ls()
## character(0)
rm(list=ls())
gc()
##          used (Mb) gc trigger (Mb) max used (Mb)
## Ncells 294598  7.9     592000 15.9   460000 12.3
## Vcells 332923  2.6     786432  6.0   677529  5.2
memory.size()
## [1] 16.97
memory.limit()
## [1] 1535
length(colors())
## [1] 657
colors()
##   [1] "white"                "aliceblue"            "antiquewhite"        
##   [4] "antiquewhite1"        "antiquewhite2"        "antiquewhite3"       
##   [7] "antiquewhite4"        "aquamarine"           "aquamarine1"         
##  [10] "aquamarine2"          "aquamarine3"          "aquamarine4"         
##  [13] "azure"                "azure1"               "azure2"              
##  [16] "azure3"               "azure4"               "beige"               
##  [19] "bisque"               "bisque1"              "bisque2"             
##  [22] "bisque3"              "bisque4"              "black"               
##  [25] "blanchedalmond"       "blue"                 "blue1"               
##  [28] "blue2"                "blue3"                "blue4"               
##  [31] "blueviolet"           "brown"                "brown1"              
##  [34] "brown2"               "brown3"               "brown4"              
##  [37] "burlywood"            "burlywood1"           "burlywood2"          
##  [40] "burlywood3"           "burlywood4"           "cadetblue"           
##  [43] "cadetblue1"           "cadetblue2"           "cadetblue3"          
##  [46] "cadetblue4"           "chartreuse"           "chartreuse1"         
##  [49] "chartreuse2"          "chartreuse3"          "chartreuse4"         
##  [52] "chocolate"            "chocolate1"           "chocolate2"          
##  [55] "chocolate3"           "chocolate4"           "coral"               
##  [58] "coral1"               "coral2"               "coral3"              
##  [61] "coral4"               "cornflowerblue"       "cornsilk"            
##  [64] "cornsilk1"            "cornsilk2"            "cornsilk3"           
##  [67] "cornsilk4"            "cyan"                 "cyan1"               
##  [70] "cyan2"                "cyan3"                "cyan4"               
##  [73] "darkblue"             "darkcyan"             "darkgoldenrod"       
##  [76] "darkgoldenrod1"       "darkgoldenrod2"       "darkgoldenrod3"      
##  [79] "darkgoldenrod4"       "darkgray"             "darkgreen"           
##  [82] "darkgrey"             "darkkhaki"            "darkmagenta"         
##  [85] "darkolivegreen"       "darkolivegreen1"      "darkolivegreen2"     
##  [88] "darkolivegreen3"      "darkolivegreen4"      "darkorange"          
##  [91] "darkorange1"          "darkorange2"          "darkorange3"         
##  [94] "darkorange4"          "darkorchid"           "darkorchid1"         
##  [97] "darkorchid2"          "darkorchid3"          "darkorchid4"         
## [100] "darkred"              "darksalmon"           "darkseagreen"        
## [103] "darkseagreen1"        "darkseagreen2"        "darkseagreen3"       
## [106] "darkseagreen4"        "darkslateblue"        "darkslategray"       
## [109] "darkslategray1"       "darkslategray2"       "darkslategray3"      
## [112] "darkslategray4"       "darkslategrey"        "darkturquoise"       
## [115] "darkviolet"           "deeppink"             "deeppink1"           
## [118] "deeppink2"            "deeppink3"            "deeppink4"           
## [121] "deepskyblue"          "deepskyblue1"         "deepskyblue2"        
## [124] "deepskyblue3"         "deepskyblue4"         "dimgray"             
## [127] "dimgrey"              "dodgerblue"           "dodgerblue1"         
## [130] "dodgerblue2"          "dodgerblue3"          "dodgerblue4"         
## [133] "firebrick"            "firebrick1"           "firebrick2"          
## [136] "firebrick3"           "firebrick4"           "floralwhite"         
## [139] "forestgreen"          "gainsboro"            "ghostwhite"          
## [142] "gold"                 "gold1"                "gold2"               
## [145] "gold3"                "gold4"                "goldenrod"           
## [148] "goldenrod1"           "goldenrod2"           "goldenrod3"          
## [151] "goldenrod4"           "gray"                 "gray0"               
## [154] "gray1"                "gray2"                "gray3"               
## [157] "gray4"                "gray5"                "gray6"               
## [160] "gray7"                "gray8"                "gray9"               
## [163] "gray10"               "gray11"               "gray12"              
## [166] "gray13"               "gray14"               "gray15"              
## [169] "gray16"               "gray17"               "gray18"              
## [172] "gray19"               "gray20"               "gray21"              
## [175] "gray22"               "gray23"               "gray24"              
## [178] "gray25"               "gray26"               "gray27"              
## [181] "gray28"               "gray29"               "gray30"              
## [184] "gray31"               "gray32"               "gray33"              
## [187] "gray34"               "gray35"               "gray36"              
## [190] "gray37"               "gray38"               "gray39"              
## [193] "gray40"               "gray41"               "gray42"              
## [196] "gray43"               "gray44"               "gray45"              
## [199] "gray46"               "gray47"               "gray48"              
## [202] "gray49"               "gray50"               "gray51"              
## [205] "gray52"               "gray53"               "gray54"              
## [208] "gray55"               "gray56"               "gray57"              
## [211] "gray58"               "gray59"               "gray60"              
## [214] "gray61"               "gray62"               "gray63"              
## [217] "gray64"               "gray65"               "gray66"              
## [220] "gray67"               "gray68"               "gray69"              
## [223] "gray70"               "gray71"               "gray72"              
## [226] "gray73"               "gray74"               "gray75"              
## [229] "gray76"               "gray77"               "gray78"              
## [232] "gray79"               "gray80"               "gray81"              
## [235] "gray82"               "gray83"               "gray84"              
## [238] "gray85"               "gray86"               "gray87"              
## [241] "gray88"               "gray89"               "gray90"              
## [244] "gray91"               "gray92"               "gray93"              
## [247] "gray94"               "gray95"               "gray96"              
## [250] "gray97"               "gray98"               "gray99"              
## [253] "gray100"              "green"                "green1"              
## [256] "green2"               "green3"               "green4"              
## [259] "greenyellow"          "grey"                 "grey0"               
## [262] "grey1"                "grey2"                "grey3"               
## [265] "grey4"                "grey5"                "grey6"               
## [268] "grey7"                "grey8"                "grey9"               
## [271] "grey10"               "grey11"               "grey12"              
## [274] "grey13"               "grey14"               "grey15"              
## [277] "grey16"               "grey17"               "grey18"              
## [280] "grey19"               "grey20"               "grey21"              
## [283] "grey22"               "grey23"               "grey24"              
## [286] "grey25"               "grey26"               "grey27"              
## [289] "grey28"               "grey29"               "grey30"              
## [292] "grey31"               "grey32"               "grey33"              
## [295] "grey34"               "grey35"               "grey36"              
## [298] "grey37"               "grey38"               "grey39"              
## [301] "grey40"               "grey41"               "grey42"              
## [304] "grey43"               "grey44"               "grey45"              
## [307] "grey46"               "grey47"               "grey48"              
## [310] "grey49"               "grey50"               "grey51"              
## [313] "grey52"               "grey53"               "grey54"              
## [316] "grey55"               "grey56"               "grey57"              
## [319] "grey58"               "grey59"               "grey60"              
## [322] "grey61"               "grey62"               "grey63"              
## [325] "grey64"               "grey65"               "grey66"              
## [328] "grey67"               "grey68"               "grey69"              
## [331] "grey70"               "grey71"               "grey72"              
## [334] "grey73"               "grey74"               "grey75"              
## [337] "grey76"               "grey77"               "grey78"              
## [340] "grey79"               "grey80"               "grey81"              
## [343] "grey82"               "grey83"               "grey84"              
## [346] "grey85"               "grey86"               "grey87"              
## [349] "grey88"               "grey89"               "grey90"              
## [352] "grey91"               "grey92"               "grey93"              
## [355] "grey94"               "grey95"               "grey96"              
## [358] "grey97"               "grey98"               "grey99"              
## [361] "grey100"              "honeydew"             "honeydew1"           
## [364] "honeydew2"            "honeydew3"            "honeydew4"           
## [367] "hotpink"              "hotpink1"             "hotpink2"            
## [370] "hotpink3"             "hotpink4"             "indianred"           
## [373] "indianred1"           "indianred2"           "indianred3"          
## [376] "indianred4"           "ivory"                "ivory1"              
## [379] "ivory2"               "ivory3"               "ivory4"              
## [382] "khaki"                "khaki1"               "khaki2"              
## [385] "khaki3"               "khaki4"               "lavender"            
## [388] "lavenderblush"        "lavenderblush1"       "lavenderblush2"      
## [391] "lavenderblush3"       "lavenderblush4"       "lawngreen"           
## [394] "lemonchiffon"         "lemonchiffon1"        "lemonchiffon2"       
## [397] "lemonchiffon3"        "lemonchiffon4"        "lightblue"           
## [400] "lightblue1"           "lightblue2"           "lightblue3"          
## [403] "lightblue4"           "lightcoral"           "lightcyan"           
## [406] "lightcyan1"           "lightcyan2"           "lightcyan3"          
## [409] "lightcyan4"           "lightgoldenrod"       "lightgoldenrod1"     
## [412] "lightgoldenrod2"      "lightgoldenrod3"      "lightgoldenrod4"     
## [415] "lightgoldenrodyellow" "lightgray"            "lightgreen"          
## [418] "lightgrey"            "lightpink"            "lightpink1"          
## [421] "lightpink2"           "lightpink3"           "lightpink4"          
## [424] "lightsalmon"          "lightsalmon1"         "lightsalmon2"        
## [427] "lightsalmon3"         "lightsalmon4"         "lightseagreen"       
## [430] "lightskyblue"         "lightskyblue1"        "lightskyblue2"       
## [433] "lightskyblue3"        "lightskyblue4"        "lightslateblue"      
## [436] "lightslategray"       "lightslategrey"       "lightsteelblue"      
## [439] "lightsteelblue1"      "lightsteelblue2"      "lightsteelblue3"     
## [442] "lightsteelblue4"      "lightyellow"          "lightyellow1"        
## [445] "lightyellow2"         "lightyellow3"         "lightyellow4"        
## [448] "limegreen"            "linen"                "magenta"             
## [451] "magenta1"             "magenta2"             "magenta3"            
## [454] "magenta4"             "maroon"               "maroon1"             
## [457] "maroon2"              "maroon3"              "maroon4"             
## [460] "mediumaquamarine"     "mediumblue"           "mediumorchid"        
## [463] "mediumorchid1"        "mediumorchid2"        "mediumorchid3"       
## [466] "mediumorchid4"        "mediumpurple"         "mediumpurple1"       
## [469] "mediumpurple2"        "mediumpurple3"        "mediumpurple4"       
## [472] "mediumseagreen"       "mediumslateblue"      "mediumspringgreen"   
## [475] "mediumturquoise"      "mediumvioletred"      "midnightblue"        
## [478] "mintcream"            "mistyrose"            "mistyrose1"          
## [481] "mistyrose2"           "mistyrose3"           "mistyrose4"          
## [484] "moccasin"             "navajowhite"          "navajowhite1"        
## [487] "navajowhite2"         "navajowhite3"         "navajowhite4"        
## [490] "navy"                 "navyblue"             "oldlace"             
## [493] "olivedrab"            "olivedrab1"           "olivedrab2"          
## [496] "olivedrab3"           "olivedrab4"           "orange"              
## [499] "orange1"              "orange2"              "orange3"             
## [502] "orange4"              "orangered"            "orangered1"          
## [505] "orangered2"           "orangered3"           "orangered4"          
## [508] "orchid"               "orchid1"              "orchid2"             
## [511] "orchid3"              "orchid4"              "palegoldenrod"       
## [514] "palegreen"            "palegreen1"           "palegreen2"          
## [517] "palegreen3"           "palegreen4"           "paleturquoise"       
## [520] "paleturquoise1"       "paleturquoise2"       "paleturquoise3"      
## [523] "paleturquoise4"       "palevioletred"        "palevioletred1"      
## [526] "palevioletred2"       "palevioletred3"       "palevioletred4"      
## [529] "papayawhip"           "peachpuff"            "peachpuff1"          
## [532] "peachpuff2"           "peachpuff3"           "peachpuff4"          
## [535] "peru"                 "pink"                 "pink1"               
## [538] "pink2"                "pink3"                "pink4"               
## [541] "plum"                 "plum1"                "plum2"               
## [544] "plum3"                "plum4"                "powderblue"          
## [547] "purple"               "purple1"              "purple2"             
## [550] "purple3"              "purple4"              "red"                 
## [553] "red1"                 "red2"                 "red3"                
## [556] "red4"                 "rosybrown"            "rosybrown1"          
## [559] "rosybrown2"           "rosybrown3"           "rosybrown4"          
## [562] "royalblue"            "royalblue1"           "royalblue2"          
## [565] "royalblue3"           "royalblue4"           "saddlebrown"         
## [568] "salmon"               "salmon1"              "salmon2"             
## [571] "salmon3"              "salmon4"              "sandybrown"          
## [574] "seagreen"             "seagreen1"            "seagreen2"           
## [577] "seagreen3"            "seagreen4"            "seashell"            
## [580] "seashell1"            "seashell2"            "seashell3"           
## [583] "seashell4"            "sienna"               "sienna1"             
## [586] "sienna2"              "sienna3"              "sienna4"             
## [589] "skyblue"              "skyblue1"             "skyblue2"            
## [592] "skyblue3"             "skyblue4"             "slateblue"           
## [595] "slateblue1"           "slateblue2"           "slateblue3"          
## [598] "slateblue4"           "slategray"            "slategray1"          
## [601] "slategray2"           "slategray3"           "slategray4"          
## [604] "slategrey"            "snow"                 "snow1"               
## [607] "snow2"                "snow3"                "snow4"               
## [610] "springgreen"          "springgreen1"         "springgreen2"        
## [613] "springgreen3"         "springgreen4"         "steelblue"           
## [616] "steelblue1"           "steelblue2"           "steelblue3"          
## [619] "steelblue4"           "tan"                  "tan1"                
## [622] "tan2"                 "tan3"                 "tan4"                
## [625] "thistle"              "thistle1"             "thistle2"            
## [628] "thistle3"             "thistle4"             "tomato"              
## [631] "tomato1"              "tomato2"              "tomato3"             
## [634] "tomato4"              "turquoise"            "turquoise1"          
## [637] "turquoise2"           "turquoise3"           "turquoise4"          
## [640] "violet"               "violetred"            "violetred1"          
## [643] "violetred2"           "violetred3"           "violetred4"          
## [646] "wheat"                "wheat1"               "wheat2"              
## [649] "wheat3"               "wheat4"               "whitesmoke"          
## [652] "yellow"               "yellow1"              "yellow2"             
## [655] "yellow3"              "yellow4"              "yellowgreen"
as.data.frame(colors())
##                 colors()
## 1                  white
## 2              aliceblue
## 3           antiquewhite
## 4          antiquewhite1
## 5          antiquewhite2
## 6          antiquewhite3
## 7          antiquewhite4
## 8             aquamarine
## 9            aquamarine1
## 10           aquamarine2
## 11           aquamarine3
## 12           aquamarine4
## 13                 azure
## 14                azure1
## 15                azure2
## 16                azure3
## 17                azure4
## 18                 beige
## 19                bisque
## 20               bisque1
## 21               bisque2
## 22               bisque3
## 23               bisque4
## 24                 black
## 25        blanchedalmond
## 26                  blue
## 27                 blue1
## 28                 blue2
## 29                 blue3
## 30                 blue4
## 31            blueviolet
## 32                 brown
## 33                brown1
## 34                brown2
## 35                brown3
## 36                brown4
## 37             burlywood
## 38            burlywood1
## 39            burlywood2
## 40            burlywood3
## 41            burlywood4
## 42             cadetblue
## 43            cadetblue1
## 44            cadetblue2
## 45            cadetblue3
## 46            cadetblue4
## 47            chartreuse
## 48           chartreuse1
## 49           chartreuse2
## 50           chartreuse3
## 51           chartreuse4
## 52             chocolate
## 53            chocolate1
## 54            chocolate2
## 55            chocolate3
## 56            chocolate4
## 57                 coral
## 58                coral1
## 59                coral2
## 60                coral3
## 61                coral4
## 62        cornflowerblue
## 63              cornsilk
## 64             cornsilk1
## 65             cornsilk2
## 66             cornsilk3
## 67             cornsilk4
## 68                  cyan
## 69                 cyan1
## 70                 cyan2
## 71                 cyan3
## 72                 cyan4
## 73              darkblue
## 74              darkcyan
## 75         darkgoldenrod
## 76        darkgoldenrod1
## 77        darkgoldenrod2
## 78        darkgoldenrod3
## 79        darkgoldenrod4
## 80              darkgray
## 81             darkgreen
## 82              darkgrey
## 83             darkkhaki
## 84           darkmagenta
## 85        darkolivegreen
## 86       darkolivegreen1
## 87       darkolivegreen2
## 88       darkolivegreen3
## 89       darkolivegreen4
## 90            darkorange
## 91           darkorange1
## 92           darkorange2
## 93           darkorange3
## 94           darkorange4
## 95            darkorchid
## 96           darkorchid1
## 97           darkorchid2
## 98           darkorchid3
## 99           darkorchid4
## 100              darkred
## 101           darksalmon
## 102         darkseagreen
## 103        darkseagreen1
## 104        darkseagreen2
## 105        darkseagreen3
## 106        darkseagreen4
## 107        darkslateblue
## 108        darkslategray
## 109       darkslategray1
## 110       darkslategray2
## 111       darkslategray3
## 112       darkslategray4
## 113        darkslategrey
## 114        darkturquoise
## 115           darkviolet
## 116             deeppink
## 117            deeppink1
## 118            deeppink2
## 119            deeppink3
## 120            deeppink4
## 121          deepskyblue
## 122         deepskyblue1
## 123         deepskyblue2
## 124         deepskyblue3
## 125         deepskyblue4
## 126              dimgray
## 127              dimgrey
## 128           dodgerblue
## 129          dodgerblue1
## 130          dodgerblue2
## 131          dodgerblue3
## 132          dodgerblue4
## 133            firebrick
## 134           firebrick1
## 135           firebrick2
## 136           firebrick3
## 137           firebrick4
## 138          floralwhite
## 139          forestgreen
## 140            gainsboro
## 141           ghostwhite
## 142                 gold
## 143                gold1
## 144                gold2
## 145                gold3
## 146                gold4
## 147            goldenrod
## 148           goldenrod1
## 149           goldenrod2
## 150           goldenrod3
## 151           goldenrod4
## 152                 gray
## 153                gray0
## 154                gray1
## 155                gray2
## 156                gray3
## 157                gray4
## 158                gray5
## 159                gray6
## 160                gray7
## 161                gray8
## 162                gray9
## 163               gray10
## 164               gray11
## 165               gray12
## 166               gray13
## 167               gray14
## 168               gray15
## 169               gray16
## 170               gray17
## 171               gray18
## 172               gray19
## 173               gray20
## 174               gray21
## 175               gray22
## 176               gray23
## 177               gray24
## 178               gray25
## 179               gray26
## 180               gray27
## 181               gray28
## 182               gray29
## 183               gray30
## 184               gray31
## 185               gray32
## 186               gray33
## 187               gray34
## 188               gray35
## 189               gray36
## 190               gray37
## 191               gray38
## 192               gray39
## 193               gray40
## 194               gray41
## 195               gray42
## 196               gray43
## 197               gray44
## 198               gray45
## 199               gray46
## 200               gray47
## 201               gray48
## 202               gray49
## 203               gray50
## 204               gray51
## 205               gray52
## 206               gray53
## 207               gray54
## 208               gray55
## 209               gray56
## 210               gray57
## 211               gray58
## 212               gray59
## 213               gray60
## 214               gray61
## 215               gray62
## 216               gray63
## 217               gray64
## 218               gray65
## 219               gray66
## 220               gray67
## 221               gray68
## 222               gray69
## 223               gray70
## 224               gray71
## 225               gray72
## 226               gray73
## 227               gray74
## 228               gray75
## 229               gray76
## 230               gray77
## 231               gray78
## 232               gray79
## 233               gray80
## 234               gray81
## 235               gray82
## 236               gray83
## 237               gray84
## 238               gray85
## 239               gray86
## 240               gray87
## 241               gray88
## 242               gray89
## 243               gray90
## 244               gray91
## 245               gray92
## 246               gray93
## 247               gray94
## 248               gray95
## 249               gray96
## 250               gray97
## 251               gray98
## 252               gray99
## 253              gray100
## 254                green
## 255               green1
## 256               green2
## 257               green3
## 258               green4
## 259          greenyellow
## 260                 grey
## 261                grey0
## 262                grey1
## 263                grey2
## 264                grey3
## 265                grey4
## 266                grey5
## 267                grey6
## 268                grey7
## 269                grey8
## 270                grey9
## 271               grey10
## 272               grey11
## 273               grey12
## 274               grey13
## 275               grey14
## 276               grey15
## 277               grey16
## 278               grey17
## 279               grey18
## 280               grey19
## 281               grey20
## 282               grey21
## 283               grey22
## 284               grey23
## 285               grey24
## 286               grey25
## 287               grey26
## 288               grey27
## 289               grey28
## 290               grey29
## 291               grey30
## 292               grey31
## 293               grey32
## 294               grey33
## 295               grey34
## 296               grey35
## 297               grey36
## 298               grey37
## 299               grey38
## 300               grey39
## 301               grey40
## 302               grey41
## 303               grey42
## 304               grey43
## 305               grey44
## 306               grey45
## 307               grey46
## 308               grey47
## 309               grey48
## 310               grey49
## 311               grey50
## 312               grey51
## 313               grey52
## 314               grey53
## 315               grey54
## 316               grey55
## 317               grey56
## 318               grey57
## 319               grey58
## 320               grey59
## 321               grey60
## 322               grey61
## 323               grey62
## 324               grey63
## 325               grey64
## 326               grey65
## 327               grey66
## 328               grey67
## 329               grey68
## 330               grey69
## 331               grey70
## 332               grey71
## 333               grey72
## 334               grey73
## 335               grey74
## 336               grey75
## 337               grey76
## 338               grey77
## 339               grey78
## 340               grey79
## 341               grey80
## 342               grey81
## 343               grey82
## 344               grey83
## 345               grey84
## 346               grey85
## 347               grey86
## 348               grey87
## 349               grey88
## 350               grey89
## 351               grey90
## 352               grey91
## 353               grey92
## 354               grey93
## 355               grey94
## 356               grey95
## 357               grey96
## 358               grey97
## 359               grey98
## 360               grey99
## 361              grey100
## 362             honeydew
## 363            honeydew1
## 364            honeydew2
## 365            honeydew3
## 366            honeydew4
## 367              hotpink
## 368             hotpink1
## 369             hotpink2
## 370             hotpink3
## 371             hotpink4
## 372            indianred
## 373           indianred1
## 374           indianred2
## 375           indianred3
## 376           indianred4
## 377                ivory
## 378               ivory1
## 379               ivory2
## 380               ivory3
## 381               ivory4
## 382                khaki
## 383               khaki1
## 384               khaki2
## 385               khaki3
## 386               khaki4
## 387             lavender
## 388        lavenderblush
## 389       lavenderblush1
## 390       lavenderblush2
## 391       lavenderblush3
## 392       lavenderblush4
## 393            lawngreen
## 394         lemonchiffon
## 395        lemonchiffon1
## 396        lemonchiffon2
## 397        lemonchiffon3
## 398        lemonchiffon4
## 399            lightblue
## 400           lightblue1
## 401           lightblue2
## 402           lightblue3
## 403           lightblue4
## 404           lightcoral
## 405            lightcyan
## 406           lightcyan1
## 407           lightcyan2
## 408           lightcyan3
## 409           lightcyan4
## 410       lightgoldenrod
## 411      lightgoldenrod1
## 412      lightgoldenrod2
## 413      lightgoldenrod3
## 414      lightgoldenrod4
## 415 lightgoldenrodyellow
## 416            lightgray
## 417           lightgreen
## 418            lightgrey
## 419            lightpink
## 420           lightpink1
## 421           lightpink2
## 422           lightpink3
## 423           lightpink4
## 424          lightsalmon
## 425         lightsalmon1
## 426         lightsalmon2
## 427         lightsalmon3
## 428         lightsalmon4
## 429        lightseagreen
## 430         lightskyblue
## 431        lightskyblue1
## 432        lightskyblue2
## 433        lightskyblue3
## 434        lightskyblue4
## 435       lightslateblue
## 436       lightslategray
## 437       lightslategrey
## 438       lightsteelblue
## 439      lightsteelblue1
## 440      lightsteelblue2
## 441      lightsteelblue3
## 442      lightsteelblue4
## 443          lightyellow
## 444         lightyellow1
## 445         lightyellow2
## 446         lightyellow3
## 447         lightyellow4
## 448            limegreen
## 449                linen
## 450              magenta
## 451             magenta1
## 452             magenta2
## 453             magenta3
## 454             magenta4
## 455               maroon
## 456              maroon1
## 457              maroon2
## 458              maroon3
## 459              maroon4
## 460     mediumaquamarine
## 461           mediumblue
## 462         mediumorchid
## 463        mediumorchid1
## 464        mediumorchid2
## 465        mediumorchid3
## 466        mediumorchid4
## 467         mediumpurple
## 468        mediumpurple1
## 469        mediumpurple2
## 470        mediumpurple3
## 471        mediumpurple4
## 472       mediumseagreen
## 473      mediumslateblue
## 474    mediumspringgreen
## 475      mediumturquoise
## 476      mediumvioletred
## 477         midnightblue
## 478            mintcream
## 479            mistyrose
## 480           mistyrose1
## 481           mistyrose2
## 482           mistyrose3
## 483           mistyrose4
## 484             moccasin
## 485          navajowhite
## 486         navajowhite1
## 487         navajowhite2
## 488         navajowhite3
## 489         navajowhite4
## 490                 navy
## 491             navyblue
## 492              oldlace
## 493            olivedrab
## 494           olivedrab1
## 495           olivedrab2
## 496           olivedrab3
## 497           olivedrab4
## 498               orange
## 499              orange1
## 500              orange2
## 501              orange3
## 502              orange4
## 503            orangered
## 504           orangered1
## 505           orangered2
## 506           orangered3
## 507           orangered4
## 508               orchid
## 509              orchid1
## 510              orchid2
## 511              orchid3
## 512              orchid4
## 513        palegoldenrod
## 514            palegreen
## 515           palegreen1
## 516           palegreen2
## 517           palegreen3
## 518           palegreen4
## 519        paleturquoise
## 520       paleturquoise1
## 521       paleturquoise2
## 522       paleturquoise3
## 523       paleturquoise4
## 524        palevioletred
## 525       palevioletred1
## 526       palevioletred2
## 527       palevioletred3
## 528       palevioletred4
## 529           papayawhip
## 530            peachpuff
## 531           peachpuff1
## 532           peachpuff2
## 533           peachpuff3
## 534           peachpuff4
## 535                 peru
## 536                 pink
## 537                pink1
## 538                pink2
## 539                pink3
## 540                pink4
## 541                 plum
## 542                plum1
## 543                plum2
## 544                plum3
## 545                plum4
## 546           powderblue
## 547               purple
## 548              purple1
## 549              purple2
## 550              purple3
## 551              purple4
## 552                  red
## 553                 red1
## 554                 red2
## 555                 red3
## 556                 red4
## 557            rosybrown
## 558           rosybrown1
## 559           rosybrown2
## 560           rosybrown3
## 561           rosybrown4
## 562            royalblue
## 563           royalblue1
## 564           royalblue2
## 565           royalblue3
## 566           royalblue4
## 567          saddlebrown
## 568               salmon
## 569              salmon1
## 570              salmon2
## 571              salmon3
## 572              salmon4
## 573           sandybrown
## 574             seagreen
## 575            seagreen1
## 576            seagreen2
## 577            seagreen3
## 578            seagreen4
## 579             seashell
## 580            seashell1
## 581            seashell2
## 582            seashell3
## 583            seashell4
## 584               sienna
## 585              sienna1
## 586              sienna2
## 587              sienna3
## 588              sienna4
## 589              skyblue
## 590             skyblue1
## 591             skyblue2
## 592             skyblue3
## 593             skyblue4
## 594            slateblue
## 595           slateblue1
## 596           slateblue2
## 597           slateblue3
## 598           slateblue4
## 599            slategray
## 600           slategray1
## 601           slategray2
## 602           slategray3
## 603           slategray4
## 604            slategrey
## 605                 snow
## 606                snow1
## 607                snow2
## 608                snow3
## 609                snow4
## 610          springgreen
## 611         springgreen1
## 612         springgreen2
## 613         springgreen3
## 614         springgreen4
## 615            steelblue
## 616           steelblue1
## 617           steelblue2
## 618           steelblue3
## 619           steelblue4
## 620                  tan
## 621                 tan1
## 622                 tan2
## 623                 tan3
## 624                 tan4
## 625              thistle
## 626             thistle1
## 627             thistle2
## 628             thistle3
## 629             thistle4
## 630               tomato
## 631              tomato1
## 632              tomato2
## 633              tomato3
## 634              tomato4
## 635            turquoise
## 636           turquoise1
## 637           turquoise2
## 638           turquoise3
## 639           turquoise4
## 640               violet
## 641            violetred
## 642           violetred1
## 643           violetred2
## 644           violetred3
## 645           violetred4
## 646                wheat
## 647               wheat1
## 648               wheat2
## 649               wheat3
## 650               wheat4
## 651           whitesmoke
## 652               yellow
## 653              yellow1
## 654              yellow2
## 655              yellow3
## 656              yellow4
## 657          yellowgreen
par(bg="turquoise")
data(mtcars) #MTCARS

plot(mtcars)

plot(mtcars$mpg) #MPG 

plot(sort(mtcars$mpg)) #MPG 

boxplot(mtcars$mpg) #MPG 

plot(density(mtcars$mpg))

hist(mtcars$mpg)

hist(mtcars$mpg, 
     breaks=16,
     col = "yellowgreen",
     main= "My New Graph",
     xlab = "Mileage in miles per gallon",
     ylab = "Frequency")

plot(mtcars$mpg,mtcars$gear) #MPG versus GEAR 

boxplot(mtcars$mpg~mtcars$gear) #MPG versus GEAR 

data("anscombe")

head(anscombe)
##   x1 x2 x3 x4   y1   y2    y3   y4
## 1 10 10 10  8 8.04 9.14  7.46 6.58
## 2  8  8  8  8 6.95 8.14  6.77 5.76
## 3 13 13 13  8 7.58 8.74 12.74 7.71
## 4  9  9  9  8 8.81 8.77  7.11 8.84
## 5 11 11 11  8 8.33 9.26  7.81 8.47
## 6 14 14 14  8 9.96 8.10  8.84 7.04
attach(anscombe)
mean(x1)
## [1] 9
mean(y1)
## [1] 7.500909
mean(x2)
## [1] 9
mean(y2)
## [1] 7.500909
mean(x3)
## [1] 9
mean(y3)
## [1] 7.5
mean(x4)
## [1] 9
mean(y4)
## [1] 7.500909
sd(x1)
## [1] 3.316625
sd(y1)
## [1] 2.031568
sd(x2)
## [1] 3.316625
sd(y2)
## [1] 2.031657
sd(x3)
## [1] 3.316625
sd(y3)
## [1] 2.030424
sd(x4)
## [1] 3.316625
sd(y4)
## [1] 2.030579
cor(x1,y1)
## [1] 0.8164205
cor(x2,y2)
## [1] 0.8162365
cor(x3,y3)
## [1] 0.8162867
cor(x4,y4)
## [1] 0.8165214
par(bg="white")
par(mfrow=c(2,2))
plot(x1,y1)
plot(x2,y2)
plot(x3,y3)
plot(x4,y4)

data(iris)
plot(iris$Sepal.Length)
plot(iris$Sepal.Length,
     iris$Species)
plot(iris$Species,
     iris$Sepal.Length)
plot(iris)

plot(iris$Sepal.Length
     ,type='l')
plot(AirPassengers,type='l')
boxplot(iris$Sepal.Length)
summary(iris$Sepal.Length)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   4.300   5.100   5.800   5.843   6.400   7.900
fivenum(iris$Sepal.Length)
## [1] 4.3 5.1 5.8 6.4 7.9
data(mtcars)
head(mtcars)
##                    mpg cyl disp  hp drat    wt  qsec vs am gear carb
## Mazda RX4         21.0   6  160 110 3.90 2.620 16.46  0  1    4    4
## Mazda RX4 Wag     21.0   6  160 110 3.90 2.875 17.02  0  1    4    4
## Datsun 710        22.8   4  108  93 3.85 2.320 18.61  1  1    4    1
## Hornet 4 Drive    21.4   6  258 110 3.08 3.215 19.44  1  0    3    1
## Hornet Sportabout 18.7   8  360 175 3.15 3.440 17.02  0  0    3    2
## Valiant           18.1   6  225 105 2.76 3.460 20.22  1  0    3    1
attach(mtcars)
#boxplot mtcars hp with respect to cylinders
boxplot(hp~cyl)

boxplot(mpg~cyl)
barplot(iris$Sepal.Length)
barplot(table(iris$Species,
      iris$Sepal.Length),col = rainbow(3))
#prefer barplot to piechart
par(mfrow=c(1,2))

barplot(table(iris$Species))
pie(table(iris$Species))

barplot(table(cyl))
pie(table(cyl))

barplot(table(gear))
pie(table(gear))

barplot(table(cyl,
              mpg))
barplot(table(gear,
              mpg))

boxplot(mtcars$hp,
        mtcars$cyl)
boxplot(hp)

boxplot(cyl)
boxplot(mtcars$hp~
        mtcars$cyl)

hist(mpg)
hist(mpg,breaks=10)

hist(mpg)
rug(mpg)

plot(density(mpg))
rug(mpg)

par(mfrow=c(1,1))
par(bg="grey")
attach(iris)
boxplot(Sepal.Length~Species,
        col="yellow")

iris$Sepal.Length
##   [1] 5.1 4.9 4.7 4.6 5.0 5.4 4.6 5.0 4.4 4.9 5.4 4.8 4.8 4.3 5.8 5.7 5.4
##  [18] 5.1 5.7 5.1 5.4 5.1 4.6 5.1 4.8 5.0 5.0 5.2 5.2 4.7 4.8 5.4 5.2 5.5
##  [35] 4.9 5.0 5.5 4.9 4.4 5.1 5.0 4.5 4.4 5.0 5.1 4.8 5.1 4.6 5.3 5.0 7.0
##  [52] 6.4 6.9 5.5 6.5 5.7 6.3 4.9 6.6 5.2 5.0 5.9 6.0 6.1 5.6 6.7 5.6 5.8
##  [69] 6.2 5.6 5.9 6.1 6.3 6.1 6.4 6.6 6.8 6.7 6.0 5.7 5.5 5.5 5.8 6.0 5.4
##  [86] 6.0 6.7 6.3 5.6 5.5 5.5 6.1 5.8 5.0 5.6 5.7 5.7 6.2 5.1 5.7 6.3 5.8
## [103] 7.1 6.3 6.5 7.6 4.9 7.3 6.7 7.2 6.5 6.4 6.8 5.7 5.8 6.4 6.5 7.7 7.7
## [120] 6.0 6.9 5.6 7.7 6.3 6.7 7.2 6.2 6.1 6.4 7.2 7.4 7.9 6.4 6.3 6.1 7.7
## [137] 6.3 6.4 6.0 6.9 6.7 6.9 5.8 6.8 6.7 6.7 6.3 6.5 6.2 5.9
#attach(iris) What does attach do? 
par(bg="yellow")
boxplot(Sepal.Length~Species,
        main="My First Graph")

boxplot(Sepal.Length~Species,
        main="My First Graph",
        xlab="Species of Flowers",
        ylab=" Measurement in mm")

boxplot(Sepal.Length~Species,
        main="My First Graph",
        xlab="Species of Flowers",
        ylab=" Measurement in mm",
        col="green")

par(bg="white")
par(mfrow=c(2,2))
boxplot(Sepal.Length~Species,
        main="My First Graph",
        xlab="Species of Flowers",
        ylab=" Measurement in mm",
        col="green")
boxplot(Sepal.Length~Species,
        main="My First Graph",
        xlab="Species of Flowers",
        ylab=" Measurement in mm",
        col="green",
        xlim=c(0.1,2.5))

boxplot(Sepal.Length~Species,
        main="My First Graph",
        xlab="Species of Flowers",
        ylab=" Measurement in mm",
        col="green",
        xlim=c(0.1,2.5),
        ylib=c(3,10))

boxplot(Sepal.Length~Species,
        main="My First Graph",
        xlab="Species of Flowers",
        ylab=" Measurement in mm",
        col="green",
        xlim=c(0.1,1.5),
        ylib=c(3,6.5))

par(mfrow=c(4,2))

hist(mpg,col=topo.colors(4))
hist(mpg,col=topo.colors(8))
hist(mpg,col=topo.colors(4,0.1))

hist(mpg,col=cm.colors(4))
hist(mpg,col=heat.colors(4))

hist(mpg,col=terrain.colors(4))
hist(mpg,col=terrain.colors(8))

library(RColorBrewer)
par(mfrow=c(1,1))

display.brewer.all()

par(mfrow=c(3,3))

hist(mpg,col=brewer.pal(8,"PuBu"))
hist(mpg,col=brewer.pal(8,"BrBG"))
hist(mpg,col=brewer.pal(8,"Dark2"))

hist(mpg,col=brewer.pal(8,"PuRd"))
hist(mpg,col=brewer.pal(8,"Purples"))

hist(mpg,col=brewer.pal(8,"Spectral"))
hist(mpg,col=brewer.pal(8,"OrRd"))
hist(mpg,col=brewer.pal(8,"Accent"))
hist(mpg,col=brewer.pal(8,"Pastel2"))

par(mfrow=c(3,3))

hist(mpg,col=brewer.pal(8,"Blues"))
hist(mpg,col=brewer.pal(8,"Greens"))
hist(mpg,col=brewer.pal(8,"Greys"))

hist(mpg,col=brewer.pal(8,"Reds"))
hist(mpg,col=brewer.pal(8,"Oranges"))

hist(mpg,col=brewer.pal(8,"Set1"))
hist(mpg,col=brewer.pal(8,"Set2"))
hist(mpg,col=brewer.pal(8,"Set3"))
hist(mpg,col=brewer.pal(8,"Pastel1"))