データフレームの扱い方初級編

# データフレームの扱い方 <br> 初級編
### <span class="citation">@y__mattu</span>
### 2017/5/20 Tokyo.R #61

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# はじめに
## 自己紹介
.pull-left[
- 松村優哉
- <u>Twitter</u>: **y\_\_mattu**
- <u>GitHub</u>: **ymattu**
- M1
- 計量経済学、ベイズ統計、因果推論、マーケティング
- 言語: R(2 年), SAS, Python
- https://ymattu.github.io/
- http://y-mattu.hatenablog.com/
- Tokyo.R 運営チーム

]

# データ分析の流れ
.pull-left[
<div id="htmlwidget-848e489fa586901588ea" style="width:400px;height:400px;" class="grViz html-widget"></div>
<script type="application/json" data-for="htmlwidget-848e489fa586901588ea">{"x":{"diagram":"\ndigraph data_analytics {\n\n      # graph\n      graph [overlap = true, fontsize = 10]\n\n      # node\n      node [shape=box,\n      fontname = Helvetica,\n      style = filled,\n      fillcolor = SteelBlue,\n      fontcolor = white]\n      データ取得;\n\n      node [shape = box,\n      fontname = Helvetica,\n      fillcolor = Gray,\n      fontcolor = black]\n      前処理; 可視化・モデリング;\n\n      # edge\n      データ取得->前処理\n      前処理->可視化・モデリング\n      }\n      ","config":{"engine":"dot","options":null}},"evals":[],"jsHooks":[]}</script>
]

etc
]

---

# データ分析の流れ
.pull-left[
<div id="htmlwidget-e20599ddfcb748a02a8a" style="width:400px;height:400px;" class="grViz html-widget"></div>
<script type="application/json" data-for="htmlwidget-e20599ddfcb748a02a8a">{"x":{"diagram":"\ndigraph data_analytics {\n\n      # graph\n      graph [overlap = true, fontsize = 10]\n\n      # node\n      node [shape=box,\n      fontname = Helvetica,\n      style = filled,\n      fillcolor = SteelBlue,\n      fontcolor = white]\n      前処理;\n\n      node [shape = box,\n      fontname = Helvetica,\n      fillcolor = Gray,\n      fontcolor = black]\n      データ取得; 可視化・モデリング;\n\n      # edge\n      データ取得->前処理\n      前処理->可視化・モデリング\n      }\n      ","config":{"engine":"dot","options":null}},"evals":[],"jsHooks":[]}</script>
]

etc
]

---

# データ分析の流れ
.pull-left[
<div id="htmlwidget-d3a2372439c3f59b2e34" style="width:400px;height:400px;" class="grViz html-widget"></div>
<script type="application/json" data-for="htmlwidget-d3a2372439c3f59b2e34">{"x":{"diagram":"\ndigraph data_analytics {\n\n      # graph\n      graph [overlap = true, fontsize = 10]\n\n      # node\n      node [shape=box,\n      fontname = Helvetica,\n      style = filled,\n      fillcolor = SteelBlue,\n      fontcolor = white]\n      可視化・モデリング;\n\n      node [shape = box,\n      fontname = Helvetica,\n      fillcolor = Gray,\n      fontcolor = black]\n      データ取得; 前処理;\n\n      # edge\n      データ取得->前処理\n      前処理->可視化・モデリング\n      }\n      ","config":{"engine":"dot","options":null}},"evals":[],"jsHooks":[]}</script>
]

.pull-right[
- 可視化
    - 散布図
    - ヒストグラム
    - 箱ひげ図
- モデリング
    - 回帰分析(重回帰、ロジスティック,...)
    - 時系列分析
    - クラスタリング(k-means とか)
    - サポートベクトルマシン
    - ランダムフォレスト

etc
]

---

# 今日のお話
.pull-left[
<div id="htmlwidget-85b2fe759fc7fd039a7e" style="width:400px;height:400px;" class="grViz html-widget"></div>
<script type="application/json" data-for="htmlwidget-85b2fe759fc7fd039a7e">{"x":{"diagram":"\ndigraph data_analytics {\n\n      # graph\n      graph [overlap = true, fontsize = 10]\n\n      # node\n      node [shape=box,\n      fontname = Helvetica,\n      style = filled,\n      fillcolor = SteelBlue,\n      fontcolor = white]\n      データ取得; 前処理;\n\n      node [shape = box,\n      fontname = Helvetica,\n      fillcolor = Gray,\n      fontcolor = black]\n      可視化・モデリング;\n\n      # edge\n      データ取得->前処理\n      前処理->可視化・モデリング\n      }\n      ","config":{"engine":"dot","options":null}},"evals":[],"jsHooks":[]}</script>
]

- 前処理
    - 列選択
    - 絞り込み
    - 列追加
    - 集計
    - マージ
    - 縦横変換

]

---

# 今日のお話(パッケージ的に)
.pull-left[
### データの読み込み
- `readr`
-  `data.table`
-  `readxl`
-  `haven`
]

.pull-right[
### データの前処理
- `dplyr`
    - `select`
    - `filter`
    - `mutate`
    - `group_by`
    - `arrange`
    - `***_join`
- `tidyr`
    - `gather`
    - `spread`
]

※ R の標準関数でできるやつはそれも説明します。
---

# 分析の前に
### ワーキングディレクトリの設定

```r
setwd("/Volumes/Transcend/TokyoR/61") # 絶対パスでも相対パスでも OK
```

### パッケージ内の関数の表記

```r
# 方法 1
library(readr)
dat <- read_csv("hoge.csv")

# 方法 2
dat <- readr::read_csv("hoge.csv")
```
---

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)
background-size: 400px

# データの読み込み

---
# csv ファイルの読み込み

### R の標準関数

```r
dat <- read.csv("sample.csv", stringAsFactors = FALSE)
```

### 高速な読み込み 1

```r
library(readr)
dat <- read_csv("sample.csv")
```

### 高速な読み込み 2

```r
library(data.table)
dat <- fread("sample.csv", data.table = FALSE)
```

---

# どのくらい早いの?
### 検証用データ
- Web ログデータ
- csv
- 300 万行× 5 列
- 約 500MB

### 検証環境
- macOS Sierra 10.12.5
- Corei7
- メモリ 16GB
- R 3.4.0

---

# どのくらい早いの?

```r
system.time(dat <- read.csv("log.csv"))
```

```
   user  system elapsed 
 57.379   0.602  58.700 
```

```r
system.time(dat2 <- readr::read_csv("log.csv"))
```

```
   user  system elapsed 
  4.616   0.274   7.193 
```

```r
system.time(dat3 <- data.table::fread("log.csv"))
```

```

Read 55.5% of 3460200 rows
Read 3460193 rows and 5 (of 5) columns from 0.477 GB file in 00:00:03
```

```
   user  system elapsed 
  2.803   0.155   3.079 
```
---

# tsv ファイルの読み込み

### R の標準関数

```r
dat <- read.delim("sample.tsv", stringAsFactors = FALSE)
```

### {**`readr`**}

```r
library(readr)
dat <- read_tsv("sample.tsv")
```

### {**`data.table`**}

```r
library(data.table)
dat <- fread("sample.tsv", data.table = FALSE)
```

---

# その他の区切り値ファイル

### R の標準関数

```r
dat <- read.delim("sample.tsv", stringAsFactors = FALSE, sep = "|")
```

### {**`readr`**}

```r
library(readr)
dat <- read_delim("sample.tsv", "|")
```

### {**`data.table`**}

```r
library(data.table)
dat <- fread("sample.tsv", data.table = FALSE)
```
---

# エクセルファイルの読み込み
### エクセルファイルを読み込めるパッケージ
- {`xlsx`}
- {`gdata`}
- {`XLConnect`}
- {`openxlsx`}
- {**`redxl`**} → 爆速

### 読み込み方

```r
dat <- readxl::read_excel("sample.xlsx", sheet = "シート名")
# シート名はシート番号でも OK
```
---

# その他拡張子の読み込み
### SAS(.sas7bdat), STATA(.dta), SPSS(.sav)形式のファイル
{**`haven`**} パッケージで読み込み

#### SAS

```r
dat <- haven::read_sas("sample.sas7bdat")
```

#### STATA

```r
dat <- haven::read_dta("sample.dta")
```

#### SPSS

```r
dat <- haven::read_sav("sample.sav")
```

---

## 関数とかオプションとか覚えられない
RStudio の GUI 読み込み

![screenshot](./slide_img/gui1.png)

---

## RStudio の GUI 読み込み
![screenshot2](./slide_img/gui2.png)

---

# 文字コードの指定
- Windows の文字コードは **Shift-JIS（CP932）**
- Mac の文字コードは **UTF8**
- Windows で作られた（日本語を含む）ファイルを Mac で読むときは `Encoding=cp932`
- Mac で作られた（日本語を含む）ファイルを Windows で読むときは `Encoding=UTF8`

---

# csv を CP932 で読む
### R の標準関数

```r
dat <- read.csv("sample.csv", stringAsFactors = FALSE, fileEncoding = "cp932")
```

### {**readr**}

```r
dat <- readr::read_csv("sample.csv", locale = locale(encoding = "cp932"))
```

### {**data.table**}

```r
dat <- data.table::fread("sample.csv", data.table = FALSE) %>%
  dplyr::mutate(VAR1 = iconv(VAR1, from = "UTF8", to = "CP932"))
```
---

class: inverse, center
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)
background-size: 400px

# データの前処理

---
# iris データを使います

アヤメの 3 種（setosa, vrisicolor, verginica）について sepal（がく片）と petal（花弁）の長さ（length）と幅（width）を測ったデータセット

```r
library(dplyr)
d <- iris
d
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species
1            5.1         3.5          1.4         0.2     setosa
2            4.9         3.0          1.4         0.2     setosa
3            4.7         3.2          1.3         0.2     setosa
4            4.6         3.1          1.5         0.2     setosa
5            5.0         3.6          1.4         0.2     setosa
6            5.4         3.9          1.7         0.4     setosa
7            4.6         3.4          1.4         0.3     setosa
8            5.0         3.4          1.5         0.2     setosa
9            4.4         2.9          1.4         0.2     setosa
10           4.9         3.1          1.5         0.1     setosa
11           5.4         3.7          1.5         0.2     setosa
12           4.8         3.4          1.6         0.2     setosa
13           4.8         3.0          1.4         0.1     setosa
14           4.3         3.0          1.1         0.1     setosa
15           5.8         4.0          1.2         0.2     setosa
16           5.7         4.4          1.5         0.4     setosa
17           5.4         3.9          1.3         0.4     setosa
18           5.1         3.5          1.4         0.3     setosa
19           5.7         3.8          1.7         0.3     setosa
20           5.1         3.8          1.5         0.3     setosa
21           5.4         3.4          1.7         0.2     setosa
22           5.1         3.7          1.5         0.4     setosa
23           4.6         3.6          1.0         0.2     setosa
24           5.1         3.3          1.7         0.5     setosa
25           4.8         3.4          1.9         0.2     setosa
26           5.0         3.0          1.6         0.2     setosa
27           5.0         3.4          1.6         0.4     setosa
28           5.2         3.5          1.5         0.2     setosa
29           5.2         3.4          1.4         0.2     setosa
30           4.7         3.2          1.6         0.2     setosa
31           4.8         3.1          1.6         0.2     setosa
32           5.4         3.4          1.5         0.4     setosa
33           5.2         4.1          1.5         0.1     setosa
34           5.5         4.2          1.4         0.2     setosa
35           4.9         3.1          1.5         0.2     setosa
36           5.0         3.2          1.2         0.2     setosa
37           5.5         3.5          1.3         0.2     setosa
38           4.9         3.6          1.4         0.1     setosa
39           4.4         3.0          1.3         0.2     setosa
40           5.1         3.4          1.5         0.2     setosa
41           5.0         3.5          1.3         0.3     setosa
42           4.5         2.3          1.3         0.3     setosa
43           4.4         3.2          1.3         0.2     setosa
44           5.0         3.5          1.6         0.6     setosa
45           5.1         3.8          1.9         0.4     setosa
46           4.8         3.0          1.4         0.3     setosa
47           5.1         3.8          1.6         0.2     setosa
48           4.6         3.2          1.4         0.2     setosa
49           5.3         3.7          1.5         0.2     setosa
50           5.0         3.3          1.4         0.2     setosa
51           7.0         3.2          4.7         1.4 versicolor
52           6.4         3.2          4.5         1.5 versicolor
53           6.9         3.1          4.9         1.5 versicolor
54           5.5         2.3          4.0         1.3 versicolor
55           6.5         2.8          4.6         1.5 versicolor
56           5.7         2.8          4.5         1.3 versicolor
57           6.3         3.3          4.7         1.6 versicolor
58           4.9         2.4          3.3         1.0 versicolor
59           6.6         2.9          4.6         1.3 versicolor
60           5.2         2.7          3.9         1.4 versicolor
61           5.0         2.0          3.5         1.0 versicolor
62           5.9         3.0          4.2         1.5 versicolor
63           6.0         2.2          4.0         1.0 versicolor
64           6.1         2.9          4.7         1.4 versicolor
65           5.6         2.9          3.6         1.3 versicolor
66           6.7         3.1          4.4         1.4 versicolor
67           5.6         3.0          4.5         1.5 versicolor
68           5.8         2.7          4.1         1.0 versicolor
69           6.2         2.2          4.5         1.5 versicolor
70           5.6         2.5          3.9         1.1 versicolor
71           5.9         3.2          4.8         1.8 versicolor
72           6.1         2.8          4.0         1.3 versicolor
73           6.3         2.5          4.9         1.5 versicolor
74           6.1         2.8          4.7         1.2 versicolor
75           6.4         2.9          4.3         1.3 versicolor
76           6.6         3.0          4.4         1.4 versicolor
77           6.8         2.8          4.8         1.4 versicolor
78           6.7         3.0          5.0         1.7 versicolor
79           6.0         2.9          4.5         1.5 versicolor
80           5.7         2.6          3.5         1.0 versicolor
81           5.5         2.4          3.8         1.1 versicolor
82           5.5         2.4          3.7         1.0 versicolor
83           5.8         2.7          3.9         1.2 versicolor
84           6.0         2.7          5.1         1.6 versicolor
85           5.4         3.0          4.5         1.5 versicolor
86           6.0         3.4          4.5         1.6 versicolor
87           6.7         3.1          4.7         1.5 versicolor
88           6.3         2.3          4.4         1.3 versicolor
89           5.6         3.0          4.1         1.3 versicolor
90           5.5         2.5          4.0         1.3 versicolor
91           5.5         2.6          4.4         1.2 versicolor
92           6.1         3.0          4.6         1.4 versicolor
93           5.8         2.6          4.0         1.2 versicolor
94           5.0         2.3          3.3         1.0 versicolor
95           5.6         2.7          4.2         1.3 versicolor
96           5.7         3.0          4.2         1.2 versicolor
97           5.7         2.9          4.2         1.3 versicolor
98           6.2         2.9          4.3         1.3 versicolor
99           5.1         2.5          3.0         1.1 versicolor
100          5.7         2.8          4.1         1.3 versicolor
101          6.3         3.3          6.0         2.5  virginica
102          5.8         2.7          5.1         1.9  virginica
103          7.1         3.0          5.9         2.1  virginica
104          6.3         2.9          5.6         1.8  virginica
105          6.5         3.0          5.8         2.2  virginica
106          7.6         3.0          6.6         2.1  virginica
107          4.9         2.5          4.5         1.7  virginica
108          7.3         2.9          6.3         1.8  virginica
109          6.7         2.5          5.8         1.8  virginica
110          7.2         3.6          6.1         2.5  virginica
111          6.5         3.2          5.1         2.0  virginica
112          6.4         2.7          5.3         1.9  virginica
113          6.8         3.0          5.5         2.1  virginica
114          5.7         2.5          5.0         2.0  virginica
115          5.8         2.8          5.1         2.4  virginica
116          6.4         3.2          5.3         2.3  virginica
117          6.5         3.0          5.5         1.8  virginica
118          7.7         3.8          6.7         2.2  virginica
119          7.7         2.6          6.9         2.3  virginica
120          6.0         2.2          5.0         1.5  virginica
121          6.9         3.2          5.7         2.3  virginica
122          5.6         2.8          4.9         2.0  virginica
123          7.7         2.8          6.7         2.0  virginica
124          6.3         2.7          4.9         1.8  virginica
125          6.7         3.3          5.7         2.1  virginica
126          7.2         3.2          6.0         1.8  virginica
127          6.2         2.8          4.8         1.8  virginica
128          6.1         3.0          4.9         1.8  virginica
129          6.4         2.8          5.6         2.1  virginica
130          7.2         3.0          5.8         1.6  virginica
131          7.4         2.8          6.1         1.9  virginica
132          7.9         3.8          6.4         2.0  virginica
133          6.4         2.8          5.6         2.2  virginica
134          6.3         2.8          5.1         1.5  virginica
135          6.1         2.6          5.6         1.4  virginica
136          7.7         3.0          6.1         2.3  virginica
137          6.3         3.4          5.6         2.4  virginica
138          6.4         3.1          5.5         1.8  virginica
139          6.0         3.0          4.8         1.8  virginica
140          6.9         3.1          5.4         2.1  virginica
141          6.7         3.1          5.6         2.4  virginica
142          6.9         3.1          5.1         2.3  virginica
143          5.8         2.7          5.1         1.9  virginica
144          6.8         3.2          5.9         2.3  virginica
145          6.7         3.3          5.7         2.5  virginica
146          6.7         3.0          5.2         2.3  virginica
147          6.3         2.5          5.0         1.9  virginica
148          6.5         3.0          5.2         2.0  virginica
149          6.2         3.4          5.4         2.3  virginica
150          5.9         3.0          5.1         1.8  virginica
```

---

# データの構造を確認

### R の標準関数

```r
str(d)
```

```
'data.frame':	150 obs. of  5 variables:
 $ Sepal.Length: num  5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
 $ Sepal.Width : num  3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
 $ Petal.Length: num  1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
 $ Petal.Width : num  0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
 $ Species     : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ...
```

---

# データの構造を確認

### {**`dplyr`**}

```r
dplyr::glimpse(d)
```

```
Observations: 150
Variables: 5
$ Sepal.Length <dbl> 5.1, 4.9, 4.7, 4.6, 5.0, 5.4, 4.6, 5.0, 4.4, 4.9,...
$ Sepal.Width  <dbl> 3.5, 3.0, 3.2, 3.1, 3.6, 3.9, 3.4, 3.4, 2.9, 3.1,...
$ Petal.Length <dbl> 1.4, 1.4, 1.3, 1.5, 1.4, 1.7, 1.4, 1.5, 1.4, 1.5,...
$ Petal.Width  <dbl> 0.2, 0.2, 0.2, 0.2, 0.2, 0.4, 0.3, 0.2, 0.2, 0.1,...
$ Species      <fctr> setosa, setosa, setosa, setosa, setosa, setosa, ...
```

---

# Rstudio だと

![screenshot3](./slide_img/rstudio_iris.png)

---

# RStudio だと
`str()` の中身を確認できる

![screenshot3](./slide_img/rstudio_str.png)

---

# データの構造を確認
`summary()` 関数で要約統計量

```r
summary(d)
```

```
  Sepal.Length    Sepal.Width     Petal.Length    Petal.Width   
 Min.   :4.300   Min.   :2.000   Min.   :1.000   Min.   :0.100  
 1st Qu.:5.100   1st Qu.:2.800   1st Qu.:1.600   1st Qu.:0.300  
 Median :5.800   Median :3.000   Median :4.350   Median :1.300  
 Mean   :5.843   Mean   :3.057   Mean   :3.758   Mean   :1.199  
 3rd Qu.:6.400   3rd Qu.:3.300   3rd Qu.:5.100   3rd Qu.:1.800  
 Max.   :7.900   Max.   :4.400   Max.   :6.900   Max.   :2.500  
       Species  
 setosa    :50  
 versicolor:50  
 virginica :50  
                
                
                
```

---

# 集計

### R の標準関数

```r
table(d$Species)
```

```

setosa versicolor  virginica 
        50         50         50 
```

---

# 集計

### {**`dplyr`**}

```r
group_by(d, Species) %>%
 summarise(number = n())
```

```
# A tibble: 3 x 2
     Species number
      <fctr>  <int>
1     setosa     50
2 versicolor     50
3  virginica     50
```

---

# 特定の列を取り出す
### R の標準関数

```r
d[, c(1, 3)] # 列番号を指定
```

```
    Sepal.Length Petal.Length
1            5.1          1.4
2            4.9          1.4
3            4.7          1.3
4            4.6          1.5
5            5.0          1.4
6            5.4          1.7
7            4.6          1.4
8            5.0          1.5
9            4.4          1.4
10           4.9          1.5
11           5.4          1.5
12           4.8          1.6
13           4.8          1.4
14           4.3          1.1
15           5.8          1.2
16           5.7          1.5
17           5.4          1.3
18           5.1          1.4
19           5.7          1.7
20           5.1          1.5
21           5.4          1.7
22           5.1          1.5
23           4.6          1.0
24           5.1          1.7
25           4.8          1.9
26           5.0          1.6
27           5.0          1.6
28           5.2          1.5
29           5.2          1.4
30           4.7          1.6
31           4.8          1.6
32           5.4          1.5
33           5.2          1.5
34           5.5          1.4
35           4.9          1.5
36           5.0          1.2
37           5.5          1.3
38           4.9          1.4
39           4.4          1.3
40           5.1          1.5
41           5.0          1.3
42           4.5          1.3
43           4.4          1.3
44           5.0          1.6
45           5.1          1.9
46           4.8          1.4
47           5.1          1.6
48           4.6          1.4
49           5.3          1.5
50           5.0          1.4
51           7.0          4.7
52           6.4          4.5
53           6.9          4.9
54           5.5          4.0
55           6.5          4.6
56           5.7          4.5
57           6.3          4.7
58           4.9          3.3
59           6.6          4.6
60           5.2          3.9
61           5.0          3.5
62           5.9          4.2
63           6.0          4.0
64           6.1          4.7
65           5.6          3.6
66           6.7          4.4
67           5.6          4.5
68           5.8          4.1
69           6.2          4.5
70           5.6          3.9
71           5.9          4.8
72           6.1          4.0
73           6.3          4.9
74           6.1          4.7
75           6.4          4.3
76           6.6          4.4
77           6.8          4.8
78           6.7          5.0
79           6.0          4.5
80           5.7          3.5
81           5.5          3.8
82           5.5          3.7
83           5.8          3.9
84           6.0          5.1
85           5.4          4.5
86           6.0          4.5
87           6.7          4.7
88           6.3          4.4
89           5.6          4.1
90           5.5          4.0
91           5.5          4.4
92           6.1          4.6
93           5.8          4.0
94           5.0          3.3
95           5.6          4.2
96           5.7          4.2
97           5.7          4.2
98           6.2          4.3
99           5.1          3.0
100          5.7          4.1
101          6.3          6.0
102          5.8          5.1
103          7.1          5.9
104          6.3          5.6
105          6.5          5.8
106          7.6          6.6
107          4.9          4.5
108          7.3          6.3
109          6.7          5.8
110          7.2          6.1
111          6.5          5.1
112          6.4          5.3
113          6.8          5.5
114          5.7          5.0
115          5.8          5.1
116          6.4          5.3
117          6.5          5.5
118          7.7          6.7
119          7.7          6.9
120          6.0          5.0
121          6.9          5.7
122          5.6          4.9
123          7.7          6.7
124          6.3          4.9
125          6.7          5.7
126          7.2          6.0
127          6.2          4.8
128          6.1          4.9
129          6.4          5.6
130          7.2          5.8
131          7.4          6.1
132          7.9          6.4
133          6.4          5.6
134          6.3          5.1
135          6.1          5.6
136          7.7          6.1
137          6.3          5.6
138          6.4          5.5
139          6.0          4.8
140          6.9          5.4
141          6.7          5.6
142          6.9          5.1
143          5.8          5.1
144          6.8          5.9
145          6.7          5.7
146          6.7          5.2
147          6.3          5.0
148          6.5          5.2
149          6.2          5.4
150          5.9          5.1
```

---

# 特定の列を取り出す
### {**`dplyr`**}

```r
select(d, 1, 3)# 列番号を指定
```

---

# 特定の列を取り出す
### {**dplyr**} の別解

```r
select(d, Sepal.Length, Petal.Length) #列名を指定
select(d, contains("length", ignore.case = TRUE)) # "length"が含まれる列を選択
```

#### 他にもいろいろな選択方法が
[dplyr の select() の引数に指定可能なバリエーションまとめ](http://qiita.com/hoxo_m/items/f2f1793c6f086d381340)

---

# 列の追加

### R の標準関数

```r
d$petal.w.l = d$Petal.Length / d$Petal.Width
d
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species petal.w.l
1            5.1         3.5          1.4         0.2     setosa  7.000000
2            4.9         3.0          1.4         0.2     setosa  7.000000
3            4.7         3.2          1.3         0.2     setosa  6.500000
4            4.6         3.1          1.5         0.2     setosa  7.500000
5            5.0         3.6          1.4         0.2     setosa  7.000000
6            5.4         3.9          1.7         0.4     setosa  4.250000
7            4.6         3.4          1.4         0.3     setosa  4.666667
8            5.0         3.4          1.5         0.2     setosa  7.500000
9            4.4         2.9          1.4         0.2     setosa  7.000000
10           4.9         3.1          1.5         0.1     setosa 15.000000
11           5.4         3.7          1.5         0.2     setosa  7.500000
12           4.8         3.4          1.6         0.2     setosa  8.000000
13           4.8         3.0          1.4         0.1     setosa 14.000000
14           4.3         3.0          1.1         0.1     setosa 11.000000
15           5.8         4.0          1.2         0.2     setosa  6.000000
16           5.7         4.4          1.5         0.4     setosa  3.750000
17           5.4         3.9          1.3         0.4     setosa  3.250000
18           5.1         3.5          1.4         0.3     setosa  4.666667
19           5.7         3.8          1.7         0.3     setosa  5.666667
20           5.1         3.8          1.5         0.3     setosa  5.000000
21           5.4         3.4          1.7         0.2     setosa  8.500000
22           5.1         3.7          1.5         0.4     setosa  3.750000
23           4.6         3.6          1.0         0.2     setosa  5.000000
24           5.1         3.3          1.7         0.5     setosa  3.400000
25           4.8         3.4          1.9         0.2     setosa  9.500000
26           5.0         3.0          1.6         0.2     setosa  8.000000
27           5.0         3.4          1.6         0.4     setosa  4.000000
28           5.2         3.5          1.5         0.2     setosa  7.500000
29           5.2         3.4          1.4         0.2     setosa  7.000000
30           4.7         3.2          1.6         0.2     setosa  8.000000
31           4.8         3.1          1.6         0.2     setosa  8.000000
32           5.4         3.4          1.5         0.4     setosa  3.750000
33           5.2         4.1          1.5         0.1     setosa 15.000000
34           5.5         4.2          1.4         0.2     setosa  7.000000
35           4.9         3.1          1.5         0.2     setosa  7.500000
36           5.0         3.2          1.2         0.2     setosa  6.000000
37           5.5         3.5          1.3         0.2     setosa  6.500000
38           4.9         3.6          1.4         0.1     setosa 14.000000
39           4.4         3.0          1.3         0.2     setosa  6.500000
40           5.1         3.4          1.5         0.2     setosa  7.500000
41           5.0         3.5          1.3         0.3     setosa  4.333333
42           4.5         2.3          1.3         0.3     setosa  4.333333
43           4.4         3.2          1.3         0.2     setosa  6.500000
44           5.0         3.5          1.6         0.6     setosa  2.666667
45           5.1         3.8          1.9         0.4     setosa  4.750000
46           4.8         3.0          1.4         0.3     setosa  4.666667
47           5.1         3.8          1.6         0.2     setosa  8.000000
48           4.6         3.2          1.4         0.2     setosa  7.000000
49           5.3         3.7          1.5         0.2     setosa  7.500000
50           5.0         3.3          1.4         0.2     setosa  7.000000
51           7.0         3.2          4.7         1.4 versicolor  3.357143
52           6.4         3.2          4.5         1.5 versicolor  3.000000
53           6.9         3.1          4.9         1.5 versicolor  3.266667
54           5.5         2.3          4.0         1.3 versicolor  3.076923
55           6.5         2.8          4.6         1.5 versicolor  3.066667
56           5.7         2.8          4.5         1.3 versicolor  3.461538
57           6.3         3.3          4.7         1.6 versicolor  2.937500
58           4.9         2.4          3.3         1.0 versicolor  3.300000
59           6.6         2.9          4.6         1.3 versicolor  3.538462
60           5.2         2.7          3.9         1.4 versicolor  2.785714
61           5.0         2.0          3.5         1.0 versicolor  3.500000
62           5.9         3.0          4.2         1.5 versicolor  2.800000
63           6.0         2.2          4.0         1.0 versicolor  4.000000
64           6.1         2.9          4.7         1.4 versicolor  3.357143
65           5.6         2.9          3.6         1.3 versicolor  2.769231
66           6.7         3.1          4.4         1.4 versicolor  3.142857
67           5.6         3.0          4.5         1.5 versicolor  3.000000
68           5.8         2.7          4.1         1.0 versicolor  4.100000
69           6.2         2.2          4.5         1.5 versicolor  3.000000
70           5.6         2.5          3.9         1.1 versicolor  3.545455
71           5.9         3.2          4.8         1.8 versicolor  2.666667
72           6.1         2.8          4.0         1.3 versicolor  3.076923
73           6.3         2.5          4.9         1.5 versicolor  3.266667
74           6.1         2.8          4.7         1.2 versicolor  3.916667
75           6.4         2.9          4.3         1.3 versicolor  3.307692
76           6.6         3.0          4.4         1.4 versicolor  3.142857
77           6.8         2.8          4.8         1.4 versicolor  3.428571
78           6.7         3.0          5.0         1.7 versicolor  2.941176
79           6.0         2.9          4.5         1.5 versicolor  3.000000
80           5.7         2.6          3.5         1.0 versicolor  3.500000
81           5.5         2.4          3.8         1.1 versicolor  3.454545
82           5.5         2.4          3.7         1.0 versicolor  3.700000
83           5.8         2.7          3.9         1.2 versicolor  3.250000
84           6.0         2.7          5.1         1.6 versicolor  3.187500
85           5.4         3.0          4.5         1.5 versicolor  3.000000
86           6.0         3.4          4.5         1.6 versicolor  2.812500
87           6.7         3.1          4.7         1.5 versicolor  3.133333
88           6.3         2.3          4.4         1.3 versicolor  3.384615
89           5.6         3.0          4.1         1.3 versicolor  3.153846
90           5.5         2.5          4.0         1.3 versicolor  3.076923
91           5.5         2.6          4.4         1.2 versicolor  3.666667
92           6.1         3.0          4.6         1.4 versicolor  3.285714
93           5.8         2.6          4.0         1.2 versicolor  3.333333
94           5.0         2.3          3.3         1.0 versicolor  3.300000
95           5.6         2.7          4.2         1.3 versicolor  3.230769
96           5.7         3.0          4.2         1.2 versicolor  3.500000
97           5.7         2.9          4.2         1.3 versicolor  3.230769
98           6.2         2.9          4.3         1.3 versicolor  3.307692
99           5.1         2.5          3.0         1.1 versicolor  2.727273
100          5.7         2.8          4.1         1.3 versicolor  3.153846
101          6.3         3.3          6.0         2.5  virginica  2.400000
102          5.8         2.7          5.1         1.9  virginica  2.684211
103          7.1         3.0          5.9         2.1  virginica  2.809524
104          6.3         2.9          5.6         1.8  virginica  3.111111
105          6.5         3.0          5.8         2.2  virginica  2.636364
106          7.6         3.0          6.6         2.1  virginica  3.142857
107          4.9         2.5          4.5         1.7  virginica  2.647059
108          7.3         2.9          6.3         1.8  virginica  3.500000
109          6.7         2.5          5.8         1.8  virginica  3.222222
110          7.2         3.6          6.1         2.5  virginica  2.440000
111          6.5         3.2          5.1         2.0  virginica  2.550000
112          6.4         2.7          5.3         1.9  virginica  2.789474
113          6.8         3.0          5.5         2.1  virginica  2.619048
114          5.7         2.5          5.0         2.0  virginica  2.500000
115          5.8         2.8          5.1         2.4  virginica  2.125000
116          6.4         3.2          5.3         2.3  virginica  2.304348
117          6.5         3.0          5.5         1.8  virginica  3.055556
118          7.7         3.8          6.7         2.2  virginica  3.045455
119          7.7         2.6          6.9         2.3  virginica  3.000000
120          6.0         2.2          5.0         1.5  virginica  3.333333
121          6.9         3.2          5.7         2.3  virginica  2.478261
122          5.6         2.8          4.9         2.0  virginica  2.450000
123          7.7         2.8          6.7         2.0  virginica  3.350000
124          6.3         2.7          4.9         1.8  virginica  2.722222
125          6.7         3.3          5.7         2.1  virginica  2.714286
126          7.2         3.2          6.0         1.8  virginica  3.333333
127          6.2         2.8          4.8         1.8  virginica  2.666667
128          6.1         3.0          4.9         1.8  virginica  2.722222
129          6.4         2.8          5.6         2.1  virginica  2.666667
130          7.2         3.0          5.8         1.6  virginica  3.625000
131          7.4         2.8          6.1         1.9  virginica  3.210526
132          7.9         3.8          6.4         2.0  virginica  3.200000
133          6.4         2.8          5.6         2.2  virginica  2.545455
134          6.3         2.8          5.1         1.5  virginica  3.400000
135          6.1         2.6          5.6         1.4  virginica  4.000000
136          7.7         3.0          6.1         2.3  virginica  2.652174
137          6.3         3.4          5.6         2.4  virginica  2.333333
138          6.4         3.1          5.5         1.8  virginica  3.055556
139          6.0         3.0          4.8         1.8  virginica  2.666667
140          6.9         3.1          5.4         2.1  virginica  2.571429
141          6.7         3.1          5.6         2.4  virginica  2.333333
142          6.9         3.1          5.1         2.3  virginica  2.217391
143          5.8         2.7          5.1         1.9  virginica  2.684211
144          6.8         3.2          5.9         2.3  virginica  2.565217
145          6.7         3.3          5.7         2.5  virginica  2.280000
146          6.7         3.0          5.2         2.3  virginica  2.260870
147          6.3         2.5          5.0         1.9  virginica  2.631579
148          6.5         3.0          5.2         2.0  virginica  2.600000
149          6.2         3.4          5.4         2.3  virginica  2.347826
150          5.9         3.0          5.1         1.8  virginica  2.833333
```

---

# 列の追加

### R の標準関数
または

```r
transform(d, petal.w.l = d$Petal.Length / d$Petal.Width)
```

---

# 列の追加

### {**`dplyr`**}

```r
mutate(d, petal.w.l = Petal.Length / Petal.Width)
```

---

# カテゴリカルな変数もできる

```r
mutate(d[, -6], category = factor(Species,
                            levels = c("setosa", "virginica", "versicolor"),
                            labels = LETTERS[1:3]))
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species category
1            5.1         3.5          1.4         0.2     setosa        A
2            4.9         3.0          1.4         0.2     setosa        A
3            4.7         3.2          1.3         0.2     setosa        A
4            4.6         3.1          1.5         0.2     setosa        A
5            5.0         3.6          1.4         0.2     setosa        A
6            5.4         3.9          1.7         0.4     setosa        A
7            4.6         3.4          1.4         0.3     setosa        A
8            5.0         3.4          1.5         0.2     setosa        A
9            4.4         2.9          1.4         0.2     setosa        A
10           4.9         3.1          1.5         0.1     setosa        A
11           5.4         3.7          1.5         0.2     setosa        A
12           4.8         3.4          1.6         0.2     setosa        A
13           4.8         3.0          1.4         0.1     setosa        A
14           4.3         3.0          1.1         0.1     setosa        A
15           5.8         4.0          1.2         0.2     setosa        A
16           5.7         4.4          1.5         0.4     setosa        A
17           5.4         3.9          1.3         0.4     setosa        A
18           5.1         3.5          1.4         0.3     setosa        A
19           5.7         3.8          1.7         0.3     setosa        A
20           5.1         3.8          1.5         0.3     setosa        A
21           5.4         3.4          1.7         0.2     setosa        A
22           5.1         3.7          1.5         0.4     setosa        A
23           4.6         3.6          1.0         0.2     setosa        A
24           5.1         3.3          1.7         0.5     setosa        A
25           4.8         3.4          1.9         0.2     setosa        A
26           5.0         3.0          1.6         0.2     setosa        A
27           5.0         3.4          1.6         0.4     setosa        A
28           5.2         3.5          1.5         0.2     setosa        A
29           5.2         3.4          1.4         0.2     setosa        A
30           4.7         3.2          1.6         0.2     setosa        A
31           4.8         3.1          1.6         0.2     setosa        A
32           5.4         3.4          1.5         0.4     setosa        A
33           5.2         4.1          1.5         0.1     setosa        A
34           5.5         4.2          1.4         0.2     setosa        A
35           4.9         3.1          1.5         0.2     setosa        A
36           5.0         3.2          1.2         0.2     setosa        A
37           5.5         3.5          1.3         0.2     setosa        A
38           4.9         3.6          1.4         0.1     setosa        A
39           4.4         3.0          1.3         0.2     setosa        A
40           5.1         3.4          1.5         0.2     setosa        A
41           5.0         3.5          1.3         0.3     setosa        A
42           4.5         2.3          1.3         0.3     setosa        A
43           4.4         3.2          1.3         0.2     setosa        A
44           5.0         3.5          1.6         0.6     setosa        A
45           5.1         3.8          1.9         0.4     setosa        A
46           4.8         3.0          1.4         0.3     setosa        A
47           5.1         3.8          1.6         0.2     setosa        A
48           4.6         3.2          1.4         0.2     setosa        A
49           5.3         3.7          1.5         0.2     setosa        A
50           5.0         3.3          1.4         0.2     setosa        A
51           7.0         3.2          4.7         1.4 versicolor        C
52           6.4         3.2          4.5         1.5 versicolor        C
53           6.9         3.1          4.9         1.5 versicolor        C
54           5.5         2.3          4.0         1.3 versicolor        C
55           6.5         2.8          4.6         1.5 versicolor        C
56           5.7         2.8          4.5         1.3 versicolor        C
57           6.3         3.3          4.7         1.6 versicolor        C
58           4.9         2.4          3.3         1.0 versicolor        C
59           6.6         2.9          4.6         1.3 versicolor        C
60           5.2         2.7          3.9         1.4 versicolor        C
61           5.0         2.0          3.5         1.0 versicolor        C
62           5.9         3.0          4.2         1.5 versicolor        C
63           6.0         2.2          4.0         1.0 versicolor        C
64           6.1         2.9          4.7         1.4 versicolor        C
65           5.6         2.9          3.6         1.3 versicolor        C
66           6.7         3.1          4.4         1.4 versicolor        C
67           5.6         3.0          4.5         1.5 versicolor        C
68           5.8         2.7          4.1         1.0 versicolor        C
69           6.2         2.2          4.5         1.5 versicolor        C
70           5.6         2.5          3.9         1.1 versicolor        C
71           5.9         3.2          4.8         1.8 versicolor        C
72           6.1         2.8          4.0         1.3 versicolor        C
73           6.3         2.5          4.9         1.5 versicolor        C
74           6.1         2.8          4.7         1.2 versicolor        C
75           6.4         2.9          4.3         1.3 versicolor        C
76           6.6         3.0          4.4         1.4 versicolor        C
77           6.8         2.8          4.8         1.4 versicolor        C
78           6.7         3.0          5.0         1.7 versicolor        C
79           6.0         2.9          4.5         1.5 versicolor        C
80           5.7         2.6          3.5         1.0 versicolor        C
81           5.5         2.4          3.8         1.1 versicolor        C
82           5.5         2.4          3.7         1.0 versicolor        C
83           5.8         2.7          3.9         1.2 versicolor        C
84           6.0         2.7          5.1         1.6 versicolor        C
85           5.4         3.0          4.5         1.5 versicolor        C
86           6.0         3.4          4.5         1.6 versicolor        C
87           6.7         3.1          4.7         1.5 versicolor        C
88           6.3         2.3          4.4         1.3 versicolor        C
89           5.6         3.0          4.1         1.3 versicolor        C
90           5.5         2.5          4.0         1.3 versicolor        C
91           5.5         2.6          4.4         1.2 versicolor        C
92           6.1         3.0          4.6         1.4 versicolor        C
93           5.8         2.6          4.0         1.2 versicolor        C
94           5.0         2.3          3.3         1.0 versicolor        C
95           5.6         2.7          4.2         1.3 versicolor        C
96           5.7         3.0          4.2         1.2 versicolor        C
97           5.7         2.9          4.2         1.3 versicolor        C
98           6.2         2.9          4.3         1.3 versicolor        C
99           5.1         2.5          3.0         1.1 versicolor        C
100          5.7         2.8          4.1         1.3 versicolor        C
101          6.3         3.3          6.0         2.5  virginica        B
102          5.8         2.7          5.1         1.9  virginica        B
103          7.1         3.0          5.9         2.1  virginica        B
104          6.3         2.9          5.6         1.8  virginica        B
105          6.5         3.0          5.8         2.2  virginica        B
106          7.6         3.0          6.6         2.1  virginica        B
107          4.9         2.5          4.5         1.7  virginica        B
108          7.3         2.9          6.3         1.8  virginica        B
109          6.7         2.5          5.8         1.8  virginica        B
110          7.2         3.6          6.1         2.5  virginica        B
111          6.5         3.2          5.1         2.0  virginica        B
112          6.4         2.7          5.3         1.9  virginica        B
113          6.8         3.0          5.5         2.1  virginica        B
114          5.7         2.5          5.0         2.0  virginica        B
115          5.8         2.8          5.1         2.4  virginica        B
116          6.4         3.2          5.3         2.3  virginica        B
117          6.5         3.0          5.5         1.8  virginica        B
118          7.7         3.8          6.7         2.2  virginica        B
119          7.7         2.6          6.9         2.3  virginica        B
120          6.0         2.2          5.0         1.5  virginica        B
121          6.9         3.2          5.7         2.3  virginica        B
122          5.6         2.8          4.9         2.0  virginica        B
123          7.7         2.8          6.7         2.0  virginica        B
124          6.3         2.7          4.9         1.8  virginica        B
125          6.7         3.3          5.7         2.1  virginica        B
126          7.2         3.2          6.0         1.8  virginica        B
127          6.2         2.8          4.8         1.8  virginica        B
128          6.1         3.0          4.9         1.8  virginica        B
129          6.4         2.8          5.6         2.1  virginica        B
130          7.2         3.0          5.8         1.6  virginica        B
131          7.4         2.8          6.1         1.9  virginica        B
132          7.9         3.8          6.4         2.0  virginica        B
133          6.4         2.8          5.6         2.2  virginica        B
134          6.3         2.8          5.1         1.5  virginica        B
135          6.1         2.6          5.6         1.4  virginica        B
136          7.7         3.0          6.1         2.3  virginica        B
137          6.3         3.4          5.6         2.4  virginica        B
138          6.4         3.1          5.5         1.8  virginica        B
139          6.0         3.0          4.8         1.8  virginica        B
140          6.9         3.1          5.4         2.1  virginica        B
141          6.7         3.1          5.6         2.4  virginica        B
142          6.9         3.1          5.1         2.3  virginica        B
143          5.8         2.7          5.1         1.9  virginica        B
144          6.8         3.2          5.9         2.3  virginica        B
145          6.7         3.3          5.7         2.5  virginica        B
146          6.7         3.0          5.2         2.3  virginica        B
147          6.3         2.5          5.0         1.9  virginica        B
148          6.5         3.0          5.2         2.0  virginica        B
149          6.2         3.4          5.4         2.3  virginica        B
150          5.9         3.0          5.1         1.8  virginica        B
```

---

# 特定の行を抽出
setosa のみ, 長さ x 以上, etc …

### R の標準関数

```r
subset(d, Species == "setosa")
```

---

# 特定の行を抽出

### R の標準関数

```r
subset(d, Sepal.Length > 5.0)
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species petal.w.l
1            5.1         3.5          1.4         0.2     setosa  7.000000
6            5.4         3.9          1.7         0.4     setosa  4.250000
11           5.4         3.7          1.5         0.2     setosa  7.500000
15           5.8         4.0          1.2         0.2     setosa  6.000000
16           5.7         4.4          1.5         0.4     setosa  3.750000
17           5.4         3.9          1.3         0.4     setosa  3.250000
18           5.1         3.5          1.4         0.3     setosa  4.666667
19           5.7         3.8          1.7         0.3     setosa  5.666667
20           5.1         3.8          1.5         0.3     setosa  5.000000
21           5.4         3.4          1.7         0.2     setosa  8.500000
22           5.1         3.7          1.5         0.4     setosa  3.750000
24           5.1         3.3          1.7         0.5     setosa  3.400000
28           5.2         3.5          1.5         0.2     setosa  7.500000
29           5.2         3.4          1.4         0.2     setosa  7.000000
32           5.4         3.4          1.5         0.4     setosa  3.750000
33           5.2         4.1          1.5         0.1     setosa 15.000000
34           5.5         4.2          1.4         0.2     setosa  7.000000
37           5.5         3.5          1.3         0.2     setosa  6.500000
40           5.1         3.4          1.5         0.2     setosa  7.500000
45           5.1         3.8          1.9         0.4     setosa  4.750000
47           5.1         3.8          1.6         0.2     setosa  8.000000
49           5.3         3.7          1.5         0.2     setosa  7.500000
51           7.0         3.2          4.7         1.4 versicolor  3.357143
52           6.4         3.2          4.5         1.5 versicolor  3.000000
53           6.9         3.1          4.9         1.5 versicolor  3.266667
54           5.5         2.3          4.0         1.3 versicolor  3.076923
55           6.5         2.8          4.6         1.5 versicolor  3.066667
56           5.7         2.8          4.5         1.3 versicolor  3.461538
57           6.3         3.3          4.7         1.6 versicolor  2.937500
59           6.6         2.9          4.6         1.3 versicolor  3.538462
60           5.2         2.7          3.9         1.4 versicolor  2.785714
62           5.9         3.0          4.2         1.5 versicolor  2.800000
63           6.0         2.2          4.0         1.0 versicolor  4.000000
64           6.1         2.9          4.7         1.4 versicolor  3.357143
65           5.6         2.9          3.6         1.3 versicolor  2.769231
66           6.7         3.1          4.4         1.4 versicolor  3.142857
67           5.6         3.0          4.5         1.5 versicolor  3.000000
68           5.8         2.7          4.1         1.0 versicolor  4.100000
69           6.2         2.2          4.5         1.5 versicolor  3.000000
70           5.6         2.5          3.9         1.1 versicolor  3.545455
71           5.9         3.2          4.8         1.8 versicolor  2.666667
72           6.1         2.8          4.0         1.3 versicolor  3.076923
73           6.3         2.5          4.9         1.5 versicolor  3.266667
74           6.1         2.8          4.7         1.2 versicolor  3.916667
75           6.4         2.9          4.3         1.3 versicolor  3.307692
76           6.6         3.0          4.4         1.4 versicolor  3.142857
77           6.8         2.8          4.8         1.4 versicolor  3.428571
78           6.7         3.0          5.0         1.7 versicolor  2.941176
79           6.0         2.9          4.5         1.5 versicolor  3.000000
80           5.7         2.6          3.5         1.0 versicolor  3.500000
81           5.5         2.4          3.8         1.1 versicolor  3.454545
82           5.5         2.4          3.7         1.0 versicolor  3.700000
83           5.8         2.7          3.9         1.2 versicolor  3.250000
84           6.0         2.7          5.1         1.6 versicolor  3.187500
85           5.4         3.0          4.5         1.5 versicolor  3.000000
86           6.0         3.4          4.5         1.6 versicolor  2.812500
87           6.7         3.1          4.7         1.5 versicolor  3.133333
88           6.3         2.3          4.4         1.3 versicolor  3.384615
89           5.6         3.0          4.1         1.3 versicolor  3.153846
90           5.5         2.5          4.0         1.3 versicolor  3.076923
91           5.5         2.6          4.4         1.2 versicolor  3.666667
92           6.1         3.0          4.6         1.4 versicolor  3.285714
93           5.8         2.6          4.0         1.2 versicolor  3.333333
95           5.6         2.7          4.2         1.3 versicolor  3.230769
96           5.7         3.0          4.2         1.2 versicolor  3.500000
97           5.7         2.9          4.2         1.3 versicolor  3.230769
98           6.2         2.9          4.3         1.3 versicolor  3.307692
99           5.1         2.5          3.0         1.1 versicolor  2.727273
100          5.7         2.8          4.1         1.3 versicolor  3.153846
101          6.3         3.3          6.0         2.5  virginica  2.400000
102          5.8         2.7          5.1         1.9  virginica  2.684211
103          7.1         3.0          5.9         2.1  virginica  2.809524
104          6.3         2.9          5.6         1.8  virginica  3.111111
105          6.5         3.0          5.8         2.2  virginica  2.636364
106          7.6         3.0          6.6         2.1  virginica  3.142857
108          7.3         2.9          6.3         1.8  virginica  3.500000
109          6.7         2.5          5.8         1.8  virginica  3.222222
110          7.2         3.6          6.1         2.5  virginica  2.440000
111          6.5         3.2          5.1         2.0  virginica  2.550000
112          6.4         2.7          5.3         1.9  virginica  2.789474
113          6.8         3.0          5.5         2.1  virginica  2.619048
114          5.7         2.5          5.0         2.0  virginica  2.500000
115          5.8         2.8          5.1         2.4  virginica  2.125000
116          6.4         3.2          5.3         2.3  virginica  2.304348
117          6.5         3.0          5.5         1.8  virginica  3.055556
118          7.7         3.8          6.7         2.2  virginica  3.045455
119          7.7         2.6          6.9         2.3  virginica  3.000000
120          6.0         2.2          5.0         1.5  virginica  3.333333
121          6.9         3.2          5.7         2.3  virginica  2.478261
122          5.6         2.8          4.9         2.0  virginica  2.450000
123          7.7         2.8          6.7         2.0  virginica  3.350000
124          6.3         2.7          4.9         1.8  virginica  2.722222
125          6.7         3.3          5.7         2.1  virginica  2.714286
126          7.2         3.2          6.0         1.8  virginica  3.333333
127          6.2         2.8          4.8         1.8  virginica  2.666667
128          6.1         3.0          4.9         1.8  virginica  2.722222
129          6.4         2.8          5.6         2.1  virginica  2.666667
130          7.2         3.0          5.8         1.6  virginica  3.625000
131          7.4         2.8          6.1         1.9  virginica  3.210526
132          7.9         3.8          6.4         2.0  virginica  3.200000
133          6.4         2.8          5.6         2.2  virginica  2.545455
134          6.3         2.8          5.1         1.5  virginica  3.400000
135          6.1         2.6          5.6         1.4  virginica  4.000000
136          7.7         3.0          6.1         2.3  virginica  2.652174
137          6.3         3.4          5.6         2.4  virginica  2.333333
138          6.4         3.1          5.5         1.8  virginica  3.055556
139          6.0         3.0          4.8         1.8  virginica  2.666667
140          6.9         3.1          5.4         2.1  virginica  2.571429
141          6.7         3.1          5.6         2.4  virginica  2.333333
142          6.9         3.1          5.1         2.3  virginica  2.217391
143          5.8         2.7          5.1         1.9  virginica  2.684211
144          6.8         3.2          5.9         2.3  virginica  2.565217
145          6.7         3.3          5.7         2.5  virginica  2.280000
146          6.7         3.0          5.2         2.3  virginica  2.260870
147          6.3         2.5          5.0         1.9  virginica  2.631579
148          6.5         3.0          5.2         2.0  virginica  2.600000
149          6.2         3.4          5.4         2.3  virginica  2.347826
150          5.9         3.0          5.1         1.8  virginica  2.833333
```

---

# 特定の行を抽出
### {**`dplyr`**}

```r
filter(d, Species == "setosa")
```

---

# 特定の行を抽出
### {**`dplyr`**}

```r
filter(d, Sepal.Length > 5.0)
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species petal.w.l
1            5.1         3.5          1.4         0.2     setosa  7.000000
2            5.4         3.9          1.7         0.4     setosa  4.250000
3            5.4         3.7          1.5         0.2     setosa  7.500000
4            5.8         4.0          1.2         0.2     setosa  6.000000
5            5.7         4.4          1.5         0.4     setosa  3.750000
6            5.4         3.9          1.3         0.4     setosa  3.250000
7            5.1         3.5          1.4         0.3     setosa  4.666667
8            5.7         3.8          1.7         0.3     setosa  5.666667
9            5.1         3.8          1.5         0.3     setosa  5.000000
10           5.4         3.4          1.7         0.2     setosa  8.500000
11           5.1         3.7          1.5         0.4     setosa  3.750000
12           5.1         3.3          1.7         0.5     setosa  3.400000
13           5.2         3.5          1.5         0.2     setosa  7.500000
14           5.2         3.4          1.4         0.2     setosa  7.000000
15           5.4         3.4          1.5         0.4     setosa  3.750000
16           5.2         4.1          1.5         0.1     setosa 15.000000
17           5.5         4.2          1.4         0.2     setosa  7.000000
18           5.5         3.5          1.3         0.2     setosa  6.500000
19           5.1         3.4          1.5         0.2     setosa  7.500000
20           5.1         3.8          1.9         0.4     setosa  4.750000
21           5.1         3.8          1.6         0.2     setosa  8.000000
22           5.3         3.7          1.5         0.2     setosa  7.500000
23           7.0         3.2          4.7         1.4 versicolor  3.357143
24           6.4         3.2          4.5         1.5 versicolor  3.000000
25           6.9         3.1          4.9         1.5 versicolor  3.266667
26           5.5         2.3          4.0         1.3 versicolor  3.076923
27           6.5         2.8          4.6         1.5 versicolor  3.066667
28           5.7         2.8          4.5         1.3 versicolor  3.461538
29           6.3         3.3          4.7         1.6 versicolor  2.937500
30           6.6         2.9          4.6         1.3 versicolor  3.538462
31           5.2         2.7          3.9         1.4 versicolor  2.785714
32           5.9         3.0          4.2         1.5 versicolor  2.800000
33           6.0         2.2          4.0         1.0 versicolor  4.000000
34           6.1         2.9          4.7         1.4 versicolor  3.357143
35           5.6         2.9          3.6         1.3 versicolor  2.769231
36           6.7         3.1          4.4         1.4 versicolor  3.142857
37           5.6         3.0          4.5         1.5 versicolor  3.000000
38           5.8         2.7          4.1         1.0 versicolor  4.100000
39           6.2         2.2          4.5         1.5 versicolor  3.000000
40           5.6         2.5          3.9         1.1 versicolor  3.545455
41           5.9         3.2          4.8         1.8 versicolor  2.666667
42           6.1         2.8          4.0         1.3 versicolor  3.076923
43           6.3         2.5          4.9         1.5 versicolor  3.266667
44           6.1         2.8          4.7         1.2 versicolor  3.916667
45           6.4         2.9          4.3         1.3 versicolor  3.307692
46           6.6         3.0          4.4         1.4 versicolor  3.142857
47           6.8         2.8          4.8         1.4 versicolor  3.428571
48           6.7         3.0          5.0         1.7 versicolor  2.941176
49           6.0         2.9          4.5         1.5 versicolor  3.000000
50           5.7         2.6          3.5         1.0 versicolor  3.500000
51           5.5         2.4          3.8         1.1 versicolor  3.454545
52           5.5         2.4          3.7         1.0 versicolor  3.700000
53           5.8         2.7          3.9         1.2 versicolor  3.250000
54           6.0         2.7          5.1         1.6 versicolor  3.187500
55           5.4         3.0          4.5         1.5 versicolor  3.000000
56           6.0         3.4          4.5         1.6 versicolor  2.812500
57           6.7         3.1          4.7         1.5 versicolor  3.133333
58           6.3         2.3          4.4         1.3 versicolor  3.384615
59           5.6         3.0          4.1         1.3 versicolor  3.153846
60           5.5         2.5          4.0         1.3 versicolor  3.076923
61           5.5         2.6          4.4         1.2 versicolor  3.666667
62           6.1         3.0          4.6         1.4 versicolor  3.285714
63           5.8         2.6          4.0         1.2 versicolor  3.333333
64           5.6         2.7          4.2         1.3 versicolor  3.230769
65           5.7         3.0          4.2         1.2 versicolor  3.500000
66           5.7         2.9          4.2         1.3 versicolor  3.230769
67           6.2         2.9          4.3         1.3 versicolor  3.307692
68           5.1         2.5          3.0         1.1 versicolor  2.727273
69           5.7         2.8          4.1         1.3 versicolor  3.153846
70           6.3         3.3          6.0         2.5  virginica  2.400000
71           5.8         2.7          5.1         1.9  virginica  2.684211
72           7.1         3.0          5.9         2.1  virginica  2.809524
73           6.3         2.9          5.6         1.8  virginica  3.111111
74           6.5         3.0          5.8         2.2  virginica  2.636364
75           7.6         3.0          6.6         2.1  virginica  3.142857
76           7.3         2.9          6.3         1.8  virginica  3.500000
77           6.7         2.5          5.8         1.8  virginica  3.222222
78           7.2         3.6          6.1         2.5  virginica  2.440000
79           6.5         3.2          5.1         2.0  virginica  2.550000
80           6.4         2.7          5.3         1.9  virginica  2.789474
81           6.8         3.0          5.5         2.1  virginica  2.619048
82           5.7         2.5          5.0         2.0  virginica  2.500000
83           5.8         2.8          5.1         2.4  virginica  2.125000
84           6.4         3.2          5.3         2.3  virginica  2.304348
85           6.5         3.0          5.5         1.8  virginica  3.055556
86           7.7         3.8          6.7         2.2  virginica  3.045455
87           7.7         2.6          6.9         2.3  virginica  3.000000
88           6.0         2.2          5.0         1.5  virginica  3.333333
89           6.9         3.2          5.7         2.3  virginica  2.478261
90           5.6         2.8          4.9         2.0  virginica  2.450000
91           7.7         2.8          6.7         2.0  virginica  3.350000
92           6.3         2.7          4.9         1.8  virginica  2.722222
93           6.7         3.3          5.7         2.1  virginica  2.714286
94           7.2         3.2          6.0         1.8  virginica  3.333333
95           6.2         2.8          4.8         1.8  virginica  2.666667
96           6.1         3.0          4.9         1.8  virginica  2.722222
97           6.4         2.8          5.6         2.1  virginica  2.666667
98           7.2         3.0          5.8         1.6  virginica  3.625000
99           7.4         2.8          6.1         1.9  virginica  3.210526
100          7.9         3.8          6.4         2.0  virginica  3.200000
101          6.4         2.8          5.6         2.2  virginica  2.545455
102          6.3         2.8          5.1         1.5  virginica  3.400000
103          6.1         2.6          5.6         1.4  virginica  4.000000
104          7.7         3.0          6.1         2.3  virginica  2.652174
105          6.3         3.4          5.6         2.4  virginica  2.333333
106          6.4         3.1          5.5         1.8  virginica  3.055556
107          6.0         3.0          4.8         1.8  virginica  2.666667
108          6.9         3.1          5.4         2.1  virginica  2.571429
109          6.7         3.1          5.6         2.4  virginica  2.333333
110          6.9         3.1          5.1         2.3  virginica  2.217391
111          5.8         2.7          5.1         1.9  virginica  2.684211
112          6.8         3.2          5.9         2.3  virginica  2.565217
113          6.7         3.3          5.7         2.5  virginica  2.280000
114          6.7         3.0          5.2         2.3  virginica  2.260870
115          6.3         2.5          5.0         1.9  virginica  2.631579
116          6.5         3.0          5.2         2.0  virginica  2.600000
117          6.2         3.4          5.4         2.3  virginica  2.347826
118          5.9         3.0          5.1         1.8  virginica  2.833333
```

---

# ソート(昇順)

### R の標準関数

```r
d[order(d[, 2]), ] # 2 列目(Sepal.Width)基準に昇順
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species petal.w.l
61           5.0         2.0          3.5         1.0 versicolor  3.500000
63           6.0         2.2          4.0         1.0 versicolor  4.000000
69           6.2         2.2          4.5         1.5 versicolor  3.000000
120          6.0         2.2          5.0         1.5  virginica  3.333333
42           4.5         2.3          1.3         0.3     setosa  4.333333
54           5.5         2.3          4.0         1.3 versicolor  3.076923
88           6.3         2.3          4.4         1.3 versicolor  3.384615
94           5.0         2.3          3.3         1.0 versicolor  3.300000
58           4.9         2.4          3.3         1.0 versicolor  3.300000
81           5.5         2.4          3.8         1.1 versicolor  3.454545
82           5.5         2.4          3.7         1.0 versicolor  3.700000
70           5.6         2.5          3.9         1.1 versicolor  3.545455
73           6.3         2.5          4.9         1.5 versicolor  3.266667
90           5.5         2.5          4.0         1.3 versicolor  3.076923
99           5.1         2.5          3.0         1.1 versicolor  2.727273
107          4.9         2.5          4.5         1.7  virginica  2.647059
109          6.7         2.5          5.8         1.8  virginica  3.222222
114          5.7         2.5          5.0         2.0  virginica  2.500000
147          6.3         2.5          5.0         1.9  virginica  2.631579
80           5.7         2.6          3.5         1.0 versicolor  3.500000
91           5.5         2.6          4.4         1.2 versicolor  3.666667
93           5.8         2.6          4.0         1.2 versicolor  3.333333
119          7.7         2.6          6.9         2.3  virginica  3.000000
135          6.1         2.6          5.6         1.4  virginica  4.000000
60           5.2         2.7          3.9         1.4 versicolor  2.785714
68           5.8         2.7          4.1         1.0 versicolor  4.100000
83           5.8         2.7          3.9         1.2 versicolor  3.250000
84           6.0         2.7          5.1         1.6 versicolor  3.187500
95           5.6         2.7          4.2         1.3 versicolor  3.230769
102          5.8         2.7          5.1         1.9  virginica  2.684211
112          6.4         2.7          5.3         1.9  virginica  2.789474
124          6.3         2.7          4.9         1.8  virginica  2.722222
143          5.8         2.7          5.1         1.9  virginica  2.684211
55           6.5         2.8          4.6         1.5 versicolor  3.066667
56           5.7         2.8          4.5         1.3 versicolor  3.461538
72           6.1         2.8          4.0         1.3 versicolor  3.076923
74           6.1         2.8          4.7         1.2 versicolor  3.916667
77           6.8         2.8          4.8         1.4 versicolor  3.428571
100          5.7         2.8          4.1         1.3 versicolor  3.153846
115          5.8         2.8          5.1         2.4  virginica  2.125000
122          5.6         2.8          4.9         2.0  virginica  2.450000
123          7.7         2.8          6.7         2.0  virginica  3.350000
127          6.2         2.8          4.8         1.8  virginica  2.666667
129          6.4         2.8          5.6         2.1  virginica  2.666667
131          7.4         2.8          6.1         1.9  virginica  3.210526
133          6.4         2.8          5.6         2.2  virginica  2.545455
134          6.3         2.8          5.1         1.5  virginica  3.400000
9            4.4         2.9          1.4         0.2     setosa  7.000000
59           6.6         2.9          4.6         1.3 versicolor  3.538462
64           6.1         2.9          4.7         1.4 versicolor  3.357143
65           5.6         2.9          3.6         1.3 versicolor  2.769231
75           6.4         2.9          4.3         1.3 versicolor  3.307692
79           6.0         2.9          4.5         1.5 versicolor  3.000000
97           5.7         2.9          4.2         1.3 versicolor  3.230769
98           6.2         2.9          4.3         1.3 versicolor  3.307692
104          6.3         2.9          5.6         1.8  virginica  3.111111
108          7.3         2.9          6.3         1.8  virginica  3.500000
2            4.9         3.0          1.4         0.2     setosa  7.000000
13           4.8         3.0          1.4         0.1     setosa 14.000000
14           4.3         3.0          1.1         0.1     setosa 11.000000
26           5.0         3.0          1.6         0.2     setosa  8.000000
39           4.4         3.0          1.3         0.2     setosa  6.500000
46           4.8         3.0          1.4         0.3     setosa  4.666667
62           5.9         3.0          4.2         1.5 versicolor  2.800000
67           5.6         3.0          4.5         1.5 versicolor  3.000000
76           6.6         3.0          4.4         1.4 versicolor  3.142857
78           6.7         3.0          5.0         1.7 versicolor  2.941176
85           5.4         3.0          4.5         1.5 versicolor  3.000000
89           5.6         3.0          4.1         1.3 versicolor  3.153846
92           6.1         3.0          4.6         1.4 versicolor  3.285714
96           5.7         3.0          4.2         1.2 versicolor  3.500000
103          7.1         3.0          5.9         2.1  virginica  2.809524
105          6.5         3.0          5.8         2.2  virginica  2.636364
106          7.6         3.0          6.6         2.1  virginica  3.142857
113          6.8         3.0          5.5         2.1  virginica  2.619048
117          6.5         3.0          5.5         1.8  virginica  3.055556
128          6.1         3.0          4.9         1.8  virginica  2.722222
130          7.2         3.0          5.8         1.6  virginica  3.625000
136          7.7         3.0          6.1         2.3  virginica  2.652174
139          6.0         3.0          4.8         1.8  virginica  2.666667
146          6.7         3.0          5.2         2.3  virginica  2.260870
148          6.5         3.0          5.2         2.0  virginica  2.600000
150          5.9         3.0          5.1         1.8  virginica  2.833333
4            4.6         3.1          1.5         0.2     setosa  7.500000
10           4.9         3.1          1.5         0.1     setosa 15.000000
31           4.8         3.1          1.6         0.2     setosa  8.000000
35           4.9         3.1          1.5         0.2     setosa  7.500000
53           6.9         3.1          4.9         1.5 versicolor  3.266667
66           6.7         3.1          4.4         1.4 versicolor  3.142857
87           6.7         3.1          4.7         1.5 versicolor  3.133333
138          6.4         3.1          5.5         1.8  virginica  3.055556
140          6.9         3.1          5.4         2.1  virginica  2.571429
141          6.7         3.1          5.6         2.4  virginica  2.333333
142          6.9         3.1          5.1         2.3  virginica  2.217391
3            4.7         3.2          1.3         0.2     setosa  6.500000
30           4.7         3.2          1.6         0.2     setosa  8.000000
36           5.0         3.2          1.2         0.2     setosa  6.000000
43           4.4         3.2          1.3         0.2     setosa  6.500000
48           4.6         3.2          1.4         0.2     setosa  7.000000
51           7.0         3.2          4.7         1.4 versicolor  3.357143
52           6.4         3.2          4.5         1.5 versicolor  3.000000
71           5.9         3.2          4.8         1.8 versicolor  2.666667
111          6.5         3.2          5.1         2.0  virginica  2.550000
116          6.4         3.2          5.3         2.3  virginica  2.304348
121          6.9         3.2          5.7         2.3  virginica  2.478261
126          7.2         3.2          6.0         1.8  virginica  3.333333
144          6.8         3.2          5.9         2.3  virginica  2.565217
24           5.1         3.3          1.7         0.5     setosa  3.400000
50           5.0         3.3          1.4         0.2     setosa  7.000000
57           6.3         3.3          4.7         1.6 versicolor  2.937500
101          6.3         3.3          6.0         2.5  virginica  2.400000
125          6.7         3.3          5.7         2.1  virginica  2.714286
145          6.7         3.3          5.7         2.5  virginica  2.280000
7            4.6         3.4          1.4         0.3     setosa  4.666667
8            5.0         3.4          1.5         0.2     setosa  7.500000
12           4.8         3.4          1.6         0.2     setosa  8.000000
21           5.4         3.4          1.7         0.2     setosa  8.500000
25           4.8         3.4          1.9         0.2     setosa  9.500000
27           5.0         3.4          1.6         0.4     setosa  4.000000
29           5.2         3.4          1.4         0.2     setosa  7.000000
32           5.4         3.4          1.5         0.4     setosa  3.750000
40           5.1         3.4          1.5         0.2     setosa  7.500000
86           6.0         3.4          4.5         1.6 versicolor  2.812500
137          6.3         3.4          5.6         2.4  virginica  2.333333
149          6.2         3.4          5.4         2.3  virginica  2.347826
1            5.1         3.5          1.4         0.2     setosa  7.000000
18           5.1         3.5          1.4         0.3     setosa  4.666667
28           5.2         3.5          1.5         0.2     setosa  7.500000
37           5.5         3.5          1.3         0.2     setosa  6.500000
41           5.0         3.5          1.3         0.3     setosa  4.333333
44           5.0         3.5          1.6         0.6     setosa  2.666667
5            5.0         3.6          1.4         0.2     setosa  7.000000
23           4.6         3.6          1.0         0.2     setosa  5.000000
38           4.9         3.6          1.4         0.1     setosa 14.000000
110          7.2         3.6          6.1         2.5  virginica  2.440000
11           5.4         3.7          1.5         0.2     setosa  7.500000
22           5.1         3.7          1.5         0.4     setosa  3.750000
49           5.3         3.7          1.5         0.2     setosa  7.500000
19           5.7         3.8          1.7         0.3     setosa  5.666667
20           5.1         3.8          1.5         0.3     setosa  5.000000
45           5.1         3.8          1.9         0.4     setosa  4.750000
47           5.1         3.8          1.6         0.2     setosa  8.000000
118          7.7         3.8          6.7         2.2  virginica  3.045455
132          7.9         3.8          6.4         2.0  virginica  3.200000
6            5.4         3.9          1.7         0.4     setosa  4.250000
17           5.4         3.9          1.3         0.4     setosa  3.250000
15           5.8         4.0          1.2         0.2     setosa  6.000000
33           5.2         4.1          1.5         0.1     setosa 15.000000
34           5.5         4.2          1.4         0.2     setosa  7.000000
16           5.7         4.4          1.5         0.4     setosa  3.750000
```

---

# ソート(降順)

### R の標準関数

```r
d[order(d[, 2], decreasing = T), ] #降順
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species petal.w.l
16           5.7         4.4          1.5         0.4     setosa  3.750000
34           5.5         4.2          1.4         0.2     setosa  7.000000
33           5.2         4.1          1.5         0.1     setosa 15.000000
15           5.8         4.0          1.2         0.2     setosa  6.000000
6            5.4         3.9          1.7         0.4     setosa  4.250000
17           5.4         3.9          1.3         0.4     setosa  3.250000
19           5.7         3.8          1.7         0.3     setosa  5.666667
20           5.1         3.8          1.5         0.3     setosa  5.000000
45           5.1         3.8          1.9         0.4     setosa  4.750000
47           5.1         3.8          1.6         0.2     setosa  8.000000
118          7.7         3.8          6.7         2.2  virginica  3.045455
132          7.9         3.8          6.4         2.0  virginica  3.200000
11           5.4         3.7          1.5         0.2     setosa  7.500000
22           5.1         3.7          1.5         0.4     setosa  3.750000
49           5.3         3.7          1.5         0.2     setosa  7.500000
5            5.0         3.6          1.4         0.2     setosa  7.000000
23           4.6         3.6          1.0         0.2     setosa  5.000000
38           4.9         3.6          1.4         0.1     setosa 14.000000
110          7.2         3.6          6.1         2.5  virginica  2.440000
1            5.1         3.5          1.4         0.2     setosa  7.000000
18           5.1         3.5          1.4         0.3     setosa  4.666667
28           5.2         3.5          1.5         0.2     setosa  7.500000
37           5.5         3.5          1.3         0.2     setosa  6.500000
41           5.0         3.5          1.3         0.3     setosa  4.333333
44           5.0         3.5          1.6         0.6     setosa  2.666667
7            4.6         3.4          1.4         0.3     setosa  4.666667
8            5.0         3.4          1.5         0.2     setosa  7.500000
12           4.8         3.4          1.6         0.2     setosa  8.000000
21           5.4         3.4          1.7         0.2     setosa  8.500000
25           4.8         3.4          1.9         0.2     setosa  9.500000
27           5.0         3.4          1.6         0.4     setosa  4.000000
29           5.2         3.4          1.4         0.2     setosa  7.000000
32           5.4         3.4          1.5         0.4     setosa  3.750000
40           5.1         3.4          1.5         0.2     setosa  7.500000
86           6.0         3.4          4.5         1.6 versicolor  2.812500
137          6.3         3.4          5.6         2.4  virginica  2.333333
149          6.2         3.4          5.4         2.3  virginica  2.347826
24           5.1         3.3          1.7         0.5     setosa  3.400000
50           5.0         3.3          1.4         0.2     setosa  7.000000
57           6.3         3.3          4.7         1.6 versicolor  2.937500
101          6.3         3.3          6.0         2.5  virginica  2.400000
125          6.7         3.3          5.7         2.1  virginica  2.714286
145          6.7         3.3          5.7         2.5  virginica  2.280000
3            4.7         3.2          1.3         0.2     setosa  6.500000
30           4.7         3.2          1.6         0.2     setosa  8.000000
36           5.0         3.2          1.2         0.2     setosa  6.000000
43           4.4         3.2          1.3         0.2     setosa  6.500000
48           4.6         3.2          1.4         0.2     setosa  7.000000
51           7.0         3.2          4.7         1.4 versicolor  3.357143
52           6.4         3.2          4.5         1.5 versicolor  3.000000
71           5.9         3.2          4.8         1.8 versicolor  2.666667
111          6.5         3.2          5.1         2.0  virginica  2.550000
116          6.4         3.2          5.3         2.3  virginica  2.304348
121          6.9         3.2          5.7         2.3  virginica  2.478261
126          7.2         3.2          6.0         1.8  virginica  3.333333
144          6.8         3.2          5.9         2.3  virginica  2.565217
4            4.6         3.1          1.5         0.2     setosa  7.500000
10           4.9         3.1          1.5         0.1     setosa 15.000000
31           4.8         3.1          1.6         0.2     setosa  8.000000
35           4.9         3.1          1.5         0.2     setosa  7.500000
53           6.9         3.1          4.9         1.5 versicolor  3.266667
66           6.7         3.1          4.4         1.4 versicolor  3.142857
87           6.7         3.1          4.7         1.5 versicolor  3.133333
138          6.4         3.1          5.5         1.8  virginica  3.055556
140          6.9         3.1          5.4         2.1  virginica  2.571429
141          6.7         3.1          5.6         2.4  virginica  2.333333
142          6.9         3.1          5.1         2.3  virginica  2.217391
2            4.9         3.0          1.4         0.2     setosa  7.000000
13           4.8         3.0          1.4         0.1     setosa 14.000000
14           4.3         3.0          1.1         0.1     setosa 11.000000
26           5.0         3.0          1.6         0.2     setosa  8.000000
39           4.4         3.0          1.3         0.2     setosa  6.500000
46           4.8         3.0          1.4         0.3     setosa  4.666667
62           5.9         3.0          4.2         1.5 versicolor  2.800000
67           5.6         3.0          4.5         1.5 versicolor  3.000000
76           6.6         3.0          4.4         1.4 versicolor  3.142857
78           6.7         3.0          5.0         1.7 versicolor  2.941176
85           5.4         3.0          4.5         1.5 versicolor  3.000000
89           5.6         3.0          4.1         1.3 versicolor  3.153846
92           6.1         3.0          4.6         1.4 versicolor  3.285714
96           5.7         3.0          4.2         1.2 versicolor  3.500000
103          7.1         3.0          5.9         2.1  virginica  2.809524
105          6.5         3.0          5.8         2.2  virginica  2.636364
106          7.6         3.0          6.6         2.1  virginica  3.142857
113          6.8         3.0          5.5         2.1  virginica  2.619048
117          6.5         3.0          5.5         1.8  virginica  3.055556
128          6.1         3.0          4.9         1.8  virginica  2.722222
130          7.2         3.0          5.8         1.6  virginica  3.625000
136          7.7         3.0          6.1         2.3  virginica  2.652174
139          6.0         3.0          4.8         1.8  virginica  2.666667
146          6.7         3.0          5.2         2.3  virginica  2.260870
148          6.5         3.0          5.2         2.0  virginica  2.600000
150          5.9         3.0          5.1         1.8  virginica  2.833333
9            4.4         2.9          1.4         0.2     setosa  7.000000
59           6.6         2.9          4.6         1.3 versicolor  3.538462
64           6.1         2.9          4.7         1.4 versicolor  3.357143
65           5.6         2.9          3.6         1.3 versicolor  2.769231
75           6.4         2.9          4.3         1.3 versicolor  3.307692
79           6.0         2.9          4.5         1.5 versicolor  3.000000
97           5.7         2.9          4.2         1.3 versicolor  3.230769
98           6.2         2.9          4.3         1.3 versicolor  3.307692
104          6.3         2.9          5.6         1.8  virginica  3.111111
108          7.3         2.9          6.3         1.8  virginica  3.500000
55           6.5         2.8          4.6         1.5 versicolor  3.066667
56           5.7         2.8          4.5         1.3 versicolor  3.461538
72           6.1         2.8          4.0         1.3 versicolor  3.076923
74           6.1         2.8          4.7         1.2 versicolor  3.916667
77           6.8         2.8          4.8         1.4 versicolor  3.428571
100          5.7         2.8          4.1         1.3 versicolor  3.153846
115          5.8         2.8          5.1         2.4  virginica  2.125000
122          5.6         2.8          4.9         2.0  virginica  2.450000
123          7.7         2.8          6.7         2.0  virginica  3.350000
127          6.2         2.8          4.8         1.8  virginica  2.666667
129          6.4         2.8          5.6         2.1  virginica  2.666667
131          7.4         2.8          6.1         1.9  virginica  3.210526
133          6.4         2.8          5.6         2.2  virginica  2.545455
134          6.3         2.8          5.1         1.5  virginica  3.400000
60           5.2         2.7          3.9         1.4 versicolor  2.785714
68           5.8         2.7          4.1         1.0 versicolor  4.100000
83           5.8         2.7          3.9         1.2 versicolor  3.250000
84           6.0         2.7          5.1         1.6 versicolor  3.187500
95           5.6         2.7          4.2         1.3 versicolor  3.230769
102          5.8         2.7          5.1         1.9  virginica  2.684211
112          6.4         2.7          5.3         1.9  virginica  2.789474
124          6.3         2.7          4.9         1.8  virginica  2.722222
143          5.8         2.7          5.1         1.9  virginica  2.684211
80           5.7         2.6          3.5         1.0 versicolor  3.500000
91           5.5         2.6          4.4         1.2 versicolor  3.666667
93           5.8         2.6          4.0         1.2 versicolor  3.333333
119          7.7         2.6          6.9         2.3  virginica  3.000000
135          6.1         2.6          5.6         1.4  virginica  4.000000
70           5.6         2.5          3.9         1.1 versicolor  3.545455
73           6.3         2.5          4.9         1.5 versicolor  3.266667
90           5.5         2.5          4.0         1.3 versicolor  3.076923
99           5.1         2.5          3.0         1.1 versicolor  2.727273
107          4.9         2.5          4.5         1.7  virginica  2.647059
109          6.7         2.5          5.8         1.8  virginica  3.222222
114          5.7         2.5          5.0         2.0  virginica  2.500000
147          6.3         2.5          5.0         1.9  virginica  2.631579
58           4.9         2.4          3.3         1.0 versicolor  3.300000
81           5.5         2.4          3.8         1.1 versicolor  3.454545
82           5.5         2.4          3.7         1.0 versicolor  3.700000
42           4.5         2.3          1.3         0.3     setosa  4.333333
54           5.5         2.3          4.0         1.3 versicolor  3.076923
88           6.3         2.3          4.4         1.3 versicolor  3.384615
94           5.0         2.3          3.3         1.0 versicolor  3.300000
63           6.0         2.2          4.0         1.0 versicolor  4.000000
69           6.2         2.2          4.5         1.5 versicolor  3.000000
120          6.0         2.2          5.0         1.5  virginica  3.333333
61           5.0         2.0          3.5         1.0 versicolor  3.500000
```

---

# ソート(昇順)

### {**`dplyr`**}

```r
arrange(d, Sepal.Width)
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species petal.w.l
1            5.0         2.0          3.5         1.0 versicolor  3.500000
2            6.0         2.2          4.0         1.0 versicolor  4.000000
3            6.2         2.2          4.5         1.5 versicolor  3.000000
4            6.0         2.2          5.0         1.5  virginica  3.333333
5            4.5         2.3          1.3         0.3     setosa  4.333333
6            5.5         2.3          4.0         1.3 versicolor  3.076923
7            6.3         2.3          4.4         1.3 versicolor  3.384615
8            5.0         2.3          3.3         1.0 versicolor  3.300000
9            4.9         2.4          3.3         1.0 versicolor  3.300000
10           5.5         2.4          3.8         1.1 versicolor  3.454545
11           5.5         2.4          3.7         1.0 versicolor  3.700000
12           5.6         2.5          3.9         1.1 versicolor  3.545455
13           6.3         2.5          4.9         1.5 versicolor  3.266667
14           5.5         2.5          4.0         1.3 versicolor  3.076923
15           5.1         2.5          3.0         1.1 versicolor  2.727273
16           4.9         2.5          4.5         1.7  virginica  2.647059
17           6.7         2.5          5.8         1.8  virginica  3.222222
18           5.7         2.5          5.0         2.0  virginica  2.500000
19           6.3         2.5          5.0         1.9  virginica  2.631579
20           5.7         2.6          3.5         1.0 versicolor  3.500000
21           5.5         2.6          4.4         1.2 versicolor  3.666667
22           5.8         2.6          4.0         1.2 versicolor  3.333333
23           7.7         2.6          6.9         2.3  virginica  3.000000
24           6.1         2.6          5.6         1.4  virginica  4.000000
25           5.2         2.7          3.9         1.4 versicolor  2.785714
26           5.8         2.7          4.1         1.0 versicolor  4.100000
27           5.8         2.7          3.9         1.2 versicolor  3.250000
28           6.0         2.7          5.1         1.6 versicolor  3.187500
29           5.6         2.7          4.2         1.3 versicolor  3.230769
30           5.8         2.7          5.1         1.9  virginica  2.684211
31           6.4         2.7          5.3         1.9  virginica  2.789474
32           6.3         2.7          4.9         1.8  virginica  2.722222
33           5.8         2.7          5.1         1.9  virginica  2.684211
34           6.5         2.8          4.6         1.5 versicolor  3.066667
35           5.7         2.8          4.5         1.3 versicolor  3.461538
36           6.1         2.8          4.0         1.3 versicolor  3.076923
37           6.1         2.8          4.7         1.2 versicolor  3.916667
38           6.8         2.8          4.8         1.4 versicolor  3.428571
39           5.7         2.8          4.1         1.3 versicolor  3.153846
40           5.8         2.8          5.1         2.4  virginica  2.125000
41           5.6         2.8          4.9         2.0  virginica  2.450000
42           7.7         2.8          6.7         2.0  virginica  3.350000
43           6.2         2.8          4.8         1.8  virginica  2.666667
44           6.4         2.8          5.6         2.1  virginica  2.666667
45           7.4         2.8          6.1         1.9  virginica  3.210526
46           6.4         2.8          5.6         2.2  virginica  2.545455
47           6.3         2.8          5.1         1.5  virginica  3.400000
48           4.4         2.9          1.4         0.2     setosa  7.000000
49           6.6         2.9          4.6         1.3 versicolor  3.538462
50           6.1         2.9          4.7         1.4 versicolor  3.357143
51           5.6         2.9          3.6         1.3 versicolor  2.769231
52           6.4         2.9          4.3         1.3 versicolor  3.307692
53           6.0         2.9          4.5         1.5 versicolor  3.000000
54           5.7         2.9          4.2         1.3 versicolor  3.230769
55           6.2         2.9          4.3         1.3 versicolor  3.307692
56           6.3         2.9          5.6         1.8  virginica  3.111111
57           7.3         2.9          6.3         1.8  virginica  3.500000
58           4.9         3.0          1.4         0.2     setosa  7.000000
59           4.8         3.0          1.4         0.1     setosa 14.000000
60           4.3         3.0          1.1         0.1     setosa 11.000000
61           5.0         3.0          1.6         0.2     setosa  8.000000
62           4.4         3.0          1.3         0.2     setosa  6.500000
63           4.8         3.0          1.4         0.3     setosa  4.666667
64           5.9         3.0          4.2         1.5 versicolor  2.800000
65           5.6         3.0          4.5         1.5 versicolor  3.000000
66           6.6         3.0          4.4         1.4 versicolor  3.142857
67           6.7         3.0          5.0         1.7 versicolor  2.941176
68           5.4         3.0          4.5         1.5 versicolor  3.000000
69           5.6         3.0          4.1         1.3 versicolor  3.153846
70           6.1         3.0          4.6         1.4 versicolor  3.285714
71           5.7         3.0          4.2         1.2 versicolor  3.500000
72           7.1         3.0          5.9         2.1  virginica  2.809524
73           6.5         3.0          5.8         2.2  virginica  2.636364
74           7.6         3.0          6.6         2.1  virginica  3.142857
75           6.8         3.0          5.5         2.1  virginica  2.619048
76           6.5         3.0          5.5         1.8  virginica  3.055556
77           6.1         3.0          4.9         1.8  virginica  2.722222
78           7.2         3.0          5.8         1.6  virginica  3.625000
79           7.7         3.0          6.1         2.3  virginica  2.652174
80           6.0         3.0          4.8         1.8  virginica  2.666667
81           6.7         3.0          5.2         2.3  virginica  2.260870
82           6.5         3.0          5.2         2.0  virginica  2.600000
83           5.9         3.0          5.1         1.8  virginica  2.833333
84           4.6         3.1          1.5         0.2     setosa  7.500000
85           4.9         3.1          1.5         0.1     setosa 15.000000
86           4.8         3.1          1.6         0.2     setosa  8.000000
87           4.9         3.1          1.5         0.2     setosa  7.500000
88           6.9         3.1          4.9         1.5 versicolor  3.266667
89           6.7         3.1          4.4         1.4 versicolor  3.142857
90           6.7         3.1          4.7         1.5 versicolor  3.133333
91           6.4         3.1          5.5         1.8  virginica  3.055556
92           6.9         3.1          5.4         2.1  virginica  2.571429
93           6.7         3.1          5.6         2.4  virginica  2.333333
94           6.9         3.1          5.1         2.3  virginica  2.217391
95           4.7         3.2          1.3         0.2     setosa  6.500000
96           4.7         3.2          1.6         0.2     setosa  8.000000
97           5.0         3.2          1.2         0.2     setosa  6.000000
98           4.4         3.2          1.3         0.2     setosa  6.500000
99           4.6         3.2          1.4         0.2     setosa  7.000000
100          7.0         3.2          4.7         1.4 versicolor  3.357143
101          6.4         3.2          4.5         1.5 versicolor  3.000000
102          5.9         3.2          4.8         1.8 versicolor  2.666667
103          6.5         3.2          5.1         2.0  virginica  2.550000
104          6.4         3.2          5.3         2.3  virginica  2.304348
105          6.9         3.2          5.7         2.3  virginica  2.478261
106          7.2         3.2          6.0         1.8  virginica  3.333333
107          6.8         3.2          5.9         2.3  virginica  2.565217
108          5.1         3.3          1.7         0.5     setosa  3.400000
109          5.0         3.3          1.4         0.2     setosa  7.000000
110          6.3         3.3          4.7         1.6 versicolor  2.937500
111          6.3         3.3          6.0         2.5  virginica  2.400000
112          6.7         3.3          5.7         2.1  virginica  2.714286
113          6.7         3.3          5.7         2.5  virginica  2.280000
114          4.6         3.4          1.4         0.3     setosa  4.666667
115          5.0         3.4          1.5         0.2     setosa  7.500000
116          4.8         3.4          1.6         0.2     setosa  8.000000
117          5.4         3.4          1.7         0.2     setosa  8.500000
118          4.8         3.4          1.9         0.2     setosa  9.500000
119          5.0         3.4          1.6         0.4     setosa  4.000000
120          5.2         3.4          1.4         0.2     setosa  7.000000
121          5.4         3.4          1.5         0.4     setosa  3.750000
122          5.1         3.4          1.5         0.2     setosa  7.500000
123          6.0         3.4          4.5         1.6 versicolor  2.812500
124          6.3         3.4          5.6         2.4  virginica  2.333333
125          6.2         3.4          5.4         2.3  virginica  2.347826
126          5.1         3.5          1.4         0.2     setosa  7.000000
127          5.1         3.5          1.4         0.3     setosa  4.666667
128          5.2         3.5          1.5         0.2     setosa  7.500000
129          5.5         3.5          1.3         0.2     setosa  6.500000
130          5.0         3.5          1.3         0.3     setosa  4.333333
131          5.0         3.5          1.6         0.6     setosa  2.666667
132          5.0         3.6          1.4         0.2     setosa  7.000000
133          4.6         3.6          1.0         0.2     setosa  5.000000
134          4.9         3.6          1.4         0.1     setosa 14.000000
135          7.2         3.6          6.1         2.5  virginica  2.440000
136          5.4         3.7          1.5         0.2     setosa  7.500000
137          5.1         3.7          1.5         0.4     setosa  3.750000
138          5.3         3.7          1.5         0.2     setosa  7.500000
139          5.7         3.8          1.7         0.3     setosa  5.666667
140          5.1         3.8          1.5         0.3     setosa  5.000000
141          5.1         3.8          1.9         0.4     setosa  4.750000
142          5.1         3.8          1.6         0.2     setosa  8.000000
143          7.7         3.8          6.7         2.2  virginica  3.045455
144          7.9         3.8          6.4         2.0  virginica  3.200000
145          5.4         3.9          1.7         0.4     setosa  4.250000
146          5.4         3.9          1.3         0.4     setosa  3.250000
147          5.8         4.0          1.2         0.2     setosa  6.000000
148          5.2         4.1          1.5         0.1     setosa 15.000000
149          5.5         4.2          1.4         0.2     setosa  7.000000
150          5.7         4.4          1.5         0.4     setosa  3.750000
```

---

# ソート(昇順)

### {**`dplyr`**}

```r
arrange(d, desc(Sepal.Width))
```

```
    Sepal.Length Sepal.Width Petal.Length Petal.Width    Species petal.w.l
1            5.7         4.4          1.5         0.4     setosa  3.750000
2            5.5         4.2          1.4         0.2     setosa  7.000000
3            5.2         4.1          1.5         0.1     setosa 15.000000
4            5.8         4.0          1.2         0.2     setosa  6.000000
5            5.4         3.9          1.7         0.4     setosa  4.250000
6            5.4         3.9          1.3         0.4     setosa  3.250000
7            5.7         3.8          1.7         0.3     setosa  5.666667
8            5.1         3.8          1.5         0.3     setosa  5.000000
9            5.1         3.8          1.9         0.4     setosa  4.750000
10           5.1         3.8          1.6         0.2     setosa  8.000000
11           7.7         3.8          6.7         2.2  virginica  3.045455
12           7.9         3.8          6.4         2.0  virginica  3.200000
13           5.4         3.7          1.5         0.2     setosa  7.500000
14           5.1         3.7          1.5         0.4     setosa  3.750000
15           5.3         3.7          1.5         0.2     setosa  7.500000
16           5.0         3.6          1.4         0.2     setosa  7.000000
17           4.6         3.6          1.0         0.2     setosa  5.000000
18           4.9         3.6          1.4         0.1     setosa 14.000000
19           7.2         3.6          6.1         2.5  virginica  2.440000
20           5.1         3.5          1.4         0.2     setosa  7.000000
21           5.1         3.5          1.4         0.3     setosa  4.666667
22           5.2         3.5          1.5         0.2     setosa  7.500000
23           5.5         3.5          1.3         0.2     setosa  6.500000
24           5.0         3.5          1.3         0.3     setosa  4.333333
25           5.0         3.5          1.6         0.6     setosa  2.666667
26           4.6         3.4          1.4         0.3     setosa  4.666667
27           5.0         3.4          1.5         0.2     setosa  7.500000
28           4.8         3.4          1.6         0.2     setosa  8.000000
29           5.4         3.4          1.7         0.2     setosa  8.500000
30           4.8         3.4          1.9         0.2     setosa  9.500000
31           5.0         3.4          1.6         0.4     setosa  4.000000
32           5.2         3.4          1.4         0.2     setosa  7.000000
33           5.4         3.4          1.5         0.4     setosa  3.750000
34           5.1         3.4          1.5         0.2     setosa  7.500000
35           6.0         3.4          4.5         1.6 versicolor  2.812500
36           6.3         3.4          5.6         2.4  virginica  2.333333
37           6.2         3.4          5.4         2.3  virginica  2.347826
38           5.1         3.3          1.7         0.5     setosa  3.400000
39           5.0         3.3          1.4         0.2     setosa  7.000000
40           6.3         3.3          4.7         1.6 versicolor  2.937500
41           6.3         3.3          6.0         2.5  virginica  2.400000
42           6.7         3.3          5.7         2.1  virginica  2.714286
43           6.7         3.3          5.7         2.5  virginica  2.280000
44           4.7         3.2          1.3         0.2     setosa  6.500000
45           4.7         3.2          1.6         0.2     setosa  8.000000
46           5.0         3.2          1.2         0.2     setosa  6.000000
47           4.4         3.2          1.3         0.2     setosa  6.500000
48           4.6         3.2          1.4         0.2     setosa  7.000000
49           7.0         3.2          4.7         1.4 versicolor  3.357143
50           6.4         3.2          4.5         1.5 versicolor  3.000000
51           5.9         3.2          4.8         1.8 versicolor  2.666667
52           6.5         3.2          5.1         2.0  virginica  2.550000
53           6.4         3.2          5.3         2.3  virginica  2.304348
54           6.9         3.2          5.7         2.3  virginica  2.478261
55           7.2         3.2          6.0         1.8  virginica  3.333333
56           6.8         3.2          5.9         2.3  virginica  2.565217
57           4.6         3.1          1.5         0.2     setosa  7.500000
58           4.9         3.1          1.5         0.1     setosa 15.000000
59           4.8         3.1          1.6         0.2     setosa  8.000000
60           4.9         3.1          1.5         0.2     setosa  7.500000
61           6.9         3.1          4.9         1.5 versicolor  3.266667
62           6.7         3.1          4.4         1.4 versicolor  3.142857
63           6.7         3.1          4.7         1.5 versicolor  3.133333
64           6.4         3.1          5.5         1.8  virginica  3.055556
65           6.9         3.1          5.4         2.1  virginica  2.571429
66           6.7         3.1          5.6         2.4  virginica  2.333333
67           6.9         3.1          5.1         2.3  virginica  2.217391
68           4.9         3.0          1.4         0.2     setosa  7.000000
69           4.8         3.0          1.4         0.1     setosa 14.000000
70           4.3         3.0          1.1         0.1     setosa 11.000000
71           5.0         3.0          1.6         0.2     setosa  8.000000
72           4.4         3.0          1.3         0.2     setosa  6.500000
73           4.8         3.0          1.4         0.3     setosa  4.666667
74           5.9         3.0          4.2         1.5 versicolor  2.800000
75           5.6         3.0          4.5         1.5 versicolor  3.000000
76           6.6         3.0          4.4         1.4 versicolor  3.142857
77           6.7         3.0          5.0         1.7 versicolor  2.941176
78           5.4         3.0          4.5         1.5 versicolor  3.000000
79           5.6         3.0          4.1         1.3 versicolor  3.153846
80           6.1         3.0          4.6         1.4 versicolor  3.285714
81           5.7         3.0          4.2         1.2 versicolor  3.500000
82           7.1         3.0          5.9         2.1  virginica  2.809524
83           6.5         3.0          5.8         2.2  virginica  2.636364
84           7.6         3.0          6.6         2.1  virginica  3.142857
85           6.8         3.0          5.5         2.1  virginica  2.619048
86           6.5         3.0          5.5         1.8  virginica  3.055556
87           6.1         3.0          4.9         1.8  virginica  2.722222
88           7.2         3.0          5.8         1.6  virginica  3.625000
89           7.7         3.0          6.1         2.3  virginica  2.652174
90           6.0         3.0          4.8         1.8  virginica  2.666667
91           6.7         3.0          5.2         2.3  virginica  2.260870
92           6.5         3.0          5.2         2.0  virginica  2.600000
93           5.9         3.0          5.1         1.8  virginica  2.833333
94           4.4         2.9          1.4         0.2     setosa  7.000000
95           6.6         2.9          4.6         1.3 versicolor  3.538462
96           6.1         2.9          4.7         1.4 versicolor  3.357143
97           5.6         2.9          3.6         1.3 versicolor  2.769231
98           6.4         2.9          4.3         1.3 versicolor  3.307692
99           6.0         2.9          4.5         1.5 versicolor  3.000000
100          5.7         2.9          4.2         1.3 versicolor  3.230769
101          6.2         2.9          4.3         1.3 versicolor  3.307692
102          6.3         2.9          5.6         1.8  virginica  3.111111
103          7.3         2.9          6.3         1.8  virginica  3.500000
104          6.5         2.8          4.6         1.5 versicolor  3.066667
105          5.7         2.8          4.5         1.3 versicolor  3.461538
106          6.1         2.8          4.0         1.3 versicolor  3.076923
107          6.1         2.8          4.7         1.2 versicolor  3.916667
108          6.8         2.8          4.8         1.4 versicolor  3.428571
109          5.7         2.8          4.1         1.3 versicolor  3.153846
110          5.8         2.8          5.1         2.4  virginica  2.125000
111          5.6         2.8          4.9         2.0  virginica  2.450000
112          7.7         2.8          6.7         2.0  virginica  3.350000
113          6.2         2.8          4.8         1.8  virginica  2.666667
114          6.4         2.8          5.6         2.1  virginica  2.666667
115          7.4         2.8          6.1         1.9  virginica  3.210526
116          6.4         2.8          5.6         2.2  virginica  2.545455
117          6.3         2.8          5.1         1.5  virginica  3.400000
118          5.2         2.7          3.9         1.4 versicolor  2.785714
119          5.8         2.7          4.1         1.0 versicolor  4.100000
120          5.8         2.7          3.9         1.2 versicolor  3.250000
121          6.0         2.7          5.1         1.6 versicolor  3.187500
122          5.6         2.7          4.2         1.3 versicolor  3.230769
123          5.8         2.7          5.1         1.9  virginica  2.684211
124          6.4         2.7          5.3         1.9  virginica  2.789474
125          6.3         2.7          4.9         1.8  virginica  2.722222
126          5.8         2.7          5.1         1.9  virginica  2.684211
127          5.7         2.6          3.5         1.0 versicolor  3.500000
128          5.5         2.6          4.4         1.2 versicolor  3.666667
129          5.8         2.6          4.0         1.2 versicolor  3.333333
130          7.7         2.6          6.9         2.3  virginica  3.000000
131          6.1         2.6          5.6         1.4  virginica  4.000000
132          5.6         2.5          3.9         1.1 versicolor  3.545455
133          6.3         2.5          4.9         1.5 versicolor  3.266667
134          5.5         2.5          4.0         1.3 versicolor  3.076923
135          5.1         2.5          3.0         1.1 versicolor  2.727273
136          4.9         2.5          4.5         1.7  virginica  2.647059
137          6.7         2.5          5.8         1.8  virginica  3.222222
138          5.7         2.5          5.0         2.0  virginica  2.500000
139          6.3         2.5          5.0         1.9  virginica  2.631579
140          4.9         2.4          3.3         1.0 versicolor  3.300000
141          5.5         2.4          3.8         1.1 versicolor  3.454545
142          5.5         2.4          3.7         1.0 versicolor  3.700000
143          4.5         2.3          1.3         0.3     setosa  4.333333
144          5.5         2.3          4.0         1.3 versicolor  3.076923
145          6.3         2.3          4.4         1.3 versicolor  3.384615
146          5.0         2.3          3.3         1.0 versicolor  3.300000
147          6.0         2.2          4.0         1.0 versicolor  4.000000
148          6.2         2.2          4.5         1.5 versicolor  3.000000
149          6.0         2.2          5.0         1.5  virginica  3.333333
150          5.0         2.0          3.5         1.0 versicolor  3.500000
```

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# テーブルのマージ

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# 複数のテーブルを考える
.pull-left[
### a