dataworks, Twitter, 5/31/2019 10:18:58 PM, 198644


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dataworks Twitter NodeXL SNA Map and Report for Friday, 31 May 2019 at 22:14 UTC
dataworks Twitter NodeXL SNA Map and Report for Friday, 31 May 2019 at 22:14 UTC
From:
Marc_Smith
Uploaded on:
May 31, 2019
Short Description:
dataworks via NodeXL http://bit.ly/2Kg9CFH
@justinjdn
@dataworkssummit
@cloudera
@clearsensellc
@paasdev
@daveshuman
@bbende
@danoyoung
@jilliandurm
@d_yanezpastor

Top hashtags:
#dws19
#bigdata
#opendata
#dataworks
#activedigital
#calderdale
#opines
#graphdatabase

Description:
Description
The graph represents a network of 89 Twitter users whose recent tweets contained "dataworks", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 31 May 2019 at 22:14 UTC.

The tweets in the network were tweeted over the 9-day, 0-hour, 44-minute period from Wednesday, 22 May 2019 at 13:19 UTC to Friday, 31 May 2019 at 14:03 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 : 89
Unique Edges : 100
Edges With Duplicates : 27
Total Edges : 127
Number of Edge Types : 4
Tweet : 50
Retweet : 31
Mentions : 42
Replies to : 4
Self-Loops : 50
Reciprocated Vertex Pair Ratio : 0.072463768115942
Reciprocated Edge Ratio : 0.135135135135135
Connected Components : 37
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 11
Maximum Edges in a Connected Component : 15
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 1.533835
Graph Density : 0.00944841675178754
Modularity : 0.648521
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://dzone.com/articles/dataworks-summit-and-nosql-day-review-2019-washing?utm_medium=feed&utm_source=feedpress.me&utm_campaign=Feed:+dzone
[4] https://dzone.com/articles/dataworks-summit-and-nosql-day-review-2019-washing?utm_medium=feed&utm_source=feedpress.me&utm_campaign=Feed:+dzone/big-data
[4] https://dataworks.maps.arcgis.com/apps/webappviewer/index.html?id=c3133c74afa944dbb6c80403dc5abad2
[4] https://www.meetup.com/DataWorks/events/260902897/?_xtd=gqFypzQyMjg2NjChcKZpcGhvbmU&from=ref
[2] https://link.engage.social:443/linkz/bcdzwmraqqpct4n1fa1d/t6/pCWzuez?utm_source=EngageSocial&utm_medium=Social&utm_campaign=Twitter&utm_term=255
[2] https://pbstanford.org/durham2019
[2] https://pbstanford.org/durham2019-d1?campaign=
[2] https://pbstanford.org/durham2019-d2?campaign=
[2] https://pbstanford.org/durham2019-d3?campaign=
[2] https://www.macombdaily.com/news/dataworks/air-apparent-drone-pilots-far-outnumber-fixed-wing-piloted-aircraft/article_3b22204c-7e72-11e9-8945-af280b990b4f.html

Top URLs in Tweet in G1:
[2] https://www.macombdaily.com/news/dataworks/air-apparent-drone-pilots-far-outnumber-fixed-wing-piloted-aircraft/article_3b22204c-7e72-11e9-8945-af280b990b4f.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.macombdaily.com/news/dataworks/air-apparent-drone-pilots-far-outnumber-fixed-wing-piloted-aircraft/article_3b22204c-7e72-11e9-8945-af280b990b4f.html
[2] https://www.meetup.com/DataWorks/events/260902897/
[2] https://dzone.com/articles/dataworks-summit-and-nosql-day-review-2019-washing?utm_medium=feed&utm_source=feedpress.me&utm_campaign=Feed:+dzone/big-data
[1] https://www.michiganradio.org/post/justin-amash-rashida-tlaib-question-facial-recognition-technique-used-detroit-police
[1] https://www.dataleadersbrief.com/go/r/0/a/10480609/e/322727?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.macombdaily.com/
[1] https://hello-miloai.tumblr.com/post/185211073042/say-hello-to-milo-the-ultimate-ai-assistant-in#_=_
[1] http://growthhackers.com/articles/7-hot-topics-you-need-to-know-from-dataworks-summit-barcelona-2019
[1] https://hortonworks.com/blog/sampling-the-zeitgeist-fresh-findings-from-dataworks-summit-2018/

Top URLs in Tweet in G2:
[1] http://vision.cloudera.com/seeing-the-enterprise-data-cloud-in-action-at-dataworks-summit-dc/?es_p=9335839
[1] https://dataworkssummit.com/nosql-day-2019/session/tracking-crime-as-it-occurs-with-apache-phoenix-apache-hbase-and-apache-nifi/
[1] https://www.datainmotion.dev/2019/05/dataworks-summit-dc-2019-report.html?es_p=9380471
[1] https://dzone.com/articles/dataworks-summit-and-nosql-day-review-2019-washing?es_p=9404379
[1] http://vision.cloudera.com/seeing-the-enterprise-data-cloud-in-action-at-dataworks-summit-dc/?es_p=9317902
[1] http://vision.cloudera.com/seeing-the-enterprise-data-cloud-in-action-at-dataworks-summit-dc/?es_p=9311836
[1] http://vision.cloudera.com/seeing-the-enterprise-data-cloud-in-action-at-dataworks-summit-dc/?es_p=9340106

Top URLs in Tweet in G3:
[1] https://twitter.com/clouderagov/status/1131275494563995649

Top URLs in Tweet in G4:
[3] https://dzone.com/articles/dataworks-summit-and-nosql-day-review-2019-washing?utm_medium=feed&utm_source=feedpress.me&utm_campaign=Feed:+dzone
[2] https://link.engage.social:443/linkz/bcdzwmraqqpct4n1fa1d/t6/pCWzuez?utm_source=EngageSocial&utm_medium=Social&utm_campaign=Twitter&utm_term=255
[2] https://dzone.com/articles/dataworks-summit-and-nosql-day-review-2019-washing?utm_medium=feed&utm_source=feedpress.me&utm_campaign=Feed:+dzone/big-data
[1] https://link.engage.social:443/linkz/bcdzwmraqqpct4n1fa1d/t6/pCSzuez?utm_source=EngageSocial&utm_medium=Social&utm_campaign=Twitter&utm_term=255
[1] https://www.slideshare.net/HadoopSummit/hbase-accelerated-inmemory-flush-and-compaction

Top URLs in Tweet in G5:
[1] https://dataworks.calderdale.gov.uk/dataset/open-active
[1] https://twitter.com/Sport_England/status/1123138135091765248
[1] https://dataworks.calderdale.gov.uk/dataset/agency-social-workers
[1] https://dataworks.calderdale.gov.uk/dataset/polling-stations
[1] https://dataworks.calderdale.gov.uk/dataset/elections-results

Top URLs in Tweet in G6:
[1] https://pbstanford.org/durham2019-d1?campaign=
[1] https://pbstanford.org/durham2019-d2?campaign=
[1] https://pbstanford.org/durham2019-d3?campaign=
[1] https://dataworks.maps.arcgis.com/apps/webappviewer/index.html?id=c3133c74afa944dbb6c80403dc5abad2

Top URLs in Tweet in G7:
[2] https://pbstanford.org/durham2019
[1] https://www.eventbrite.com/e/the-schools-we-all-deserve-the-struggle-for-educational-equity-in-durham-tickets-61600288120?ref=estwenivtefor001
[1] https://www.realpage.com/videos/yieldstar-accurate-demand-forecasting/4432267626001/
[1] https://twitter.com/MattLariv/status/1131318566261809155

Top URLs in Tweet in G8:
[1] https://dataworks.testscience.org/keynotes/

Top URLs in Tweet in G9:
[1] https://www.meetup.com/ApacheNiFi/events/260476082/?_xtd=gqFyqDI1NTc0ODEyoXCmaXBob25l&from=ref

Top Domains
Top Domains in Tweet in Entire Graph:
[10] dzone.com
[8] pbstanford.org
[7] meetup.com
[5] macombdaily.com
[4] engage.social
[4] cloudera.com
[4] gov.uk
[4] arcgis.com
[3] twitter.com
[2] trib.al

Top Domains in Tweet in G1:
[5] macombdaily.com
[4] dzone.com
[2] meetup.com
[1] michiganradio.org
[1] dataleadersbrief.com
[1] tumblr.com
[1] growthhackers.com
[1] hortonworks.com
[1] pbdurham.org
[1] arcgis.com

Top Domains in Tweet in G2:
[4] cloudera.com
[1] dataworkssummit.com
[1] datainmotion.dev
[1] dzone.com

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

Top Domains in Tweet in G4:
[5] dzone.com
[3] engage.social
[1] slideshare.net

Top Domains in Tweet in G5:
[4] gov.uk
[1] twitter.com

Top Domains in Tweet in G6:
[3] pbstanford.org
[1] arcgis.com

Top Domains in Tweet in G7:
[2] pbstanford.org
[1] eventbrite.com
[1] realpage.com
[1] twitter.com

Top Domains in Tweet in G8:
[1] testscience.org

Top Domains in Tweet in G9:
[1] meetup.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[23] dws19
[6] bigdata
[4] opendata
[4] dataworks
[3] activedigital
[3] calderdale
[2] opines
[2] graphdatabase
[2] dataworks19
[2] opensource



Top Hashtags in Tweet in G1:
[3] dws19
[1] drone
[1] uav
[1] dnarecruit
[1] developer

Top Hashtags in Tweet in G2:
[11] dws19

Top Hashtags in Tweet in G3:
[2] dws19
[1] activelearning
[1] dataworks

Top Hashtags in Tweet in G4:
[3] bigdata
[2] opines
[1] nosql

Top Hashtags in Tweet in G5:
[4] opendata
[3] activedigital
[3] calderdale
[1] activecdale
[1] pollingstations
[1] elections

Top Hashtags in Tweet in G8:
[2] dataworks19
[1] statistical

Top Words
Top Words in Tweet in Entire Graph:
[57] Words in Sentiment List#1: Positive
[18] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[2081] Non-categorized Words
[2156] Total Words
[55] dataworks
[49] summit
[35] day
[26] nosql
[26] ward

Top Words in Tweet in G1:
[15] dataworks
[12] summit
[7] dc
[7] 2019
[6] nosql
[6] day
[6] review
[6] washington
[4] data
[4] drone

Top Words in Tweet in G2:
[11] #dws19
[9] real
[7] great
[7] data
[6] life
[6] use
[6] cases
[6] being
[6] showcased
[6] one

Top Words in Tweet in G3:
[2] cloudera
[2] dataworks
[2] summit
[2] dc
[2] #dws19

Top Words in Tweet in G4:
[25] day
[20] nosql
[14] summit
[12] dataworks
[10] review
[10] 2019
[10] washington
[10] dc
[7] dzone
[7] hbase

Top Words in Tweet in G5:
[6] #opendata
[4] data
[3] we've
[3] signed
[3] #activedigital
[3] pledge
[3] made
[3] start
[3] publishing
[3] sports

Top Words in Tweet in G6:
[20] ward
[10] vote
[5] s
[5] last
[5] chance
[5] participatory
[5] budgeting
[5] tomorrow
[5] deadline
[5] today

Top Words in Tweet in G7:
[4] votes
[4] vote
[4] today
[4] 000
[3] durham
[2] budget
[2] engagement
[2] manager
[2] andrew
[2] holland

Top Words in Tweet in G8:
[2] meet
[2] #dataworks19
[2] keynote
[2] speaker
[2] dr
[2] peter
[2] parker
[2] team
[2] lead
[2] advanced

Top Words in Tweet in G9:
[2] kevdoran
[2] apachenifi
[2] dataworkssummit

Top Words in Tweet in G10:
[8] today
[4] ibm
[4] keynote
[4] dataworks
[4] summit
[4] d
[4] c
[4] yours
[4] truly
[4] presenting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[45] dataworks,summit
[26] nosql,day
[16] summit,nosql
[16] day,review
[16] review,2019
[16] 2019,washington
[16] washington,dc
[10] vote,today
[9] check,out
[7] enterprise,data

Top Word Pairs in Tweet in G1:
[12] dataworks,summit
[6] summit,nosql
[6] nosql,day
[6] day,review
[6] review,2019
[6] 2019,washington
[6] washington,dc
[3] air,apparent
[3] apparent,drone
[3] drone,pilots

Top Word Pairs in Tweet in G2:
[6] great,real
[6] real,life
[6] life,use
[6] use,cases
[6] cases,being
[6] being,showcased
[6] showcased,#dws19
[6] #dws19,one
[6] one,clearsensellc
[6] clearsensellc,enterprise

Top Word Pairs in Tweet in G3:
[2] dataworks,summit
[2] summit,dc

Top Word Pairs in Tweet in G4:
[20] nosql,day
[12] dataworks,summit
[10] summit,nosql
[10] day,review
[10] review,2019
[10] 2019,washington
[10] washington,dc
[5] dc,gt
[5] gt,lucky
[5] lucky,people

Top Word Pairs in Tweet in G5:
[3] we've,signed
[3] signed,#activedigital
[3] #activedigital,pledge
[3] pledge,made
[3] made,start
[3] start,publishing
[3] publishing,sports
[3] sports,opportunity
[3] opportunity,data
[3] data,soon

Top Word Pairs in Tweet in G6:
[5] s,last
[5] last,chance
[5] chance,vote
[5] vote,participatory
[5] participatory,budgeting
[5] budgeting,tomorrow
[5] tomorrow,deadline
[5] deadline,vote
[5] vote,today
[5] today,direct

Top Word Pairs in Tweet in G7:
[4] vote,today
[2] budget,engagement
[2] engagement,manager
[2] manager,andrew
[2] andrew,holland
[2] holland,mayor
[2] mayor,schewel
[2] schewel,supporting
[2] supporting,pb
[2] pb,durhamfarmermkt

Top Word Pairs in Tweet in G8:
[2] meet,#dataworks19
[2] #dataworks19,keynote
[2] keynote,speaker
[2] speaker,dr
[2] dr,peter
[2] peter,parker
[2] parker,team
[2] team,lead
[2] lead,advanced
[2] advanced,measurement

Top Word Pairs in Tweet in G9:
[2] apachenifi,dataworkssummit

Top Word Pairs in Tweet in G10:
[4] ibm,keynote
[4] keynote,dataworks
[4] dataworks,summit
[4] summit,d
[4] d,c
[4] c,yours
[4] yours,truly
[4] truly,presenting
[4] presenting,11
[4] 11,today

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@clearsensellc
@gladstonemrm
@openactiveio
@odihq
@activecdale
@dataworkssummit
@durhamfarmermkt
@ai_hows
@1118makoto
@nasa_langley

Top Mentioned in G2:
@clearsensellc

Top Mentioned in G3:
@cloudera
@fastforwardlabs
@dataworkssummit
@jkapsis

Top Mentioned in G5:
@gladstonemrm
@openactiveio
@odihq
@activecdale

Top Mentioned in G7:
@durhamfarmermkt
@ai_hows

Top Mentioned in G8:
@nasa_langley
@deptofdefense
@nasa

Top Mentioned in G9:
@kevdoran
@apachenifi
@dataworkssummit

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@chidambara09
@bigdatabatman
@developeragent
@gastronomy
@arjunbahree
@totibnews
@paasdev
@dronenewsfeed
@bigdata_themen

Top Tweeters in G1:
@bigdatabatman
@developeragent
@arjunbahree
@totibnews
@dronenewsfeed
@bigdata_themen
@lopezunwired
@badc0da
@michiganradio
@hirider750

Top Tweeters in G2:
@paasdev
@mattyb149
@d_yanezpastor
@draftsperson
@terlirunab
@chrimken
@clearsensellc
@big_data_jarred

Top Tweeters in G3:
@cloudera
@fastforwardlabs
@jkapsis
@daveshuman
@nishamuktewar
@justinjdn

Top Tweeters in G4:
@nosqldigest
@gastronomy
@crucialbits
@bigdatanetwork
@tech_slideshare

Top Tweeters in G5:
@odihq
@calderdaledata
@gladstonemrm
@openactiveio
@activecdale

Top Tweeters in G6:
@chambrayallday
@ruby
@jilliandurm
@kidsvotingdurha
@laurel_shulman

Top Tweeters in G7:
@fieldsdesiree
@durhamfarmermkt
@pbdurhamnc
@dataworks_nc
@ai_hows

Top Tweeters in G8:
@nasa
@deptofdefense
@nasa_langley
@ida_org
@evilandvine

Top Tweeters in G9:
@dataworkssummit
@bbende
@danoyoung
@kevdoran
@apachenifi

Top Tweeters in G10:
@zoginstor
@paula_koziol
@vollmar_chris
@daveymcd