演習の概要
注意事項
- 慶應義塾大学SFCで開講している「統計解析」の授業履修者向けの演習用ページです。
- 必ずしも全てのバージョンのRやOSで動作確認を行っていません。この演習用ページを作成している段階では、R3.6.0を使っています。
- Rの更新などにより、Rコードなどを予告無しに変更する場合があります。
Rの利用方法
- フリー統計ソフトRを利用するには、Rをダウンロードする、Webブラウザ上で利用する、などの方法があります。
- RはCRANからダウンロードし、インストール可能です。
- RStudioには、より操作が容易なGUIが用意されています。
- RStudio Cloudを使うと、RをダウンロードすることなくWebブラウザ上でRを操作できます。
- RStudioは日本語が使えない場合があります。起動時に
LC_CTYPE failed
などのエラーメッセージが出る場合は、以下の一行を実行しRStudioを再起動てください。
system("defaults write org.R-project.R force.LANG en_US.UTF-8")
データ分析の準備
パッケージのインストール
install.packages()
でパッケージをインストールし、library()
でパッケージを呼び出す
- ここでは以下のパッケージを用います。
install.packages("dplyr")
install.packages("magrittr")
install.packages("ggplot2")
library(dplyr)
library(magrittr)
library(ggplot2)
データのダウンロード
- 演習で用いるデータはここからダウンロードしてください。
作業用フォルダの指定
- ダウンロードしたzipファイルを解凍し、作成されたフォルダを作業用フォルダとして指定してください。
setwd()
関数を使うなどして、作業用フォルダを指定できます。例えば、HDの直下にDSBdata
フォルダを作成した場合は以下のようになります。
setwd("~/DSBdata")
データの読み込み
- 『家計調査』2017年9月、第2−6表「年間収入階級別1世帯当たり1か月間の収入と支出」から作成した所得階級と支出のデータ
kakei201709_l18.csv
を用います。
- ここでは、
read.csv()
関数を使って、CSVファイルを読み込みます。
kakei <- read.csv("kakei201709_l18.csv", header=TRUE, sep=",")
ggplot2
のggplot()
関数を使って散布図を描きます。
g <- ggplot2::ggplot(kakei, aes(x=INC1, y=CONS1))
g + geom_point() + xlab("Income (1000 yen)") + ylab("Consumption (10000 yen)")
![](data:image/png;base64,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)
回帰分析
単回帰分析
lm()
関数を使って、線形回帰モデル(単回帰モデル)を最小二乗推定します。
- その結果は、以下のように表示されます。
kakei.lm1 <- lm(CONS1~INC1, data=kakei)
summary(kakei.lm1)
Call:
lm(formula = CONS1 ~ INC1, data = kakei)
Residuals:
Min 1Q Median 3Q Max
-3.5039 -1.0488 0.3011 1.2763 2.3413
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 14.263033 0.768529 18.56 3.02e-12 ***
INC1 0.216059 0.009384 23.02 1.08e-13 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 1.774 on 16 degrees of freedom
Multiple R-squared: 0.9707, Adjusted R-squared: 0.9689
F-statistic: 530.1 on 1 and 16 DF, p-value: 1.08e-13
g <- ggplot2::ggplot(kakei, aes(x=INC1, y=CONS1)) +
geom_point() + xlab("Income (1000 yen)") + ylab("Consumption (10000 yen)")
g + geom_smooth(method = "lm")
![](data:image/png;base64,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)
以上で今回の演習は終了です。
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