#StrataData, Twitter, 3/27/2019 1:58:58 AM, 191802


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#StrataData_2019-03-26_18-46-30.xlsx
#StrataData_2019-03-26_18-46-30.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 27, 2019
Short Description:
#StrataData via NodeXL http://bit.ly/2JJJFzN
@strataconf
@math_rachel
@bigdata
@acroll
@suzaxtell
@mesosphere
@jeggers
@chidambara09
@mukundmr
@cloudera

Top hashtags:
#stratadata
#machinelearning
#bigdata
#ai
#data
#datacoral
#analytics
#cloud
#neo4j
#redshift

Description:
Description
The graph represents a network of 510 Twitter users whose recent tweets contained "#StrataData", 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 Wednesday, 27 March 2019 at 01:49 UTC.

The tweets in the network were tweeted over the 9-day, 16-hour, 58-minute period from Sunday, 17 March 2019 at 08:47 UTC to Wednesday, 27 March 2019 at 01:46 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 : 510
Unique Edges : 789
Edges With Duplicates : 585
Total Edges : 1374
Self-Loops : 209
Reciprocated Vertex Pair Ratio : 0.0395348837209302
Reciprocated Edge Ratio : 0.0760626398210291
Connected Components : 61
Single-Vertex Connected Components : 36
Maximum Vertices in a Connected Component : 366
Maximum Edges in a Connected Component : 1139
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.794007
Graph Density : 0.00344389229169074
Modularity : 0.520998
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[11] https://conferences.oreilly.com/strata/strata-ca
[7] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/76598
[7] https://github.com/COGS108/Lectures/blob/master/w05-01-EthicsDataScience.pdf
[6] https://yellowbrick.com/strata-data-conference/
[6] https://conferences.oreilly.com/strata
[5] https://conferences.oreilly.com/strata/strata-ca?utm_medium=social&utm_source=twitter.com&utm_campaign=stca19&utm_content=reg+confirm
[4] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/77140
[4] https://neo4j.com/news/german-center-for-diabetes-research-dzd-and-neo4j-honored-as-finalists-for-strata-data-award/?ref=social-camp
[4] https://www.businesswire.com/news/home/20190314005184/en/Finalists-Annual-Strata-Data-Awards-Announced
[4] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/72919

Top URLs in Tweet in G1:
[4] https://neo4j.com/news/german-center-for-diabetes-research-dzd-and-neo4j-honored-as-finalists-for-strata-data-award/?ref=social-camp
[4] https://conferences.oreilly.com/strata/strata-ca
[3] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/76544
[2] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/72421
[2] https://conferences.oreilly.com/strata/strata-eu/?utm_medium=social&utm_source=twitter.com&utm_campaign=steu19&utm_content=org+tweet+ep
[2] https://conferences.oreilly.com/strata/strata-ca/public/content/onsite
[2] https://www.streamtext.net/player?event=STRATA1
[2] https://conferences.oreilly.com/strata/strata-ca/schedule/2019-03-27
[2] https://conferences.oreilly.com/strata/strata-ca/public/schedule/topic/3149?utm_medium=social&utm_source=twitter.com&utm_campaign=stca19&utm_content=org+tweet
[2] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/73023

Top URLs in Tweet in G2:
[2] https://twitter.com/SuzAxtell/status/1110589791421132800
[2] https://scu.edu/ethics/framework
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/76598
[1] https://maleallies.com/bingo-card/
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/74565
[1] https://www.code4thought.eu/index.php/2018/11/07/ethos-1-0-or-the-need-to-build-software-with-intrinsic-human-values/
[1] https://twitter.com/ykanellopoulos/status/1110588180871286784
[1] https://shouldthisexist.com
[1] https://github.com/cogs108
[1] https://github.com/COGS108/Lectures/blob/master/w05-01-EthicsDataScience.pdf

Top URLs in Tweet in G3:
[6] https://github.com/COGS108/Lectures/blob/master/w05-01-EthicsDataScience.pdf
[1] https://www.fast.ai/2018/08/07/hbr-bias-algorithms/
[1] https://medium.com/@racheltho/how-to-make-tech-interviews-a-little-less-awful-c29f35431987
[1] https://www.fast.ai/2019/01/29/five-scary-things/

Top URLs in Tweet in G4:
[4] https://www.businesswire.com/news/home/20190314005184/en/Finalists-Annual-Strata-Data-Awards-Announced
[4] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/72919
[4] https://www.impetus.com/content/strata-data-conference-2019?utm_source=Twitter&utm_medium=Post&utm_campaign=SocialOrganic
[3] https://bit.ly/2TZQ3Xm
[3] https://www.infoworks.io/
[2] https://conferences.oreilly.com/strata/strata-ca?utm_medium=social&utm_source=twitter.com&utm_campaign=stca19&utm_content=reg+confirm
[2] https://www.kyvosinsights.com/strata-data-conference-2019/
[1] https://info.unraveldata.com/lp-strata-sf-2019.html?utm_medium=social&utm_source=twitter.com&utm_campaign=stratasf2019&utm_content=booth
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/72803
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/stopic/2944

Top URLs in Tweet in G5:
[3] https://conferences.oreilly.com/strata/strata-ca?utm_medium=social&utm_source=twitter.com&utm_campaign=stca19&utm_content=reg+confirm
[2] https://www.redhat.com/en/blog/data-explosion-or-data-implosion?sc_cid=701f2000000tyBjAAI
[2] http://go.memsql.com/strata-data-meetup-2019?utm_source=twitter&utm_medium=osm&utm_campaign=organic-social-tracking
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/73968
[1] https://www.eventguide.com/sanfrancisco/d/510472.htm#.XJg0fQhxJdI.twitter
[1] https://www.johnsnowlabs.com/meet-us/?platform=hootsuite
[1] https://www.johnsnowlabs.com/data/
[1] https://twitter.com/PaoloRaineri/status/999640119350104064
[1] https://www.johnsnowlabs.com/strata-data-to-educate-ai-industry-on-natural-language-processing-nlp-with-talks-from-john-snow-labs/?platform=hootsuite
[1] https://www.attunity.com/company/events/strata-data-conference-2/?utm_source=attunity&utm_medium=social&utm_campaign=1-twitter-attu

Top URLs in Tweet in G6:
[1] https://conferences.oreilly.com/strata/strata-ca?utm_medium=social&utm_source=twitter.com&utm_campaign=stca19&utm_content=strata+data
[1] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/yZ2oLW
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/73908
[1] https://twitter.com/SuzAxtell/status/1110286509792358400
[1] https://www.attunity.com/company/events/strata-data-conference-2/?utm_source=attunity&utm_medium=social&utm_campaign=1-twitter-attu
[1] https://analytics.rsystems.com/strata-data-conference-2019/
[1] https://www.businesswire.com/news/home/20190314005184/en/

Top URLs in Tweet in G7:
[3] https://conferences.oreilly.com/strata/strata-ca/public/schedule/speaker/332296

Top URLs in Tweet in G8:
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/76387
[1] https://www.businesswire.com/news/home/20190325005204/en/STATS%E2%80%99-Vice-President-Artificial-Intelligence-Speak-Strata

Top URLs in Tweet in G9:
[1] https://conferences.oreilly.com/strata/strata-ca/public/schedule/detail/72805

Top URLs in Tweet in G10:
[1] https://www.redhat.com/en/blog/data-explosion-or-data-implosion?sc_cid=701f2000000tyBjAAI

Top Domains
Top Domains in Tweet in Entire Graph:
[114] oreilly.com
[21] twitter.com
[13] kyvosinsights.com
[8] github.com
[6] businesswire.com
[6] yellowbrick.com
[5] okt.to
[4] neo4j.com
[4] impetus.com
[4] dy.si

Top Domains in Tweet in G1:
[46] oreilly.com
[5] okt.to
[4] neo4j.com
[2] streamtext.net
[2] simba.com
[1] pathable.com
[1] prnewswire.com
[1] dy.si
[1] ibm.com
[1] striim.com

Top Domains in Tweet in G2:
[6] twitter.com
[5] oreilly.com
[2] scu.edu
[2] github.com
[1] maleallies.com
[1] code4thought.eu
[1] shouldthisexist.com
[1] pcmag.com

Top Domains in Tweet in G3:
[6] github.com
[2] fast.ai
[1] medium.com

Top Domains in Tweet in G4:
[13] kyvosinsights.com
[12] oreilly.com
[4] businesswire.com
[4] impetus.com
[3] bit.ly
[3] infoworks.io
[1] unraveldata.com
[1] jumbune.com
[1] twitter.com

Top Domains in Tweet in G5:
[6] oreilly.com
[3] johnsnowlabs.com
[3] twitter.com
[2] redhat.com
[2] memsql.com
[2] dy.si
[1] eventguide.com
[1] attunity.com
[1] 10fold.com
[1] lnkd.in

Top Domains in Tweet in G6:
[2] oreilly.com
[1] po.st
[1] twitter.com
[1] attunity.com
[1] rsystems.com
[1] businesswire.com

Top Domains in Tweet in G7:
[3] oreilly.com

Top Domains in Tweet in G8:
[1] oreilly.com
[1] businesswire.com

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

Top Domains in Tweet in G10:
[1] redhat.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[706] stratadata
[45] machinelearning
[34] bigdata
[26] ai
[22] data
[20] datacoral
[19] analytics
[17] cloud
[15] neo4j
[14] redshift



Top Hashtags in Tweet in G1:
[133] stratadata
[37] machinelearning
[17] ai
[15] neo4j
[12] data
[9] mli
[8] cloud
[7] kubernetes
[7] bigdata
[7] actianavalanche

Top Hashtags in Tweet in G2:
[130] stratadata
[5] ai
[5] digitalethics
[4] privacy
[4] ethics
[2] ethical
[2] microsoft
[1] creatingarvr
[1] oreillysacon
[1] responsibleai

Top Hashtags in Tweet in G3:
[34] stratadata

Top Hashtags in Tweet in G4:
[112] stratadata
[14] bigdata
[6] cloud
[5] mostinnovativeproduct
[4] dataops
[4] opensource
[4] analytics
[3] aiops
[2] machinelearning
[2] bigdataanalytics

Top Hashtags in Tweet in G5:
[45] stratadata
[6] analytics
[5] datascience
[3] bigdata
[3] naturallanguageprocessing
[3] apachespark
[3] stratasf
[2] machinelearning
[2] redhat
[2] data

Top Hashtags in Tweet in G6:
[31] stratadata
[7] deeplearning
[2] machinelearning
[2] robin
[1] datascience
[1] ai
[1] ml
[1] algorithmiaevents
[1] azure
[1] apple

Top Hashtags in Tweet in G7:
[38] stratadata
[3] datalake
[3] bigdata
[3] artificialintelligence

Top Hashtags in Tweet in G8:
[5] stratadata

Top Hashtags in Tweet in G9:
[11] stratadata

Top Hashtags in Tweet in G10:
[9] redhat
[1] data
[1] storage
[1] stratadata

Top Words
Top Words in Tweet in Entire Graph:
[556] Words in Sentiment List#1: Positive
[242] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[18824] Non-categorized Words
[19622] Total Words
[706] #stratadata
[250] data
[179] booth
[154] week
[153] sf

Top Words in Tweet in G1:
[133] #stratadata
[77] strataconf
[66] sf
[48] booth
[37] #machinelearning
[31] week
[26] jpatrickhall
[23] h2oai
[23] talk
[23] 1

Top Words in Tweet in G2:
[130] #stratadata
[59] ethics
[54] data
[34] acroll
[28] strataconf
[26] tech
[24] summit
[22] sf
[21] t
[19] week

Top Words in Tweet in G3:
[46] math_rachel
[34] #stratadata
[28] ethics
[27] ai
[20] data
[16] cjpiovesan
[13] ykanellopoulos
[12] book
[12] recommendations
[12] include

Top Words in Tweet in G4:
[112] #stratadata
[62] data
[44] learn
[42] kyvos
[40] join
[38] kyvosinsights
[37] big
[32] booth
[32] bi
[31] session

Top Words in Tweet in G5:
[45] #stratadata
[17] data
[13] booth
[10] strata
[9] week
[9] conference
[8] next
[8] analytics
[7] learn
[7] come

Top Words in Tweet in G6:
[31] #stratadata
[19] azure
[15] sf
[15] frlazzeri
[14] 3
[12] oreillymedia
[12] learn
[12] 25
[12] session
[10] san

Top Words in Tweet in G7:
[48] mesosphere
[38] #stratadata
[35] catch
[35] co
[35] founder
[35] superguenter
[31] heading
[31] next
[31] week
[31] san

Top Words in Tweet in G8:
[11] data
[10] dr
[10] tracking
[9] vp
[9] artificial
[9] intelligence
[8] stats_insights
[7] patrick
[7] lucey
[7] presenting

Top Words in Tweet in G9:
[11] #stratadata
[9] learn
[9] implementation
[9] dynamic
[9] pricing
[9] lyfteng
[9] running
[9] python
[9] apacheflink
[9] apachebeam

Top Words in Tweet in G10:
[9] #redhat's
[9] cloudstorageguy
[9] examines
[9] barriers
[9] organizations
[9] face
[9] data
[9] economy
[9] re
[9] overcoming

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[118] #stratadata,sf
[94] san,francisco
[82] next,week
[56] stop,booth
[47] week,san
[43] learn,more
[41] #stratadata,conference
[38] co,founder
[37] #stratadata,next
[35] catch,co

Top Word Pairs in Tweet in G1:
[45] #stratadata,sf
[17] strataconf,sf
[16] learn,more
[16] machine,learning
[15] practical,techniques
[15] techniques,interpretable
[15] interpretable,#machinelearning
[13] next,week
[12] speak,strataconf
[11] strataconf,#stratadata

Top Word Pairs in Tweet in G2:
[18] ethics,summit
[16] #stratadata,sf
[15] track,#stratadata
[14] emanuel,moss
[13] data,ethics
[13] moss,datasociety
[13] datasociety,makes
[13] makes,point
[13] point,ethics
[13] ethics,suffers

Top Word Pairs in Tweet in G3:
[22] ai,ethics
[12] book,recommendations
[12] recommendations,ykanellopoulos
[12] ykanellopoulos,ai
[12] ethics,include
[12] include,ndiakopoulos
[12] ndiakopoulos,soccermatics
[12] soccermatics,mathbabedotorg
[12] mathbabedotorg,merbroussard
[12] cjpiovesan,#stratadata

Top Word Pairs in Tweet in G4:
[31] join,session
[26] big,data
[26] game,changing
[24] changing,bi
[20] kyvos,game
[19] #stratadata,sf
[19] session,#stratadata
[19] learn,kyvos
[19] #stratadata,learn
[16] instant,access

Top Word Pairs in Tweet in G5:
[7] #stratadata,conference
[7] strata,data
[5] next,week
[4] #stratadata,sf
[4] come,see
[3] going,#stratadata
[3] #stratadata,conf
[3] ready,revolutionize
[3] revolutionize,#datascience
[3] #datascience,analytics

Top Word Pairs in Tweet in G6:
[15] #stratadata,sf
[7] #stratadata,conference
[7] join,frlazzeri
[7] frlazzeri,3
[7] 3,25
[7] 25,3
[7] 3,26
[7] 26,#stratadata
[7] sf,person
[7] person,training

Top Word Pairs in Tweet in G7:
[35] catch,co
[35] co,founder
[35] founder,superguenter
[31] heading,#stratadata
[31] #stratadata,next
[31] next,week
[31] week,san
[31] san,francisco
[29] mesosphere,heading
[16] francisco,catch

Top Word Pairs in Tweet in G8:
[9] vp,artificial
[9] artificial,intelligence
[7] dr,patrick
[7] patrick,lucey
[7] lucey,vp
[7] intelligence,presenting
[7] presenting,data
[7] data,case
[7] case,study
[7] study,keynote

Top Word Pairs in Tweet in G9:
[9] learn,implementation
[9] implementation,dynamic
[9] dynamic,pricing
[9] pricing,lyfteng
[9] lyfteng,running
[9] running,python
[9] python,apacheflink
[9] apacheflink,apachebeam
[9] apachebeam,#stratadata
[9] #stratadata,sf

Top Word Pairs in Tweet in G10:
[9] #redhat's,cloudstorageguy
[9] cloudstorageguy,examines
[9] examines,barriers
[9] barriers,organizations
[9] organizations,face
[9] face,data
[9] data,economy
[9] economy,re
[9] re,overcoming
[8] redhat,#redhat's

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@strataconf
@math_rachel
@kyvosinsights
@acroll
@superguenter
@jpatrickhall
@mesosphere
@ykanellopoulos
@bigdata
@cjpiovesan

Top Mentioned in G1:
@strataconf
@jpatrickhall
@mapr
@h2oai
@ellen_friedman
@ted_dunning
@joelrrdavis
@cloudera
@lancewalter
@kyligence

Top Mentioned in G2:
@acroll
@strataconf
@setlinger
@josh_bersin
@datasociety
@ykanellopoulos
@cjpiovesan
@jeggers
@jonathanbfoster
@ksatirli

Top Mentioned in G3:
@math_rachel
@cjpiovesan
@ykanellopoulos
@ndiakopoulos
@soccermatics
@mathbabedotorg
@merbroussard
@bradleyvoytek
@datasciucsd
@jeggers

Top Mentioned in G4:
@kyvosinsights
@bigdata
@infoworksio
@strataconf
@jumbune
@unraveldata
@oreillymedia
@5harad
@comppolicylab
@stanford

Top Mentioned in G5:
@johnsnowlabs

Top Mentioned in G6:
@frlazzeri
@oreillymedia
@azure
@bigdata
@strataconf
@algorithmia
@infoworksio
@robin4k8s
@suzaxtell
@civisanalytics

Top Mentioned in G7:
@superguenter
@mesosphere
@joerg_schad
@strataconf
@alvarc11
@apachespark
@tensorflow
@apachemxnet
@pytorch

Top Mentioned in G8:
@stats_insights
@patricklucey
@minchenpty

Top Mentioned in G9:
@lyfteng
@apacheflink
@apachebeam
@thweise
@bigdata

Top Mentioned in G10:
@cloudstorageguy
@redhat
@redhatstorage

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@chidambara09
@vernapolitics
@yvesmulkers
@amydentata
@andrewmorrisuk
@tunguzreview
@technowornever
@machinelearn_d
@marypcbuk

Top Tweeters in G1:
@tunguzreview
@technowornever
@machinelearn_d
@paasdev
@tunguzreviews
@nvsdata
@tunguz
@becomingdatasci
@jadp
@neo4j

Top Tweeters in G2:
@amydentata
@juliebhunt
@charlieisaacs
@midsentrymodern
@salesforce
@lizthegrey
@kungernyc
@vijaybankar
@iethics
@cshl1

Top Tweeters in G3:
@marypcbuk
@round
@joseph_santoro
@cmcgovern
@kidonis
@frankpasquale
@cmadan
@meyerweb
@teh_aimee
@aminekorchimd

Top Tweeters in G4:
@nosqldigest
@chidambara09
@vernapolitics
@andrewmorrisuk
@santchiweb
@verizon
@eric_kavanagh
@newamerica
@mikeloukides
@peterwsinger

Top Tweeters in G5:
@iotguide
@alteryx
@johnsnowlabs
@bbarsf
@angbaldwin
@iianalytics
@memsql
@10foldcomms
@larry_murdock
@jithin_sanal

Top Tweeters in G6:
@mikestrattonnet
@francoleuzzi
@oreillymedia
@azure
@lee_stott
@edgar_villegas
@timheuer
@exchangegoddess
@andlazz
@pacoid

Top Tweeters in G7:
@cfus89
@frg_berlin_gdr
@gay_kayjay
@danielone
@rjsanjose
@mesosphere
@uddenfeldt
@superguenter
@stephensonaisha
@migueldoss

Top Tweeters in G8:
@counterattack9
@stats_insights
@oreyesj1
@freeportkid
@srudd_ok
@tsmitty97
@dr_helensun
@minchenpty
@onedrunkbear
@pierre_visser7

Top Tweeters in G9:
@jessetanderson
@shawnzhu
@laziob
@fhueske
@prashant1784
@atomobianco
@thweise
@apacheflink
@bilal_baltagi
@apachebeam

Top Tweeters in G10:
@danieloh30
@redhat
@redhatstorage
@jreyesmw
@jwsmithinfo
@redhatsupport
@openinsecureit
@sajithbt
@it_s_meeeeee
@cloudstorageguy


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