dockerで機械学習(76) with R (6)「Mastering Machine Learning with R 」By Cory Lesmeister

Last updated at 2024-10-19Posted at 2018-10-28

1.すぐに利用したい方へ(as soon as)

「Mastering Machine Learning with R 」By Cory Lesmeister

http://shop.oreilly.com/product/9781787287471.do

docker

dockerを導入し、Windows, Macではdockerを起動しておいてください。
Windowsでは、BiosでIntel Virtualizationをenableにしないとdockerが起動しない場合があります。
また、セキュリティの警告などが出ることがあります。

docker pull and run

$ docker pull kaizenjapan/r-master

$ docker run -it kaizenjapan/r-master /bin/bash

以下のshell sessionでは
(base) root@473fc1bb505d:/#は入力促進記号(comman prompt)です。実際には数字の部分が違うかもしれません。この行の#の右側を入力してください。
それ以外の行は出力です。出力にエラー、違いがあれば、コメント欄などでご連絡くださると幸いです。
それぞれの章のフォルダに移動します。

dockerの中と、dockerを起動したOSのシェルとが表示が似ている場合には、どちらで捜査しているか間違えることがあります。dockerの入力促進記号(comman prompt)に気をつけてください。

ファイル共有または複写

dockerとdockerを起動したOSでは、ファイル共有をするか、ファイル複写するかして、生成したファイルをブラウザ等表示させてください。参考文献欄にやり方のURLを記載しています。

複写の場合は、dockerを起動したOS側コマンドを実行しました。お使いのdockerの番号で置き換えてください。複写したファイルをブラウザで表示し内容確認しました。

Chapter02

a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition# cd Chapter02
(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter02# ls
code2.R
(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter02# r code2.R
Installing package into ‘/usr/local/lib/R/site-library’
(as ‘lib’ is unspecified)
Error in contrib.url(repos, type) : 
  trying to use CRAN without setting a mirror
In addition: Warning message:
In data(anscombe) : data set ‘anscombe’ not found

Chapter03

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter03# r code3.R 
Loading required package: grDevices
Loading required package: graphics
Loading required package: stats
Loading required package: utils
'data.frame':	699 obs. of  11 variables:
 $ ID   : chr  "1000025" "1002945" "1015425" "1016277" ...
 $ V1   : int  5 5 3 6 4 8 1 2 2 4 ...
 $ V2   : int  1 4 1 8 1 10 1 1 1 2 ...
 $ V3   : int  1 4 1 8 1 10 1 2 1 1 ...
 $ V4   : int  1 5 1 1 3 8 1 1 1 1 ...
 $ V5   : int  2 7 2 3 2 7 2 2 2 2 ...
 $ V6   : int  1 10 2 4 1 10 10 1 1 1 ...
 $ V7   : int  3 3 3 3 3 9 3 3 1 2 ...
 $ V8   : int  1 2 1 7 1 7 1 1 1 1 ...
 $ V9   : int  1 1 1 1 1 1 1 1 5 1 ...
 $ class: Factor w/ 2 levels "benign","malignant": 1 1 1 1 1 2 1 1 1 1 ...
Error in library(corrplot) : there is no package called ‘corrplot’

Errors

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter05# r code5.R 
Loading required package: stats
Loading required package: utils
Error in library(kknn) : there is no package called ‘kknn’

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter06# r code6.R 
Loading required package: graphics
Loading required package: stats
Loading required package: grDevices
Error in library(partykit) : there is no package called ‘partykit’

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter07# r code7.R 
Error in (function (file, local = FALSE, echo = verbose, print.eval = echo,  : 
  code7.R:153:10: unexpected '='
152:   validation_frame = 
153:   hidden =
              ^

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter08# r codeCluster.R 
Error in library(compareGroups) : 
  there is no package called ‘compareGroups’

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter09# r code9.R 
Error in library(psych) : there is no package called ‘psych’

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter10# r code10.R 
Error in library(arules) : there is no package called ‘arules’

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter11# r code11.R 
Loading required package: grDevices
Loading required package: graphics
Loading required package: stats
Loading required package: utils
Error in library(caret) : there is no package called ‘caret’

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter12# r code12_timeseries.R 
Error in library(ggfortify) : there is no package called ‘ggfortify’

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter13# r code13.R 
Error in library(tm) : there is no package called ‘tm’

add a line to the source.

install.packages("slam")
https://datascience.stackexchange.com/questions/13759/getting-error-in-rstudio-while-loading-a-package-tm

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter13# r code13.R 
Installing package into ‘/usr/local/lib/R/site-library’
(as ‘lib’ is unspecified)
Error in contrib.url(repos, type) : 
  trying to use CRAN without setting a mirror

chapter12, add a line like this

install.packages("weatherData",repos = "http://cran.us.r-project.org")
https://stackoverflow.com/questions/33969024/install-packages-fails-in-knitr-document-trying-to-use-cran-without-setting-a

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter12# r code12_timeseries.R 
Installing package into ‘/usr/local/lib/R/site-library’
(as ‘lib’ is unspecified)
also installing the dependencies ‘crayon’, ‘fansi’, ‘utf8’, ‘bindr’, ‘cli’, ‘pillar’, ‘assertthat’, ‘bindrcpp’, ‘glue’, ‘pkgconfig’, ‘R6’, ‘Rcpp’, ‘rlang’, ‘tibble’, ‘tidyselect’, ‘BH’, ‘plogr’, ‘purrr’, ‘dplyr’, ‘tidyr’

trying URL 'http://cran.us.r-project.org/src/contrib/crayon_1.3.4.tar.gz'
Warning in download.file(url, destfile, method, mode = "wb", ...) :
  "internal" method cannot handle https redirection to: 'https://cran.cnr.berkeley.edu/src/contrib/crayon_1.3.4.tar.gz'
switching to method = "libcurl" because of redirection to https
trying URL 'http://cran.us.r-project.org/src/contrib/crayon_1.3.4.tar.gz'
Content type 'application/x-gzip' length 658694 bytes (643 KB)
==================================================
downloaded 643 KB

(中略)

** R
** data
*** moving datasets to lazyload DB
** demo
** inst
** preparing package for lazy loading
** help
*** installing help indices
*** copying figures
** building package indices
** installing vignettes
** testing if installed package can be loaded
* DONE (tidyr)
* installing *source* package ‘ggfortify’ ...
** package ‘ggfortify’ successfully unpacked and MD5 sums checked
** R
** inst
** preparing package for lazy loading
** help
*** installing help indices
** building package indices
** installing vignettes
** testing if installed package can be loaded
* DONE (ggfortify)

The downloaded source packages are in
	‘/tmp/downloaded_packages’
Loading required package: methods
Loading required package: ggplot2
Error in file(file, "rt") : cannot open the connection
In addition: Warning message:
In file(file, "rt") :
  cannot open file 'climate.csv': No such file or directory

ライブラリのコンパイルしはじめた。で、最後はエラー。
climate.csvは、../data-master/のしたにある。

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter12# cp ../data-master/climate.csv  .

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter12# r code12_timeseries.R 
Installing package into ‘/usr/local/lib/R/site-library’
(as ‘lib’ is unspecified)
trying URL 'http://cran.us.r-project.org/src/contrib/ggfortify_0.4.5.tar.gz'
Warning in download.file(url, destfile, method, mode = "wb", ...) :
  "internal" method cannot handle https redirection to: 'https://cran.cnr.berkeley.edu/src/contrib/ggfortify_0.4.5.tar.gz'
switching to method = "libcurl" because of redirection to https
trying URL 'http://cran.us.r-project.org/src/contrib/ggfortify_0.4.5.tar.gz'
Content type 'application/x-gzip' length 2706609 bytes (2.6 MB)
==================================================
downloaded 2.6 MB

* installing *source* package ‘ggfortify’ ...
** package ‘ggfortify’ successfully unpacked and MD5 sums checked
** R
** inst
** preparing package for lazy loading
** help
*** installing help indices
** building package indices
** installing vignettes
** testing if installed package can be loaded
* DONE (ggfortify)

The downloaded source packages are in
	‘/tmp/downloaded_packages’
Loading required package: methods
Loading required package: ggplot2
'data.frame':	95 obs. of  3 variables:
 $ Year: int  1919 1920 1921 1922 1923 1924 1925 1926 1927 1928 ...
 $ CO2 : int  806 932 803 845 970 963 975 983 1062 1065 ...
 $ Temp: num  -0.272 -0.241 -0.187 -0.301 -0.272 -0.292 -0.214 -0.105 -0.208 -0.206 ...
Error in library(forecast) : there is no package called ‘forecast’

install.packages("forecast",repos = "http://cran.us.r-project.org")
install.packages("tseries",repos = "http://cran.us.r-project.org")

** R
** data
*** moving datasets to lazyload DB
** inst
** preparing package for lazy loading
** help
*** installing help indices
** building package indices
** installing vignettes
** testing if installed package can be loaded
* DONE (lmtest)
ERROR: dependency ‘curl’ is not available for package ‘TTR’
* removing ‘/usr/local/lib/R/site-library/TTR’
ERROR: dependencies ‘TTR’, ‘curl’ are not available for package ‘quantmod’
* removing ‘/usr/local/lib/R/site-library/quantmod’
ERROR: dependency ‘quantmod’ is not available for package ‘tseries’
* removing ‘/usr/local/lib/R/site-library/tseries’
ERROR: dependency ‘tseries’ is not available for package ‘forecast’
* removing ‘/usr/local/lib/R/site-library/forecast’

(中略)

------------------------- ANTICONF ERROR ---------------------------
Configuration failed because libcurl was not found. Try installing:
 * deb: libcurl4-openssl-dev (Debian, Ubuntu, etc)
 * rpm: libcurl-devel (Fedora, CentOS, RHEL)
 * csw: libcurl_dev (Solaris)
If libcurl is already installed, check that 'pkg-config' is in your
PATH and PKG_CONFIG_PATH contains a libcurl.pc file. If pkg-config
is unavailable you can set INCLUDE_DIR and LIB_DIR manually via:
R CMD INSTALL --configure-vars='INCLUDE_DIR=... LIB_DIR=...'
--------------------------------------------------------------------
ERROR: configuration failed for package ‘curl’
* removing ‘/usr/local/lib/R/site-library/curl’
ERROR: dependency ‘curl’ is not available for package ‘TTR’
* removing ‘/usr/local/lib/R/site-library/TTR’
ERROR: dependencies ‘TTR’, ‘curl’ are not available for package ‘quantmod’
* removing ‘/usr/local/lib/R/site-library/quantmod’
ERROR: dependency ‘quantmod’ is not available for package ‘tseries’
* removing ‘/usr/local/lib/R/site-library/tseries’

The downloaded source packages are in
	‘/tmp/downloaded_packages’
Loading required package: methods
Loading required package: ggplot2
'data.frame':	95 obs. of  3 variables:
 $ Year: int  1919 1920 1921 1922 1923 1924 1925 1926 1927 1928 ...
 $ CO2 : int  806 932 803 845 970 963 975 983 1062 1065 ...
 $ Temp: num  -0.272 -0.241 -0.187 -0.301 -0.272 -0.292 -0.214 -0.105 -0.208 -0.206 ...
Error in library(forecast) : there is no package called ‘forecast’
In addition: Warning messages:
1: In install.packages("forecast", repos = "http://cran.us.r-project.org") :
  installation of package ‘curl’ had non-zero exit status
2: In install.packages("forecast", repos = "http://cran.us.r-project.org") :
  installation of package ‘TTR’ had non-zero exit status
3: In install.packages("forecast", repos = "http://cran.us.r-project.org") :
  installation of package ‘quantmod’ had non-zero exit status
4: In install.packages("forecast", repos = "http://cran.us.r-project.org") :
  installation of package ‘tseries’ had non-zero exit status
5: In install.packages("forecast", repos = "http://cran.us.r-project.org") :
  installation of package ‘forecast’ had non-zero exit status
6: In install.packages("tseries", repos = "http://cran.us.r-project.org") :
  installation of package ‘curl’ had non-zero exit status
7: In install.packages("tseries", repos = "http://cran.us.r-project.org") :
  installation of package ‘TTR’ had non-zero exit status
8: In install.packages("tseries", repos = "http://cran.us.r-project.org") :
  installation of package ‘quantmod’ had non-zero exit status
9: In install.packages("tseries", repos = "http://cran.us.r-project.org") :
  installation of package ‘tseries’ had non-zero exit status

2. dockerを自力で構築する方へ

ここから下は、上記のpullしていただいたdockerをどういう方針で、どういう手順で作ったかを記録します。
上記のdockerを利用する上での参考資料です。本の続きを実行する上では必要ありません。
自力でdocker/anacondaを構築する場合の手順になります。
dockerfileを作る方法ではありません。ごめんなさい。

docker

ubuntu, debianなどのLinuxを、linux, windows, mac osから共通に利用できる仕組み。
利用するOSの設定を変更せずに利用できるのがよい。
同じ仕様で、大量の人が利用することができる。
ソフトウェアの開発元が公式に対応しているものと、利用者が便利に仕立てたものの両方が利用可能である。今回は、公式に配布しているものを、自分で仕立てて、他の人にも利用できるようにする。

docker pull

docker公式配布の利用は、URLからpullすることで実現する。

apt

(base) root@473fc1bb505d:/# apt update

(base) root@473fc1bb505d:/# apt install -y vim apt-utils sudo props

(base) root@817a98f4a315:/# apt install -y r-base

(base) root@817a98f4a315:/# apt install -y r-cran-hmisc

(base) root@817a98f4a315:/# r --version
r ('littler') version 0.3.0

using GNU R Version 3.3.1 (2016-06-21)

Copyright (C) 2006 - 2016  Jeffrey Horner and Dirk Eddelbuettel

r is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under the terms of the
GNU General Public License.  For more information about
these matters, see http://www.gnu.org/copyleft/gpl.html.

(base) root@817a98f4a315:/Mastering-Machine-Learning-with-R-Second-Edition/Chapter13# apt-get install r-cran-slam
Reading package lists... Done
Building dependency tree       
Reading state information... Done
The following NEW packages will be installed:
  r-cran-slam
0 upgraded, 1 newly installed, 0 to remove and 0 not upgraded.
Need to get 92.1 kB of archives.
After this operation, 162 kB of additional disk space will be used.
Get:1 http://deb.debian.org/debian stretch/main amd64 r-cran-slam amd64 0.1-40-1 [92.1 kB]
Fetched 92.1 kB in 1s (66.4 kB/s)      
debconf: delaying package configuration, since apt-utils is not installed
Selecting previously unselected package r-cran-slam.
(Reading database ... 32035 files and directories currently installed.)
Preparing to unpack .../r-cran-slam_0.1-40-1_amd64.deb ...
Unpacking r-cran-slam (0.1-40-1) ...
Setting up r-cran-slam (0.1-40-1) ...

git

(base) root@9239fd07cbe8:/# git clone https://github.com/PacktPublishing/Mastering-Machine-Learning-with-R-Second-Edition

または

https://resources.oreilly.com/examples/9781787287471/
からダウンロード

docker hubへの登録

IDは、ご自身のをお使いください。kaizenjapanのところをご自身のIDで入力すれば大丈夫かも。

CONTAINER ID        IMAGE                         COMMAND                  CREATED             STATUS              PORTS                    NAMES
817a98f4a315        kaizenjapan/r-ml              "/usr/bin/tini -- /b…"   15 hours ago        Up 15 hours         0.0.0.0:8888->8888/tcp   elastic_khorana

$ docker commit 817a98f4a315   kaizenjapan/r-master 

$ docker push kaizenjapan/r-master
The push refers to repository [docker.io/kaizenjapan/r-master]
7cea25194405: Pushing [====>                                              ]  28.19MB/307.1MB
9dad70eade1b: Mounted from kaizenjapan/r-ml 
513109f92bd0: Mounted from kaizenjapan/anaconda3-wei 
443496790d0d: Mounted from kaizenjapan/anaconda3-wei 
64e142099cde: Mounted from kaizenjapan/anaconda3-wei 
b28ef0b6fef8: Mounted from kaizenjapan/anaconda2-spark

anacondaの2と3から作っている。不具合があれば、どちらかだけから作るとよいかも。

参考文献(reference)

R ScriptやR Markdownからinstall.packages()を呼び出す場合はレポジトリを指定しないとエラーになる
https://qiita.com/maech/items/03b9566fb0fe940e1736

Rでtrying to use CRAN without setting a mirrorと言われたら
https://qiita.com/manabuishiirb/items/88fb9d5207e6802da4b7

<この項は書きかけです。順次追記します。>
This article is not completed. I will add some words and/or centences in order.

自己記事一覧

Qiitaで逆リンクを表示しなくなったような気がする。時々、スマフォで表示するとあらわっることがあり、完全に削除したのではなさそう。

４月以降、せっせとリンクリストを作り、統計を取って確率を説明しようとしている。
2025年２月末を目標にしている。

物理記事　上位100
https://qiita.com/kaizen_nagoya/items/66e90fe31fbe3facc6ff

量子(0) 計算機, 量子力学
https://qiita.com/kaizen_nagoya/items/1cd954cb0eed92879fd4

数学関連記事１００
https://qiita.com/kaizen_nagoya/items/d8dadb49a6397e854c6d

統計(0)一覧
https://qiita.com/kaizen_nagoya/items/80d3b221807e53e88aba

図(0) state, sequence and timing. UML and お絵描き
https://qiita.com/kaizen_nagoya/items/60440a882146aeee9e8f

品質一覧
https://qiita.com/kaizen_nagoya/items/2b99b8e9db6d94b2e971

言語・文学記事　１００
https://qiita.com/kaizen_nagoya/items/42d58d5ef7fb53c407d6

医工連携関連記事一覧
https://qiita.com/kaizen_nagoya/items/6ab51c12ba51bc260a82

自動車　記事　１００
https://qiita.com/kaizen_nagoya/items/f7f0b9ab36569ad409c5

通信記事１００
https://qiita.com/kaizen_nagoya/items/1d67de5e1cd207b05ef7

日本語（０）一欄
https://qiita.com/kaizen_nagoya/items/7498dcfa3a9ba7fd1e68

英語(0) 一覧
https://qiita.com/kaizen_nagoya/items/680e3f5cbf9430486c7d

転職(0)一覧
https://qiita.com/kaizen_nagoya/items/f77520d378d33451d6fe

仮説（0）一覧（目標100現在40）
https://qiita.com/kaizen_nagoya/items/f000506fe1837b3590df

音楽　一覧(0)
https://qiita.com/kaizen_nagoya/items/b6e5f42bbfe3bbe40f5d

「@kazuo_reve 新人の方によく展開している有益な情報」確認一覧
https://qiita.com/kaizen_nagoya/items/b9380888d1e5a042646b

Qiita(0)Qiita関連記事一覧（自分）
https://qiita.com/kaizen_nagoya/items/58db5fbf036b28e9dfa6

鉄道（０）鉄道のシステム考察はてっちゃんがてつだってくれる
https://qiita.com/kaizen_nagoya/items/faa4ea03d91d901a618a

安全（0）安全工学シンポジウムに向けて: 21
https://qiita.com/kaizen_nagoya/items/c5d78f3def8195cb2409

一覧の一覧( The directory of directories of mine.) Qiita(100)
https://qiita.com/kaizen_nagoya/items/7eb0e006543886138f39

Ethernet 記事一覧　Ethernet(0)
https://qiita.com/kaizen_nagoya/items/88d35e99f74aefc98794

Wireshark 一覧 wireshark(0)、Ethernet(48)
https://qiita.com/kaizen_nagoya/items/fbed841f61875c4731d0

線網（Wi-Fi）空中線(antenna)(0) 記事一覧(118/300目標)
https://qiita.com/kaizen_nagoya/items/5e5464ac2b24bd4cd001

OSEK OS設計の基礎　OSEK(100)
https://qiita.com/kaizen_nagoya/items/7528a22a14242d2d58a3

Error一覧 error(0)
https://qiita.com/kaizen_nagoya/items/48b6cbc8d68eae2c42b8

C++ Support(0)　
https://qiita.com/kaizen_nagoya/items/8720d26f762369a80514

Coding(0) Rules, C, Secure, MISRA and so on
https://qiita.com/kaizen_nagoya/items/400725644a8a0e90fbb0

coding (101) 一覧を作成し始めた。omake:最近のQiitaで表示しない5つの事象
https://qiita.com/kaizen_nagoya/items/20667f09f19598aedb68

プログラマによる、プログラマのための、統計(0)と確率のプログラミングとその後
https://qiita.com/kaizen_nagoya/items/6e9897eb641268766909

なぜdockerで機械学習するか書籍・ソース一覧作成中 (目標100)
https://qiita.com/kaizen_nagoya/items/ddd12477544bf5ba85e2

言語処理100本ノックをdockerで。python覚えるのに最適。:10+12
https://qiita.com/kaizen_nagoya/items/7e7eb7c543e0c18438c4

プログラムちょい替え（0）一覧:4件
https://qiita.com/kaizen_nagoya/items/296d87ef4bfd516bc394

Python(0)記事をまとめたい。
https://qiita.com/kaizen_nagoya/items/088c57d70ab6904ebb53

官公庁・学校・公的団体（NPOを含む）システムの課題、官（０）
https://qiita.com/kaizen_nagoya/items/04ee6eaf7ec13d3af4c3

「はじめての」シリーズ　ベクタージャパン　
https://qiita.com/kaizen_nagoya/items/2e41634f6e21a3cf74eb

AUTOSAR(0)Qiita記事一覧, OSEK(75)
https://qiita.com/kaizen_nagoya/items/89c07961b59a8754c869

プログラマが知っていると良い「公序良俗」
https://qiita.com/kaizen_nagoya/items/9fe7c0dfac2fbd77a945

LaTeX(0) 一覧　
https://qiita.com/kaizen_nagoya/items/e3f7dafacab58c499792

自動制御、制御工学一覧（０）
https://qiita.com/kaizen_nagoya/items/7767a4e19a6ae1479e6b

Rust(0) 一覧　
https://qiita.com/kaizen_nagoya/items/5e8bb080ba6ca0281927

100以上いいねをいただいた記事16選
https://qiita.com/kaizen_nagoya/items/f8d958d9084ffbd15d2a

小川清最終講義、最終講義（再）計画, Ethernet(100) 英語(100) 安全(100)
https://qiita.com/kaizen_nagoya/items/e2df642e3951e35e6a53

＜この記事は個人の過去の経験に基づく個人の感想です。現在所属する組織、業務とは関係がありません。＞
This article is an individual impression based on my individual experience. It has nothing to do with the organization or business to which I currently belong.

文書履歴(document history)

ver. 0.10 初稿 20181028
ver. 0.11 エラー追記 20181029 午前
ver. 0.12 docker push 加筆 20181029 昼

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dockerで機械学習(76) with R (6)「Mastering Machine Learning with R 」By Cory Lesmeister

1.すぐに利用したい方へ(as soon as)

docker

docker pull and run

ファイル共有または複写

Chapter02

Chapter03

Errors

chapter12, add a line like this

2. dockerを自力で構築する方へ

docker

docker pull

apt

git

docker hubへの登録

参考文献(reference)

関連資料

Engineering Festa 2024前に必読記事一覧

自己記事一覧

文書履歴(document history)

最後までおよみいただきありがとうございました。

Thank you very much for reading to the last sentence.