graphconnect, Twitter, 11/8/2019 4:36:43 PM, 215765


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graphconnect_2019-11-08_08-33-56.xlsx
graphconnect_2019-11-08_08-33-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 08, 2019
Short Description:
graphconnect via NodeXL http://bit.ly/2Nsw6o0
@graphconnect
@neo4j
@biconnections
@bwmerkl
@nsmith_piano
@lyonwj
@design_innov
@cainc
@secbarbie
@antgrasso

Top hashtags:
#neo4j
#graphconnect
#twin4j
#graphdatabase
#connecteddata
#digitaltransformation
#datamodel

Description:
Description
The graph represents a network of 45 Twitter users whose tweets in the requested range contained "graphconnect", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 November 2019 at 16:33 UTC.

The requested start date was Wednesday, 06 November 2019 at 01:01 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, 16-hour, 57-minute period from Wednesday, 23 October 2019 at 05:30 UTC to Tuesday, 05 November 2019 at 22:28 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 : 45
Unique Edges : 52
Edges With Duplicates : 23
Total Edges : 75
Number of Edge Types : 3
Mentions : 67
Tweet : 7
Replies to : 1
Self-Loops : 7
Reciprocated Vertex Pair Ratio : 0.0535714285714286
Reciprocated Edge Ratio : 0.101694915254237
Connected Components : 4
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 40
Maximum Edges in a Connected Component : 70
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.653011
Graph Density : 0.0297979797979798
Modularity : 0.495467
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 45 Twitter users whose tweets in the requested range contained "graphconnect", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 08 November 2019 at 16:33 UTC.

The requested start date was Wednesday, 06 November 2019 at 01:01 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, 16-hour, 57-minute period from Wednesday, 23 October 2019 at 05:30 UTC to Tuesday, 05 November 2019 at 22:28 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 : graphconnect
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[7] https://neo4j.com/blog/this-week-in-neo4j-we-need-your-graphconnect-2020-talks-new-educator-program-tuning-cypher-how-do-british-mps-vote/?ref=twitter#features-5
[3] https://neo4j.com/blog/how-boston-scientific-improves-manufacturing-quality-using-graph-analytics/?ref=social-blog
[3] https://neo4j.com/blog/graphconnect-2020-call-for-papers-deadline
[2] https://neo4j.com/blog/5-minute-interview-david-meza/?ref=social-blog
[2] http://dej.io/?utm_content=buffer48eb7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://neo4j.com/blog/graphconnect-2020-call-for-papers-deadline/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graphconnect-2020-call-for-papers-closing-november-15-httpga-2181704
[1] https://neo4j.com/blog/avoiding-database-joins-5-minute-interview-michael-wytock
[1] https://neo4j.com/blog/running-decision-trees-neo4j
[1] https://www.papercall.io/graphconnect2020
[1] https://neo4j.com/blog/accelerating-digital-transformation-ca-technologies-neo4j

Top URLs in Tweet in G1:
[6] https://neo4j.com/blog/this-week-in-neo4j-we-need-your-graphconnect-2020-talks-new-educator-program-tuning-cypher-how-do-british-mps-vote/?ref=twitter#features-5
[1] https://neo4j.com/blog/how-boston-scientific-improves-manufacturing-quality-using-graph-analytics/?ref=social-blog
[1] https://neo4j.com/blog/graphconnect-2020-call-for-papers-deadline
[1] https://neo4j.com/blog/accelerating-digital-transformation-ca-technologies-neo4j

Top URLs in Tweet in G2:
[2] https://neo4j.com/blog/5-minute-interview-david-meza/?ref=social-blog
[2] https://neo4j.com/blog/graphconnect-2020-call-for-papers-deadline
[2] https://neo4j.com/blog/how-boston-scientific-improves-manufacturing-quality-using-graph-analytics/?ref=social-blog
[1] https://neo4j.com/blog/blazing-fast-recommendations-5-minute-interview-with-tim-hanssen
[1] https://neo4j.com/blog/present-and-future-artificial-intelligence-machine-learning
[1] https://neo4j.com/blog/running-decision-trees-neo4j
[1] https://neo4j.com/blog/avoiding-database-joins-5-minute-interview-michael-wytock
[1] https://www.papercall.io/graphconnect2020
[1] https://neo4j.com/blog/this-week-in-neo4j-we-need-your-graphconnect-2020-talks-new-educator-program-tuning-cypher-how-do-british-mps-vote/?ref=twitter#features-5

Top URLs in Tweet in G3:
[2] http://dej.io/?utm_content=buffer48eb7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[1] https://neo4j.com/blog/5-minute-interview-with-sony-green/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=not-everyone-is-a-data-scientist-5-minute-interview-with-sony-g-2191224

Top URLs in Tweet in G6:
[2] https://neo4j.com/blog/graphconnect-2020-call-for-papers-deadline/?ref=social-team&utm_source=GaggleAMP-Neo4j&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=graphconnect-2020-call-for-papers-closing-november-15-httpga-2181704
[1] https://twitter.com/GraphConnect/status/1189552545255100417

Top Domains
Top Domains in Tweet in Entire Graph:
[23] neo4j.com
[2] dej.io
[1] papercall.io
[1] twitter.com

Top Domains in Tweet in G1:
[9] neo4j.com

Top Domains in Tweet in G2:
[11] neo4j.com
[1] papercall.io

Top Domains in Tweet in G3:
[2] dej.io

Top Domains in Tweet in G4:
[1] neo4j.com

Top Domains in Tweet in G6:
[2] neo4j.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[24] neo4j
[18] graphconnect
[7] twin4j
[6] graphdatabase
[5] connecteddata
[4] digitaltransformation
[2] datamodel
[2] graphanalytics
[2] infographic
[2] frauddetection



Top Hashtags in Tweet in G1:
[10] neo4j
[6] graphconnect
[6] twin4j
[3] digitaltransformation
[1] connecteddata
[1] graphdatabase
[1] graphtechnology

Top Hashtags in Tweet in G2:
[13] neo4j
[8] graphconnect
[5] graphdatabase
[4] connecteddata
[2] graphanalytics
[2] datamodel
[1] artificialintelligence
[1] machinelearning
[1] decisiontrees
[1] cypher

Top Hashtags in Tweet in G3:
[2] infographic
[1] ceo
[1] technology
[1] digitaltransformation

Top Hashtags in Tweet in G4:
[2] graphconnect
[1] dataviz
[1] graphviz
[1] neo4j
[1] datascience

Top Hashtags in Tweet in G5:
[2] graphconnect
[2] frauddetection

Top Words
Top Words in Tweet in Entire Graph:
[37] Words in Sentiment List#1: Positive
[10] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[750] Non-categorized Words
[797] Total Words
[24] #neo4j
[18] #graphconnect
[14] talk
[14] neo4j
[13] graphconnect

Top Words in Tweet in G1:
[13] neo4j
[10] #neo4j
[8] having
[8] data
[6] #graphconnect
[6] week's
[6] #twin4j
[6] nathan
[6] smith
[6] solved

Top Words in Tweet in G2:
[13] #neo4j
[9] 2020
[8] #graphconnect
[8] talk
[7] submitted
[7] cfp
[7] graphconnect
[5] #graphdatabase
[5] proposal
[5] nyc

Top Words in Tweet in G3:
[4] gt
[2] six
[2] tech
[2] themes
[2] digital
[2] transformation
[2] leaders
[2] #infographic
[2] link
[2] dej_io

Top Words in Tweet in G4:
[3] graphconnect
[2] #graphconnect
[2] archives
[2] blazing
[2] fast
[2] recommendations
[2] 5
[2] minute
[2] interview
[2] timhanssen

Top Words in Tweet in G5:
[2] #graphconnect
[2] gt
[2] dkrizic
[2] talking
[2] #frauddetection

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[9] graphconnect,2020
[7] week's,#twin4j
[7] #twin4j,nathan
[7] nathan,smith
[7] smith,solved
[7] solved,perfect
[7] perfect,dorm
[7] dorm,room
[7] room,assignment
[7] assignment,problem

Top Word Pairs in Tweet in G1:
[6] week's,#twin4j
[6] #twin4j,nathan
[6] nathan,smith
[6] smith,solved
[6] solved,perfect
[6] perfect,dorm
[6] dorm,room
[6] room,assignment
[6] assignment,problem
[6] problem,using

Top Word Pairs in Tweet in G2:
[7] graphconnect,2020
[5] submitted,talk
[5] talk,proposal
[5] proposal,graphconnect
[5] 2020,nyc
[5] nyc,s
[5] s,good
[5] good,one
[5] one,cfp
[5] cfp,deadline

Top Word Pairs in Tweet in G3:
[2] six,tech
[2] tech,themes
[2] themes,digital
[2] digital,transformation
[2] transformation,leaders
[2] leaders,#infographic
[2] #infographic,link
[2] link,gt
[2] gt,gt
[2] gt,dej_io

Top Word Pairs in Tweet in G4:
[2] graphconnect,#graphconnect
[2] #graphconnect,archives
[2] archives,blazing
[2] blazing,fast
[2] fast,recommendations
[2] recommendations,5
[2] 5,minute
[2] minute,interview
[2] interview,timhanssen
[2] timhanssen,bwmerkl

Top Word Pairs in Tweet in G5:
[2] #graphconnect,gt
[2] gt,dkrizic
[2] dkrizic,talking
[2] talking,#frauddetection

Top Replied-To
Top Replied-To in Entire Graph:
@nsmith_piano

Top Replied-To in G1:
@nsmith_piano

Top Mentioned
Top Mentioned in Entire Graph:
@graphconnect
@neo4j
@lyonwj
@bwmerkl
@bostonsci
@spiegelbergeric
@graph_aware
@timhanssen
@davidmeza1
@jocelyn_neo4j

Top Mentioned in G1:
@neo4j
@bostonsci
@spiegelbergeric
@graph_aware
@cainc
@lyonwj
@graphconnect

Top Mentioned in G2:
@graphconnect
@lyonwj
@davidmeza1
@jocelyn_neo4j
@bwmerkl
@bostonsci
@spiegelbergeric
@graph_aware
@timhanssen
@maxdemarzi

Top Mentioned in G3:
@dej_io
@antgrasso
@biconnections
@kansandhaus
@michael_nielsen
@threatpost
@graphconnect
@secbarbie
@datadryad
@zephoria

Top Mentioned in G4:
@graphconnect
@timhanssen
@bwmerkl
@kineviz
@sonygreen
@jessbaum22

Top Mentioned in G5:
@dkrizic
@prodynase

Top Tweeters
Top Tweeters in Entire Graph:
@biconnections
@neo4j
@digitaltransf11
@antgrasso
@cainc
@timhanssen
@michael_nielsen
@threatpost
@kcet72
@design_innov

Top Tweeters in G1:
@neo4j
@digitaltransf11
@cainc
@kcet72
@dagh
@ot_luk
@bostonsci
@ignite_insights
@nsmith_piano
@graph_aware

Top Tweeters in G2:
@darthvader42
@graphconnect
@fthierygeo
@davidmeza1
@lyonwj
@michaeldgrahams
@maxdemarzi
@remlingerc
@jocelyn_neo4j
@coshxlabs

Top Tweeters in G3:
@biconnections
@antgrasso
@michael_nielsen
@threatpost
@design_innov
@zephoria
@kansandhaus
@datadryad
@secbarbie
@dej_io

Top Tweeters in G4:
@timhanssen
@bwmerkl
@doctor_cerulean
@kineviz
@sonygreen
@jessbaum22

Top Tweeters in G5:
@dkrizic
@prodynase
@x4c42f8

Top Tweeters in G6:
@timbiernoth
@danmcgary