data("greenhouse_gases")
#head(greenhouse_gases)
tail(greenhouse_gases)
## year gas concentration
## 295 1900 N2O 277.2
## 296 1920 N2O 285.2
## 297 1940 N2O 287.7
## 298 1960 N2O 292.3
## 299 1980 N2O 302.6
## 300 2000 N2O 315.4
print(greenhouse_gases)
## year gas concentration
## 1 20 CO2 277.7
## 2 40 CO2 277.8
## 3 60 CO2 277.3
## 4 80 CO2 277.3
## 5 100 CO2 277.5
## 6 120 CO2 277.6
## 7 140 CO2 278.3
## 8 160 CO2 279.7
## 9 180 CO2 280.4
## 10 200 CO2 280.6
## 11 220 CO2 281.3
## 12 240 CO2 281.4
## 13 260 CO2 280.6
## 14 280 CO2 280.0
## 15 300 CO2 279.8
## 16 320 CO2 279.3
## 17 340 CO2 278.3
## 18 360 CO2 277.2
## 19 380 CO2 276.7
## 20 400 CO2 276.7
## 21 420 CO2 276.9
## 22 440 CO2 276.9
## 23 460 CO2 276.7
## 24 480 CO2 276.6
## 25 500 CO2 276.4
## 26 520 CO2 275.9
## 27 540 CO2 276.1
## 28 560 CO2 277.3
## 29 580 CO2 277.4
## 30 600 CO2 276.9
## 31 620 CO2 277.6
## 32 640 CO2 278.6
## 33 660 CO2 279.2
## 34 680 CO2 279.7
## 35 700 CO2 279.7
## 36 720 CO2 278.9
## 37 740 CO2 278.4
## 38 760 CO2 278.5
## 39 780 CO2 278.5
## 40 800 CO2 278.5
## 41 820 CO2 278.8
## 42 840 CO2 279.2
## 43 860 CO2 279.3
## 44 880 CO2 279.1
## 45 900 CO2 278.9
## 46 920 CO2 279.1
## 47 940 CO2 279.1
## 48 960 CO2 278.7
## 49 980 CO2 278.4
## 50 1000 CO2 279.0
## 51 1020 CO2 280.7
## 52 1040 CO2 280.5
## 53 1060 CO2 282.9
## 54 1080 CO2 282.7
## 55 1100 CO2 282.6
## 56 1120 CO2 283.4
## 57 1140 CO2 283.8
## 58 1160 CO2 283.9
## 59 1180 CO2 283.9
## 60 1200 CO2 283.8
## 61 1220 CO2 282.8
## 62 1240 CO2 281.7
## 63 1260 CO2 282.0
## 64 1280 CO2 280.9
## 65 1300 CO2 281.0
## 66 1320 CO2 283.1
## 67 1340 CO2 281.9
## 68 1360 CO2 279.2
## 69 1380 CO2 279.7
## 70 1400 CO2 280.2
## 71 1420 CO2 278.8
## 72 1440 CO2 283.0
## 73 1460 CO2 280.2
## 74 1480 CO2 280.1
## 75 1500 CO2 282.3
## 76 1520 CO2 283.1
## 77 1540 CO2 283.2
## 78 1560 CO2 281.8
## 79 1580 CO2 282.2
## 80 1600 CO2 275.4
## 81 1620 CO2 272.3
## 82 1640 CO2 276.6
## 83 1660 CO2 276.9
## 84 1680 CO2 275.9
## 85 1700 CO2 276.6
## 86 1720 CO2 277.0
## 87 1740 CO2 277.2
## 88 1760 CO2 276.5
## 89 1780 CO2 278.2
## 90 1800 CO2 282.6
## 91 1820 CO2 283.3
## 92 1840 CO2 284.0
## 93 1860 CO2 286.1
## 94 1880 CO2 289.8
## 95 1900 CO2 296.1
## 96 1920 CO2 303.4
## 97 1940 CO2 310.5
## 98 1960 CO2 316.1
## 99 1980 CO2 335.9
## 100 2000 CO2 366.8
## 101 20 CH4 638.1
## 102 40 CH4 631.1
## 103 60 CH4 628.2
## 104 80 CH4 628.3
## 105 100 CH4 630.9
## 106 120 CH4 635.4
## 107 140 CH4 639.2
## 108 160 CH4 640.5
## 109 180 CH4 641.7
## 110 200 CH4 641.4
## 111 220 CH4 635.2
## 112 240 CH4 629.4
## 113 260 CH4 627.5
## 114 280 CH4 626.6
## 115 300 CH4 624.6
## 116 320 CH4 621.0
## 117 340 CH4 618.7
## 118 360 CH4 619.9
## 119 380 CH4 624.3
## 120 400 CH4 630.3
## 121 420 CH4 635.1
## 122 440 CH4 636.5
## 123 460 CH4 638.6
## 124 480 CH4 648.9
## 125 500 CH4 659.5
## 126 520 CH4 660.7
## 127 540 CH4 656.9
## 128 560 CH4 654.1
## 129 580 CH4 650.4
## 130 600 CH4 644.0
## 131 620 CH4 636.2
## 132 640 CH4 633.8
## 133 660 CH4 638.9
## 134 680 CH4 645.5
## 135 700 CH4 649.8
## 136 720 CH4 650.6
## 137 740 CH4 648.4
## 138 760 CH4 644.5
## 139 780 CH4 640.9
## 140 800 CH4 642.6
## 141 820 CH4 652.6
## 142 840 CH4 659.1
## 143 860 CH4 656.9
## 144 880 CH4 651.7
## 145 900 CH4 646.8
## 146 920 CH4 644.8
## 147 940 CH4 646.4
## 148 960 CH4 651.5
## 149 980 CH4 656.1
## 150 1000 CH4 662.4
## 151 1020 CH4 677.0
## 152 1040 CH4 677.1
## 153 1060 CH4 671.6
## 154 1080 CH4 675.0
## 155 1100 CH4 675.9
## 156 1120 CH4 679.3
## 157 1140 CH4 686.5
## 158 1160 CH4 688.6
## 159 1180 CH4 686.8
## 160 1200 CH4 681.7
## 161 1220 CH4 670.1
## 162 1240 CH4 660.0
## 163 1260 CH4 670.6
## 164 1280 CH4 688.2
## 165 1300 CH4 691.6
## 166 1320 CH4 680.2
## 167 1340 CH4 670.0
## 168 1360 CH4 667.8
## 169 1380 CH4 677.5
## 170 1400 CH4 670.6
## 171 1420 CH4 672.8
## 172 1440 CH4 685.8
## 173 1460 CH4 680.8
## 174 1480 CH4 670.7
## 175 1500 CH4 690.1
## 176 1520 CH4 702.0
## 177 1540 CH4 700.1
## 178 1560 CH4 712.3
## 179 1580 CH4 678.1
## 180 1600 CH4 665.1
## 181 1620 CH4 680.0
## 182 1640 CH4 686.7
## 183 1660 CH4 674.7
## 184 1680 CH4 691.6
## 185 1700 CH4 669.2
## 186 1720 CH4 667.0
## 187 1740 CH4 706.5
## 188 1760 CH4 700.0
## 189 1780 CH4 718.2
## 190 1800 CH4 726.6
## 191 1820 CH4 739.5
## 192 1840 CH4 765.9
## 193 1860 CH4 786.2
## 194 1880 CH4 826.5
## 195 1900 CH4 865.0
## 196 1920 CH4 957.3
## 197 1940 CH4 1062.8
## 198 1960 CH4 1205.5
## 199 1980 CH4 1495.3
## 200 2000 CH4 1703.4
## 201 20 N2O 263.2
## 202 40 N2O 263.3
## 203 60 N2O 264.4
## 204 80 N2O 265.5
## 205 100 N2O 266.2
## 206 120 N2O 266.4
## 207 140 N2O 265.9
## 208 160 N2O 265.2
## 209 180 N2O 265.5
## 210 200 N2O 266.9
## 211 220 N2O 268.1
## 212 240 N2O 268.1
## 213 260 N2O 266.6
## 214 280 N2O 264.5
## 215 300 N2O 262.5
## 216 320 N2O 261.4
## 217 340 N2O 261.9
## 218 360 N2O 263.5
## 219 380 N2O 264.3
## 220 400 N2O 264.2
## 221 420 N2O 263.7
## 222 440 N2O 263.4
## 223 460 N2O 263.2
## 224 480 N2O 262.8
## 225 500 N2O 261.7
## 226 520 N2O 260.0
## 227 540 N2O 260.6
## 228 560 N2O 264.0
## 229 580 N2O 263.8
## 230 600 N2O 260.8
## 231 620 N2O 261.5
## 232 640 N2O 262.4
## 233 660 N2O 261.5
## 234 680 N2O 261.2
## 235 700 N2O 262.1
## 236 720 N2O 264.0
## 237 740 N2O 266.2
## 238 760 N2O 268.4
## 239 780 N2O 270.1
## 240 800 N2O 270.7
## 241 820 N2O 270.1
## 242 840 N2O 269.4
## 243 860 N2O 269.5
## 244 880 N2O 271.0
## 245 900 N2O 272.1
## 246 920 N2O 271.5
## 247 940 N2O 269.7
## 248 960 N2O 267.5
## 249 980 N2O 266.0
## 250 1000 N2O 265.3
## 251 1020 N2O 265.4
## 252 1040 N2O 265.8
## 253 1060 N2O 266.6
## 254 1080 N2O 267.4
## 255 1100 N2O 268.2
## 256 1120 N2O 268.6
## 257 1140 N2O 268.6
## 258 1160 N2O 268.5
## 259 1180 N2O 268.2
## 260 1200 N2O 267.8
## 261 1220 N2O 267.5
## 262 1240 N2O 267.4
## 263 1260 N2O 267.7
## 264 1280 N2O 268.4
## 265 1300 N2O 269.3
## 266 1320 N2O 269.7
## 267 1340 N2O 269.4
## 268 1360 N2O 268.3
## 269 1380 N2O 267.1
## 270 1400 N2O 266.2
## 271 1420 N2O 266.4
## 272 1440 N2O 267.1
## 273 1460 N2O 266.4
## 274 1480 N2O 265.8
## 275 1500 N2O 268.2
## 276 1520 N2O 273.2
## 277 1540 N2O 269.9
## 278 1560 N2O 270.1
## 279 1580 N2O 269.2
## 280 1600 N2O 267.4
## 281 1620 N2O 265.3
## 282 1640 N2O 264.5
## 283 1660 N2O 265.9
## 284 1680 N2O 269.8
## 285 1700 N2O 271.2
## 286 1720 N2O 270.0
## 287 1740 N2O 269.4
## 288 1760 N2O 274.1
## 289 1780 N2O 272.4
## 290 1800 N2O 272.6
## 291 1820 N2O 272.9
## 292 1840 N2O 269.6
## 293 1860 N2O 271.7
## 294 1880 N2O 275.8
## 295 1900 N2O 277.2
## 296 1920 N2O 285.2
## 297 1940 N2O 287.7
## 298 1960 N2O 292.3
## 299 1980 N2O 302.6
## 300 2000 N2O 315.4
summary(greenhouse_gases)
## year gas concentration
## Min. : 20 Length:300 Min. : 260.0
## 1st Qu.: 515 Class :character 1st Qu.: 269.7
## Median :1010 Mode :character Median : 279.7
## Mean :1010 Mean : 416.2
## 3rd Qu.:1505 3rd Qu.: 641.0
## Max. :2000 Max. :1703.4
str(greenhouse_gases)
## 'data.frame': 300 obs. of 3 variables:
## $ year : num 20 40 60 80 100 120 140 160 180 200 ...
## $ gas : chr "CO2" "CO2" "CO2" "CO2" ...
## $ concentration: num 278 278 277 277 278 ...
ggplot(greenhouse_gases, aes(x = year, y = concentration, color = gas)) + geom_line() + geom_point() + ggtitle("Greenhouse Gases since 1740") + xlab("Year") + ylab("Concentration")
ggplot(greenhouse_gases, aes(x = year, y = concentration, color = gas)) + geom_line() + geom_point() + ggtitle("Greenhouse Gases since 1740") + xlab("Year") + ylab("Concentration") + theme(plot.title = element_text(hjust = 0.5), text = element_text(family = "Times New Roman", size= 18))
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call.graphics(C_text, as.graphicsAnnot(x$label), x$x, x$y, :
## font family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
#Adjust axes font size #Separate lines to make code more readable #Make title text bold
ggplot(greenhouse_gases, aes(x = year, y = concentration, color = gas)) +
geom_line() + geom_point() +
ggtitle("Greenhouse Gases since 1740") +
xlab("Year") +
ylab("Concentration") +
theme(plot.title = element_text(hjust = 0.5), text = element_text(family = "Times New Roman", size= 14)) +
xlim(min=1740, max = 2020) + labs(color = "Gases") + scale_color_hue(labels= c("CH4" = "Methane (CH4)", "CO2" = "Carbon Dioxide (CO2)", "N2O" = "Nitrous Oxide (N2O")) +
theme(legend.title = element_text(size = 8), legend.text = element_text(size = 8)) + theme(axis.text=element_text(size=10),
axis.title=element_text(size=12, face = "bold")) +
theme(plot.title = element_text(face = "bold"))
## Warning: Removed 258 row(s) containing missing values (geom_path).
## Warning: Removed 258 rows containing missing values (geom_point).
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call.graphics(C_text, as.graphicsAnnot(x$label), x$x, x$y, :
## font family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
Depicted here are the concentrations of the three main greenhouse gasses, from the year 1740 until the year 2000. which occurred during the second half of the 18th century, had a profound effect on the concentrations of greenhouse gases in our atmosphere. Before 1800 shows few data points almost no change or the line is constant.After 1800 century where green gas emission start to increase significantly for methane gas.