#SparkAISummit, Twitter, 4/24/2019 8:05:15 PM, 194791


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#SparkAISummit_2019-04-24_12-57-55.xlsx
#SparkAISummit_2019-04-24_12-57-55.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 24, 2019
Short Description:
#SparkAISummit via NodeXL http://bit.ly/2VmaFKi
@databricks
@ankitasthana86
@sparkaisummit
@matei_zaharia
@kiszk
@rapidsai
@azuredatabricks
@arvisam
@mikedoesbigdata
@rohankdata

Top hashtags:
#sparkaisummit
#apachespark
#machinelearning
#bigdata
#databricks
#ai

Description:
Description
The graph represents a network of 577 Twitter users whose recent tweets contained "#SparkAISummit", 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, 24 April 2019 at 19:58 UTC.

The tweets in the network were tweeted over the 9-day, 4-hour, 30-minute period from Monday, 15 April 2019 at 15:26 UTC to Wednesday, 24 April 2019 at 19:57 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 : 577
Unique Edges : 831
Edges With Duplicates : 408
Total Edges : 1239
Self-Loops : 283
Reciprocated Vertex Pair Ratio : 0.0372750642673522
Reciprocated Edge Ratio : 0.0718711276332094
Connected Components : 100
Single-Vertex Connected Components : 81
Maximum Vertices in a Connected Component : 450
Maximum Edges in a Connected Component : 1080
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.620122
Graph Density : 0.00242814846909301
Modularity : 0.512182
NodeXL Version : 1.0.1.411

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[12] https://databricks.com/sparkaisummit/north-america
[7] https://github.com/databricks/koalas
[7] https://delta.io/
[6] https://azure.microsoft.com/en-us/overview/ai-platform/
[6] https://info.unraveldata.com/lp-spark-summit-2019.html
[4] https://delta.io
[4] https://myeventi.events/sparkaisummit19/na/register/?_ga=2.121877963.1555785614.1555526353-1789224491.1553102072&_gac=1.245623088.1554757378.EAIaIQobChMIqKH8xrLB4QIVBx-tBh02aAdxEAAYASABEgI41_D_BwE
[4] https://myeventi.events/sparkaisummit19/na/register/?_ga=2.233482845.294704394.1553462482-617332115.1531851261
[3] https://databricks.com/sparkaisummit/north-america/schedule
[3] https://ibm.com/events/6Z4VAHES

Top URLs in Tweet in G1:
[9] https://databricks.com/sparkaisummit/north-america
[4] https://myeventi.events/sparkaisummit19/na/register/?_ga=2.233482845.294704394.1553462482-617332115.1531851261
[4] https://delta.io
[4] https://delta.io/
[3] https://techcrunch.com/2019/04/24/databricks-open-sources-delta-lake-to-make-data-lakes-more-reliable/
[3] https://www.govevents.com/Databricks-Mar25-SM/
[2] https://databricks.com/blog/2019/04/02/a-guide-to-keynotes-at-spark-ai-summit-2019.html
[2] https://github.com/databricks/koalas
[2] https://pages.databricks.com/201904-US-EV-SAIS-FinServ-Event_Reg.html?_ga=2.121780617.307729047.1555947828-645784452.1555947828
[2] https://go.qubole.com/2019-04-24-TS-SparkSummitSF_LP.html

Top URLs in Tweet in G2:
[1] https://github.com/dotnet/spark

Top URLs in Tweet in G3:
[2] https://twitter.com/IBMPowerSystems/status/1118533327848448001/photo/1
[2] https://azure.microsoft.com/en-us/overview/ai-platform/
[1] https://ibm.com/events/6Z4VAHES
[1] https://www.instagram.com/americanexpo/p/Bwd1UvnhRjr/?utm_source=ig_twitter_share&igshid=1l166d654uigq
[1] https://www.ibm.com/events/6Z4VAHES?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+Storage-_-WW_WW-_-Storage-SparkAISummit-03222019&cm_mmca1=000002PW&
[1] https://www.instagram.com/entropyexitme/p/BwkoIBEA4Jd/?utm_source=ig_twitter_share&igshid=1d2upy7vwbzpm
[1] https://hotelunionsquaresf.reztrip.com/classic/en/special_offer?rate_code=TWEET
[1] https://lnkd.in/gDFRm6y
[1] https://www.eventguide.com/sanfrancisco/d/510839.htm#.XL5YNlxOAtU.twitter
[1] https://twitter.com/LucreziaN_/status/1120724067382890497

Top URLs in Tweet in G4:
[3] https://databricks.com/blog/2019/04/18/a-guide-to-mlflow-talks-at-spark-ai-summit-2019.html
[2] https://github.com/databricks/koalas
[1] https://twitter.com/michaelarmbrust/status/1121096533477212160
[1] https://databricks.com/sparkaisummit/north-america/schedule
[1] https://databricks.com/sparkaisummit/north-america
[1] https://www.zdnet.com/google-amp/article/microsoft-to-join-mlflow-project-add-native-support-to-azure-machine-learning/
[1] https://twitter.com/ankitasthana86/status/1121096376161460224
[1] https://databricks.com/404.html
[1] https://delta.io/
[1] https://lnkd.in/eHWsTcz

Top URLs in Tweet in G5:
[2] https://www.zdnet.com/google-amp/article/microsoft-to-join-mlflow-project-add-native-support-to-azure-machine-learning/
[2] https://databricks.com/sparkaisummit/north-america/sessions-single-2019?id=201
[1] https://lnkd.in/dEaKsKc
[1] https://lnkd.in/edpaaXV
[1] https://www.nvidia.com/en-us/deep-learning-ai/solutions/data-science/?ncid=so-twi-n2-83663&linkId=100000005952742
[1] https://databricks.com/sparkaisummit/north-america/schedule?ncid=so-twi-n2-83657&linkId=100000005949559
[1] https://lnkd.in/g6UtCkt
[1] https://lnkd.in/eDE7Wx5
[1] https://databricks.com/sparkaisummit/north-america/schedule?ncid=so-twi-n2-83657&linkId=100000005955960
[1] https://nvidia.wd5.myworkdayjobs.com/NVIDIAExternalCareerSite/2/refreshFacet/318c8bb6f553100021d223d9780d30be?ncid=so-twi-n2-83545&linkId=100000005924066

Top URLs in Tweet in G6:
[4] https://azure.microsoft.com/en-us/overview/ai-platform/
[1] https://azure.microsoft.com/en-us/blog/spark-ai-summit-developing-for-the-intelligent-cloud-and-intelligent-edge/
[1] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/QONuGW
[1] https://lnkd.in/eWAjYrt
[1] https://databricks.com/sparkaisummit/north-america/sessions-single-2019?id=194
[1] https://lnkd.in/eE7rJKt
[1] https://lnkd.in/gZSCaGA
[1] https://lnkd.in/eDXcwWW

Top URLs in Tweet in G7:
[2] https://github.com/databricks/koalas
[1] https://databricks.com/sparkaisummit/north-america/sessions-single-2019?id=127
[1] https://www.swarmapp.com/c/eaTjkQ5cfYH
[1] https://databricks.com/sparkaisummit/north-america
[1] https://twitter.com/databricks/status/1121080126106689538
[1] https://pages.databricks.com/2019-SAIS-livestream.html

Top URLs in Tweet in G8:
[6] https://info.unraveldata.com/lp-spark-summit-2019.html
[3] https://databricks.com/sparkaisummit/north-america/sessions-single-2019?id=57
[2] https://www.linkedin.com/pulse/unified-analytics-exploding-spark-ai-summit-2019-chris-taylor/
[1] https://jobs.smartrecruiters.com/Ancestry/743999686696060-principal-big-data-engineer-kafka-kinesis-ancestry-san-francisco-or-lehi-ut-?trid=8f5019e6-30cb-4a75-8d54-a5160863fb46
[1] https://www.linkedin.com/feed/update/urn:li:activity:6526769353067687937

Top URLs in Tweet in G9:
[3] https://www.thecube.net/guest/590af52a18ba2c116ca002ce
[2] https://www.thecube.net/guest/590af52a18ba2c116ca002d0
[2] https://www.thecube.net/guest/590af52a18ba2c116ca002cd
[2] https://www.thecube.net/guest/JAa5KBojiiGDof3oa
[2] https://www.thecube.net/guest/590af52a18ba2c116ca002cf
[1] https://github.com/delta-io/delta
[1] https://databricks.com/sparkaisummit/north-america

Top URLs in Tweet in G10:
[2] https://livestream.com/accounts/8038169/events/8644916/player

Top Domains
Top Domains in Tweet in Entire Graph:
[50] databricks.com
[26] lnkd.in
[21] twitter.com
[11] github.com
[11] delta.io
[11] thecube.net
[9] myeventi.events
[8] microsoft.com
[6] unraveldata.com
[5] ibm.com

Top Domains in Tweet in G1:
[25] databricks.com
[8] delta.io
[5] myeventi.events
[5] twitter.com
[4] lnkd.in
[3] techcrunch.com
[3] govevents.com
[2] livestream.com
[2] github.com
[2] qubole.com

Top Domains in Tweet in G2:
[1] github.com

Top Domains in Tweet in G3:
[9] lnkd.in
[7] twitter.com
[3] microsoft.com
[2] ibm.com
[2] instagram.com
[2] po.st
[1] reztrip.com
[1] eventguide.com
[1] kount.com
[1] splashthat.com

Top Domains in Tweet in G4:
[6] databricks.com
[2] twitter.com
[2] github.com
[2] lnkd.in
[1] zdnet.com
[1] delta.io

Top Domains in Tweet in G5:
[4] lnkd.in
[4] databricks.com
[3] myworkdayjobs.com
[2] zdnet.com
[1] nvidia.com

Top Domains in Tweet in G6:
[5] microsoft.com
[4] lnkd.in
[1] po.st
[1] databricks.com

Top Domains in Tweet in G7:
[3] databricks.com
[2] github.com
[1] swarmapp.com
[1] twitter.com

Top Domains in Tweet in G8:
[6] unraveldata.com
[3] databricks.com
[3] linkedin.com
[1] smartrecruiters.com

Top Domains in Tweet in G9:
[11] thecube.net
[1] github.com
[1] databricks.com

Top Domains in Tweet in G10:
[2] livestream.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[820] sparkaisummit
[84] apachespark
[57] machinelearning
[43] bigdata
[37] databricks
[36] ai
[35] unifiedanalytics
[33] spark
[25] mlflow
[25] dotnet



Top Hashtags in Tweet in G1:
[241] sparkaisummit
[24] apachespark
[22] unifiedanalytics
[19] machinelearning
[10] koalas
[10] datascience
[10] bigdata
[10] ai
[9] aiforgood
[8] databricks

Top Hashtags in Tweet in G2:
[88] sparkaisummit
[2] apachespark
[1] dotnetforspark
[1] koalas
[1] pandas

Top Hashtags in Tweet in G3:
[112] sparkaisummit
[10] databricks
[5] sanfrancisco
[5] ai
[4] machinelearning
[4] dataskills
[3] spark
[3] bigdata
[3] datascience
[2] powersystems

Top Hashtags in Tweet in G4:
[82] sparkaisummit
[20] apachespark
[16] dotnet
[12] mlflow
[3] salesforce
[3] einstein
[2] dotnetforspark
[2] koalas
[2] pandas
[2] databricks

Top Hashtags in Tweet in G5:
[30] sparkaisummit
[20] machinelearning
[12] cloud
[12] spark
[9] bigdata
[9] recruiting
[8] databricks
[7] datascience
[2] microsoft
[2] mlflow

Top Hashtags in Tweet in G6:
[43] sparkaisummit
[9] azure
[8] opensource
[8] azuremachinelearning
[4] cloud
[3] msftadvocate
[2] spark
[2] dotnet
[2] apachespark
[1] sqlserver

Top Hashtags in Tweet in G7:
[45] sparkaisummit
[4] dotnet
[4] apachespark
[4] databricks
[3] microsoft
[3] bigdata
[2] accessibility
[2] ai
[2] azure
[2] unifiedanalytics

Top Hashtags in Tweet in G8:
[33] sparkaisummit
[16] bigdata
[9] apachespark
[8] k3
[8] ai
[8] aiops
[7] spark
[7] hadoop
[6] devops
[5] machinelearning

Top Hashtags in Tweet in G9:
[24] sparkaisummit
[8] apachespark
[5] unifiedanalytics
[5] thecube
[3] delta
[2] mlflow
[1] azuredatabricks
[1] azuremachinelearning
[1] databricks

Top Hashtags in Tweet in G10:
[16] sparkaisummit
[1] databricks
[1] ai
[1] spark
[1] dotnet
[1] apachespark
[1] salesforce
[1] einstein

Top Words
Top Words in Tweet in Entire Graph:
[750] Words in Sentiment List#1: Positive
[140] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[17469] Non-categorized Words
[18359] Total Words
[820] #sparkaisummit
[221] spark
[216] announce
[210] open
[204] databricks

Top Words in Tweet in G1:
[241] #sparkaisummit
[83] databricks
[65] sparkaisummit
[49] delta
[44] lake
[43] spark
[41] data
[36] open
[34] ai
[34] source

Top Words in Tweet in G2:
[174] announce
[88] #sparkaisummit
[88] open
[87] excited
[87] net
[87] apache
[87] spark
[87] today
[87] makes
[87] source

Top Words in Tweet in G3:
[112] #sparkaisummit
[19] spark
[15] delta
[13] databricks
[12] data
[10] #databricks
[8] join
[8] lake
[7] ai
[7] s

Top Words in Tweet in G4:
[82] #sparkaisummit
[46] matei_zaharia
[40] open
[39] source
[36] announcement
[33] mlflow
[30] adding
[29] more
[24] today
[24] koalas

Top Words in Tweet in G5:
[30] #sparkaisummit
[27] talend
[26] rapidsai
[20] #machinelearning
[19] platform
[18] team
[17] join
[16] learn
[15] visit
[15] sessions

Top Words in Tweet in G6:
[43] #sparkaisummit
[29] azure
[27] 4
[27] 24
[19] keynote
[18] more
[18] miss
[17] intelligent
[14] rohankdata
[11] data

Top Words in Tweet in G7:
[45] #sparkaisummit
[40] databricks
[25] open
[25] source
[22] delta
[22] lake
[22] new
[19] techcrunch
[19] project
[19] d

Top Words in Tweet in G8:
[33] #sparkaisummit
[22] san
[22] francisco
[21] unravel
[20] unraveldata
[19] data
[16] performance
[16] #bigdata
[12] april
[11] vp

Top Words in Tweet in G9:
[24] #sparkaisummit
[19] databricks
[17] thecube
[16] spark
[13] ai
[12] summit
[11] ready
[11] 2019
[11] look
[11] back

Top Words in Tweet in G10:
[20] week
[16] #sparkaisummit
[11] out
[11] last
[10] having
[10] great
[10] team
[10] night
[10] excited
[10] recognized

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[201] open,source
[134] apache,spark
[106] excited,announce
[102] today,#sparkaisummit
[95] net,apache
[94] announce,announce
[94] announce,net
[94] spark,today
[94] #sparkaisummit,makes
[94] makes,open

Top Word Pairs in Tweet in G1:
[36] delta,lake
[34] open,source
[21] apache,spark
[17] new,open
[14] #sparkaisummit,databricks
[13] lake,#sparkaisummit
[12] source,project
[11] spark,#sparkaisummit
[11] proud,announce
[11] sponsor,#sparkaisummit

Top Word Pairs in Tweet in G2:
[87] excited,announce
[87] announce,announce
[87] announce,net
[87] net,apache
[87] apache,spark
[87] spark,today
[87] today,#sparkaisummit
[87] #sparkaisummit,makes
[87] makes,open
[87] open,source

Top Word Pairs in Tweet in G3:
[7] databricks,delta
[5] spark,ai
[5] ai,summit
[5] delta,lake
[4] summit,2019
[4] san,francisco
[4] delta,#sparkaisummit
[3] join,#sparkaisummit
[3] #sparkaisummit,tomorrow
[3] https,t

Top Word Pairs in Tweet in G4:
[39] open,source
[36] source,announcement
[36] announcement,#sparkaisummit
[23] today,koalas
[22] first,open
[22] #sparkaisummit,today
[22] koalas,more
[22] more,complete
[22] complete,pandas
[22] pandas,api

Top Word Pairs in Tweet in G5:
[15] sessions,rapidsai
[15] rapidsai,platform
[12] talend,wins
[12] wins,tiger
[12] tiger,team
[12] team,award
[12] #cloud,#spark
[12] #spark,#machinelearning
[12] #machinelearning,visit
[12] visit,talend

Top Word Pairs in Tweet in G6:
[27] 4,24
[19] #sparkaisummit,4
[10] rohankdata,delivering
[10] delivering,keynote
[10] 24,9am
[10] 9am,miss
[10] miss,discuss
[10] discuss,developing
[9] keynote,sesion
[9] sesion,#sparkaisummit

Top Word Pairs in Tweet in G7:
[25] open,source
[22] delta,lake
[19] #sparkaisummit,techcrunch
[19] new,open
[18] databricks,hot
[18] hot,presses
[18] presses,#sparkaisummit
[18] techcrunch,databricks
[18] databricks,announces
[18] announces,delta

Top Word Pairs in Tweet in G8:
[22] #sparkaisummit,san
[22] san,francisco
[11] vp,data
[11] data,insights
[11] insights,eric
[11] eric,chu
[8] unravel,booth
[8] booth,#k3
[8] april,24
[8] #aiops,#bigdata

Top Word Pairs in Tweet in G9:
[12] spark,ai
[12] ai,summit
[11] ready,databricks
[11] databricks,spark
[11] summit,2019
[11] 2019,look
[11] look,back
[7] excited,announce
[7] open,source
[6] thecube,ready

Top Word Pairs in Tweet in G10:
[10] having,great
[10] great,week
[10] week,team
[10] team,out
[10] out,#sparkaisummit
[10] #sparkaisummit,week
[10] week,last
[10] last,night
[10] night,excited
[10] excited,recognized

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@databricks
@ankitasthana86
@sparkaisummit
@matei_zaharia
@rxin
@techcrunch
@rapidsai
@rohankdata
@mlflow
@mikedoesbigdata

Top Mentioned in G1:
@databricks
@sparkaisummit
@rxin
@matei_zaharia
@microsoft
@erinkolsen
@techcrunch
@apachespark
@michaelarmbrust
@justindoesdata

Top Mentioned in G2:
@ankitasthana86
@dotnet
@dennylee

Top Mentioned in G4:
@matei_zaharia
@mlflow
@mikedoesbigdata
@databricks
@sparkaisummit
@tovbinm
@dhenschen
@azure
@justindoesdata
@rxin

Top Mentioned in G5:
@rapidsai
@talend
@nvidiaai
@isanuage
@sparkaisummit
@nvidiaaidev
@databricks
@heleneandre_
@zdnet
@theahmedsherif

Top Mentioned in G6:
@rohankdata
@azure
@kromerbigdata
@msadvanalytics
@sparkaisummit
@informatica
@databricks
@ankitasthana86
@vfperez
@mikedoesbigdata

Top Mentioned in G7:
@databricks
@techcrunch
@d
@arvisam
@matei_zaharia
@michaelarmbrust
@mikedoesbigdata
@chrisjonesdb
@alexmilowski
@ankitasthana86

Top Mentioned in G8:
@unraveldata
@databricks
@minio
@richiebachala
@geekhunter
@tableau
@datameer
@findchristaylor
@ajenstat
@saurabhska

Top Mentioned in G9:
@databricks
@michaelarmbrust
@thecube
@matei_zaharia
@ankitasthana86
@sparkaisummit
@rxin
@mi
@rohankdata
@pwendell

Top Mentioned in G10:
@bluegraniteinc
@datamic
@databricks
@mikedoesbigdata
@sparkaisummit
@tovbinm

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@gamergeeknews
@chidambara09
@calcaware
@time
@yvesmulkers
@andrewmorrisuk
@machinelearn_d
@santchiweb
@zdnet

Top Tweeters in G1:
@starbucks
@okdtsk
@thechrischua
@capgemini
@machine_ml
@mixen
@thecuriousluke
@dynamicwebpaige
@goveventsgroup
@adviseq

Top Tweeters in G2:
@shanselman
@jc_quijano
@jongalloway
@padierfind
@jatinam
@terrajobst
@venite
@vmuralikraju
@jasonhorner
@sibbl

Top Tweeters in G3:
@cabanes
@rainofterra
@__sagari__
@iotguide
@neuralmarket
@zipporalea
@lewisguess3
@bbarsf
@pheminysics
@mikemccrady2

Top Tweeters in G4:
@uoldfield
@e_lighthouse
@ueshin
@justinesherry
@howardvrooijen
@rquintino
@hpgrahsl
@imrahulrai
@dhenschen
@wstrasser

Top Tweeters in G5:
@yvesmulkers
@machinelearn_d
@zdnet
@pardoe_ai
@termoshtt
@drkornflake
@originalfunko
@nexykat
@talend
@w111p_x

Top Tweeters in G6:
@hasssaaannn
@francoleuzzi
@balanionut
@shanebrighton
@azure
@0112rem
@informatica
@aydinmsft
@jakrigg
@vfperez

Top Tweeters in G7:
@techcrunch
@sqlchicken
@amoration
@jesshaberman
@sqlballs
@bsubra
@yougoshelcoco
@mosconecenter
@dirkvandenpoel
@alexmilowski

Top Tweeters in G8:
@nosqldigest
@gamergeeknews
@chidambara09
@calcaware
@andrewmorrisuk
@manifattura40
@belvid
@theebizwizard
@tableau
@findchristaylor

Top Tweeters in G9:
@mat
@thecube
@123nsab
@newwave_tech
@maxgekk
@pwendell
@mi
@kwunlyou
@michaelarmbrust
@maniparkhe

Top Tweeters in G10:
@karlakay22
@joshuafennessy
@sqlchick
@dataveld
@bluegraniteinc
@i_m_ssingh
@ahodroj
@datamic
@geoffzunker
@angela_deyoung


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