarker.com/neo4j/LIVE-Intro-to-Neo4j-Webinar?utm_content=buffer018ce&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.bigmarker.com/neo4j/LIVE-Intro-to-Neo4j-Webinar?utm_content=bufferac06a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.meetup.com/data-umbrella/events/272851917/?utm_content=buffer0d86e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.meetup.com/data-umbrella/events/272851917/?utm_content=buffer6e283&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.meetup.com/NYC-PyLadies/events/272846072/?aff=garysguide
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234823

Top URLs in Tweet in G8:
[5] https://sandstorm.adwmainz.net/shared/MdiUHeONUShclWja3cEda-lMJhc1eXmB6Bq9YbN8hww
[2] https://neo4j.com/blog/neosemantics-linked-data-toolkit-neo4j/?ref=social-blog
[2] https://twitter.com/correspSearch/status/1301837413040365570
[1] https://khalidabuhakmeh.com/use-neo4j-to-find-the-shortest-path
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fnlp-and-graphs-go-hand-in-hand-with-neo4j-and-apoc-e57f59f46845
[1] https://www.w3.org/TR/shacl/
[1] https://neo4j.com/docs/labs/nsmntx/current/validation/
[1] https://community.neo4j.com/c/integrations/linked-data-rdf-ontology/162
[1] https://twitter.com/tb_tomaz/status/1299067901488648192
[1] https://www.youtube.com/watch?v=17NRCNqqbcA&feature=youtu.be


Top URLs in Tweet in G9:
[9] https://airhacks.fm/
[2] https://twitter.com/rotnroll666/status/1304364255668563969
[2] https://speakerdeck.com/michaelsimons/quarkus-meets-neo4j
[1] https://github.com/neo4j-contrib/cypher-dsl
[1] https://speakerdeck.com/michaelsimons/spring-up-your-graph
[1] https://github.com/neo4j-contrib/cypher-dsl/pull/93
[1] https://twitter.com/meistermeier/status/903501149998895104
[1] https://adambien.blog/roller/abien/entry/blogs_quarkus_service_meshes_kubernetes

Top URLs in Tweet in G10:
[2] https://www.informationweek.com/cloud/cockroach-labs-neo4j-snowflake-talk-infrastructure-future/a/d-id/1338845
[2] https://go.transparency-one.com/l/171902/2020-06-01/4f6vrg
[2] https://register.saastrannual.com/talks/the-future-of-data-infrastructure-in-the-digital-centric-world-with-snowflake-neo4j-and-cockroach-labs/
[1] https://neo4j.com/blog/combating-money-laundering-sprints-with-money-queries/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=combating-money-laundering-sprints-with-money-queries-httpga-2657775
[1] https://www.datanami.com/2020-readers-choice-awards-polls-are-open/?utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=2020-readers-choice-awards-polls-are-open-datanami-http-2668153
[1] https://wearetechwomen.com/inspirational-woman-alicia-frame-lead-product-manager-data-scientist-neo4j/
[1] https://neo4j.com/blog/knowledge-graphs-navigating-future-ai-interview-charlie-beveridge-accenture/?ref=social-blog
[1] https://neo4j.com/graph-databases-for-dummies/?ref=social-camp
[1] https://go.transparency-one.com/l/171902/2020-06-01/4f6vv4
[1] https://go.transparency-one.com/l/171902/2020-05-27/4dzlh2

Top Domains
Top Domains in Tweet in Entire Graph:
[264] neo4j.com
[76] medium.com
[40] twitter.com
[37] github.com
[23] google.com
[22] informationweek.com
[17] linkedin.com
[16] bigmarker.com
[14] youtube.com
[13] twitch.tv

Top Domains in Tweet in G1:
[163] neo4j.com
[19] medium.com
[13] eventbrite.com
[6] twitter.com
[6] bigmarker.com
[6] openhealthnews.com
[4] founderslist.com
[3] maxdemarzi.com
[3] wearetechwomen.com
[3] towardsdatascience.com

Top Domains in Tweet in G2:
[34] neo4j.com
[22] medium.com
[10] twitter.com
[6] linkedin.com
[5] twitch.tv
[3] dbta.com
[2] youtube.com
[2] google.com
[2] ouestware.com
[2] financedigest.com

Top Domains in Tweet in G3:
[9] neo4j.com
[8] nodexlgraphgallery.org
[7] bigdata-insider.de
[7] informationweek.com
[6] medium.com
[6] youtube.com
[6] google.com
[3] twitter.com
[3] datasciencecentral.com
[2] cloudcomputing-insider.de

Top Domains in Tweet in G4:
[8] neo4j.com
[7] medium.com
[7] informationweek.com
[6] twitter.com
[5] github.com
[5] google.com
[4] linkedin.com
[3] towardsdatascience.com
[3] nebula-graph.io
[2] rubygems.org

Top Domains in Tweet in G5:
[10] medium.com
[9] neo4j.com
[4] wearetechwomen.com
[3] twitch.tv
[2] github.com
[2] twitter.com
[1] grandstack.io
[1] arxiv.org
[1] throughputdb.com

Top Domains in Tweet in G6:
[13] github.com
[8] neo4j.com
[6] medium.com
[2] twitter.com
[2] twitch.tv
[2] youtube.com
[2] google.com
[2] grandstack.io
[1] observablehq.com
[1] juststeveking.uk

Top Domains in Tweet in G7:
[4] towardsdatascience.com
[4] meetup.com
[4] bigmarker.com
[2] neo4j.com
[2] briefly.co
[1] nodexlgraphgallery.org
[1] medium.com

Top Domains in Tweet in G8:
[5] adwmainz.net
[4] neo4j.com
[3] twitter.com
[1] khalidabuhakmeh.com
[1] medium.com
[1] w3.org
[1] youtube.com

Top Domains in Tweet in G9:
[9] airhacks.fm
[3] twitter.com
[3] speakerdeck.com
[2] github.com
[1] adambien.blog

Top Domains in Tweet in G10:
[4] informationweek.com
[4] transparency-one.com
[3] neo4j.com
[2] saastrannual.com
[2] hopin.to
[1] datanami.com
[1] wearetechwomen.com
[1] pscp.tv
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[386] neo4j
[78] graphdatabase
[78] graphdatabases
[75] nodes2020
[50] datascience
[40] twin4j
[37] panamapapers
[35] connecteddata
[31] cypher
[28] bigdata



Top Hashtags in Tweet in G1:
[147] neo4j
[49] graphdatabases
[45] nodes2020
[35] graphdatabase
[35] panamapapers
[21] graphdatascience
[21] graphalgorithms
[20] cypher
[18] datascience
[17] twin4j

Top Hashtags in Tweet in G2:
[67] neo4j
[10] twin4j
[8] graphdatabase
[8] nodes2020
[6] graphdatabases
[5] cypher
[3] nlp
[3] graph
[3] graphql
[3] covidgraph

Top Hashtags in Tweet in G3:
[19] neo4j
[13] bigdata
[10] graphdatabase
[8] yourappisagraph
[7] datascience
[7] ai
[6] javascript
[6] graphdatabases
[5] graphtechnology
[4] datadriven

Top Hashtags in Tweet in G4:
[23] neo4j
[7] programmer
[5] graphdatabase
[4] databases
[4] 学習記録
[4] 就活生と繋がりたい
[3] datascience
[3] graph
[3] nebulagraph
[3] weekly

Top Hashtags in Tweet in G5:
[22] neo4j
[6] typescript
[6] nestjs
[5] pyconlineau
[4] graphql
[3] graphdatabase
[3] twin4j
[3] rxjs
[3] javascript
[3] graphdatabases

Top Hashtags in Tweet in G6:
[15] neo4j
[3] kotlin
[2] nodes2020
[1] asciidoc
[1] typescript
[1] nestjs
[1] sonaridh

Top Hashtags in Tweet in G7:
[17] neo4j
[12] datascience
[7] nodes2020
[5] graphdatabases
[5] graphs
[3] dataanalytics
[2] data
[2] science
[2] twin4j
[1] python

Top Hashtags in Tweet in G8:
[10] neo4j
[5] twin4j
[3] nodes
[2] database
[2] nlp
[2] wikidata
[2] rdf
[2] neosemantics
[2] nodes2019
[1] cypher

Top Hashtags in Tweet in G9:
[2] quarkus
[1] graphdatabases
[1] airhacks
[1] podcast

Top Hashtags in Tweet in G10:
[4] neo4j
[4] graph
[3] supplychains
[2] cmo
[2] cio
[1] graphdatascience
[1] graphdatabases
[1] bigdata
[1] contextualdata
[1] graphdatabase

Top Words
Top Words in Tweet in Entire Graph:
[1058] neo4j
[386] #neo4j
[338] graph
[246] data
[167] free
[151] today
[116] using
[104] database
[100] step
[92] 2020

Top Words in Tweet in G1:
[378] neo4j
[148] graph
[147] #neo4j
[117] today
[101] free
[100] data
[94] step
[74] try
[72] something
[60] explore

Top Words in Tweet in G2:
[152] neo4j
[67] #neo4j
[49] graph
[43] st3llasia
[33] jimwebber
[31] data
[31] join
[27] copy
[26] book
[26] hands

Top Words in Tweet in G3:
[86] neo4j
[20] graphileon
[19] #neo4j
[19] fmfrancoise
[16] cloud
[16] graph
[13] #bigdata
[12] nodexl
[11] chidambara09
[11] nodejs

Top Words in Tweet in G4:
[76] neo4j
[31] graph
[23] #neo4j
[13] data
[9] database
[9] snowflake
[8] lt
[8] using
[8] cockroach
[8] infrastructure

Top Words in Tweet in G5:
[67] neo4j
[22] #neo4j
[14] adamcowley
[13] graph
[13] data
[11] medium
[8] lead
[6] live
[6] #typescript
[6] #nestjs

Top Words in Tweet in G6:
[46] neo4j
[18] mesirii
[16] ts
[15] #neo4j
[14] graphql
[12] really
[11] stauffermatt
[10] date
[9] happy
[9] today

Top Words in Tweet in G7:
[24] edt
[18] 2020
[17] dataumbrella
[17] data
[17] #neo4j
[16] science
[15] neo4j
[15] next
[15] event
[15] lessons

Top Words in Tweet in G8:
[32] neo4j
[15] graph
[14] barrasadv
[11] data
[10] #neo4j
[10] building
[9] using
[9] nlp
[8] markhneedham
[8] knowledge

Top Words in Tweet in G9:
[33] neo4j
[13] quarkus
[11] rotnroll666
[9] service
[9] meshes
[9] kubernetes
[9] microprofile
[9] openj9
[9] asciidoc
[9] ibm

Top Words in Tweet in G10:
[21] neo4j
[13] data
[10] emileifrem
[7] infrastructure
[7] future
[6] informationweek
[6] ceo
[6] panel
[5] cockroachdb
[5] spencer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[79] graph,databases
[73] try,something
[73] something,today
[66] neo4j,try
[64] graph,database
[60] today,explore
[51] using,neo4j
[51] data,set
[50] step,step
[49] easy,started

Top Word Pairs in Tweet in G1:
[70] try,something
[70] something,today
[62] neo4j,try
[58] today,explore
[55] graph,databases
[48] data,set
[47] easy,started
[47] started,friendly
[47] friendly,step
[47] step,step

Top Word Pairs in Tweet in G2:
[23] hands,graph
[23] graph,analytics
[17] st3llasia,published
[17] team,graph_aware
[16] rvanbruggen,wrote
[16] wrote,book
[16] book,aimed
[16] aimed,folks
[16] folks,neo4j
[16] neo4j,yourself

Top Word Pairs in Tweet in G3:
[11] fmfrancoise,neo4j
[8] aura,google
[8] google,cloud
[8] cloud,platform
[7] neo4j,craigmullins
[7] kirkdborne,st3llasia
[7] neo4j,rails
[7] rails,graphenedb
[6] neo4j,aura
[6] chidambara09,fmfrancoise

Top Word Pairs in Tweet in G4:
[7] cockroach,labs
[7] labs,neo4j
[7] neo4j,snowflake
[7] snowflake,talk
[7] talk,infrastructure
[7] infrastructure,future
[6] graph,database
[6] nebula,graph
[5] using,neo4j
[5] data,neo4j

Top Word Pairs in Tweet in G5:
[5] featuring,speakers
[5] njit,northropgrumman
[5] neo4j,adamcowley
[4] neo4j,connections
[4] connections,graphs
[4] graphs,government
[4] government,featuring
[4] speakers,njit
[4] northropgrumman,turkucitydata
[4] turkucitydata,register

Top Word Pairs in Tweet in G6:
[10] neo4j,stauffermatt
[8] happy,6bn
[8] 6bn,epoch
[8] epoch,seconds
[8] seconds,day
[8] day,#neo4j
[8] #neo4j,merge
[8] merge,today
[8] today,set
[8] set,name

Top Word Pairs in Tweet in G7:
[16] data,science
[15] next,event
[15] event,lessons
[15] lessons,years
[15] years,data
[15] science,leggomymeggo4
[15] leggomymeggo4,tue
[15] tue,15
[15] 15,2020
[15] 2020,3pm

Top Word Pairs in Tweet in G8:
[8] barrasadv,markhneedham
[8] knowledge,graph
[8] graph,using
[6] neo4j,barrasadv
[5] neo4j,week's
[5] week's,#twin4j
[5] very,interesting
[5] interesting,webinar
[5] webinar,building
[5] building,knowledge

Top Word Pairs in Tweet in G9:
[9] quarkus,service
[9] service,meshes
[9] meshes,kubernetes
[9] kubernetes,microprofile
[9] microprofile,neo4j
[9] neo4j,openj9
[9] openj9,asciidoc
[9] asciidoc,ibm
[9] ibm,cloud
[8] adambien,quarkus

Top Word Pairs in Tweet in G10:
[5] spencer,kimball
[4] saastr,home
[4] ceo,spencer
[4] neo4j,emileifrem
[4] future,data
[4] data,infrastructure
[3] cockroach,labs
[3] talk,infrastructure
[3] infrastructure,future
[3] future,informationweek

Top Replied-To
Top Replied-To in Entire Graph:
@neo4j
@kevinmonk
@mesirii
@who_khiers
@malaiengineer
@juststeveking
@zuzana_kunckova
@jackellis
@hillelogram
@eightinchdisk

Top Replied-To in G1:
@neo4j
@malaiengineer
@eightinchdisk
@ellazal
@a_eknath
@stephenjamesrob
@danishaalvi

Top Replied-To in G2:
@nsmith_piano
@st3llasia
@remlingerc
@jimwebber
@amyhodler
@mauuuuu5
@r_noale
@rose_w
@twitchbizcoach
@muddybootscode

Top Replied-To in G3:
@who_khiers
@fmfrancoise
@mesirii
@emileifrem
@graphileon
@awscloud
@nodejs
@kevinmonk

Top Replied-To in G5:
@mdavidallen
@neo4j
@laexample
@mesirii

Top Replied-To in G6:
@kevinmonk
@juststeveking
@mesirii
@jackellis
@zuzana_kunckova
@markiaaan
@epoz
@vdcode
@alaazork
@laurencerowe

Top Replied-To in G8:
@buhakmeh
@tb_tomaz
@marcelo_tibau
@neo4j

Top Replied-To in G9:
@taseroth
@remlingerc
@alfhir80
@janstepien
@tomhombergs
@rotnroll666
@ppalaga

Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@st3llasia
@mesirii
@jimwebber
@adamcowley
@maxdemarzi
@rvanbruggen
@medium
@barrasadv
@graph_aware

Top Mentioned in G1:
@neo4j
@graphql
@utnaf
@medium
@maxdemarzi
@barrasadv
@hadoxn
@amyhodler
@adamcowley
@lyonwj

Top Mentioned in G2:
@neo4j
@st3llasia
@jimwebber
@ikwattro
@rvanbruggen
@graph_aware
@nsmith_piano
@packtpub
@ellazal
@tryhume

Top Mentioned in G3:
@neo4j
@fmfrancoise
@chidambara09
@kirkdborne
@graphileon
@camsemantics
@st3llasia
@bigdata_insider
@craigmullins
@rails

Top Mentioned in G5:
@neo4j
@adamcowley
@medium
@njit
@northropgrumman
@turkucitydata
@atavgen
@aliciaframe1
@watc_wearetech
@lyonwj

Top Mentioned in G6:
@neo4j
@mesirii
@stauffermatt
@ryanchenkie
@uclab_potsdam
@vdcode
@zuzana_kunckova
@klusikeckert
@d3js_org
@jackellis

Top Mentioned in G7:
@dataumbrella
@leggomymeggo4
@neo4j
@tdatascience
@nycallday247
@meetup
@nycpyladies
@davidsirota
@jacobinmag
@wydmindfeersart

Top Mentioned in G8:
@neo4j
@barrasadv
@markhneedham
@tb_tomaz
@skontopo
@andreaskuczera
@codexeditor
@buhakmeh
@tdatascience
@mesirii

Top Mentioned in G9:
@neo4j
@rotnroll666
@adambien
@meistermeier
@springone
@mesirii
@graphql_java
@springdata
@sdeleuze

Top Mentioned in G10:
@neo4j
@emileifrem
@cockroachdb
@snowflakedb
@informationweek
@saastr
@jpruth
@saastrannual
@b2b_rocks
@mtreskow

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@aaroncuddeback
@quintero_funes
@femtech_
@thomasclone
@taieb_bot
@xaelbot
@primal_digest
@pimmaiden
@codedailybot

Top Tweeters in G1:
@quintero_funes
@xaelbot
@pimmaiden
@nlognbot
@olajvde
@hubofml
@cas_main_stream
@ml_tweet_bot
@cleberlr75
@garbadaru

Top Tweeters in G2:
@tiagoooliveira
@jax_masters
@realdonaldtrump
@jadp
@twitchtvglobal
@manningbooks
@technige
@informationage
@packtpub
@io_lambda

Top Tweeters in G3:
@chidambara09
@taieb_bot
@codegnuts
@jsnewsbot
@nodequotesbot
@rstatstweet
@fmfrancoise
@kirkdborne
@developersbot
@sixfo_grp

Top Tweeters in G4:
@call_user_func
@jeffersonfaudan
@crm_cws_cloud
@pvynckier
@kodgesru
@havemysecrets
@devgarrett
@rubygemsn
@shanebrighton
@johnhexcarter

Top Tweeters in G5:
@aaroncuddeback
@femtech_
@codedailybot
@thedeveloperbot
@slackhq
@js_bot_code
@rtanglao
@jimlynchcodes
@njit
@baursafi

Top Tweeters in G6:
@annejanbrouwer
@kfalconspb
@dan_abramov
@alblue
@alexgsmith
@stauffermatt
@underline_api
@noctarius2k
@antonarhipov
@gabrielpires

Top Tweeters in G7:
@wydmindfeersart
@salhaj
@grjenkin
@epuujee
@mehdirhasan
@jacobinmag
@eelrekab
@datascience_b
@nycallday247
@_seraph1

Top Tweeters in G8:
@enrikelopez
@buhakmeh
@markhneedham
@dhbbaw
@codexeditor
@wikidata
@luis619adivina
@infovestigacion
@vrandezo
@fthierygeo

Top Tweeters in G9:
@rotnroll666
@lasombra_br
@joschi83
@adambien
@searchsquirrel
@gunnarmorling
@mp911de
@sdeleuze
@hiqinternat
@brianspaskin

Top Tweeters in G10:
@informationweek
@saastr
@jessicadavis
@baris
@splunk
@eburdier
@emileifrem
@snowflakedb
@benchmark
@saastrannual


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