bold numbers
diff --git a/_posts/2018-03-23-pado-on-nemo.md b/_posts/2018-03-23-pado-on-nemo.md
index 347600a..5729693 100644
--- a/_posts/2018-03-23-pado-on-nemo.md
+++ b/_posts/2018-03-23-pado-on-nemo.md
@@ -26,7 +26,7 @@
### Job completion time (JCT)
-Spark was not able to complete the job even after running for 120 minutes, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in 18 minutes by selectively retaining intermediate results on reserved nodes using the Pado technique.
+Spark was not able to complete the job even after running for **120 minutes**, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in **18 minutes** by selectively retaining intermediate results on reserved nodes using the Pado technique. This **6.7X speedup** validates the flexibility of Nemo.
[1] Youngseok Yang, Geon-Woo Kim, Won Wook Song, Yunseong Lee, Andrew Chung, Zhengping Qian, Brian Cho, and Byung-Gon Chun. 2017. Pado: A Data Processing Engine for Harnessing Transient Resources in Datacenters. In Proceedings of the Twelfth European Conference on Computer Systems (EuroSys '17).
diff --git a/content/blog/2018/03/23/pado-on-nemo/index.html b/content/blog/2018/03/23/pado-on-nemo/index.html
index fa7ce7f..2f740f6 100644
--- a/content/blog/2018/03/23/pado-on-nemo/index.html
+++ b/content/blog/2018/03/23/pado-on-nemo/index.html
@@ -128,7 +128,7 @@
<h3 id="job-completion-time-jct">Job completion time (JCT)</h3>
-<p>Spark was not able to complete the job even after running for 120 minutes, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in 18 minutes by selectively retaining intermediate results on reserved nodes using the Pado technique.</p>
+<p>Spark was not able to complete the job even after running for <strong>120 minutes</strong>, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in <strong>18 minutes</strong> by selectively retaining intermediate results on reserved nodes using the Pado technique. This <strong>6.7X speedup</strong> validates the flexibility of Nemo.</p>
<p>[1] Youngseok Yang, Geon-Woo Kim, Won Wook Song, Yunseong Lee, Andrew Chung, Zhengping Qian, Brian Cho, and Byung-Gon Chun. 2017. Pado: A Data Processing Engine for Harnessing Transient Resources in Datacenters. In Proceedings of the Twelfth European Conference on Computer Systems (EuroSys ‘17).</p>
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index d77be18..526136b 100644
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index 7942d5c..dabad37 100644
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index 88ad3da..400a58a 100644
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index fdb1da3..8e3ef40 100644
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index 0569dcf..d6ad16b 100644
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+{"name":null,"description":"Nemo aims to optimize data processing for better performance and datacenter efficiency, not only in general and common conditions, but also with various deployment characteristics. Such characteristics include processing data on specific resource environments, like transient resources, and running jobs with specific attributes, like skewed data.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/home/","publisher":null,"image":null,"headline":"Overview","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/docs/ir/index.html b/content/docs/ir/index.html
index 8225efc..003e517 100644
--- a/content/docs/ir/index.html
+++ b/content/docs/ir/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/ir/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"Overview","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/ir/","publisher":null,"image":null,"headline":"Nemo Intermediate Representation (IR)","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
diff --git a/content/docs/jekyll/index.html b/content/docs/jekyll/index.html
index 01e2407..54b8e30 100644
--- a/content/docs/jekyll/index.html
+++ b/content/docs/jekyll/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/jekyll/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
-{"name":null,"description":"Getting started","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/jekyll/","publisher":null,"image":null,"headline":"Jekyll intro","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Getting started","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/jekyll/","publisher":null,"image":null,"headline":"Jekyll intro","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/docs/passes_and_policies/index.html b/content/docs/passes_and_policies/index.html
index 16aa73b..1fcd42b 100644
--- a/content/docs/passes_and_policies/index.html
+++ b/content/docs/passes_and_policies/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/passes_and_policies/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
-{"name":null,"description":"Optimization Passes","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/passes_and_policies/","publisher":null,"image":null,"headline":"Passes and Policies","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Optimization Passes","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/passes_and_policies/","publisher":null,"image":null,"headline":"Passes and Policies","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
diff --git a/content/docs/runtime_design/index.html b/content/docs/runtime_design/index.html
index 77f13df..589965e 100644
--- a/content/docs/runtime_design/index.html
+++ b/content/docs/runtime_design/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/runtime_design/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
-{"name":null,"description":"Receiving a Job from the Nemo Compiler","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/runtime_design/","publisher":null,"image":null,"headline":"Runtime Design","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Receiving a Job from the Nemo Compiler","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/runtime_design/","publisher":null,"image":null,"headline":"Runtime Design","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
diff --git a/content/docs/themes/index.html b/content/docs/themes/index.html
index 2176a39..d7c46e5 100644
--- a/content/docs/themes/index.html
+++ b/content/docs/themes/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/themes/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"By default, this website uses paper theme, but you can change it to another bootwatch theme by setting bootwatch variable in _config.yml file. (Don’t forget to restart Jekyll if you are running locally because the configuration is not re-read upon change.)","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/themes/","publisher":null,"image":null,"headline":"Themes","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
diff --git a/content/docs/welcome_to_jekyll/index.html b/content/docs/welcome_to_jekyll/index.html
index f2ee060..64c6bd0 100644
--- a/content/docs/welcome_to_jekyll/index.html
+++ b/content/docs/welcome_to_jekyll/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/welcome_to_jekyll/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
-{"name":null,"description":"You’ll find this post in your _posts directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run jekyll serve, which launches a web server and auto-regenerates your site when a file is updated.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/welcome_to_jekyll/","publisher":null,"image":null,"headline":"Welcome to Jekyll!","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"You’ll find this post in your _posts directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run jekyll serve, which launches a web server and auto-regenerates your site when a file is updated.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/welcome_to_jekyll/","publisher":null,"image":null,"headline":"Welcome to Jekyll!","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
diff --git a/content/feed.xml b/content/feed.xml
index faf1858..392b319 100644
--- a/content/feed.xml
+++ b/content/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.4.3">Jekyll</generator><link href="http://nemo.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://nemo.apache.org//" rel="alternate" type="text/html" /><updated>2018-03-23T10:54:39+09:00</updated><id>http://nemo.apache.org//</id><title type="html">Nemo</title><subtitle>A Data Processing System for Flexible Employment With Different Deployment Characteristics.
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.4.3">Jekyll</generator><link href="http://nemo.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://nemo.apache.org//" rel="alternate" type="text/html" /><updated>2018-03-23T11:27:52+09:00</updated><id>http://nemo.apache.org//</id><title type="html">Nemo</title><subtitle>A Data Processing System for Flexible Employment With Different Deployment Characteristics.
</subtitle><entry><title type="html">Optimizing shuffle performance using Nemo</title><link href="http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo/" rel="alternate" type="text/html" title="Optimizing shuffle performance using Nemo" /><published>2018-03-23T00:00:00+09:00</published><updated>2018-03-23T00:00:00+09:00</updated><id>http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo</id><content type="html" xml:base="http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo/"><p>Data shuffle is a key operation that underlies almost all large-scale data processing jobs. A shuffle operation typically involves writing intermediate data to disk, and reading the data back later when the successive computations are scheduled.</p>
<p>Sailfish[1] is an optimization technique that reduces disk overheads associated with a shuffle operation. Specifically, Sailfish minimizes the number of disk seeks involved in reading intermediate data back from disk. Jobs that handle large volumes of data can especially benefit from the Sailfish technique.</p>
@@ -63,7 +63,7 @@
<h3 id="job-completion-time-jct">Job completion time (JCT)</h3>
-<p>Spark was not able to complete the job even after running for 120 minutes, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in 18 minutes by selectively retaining intermediate results on reserved nodes using the Pado technique.</p>
+<p>Spark was not able to complete the job even after running for <strong>120 minutes</strong>, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in <strong>18 minutes</strong> by selectively retaining intermediate results on reserved nodes using the Pado technique. This <strong>6.7X speedup</strong> validates the flexibility of Nemo.</p>
<p>[1] Youngseok Yang, Geon-Woo Kim, Won Wook Song, Yunseong Lee, Andrew Chung, Zhengping Qian, Brian Cho, and Byung-Gon Chun. 2017. Pado: A Data Processing Engine for Harnessing Transient Resources in Datacenters. In Proceedings of the Twelfth European Conference on Computer Systems (EuroSys ‘17).</p>
diff --git a/content/pages/downloads/index.html b/content/pages/downloads/index.html
index 94af812..09fee07 100644
--- a/content/pages/downloads/index.html
+++ b/content/pages/downloads/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//pages/downloads/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
-{"name":null,"description":"Releases","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/downloads/","publisher":null,"image":null,"headline":"Downloads","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Releases","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/downloads/","publisher":null,"image":null,"headline":"Downloads","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
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index da1c988..5c78ec4 100644
--- a/content/pages/license/index.html
+++ b/content/pages/license/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//pages/license/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
+<meta property="article:published_time" content="2018-03-23T11:27:52+09:00" />
<script type="application/ld+json">
-{"name":null,"description":"``` Apache License Version 2.0, January 2004 http://www.apache.org/licenses/","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/license/","publisher":null,"image":null,"headline":"License","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"``` Apache License Version 2.0, January 2004 http://www.apache.org/licenses/","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/license/","publisher":null,"image":null,"headline":"License","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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index 4d5df46..0b1c17a 100644
--- a/content/pages/talks/index.html
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@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//pages/talks/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
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<script type="application/ld+json">
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index ae9ae34..08462f2 100644
--- a/content/pages/team/index.html
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<meta property="og:url" content="http://nemo.apache.org//pages/team/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
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<script type="application/ld+json">
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+{"name":null,"description":"Contributing to Nemo Your contributation is always welcome :) If you would like to contribute to Nemo, please subscribe to our mailing list: dev@nemo.apache.org [subscribe]. We have a Slack channel for active discussions. Join us on Slack by requesting for an invitation by sending an e-mail to dev@ after subscription.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/team/","publisher":null,"image":null,"headline":"Team","dateModified":"2018-03-23T11:27:52+09:00","datePublished":"2018-03-23T11:27:52+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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index 69baa5e..be19ad5 100644
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<url>
<loc>http://nemo.apache.org//docs/compiler_design/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/runtime_design/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/getting_started/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/home/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/bootstrap/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/cheatsheet/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/jekyll/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/font-awesome/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/themes/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/welcome_to_jekyll/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/extending_nemo/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/ir/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/passes_and_policies/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/downloads/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/license/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/talks/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/team/</loc>
-<lastmod>2018-03-23T10:54:39+09:00</lastmod>
+<lastmod>2018-03-23T11:27:52+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/</loc>
