#reInvent, Twitter, 12/3/2019 8:45:39 PM, 217974


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#reInvent_2019-12-03_10-24-18.xlsx
#reInvent_2019-12-03_10-24-18.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 03, 2019
Short Description:
#reInvent via NodeXL http://bit.ly/37WUW7T
@awsreinvent
@awscloud
@awscloud_jp
@ajassy
@quinnypig
@evankirstel
@jmkuhn99
@rwang0
@wynandbooysen
@toricls

Top hashtags:
#reinvent
#aws
#reinvent2019
#cloud
#serverless
#awsreinvent
#quantumcomputing
#ai
#machinelearning

Description:
Description
The graph represents a network of 7,104 Twitter users whose recent tweets contained "#reInvent", 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 Tuesday, 03 December 2019 at 18:54 UTC.

The tweets in the network were tweeted over the 2-day, 0-hour, 24-minute period from Sunday, 01 December 2019 at 18:00 UTC to Tuesday, 03 December 2019 at 18:24 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 : 7104
Unique Edges : 13465
Edges With Duplicates : 13813
Total Edges : 27278
Self-Loops : 5474
Reciprocated Vertex Pair Ratio : 0.0327452461042081
Reciprocated Edge Ratio : 0.0634139856421165
Connected Components : 841
Single-Vertex Connected Components : 665
Maximum Vertices in a Connected Component : 5954
Maximum Edges in a Connected Component : 25755
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.547694
Graph Density : 0.000298138839952158
Modularity : 0.392164
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 7,104 Twitter users whose recent tweets contained "#reInvent", 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 Tuesday, 03 December 2019 at 18:54 UTC.

The tweets in the network were tweeted over the 2-day, 0-hour, 24-minute period from Sunday, 01 December 2019 at 18:00 UTC to Tuesday, 03 December 2019 at 18:24 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 : TwitterSearch
Graph Term : #reInvent
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
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[71] https://live.awsevents.com/reinvent/
[68] https://dev.classmethod.jp/
[64] https://amazon.com/
[42] https://aws.amazon.com/jp/blogs/news/reinvent-2019-midnight-madness-aws-deepcomposer/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=reinvent-2019-midnight-madness-aws-deepcomposer_TWITTER&linkId=78060872
[41] https://dev.classmethod.jp/cloud/aws/reinvent2019-deepcomposer-report/
[34] https://dev.classmethod.jp/cloud/aws/ec2-image-builder/
[30] https://dev.classmethod.jp/cloud/aws/amazon-braket-quantum-computing/
[23] https://aws.amazon.com/jp/blogs/news/aws-cloud-development-kit-cdk-java-and-net-are-now-generally-available/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=aws-cloud-development-kit-cdk-java-and-net-are-now-generally-available_TWITTER&linkId=78094130
[22] https://www.cnbc.com/2019/12/02/amazon-web-services-unveils-transcribe-medical-software.html
[22] https://aws.amazon.com/jp/blogs/news/aws-load-balancer-update-lots-of-new-features-for-you/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=aws-load-balancer-update-lots-of-new-features-for-you_TWITTER&linkId=78094398

Top URLs in Tweet in G1:
[30] https://live.awsevents.com/reinvent/
[15] https://www.eweek.com/cloud/recognizing-the-right-stuff-in-cloud-security
[13] https://www.geekwire.com/2019/whats-stake-amazons-36b-cloud-business-big-aws-reinvent-conference-week/
[11] https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-operators-for-kubernetes/?sc_channel=sm&sc_campaign=launch_reInvent&sc_publisher=TWITTER&sc_country=re:Invent&sc_outcome=awareness&trk=AWS_reInvent_2019_launch__TWITTER&sc_content=AWS_reInvent_2019_launch_&linkId=78055236
[11] https://www.forbes.com/sites/forbestechcouncil/2019/11/15/the-next-evolutionary-step-for-cloud-computing/
[11] https://www.modernhealthcare.com/patients/amazon-taps-first-pharmacy-alexa-rx-management
[10] https://www.wired.com/story/amazon-joins-quantum-computing-race/amp
[10] https://www.fastcompany.com/90437625/amazons-kooky-new-keyboard-lets-humans-and-ai-write-music-together
[10] https://www.crn.com/slide-shows/cloud/andy-jassy-s-12-boldest-remarks-on-the-future-of-cloud-computing
[10] https://faasandfurious.com/

Top URLs in Tweet in G2:
[14] https://live.awsevents.com/reinvent/
[14] https://siliconangle.com/2019/12/02/exclusive-amazons-cloud-chief-enterprises-must-use-cloud-transform/
[13] https://www.cnbc.com/2019/12/02/amazon-web-services-unveils-transcribe-medical-software.html
[12] https://aws.amazon.com/braket/
[10] https://siliconangle.com/2019/12/01/commentary-andy-jassy-aims-reinvent-amazon-web-services-clouds-next-generation/
[10] https://www.businesswire.com/news/home/20191202005194/en/Formula-1-Works-AWS-Develop-Generation-Race
[8] https://video.cube365.net/c/923043
[8] https://twitter.com/nathangloverAUS/status/1201412206581018624
[7] https://siliconangle.com/2019/12/03/exclusive-new-tech-andy-jassy-aims-take-amazons-cloud-everywhere/
[7] https://video.cube365.net/c/923029

Top URLs in Tweet in G3:
[57] https://amazon.com/
[12] https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-operators-for-kubernetes/?sc_channel=sm&sc_campaign=launch_reInvent&sc_publisher=TWITTER&sc_country=Global&sc_outcome=awareness&trk=AWS_reInvent_2019_launch__TWITTER&sc_content=AWS_reInvent_2019_launch_&linkId=78055234
[10] https://aws.amazon.com/blogs/aws/amazon-sagemaker-studio-the-first-fully-integrated-development-environment-for-machine-learning/?sc_channel=sm&sc_campaign=launch_reInvent&sc_publisher=TWITTER&sc_country=Global&sc_outcome=awareness&trk=AWS_reInvent_2019_launch__TWITTER&sc_content=AWS_reInvent_2019_launch_&linkId=78158220
[9] https://www.unisys.com/offerings/cloud-and-infrastructure-services/event/aws-re-invent-2019-id-4309
[7] https://reinvent.awsevents.com/?sc_channel=sm&sc_campaign=AWS_reInvent&sc_publisher=TWITTER&sc_country=Global&sc_outcome=awareness&trk=AWS_reInvent_2019_TWITTER&linkId=78022949
[7] https://twitter.com/awsreinvent/status/1201412563008966656
[6] https://aws.amazon.com/blogs/aws/amazon-redshift-update-next-generation-compute-instances-and-managed-analytics-optimized-storage/?sc_channel=sm&sc_campaign=launch_reInvent&sc_publisher=TWITTER&sc_country=Global&sc_outcome=awareness&trk=AWS_reInvent_2019_launch__TWITTER&sc_content=AWS_reInvent_2019_launch_&linkId=78154959
[6] https://www.linkedin.com/feed/update/urn:li:activity:6588361260113375233
[4] https://live.awsevents.com/reinvent/
[3] https://aws.amazon.com/blogs/aws/amazon-sagemaker-experiments-organize-track-and-compare-your-machine-learning-trainings/?sc_channel=sm&sc_campaign=launch_reInvent&sc_publisher=TWITTER&sc_country=Global&sc_outcome=awareness&trk=AWS_reInvent_2019_launch__TWITTER&sc_content=AWS_reInvent_2019_launch_&linkId=78157823

Top URLs in Tweet in G4:
[41] https://aws.amazon.com/jp/blogs/news/reinvent-2019-midnight-madness-aws-deepcomposer/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=reinvent-2019-midnight-madness-aws-deepcomposer_TWITTER&linkId=78060872
[21] https://aws.amazon.com/jp/blogs/news/reinvnet-2019-12-1-summary/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=reinvnet-2019-12-2-summary_TWITTER&linkId=78061198
[21] https://aws.amazon.com/jp/blogs/news/aws-cloud-development-kit-cdk-java-and-net-are-now-generally-available/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=aws-cloud-development-kit-cdk-java-and-net-are-now-generally-available_TWITTER&linkId=78094130
[21] https://aws.amazon.com/jp/blogs/news/aws-load-balancer-update-lots-of-new-features-for-you/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=aws-load-balancer-update-lots-of-new-features-for-you_TWITTER&linkId=78094398
[20] https://dev.classmethod.jp/cloud/aws/reinvent2019-deepcomposer-report/
[17] https://aws.amazon.com/jp/blogs/news/visualize-and-monitor-highly-distributed-applications-with-amazon-cloudwatch-servicelens/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=visualize-and-monitor-highly-distributed-applications-with-amazon-cloudwatch-servicelens_TWITTER&sc_category=Amazon+CloudWatch&linkId=78094601
[16] https://dev.classmethod.jp/cloud/aws/ec2-image-builder/
[13] https://dev.classmethod.jp/
[12] https://aws.amazon.com/jp/blogs/news/announcing-aws-managed-rules-for-aws-waf/?sc_channel=sm&sc_campaign=AWS_Blog,AWS_reInvent,launch_&sc_publisher=TWITTER&sc_country=Japan&sc_geo=JAPAN&sc_outcome=awareness&trk=announcing-aws-managed-rules-for-aws-waf_TWITTER&sc_category=AWS+WAF&linkId=78094889
[12] https://twitter.com/awscloud/status/1201900908562567173

Top URLs in Tweet in G5:
[42] https://dev.classmethod.jp/
[16] https://dev.classmethod.jp/cloud/aws/ec2-image-builder/
[15] https://dev.classmethod.jp/cloud/aws/amazon-braket-quantum-computing/
[14] https://dev.classmethod.jp/cloud/aws/reinvent2019-deepcomposer-report/
[8] https://dev.classmethod.jp/cloud/aws/reinvent2019-newsflash-aws-identity-and-access-management-access-analyzer/
[6] https://reinvent.awsevents.com/
[4] http://Developers.IO
[3] https://twitter.com/AWSreInvent/status/1201412563008966656
[3] https://siliconangle.com/2019/12/02/exclusive-amazons-cloud-chief-enterprises-must-use-cloud-transform/
[3] https://dev.classmethod.jp/cloud/aws/s3-access-analyzer/

Top URLs in Tweet in G6:
[10] https://cloud.vmware.com/community/2018/11/28/vmware-cloud-aws-outposts-cloud-managed-sddc-data-center/
[9] https://www.dellemc.com/en-us/data-protection/aws.htm#scroll=off
[8] https://vox.veritas.com/t5/Netting-Out-NetBackup/Master-long-term-data-retention-with-AWS-Veritas/ba-p/873850
[7] https://www.redhat.com/en/resources/scholastic-case-study?sc_cid=701f2000000tyBjAAI
[6] https://opinionatedsecurity.blogspot.com/2019/12/mentoring-cyber-leaders-to-say-no-and.html?p=t
[6] https://www.mongodb.com/blog/post/mongodb-at-aws-reinvent-2019
[5] https://reinvent.awsevents.com/
[5] https://blog.dellemc.com/en-us/5-pitfalls-avoid-during-cloud-migration/?dgc=SM&cid=170852&lid=spr2888512873&linkId=78112806
[4] https://www.pscp.tv/w/cLW0JjFwelFNQk5tTW9QS2R8MXZBR1JxRUR6RHlLbLCnf3UzoyrOX8o04tOZZybkdlKKXTUIYB4W-kCXZWwr
[4] https://vox.veritas.com/t5/Software-Defined-Storage/High-availability-disaster-recovery-with-Veritas-InfoScale/ba-p/873863

Top URLs in Tweet in G7:
[5] https://ifx.packet.com/
[5] https://dev.classmethod.jp/
[4] http://www.slackhatesthe.cloud/
[3] https://twitter.com/quinnypig/status/1201250487917432832
[3] https://twitter.com/jeffbarr/status/1201900642031194113
[2] https://twitter.com/awsreinvent/status/1201261942976983041
[2] https://www.businessinsider.com/amazon-andy-jassy-learning-from-failed-amazons-projects-2016-10
[2] https://twitter.com/AWSreInvent/status/1201261942976983041
[2] https://twitter.com/somecloudguy/status/1201164457835220993
[2] https://twitter.com/alexbdebrie/status/1201624327885471745

Top URLs in Tweet in G8:
[9] https://www.urban.org/
[8] https://www.vibrant.org/
[5] https://www.skytruth.org/
[5] https://bestfriends.org/
[3] https://www.trendmicro.com/en_us/about/events/aws-reinvent.html?utm_campaign=GBEV2019_Hybrid-Cloud_AWS_re_Invent&utm_medium=Social&utm_content=reInvent
[3] https://www.business.com/
[2] https://live.awsevents.com/reinvent/
[2] https://www.accenture.com/us-en/blogs/cloud-computing/isi-idemudia-aws-cloud-career
[1] https://twitter.com/awscloud/status/1201551734331588614
[1] https://twitter.com/awsnonprofits/status/1201716620755779589

Top URLs in Tweet in G9:
[6] https://www.channele2e.com/news/aws-reinvent-2019-live-blog/
[6] https://twitter.com/awscloud/status/1201162544276295687
[5] https://www.stackrox.com/aws-reinvent-2019/?utm_source=Twitter&utm_medium=social
[5] https://newrelic.com/press-release/20191202
[4] https://live.awsevents.com/reinvent/
[4] https://newrelic.com/events/aws-reinvent/lightning-talks
[4] https://www.1901group.com/project/pr-1901-group-panel-discussions-at-aws-reinvent-2019-in-las-vegas/
[2] https://www.brighttalk.com/webcast/17312/375509
[2] https://www.channele2e.com/investors/mergers-acquisitions/teksystems-buys-aws-cloud-partner-1strategy/
[2] https://www.runecast.com/blog/announcements/runecast-4-0-provides-new-aws-insights-capabilities

Top URLs in Tweet in G10:
[12] https://www.purestorage.com/company/newsroom/press-releases/nu-skin-chooses-pure-storage.html?utm_campaign=uc&utm_source=TWITTER&utm_medium=social&utm_region=global&utm_content=default&utm_creative=default&utm_term=default&utm_keyword=na&linkId=78100548
[7] https://www.cisco.com/c/en/us/training-events/events/aws-reinvent.html?CAMPAIGN=Cloud&Country_Site=us&POSITION=Social%2BMedia&REFERRING_SITE=Twitter&CREATIVE=CiscoCloud
[1] https://aws.amazon.com/blogs/awsmarketplace/december-3-aws-marketplace-sessions-today-at-reinvent/?sc_channel=sm&sc_campaign=AWS_reInvent&sc_publisher=TWITTER&sc_country=Marketplace&sc_outcome=awareness&trk=AWS_reInvent_2019_TWITTER&sc_content=MPBlog_RIV_Dec3&linkId=78157020
[1] https://aws.amazon.com/blogs/awsmarketplace/your-guide-to-aws-marketplace-sessions-at-aws-reinvent-2019/?sc_channel=sm&sc_campaign=AWS_reInvent,AWS_Marketplace&sc_publisher=TWITTER&sc_country=Marketplace&sc_geo=GLOBAL&sc_outcome=awareness&trk=BlogRIV20193_TWITTER&sc_content=BlogRIV20193&sc_category=AWS+Marketplace&linkId=76534126
[1] https://aws.amazon.com/blogs/awsmarketplace/december-2-aws-marketplace-sessions-today-at-reinvent/?sc_channel=sm&sc_campaign=AWS_reInvent,AWS_Marketplace&sc_publisher=TWITTER&sc_country=Marketplace&sc_outcome=awareness&trk=MPBlogRIV_Dec2_TWITTER&sc_content=MPBlogRIV_Dec2&sc_category=AWS+Marketplace&linkId=78153009
[1] https://www.extrahop.com/lp/whats-in-the-box/?uniqueid=YZ1614758903&utm_source=twitter&utm_medium=owned-social&utm_campaign=2019-lp-whats-in-the-box&utm_content=webpage&utm_term=no-term&utm_region=global&utm_product=security&utm_funnelstage=top&utm_version=no-version
[1] https://events.splunk.com/awsreInvent_TopGolf_2019?utm_medium=email&utm_source=splunk&utm_campaign=AMER_topgolf_Cloud_AWSreInvent_LasVegasDec19&utm_content=Twitter&linkId=77690598
[1] https://www.youtube.com/watch?v=v9a7wCUtpco&list=PL5d3ZupjTzE2hTNP6kIz99qqmegkWI9U2&index=2&utm_campaign=uc&utm_source=TWITTER&utm_medium=social&utm_region=global&utm_content=default&utm_creative=default&utm_term=default&utm_keyword=na&linkId=77696409

[1] https://blog.purestorage.com/how-to-accelerate-your-hybrid-and-multi-cloud-strategy/?utm_campaign=uc&utm_source=TWITTER&utm_medium=social&utm_region=global&utm_content=default&utm_creative=default&utm_term=default&utm_keyword=na&linkId=77552808
[1] https://www.purestorage.com/company/events/reinvent-2019.html?utm_campaign=uc&utm_source=TWITTER&utm_medium=social&utm_region=global&utm_content=default&utm_creative=default&utm_term=default&utm_keyword=na&linkId=77696340

Top Domains
Top Domains in Tweet in Entire Graph:
[887] amazon.com
[651] twitter.com
[331] classmethod.jp
[266] awsevents.com
[91] linkedin.com
[68] siliconangle.com
[58] cube365.net
[57] instagram.com
[53] slalom.com
[47] okt.to

Top Domains in Tweet in G1:
[163] amazon.com
[104] twitter.com
[80] awsevents.com
[17] wsj.com
[15] eweek.com
[15] linkedin.com
[14] geekwire.com
[14] instagram.com
[13] crn.com
[11] forbes.com

Top Domains in Tweet in G2:
[262] twitter.com
[136] amazon.com
[55] cube365.net
[52] siliconangle.com
[30] awsevents.com
[14] cnbc.com
[13] linkedin.com
[10] constellationr.com
[10] zdnet.com
[10] pscp.tv

Top Domains in Tweet in G3:
[146] amazon.com
[54] awsevents.com
[50] twitter.com
[17] okt.to
[12] linkedin.com
[9] unisys.com
[8] crn.com
[6] dxc.technology
[6] veritas.com
[5] netapp.com

Top Domains in Tweet in G4:
[294] amazon.com
[156] classmethod.jp
[38] twitter.com
[17] awscloud.com
[16] togetter.com
[11] awsevents.com
[11] ne.jp
[5] youtube.com
[5] instagram.com
[4] kudo.live

Top Domains in Tweet in G5:
[131] classmethod.jp
[42] twitter.com
[25] linkedin.com
[22] instagram.com
[16] okt.to
[14] ne.jp
[12] awsevents.com
[11] dy.si
[11] amazon.com
[8] ow.ly

Top Domains in Tweet in G6:
[46] slalom.com
[32] radian6.com
[28] awsevents.com
[22] twitter.com
[20] dellemc.com
[17] vmware.com
[17] redhat.com
[15] amazon.com
[13] veritas.com
[6] blogspot.com

Top Domains in Tweet in G7:
[34] twitter.com
[25] amazon.com
[8] classmethod.jp
[7] pscp.tv
[5] packet.com
[4] slackhatesthe.cloud
[4] linkedin.com
[3] awsevents.com
[2] businessinsider.com
[2] jeffersonfrank.com

Top Domains in Tweet in G8:
[18] twitter.com
[9] urban.org
[9] accenture.com
[8] vibrant.org
[8] amazon.com
[7] awsevents.com
[6] slalom.com
[5] skytruth.org
[5] bestfriends.org
[5] trendmicro.com

Top Domains in Tweet in G9:
[13] newrelic.com
[9] twitter.com
[8] channele2e.com
[7] awsevents.com
[6] stackrox.com
[5] vividcortex.com
[4] 1901group.com
[3] amazon.com
[3] forrester.com
[3] threatstack.com

Top Domains in Tweet in G10:
[34] purestorage.com
[10] cisco.com
[8] splunk.com
[4] amazon.com
[2] twitter.com
[2] signalfx.com
[1] extrahop.com
[1] youtube.com
[1] awsevents.com
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[14369] reinvent
[2045] aws
[909] reinvent2019
[655] cloud
[316] serverless
[313] awsreinvent
[270] quantumcomputing
[259] ai
[221] machinelearning
[188] awsreinvent2019



Top Hashtags in Tweet in G1:
[2710] reinvent
[518] aws
[233] serverless
[194] reinvent2019
[120] cloud
[73] onthisday
[73] voice
[73] voicefirst
[72] awscommunity
[71] machinelearning

Top Hashtags in Tweet in G2:
[3349] reinvent
[514] aws
[293] cloud
[168] reinvent2019
[156] quantumcomputing
[122] ai
[110] ml
[107] awsreinvent
[95] awscloud
[79] machinelearning

Top Hashtags in Tweet in G3:
[1096] reinvent
[142] aws
[78] druvareinvent
[70] reinvent2019
[55] cloud
[28] rt
[26] quantumcomputing
[24] machinelearning
[19] ai
[18] awsreinvent2019

Top Hashtags in Tweet in G4:
[2206] reinvent
[184] reinvent2019
[78] awsblog
[71] aws
[52] developersio
[42] 機械学習
[26] jtbジャパンデスク
[20] trainocate_teams
[18] quantum
[16] whatsnew

Top Hashtags in Tweet in G5:
[913] reinvent
[143] aws
[71] reinvent2019
[27] cloud
[26] awsreinvent
[19] awsreinvent2019
[18] lasvegas
[11] amazon
[11] data
[10] techtuesday

Top Hashtags in Tweet in G6:
[928] reinvent
[87] aws
[44] cloud
[43] dataprotection
[33] kubernetes
[31] veritas
[30] redhat
[28] vmwonaws
[26] buildyourfuture
[24] iwork4dell

Top Hashtags in Tweet in G7:
[621] reinvent
[71] aws
[25] awsreinvent
[20] reinvent2019
[15] mondaynightlive
[14] machinelearning
[13] wepowertech
[9] quantumcomputing
[9] awsreinvent2019
[7] diversityintech

Top Hashtags in Tweet in G8:
[350] reinvent
[60] aws
[36] womenintech
[34] reinvent2019
[27] wepowertech
[19] unbelievabletogether
[15] cloud
[14] awsreinvent
[11] awspublicsector
[11] inclusivedesign

Top Hashtags in Tweet in G9:
[278] reinvent
[41] aws
[19] reinvent2019
[12] kubernetes
[11] lambda
[10] k8s
[10] cloud
[9] devops
[9] ai
[8] apm

Top Hashtags in Tweet in G10:
[118] reinvent
[26] aws
[14] cloud
[11] moderndataexperience
[8] kubernetes
[7] hybridcloud
[6] riseabovethenoise
[6] container
[5] cloudblockstore
[4] lasvegas

Top Words
Top Words in Tweet in Entire Graph:
[11992] Words in Sentiment List#1: Positive
[5851] Words in Sentiment List#2: Negative
[29] Words in Sentiment List#3: Angry/Violent
[364832] Non-categorized Words
[382675] Total Words
[18315] #reinvent
[5187] aws
[2861] amazon
[2675] #aws
[1940] awscloud

Top Words in Tweet in G1:
[3844] #reinvent
[952] aws
[673] #aws
[597] amazon
[493] s
[440] awsreinvent
[319] #serverless
[305] new
[299] now
[297] 2019

Top Words in Tweet in G2:
[4177] #reinvent
[830] aws
[735] #aws
[698] awscloud
[560] amazon
[476] s
[466] cloud
[449] ajassy
[446] #cloud
[426] new

Top Words in Tweet in G3:
[1592] #reinvent
[614] aws
[484] awscloud
[419] amazon
[246] quantum
[223] new
[206] now
[203] #aws
[199] re
[196] service

Top Words in Tweet in G4:
[2576] #reinvent
[1221] aws
[809] amazon
[272] が発表されました
[223] #awsblog
[222] 発表
[202] braket
[199] #reinvent2019
[197] 2019
[182] fargate

Top Words in Tweet in G5:
[913] #reinvent
[213] aws
[143] #aws
[83] vegas
[79] amazon
[78] re
[71] #reinvent2019
[65] invent
[61] booth
[58] week

Top Words in Tweet in G6:
[1170] #reinvent
[451] aws
[351] booth
[234] learn
[197] more
[171] cloud
[162] pm
[152] s
[151] #aws
[141] data

Top Words in Tweet in G7:
[892] #reinvent
[256] access
[181] aws
[149] awscloud
[145] analyzer
[134] iam
[134] amazon
[119] now
[115] first
[112] using

Top Words in Tweet in G8:
[503] #reinvent
[114] good
[89] aws
[88] hackathon
[75] #aws
[69] s
[65] more
[59] #reinvent2019
[58] awscloud
[55] #wepowertech

Top Words in Tweet in G9:
[320] #reinvent
[96] awsreinvent
[94] booth
[70] aws
[59] #aws
[55] cohesity
[51] day
[47] stop
[45] today
[40] week

Top Words in Tweet in G10:
[148] #reinvent
[57] cloud
[42] booth
[37] awsmarketplace
[34] aws
[31] #aws
[31] learn
[31] purestorage
[28] join
[25] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1046] aws,#reinvent
[989] #aws,#reinvent
[842] re,invent
[722] #reinvent,#reinvent2019
[550] #reinvent,2019
[512] machine,learning
[423] amazon,braket
[380] aws,deepcomposer
[361] invent,2019
[345] check,out

Top Word Pairs in Tweet in G1:
[267] #aws,#reinvent
[202] machine,learning
[166] re,invent
[153] #reinvent,2019
[135] #reinvent,#reinvent2019
[99] aws,#reinvent
[98] midnight,madness
[91] aws,deepcomposer
[91] #reinvent2019,#reinvent
[83] check,out

Top Word Pairs in Tweet in G2:
[248] #aws,#reinvent
[166] aws,#reinvent
[163] #reinvent,#reinvent2019
[133] customers,asking
[133] asking,ways
[133] ways,experiment
[133] experiment,w
[133] w,#quantumcomputing
[133] #quantumcomputing,explore
[133] explore,technology

Top Word Pairs in Tweet in G3:
[144] re,invent
[93] aws,#reinvent
[90] quantum,computing
[89] fully,managed
[88] amazon,braket
[83] awscloud,#reinvent
[78] aws,service
[78] pod,level
[77] machine,learning
[76] single,place

Top Word Pairs in Tweet in G4:
[279] aws,#reinvent
[195] amazon,braket
[183] #reinvent,#reinvent2019
[173] aws,deepcomposer
[145] amazon,eks
[141] aws,fargate
[137] re,invent
[137] #reinvent,2019で発表された上記リリースの日本語ブログを公開しました
[137] 2019で発表された上記リリースの日本語ブログを公開しました,#awsblog
[120] aws,deepcomposerは

Top Word Pairs in Tweet in G5:
[65] #aws,#reinvent
[63] re,invent
[47] aws,#reinvent
[39] #reinvent,クラスメソッドブログ
[33] #reinvent,#reinvent2019
[30] aws,re
[26] looking,forward
[26] invent,2019
[22] #reinvent,#aws
[22] が発表されました,#reinvent

Top Word Pairs in Tweet in G6:
[179] aws,#reinvent
[105] learn,more
[72] #reinvent,2019
[69] check,out
[63] pm,12
[62] booth,#1408
[56] chaos,engineering
[53] stop,booth
[47] #aws,#reinvent
[46] vmware,cloud

Top Word Pairs in Tweet in G7:
[141] access,analyzer
[130] iam,access
[69] aws,iam
[69] automated,reasoning
[61] introducing,first
[61] first,kind
[61] kind,capability
[61] capability,aws
[61] analyzer,using
[61] using,automated

Top Word Pairs in Tweet in G8:
[80] hackathon,good
[35] aws,hackathon
[27] good,challenger
[23] #aws,#reinvent
[23] stop,booth
[21] re,invent
[20] want,go
[18] more,#reinvent
[18] #reinvent,#diversity
[17] #reinvent,#reinvent2019

Top Word Pairs in Tweet in G9:
[25] aws,#reinvent
[24] #reinvent,week
[23] #aws,#reinvent
[22] stop,booth
[22] cohesity,booth
[21] check,out
[21] awsreinvent,countdown
[21] start,#reinvent
[21] week,right
[21] right,cohesity

Top Word Pairs in Tweet in G10:
[18] learn,more
[16] #aws,#reinvent
[15] #reinvent,2019
[13] check,out
[13] enable,#moderndataexperience
[13] premium,quality
[13] cloud,block
[12] discover,purestorage's
[12] purestorage's,cloud
[12] block,storage

Top Replied-To
Top Replied-To in Entire Graph:
@awscloud
@awsreinvent
@ajassy
@vanhalen
@slalombuild
@quinnypig
@rwang0
@mthiele10
@esg_global
@sandy_carter

Top Replied-To in G1:
@awsreinvent
@awscloud
@ajassy
@vanhalen
@3xmgroup
@kroonenburgryan
@teriradichel
@houlihan_rick
@quinnypig
@cerner

Top Replied-To in G2:
@ajassy
@rwang0
@awscloud
@mthiele10
@awsreinvent
@sandy_carter
@stu
@craigmilroy
@marcjbrooker
@quinnypig

Top Replied-To in G3:
@awscloud
@awsreinvent
@ajassy
@vanhalen
@netappcloud
@jemrichardsrb
@danhushon
@451research
@macjaeh
@druvainc

Top Replied-To in G4:
@vanhalen
@ajassy
@miu_crescent

Top Replied-To in G5:
@seqster

Top Replied-To in G6:
@slalombuild
@paularmenakis
@abjoerne
@aws
@vmware
@delltechcloud
@ajassy
@domotalk
@_gabymidori
@dan_illson

Top Replied-To in G7:
@ajassy
@awscloud
@quinnypig
@esg_global
@awsreinvent
@awssecurityinfo
@cerner
@brentshaferceo
@nicolefv
@ariehkovler

Top Replied-To in G8:
@awscloud
@ajassy
@beckyakelly
@awsreinvent
@slalombuild
@ahead
@darkandnerdy

Top Replied-To in G9:
@ajassy
@24x7itconnect
@redislabs
@cohesity
@kumarrk21
@adiktnz
@starbucks

Top Replied-To in G10:
@arialv
@nuskin
@awscloud

Top Mentioned
Top Mentioned in Entire Graph:
@awscloud
@awsreinvent
@ajassy
@aws_partners
@thecube
@aws
@furrier
@quinnypig
@azure
@vmwarecode

Top Mentioned in G1:
@awsreinvent
@awscloud
@ajassy
@aws_partners
@acloudguru
@houlihan_rick
@awsusergroups
@dynamodb
@marcjbrooker
@f1

Top Mentioned in G2:
@awscloud
@ajassy
@awsreinvent
@thecube
@furrier
@azure
@sarbjeetjohal
@etrnews
@siliconangle
@quinnypig

Top Mentioned in G3:
@awscloud
@awsreinvent
@ajassy
@vanderbiltu
@druvainc
@kubernetesio
@ronojacob2
@netapp
@crn
@microsoft

Top Mentioned in G4:
@ajassy
@awscloud
@queenwillrock
@classmethod
@insitro
@awsreinvent
@josejuhala
@solitaoy
@theproclaimers

Top Mentioned in G6:
@awscloud
@awsreinvent
@aws
@vmwarecode
@vmware
@dellemcprotect
@delltech
@ericnipro
@gunnargrosch
@wavefronthq

Top Mentioned in G7:
@awscloud
@ajassy
@awsreinvent
@arm
@cerner
@chaossearch
@quinnypig
@onepeloton
@brentshaferceo
@airbnb

Top Mentioned in G8:
@awscloud
@trendmicro
@awsreinvent
@vibrantforall
@urbaninstitute
@skytruth
@bestfriends
@accenture
@marknca
@aws_partners

Top Mentioned in G9:
@awsreinvent
@newrelic
@awscloud
@cohesity
@ajassy
@instanahq
@cloudcheckr
@intel
@forrester
@cisecurity

Top Mentioned in G10:
@purestorage
@awsmarketplace
@awscloud
@wizards
@awsreinvent
@nuskin
@splunk
@ciscocloud
@appdynamics
@jeremy_oakey

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@arkangelscrap
@sectest9
@wkwkrnht
@piyuanker12
@sgh_rts
@javascriptd
@united
@charlesfrize
@nosqldigest

Top Tweeters in G1:
@arkangelscrap
@piyuanker12
@javascriptd
@charlesfrize
@evankirstel
@john_siracusa
@edjlazar
@itknowingness
@npsusa
@richsimmondsza

Top Tweeters in G2:
@businessinsider
@billnigh
@walmart
@marshacollier
@valaafshar
@nytimes
@danceeatrepeat
@time
@windows
@cnbc

Top Tweeters in G3:
@santchiweb
@calcaware
@gambiste1
@wopot
@shellykramer
@berlin_ny
@assyriangirll
@syawal
@ojkms1
@saikrishankumar

Top Tweeters in G4:
@wkwkrnht
@filmloader
@tanabe_y
@xeanna
@togetter_jp
@tamosan
@dll7
@c50cub96
@ktaros2
@m_hayase256

Top Tweeters in G5:
@rokumai
@iam__network
@tswi
@iinalab
@kohmei1012
@itpc_media
@imksoo
@nerubesa
@motoki_giants
@turu_crane

Top Tweeters in G6:
@americanair
@sectest9
@united
@nosqldigest
@business
@zimei_no_ri
@cybersec_feeds
@taatjenethomas
@tmmmarshall
@akdm_bot

Top Tweeters in G7:
@syuu1228
@nvsofts
@slackhq
@getwired
@metalrufflez
@bastientech
@opexxx
@prolificd
@wiredferret
@pamelachia_

Top Tweeters in G8:
@delta
@craybo23
@mackabiviper42
@femtech_
@cindygallop
@reach2sanket
@safety_refinery
@verizon
@womencodersbot
@hotgazpacho

Top Tweeters in G9:
@releaseteam
@openmarketingtv
@starbucks
@myzlilith
@nellinson
@grubhub
@jpdanner
@vmstan
@daveaitel
@jgamblin

Top Tweeters in G10:
@mjoehlerich
@ladylisadcantu1
@fern_herrerajr
@tomy2875
@heidimiller
@moabdel
@dougfasho
@ciscopartners
@puppetize
@tsupasat


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