Analitica descriptiva caso toyota Corolla
JE
2024-06-01
AnĂ¡lisis descriptivo de la base de datos de Toyota Corolla
La base de datos de Toyota Corolla cuenta con 1436 registros y 10 variables de anĂ¡lisis. Esta base de datos la podemos obtener de kaggle en el siguiente link: https://www.kaggle.com/datasets/tolgahancepel/toyota-corolla
Importar la base de datos
BD <- read.csv("C:/Users/Rojas/Downloads/Simulacion/Data Mining/Data Mining/Data Mining 2023/Clases 2023/Capitulo 05/ToyotaCorolla.csv")
BD## Price Age KM FuelType HP MetColor Automatic CC Doors Weight
## 1 13500 23 46986 Diesel 90 1 0 2000 3 1165
## 2 13750 23 72937 Diesel 90 1 0 2000 3 1165
## 3 13950 24 41711 Diesel 90 1 0 2000 3 1165
## 4 14950 26 48000 Diesel 90 0 0 2000 3 1165
## 5 13750 30 38500 Diesel 90 0 0 2000 3 1170
## 6 12950 32 61000 Diesel 90 0 0 2000 3 1170
## 7 16900 27 94612 Diesel 90 1 0 2000 3 1245
## 8 18600 30 75889 Diesel 90 1 0 2000 3 1245
## 9 21500 27 19700 Petrol 192 0 0 1800 3 1185
## 10 12950 23 71138 Diesel 69 0 0 1900 3 1105
## 11 20950 25 31461 Petrol 192 0 0 1800 3 1185
## 12 19950 22 43610 Petrol 192 0 0 1800 3 1185
## 13 19600 25 32189 Petrol 192 0 0 1800 3 1185
## 14 21500 31 23000 Petrol 192 1 0 1800 3 1185
## 15 22500 32 34131 Petrol 192 1 0 1800 3 1185
## 16 22000 28 18739 Petrol 192 0 0 1800 3 1185
## 17 22750 30 34000 Petrol 192 1 0 1800 3 1185
## 18 17950 24 21716 Petrol 110 1 0 1600 3 1105
## 19 16750 24 25563 Petrol 110 0 0 1600 3 1065
## 20 16950 30 64359 Petrol 110 1 0 1600 3 1105
## 21 15950 30 67660 Petrol 110 1 0 1600 3 1105
## 22 16950 29 43905 Petrol 110 0 1 1600 3 1170
## 23 15950 28 56349 Petrol 110 1 0 1600 3 1120
## 24 16950 28 32220 Petrol 110 1 0 1600 3 1120
## 25 16250 29 25813 Petrol 110 1 0 1600 3 1120
## 26 15950 25 28450 Petrol 110 1 0 1600 3 1120
## 27 17495 27 34545 Petrol 110 1 0 1600 3 1120
## 28 15750 29 41415 Petrol 110 1 0 1600 3 1120
## 29 16950 28 44142 Petrol 110 0 0 1600 3 1120
## 30 17950 30 11090 Petrol 110 1 0 1600 3 1120
## 31 12950 29 9750 Petrol 97 1 0 1400 3 1100
## 32 15750 22 35199 Petrol 97 1 0 1400 3 1100
## 33 15950 27 29510 Petrol 97 1 0 1400 3 1100
## 34 14950 26 32692 Petrol 97 1 0 1400 3 1100
## 35 15500 22 41000 Petrol 97 1 0 1400 3 1100
## 36 15750 26 43000 Petrol 97 0 0 1400 3 1100
## 37 15950 25 25000 Petrol 97 0 0 1400 3 1100
## 38 14950 23 10000 Petrol 97 1 0 1400 3 1100
## 39 15750 32 25329 Petrol 97 1 0 1400 3 1100
## 40 14750 27 27500 Petrol 97 0 0 1400 3 1100
## 41 13950 22 49059 Petrol 97 0 0 1400 3 1100
## 42 16750 27 44068 Petrol 97 1 0 1400 3 1100
## 43 13950 22 46961 Petrol 97 0 0 1400 3 1100
## 44 16950 27 110404 Diesel 90 0 0 2000 5 1255
## 45 16950 22 100250 Diesel 90 0 0 2000 5 1255
## 46 19000 23 84000 Diesel 90 0 0 2000 5 1270
## 47 17950 27 79375 Diesel 90 1 0 2000 5 1255
## 48 15800 22 75048 Petrol 97 1 0 1400 5 1110
## 49 17950 22 72215 Diesel 90 1 0 2000 5 1255
## 50 21950 31 64982 Petrol 192 1 0 1800 5 1195
## 51 17950 22 62636 Diesel 90 1 0 2000 5 1255
## 52 15750 30 57086 Petrol 97 1 0 1400 5 1110
## 53 20500 26 56000 Petrol 110 1 1 1600 5 1180
## 54 21950 27 49866 Petrol 192 1 0 1800 5 1195
## 55 15500 25 49163 Petrol 110 0 1 1600 5 1165
## 56 13250 32 45725 Petrol 110 1 0 1600 5 1075
## 57 15250 28 43210 Petrol 97 0 0 1400 5 1110
## 58 15250 26 43000 Petrol 97 0 0 1400 5 1110
## 59 18950 23 39704 Petrol 110 1 1 1600 5 1180
## 60 15999 30 38950 Petrol 110 1 0 1600 5 1130
## 61 14950 22 37400 Petrol 97 1 0 1400 5 1110
## 62 16500 27 37177 Petrol 110 0 0 1600 5 1130
## 63 18750 31 36544 Petrol 110 1 0 1600 5 1130
## 64 17950 30 33511 Petrol 110 1 0 1600 5 1130
## 65 17950 27 32809 Petrol 97 1 0 1400 5 1110
## 66 16950 26 32181 Petrol 110 1 0 1600 5 1075
## 67 18950 28 30993 Petrol 110 1 0 1600 5 1130
## 68 14950 22 30400 Petrol 97 1 0 1400 5 1110
## 69 22250 22 30000 Diesel 110 1 0 2000 5 1275
## 70 15950 25 29719 Petrol 97 1 0 1400 5 1110
## 71 15950 28 29206 Petrol 97 1 0 1400 5 1110
## 72 12995 32 29198 Petrol 97 1 0 1400 5 1060
## 73 18950 28 28817 Petrol 110 1 0 1598 5 1130
## 74 15750 23 28227 Petrol 97 1 0 1400 5 1110
## 75 19950 28 28000 Petrol 110 0 0 1600 5 1130
## 76 16950 23 28000 Petrol 110 1 0 1600 5 1115
## 77 18750 31 25266 Petrol 110 1 0 1600 5 1130
## 78 18450 27 23489 Petrol 110 0 0 1600 5 1115
## 79 16895 29 22575 Petrol 110 1 0 1600 5 1115
## 80 14900 30 22000 Petrol 97 1 0 1400 5 1110
## 81 18950 25 20019 Petrol 110 1 1 1600 5 1180
## 82 17250 29 20000 Petrol 110 1 0 1600 5 1115
## 83 15450 25 17003 Petrol 97 1 0 1400 5 1110
## 84 17950 31 16238 Petrol 110 1 1 1600 5 1180
## 85 16650 25 15414 Petrol 97 1 0 1400 5 1110
## 86 17450 28 8537 Petrol 110 1 0 1600 5 1130
## 87 14900 30 7000 Petrol 97 1 0 1400 5 1100
## 88 17950 20 66966 Diesel 90 1 0 2000 3 1245
## 89 15950 19 51884 Petrol 97 1 0 1400 3 1100
## 90 21950 19 50005 Diesel 110 1 0 2000 3 1265
## 91 16450 20 48110 Petrol 97 1 0 1400 3 1100
## 92 22250 20 37500 Diesel 90 1 0 2000 3 1260
## 93 19950 16 34472 Diesel 90 1 0 1995 3 1260
## 94 15950 20 33329 Petrol 97 1 0 1400 3 1100
## 95 18900 20 31850 Petrol 110 0 0 1600 3 1120
## 96 19950 17 30351 Diesel 90 1 0 1995 3 1260
## 97 15950 19 29435 Petrol 97 1 0 1400 3 1100
## 98 15950 19 25948 Petrol 97 1 0 1400 3 1100
## 99 18750 11 24500 Petrol 110 1 0 1600 3 1120
## 100 17450 18 23902 Petrol 97 1 0 1400 3 1100
## 101 18990 20 23175 Petrol 110 1 0 1600 3 1120
## 102 16250 19 19200 Petrol 97 1 0 1400 3 1100
## 103 18500 13 18000 Petrol 71 0 0 1400 3 1125
## 104 18500 11 16123 Petrol 110 1 0 1600 3 1105
## 105 19450 11 14635 Petrol 110 1 1 1600 3 1155
## 106 16950 19 13748 Petrol 97 1 0 1400 3 1100
## 107 18800 14 11500 Petrol 110 1 0 1600 3 1045
## 108 17450 17 10000 Petrol 97 1 0 1400 3 1100
## 109 17950 20 7187 Petrol 110 1 0 1600 3 1105
## 110 32500 4 1 Diesel 116 0 0 2000 5 1480
## 111 31000 4 4000 Diesel 116 1 0 2000 5 1480
## 112 31275 4 1500 Diesel 116 1 0 2000 5 1480
## 113 24950 8 13253 Diesel 116 1 0 2000 5 1320
## 114 24950 8 13253 Diesel 116 1 0 2000 5 1320
## 115 22950 7 10000 Diesel 116 1 0 2000 5 1270
## 116 24990 8 6000 Diesel 90 1 0 2000 5 1280
## 117 21950 8 10841 Diesel 90 1 0 2000 5 1270
## 118 17900 7 1 Petrol 110 1 0 1600 3 1105
## 119 19250 20 63000 Diesel 90 1 0 2000 5 1255
## 120 22250 17 57313 Diesel 110 1 0 2000 5 1275
## 121 18950 13 57037 Petrol 110 0 0 1600 5 1115
## 122 19950 19 51099 Diesel 90 1 0 2000 5 1255
## 123 16350 14 40010 Petrol 110 1 0 1600 5 1115
## 124 18950 20 39115 Petrol 110 1 0 1600 5 1130
## 125 16950 17 36012 Petrol 110 0 0 1600 5 1130
## 126 21750 16 36000 Petrol 110 1 0 1600 5 1130
## 127 15950 20 36000 Petrol 110 1 0 1600 5 1075
## 128 16500 20 35000 Petrol 97 1 0 1400 5 1110
## 129 17950 17 33740 Petrol 97 1 0 1400 5 1135
## 130 15850 13 33477 Petrol 110 1 0 1600 5 1075
## 131 16250 20 32627 Petrol 97 1 0 1400 5 1110
## 132 15950 20 29797 Petrol 97 1 0 1400 5 1110
## 133 16250 19 29441 Petrol 97 1 0 1400 5 1110
## 134 15950 13 29371 Petrol 110 1 0 1600 4 1105
## 135 16500 20 29000 Petrol 97 0 0 1400 5 1110
## 136 16500 19 27821 Petrol 97 0 0 1400 5 1110
## 137 18450 19 27371 Petrol 97 0 0 1400 5 1135
## 138 16250 13 25170 Petrol 110 1 0 1600 5 1105
## 139 23000 11 25000 Diesel 116 1 0 2000 5 1320
## 140 19900 20 23000 Petrol 110 1 0 1600 5 1130
## 141 16450 20 22588 Petrol 97 1 0 1400 5 1110
## 142 23950 19 21684 Petrol 192 1 0 1800 5 1185
## 143 19950 13 21428 Petrol 110 1 0 1600 5 1130
## 144 18500 16 20629 Petrol 110 1 0 1600 4 1090
## 145 18950 15 20270 Petrol 110 1 0 1600 5 1130
## 146 16450 16 20105 Petrol 97 0 0 1400 5 1110
## 147 20500 20 20000 Petrol 110 0 1 1600 5 1165
## 148 24500 13 19988 Petrol 110 1 0 1600 5 1130
## 149 19450 19 18328 Petrol 110 0 0 1600 5 1130
## 150 20950 14 17896 Petrol 110 1 1 1600 4 1150
## 151 17200 20 17300 Petrol 97 1 0 1400 5 1110
## 152 19950 19 17038 Petrol 110 0 0 1600 5 1130
## 153 18450 10 13747 Petrol 97 1 0 1400 5 1110
## 154 19500 12 13634 Petrol 110 1 0 1600 5 1115
## 155 21750 13 13178 Petrol 110 1 0 1600 5 1130
## 156 16868 15 13157 Petrol 97 1 0 1400 4 1085
## 157 19500 16 13000 Petrol 110 1 0 1600 4 1105
## 158 18900 11 12500 Petrol 110 1 0 1600 5 1115
## 159 19750 17 11999 Petrol 110 1 0 1600 5 1130
## 160 19750 16 11754 Petrol 110 0 1 1600 5 1180
## 161 18950 16 11000 Petrol 110 1 0 1600 4 1105
## 162 20750 17 10000 Petrol 110 0 0 1598 5 1105
## 163 19600 9 7650 Petrol 110 1 0 1600 5 1115
## 164 19500 14 6500 Petrol 110 1 0 1600 4 1100
## 165 17650 11 6155 Petrol 97 1 0 1400 5 1110
## 166 19950 14 6000 Petrol 110 0 0 1600 5 1130
## 167 19950 14 5459 Petrol 110 1 0 1600 5 1130
## 168 20950 14 5278 Petrol 110 1 1 1600 4 1150
## 169 20500 12 5000 Petrol 110 1 0 1600 5 1130
## 170 17795 9 1 Petrol 98 1 0 1400 4 1065
## 171 18245 9 1 Petrol 110 1 0 1600 5 1075
## 172 23750 8 11000 Petrol 110 1 0 1600 5 1130
## 173 19500 8 10077 Petrol 97 1 0 1400 5 1110
## 174 18950 8 10000 Petrol 97 1 0 1400 5 1110
## 175 21950 8 9788 Petrol 110 1 0 1600 5 1130
## 176 19950 8 8574 Petrol 110 1 0 1600 5 1130
## 177 18950 8 7000 Petrol 110 0 0 1600 5 1115
## 178 19950 7 6250 Petrol 110 1 0 1600 5 1115
## 179 21950 8 5000 Petrol 110 1 0 1600 5 1130
## 180 22500 6 3000 Petrol 110 0 0 1600 5 1130
## 181 18500 7 2000 Petrol 110 0 0 1600 5 1075
## 182 18700 7 450 Petrol 97 1 0 1400 5 1110
## 183 21125 2 225 Petrol 97 1 0 1400 5 1110
## 184 21500 2 15 Petrol 110 1 0 1600 5 1130
## 185 17795 1 1 Petrol 98 1 0 1400 4 1100
## 186 18245 1 1 Petrol 110 1 0 1600 5 1075
## 187 6950 43 243000 Diesel 69 0 0 1900 3 1110
## 188 9500 38 180638 Diesel 90 0 0 2000 4 1160
## 189 11950 40 179860 Diesel 90 1 0 2000 5 1205
## 190 7750 43 178858 CNG 110 0 0 1600 3 1084
## 191 11950 40 161000 Diesel 69 1 0 1900 3 1105
## 192 4350 44 158320 Diesel 69 0 0 1800 5 1110
## 193 4750 44 131273 Diesel 69 1 0 1800 5 1110
## 194 11750 40 130062 Diesel 69 1 0 1900 5 1140
## 195 13250 41 123425 Diesel 69 1 0 1900 5 1140
## 196 11950 37 118217 Petrol 110 1 0 1600 5 1075
## 197 11900 44 110000 Diesel 69 1 0 1900 5 1095
## 198 14750 39 108847 Diesel 90 1 0 2000 5 1205
## 199 9950 42 105699 Petrol 97 1 0 1400 3 1025
## 200 11950 39 98823 CNG 110 1 0 1600 5 1119
## 201 11495 44 96829 Petrol 110 1 0 1600 5 1075
## 202 11250 40 96518 Petrol 97 1 0 1400 3 1025
## 203 10500 42 92204 Petrol 110 1 0 1600 5 1075
## 204 10450 35 91456 Diesel 69 1 0 1900 3 1110
## 205 12950 43 89968 Diesel 69 1 0 1900 5 1140
## 206 11500 44 89757 Petrol 110 1 0 1600 3 1045
## 207 12500 40 85389 Petrol 110 1 0 1600 5 1075
## 208 10950 43 85017 Petrol 97 0 0 1400 5 1060
## 209 11450 41 84312 Petrol 110 0 0 1600 5 1080
## 210 11950 37 82743 CNG 110 1 0 1600 5 1121
## 211 13250 41 81106 Diesel 69 1 0 1900 5 1140
## 212 14750 40 80425 Diesel 90 1 0 2000 5 1205
## 213 11790 34 78677 Petrol 110 1 1 1600 5 1105
## 214 11450 40 78425 Petrol 110 1 0 1600 5 1075
## 215 13500 33 78108 Diesel 90 1 0 2000 3 1170
## 216 10950 33 77321 Petrol 110 1 0 1600 5 1075
## 217 13500 33 75699 Diesel 69 0 0 1900 3 1105
## 218 10950 41 75697 Petrol 97 1 0 1400 3 1025
## 219 10950 44 74846 Petrol 97 1 0 1400 3 1025
## 220 12950 38 74319 Petrol 110 1 0 1600 5 1075
## 221 11950 43 74285 Petrol 110 1 0 1600 5 1075
## 222 12450 44 74172 Petrol 110 1 0 1600 5 1615
## 223 11950 40 73042 Petrol 110 1 0 1598 5 1075
## 224 14950 44 71793 CNG 110 1 0 1600 4 1067
## 225 12450 35 71200 Petrol 110 1 0 1600 5 1075
## 226 12950 38 67805 Petrol 110 1 0 1600 5 1075
## 227 11950 35 65988 Petrol 110 1 0 1600 3 1040
## 228 11690 34 65345 Petrol 97 1 0 1400 5 1060
## 229 12450 42 64564 Petrol 110 1 0 1600 5 1080
## 230 12750 36 63459 Petrol 97 1 0 1400 5 1060
## 231 11925 44 63451 Petrol 97 0 0 1400 3 1025
## 232 12950 33 62000 Petrol 110 1 0 1600 5 1075
## 233 11950 42 61300 Petrol 97 1 0 1400 3 1030
## 234 12900 41 61200 Petrol 110 1 0 1600 3 1045
## 235 11900 41 61000 Petrol 110 0 0 1600 5 1075
## 236 11650 38 60829 Petrol 110 1 0 1600 5 1075
## 237 10950 44 60500 Petrol 110 0 0 1600 5 1075
## 238 13950 35 59500 Diesel 69 1 0 1900 3 1110
## 239 13950 44 59000 Petrol 110 0 1 1600 5 1110
## 240 11950 40 58954 Petrol 110 1 0 1600 5 1080
## 241 10950 38 58798 Petrol 110 1 0 1600 5 1075
## 242 12450 38 58363 Petrol 110 1 0 1600 3 1055
## 243 11950 43 58277 Petrol 110 1 0 1600 3 1045
## 244 13500 33 57711 Diesel 90 1 0 2000 3 1165
## 245 11690 33 57269 Petrol 110 1 0 1600 5 1075
## 246 13500 39 56001 Petrol 110 1 0 1600 5 1075
## 247 11950 42 55968 Petrol 110 0 0 1600 3 1050
## 248 12900 39 55678 Petrol 110 1 0 1600 4 1030
## 249 13500 43 55539 Petrol 110 1 0 1600 5 1085
## 250 11750 42 55400 Petrol 110 0 0 1600 5 1075
## 251 11750 33 55350 Petrol 110 0 0 1600 5 1075
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## 253 11750 43 53773 Petrol 110 1 0 1600 5 1075
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## 255 9940 39 53644 Petrol 110 1 0 1600 5 1075
## 256 12900 42 53350 Petrol 110 0 0 1600 5 1075
## 257 13500 38 53000 Petrol 110 1 0 1600 5 1075
## 258 11750 44 52084 Petrol 97 1 0 1400 3 1025
## 259 11950 44 52000 Petrol 97 0 0 1400 3 1025
## 260 13450 33 51945 Petrol 110 1 0 1600 5 1075
## 261 11950 41 51732 Petrol 97 1 0 1400 3 1025
## 262 12495 39 50873 Petrol 110 1 0 1600 5 1075
## 263 13500 41 50856 Petrol 110 0 0 1600 4 1030
## 264 12750 40 50640 Petrol 110 1 0 1600 5 1075
## 265 12000 39 50000 Petrol 97 1 0 1400 5 1060
## 266 11950 38 49500 Petrol 110 1 0 1600 5 1075
## 267 12495 44 49332 Petrol 110 1 0 1600 5 1080
## 268 12450 34 49291 Petrol 110 1 0 1600 3 1040
## 269 14750 40 48952 Diesel 90 1 0 2000 5 1205
## 270 10950 39 48945 Petrol 110 0 0 1600 3 1040
## 271 13500 33 48928 Diesel 69 1 0 1900 3 1105
## 272 12950 38 48197 Petrol 110 1 0 1600 5 1075
## 273 13500 35 48052 Diesel 69 1 0 1900 3 1105
## 274 13450 34 48011 Petrol 110 1 0 1600 4 1030
## 275 13500 43 48000 Petrol 110 1 0 1600 5 1075
## 276 11480 41 47350 Petrol 110 1 0 1600 5 1075
## 277 13450 39 46821 Petrol 97 1 0 1400 5 1060
## 278 11495 39 46694 Petrol 110 0 0 1600 3 1040
## 279 12750 43 46515 Petrol 97 0 0 1400 5 1025
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## 282 12950 40 45886 Petrol 110 1 0 1600 5 1080
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## 284 13950 40 45600 Petrol 110 1 1 1600 5 1105
## 285 11950 41 45287 Petrol 110 1 0 1600 5 1075
## 286 12950 39 45081 Petrol 110 1 0 1600 5 1075
## 287 11700 40 44830 Petrol 110 1 0 1600 5 1075
## 288 9950 37 44757 Petrol 97 0 0 1400 3 1025
## 289 11895 44 44218 Petrol 97 1 0 1400 5 1060
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## 291 12500 36 43427 Petrol 110 1 0 1600 3 1040
## 292 13875 39 43254 Petrol 110 1 0 1600 5 1075
## 293 10500 35 43000 Petrol 110 0 0 1600 3 1050
## 294 12295 33 42823 Petrol 110 1 0 1600 5 1075
## 295 13950 42 42560 Petrol 110 1 0 1600 5 1080
## 296 10950 38 41754 Petrol 110 0 0 1600 3 1040
## 297 12950 44 41499 CNG 110 1 0 1600 5 1103
## 298 12850 40 41339 Petrol 110 1 0 1600 5 1080
## 299 13995 35 41000 Petrol 110 1 0 1600 5 1075
## 300 13750 39 40000 Petrol 110 1 0 1600 3 1055
## 301 12750 37 39757 Petrol 110 1 0 1600 5 1075
## 302 12500 41 39659 Petrol 110 1 0 1600 3 1045
## 303 13950 43 39650 Petrol 110 0 0 1600 3 1055
## 304 11500 39 39524 Petrol 97 1 0 1398 3 1025
## 305 13950 44 39516 Petrol 97 1 0 1400 5 1060
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## 318 10950 38 37320 Petrol 97 1 0 1400 3 1025
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## 322 10750 36 36269 Petrol 110 1 0 1600 5 1075
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## 326 11950 41 34000 Petrol 110 1 0 1600 5 1075
## 327 10950 42 33623 Petrol 97 1 0 1400 3 1025
## 328 12950 33 33591 Petrol 110 1 0 1600 5 1075
## 329 12950 35 33258 Petrol 110 1 0 1600 5 1075
## 330 11695 43 33113 Petrol 110 1 0 1600 5 1075
## 331 11000 41 33000 Petrol 110 1 1 1600 5 1075
## 332 13950 35 32941 Petrol 110 1 0 1600 5 1080
## 333 11950 38 32781 Petrol 110 0 0 1600 5 1075
## 334 11750 40 32532 Petrol 110 1 0 1600 3 1040
## 335 12400 34 32431 Petrol 97 1 0 1400 5 1060
## 336 12500 35 32000 Petrol 110 0 0 1600 3 1040
## 337 12900 33 31000 Petrol 110 1 0 1600 5 1075
## 338 12200 41 30989 Petrol 110 0 0 1600 3 1045
## 339 12750 43 30742 Petrol 110 1 0 1600 3 1040
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## 341 11900 41 29716 Petrol 116 1 0 1600 5 1075
## 342 11950 44 29716 Petrol 110 1 1 1600 3 1070
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## 344 11950 41 29056 Petrol 97 1 0 1400 5 1060
## 345 12950 33 28715 Petrol 110 1 0 1600 5 1075
## 346 14950 41 28571 Petrol 110 0 0 1600 5 1090
## 347 13450 40 28362 Petrol 110 1 0 1600 3 1040
## 348 13750 38 28150 Petrol 110 1 0 1600 5 1075
## 349 12950 43 27301 Petrol 110 1 0 1600 3 1040
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## 351 11895 39 27170 Petrol 97 1 0 1400 5 1060
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## 356 13750 39 25062 Petrol 110 1 0 1600 5 1080
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## 381 7000 53 176000 Diesel 69 0 0 1900 3 1105
## 382 7750 54 174139 Diesel 72 1 0 2000 4 1100
## 383 8900 45 174000 Diesel 69 1 0 1900 5 1095
## 384 8500 55 150000 CNG 110 1 0 1600 3 1075
## 385 8950 54 149329 Diesel 72 1 0 2000 5 1135
## 386 9900 51 146736 Petrol 110 1 0 1600 5 1080
## 387 10250 53 143513 Diesel 69 0 0 1900 5 1140
## 388 9250 48 142130 CNG 110 0 0 1600 5 1119
## 389 7750 48 140700 Diesel 69 1 0 1900 5 1110
## 390 9450 54 138394 Diesel 69 1 0 1900 4 1095
## 391 7750 55 137000 Diesel 72 1 0 2000 5 1135
## 392 8250 52 135258 Diesel 69 1 0 1900 5 1140
## 393 9950 49 131364 Petrol 110 1 0 1600 5 1075
## 394 4450 56 129155 Diesel 69 0 0 1800 5 1110
## 395 9950 50 126110 Petrol 110 0 0 1600 3 1055
## 396 9000 48 119742 Petrol 110 1 0 1600 5 1080
## 397 9950 53 117913 Diesel 69 1 0 1900 5 1110
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## 399 10500 55 117175 Petrol 110 1 0 1600 4 1035
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## 401 8950 53 115113 Petrol 97 1 0 1400 3 1025
## 402 10500 54 115046 Diesel 69 1 0 1900 5 1140
## 403 5150 56 113997 Diesel 72 1 0 2000 5 1135
## 404 10950 49 107859 Petrol 97 0 0 1400 5 1060
## 405 9450 52 104805 Petrol 97 1 0 1400 3 1025
## 406 9950 54 103454 Petrol 110 1 0 1600 5 1075
## 407 10950 51 103018 Diesel 69 0 0 1900 5 1140
## 408 11900 47 102352 Petrol 110 1 0 1600 5 1080
## 409 9950 50 102030 Petrol 97 1 0 1400 5 1060
## 410 11950 54 101352 Petrol 110 0 0 1600 5 1080
## 411 7900 50 99865 Petrol 110 1 0 1600 4 1035
## 412 10950 52 99323 Petrol 110 1 0 1600 3 1055
## 413 8950 48 98100 Diesel 69 1 0 1900 5 1140
## 414 11950 51 98040 Petrol 110 0 0 1600 5 1080
## 415 10900 49 97600 Petrol 110 1 0 1600 3 1045
## 416 9950 55 97234 Petrol 110 0 0 1600 5 1080
## 417 9950 51 96135 Diesel 72 0 0 2000 3 1115
## 418 10950 54 96100 Petrol 110 1 0 1600 5 1080
## 419 8950 55 94401 Diesel 72 0 0 2000 3 1115
## 420 8950 55 94122 Petrol 86 1 0 1300 3 1015
## 421 10500 49 91340 Petrol 110 1 0 1600 3 1055
## 422 8950 53 90200 Petrol 97 0 0 1400 3 1025
## 423 9250 53 90097 Diesel 69 1 0 1900 5 1140
## 424 11500 48 89049 Petrol 97 1 0 1400 5 1060
## 425 9750 52 89000 Petrol 110 0 0 1600 5 1075
## 426 9950 45 87274 Petrol 110 1 0 1600 3 1040
## 427 11450 49 86221 Petrol 110 0 0 1600 3 1045
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## 436 10895 53 79800 Petrol 110 0 0 1600 5 1075
## 437 11500 47 78785 CNG 110 1 0 1600 5 1119
## 438 9750 48 78600 Petrol 110 1 0 1600 5 1075
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## 1304 8500 80 70597 Petrol 107 1 1 1600 3 1080
## 1305 7500 73 70482 Petrol 110 1 0 1600 5 1075
## 1306 8750 77 70124 Petrol 110 1 0 1600 3 1050
## 1307 7500 76 70039 Petrol 110 1 0 1600 3 1050
## 1308 9950 80 69904 Petrol 110 0 0 1600 5 1070
## 1309 7950 75 69388 Petrol 86 0 0 1300 3 1010
## 1310 9950 75 69320 Petrol 110 1 0 1600 5 1070
## 1311 9250 78 69000 Petrol 110 1 0 1600 5 1075
## 1312 9250 73 68988 Petrol 86 1 0 1300 5 1035
## 1313 9950 79 68945 Petrol 110 1 0 1600 5 1085
## 1314 5950 74 68285 Petrol 110 1 0 1600 3 1050
## 1315 7995 76 68000 Petrol 110 1 0 1600 5 1075
## 1316 8950 70 68000 Petrol 86 1 1 1300 3 1045
## 1317 7450 75 67451 Petrol 86 1 0 1300 4 1000
## 1318 8250 76 67266 Petrol 86 1 0 1300 5 1035
## 1319 8500 78 67255 Petrol 110 0 0 1600 5 1085
## 1320 8500 70 67100 Petrol 110 1 0 1600 5 1075
## 1321 9400 69 67092 Diesel 72 1 0 2000 3 1115
## 1322 7250 80 66880 Petrol 110 1 0 1600 3 1055
## 1323 8950 79 66855 Petrol 110 1 0 1600 5 1075
## 1324 9450 80 66843 Petrol 110 1 0 1600 5 1075
## 1325 8500 74 66718 Petrol 110 1 0 1600 3 1050
## 1326 6750 80 66168 Petrol 86 1 0 1300 3 1015
## 1327 7400 80 65950 Petrol 110 0 0 1600 5 1070
## 1328 8950 78 65500 Petrol 86 1 0 1300 3 1015
## 1329 6900 80 65307 Petrol 110 1 0 1600 3 1055
## 1330 7750 79 65254 Petrol 86 1 0 1300 3 1015
## 1331 8950 71 65021 Diesel 72 1 0 2000 3 1115
## 1332 6950 75 65006 Petrol 86 1 0 1300 3 1015
## 1333 8495 77 64280 Petrol 110 0 0 1600 4 1035
## 1334 10000 75 64000 Petrol 107 0 1 1600 3 1085
## 1335 6999 71 64000 Petrol 110 1 0 1600 5 1070
## 1336 8950 80 64000 Petrol 110 0 0 1600 3 1055
## 1337 8500 79 63918 Petrol 110 0 0 1600 4 1035
## 1338 8750 75 63634 Petrol 110 1 0 1600 4 1035
## 1339 7499 80 63500 Petrol 110 1 0 1600 3 1050
## 1340 9000 80 63266 Petrol 110 1 0 1600 4 1035
## 1341 8950 77 62595 Petrol 110 1 0 1600 3 1050
## 1342 6950 80 62581 Petrol 110 0 0 1600 5 1075
## 1343 8500 77 62285 Petrol 110 1 0 1600 5 1075
## 1344 8450 77 61906 Petrol 86 1 1 1300 5 1065
## 1345 8950 74 61700 Petrol 110 0 0 1600 5 1070
## 1346 8250 77 61648 Petrol 110 1 0 1600 5 1070
## 1347 7950 75 61626 Petrol 86 0 0 1300 5 1035
## 1348 7450 70 61510 Petrol 110 0 0 1600 4 1035
## 1349 9000 79 61165 Petrol 107 1 1 1600 3 1080
## 1350 7150 70 61000 Petrol 110 1 0 1600 4 1035
## 1351 7750 76 60833 Petrol 110 1 0 1600 4 1035
## 1352 5845 70 60600 Petrol 86 0 0 1300 3 1060
## 1353 8500 72 60483 Petrol 110 1 0 1600 5 1075
## 1354 8250 80 60476 Petrol 110 1 0 1600 5 1114
## 1355 9450 79 60142 Petrol 110 0 0 1600 3 1050
## 1356 6750 69 60050 Petrol 110 1 0 1600 3 1050
## 1357 8400 77 60000 Petrol 110 1 0 1600 3 1050
## 1358 7900 76 60000 Petrol 110 0 0 1600 3 1050
## 1359 7950 76 59815 Petrol 110 1 0 1587 3 1055
## 1360 8750 80 59326 Petrol 110 1 0 1600 5 1085
## 1361 9900 73 59240 Petrol 110 1 0 1600 3 1050
## 1362 6495 71 59164 Petrol 110 0 0 1600 4 1035
## 1363 8250 70 59017 Petrol 107 1 1 1600 3 1080
## 1364 6900 69 58952 Petrol 110 1 0 1600 3 1050
## 1365 7500 74 58454 Petrol 86 1 0 1300 3 1015
## 1366 7950 75 58341 Petrol 86 1 1 1300 4 1030
## 1367 8250 80 58267 Petrol 110 1 0 1600 5 1070
## 1368 8950 80 58000 Petrol 110 0 0 1600 3 1055
## 1369 9750 70 57829 Petrol 110 0 0 1600 3 1050
## 1370 8250 80 57787 Petrol 86 0 0 1300 3 1015
## 1371 8900 78 57628 Petrol 110 0 0 1600 5 1075
## 1372 8950 75 57537 Petrol 86 1 0 1300 5 1050
## 1373 6750 76 57263 Petrol 110 1 0 1600 3 1050
## 1374 7950 75 57144 Petrol 110 1 0 1600 5 1070
## 1375 8600 69 57096 Petrol 86 1 0 1300 3 1025
## 1376 7750 80 57000 Petrol 86 0 0 1300 4 1000
## 1377 7800 73 56566 Petrol 110 1 0 1600 3 1050
## 1378 8750 73 56307 Petrol 110 1 0 1600 3 1050
## 1379 9500 79 56214 Petrol 86 0 0 1300 3 1015
## 1380 7750 74 56132 Petrol 110 0 0 1600 4 1035
## 1381 9950 79 55425 Petrol 110 0 0 1600 5 1075
## 1382 7750 77 54439 Petrol 86 1 0 1300 3 1015
## 1383 5950 69 53809 Petrol 110 1 0 1600 3 1050
## 1384 10950 76 53133 Petrol 110 1 0 1600 5 1070
## 1385 9450 77 52900 Petrol 110 1 0 1600 4 1075
## 1386 8250 80 52700 Petrol 110 0 0 1600 3 1050
## 1387 9750 69 52320 Petrol 110 0 0 1600 5 1070
## 1388 7450 78 52287 Petrol 110 0 0 1600 5 1114
## 1389 8750 75 52000 Petrol 110 0 0 1600 5 1075
## 1390 8750 69 52000 Petrol 110 1 0 1600 3 1050
## 1391 8500 73 52000 Petrol 110 1 1 1600 4 1065
## 1392 8950 70 51874 Petrol 86 0 0 1300 4 1000
## 1393 7500 79 49827 Petrol 86 1 0 1300 5 1035
## 1394 7250 69 49640 Petrol 110 1 0 1600 4 1035
## 1395 7450 80 49580 Petrol 110 1 0 1600 4 1035
## 1396 8750 76 49170 Petrol 86 0 0 1300 3 1045
## 1397 9800 77 48838 Petrol 110 0 0 1600 3 1055
## 1398 7500 71 48576 Petrol 86 1 0 1300 3 1015
## 1399 8950 75 48400 Petrol 110 1 0 1600 5 1075
## 1400 8950 74 48242 Petrol 86 1 0 1300 5 1035
## 1401 7450 70 47955 Petrol 110 1 0 1600 5 1070
## 1402 8950 71 47633 Petrol 110 1 0 1600 5 1075
## 1403 10500 78 47400 Petrol 86 1 0 1300 5 1040
## 1404 7000 73 47360 Petrol 86 0 0 1300 3 1010
## 1405 8500 77 45507 Petrol 110 1 0 1600 3 1050
## 1406 7750 76 45410 Petrol 86 1 0 1300 5 1035
## 1407 8950 70 44850 Petrol 110 1 0 1600 3 1050
## 1408 8250 69 44826 Petrol 110 0 0 1600 5 1075
## 1409 9250 80 44444 Petrol 110 1 0 1600 3 1050
## 1410 7900 75 43720 Petrol 110 1 0 1600 5 1070
## 1411 8500 78 43622 Petrol 86 1 0 1300 4 1000
## 1412 7950 76 43532 Petrol 110 0 0 1600 5 1070
## 1413 9950 69 42800 Petrol 110 1 0 1600 3 1050
## 1414 8750 74 42317 Petrol 107 1 1 1600 5 1100
## 1415 7500 80 42186 Petrol 110 1 0 1600 3 1050
## 1416 6950 72 42000 Petrol 110 1 0 1600 3 1050
## 1417 8950 79 40093 Petrol 110 0 0 1600 5 1114
## 1418 8750 79 39800 Petrol 107 0 1 1600 3 1080
## 1419 7750 73 39168 Petrol 86 0 0 1300 3 1015
## 1420 8450 75 38945 Petrol 110 1 0 1600 3 1050
## 1421 8150 76 36537 Petrol 110 0 1 1600 4 1075
## 1422 8500 78 36000 Petrol 86 0 1 1300 3 1045
## 1423 7600 78 36000 Petrol 110 1 0 1600 3 1050
## 1424 7950 80 35821 Petrol 86 0 1 1300 3 1015
## 1425 7750 73 34717 Petrol 86 0 0 1300 3 1015
## 1426 7950 80 34000 Petrol 86 1 0 1300 4 1000
## 1427 9950 78 30964 Petrol 110 0 1 1600 3 1080
## 1428 8950 71 29000 Petrol 86 1 1 1300 3 1045
## 1429 8450 72 26000 Petrol 86 0 0 1300 3 1015
## 1430 8950 78 24000 Petrol 86 1 1 1300 5 1065
## 1431 8450 80 23000 Petrol 86 0 0 1300 3 1015
## 1432 7500 69 20544 Petrol 86 1 0 1300 3 1025
## 1433 10845 72 19000 Petrol 86 0 0 1300 3 1015
## 1434 8500 71 17016 Petrol 86 0 0 1300 3 1015
## 1435 7250 70 16916 Petrol 86 1 0 1300 3 1015
## 1436 6950 76 1 Petrol 110 0 0 1600 5 1114Resumen de los atributos de la base de datos
Se detallara los datos minimos, maximo y los distintos cuartiles de los datos numericos. Asi tambien se detalla la dimension de la base de datos y sus respectivos nombres de los atributos.
# Dimension de la base de datos
dim(BD)## [1] 1436 10# nombres de los atributos de la base de datos
names(BD)## [1] "Price" "Age" "KM" "FuelType" "HP" "MetColor"
## [7] "Automatic" "CC" "Doors" "Weight"# resumen de la base de datos
summary(BD)## Price Age KM FuelType
## Min. : 4350 Min. : 1.00 Min. : 1 Length:1436
## 1st Qu.: 8450 1st Qu.:44.00 1st Qu.: 43000 Class :character
## Median : 9900 Median :61.00 Median : 63390 Mode :character
## Mean :10731 Mean :55.95 Mean : 68533
## 3rd Qu.:11950 3rd Qu.:70.00 3rd Qu.: 87021
## Max. :32500 Max. :80.00 Max. :243000
## HP MetColor Automatic CC
## Min. : 69.0 Min. :0.0000 Min. :0.00000 Min. :1300
## 1st Qu.: 90.0 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:1400
## Median :110.0 Median :1.0000 Median :0.00000 Median :1600
## Mean :101.5 Mean :0.6748 Mean :0.05571 Mean :1567
## 3rd Qu.:110.0 3rd Qu.:1.0000 3rd Qu.:0.00000 3rd Qu.:1600
## Max. :192.0 Max. :1.0000 Max. :1.00000 Max. :2000
## Doors Weight
## Min. :2.000 Min. :1000
## 1st Qu.:3.000 1st Qu.:1040
## Median :4.000 Median :1070
## Mean :4.033 Mean :1072
## 3rd Qu.:5.000 3rd Qu.:1085
## Max. :5.000 Max. :1615#estructura de la base de datos
str(BD)## 'data.frame': 1436 obs. of 10 variables:
## $ Price : int 13500 13750 13950 14950 13750 12950 16900 18600 21500 12950 ...
## $ Age : int 23 23 24 26 30 32 27 30 27 23 ...
## $ KM : int 46986 72937 41711 48000 38500 61000 94612 75889 19700 71138 ...
## $ FuelType : chr "Diesel" "Diesel" "Diesel" "Diesel" ...
## $ HP : int 90 90 90 90 90 90 90 90 192 69 ...
## $ MetColor : int 1 1 1 0 0 0 1 1 0 0 ...
## $ Automatic: int 0 0 0 0 0 0 0 0 0 0 ...
## $ CC : int 2000 2000 2000 2000 2000 2000 2000 2000 1800 1900 ...
## $ Doors : int 3 3 3 3 3 3 3 3 3 3 ...
## $ Weight : int 1165 1165 1165 1165 1170 1170 1245 1245 1185 1105 ...Generacion de graficos de la base de datos
A continuacion se usara FOR para iterar el analisis de cada de tipo de atributo clasificandolo si es numerico para hacerle un histograma y si es tipo caracter para realizar un diagrama de pie
#Crear vectores donde se acumularĂ¡n los tipos de datos
BDN <- NULL
BDC <- NULL
#nĂºmero de columnas
columnas <- dim(BD)[2]
#configuracion de pantalla
par(mfrow = c(2,(columnas+1)/2))
# codigo de analisis
for (i in 1:columnas) {
if( is.numeric(BD[ , i]) == TRUE){
titulo <- paste("Analisis de la variable: ", colnames(BD[i]))
hist(BD[ , i], col = i, main = titulo, xlab = colnames(BD[i]))
BDN <- c(BDN, i)
} else{
titulo <- paste("Analisis de la variable: ", colnames(BD[i]))
pie( table (BD[ , i]), main = titulo )
BDC <- c(BDC, i)
}
}