neo4j, Twitter, 7/21/2020 7:36:11 PM, 230912


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neo4j_2020-07-20_22-20-33.xlsx
neo4j_2020-07-20_22-20-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 21, 2020
Short Description:
neo4j via NodeXL https://bit.ly/39oGSoQ
@neo4j
@kirkdborne
@datasciencebot_
@craigmullins
@mesirii
@lyonwj
@fmfrancoise
@dataumbrella
@rotnroll666
@informationage

Top hashtags:
#neo4j
#datascience
#bigdata
#graphdatascience
#ai
#graphdatabases
#typescript

Description:
Description
The graph represents a network of 992 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, 21 July 2020 at 05:22 UTC.

The requested start date was Tuesday, 21 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 4-hour, 10-minute period from Tuesday, 07 July 2020 at 01:00 UTC to Monday, 20 July 2020 at 05:11 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 : 992
Unique Edges : 943
Edges With Duplicates : 2695
Total Edges : 3638
Number of Edge Types : 5
Tweet : 291
Retweet : 936
MentionsInRetweet : 1545
Mentions : 733
Replies to : 133
Self-Loops : 300
Reciprocated Vertex Pair Ratio : 0.0515970515970516
Reciprocated Edge Ratio : 0.0981308411214953
Connected Components : 116
Single-Vertex Connected Components : 72
Maximum Vertices in a Connected Component : 788
Maximum Edges in a Connected Component : 3424
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.994219
Graph Density : 0.00174147976953875
Modularity : 0.339084
NodeXL Version : 1.0.1.438
Data Import : The graph represents a network of 992 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, 21 July 2020 at 05:22 UTC.

The requested start date was Tuesday, 21 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 4-hour, 10-minute period from Tuesday, 07 July 2020 at 01:00 UTC to Monday, 20 July 2020 at 05:11 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:
[62] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[43] https://neo4j.com/developer/graph-database/
[15] https://www.twitch.tv/neo4j_
[13] https://neo4j.com/blog/building-enterprise-knowledge-graph/?ref=social-blog
[11] https://www.youtube.com/watch?v=fOOptzvhtS4&feature=youtu.be

[10] https://medium.com/neo4j/the-power-of-subqueries-in-neo4j-4-x-4f1888739bec
[9] https://www.information-age.com/exploring-the-transformational-impact-ai-and-advanced-analytics-123490167/
[9] https://twinybots.ch/
[9] https://medium.com/neo4j/two-hip-friends-jhipster-and-neo4j-774639e9693
[8] https://medium.com/neo4j/neo4j-treasure-map-where-to-find-all-of-the-4-0-resources-you-need-948cf71004f9

Top URLs in Tweet in G1:
[8] https://www.twitch.tv/neo4j_
[7] https://neo4j.com/blog/building-enterprise-knowledge-graph/?ref=social-blog
[6] https://neo4j.com/blog/graph-data-science-5-minute-interview-alicia-frame/?ref=social-blog
[6] https://neo4j.com/blog/introducing-drivine-graph-database-client-for-node-js-and-typescript/?ref=social-blog
[5] https://neo4j.com/blog/rethink-your-master-data-how-graphs-mdm-intersect/?ref=social-blog
[5] https://neo4j.com/blog/this-week-in-neo4j-web-applications-with-neo4j-and-typescript-neo4j-desktop-release-graph-embeddings-tutorial/?ref=twitter#features-4
[5] https://neo4j.com/blog/upgrade-your-graph-data-science-library-now/?ref=social-blog
[5] https://go.neo4j.com/wbr-200722-graph-powered-machine-learning-webinar.html
[4] https://neo4j.com/graphacademy/online-training/introduction-to-neo4j/?ref=social-camp
[4] https://cloud.withgoogle.com/next/sf/

Top URLs in Tweet in G2:
[11] https://www.youtube.com/watch?v=fOOptzvhtS4&feature=youtu.be

[8] https://zpy.io/ca/52b2a3df
[7] https://neo4j.com/whitepapers/anti-money-laundering-framework-solution-guide/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=Asset%20Promo%20(GaggleAMP)&utm_content=solution-guide-how-to-combat-money-laundering-using-graph-techn-2571215
[6] https://neo4j.com/blog/upgrade-your-graph-data-science-library-now/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=upgrade-your-graph-data-science-library-now-or-miss-out-on-cool-2581950
[6] https://twitter.com/neo4j/status/1282557805237542912
[5] https://neo4j.com/blog/introducing-drivine-graph-database-client-for-node-js-and-typescript/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=introducing-drivine-graph-database-client-for-nodejs-and-types-2572458
[5] https://neo4j.com/blog/rethink-your-master-data-how-graphs-mdm-intersect/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=rethink-your-master-data-how-graphs-and-mdm-intersect-httpga-2571004
[5] https://neo4j.com/blog/building-enterprise-knowledge-graph/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=building-the-enterprise-knowledge-graph-httpgagglqgkkg4-2572462
[5] https://neo4j.com/blog/graph-data-science-5-minute-interview-alicia-frame/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=the-power-of-graph-data-science-5-minute-interview-with-alicia-2578371
[5] https://www.twitch.tv/neo4j_

Top URLs in Tweet in G3:
[4] https://wlaboratory.com/entry/category/tools/db/neo4j/setup-neo4j-with-docker
[3] https://neo4j.com/developer/graph-database/
[3] https://crowintelligence.org/2020/07/08/using-knowledge-graphs-to-predict-customer-needs-improve-product-quality-and-save-costs/?utm_campaign=using-knowledge-graphs-to-predict-customer-needs-improve-product-quality-and-save-costs&utm_medium=social_link&utm_source=missinglettr-twitter
[2] https://twinybots.ch/
[2] https://cactus.nci.nih.gov/blog/?p=925
[2] https://github.com/neo4j-rstats/neo4r
[2] https://twitter.com/neo4j/status/1261699934245367808
[2] https://jewishlifenews.com/industry-growth/global-gpu-database-market-projected-to-reach-usd-xx-xx-billion-by-2025-kinetica-omnisci-sqream-neo4j-nvidia-brytlyt-etc/?utm_source=dlvr.it&utm_medium=twitter
[1] http://entradasoft.com/blogs/graph-database-vs-relational-database
[1] https://medium.com/dev-genius/graph-database-vs-relational-database-70f6156f7415

Top URLs in Tweet in G4:
[8] https://www.information-age.com/exploring-the-transformational-impact-ai-and-advanced-analytics-123490167/
[8] https://hackernoon.com/how-to-build-graphql-api-with-spring-boot-neo4j-and-kong-part-4-4qq3upa
[7] https://medium.com/neo4j/the-power-of-subqueries-in-neo4j-4-x-4f1888739bec
[4] https://neo4j.com/whitepapers/gartner-top-10-data-and-analytics-trends/?ref=social-
[2] https://www.twitch.tv/neo4j_
[2] https://github.com/menome/kepler4Neo
[2] https://grandstack.io/
[2] https://neo4j.com/developer/graph-database/
[2] https://neo4j.com/blog/building-enterprise-knowledge-graph/?ref=social-blog
[2] https://towardsdatascience.com/neo4j-cypher-python-7a919a372be7?source=rss----7f60cf5620c9---4&utm_source=twitter&utm_medium=social&utm_campaign=dlvr_it

Top URLs in Tweet in G5:
[52] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[17] https://neo4j.com/developer/graph-database/
[3] https://www.datasciencecentral.com/profiles/blogs/practical-apache-spark-in-10-minutes-part-7-graphx-and-neo4j
[1] http://rocketdatascience.org/?p=1439

Top URLs in Tweet in G6:
[7] https://github.com/Sinar/popit_relationship
[7] https://medium.com/neo4j/two-hip-friends-jhipster-and-neo4j-774639e9693
[4] https://medium.com/neo4j/neo4j-treasure-map-where-to-find-all-of-the-4-0-resources-you-need-948cf71004f9
[2] https://twitter.com/meistermeier/status/1280859109844307968
[1] https://medium.com/neo4j/how-i-built-the-neosemantics-n10s-graph-app-b7ada7b8d008
[1] https://neo4j.com/blog/building-enterprise-knowledge-graph/?ref=social-blog
[1] https://twitter.com/neo4j/status/1283673951336648707
[1] https://medium.com/neo4j/testing-your-neo4j-based-java-application-34bef487cc3c
[1] https://github.com/michael-simons/neo4j-sdn-ogm-tips/tree/master/examples/using-testcontainers
[1] https://summitgraph.grandstack.io/

Top URLs in Tweet in G7:
[5] https://manning.com/dotd?utm_source=twitter&utm_medium=social&utm_campaign=deal_of_the_day_july_2020&utm_term=dotd&utm_content=07_09_20_graph_powered_machine_learning
[4] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[4] https://neo4j.com/developer/graph-database/
[4] https://www.amazon.co.jp/gp/product/B01N4WL0XS/ref=as_li_qf_asin_il_tl?ie=UTF8&tag=akitonaha-22&creative=1211&linkCode=as2&creativeASIN=B01N4WL0XS&linkId=21774574251fdc26966c1899df5b2c39
[2] https://go.neo4j.com/wbr-200714-harnessing-graphs-in-a-new-business-climate-webinar.html
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=230293
[2] https://flytlabs.dev/Code/help.php
[2] https://pdfs.semanticscholar.org/72ce/3bd2dcb65c3669726917b524ba59abf37e56.pdf
[2] https://dataops.barcelona/wp-content/uploads/2019/06/DataOps19_-AI-ML-and-Graph-Algorithms.pdf
[2] https://papers.nips.cc/paper/9675-understanding-the-representation-power-of-graph-neural-networks-in-learning-graph-topology.pdf

Top URLs in Tweet in G8:
[5] https://neo4j.com/developer/graph-database/
[4] https://github.com/TheDataRideAlongs/ProjectDomino
[3] https://www.datasciencecentral.com/page/search?q=Practical+Apache+Spark+in+10+minutes
[3] https://neo4j.com/nodes-2020/
[3] https://data-analytics-live-eu.coriniumintelligence.com/
[3] https://www.devhack.co/courses/neo4j/
[2] https://briefly.co/anchor/Data_science/story/computing-node-embedding-with-a-graph-database-neo4j--its-graph-data-science-library?f=gravlax&utm_source=Twitter&utm_campaign=Data_science
[2] https://briefly.co/anchor/Data_science/story/how-to-query-neo4j-from-python?f=gravlax&utm_source=Twitter&utm_campaign=Data_science
[2] https://medium.com/neo4j/lets-graph-explore-your-steam-library-in-neo4j-6d9d133f571
[2] https://neo4j.com/blog/graphcast-numb3rs-graph-theory/?ref=social-blog

Top URLs in Tweet in G9:
[1] https://link.medium.com/zCP9Fy8MV7
[1] https://go.neo4j.com/wbr-200714-harnessing-graphs-in-a-new-business-climate-webinar.html?_ga=2.85018521.1861999203.1594324730-612964570.1571948888&_gac=1.12389248.1592186123.EAIaIQobChMItrm9v9uC6gIV4gl9Ch0AqQOfEAAYASAAEgKtyPD_BwE
[1] https://www.linkedin.com/slink?code=gdkdGvN
[1] https://www.linkedin.com/slink?code=gi96nWU
[1] https://twitter.com/kineviz/status/1282787850715492352
[1] https://www.analyticsinsight.net/top-5-open-source-data-tools-for-every-data-scientist/?utm_content=133900173&utm_medium=social&utm_source=twitter&hss_channel=tw-3830339600

Top URLs in Tweet in G10:
[1] https://www.marketwatch.com/press-release/ventana-research-names-molecula-a-finalist-for-its-2020-digital-innovation-award-in-the-category-of-data-2020-07-08?utm_content=134291170&utm_medium=social&utm_source=twitter&hss_channel=tw-2936487699
[1] https://www.molecula.com/news-and-press/ventana-research-names-molecula-a-finalist-for-its-2020-digital-innovation-award-in-the-category-of-data/?utm_content=133998207&utm_medium=social&utm_source=twitter&hss_channel=tw-2936487699
[1] https://www.ventanaresearch.com/press-release/ventana-research-announces-13th-annual-digital-innovation-award-finalists?uniqueID=Molecula&utm_content=134058974&utm_medium=social&utm_source=twitter&hss_channel=tw-2936487699

Top Domains
Top Domains in Tweet in Entire Graph:
[333] neo4j.com
[82] medium.com
[65] datasciencecentral.com
[46] github.com
[45] twitter.com
[23] youtube.com
[16] meetup.com
[16] twitch.tv
[13] bruggen.com
[12] google.com

Top Domains in Tweet in G1:
[151] neo4j.com
[32] medium.com
[12] bruggen.com
[9] twitch.tv
[6] github.com
[6] maxdemarzi.com
[5] wordpress.com
[5] twitter.com
[4] eventbrite.com
[4] withgoogle.com

Top Domains in Tweet in G2:
[79] neo4j.com
[16] twitter.com
[14] youtube.com
[14] medium.com
[8] github.com
[8] zpy.io
[5] twitch.tv
[4] towardsdatascience.com
[4] drivine.org
[3] google.com

Top Domains in Tweet in G3:
[11] neo4j.com
[6] twitter.com
[6] github.com
[5] rubygems.org
[4] medium.com
[4] wlaboratory.com
[3] pypi.org
[3] google.com
[3] forupon.com
[3] udemyfun.com

Top Domains in Tweet in G4:
[18] neo4j.com
[13] medium.com
[9] hackernoon.com
[8] twitter.com
[8] information-age.com
[3] github.com
[3] towardsdatascience.com
[2] twitch.tv
[2] grandstack.io
[2] wordpress.com

Top Domains in Tweet in G5:
[55] datasciencecentral.com
[17] neo4j.com
[1] rocketdatascience.org

Top Domains in Tweet in G6:
[14] medium.com
[8] github.com
[3] twitter.com
[2] neo4j.com
[1] grandstack.io

Top Domains in Tweet in G7:
[18] neo4j.com
[6] manning.com
[5] nodexlgraphgallery.org
[4] datasciencecentral.com
[4] co.jp
[3] datatalent.io
[2] flytlabs.dev
[2] semanticscholar.org
[2] dataops.barcelona
[2] nips.cc

Top Domains in Tweet in G8:
[13] neo4j.com
[11] github.com
[11] meetup.com
[4] briefly.co
[3] datasciencecentral.com
[3] nodexlgraphgallery.org
[3] coriniumintelligence.com
[3] devhack.co
[2] medium.com
[2] twitter.com

Top Domains in Tweet in G9:
[2] linkedin.com
[1] medium.com
[1] neo4j.com
[1] twitter.com
[1] analyticsinsight.net

Top Domains in Tweet in G10:
[1] marketwatch.com
[1] molecula.com
[1] ventanaresearch.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[469] neo4j
[170] datascience
[110] bigdata
[88] graphdatascience
[88] ai
[80] graphdatabases
[65] typescript
[64] apachespark
[62] abdsc
[50] graphdatabase



Top Hashtags in Tweet in G1:
[185] neo4j
[48] graphdatabases
[33] datascience
[28] graphdatabase
[28] graphtechnology
[28] graphdatascience
[25] connecteddata
[21] twin4j
[20] graphalgorithms
[18] panamapapers

Top Hashtags in Tweet in G2:
[141] neo4j
[52] typescript
[42] javascript
[37] graphdatascience
[32] nodejs
[19] yourappisagraph
[17] drivine
[15] grandstack
[14] 100daysofcode
[11] graphdatabase

Top Hashtags in Tweet in G3:
[12] neo4j
[4] bigdata
[3] graphdatabases
[3] ai
[3] datascience
[3] graphdb
[3] machinelearning
[3] fightingcoronavirus
[3] hume
[2] database

Top Hashtags in Tweet in G4:
[49] neo4j
[13] covidgraph
[9] sentimentanalysis
[9] ai
[8] springboot
[7] graphdatabases
[7] spring
[5] graphdatascience
[4] graphql
[4] ml

Top Hashtags in Tweet in G5:
[70] datascience
[69] bigdata
[53] ai
[52] apachespark
[52] abdsc
[3] machinelearning
[1] iot
[1] iotpl
[1] neo4j
[1] linkeddata

Top Hashtags in Tweet in G6:
[10] neo4j
[9] springdata
[8] politikus
[7] springboot
[7] graphdatabases
[4] developer
[1] neosementics
[1] knowledgegraph
[1] python
[1] graphqlsummit

Top Hashtags in Tweet in G7:
[23] machinelearning
[19] neo4j
[13] datascience
[10] bigdata
[8] graphconnect
[7] ai
[6] graphdatabases
[5] graphdatabase
[4] ml
[4] apachespark

Top Hashtags in Tweet in G8:
[34] datascience
[28] neo4j
[15] graphdatascience
[10] python
[8] bigdata
[5] data
[5] ai
[4] cyber
[4] rona
[4] coronavirus

Top Hashtags in Tweet in G9:
[2] ff
[2] database
[1] contacttracing
[1] covid19
[1] epidimeologists
[1] cdc
[1] publicsafety
[1] safereopening
[1] graphs4good
[1] neo4jpartnerprogram

Top Hashtags in Tweet in G10:
[10] data
[1] awards
[1] bigdata

Top Words
Top Words in Tweet in Entire Graph:
[1095] neo4j
[593] graph
[452] #neo4j
[248] data
[170] #datascience
[157] database
[150] today
[129] 2020
[111] 10
[110] #bigdata

Top Words in Tweet in G1:
[373] neo4j
[185] graph
[184] #neo4j
[103] today
[92] free
[90] data
[60] databases
[54] show
[52] something
[49] try

Top Words in Tweet in G2:
[256] neo4j
[153] graph
[128] #neo4j
[52] #typescript
[51] database
[44] graphql
[43] data
[42] #javascript
[41] library
[38] doctor_cerulean

Top Words in Tweet in G3:
[58] neo4j
[21] graph
[18] ãƒ
[12] #neo4j
[11] database
[9] using
[6] æ
[5] graphs
[5] market
[5] knowledge

Top Words in Tweet in G4:
[83] neo4j
[46] #neo4j
[44] graph
[27] data
[17] mesirii
[17] part
[15] library
[14] graphql
[13] available
[13] latest

Top Words in Tweet in G5:
[70] #datascience
[69] #bigdata
[67] kirkdborne
[55] 10
[53] tutorials
[53] #ai
[52] learn
[52] #apachespark
[52] quick
[52] minute

Top Words in Tweet in G6:
[65] neo4j
[20] medium
[19] rotnroll666
[15] popolo
[15] spec
[14] kaerumy
[12] springdata
[10] #neo4j
[10] meistermeier
[10] formerly

Top Words in Tweet in G7:
[88] graph
[86] neo4j
[49] machine
[47] powered
[44] alessandronegro
[41] learning
[27] experience
[23] #machinelearning
[23] engineer
[22] role

Top Words in Tweet in G8:
[61] neo4j
[52] 2020
[45] pdt
[45] edt
[45] 4pm
[45] 7pm
[39] dataumbrella
[36] data
[36] beginner
[34] #datascience

Top Words in Tweet in G9:
[9] neo4j
[3] mongodb
[3] redislabs
[3] cassandra
[2] #ff
[2] #database
[2] oracledatabase
[2] sqlserver
[2] db2zlabnews
[2] mysql

Top Words in Tweet in G10:
[21] molecula
[18] finalists
[13] memsql
[11] award
[10] 2020
[10] digital
[10] innovation
[10] category
[10] #data
[9] ventanaresearchâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[119] graph,database
[102] graph,databases
[90] #bigdata,#datascience
[78] graph,powered
[75] data,science
[62] learn,#apachespark
[62] #apachespark,quick
[62] quick,10
[62] 10,minute
[62] minute,tutorials

Top Word Pairs in Tweet in G1:
[59] graph,databases
[49] try,something
[49] something,today
[48] certified,neo4j
[48] neo4j,today
[48] today,show
[48] show,expertise
[48] expertise,graph
[48] databases,employer
[48] employer,potential

Top Word Pairs in Tweet in G2:
[32] graph,database
[23] graph,data
[21] data,science
[20] #graphdatascience,library
[19] database,client
[19] client,node
[19] node,js
[19] #nodejs,#typescript
[17] introducing,#drivine
[17] #drivine,graph

Top Word Pairs in Tweet in G3:
[13] ãƒ,ãƒ
[6] graph,database
[4] using,knowledge
[4] knowledge,graphs
[4] graphs,predict
[4] predict,customer
[4] customer,needs
[4] needs,improve
[4] improve,product
[4] product,quality

Top Word Pairs in Tweet in G4:
[12] graph,data
[12] data,science
[10] #neo4j,graph
[9] science,library
[9] meltwater,#sentimentanalysis
[9] available,press
[9] press,releases
[9] graphql,api
[9] api,spring
[9] spring,boot

Top Word Pairs in Tweet in G5:
[69] #bigdata,#datascience
[52] learn,#apachespark
[52] #apachespark,quick
[52] quick,10
[52] 10,minute
[52] minute,tutorials
[52] tutorials,#abdsc
[52] #abdsc,#bigdata
[52] #datascience,#ai
[51] kirkdborne,learn

Top Word Pairs in Tweet in G6:
[15] popolo,spec
[11] springdata,neo4j
[10] formerly,known
[9] known,sdn
[8] before,popit
[8] popit,showed
[8] showed,1mdb
[8] 1mdb,relations
[8] relations,used
[8] used,standard

Top Word Pairs in Tweet in G7:
[47] graph,powered
[39] machine,learning
[36] powered,machine
[22] software,engineer
[17] graph,databases
[15] dr,alessandronegro
[15] role,software
[15] engineer,secret
[15] secret,clearance
[15] clearance,austin

Top Word Pairs in Tweet in G8:
[35] 4pm,pdt
[35] pdt,7pm
[35] 7pm,edt
[34] edt,beginner
[26] next,event
[24] july,2020
[21] kdb,wall
[21] wall,street's
[21] street's,best
[21] best,kept

Top Word Pairs in Tweet in G9:
[2] #ff,#database
[2] #database,oracledatabase
[2] oracledatabase,sqlserver
[2] sqlserver,db2zlabnews
[2] db2zlabnews,mysql
[2] mysql,postgresql
[2] postgresql,mongodb
[2] mongodb,teradata
[2] teradata,filemakertoday
[2] filemakertoday,redislabs

Top Word Pairs in Tweet in G10:
[10] 2020,digital
[10] digital,innovation
[10] innovation,award
[10] molecula,memsql
[9] ventanaresearchâ,2020
[8] award,finalists
[8] finalists,finalists
[8] finalists,#data
[8] #data,category
[8] category,molecula

Top Replied-To
Top Replied-To in Entire Graph:
@neo4j
@adamcowley
@aptalsokratik
@cosmoksj
@_hayaton
@doctor_cerulean
@amin_jalali
@niektax
@mattfahrner
@emilygorcenski

Top Replied-To in G1:
@neo4j
@aptalsokratik
@cosmoksj
@adamcowley
@joaofse
@amin_jalali
@bhunter28
@ursachi
@rvanbruggen
@ikwattro

Top Replied-To in G2:
@adamcowley
@neo4j
@fastflowz
@doctor_cerulean
@james_watson1
@michaelmgis
@twitchbizcoach
@xapper_
@thejohnchoward
@nsmith_piano

Top Replied-To in G4:
@emilygorcenski
@r_d__p_ll
@noctarius2k
@olyerickson
@st3llasia
@intoleranse
@aspittel
@c15n32
@ricoroho
@darthvader42

Top Replied-To in G6:
@kaerumy
@dawuzi
@sujithkumarkupu
@rotnroll666
@neo4j
@omniprof
@meistermeier

Top Replied-To in G7:
@refnode
@neo4j

Top Replied-To in G8:
@lmeyerov
@cyb3rward0g

Top Replied-To in G9:
@ps_cristopher

Top Replied-To in G10:
@molecula
@progrockrec

Top Mentioned
Top Mentioned in Entire Graph:
@neo4j
@kirkdborne
@alessandronegro
@aliciaframe1
@medium
@mesirii
@lyonwj
@doctor_cerulean
@dataumbrella
@adamcowley

Top Mentioned in G1:
@neo4j
@medium
@rvanbruggen
@alessandronegro
@aliciaframe1
@nav_mathur
@lyonwj
@adamcowley
@mesirii
@twitch

Top Mentioned in G2:
@neo4j
@doctor_cerulean
@aliciaframe1
@lyonwj
@adamcowley
@graphileon
@st3llasia
@mesirii
@nodejs
@camsemantics

Top Mentioned in G3:
@buhakmeh

Top Mentioned in G4:
@neo4j
@mesirii
@meltwater
@ajarasch
@lancewalter
@markhneedham
@informationage
@sassoftware
@intersystems
@bloorresearch

Top Mentioned in G5:
@kirkdborne
@neo4j
@analyticbridge
@alessandronegro

Top Mentioned in G6:
@neo4j
@medium
@rotnroll666
@kaerumy
@springdata
@meistermeier
@jhipster
@sweemeng
@jmhreif
@lyonwj

Top Mentioned in G7:
@neo4j
@alessandronegro
@manningbooks
@bwmerkl
@datatalentrec
@kirkdborne
@maxdemarzi
@barrasadv
@robrecruitsdata

Top Mentioned in G8:
@dataumbrella
@neo4j
@rebeccak_kx
@aliciaframe1
@spbail
@robinson_es
@kirkdborne
@lmeyerov
@rustysowers
@cyb3rward0g

Top Mentioned in G9:
@neo4j
@mongodb
@redislabs
@cassandra
@oracledatabase
@sqlserver
@db2zlabnews
@mysql
@postgresql
@teradata

Top Mentioned in G10:
@memsql
@molecula
@neo4j
@databricks
@ventanaresearch
@marketwatch

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@pypi_updates2
@chidambara09
@cybersec_feeds
@aaroncuddeback
@itknowingness
@pimmaiden
@taieb_bot
@canisgallicus
@xaelbot

Top Tweeters in G1:
@pimmaiden
@gadiooumoul
@ycampbell_m
@style_overlord
@dmills3710
@banana_bbcurve
@mvargasgarro
@jajabor1958
@gdpr25thmay18
@pyaztunekyakiya

Top Tweeters in G2:
@aaroncuddeback
@taieb_bot
@xaelbot
@codedailybot
@100xcode
@datachick
@javascriptflx
@learn__together
@ayirpelle
@jsnewsbot

Top Tweeters in G3:
@pypi_updates2
@abnewswire
@volkergoebbels
@realgophersship
@pressrelease_cc
@ichbinmari
@masawo
@de_chan516
@rubygemsn
@buhakmeh

Top Tweeters in G4:
@jacobussystems
@dataaugmented
@lucasoft_co_uk
@tiagoooliveira
@emilygorcenski
@hackernoon
@km_delivery
@sassoftware
@meltwater
@noctarius2k

Top Tweeters in G5:
@itknowingness
@andrewmorrisuk
@websecurityit
@techjunkiejh
@bernardo_pirola
@ricardo_ik_ahau
@analyticbridge
@machine_ml
@kirkdborne
@nilakurinji

Top Tweeters in G6:
@bigcatnergy
@swakheadhunter
@awgnasuha
@starbuxman
@rotnroll666
@malayhor
@mojavelinux
@medium
@leowmjw
@vlad_mihalcea

Top Tweeters in G7:
@bayiskendr
@thecuriousluke
@hubofml
@fmfrancoise
@ml_tweet_bot
@lazybot6
@blkhwk0ps
@timpatalpostma
@cackerman1
@manningbooks

Top Tweeters in G8:
@rstatstweet
@akdm_bot
@fullnam35087976
@pythonista11
@s_akrati
@hostinfonet
@datasciencebot_
@twarko
@datascience_b
@sierisimo

Top Tweeters in G9:
@craigmullins
@johnshopkinssph
@cdcgov
@filemakertoday
@teradata
@couchbase
@mongodb
@sqlserver
@sapinmemory
@marklogic

Top Tweeters in G10:
@marketwatch
@ventanaresearch
@jasondorsey
@databricks
@maycotte
@akalmans
@memsql
@tklx
@progrockrec
@hodinhminhcity


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