week4
Koo
2019 10 28
핵심 개념 : EDA, Markdwon 사용 패키지 : ggplot2 <특징> +로 함수를 연결 ggplot geom point labs lims
#오늘 실습 ggplot : ggplot 화면 생성 aes : 미적요소 추가 + : 요소 추가 ggsave : ggplot 저장 geom_bar,density,point, smooth
사용할 dataset 1. iris - 꽃잎, 꽃받침에 대한 데이터셋 2. airquality - 오존, 온도, 측정 데이터셋 3. emission_transpose - 약 230개 국가가 1750-2017까지 모아둔 데이터 4. emission_multi -
- 라이브러리 로드
library(ggplot2) # 시각화
library(dplyr) # 데이터 전처리 ##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(DataExplorer) # 데이터 조작데이터셋 살펴보기
# 사용하는 데이터 : iris, airquality, emission_multi,transpose
iris## 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 virginicaintroduce(iris)## rows columns discrete_columns continuous_columns all_missing_columns
## 1 150 5 1 4 0
## total_missing_values complete_rows total_observations memory_usage
## 1 0 150 750 7976airquality## Ozone Solar.R Wind Temp Month Day
## 1 41 190 7.4 67 5 1
## 2 36 118 8.0 72 5 2
## 3 12 149 12.6 74 5 3
## 4 18 313 11.5 62 5 4
## 5 NA NA 14.3 56 5 5
## 6 28 NA 14.9 66 5 6
## 7 23 299 8.6 65 5 7
## 8 19 99 13.8 59 5 8
## 9 8 19 20.1 61 5 9
## 10 NA 194 8.6 69 5 10
## 11 7 NA 6.9 74 5 11
## 12 16 256 9.7 69 5 12
## 13 11 290 9.2 66 5 13
## 14 14 274 10.9 68 5 14
## 15 18 65 13.2 58 5 15
## 16 14 334 11.5 64 5 16
## 17 34 307 12.0 66 5 17
## 18 6 78 18.4 57 5 18
## 19 30 322 11.5 68 5 19
## 20 11 44 9.7 62 5 20
## 21 1 8 9.7 59 5 21
## 22 11 320 16.6 73 5 22
## 23 4 25 9.7 61 5 23
## 24 32 92 12.0 61 5 24
## 25 NA 66 16.6 57 5 25
## 26 NA 266 14.9 58 5 26
## 27 NA NA 8.0 57 5 27
## 28 23 13 12.0 67 5 28
## 29 45 252 14.9 81 5 29
## 30 115 223 5.7 79 5 30
## 31 37 279 7.4 76 5 31
## 32 NA 286 8.6 78 6 1
## 33 NA 287 9.7 74 6 2
## 34 NA 242 16.1 67 6 3
## 35 NA 186 9.2 84 6 4
## 36 NA 220 8.6 85 6 5
## 37 NA 264 14.3 79 6 6
## 38 29 127 9.7 82 6 7
## 39 NA 273 6.9 87 6 8
## 40 71 291 13.8 90 6 9
## 41 39 323 11.5 87 6 10
## 42 NA 259 10.9 93 6 11
## 43 NA 250 9.2 92 6 12
## 44 23 148 8.0 82 6 13
## 45 NA 332 13.8 80 6 14
## 46 NA 322 11.5 79 6 15
## 47 21 191 14.9 77 6 16
## 48 37 284 20.7 72 6 17
## 49 20 37 9.2 65 6 18
## 50 12 120 11.5 73 6 19
## 51 13 137 10.3 76 6 20
## 52 NA 150 6.3 77 6 21
## 53 NA 59 1.7 76 6 22
## 54 NA 91 4.6 76 6 23
## 55 NA 250 6.3 76 6 24
## 56 NA 135 8.0 75 6 25
## 57 NA 127 8.0 78 6 26
## 58 NA 47 10.3 73 6 27
## 59 NA 98 11.5 80 6 28
## 60 NA 31 14.9 77 6 29
## 61 NA 138 8.0 83 6 30
## 62 135 269 4.1 84 7 1
## 63 49 248 9.2 85 7 2
## 64 32 236 9.2 81 7 3
## 65 NA 101 10.9 84 7 4
## 66 64 175 4.6 83 7 5
## 67 40 314 10.9 83 7 6
## 68 77 276 5.1 88 7 7
## 69 97 267 6.3 92 7 8
## 70 97 272 5.7 92 7 9
## 71 85 175 7.4 89 7 10
## 72 NA 139 8.6 82 7 11
## 73 10 264 14.3 73 7 12
## 74 27 175 14.9 81 7 13
## 75 NA 291 14.9 91 7 14
## 76 7 48 14.3 80 7 15
## 77 48 260 6.9 81 7 16
## 78 35 274 10.3 82 7 17
## 79 61 285 6.3 84 7 18
## 80 79 187 5.1 87 7 19
## 81 63 220 11.5 85 7 20
## 82 16 7 6.9 74 7 21
## 83 NA 258 9.7 81 7 22
## 84 NA 295 11.5 82 7 23
## 85 80 294 8.6 86 7 24
## 86 108 223 8.0 85 7 25
## 87 20 81 8.6 82 7 26
## 88 52 82 12.0 86 7 27
## 89 82 213 7.4 88 7 28
## 90 50 275 7.4 86 7 29
## 91 64 253 7.4 83 7 30
## 92 59 254 9.2 81 7 31
## 93 39 83 6.9 81 8 1
## 94 9 24 13.8 81 8 2
## 95 16 77 7.4 82 8 3
## 96 78 NA 6.9 86 8 4
## 97 35 NA 7.4 85 8 5
## 98 66 NA 4.6 87 8 6
## 99 122 255 4.0 89 8 7
## 100 89 229 10.3 90 8 8
## 101 110 207 8.0 90 8 9
## 102 NA 222 8.6 92 8 10
## 103 NA 137 11.5 86 8 11
## 104 44 192 11.5 86 8 12
## 105 28 273 11.5 82 8 13
## 106 65 157 9.7 80 8 14
## 107 NA 64 11.5 79 8 15
## 108 22 71 10.3 77 8 16
## 109 59 51 6.3 79 8 17
## 110 23 115 7.4 76 8 18
## 111 31 244 10.9 78 8 19
## 112 44 190 10.3 78 8 20
## 113 21 259 15.5 77 8 21
## 114 9 36 14.3 72 8 22
## 115 NA 255 12.6 75 8 23
## 116 45 212 9.7 79 8 24
## 117 168 238 3.4 81 8 25
## 118 73 215 8.0 86 8 26
## 119 NA 153 5.7 88 8 27
## 120 76 203 9.7 97 8 28
## 121 118 225 2.3 94 8 29
## 122 84 237 6.3 96 8 30
## 123 85 188 6.3 94 8 31
## 124 96 167 6.9 91 9 1
## 125 78 197 5.1 92 9 2
## 126 73 183 2.8 93 9 3
## 127 91 189 4.6 93 9 4
## 128 47 95 7.4 87 9 5
## 129 32 92 15.5 84 9 6
## 130 20 252 10.9 80 9 7
## 131 23 220 10.3 78 9 8
## 132 21 230 10.9 75 9 9
## 133 24 259 9.7 73 9 10
## 134 44 236 14.9 81 9 11
## 135 21 259 15.5 76 9 12
## 136 28 238 6.3 77 9 13
## 137 9 24 10.9 71 9 14
## 138 13 112 11.5 71 9 15
## 139 46 237 6.9 78 9 16
## 140 18 224 13.8 67 9 17
## 141 13 27 10.3 76 9 18
## 142 24 238 10.3 68 9 19
## 143 16 201 8.0 82 9 20
## 144 13 238 12.6 64 9 21
## 145 23 14 9.2 71 9 22
## 146 36 139 10.3 81 9 23
## 147 7 49 10.3 69 9 24
## 148 14 20 16.6 63 9 25
## 149 30 193 6.9 70 9 26
## 150 NA 145 13.2 77 9 27
## 151 14 191 14.3 75 9 28
## 152 18 131 8.0 76 9 29
## 153 20 223 11.5 68 9 30introduce(iris)## rows columns discrete_columns continuous_columns all_missing_columns
## 1 150 5 1 4 0
## total_missing_values complete_rows total_observations memory_usage
## 1 0 150 750 7976help("airquality")## starting httpd help server ... doneread.csv("emission_transpose.csv")## year Afghanistan Africa Albania Algeria Americas..other.
## 1 1751 0 0 0 0 0
## 2 1752 0 0 0 0 0
## 3 1753 0 0 0 0 "rval"
## 4 1754 0 0 0 0 0
## 5 1755 0 0 0 0 0
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## 7 1757 0 0 0 0 0
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## 9 1759 0 0 0 0 0
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## 267 619432763 187368600 701987856emission_transpose <- read.csv("emission_transpose.csv")
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## Andorra Angola Anguilla Antarctic.Fisheries Antigua.and.Barbuda
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## [ reached 'max' / getOption("max.print") -- omitted 28344 rows ]emission_multi <- read.csv("emission_multi.csv")
emission_multi## country year ghg
## 1 Afghanistan 1751 0
## 2 Africa 1751 0
## 3 Albania 1751 0
## 4 Algeria 1751 0
## 5 Americas (other) 1751 0
## 6 Andorra 1751 0
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## 8 Anguilla 1751 0
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## 33017 Turks and Caicos Islands 1893 0
## 33018 Tuvalu 1893 0
## 33019 Uganda 1893 0
## 33020 Ukraine 1893 0
## 33021 United Arab Emirates 1893 0
## 33022 United Kingdom 1893 14023388416
## 33023 United States 1893 6944683312
## 33024 Uruguay 1893 0
## 33025 Uzbekistan 1893 0
## 33026 Vanuatu 1893 0
## 33027 Venezuela 1893 0
## 33028 Vietnam 1893 875696
## 33029 Wallis and Futuna Islands 1893 0
## 33030 World 1893 33292078624
## 33031 Yemen 1893 0
## 33032 Zambia 1893 0
## 33033 Zimbabwe 1893 0
## 33034 Afghanistan 1894 0
## 33035 Africa 1894 5671872
## 33036 Albania 1894 0
## 33037 Algeria 1894 0
## 33038 Americas (other) 1894 196240176
## 33039 Andorra 1894 0
## 33040 Angola 1894 0
## 33041 Anguilla 1894 0
## 33042 Antarctic Fisheries 1894 0
## 33043 Antigua and Barbuda 1894 0
## 33044 Argentina 1894 10970016
## 33045 Armenia 1894 0
## 33046 Aruba 1894 0
## 33047 Asia and Pacific (other) 1894 295300080
## 33048 Australia 1894 60994608
## 33049 Austria 1894 417652032
## 33050 Azerbaijan 1894 0
## 33051 Bahamas 1894 0
## 33052 Bahrain 1894 0
## 33053 Bangladesh 1894 0
## 33054 Barbados 1894 0
## 33055 Belarus 1894 0
## 33056 Belgium 1894 1239886608
## 33057 Belize 1894 0
## 33058 Benin 1894 0
## 33059 Bermuda 1894 0
## 33060 Bhutan 1894 0
## 33061 Bolivia 1894 0
## 33062 Bonaire Sint Eustatius and Saba 1894 0
## 33063 Bosnia and Herzegovina 1894 0
## 33064 Botswana 1894 0
## 33065 Brazil 1894 0
## 33066 British Virgin Islands 1894 0
## 33067 Brunei 1894 0
## 33068 Bulgaria 1894 359072
## 33069 Burkina Faso 1894 0
## 33070 Burundi 1894 0
## 33071 Cambodia 1894 0
## 33072 Cameroon 1894 0
## 33073 Canada 1894 182866576
## 33074 Cape Verde 1894 0
## 33075 Cayman Islands 1894 0
## 33076 Central African Republic 1894 0
## 33077 Chad 1894 0
## 33078 Chile 1894 0
## 33079 China 1894 0
## 33080 Christmas Island 1894 0
## 33081 Colombia 1894 0
## 33082 Comoros 1894 0
## 33083 Congo 1894 0
## 33084 Cook Islands 1894 0
## 33085 Costa Rica 1894 0
## 33086 Cote d'Ivoire 1894 0
## 33087 Croatia 1894 0
## 33088 Cuba 1894 0
## 33089 Curacao 1894 0
## 33090 Cyprus 1894 0
## 33091 Czech Republic 1894 0
## 33092 Czechoslovakia 1894 587456448
## 33093 Democratic Republic of Congo 1894 0
## 33094 Denmark 1894 67512864
## 33095 Djibouti 1894 0
## 33096 Dominica 1894 0
## 33097 Dominican Republic 1894 0
## 33098 EU-28 1894 25746993952
## 33099 Ecuador 1894 0
## 33100 Egypt 1894 0
## 33101 El Salvador 1894 0
## 33102 Equatorial Guinea 1894 0
## 33103 Eritrea 1894 0
## 33104 Estonia 1894 0
## 33105 Ethiopia 1894 0
## 33106 Europe (other) 1894 1132245616
## 33107 Faeroe Islands 1894 0
## 33108 Falkland Islands 1894 0
## 33109 Fiji 1894 0
## 33110 Finland 1894 4041392
## 33111 France 1894 3025522352
## 33112 French Guiana 1894 0
## 33113 French Polynesia 1894 0
## 33114 Gabon 1894 0
## 33115 Gambia 1894 0
## 33116 Georgia 1894 0
## 33117 Germany 1894 4707334992
## 33118 Ghana 1894 0
## 33119 Gibraltar 1894 0
## 33120 Greece 1894 2671056
## 33121 Greenland 1894 0
## 33122 Grenada 1894 0
## 33123 Guadeloupe 1894 0
## 33124 Guatemala 1894 0
## 33125 Guinea 1894 0
## 33126 Guinea-Bissau 1894 0
## 33127 Guyana 1894 0
## 33128 Haiti 1894 0
## 33129 Honduras 1894 0
## 33130 Hong Kong 1894 0
## 33131 Hungary 1894 115983920
## 33132 Iceland 1894 0
## 33133 India 1894 66692128
## 33134 Indonesia 1894 1102864
## 33135 Iran 1894 0
## 33136 Iraq 1894 0
## 33137 Ireland 1894 1099200
## 33138 Israel 1894 0
## 33139 Italy 1894 183229312
## 33140 Jamaica 1894 0
## 33141 Japan 1894 87390064
## 33142 Jordan 1894 0
## 33143 Kazakhstan 1894 0
## 33144 Kenya 1894 0
## 33145 Kiribati 1894 0
## 33146 Kuwait 1894 0
## 33147 Kyrgysztan 1894 0
## 33148 Kyrgyzstan 1894 0
## 33149 Laos 1894 0
## 33150 Latvia 1894 0
## 33151 Lebanon 1894 0
## 33152 Lesotho 1894 0
## 33153 Liberia 1894 0
## 33154 Libya 1894 0
## 33155 Liechtenstein 1894 0
## 33156 Lithuania 1894 0
## 33157 Luxembourg 1894 0
## 33158 Macao 1894 0
## 33159 Macedonia 1894 0
## 33160 Madagascar 1894 0
## 33161 Malawi 1894 0
## 33162 Malaysia 1894 131904
## 33163 Maldives 1894 0
## 33164 Mali 1894 0
## 33165 Malta 1894 0
## 33166 Marshall Islands 1894 0
## 33167 Martinique 1894 0
## 33168 Mauritania 1894 0
## 33169 Mauritius 1894 0
## 33170 Mexico 1894 2169088
## 33171 Micronesia (country) 1894 0
## 33172 Middle East 1894 7705392
## 33173 Moldova 1894 0
## 33174 Mongolia 1894 0
## 33175 Montenegro 1894 0
## 33176 Montserrat 1894 0
## 33177 Morocco 1894 0
## 33178 Mozambique 1894 0
## 33179 Myanmar 1894 0
## 33180 Namibia 1894 0
## 33181 Nauru 1894 0
## 33182 Nepal 1894 0
## 33183 Netherlands 1894 303771248
## 33184 New Caledonia 1894 0
## 33185 New Zealand 1894 18854944
## 33186 Nicaragua 1894 0
## 33187 Niger 1894 0
## 33188 Nigeria 1894 0
## 33189 Niue 1894 0
## 33190 North Korea 1894 0
## 33191 Norway 1894 45587488
## 33192 Oman 1894 0
## 33193 Pakistan 1894 0
## 33194 Palau 1894 0
## 33195 Palestine 1894 0
## 33196 Panama 1894 0
## 33197 Papua New Guinea 1894 0
## 33198 Paraguay 1894 0
## 33199 Peru 1894 249152
## 33200 Philippines 1894 0
## 33201 Poland 1894 993467952
## 33202 Portugal 1894 26318512
## 33203 Qatar 1894 0
## 33204 Reunion 1894 0
## 33205 Romania 1894 9694944
## 33206 Russia 1894 0
## 33207 Rwanda 1894 0
## 33208 Saint Helena 1894 0
## 33209 Saint Kitts and Nevis 1894 0
## 33210 Saint Lucia 1894 0
## 33211 Saint Pierre and Miquelon 1894 0
## 33212 Saint Vincent and the Grenadines 1894 0
## 33213 Samoa 1894 0
## 33214 Sao Tome and Principe 1894 0
## 33215 Saudi Arabia 1894 0
## 33216 Senegal 1894 0
## 33217 Serbia 1894 0
## 33218 Seychelles 1894 0
## 33219 Sierra Leone 1894 0
## 33220 Singapore 1894 0
## 33221 Sint Maarten (Dutch part) 1894 0
## 33222 Slovakia 1894 0
## 33223 Slovenia 1894 0
## 33224 Solomon Islands 1894 0
## 33225 Somalia 1894 0
## 33226 South Africa 1894 5671872
## 33227 South Korea 1894 0
## 33228 South Sudan 1894 0
## 33229 Spain 1894 165345328
## 33230 Sri Lanka 1894 0
## 33231 Sudan 1894 0
## 33232 Suriname 1894 0
## 33233 Swaziland 1894 0
## 33234 Sweden 1894 97612624
## 33235 Switzerland 1894 55249456
## 33236 Syria 1894 0
## 33237 Taiwan 1894 0
## 33238 Tajikistan 1894 0
## 33239 Tanzania 1894 0
## 33240 Thailand 1894 0
## 33241 Timor 1894 0
## 33242 Togo 1894 0
## 33243 Tonga 1894 0
## 33244 Trinidad and Tobago 1894 0
## 33245 Tunisia 1894 0
## 33246 Turkey 1894 7705392
## 33247 Turkmenistan 1894 0
## 33248 Turks and Caicos Islands 1894 0
## 33249 Tuvalu 1894 0
## 33250 Uganda 1894 0
## 33251 Ukraine 1894 0
## 33252 United Arab Emirates 1894 0
## 33253 United Kingdom 1894 14385490544
## 33254 United States 1894 7369732960
## 33255 Uruguay 1894 0
## 33256 Uzbekistan 1894 0
## 33257 Vanuatu 1894 0
## 33258 Venezuela 1894 0
## 33259 Vietnam 1894 1179808
## 33260 Wallis and Futuna Islands 1894 0
## 33261 World 1894 34693452368
## 33262 Yemen 1894 0
## 33263 Zambia 1894 0
## 33264 Zimbabwe 1894 0
## 33265 Afghanistan 1895 0
## 33266 Africa 1895 9009776
## 33267 Albania 1895 0
## 33268 Algeria 1895 0
## 33269 Americas (other) 1895 213098240
## 33270 Andorra 1895 0
## 33271 Angola 1895 0
## 33272 Anguilla 1895 0
## 33273 Antarctic Fisheries 1895 0
## 33274 Antigua and Barbuda 1895 0
## 33275 Argentina 1895 13234368
## 33276 Armenia 1895 0
## 33277 Aruba 1895 0
## 33278 Asia and Pacific (other) 1895 314792560
## 33279 Australia 1895 65585600
## 33280 Austria 1895 438023872
## 33281 Azerbaijan 1895 0
## 33282 Bahamas 1895 0
## 33283 Bahrain 1895 0
## 33284 Bangladesh 1895 0
## 33285 Barbados 1895 0
## 33286 Belarus 1895 0
## 33287 Belgium 1895 1280018400
## 33288 Belize 1895 0
## 33289 Benin 1895 0
## 33290 Bermuda 1895 0
## 33291 Bhutan 1895 0
## 33292 Bolivia 1895 0
## 33293 Bonaire Sint Eustatius and Saba 1895 0
## 33294 Bosnia and Herzegovina 1895 0
## 33295 Botswana 1895 0
## 33296 Brazil 1895 0
## 33297 British Virgin Islands 1895 0
## 33298 Brunei 1895 0
## 33299 Bulgaria 1895 443344
## 33300 Burkina Faso 1895 0
## 33301 Burundi 1895 0
## 33302 Cambodia 1895 0
## 33303 Cameroon 1895 0
## 33304 Canada 1895 196397728
## 33305 Cape Verde 1895 0
## 33306 Cayman Islands 1895 0
## 33307 Central African Republic 1895 0
## 33308 Chad 1895 0
## 33309 Chile 1895 523952
## 33310 China 1895 0
## 33311 Christmas Island 1895 0
## 33312 Colombia 1895 0
## 33313 Comoros 1895 0
## 33314 Congo 1895 0
## 33315 Cook Islands 1895 0
## 33316 Costa Rica 1895 0
## 33317 Cote d'Ivoire 1895 0
## 33318 Croatia 1895 0
## 33319 Cuba 1895 0
## 33320 Curacao 1895 0
## 33321 Cyprus 1895 0
## 33322 Czech Republic 1895 0
## 33323 Czechoslovakia 1895 626925056
## 33324 Democratic Republic of Congo 1895 0
## 33325 Denmark 1895 71037632
## 33326 Djibouti 1895 0
## 33327 Dominica 1895 0
## 33328 Dominican Republic 1895 0
## 33329 EU-28 1895 26615094480
## 33330 Ecuador 1895 0
## 33331 Egypt 1895 0
## 33332 El Salvador 1895 0
## 33333 Equatorial Guinea 1895 0
## [ reached 'max' / getOption("max.print") -- omitted 28344 rows ]View(emission_transpose)
View(emission_multi)데이터 시각화 = bar 차트
ggplot은 도화지에다가 그림을 그리는 작업
aes : color, fill
# 변수 1개
ggplot(data = iris, aes(x = Sepal.Width, fill = Species)) +
geom_bar()
iris## 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# 종에 따른 변수
# identity 사용, 누적값을 더함
ggplot(data = iris, aes(x = Species, y= Sepal.Width))+
geom_bar(stat = "identity")
# 밀도 표현
ggplot(airquality, aes(x = Solar.R, y = Ozone)) +
geom_density2d() +
geom_point(shape = 3, color = "black", size = 2, alpha = 0.1)## Warning: Removed 42 rows containing non-finite values (stat_density2d).## Warning: Removed 42 rows containing missing values (geom_point).
Box plot
ggplot(iris, aes(x = Sepal.Length, y = Sepal.Width, color = Species)) +
geom_boxplot(outlier.shape = 8, outlier.size = 5)
산점도
ggplot(airquality, aes(x = Day, y = Temp)) +
geom_point(aes(color = Ozone))
축 범위 설정(x,y축 범위 설정)
ggplot(airquality, aes(x = Day, y = Temp)) +
geom_point(aes(color = Temp)) +
lims(x = c(10, 20), y = c(70, 80)) +
labs(title = "제목으로 할 것 적어주세요", x = "Day", y = "Temp") +
theme(plot.title = element_text(hjust = 0.5, vjust = 0.5)) #제목 위치 바꾸기## Warning: Removed 130 rows containing missing values (geom_point).