Airline data study
Zeba Khan
February 14, 2018
#Reading the dataset and finding the summary statisics for the same
airdata<-read.csv(paste("SixAirlinesDataV2.csv",sep=","))
View(airdata)
summary(airdata)## Airline Aircraft FlightDuration TravelMonth
## AirFrance: 74 AirBus:151 Min. : 1.250 Aug:127
## British :175 Boeing:307 1st Qu.: 4.260 Jul: 75
## Delta : 46 Median : 7.790 Oct:127
## Jet : 61 Mean : 7.578 Sep:129
## Singapore: 40 3rd Qu.:10.620
## Virgin : 62 Max. :14.660
## IsInternational SeatsEconomy SeatsPremium PitchEconomy
## Domestic : 40 Min. : 78.0 Min. : 8.00 Min. :30.00
## International:418 1st Qu.:133.0 1st Qu.:21.00 1st Qu.:31.00
## Median :185.0 Median :36.00 Median :31.00
## Mean :202.3 Mean :33.65 Mean :31.22
## 3rd Qu.:243.0 3rd Qu.:40.00 3rd Qu.:32.00
## Max. :389.0 Max. :66.00 Max. :33.00
## PitchPremium WidthEconomy WidthPremium PriceEconomy
## Min. :34.00 Min. :17.00 Min. :17.00 Min. : 65
## 1st Qu.:38.00 1st Qu.:18.00 1st Qu.:19.00 1st Qu.: 413
## Median :38.00 Median :18.00 Median :19.00 Median :1242
## Mean :37.91 Mean :17.84 Mean :19.47 Mean :1327
## 3rd Qu.:38.00 3rd Qu.:18.00 3rd Qu.:21.00 3rd Qu.:1909
## Max. :40.00 Max. :19.00 Max. :21.00 Max. :3593
## PricePremium PriceRelative SeatsTotal PitchDifference
## Min. : 86.0 Min. :0.0200 Min. : 98 Min. : 2.000
## 1st Qu.: 528.8 1st Qu.:0.1000 1st Qu.:166 1st Qu.: 6.000
## Median :1737.0 Median :0.3650 Median :227 Median : 7.000
## Mean :1845.3 Mean :0.4872 Mean :236 Mean : 6.688
## 3rd Qu.:2989.0 3rd Qu.:0.7400 3rd Qu.:279 3rd Qu.: 7.000
## Max. :7414.0 Max. :1.8900 Max. :441 Max. :10.000
## WidthDifference PercentPremiumSeats
## Min. :0.000 Min. : 4.71
## 1st Qu.:1.000 1st Qu.:12.28
## Median :1.000 Median :13.21
## Mean :1.633 Mean :14.65
## 3rd Qu.:3.000 3rd Qu.:15.36
## Max. :4.000 Max. :24.69#to create a new column named PriceRelative and adding it to the dataframe.
PriceRelative<-c(airdata$PricePremium - airdata$PriceEconomy); PriceRelative## [1] 1018 1018 1018 1018 1206 1206 1206 1521 1521 1284 1284 1078 611 906
## [15] 906 906 691 691 691 561 561 561 540 540 540 542 518 518
## [29] 464 464 464 522 522 522 522 608 608 608 288 288 288 288
## [43] 190 190 190 90 90 90 264 264 264 1521 777 777 777 561
## [57] 561 561 221 221 309 1315 1315 1315 1315 804 804 804 804 490
## [71] 490 490 54 15 15 15 15 15 15 15 15 1538 1538 1538
## [85] 1538 725 725 725 725 170 170 170 170 152 152 152 127 39
## [99] 1179 1179 1179 1179 1688 1688 1688 1688 834 834 834 915 915 436
## [113] 29 40 40 15 40 40 26 26 16 16 30 36 40 38
## [127] 35 16 35 36 30 27 29 30 30 35 28 35 27 30
## [141] 30 32 32 32 27 28 22 22 28 23 21 39 44 44
## [155] 44 1045 1045 1045 1045 1878 1878 1878 1717 1728 1728 1728 1728 1439
## [169] 1439 1439 1439 1606 614 1249 1249 1249 1249 490 1171 720 720 720
## [183] 720 354 810 810 766 766 766 603 1548 1548 1548 1548 1521 1521
## [197] 1521 1521 1606 1606 1606 1171 1171 732 732 732 732 490 54 54
## [211] 54 981 868 621 200 200 200 200 200 200 200 200 200 200
## [225] 200 203 203 178 178 178 109 110 110 110 110 110 110 110
## [239] 110 1858 1858 734 997 997 997 844 844 844 844 1537 1537 1537
## [253] 744 744 744 744 659 659 659 1283 683 683 683 646 646 646
## [267] 909 130 130 130 938 938 847 299 712 227 176 176 155 304
## [281] 39 39 44 44 44 44 44 44 44 44 39 44 34 34
## [295] 15 15 25 19 19 44 24 15 15 15 24 15 15 505
## [309] 412 379 232 232 267 255 877 658 658 614 732 732 732 480
## [323] 291 291 178 178 178 160 160 160 56 56 56 56 133 133
## [337] 133 133 1054 1054 1054 200 203 200 200 200 110 110 110 110
## [351] 110 110 110 110 110 110 110 109 109 109 109 109 84 84
## [365] 84 84 4312 4312 4312 304 304 304 503 278 278 29 273 215
## [379] 316 316 316 259 249 323 323 179 149 149 149 120 120 120
## [393] 323 249 162 162 296 120 101 113 113 113 113 161 102 1062
## [407] 1062 1010 616 499 499 499 499 499 499 499 499 420 420 420
## [421] 420 420 420 420 420 1767 1767 200 200 200 200 200 109 109
## [435] 109 109 109 109 69 344 249 249 243 243 243 243 300 249
## [449] 132 132 132 190 170 169 170 170 191 59cbind(airdata,PriceRelative)## Airline Aircraft FlightDuration TravelMonth IsInternational
## 1 British Boeing 12.25 Jul International
## 2 British Boeing 12.25 Aug International
## 3 British Boeing 12.25 Sep International
## 4 British Boeing 12.25 Oct International
## 5 British Boeing 8.16 Aug International
## 6 British Boeing 8.16 Sep International
## 7 British Boeing 8.16 Oct International
## 8 British Boeing 6.50 Aug International
## 9 British Boeing 6.50 Sep International
## 10 British Boeing 11.50 Sep International
## 11 British Boeing 11.50 Oct International
## 12 British Boeing 11.50 Aug International
## 13 British Boeing 11.50 Jul International
## 14 British Boeing 11.58 Aug International
## 15 British Boeing 11.58 Sep International
## 16 British Boeing 11.58 Oct International
## 17 British Boeing 9.16 Aug International
## 18 British Boeing 9.16 Sep International
## 19 British Boeing 9.16 Oct International
## 20 British Boeing 6.75 Aug International
## 21 British Boeing 6.75 Sep International
## 22 British Boeing 6.75 Oct International
## 23 British Boeing 6.66 Aug International
## 24 British Boeing 6.66 Sep International
## 25 British Boeing 6.66 Oct International
## 26 British Boeing 8.75 Aug International
## 27 British Boeing 8.75 Sep International
## 28 British Boeing 8.75 Oct International
## 29 British Boeing 4.91 Aug International
## 30 British Boeing 4.91 Sep International
## 31 British Boeing 4.91 Oct International
## 32 British Boeing 3.83 Jul International
## 33 British Boeing 3.83 Aug International
## 34 British Boeing 3.83 Sep International
## 35 British Boeing 3.83 Oct International
## 36 British Boeing 13.50 Aug International
## 37 British Boeing 13.50 Sep International
## 38 British Boeing 13.50 Oct International
## 39 British Boeing 3.83 Jul International
## 40 British Boeing 3.83 Aug International
## 41 British Boeing 3.83 Sep International
## 42 British Boeing 3.83 Oct International
## 43 British Boeing 5.41 Aug International
## 44 British Boeing 5.41 Sep International
## 45 British Boeing 5.41 Oct International
## 46 British Boeing 8.25 Aug International
## 47 British Boeing 8.25 Sep International
## 48 British Boeing 8.25 Oct International
## 49 British Boeing 12.75 Aug International
## 50 British Boeing 12.75 Sep International
## 51 British Boeing 12.75 Oct International
## 52 British Boeing 6.50 Oct International
## 53 British Boeing 11.08 Aug International
## 54 British Boeing 11.08 Sep International
## 55 British Boeing 11.08 Oct International
## 56 British Boeing 6.08 Aug International
## 57 British Boeing 6.08 Sep International
## 58 British Boeing 6.08 Oct International
## 59 British Boeing 12.50 Aug International
## 60 British Boeing 12.05 Sep International
## 61 British Boeing 12.50 Oct International
## 62 Virgin AirBus 8.00 Jul International
## 63 Virgin AirBus 8.00 Aug International
## 64 Virgin AirBus 8.00 Sep International
## 65 Virgin AirBus 8.00 Oct International
## 66 Virgin AirBus 8.83 Jul International
## 67 Virgin AirBus 8.83 Aug International
## 68 Virgin AirBus 8.83 Sep International
## 69 Virgin AirBus 8.83 Oct International
## 70 Virgin AirBus 7.08 Aug International
## 71 Virgin AirBus 7.08 Sep International
## 72 Virgin AirBus 7.08 Oct International
## 73 Virgin AirBus 7.75 Aug International
## 74 Delta Boeing 2.06 Aug Domestic
## 75 Delta Boeing 2.33 Sep Domestic
## 76 Delta Boeing 2.06 Jul Domestic
## 77 Delta Boeing 2.01 Oct Domestic
## 78 Delta Boeing 2.33 Oct Domestic
## 79 Delta Boeing 1.75 Jul Domestic
## 80 Delta Boeing 2.30 Aug Domestic
## 81 Delta Boeing 2.30 Jul Domestic
## 82 British Boeing 6.83 Jul International
## 83 British Boeing 6.83 Aug International
## 84 British Boeing 6.83 Sep International
## 85 British Boeing 6.83 Oct International
## 86 British Boeing 7.58 Aug International
## 87 British Boeing 7.58 Sep International
## 88 British Boeing 7.58 Oct International
## 89 British Boeing 7.58 Jul International
## 90 Jet Boeing 3.08 Jul International
## 91 Jet Boeing 3.08 Aug International
## 92 Jet Boeing 3.08 Sep International
## 93 Jet Boeing 3.08 Oct International
## 94 Jet Boeing 3.08 Aug International
## 95 Jet Boeing 3.08 Sep International
## 96 Jet Boeing 3.08 Oct International
## 97 Jet Boeing 3.08 Jul International
## 98 Delta Boeing 4.26 Jul Domestic
## 99 British AirBus 11.16 Jul International
## 100 British AirBus 11.16 Aug International
## 101 British AirBus 11.16 Sep International
## 102 British AirBus 11.16 Oct International
## 103 British AirBus 10.50 Jul International
## 104 British AirBus 10.50 Aug International
## 105 British AirBus 10.50 Sep International
## 106 British AirBus 10.50 Oct International
## 107 British AirBus 13.08 Aug International
## 108 British AirBus 13.08 Sep International
## 109 British AirBus 13.08 Oct International
## 110 British AirBus 11.16 Sep International
## 111 British AirBus 11.16 Oct International
## 112 British AirBus 11.16 Aug International
## 113 British AirBus 4.08 Sep International
## 114 British AirBus 3.58 Aug International
## 115 British AirBus 3.58 Sep International
## 116 British AirBus 2.41 Jul International
## 117 British AirBus 3.25 Aug International
## 118 British AirBus 3.25 Sep International
## 119 British AirBus 3.58 Aug International
## 120 British AirBus 2.66 Oct International
## 121 British AirBus 2.41 Aug International
## 122 British AirBus 2.41 Sep International
## 123 British AirBus 2.41 Aug International
## 124 British AirBus 3.25 Oct International
## 125 British AirBus 1.83 Jul International
## 126 British AirBus 3.58 Oct International
## 127 British AirBus 4.50 Aug International
## 128 British AirBus 2.41 Oct International
## 129 British AirBus 4.50 Oct International
## 130 British AirBus 1.83 Aug International
## 131 British AirBus 2.41 Jul International
## 132 British AirBus 3.58 Sep International
## 133 British AirBus 4.08 Aug International
## 134 British AirBus 2.83 Sep International
## 135 British AirBus 4.50 Sep International
## 136 British AirBus 1.25 Jul International
## 137 British AirBus 4.08 Oct International
## 138 British Boeing 1.25 Aug International
## 139 British AirBus 2.41 Sep International
## 140 British AirBus 1.83 Sep International
## 141 British AirBus 1.83 Oct International
## 142 British AirBus 1.25 Aug International
## 143 British AirBus 1.25 Sep International
## 144 British Boeing 1.25 Sep International
## 145 British AirBus 3.58 Oct International
## 146 British AirBus 2.83 Oct International
## 147 British Boeing 1.33 Aug International
## 148 British Boeing 1.33 Sep International
## 149 British Boeing 1.25 Oct International
## 150 British AirBus 2.41 Oct International
## 151 British Boeing 1.33 Oct International
## 152 Delta Boeing 4.33 Aug Domestic
## 153 Delta Boeing 4.51 Aug Domestic
## 154 Delta Boeing 4.33 Jul Domestic
## 155 Delta Boeing 4.51 Jul Domestic
## 156 Virgin Boeing 11.25 Jul International
## 157 Virgin Boeing 11.25 Aug International
## 158 Virgin Boeing 11.25 Sep International
## 159 Virgin Boeing 11.25 Oct International
## 160 Virgin Boeing 12.08 Aug International
## 161 Virgin Boeing 12.08 Sep International
## 162 Virgin Boeing 12.08 Oct International
## 163 Virgin Boeing 12.08 Jul International
## 164 Virgin Boeing 9.91 Jul International
## 165 Virgin Boeing 9.91 Aug International
## 166 Virgin Boeing 9.91 Sep International
## 167 Virgin Boeing 9.91 Oct International
## 168 Virgin Boeing 10.83 Jul International
## 169 Virgin Boeing 10.83 Aug International
## 170 Virgin Boeing 10.83 Sep International
## 171 Virgin Boeing 10.83 Oct International
## 172 Virgin Boeing 10.41 Oct International
## 173 Virgin Boeing 12.58 Aug International
## 174 Virgin Boeing 10.75 Jul International
## 175 Virgin Boeing 10.75 Aug International
## 176 Virgin Boeing 10.75 Sep International
## 177 Virgin Boeing 10.75 Oct International
## 178 Virgin Boeing 12.58 Oct International
## 179 Virgin Boeing 11.33 Oct International
## 180 Virgin Boeing 7.66 Jul International
## 181 Virgin Boeing 7.66 Aug International
## 182 Virgin Boeing 7.66 Sep International
## 183 Virgin Boeing 7.66 Oct International
## 184 Virgin Boeing 12.58 Sep International
## 185 Delta AirBus 8.33 Aug International
## 186 Delta AirBus 8.33 Oct International
## 187 Delta AirBus 9.50 Aug International
## 188 Delta AirBus 9.50 Sep International
## 189 Delta AirBus 9.50 Oct International
## 190 Delta AirBus 8.33 Sep International
## 191 Virgin AirBus 6.91 Jul International
## 192 Virgin AirBus 6.91 Aug International
## 193 Virgin AirBus 6.91 Sep International
## 194 Virgin AirBus 6.91 Oct International
## 195 Virgin AirBus 6.58 Jul International
## 196 Virgin AirBus 6.58 Aug International
## 197 Virgin AirBus 6.58 Sep International
## 198 Virgin AirBus 6.58 Oct International
## 199 Virgin AirBus 10.41 Jul International
## 200 Virgin AirBus 10.41 Aug International
## 201 Virgin AirBus 10.41 Sep International
## 202 Virgin AirBus 11.33 Aug International
## 203 Virgin AirBus 11.33 Sep International
## 204 Virgin AirBus 7.41 Jul International
## 205 Virgin AirBus 7.41 Aug International
## 206 Virgin AirBus 7.41 Sep International
## 207 Virgin AirBus 7.41 Oct International
## 208 Virgin AirBus 7.08 Jul International
## 209 Virgin AirBus 7.75 Jul International
## 210 Virgin AirBus 7.75 Sep International
## 211 Virgin AirBus 7.75 Oct International
## 212 AirFrance AirBus 9.50 Oct International
## 213 AirFrance AirBus 9.50 Sep International
## 214 AirFrance AirBus 9.50 Aug International
## 215 AirFrance AirBus 8.33 Jul International
## 216 AirFrance AirBus 8.33 Aug International
## 217 AirFrance AirBus 8.33 Sep International
## 218 AirFrance AirBus 8.33 Oct International
## 219 AirFrance AirBus 8.33 Jul International
## 220 AirFrance AirBus 8.33 Aug International
## 221 AirFrance AirBus 8.33 Sep International
## 222 AirFrance AirBus 8.33 Oct International
## 223 AirFrance AirBus 7.33 Aug International
## 224 AirFrance AirBus 7.33 Sep International
## 225 AirFrance AirBus 7.33 Oct International
## 226 AirFrance AirBus 6.83 Sep International
## 227 AirFrance AirBus 6.83 Oct International
## 228 AirFrance AirBus 8.91 Aug International
## 229 AirFrance AirBus 8.91 Sep International
## 230 AirFrance AirBus 8.91 Oct International
## 231 AirFrance AirBus 8.08 Sep International
## 232 AirFrance AirBus 9.18 Jul International
## 233 AirFrance AirBus 9.18 Aug International
## 234 AirFrance AirBus 9.25 Sep International
## 235 AirFrance AirBus 9.25 Oct International
## 236 AirFrance AirBus 9.16 Jul International
## 237 AirFrance AirBus 9.16 Aug International
## 238 AirFrance AirBus 9.25 Sep International
## 239 AirFrance AirBus 9.25 Oct International
## 240 British Boeing 10.41 Aug International
## 241 British Boeing 10.41 Oct International
## 242 British Boeing 10.41 Sep International
## 243 British Boeing 11.00 Aug International
## 244 British Boeing 11.00 Sep International
## 245 British Boeing 11.00 Oct International
## 246 British Boeing 9.91 Jul International
## 247 British Boeing 9.91 Aug International
## 248 British Boeing 9.91 Sep International
## 249 British Boeing 9.91 Oct International
## 250 British Boeing 8.58 Aug International
## 251 British Boeing 8.58 Sep International
## 252 British Boeing 8.58 Oct International
## 253 British Boeing 11.41 Jul International
## 254 British Boeing 11.41 Aug International
## 255 British Boeing 11.41 Sep International
## 256 British Boeing 11.41 Oct International
## 257 British Boeing 9.33 Aug International
## 258 British Boeing 9.33 Sep International
## 259 British Boeing 9.33 Oct International
## 260 British Boeing 8.91 Sep International
## 261 British Boeing 8.66 Aug International
## 262 British Boeing 8.66 Sep International
## 263 British Boeing 8.66 Oct International
## 264 British Boeing 7.25 Aug International
## 265 British Boeing 7.25 Sep International
## 266 British Boeing 7.25 Oct International
## 267 British Boeing 8.91 Aug International
## 268 British Boeing 7.08 Aug International
## 269 British Boeing 7.08 Sep International
## 270 British Boeing 7.08 Oct International
## 271 British Boeing 11.41 Aug International
## 272 British Boeing 11.41 Oct International
## 273 British Boeing 11.41 Jul International
## 274 British Boeing 11.41 Sep International
## 275 British Boeing 8.91 Oct International
## 276 British Boeing 11.08 Jul International
## 277 British Boeing 11.08 Aug International
## 278 British Boeing 11.08 Sep International
## 279 British Boeing 7.08 Sep International
## 280 British Boeing 11.08 Oct International
## 281 Delta Boeing 4.28 Sep Domestic
## 282 Delta Boeing 4.25 Oct Domestic
## 283 Delta Boeing 4.63 Aug Domestic
## 284 Delta Boeing 4.65 Sep Domestic
## 285 Delta Boeing 4.66 Oct Domestic
## 286 Delta Boeing 4.70 Jul Domestic
## 287 Delta Boeing 4.70 Sep Domestic
## 288 Delta Boeing 4.70 Oct Domestic
## 289 Delta Boeing 4.36 Sep Domestic
## 290 Delta Boeing 4.25 Oct Domestic
## 291 Delta Boeing 4.43 Oct Domestic
## 292 Delta Boeing 4.70 Aug Domestic
## 293 Delta Boeing 4.26 Aug Domestic
## 294 Delta Boeing 4.40 Sep Domestic
## 295 Delta Boeing 1.91 Oct Domestic
## 296 Delta AirBus 1.95 Sep Domestic
## 297 Delta AirBus 2.26 Sep Domestic
## 298 Delta AirBus 2.55 Oct Domestic
## 299 Delta Boeing 2.55 Aug Domestic
## 300 Delta Boeing 4.63 Jul Domestic
## 301 Delta Boeing 2.86 Aug Domestic
## 302 Delta AirBus 1.81 Sep Domestic
## 303 Delta AirBus 1.83 Oct Domestic
## 304 Delta Boeing 1.57 Aug Domestic
## 305 Delta Boeing 2.50 Jul Domestic
## 306 Delta AirBus 1.80 Oct Domestic
## 307 Delta Boeing 1.57 Jul Domestic
## 308 Jet AirBus 9.50 Oct International
## 309 Jet AirBus 9.50 Aug International
## 310 Jet AirBus 9.50 Jul International
## 311 Jet AirBus 8.91 Sep International
## 312 Jet AirBus 8.91 Oct International
## 313 Jet AirBus 9.50 Sep International
## 314 Jet AirBus 8.91 Aug International
## 315 Singapore Boeing 13.91 Aug International
## 316 Singapore Boeing 13.91 Sep International
## 317 Singapore Boeing 13.91 Oct International
## 318 Singapore Boeing 13.91 Jul International
## 319 Singapore Boeing 12.41 Aug International
## 320 Singapore Boeing 12.41 Sep International
## 321 Singapore Boeing 12.41 Oct International
## 322 Singapore Boeing 10.83 Jul International
## 323 Singapore Boeing 10.83 Aug International
## 324 Singapore Boeing 10.83 Sep International
## 325 Singapore Boeing 14.66 Aug International
## 326 Singapore Boeing 14.66 Sep International
## 327 Singapore Boeing 14.66 Oct International
## 328 Singapore Boeing 9.66 Aug International
## 329 Singapore Boeing 9.66 Sep International
## 330 Singapore Boeing 9.66 Oct International
## 331 Singapore Boeing 3.83 Jul International
## 332 Singapore Boeing 3.83 Aug International
## 333 Singapore Boeing 3.83 Sep International
## 334 Singapore Boeing 3.83 Oct International
## 335 Singapore Boeing 12.75 Aug International
## 336 Singapore Boeing 12.75 Sep International
## 337 Singapore Boeing 12.75 Oct International
## 338 Singapore Boeing 12.75 Jul International
## 339 AirFrance Boeing 8.33 Aug International
## 340 AirFrance Boeing 8.33 Sep International
## 341 AirFrance Boeing 8.33 Oct International
## 342 AirFrance Boeing 7.50 Oct International
## 343 AirFrance Boeing 6.83 Aug International
## 344 AirFrance Boeing 8.75 Jul International
## 345 AirFrance Boeing 8.75 Aug International
## 346 AirFrance Boeing 8.75 Sep International
## 347 AirFrance Boeing 7.66 Aug International
## 348 AirFrance Boeing 6.83 Sep International
## 349 AirFrance Boeing 6.83 Oct International
## 350 AirFrance Boeing 9.50 Jul International
## 351 AirFrance Boeing 9.50 Aug International
## 352 AirFrance Boeing 9.50 Sep International
## 353 AirFrance Boeing 9.50 Oct International
## 354 AirFrance Boeing 7.75 Jul International
## 355 AirFrance Boeing 7.75 Aug International
## 356 AirFrance Boeing 7.75 Sep International
## 357 AirFrance Boeing 7.83 Oct International
## 358 AirFrance Boeing 9.41 Aug International
## 359 AirFrance Boeing 9.41 Sep International
## 360 AirFrance Boeing 9.41 Oct International
## 361 AirFrance Boeing 11.75 Jul International
## 362 AirFrance Boeing 11.75 Aug International
## 363 AirFrance Boeing 11.91 Jul International
## 364 AirFrance Boeing 11.91 Aug International
## 365 AirFrance Boeing 11.91 Sep International
## 366 AirFrance Boeing 11.91 Oct International
## 367 British Boeing 13.83 Aug International
## 368 British Boeing 13.83 Sep International
## 369 British Boeing 13.83 Oct International
## 370 British Boeing 13.33 Aug International
## 371 British Boeing 13.33 Sep International
## 372 British Boeing 13.33 Oct International
## 373 British Boeing 8.91 Aug International
## 374 British Boeing 8.91 Sep International
## 375 British Boeing 8.91 Oct International
## 376 British Boeing 9.58 Aug International
## 377 British Boeing 9.58 Oct International
## 378 British Boeing 9.58 Sep International
## 379 Jet Boeing 3.25 Aug International
## 380 Jet Boeing 3.25 Sep International
## 381 Jet Boeing 3.25 Oct International
## 382 Jet Boeing 3.25 Jul International
## 383 Jet Boeing 3.25 Oct International
## 384 Jet Boeing 4.16 Jul International
## 385 Jet Boeing 4.16 Oct International
## 386 Jet Boeing 4.08 Aug International
## 387 Jet Boeing 2.50 Jul International
## 388 Jet Boeing 2.50 Sep International
## 389 Jet Boeing 2.50 Oct International
## 390 Jet Boeing 2.66 Jul International
## 391 Jet Boeing 2.66 Sep International
## 392 Jet Boeing 2.66 Oct International
## 393 Jet Boeing 4.16 Aug International
## 394 Jet Boeing 3.25 Aug International
## 395 Jet Boeing 4.08 Sep International
## 396 Jet Boeing 4.16 Oct International
## 397 Jet Boeing 4.16 Sep International
## 398 Jet Boeing 2.50 Aug International
## 399 Jet Boeing 2.66 Aug International
## 400 Jet Boeing 4.33 Jul International
## 401 Jet Boeing 4.33 Aug International
## 402 Jet Boeing 4.33 Sep International
## 403 Jet Boeing 4.33 Oct International
## 404 Jet Boeing 3.25 Sep International
## 405 Jet Boeing 3.25 Jul International
## 406 AirFrance Boeing 6.91 Sep International
## 407 AirFrance Boeing 6.91 Oct International
## 408 AirFrance Boeing 6.91 Aug International
## 409 AirFrance Boeing 6.91 Jul International
## 410 Singapore AirBus 13.33 Jul International
## 411 Singapore AirBus 13.33 Aug International
## 412 Singapore AirBus 13.33 Sep International
## 413 Singapore AirBus 13.33 Oct International
## 414 Singapore AirBus 6.16 Jul International
## 415 Singapore AirBus 6.16 Aug International
## 416 Singapore AirBus 6.16 Sep International
## 417 Singapore AirBus 6.16 Oct International
## 418 Singapore AirBus 12.66 Jul International
## 419 Singapore AirBus 12.66 Aug International
## 420 Singapore AirBus 12.66 Sep International
## 421 Singapore AirBus 12.66 Oct International
## 422 Singapore AirBus 6.50 Jul International
## 423 Singapore AirBus 6.50 Aug International
## 424 Singapore AirBus 6.50 Sep International
## 425 Singapore AirBus 6.50 Oct International
## 426 AirFrance AirBus 13.00 Sep International
## 427 AirFrance AirBus 13.00 Oct International
## 428 AirFrance AirBus 7.50 Aug International
## 429 AirFrance AirBus 7.50 Sep International
## 430 AirFrance Boeing 10.66 Aug International
## 431 AirFrance Boeing 10.66 Sep International
## 432 AirFrance Boeing 10.66 Oct International
## 433 AirFrance AirBus 8.41 Jul International
## 434 AirFrance AirBus 8.50 Aug International
## 435 AirFrance AirBus 8.50 Sep International
## 436 AirFrance Boeing 8.50 Oct International
## 437 AirFrance Boeing 11.50 Sep International
## 438 AirFrance Boeing 11.50 Oct International
## 439 AirFrance AirBus 13.00 Jul International
## 440 Jet Boeing 5.66 Aug International
## 441 Jet Boeing 3.16 Jul International
## 442 Jet Boeing 3.16 Oct International
## 443 Jet Boeing 5.66 Jul International
## 444 Jet Boeing 5.66 Aug International
## 445 Jet Boeing 5.66 Sep International
## 446 Jet Boeing 5.66 Oct International
## 447 Jet Boeing 5.66 Jul International
## 448 Jet Boeing 3.16 Aug International
## 449 Jet Boeing 2.58 Aug International
## 450 Jet Boeing 2.58 Sep International
## 451 Jet Boeing 2.58 Oct International
## 452 Jet Boeing 3.16 Sep International
## 453 Jet Boeing 2.58 Jul International
## 454 Jet Boeing 2.58 Oct International
## 455 Jet Boeing 2.58 Aug International
## 456 Jet Boeing 2.58 Sep International
## 457 Jet Boeing 3.25 Jul International
## 458 Jet Boeing 2.58 Jul International
## SeatsEconomy SeatsPremium PitchEconomy PitchPremium WidthEconomy
## 1 122 40 31 38 18
## 2 122 40 31 38 18
## 3 122 40 31 38 18
## 4 122 40 31 38 18
## 5 122 40 31 38 18
## 6 122 40 31 38 18
## 7 122 40 31 38 18
## 8 122 40 31 38 18
## 9 122 40 31 38 18
## 10 122 40 31 38 18
## 11 122 40 31 38 18
## 12 122 40 31 38 18
## 13 122 40 31 38 18
## 14 122 40 31 38 18
## 15 122 40 31 38 18
## 16 122 40 31 38 18
## 17 122 40 31 38 18
## 18 122 40 31 38 18
## 19 122 40 31 38 18
## 20 122 40 31 38 18
## 21 122 40 31 38 18
## 22 122 40 31 38 18
## 23 122 40 31 38 18
## 24 122 40 31 38 18
## 25 122 40 31 38 18
## 26 122 40 31 38 18
## 27 122 40 31 38 18
## 28 122 40 31 38 18
## 29 122 40 31 38 18
## 30 122 40 31 38 18
## 31 122 40 31 38 18
## 32 122 40 31 38 18
## 33 122 40 31 38 18
## 34 122 40 31 38 18
## 35 122 40 31 38 18
## 36 122 40 31 38 18
## 37 122 40 31 38 18
## 38 122 40 31 38 18
## 39 122 40 31 38 18
## 40 122 40 31 38 18
## 41 122 40 31 38 18
## 42 122 40 31 38 18
## 43 122 40 31 38 18
## 44 122 40 31 38 18
## 45 122 40 31 38 18
## 46 122 40 31 38 18
## 47 122 40 31 38 18
## 48 122 40 31 38 18
## 49 122 40 31 38 18
## 50 122 40 31 38 18
## 51 122 40 31 38 18
## 52 127 39 31 38 18
## 53 127 39 31 38 18
## 54 127 39 31 38 18
## 55 127 39 31 38 18
## 56 127 39 31 38 18
## 57 127 39 31 38 18
## 58 127 39 31 38 18
## 59 127 39 31 38 18
## 60 127 39 31 38 18
## 61 127 39 31 38 18
## 62 185 48 31 38 18
## 63 185 48 31 38 18
## 64 185 48 31 38 18
## 65 185 48 31 38 18
## 66 185 48 31 38 18
## 67 185 48 31 38 18
## 68 185 48 31 38 18
## 69 185 48 31 38 18
## 70 185 48 31 38 18
## 71 185 48 31 38 18
## 72 185 48 31 38 18
## 73 185 48 31 38 18
## 74 78 20 31 34 18
## 75 78 20 31 34 18
## 76 78 20 31 34 18
## 77 78 20 31 34 18
## 78 78 20 31 34 18
## 79 78 20 31 34 18
## 80 78 20 31 34 18
## 81 78 20 31 34 18
## 82 243 56 31 38 18
## 83 243 56 31 38 18
## 84 243 56 31 38 18
## 85 243 56 31 38 18
## 86 243 56 31 38 18
## 87 243 56 31 38 18
## 88 243 56 31 38 18
## 89 243 56 31 38 18
## 90 138 28 30 40 17
## 91 138 28 30 40 17
## 92 138 28 30 40 17
## 93 138 28 30 40 17
## 94 138 28 30 40 17
## 95 138 28 30 40 17
## 96 138 28 30 40 17
## 97 138 28 30 40 17
## 98 132 26 32 34 17
## 99 303 55 31 38 18
## 100 303 55 31 38 18
## 101 303 55 31 38 18
## 102 303 55 31 38 18
## 103 303 55 31 38 18
## 104 303 55 31 38 18
## 105 303 55 31 38 18
## 106 303 55 31 38 18
## 107 303 55 31 38 18
## 108 303 55 31 38 18
## 109 303 55 31 38 18
## 110 303 55 31 38 18
## 111 303 55 31 38 18
## 112 303 55 31 38 18
## 113 303 55 31 38 18
## 114 303 55 31 38 18
## 115 303 55 31 38 18
## 116 303 55 31 38 18
## 117 303 55 31 38 18
## 118 303 55 31 38 18
## 119 303 55 31 38 18
## 120 303 55 31 38 18
## 121 303 55 31 38 18
## 122 303 55 31 38 18
## 123 303 55 31 38 18
## 124 303 55 31 38 18
## 125 303 55 31 38 18
## 126 303 55 31 38 18
## 127 303 55 31 38 18
## 128 303 55 31 38 18
## 129 303 55 31 38 18
## 130 303 55 31 38 18
## 131 303 55 31 38 18
## 132 303 55 31 38 18
## 133 303 55 31 38 18
## 134 303 55 31 38 18
## 135 303 55 31 38 18
## 136 303 55 31 38 18
## 137 303 55 31 38 18
## 138 303 55 31 38 18
## 139 303 55 31 38 18
## 140 303 55 31 38 18
## 141 303 55 31 38 18
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## WidthPremium PriceEconomy PricePremium PriceRelative SeatsTotal
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## 2 19 2707 3725 0.38 162
## 3 19 2707 3725 0.38 162
## 4 19 2707 3725 0.38 162
## 5 19 1793 2999 0.67 162
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## 428 19 2581 2781 0.08 427
## 429 19 2581 2781 0.08 427
## 430 19 2996 3196 0.07 427
## 431 19 2996 3196 0.07 427
## 432 19 2996 3196 0.07 427
## 433 19 2979 3088 0.04 427
## 434 19 2979 3088 0.04 427
## 435 19 2979 3088 0.04 427
## 436 19 2979 3088 0.04 427
## 437 19 3593 3702 0.03 427
## 438 19 3593 3702 0.03 427
## 439 19 3220 3289 0.02 427
## 440 21 201 545 1.71 170
## 441 21 148 397 1.68 170
## 442 21 148 397 1.68 170
## 443 21 187 430 1.30 170
## 444 21 187 430 1.30 170
## 445 21 187 430 1.30 170
## 446 21 187 430 1.30 170
## 447 21 245 545 1.22 170
## 448 21 234 483 1.07 170
## 449 21 172 304 0.77 170
## 450 21 172 304 0.77 170
## 451 21 172 304 0.77 170
## 452 21 293 483 0.65 170
## 453 21 281 451 0.60 170
## 454 21 295 464 0.58 170
## 455 21 380 550 0.45 170
## 456 21 380 550 0.45 170
## 457 21 505 696 0.38 170
## 458 21 510 569 0.12 170
## PitchDifference WidthDifference PercentPremiumSeats PriceRelative
## 1 7 1 24.69 1018
## 2 7 1 24.69 1018
## 3 7 1 24.69 1018
## 4 7 1 24.69 1018
## 5 7 1 24.69 1206
## 6 7 1 24.69 1206
## 7 7 1 24.69 1206
## 8 7 1 24.69 1521
## 9 7 1 24.69 1521
## 10 7 1 24.69 1284
## 11 7 1 24.69 1284
## 12 7 1 24.69 1078
## 13 7 1 24.69 611
## 14 7 1 24.69 906
## 15 7 1 24.69 906
## 16 7 1 24.69 906
## 17 7 1 24.69 691
## 18 7 1 24.69 691
## 19 7 1 24.69 691
## 20 7 1 24.69 561
## 21 7 1 24.69 561
## 22 7 1 24.69 561
## 23 7 1 24.69 540
## 24 7 1 24.69 540
## 25 7 1 24.69 540
## 26 7 1 24.69 542
## 27 7 1 24.69 518
## 28 7 1 24.69 518
## 29 7 1 24.69 464
## 30 7 1 24.69 464
## 31 7 1 24.69 464
## 32 7 1 24.69 522
## 33 7 1 24.69 522
## 34 7 1 24.69 522
## 35 7 1 24.69 522
## 36 7 1 24.69 608
## 37 7 1 24.69 608
## 38 7 1 24.69 608
## 39 7 1 24.69 288
## 40 7 1 24.69 288
## 41 7 1 24.69 288
## 42 7 1 24.69 288
## 43 7 1 24.69 190
## 44 7 1 24.69 190
## 45 7 1 24.69 190
## 46 7 1 24.69 90
## 47 7 1 24.69 90
## 48 7 1 24.69 90
## 49 7 1 24.69 264
## 50 7 1 24.69 264
## 51 7 1 24.69 264
## 52 7 1 23.49 1521
## 53 7 1 23.49 777
## 54 7 1 23.49 777
## 55 7 1 23.49 777
## 56 7 1 23.49 561
## 57 7 1 23.49 561
## 58 7 1 23.49 561
## 59 7 1 23.49 221
## 60 7 1 23.49 221
## 61 7 1 23.49 309
## 62 7 3 20.60 1315
## 63 7 3 20.60 1315
## 64 7 3 20.60 1315
## 65 7 3 20.60 1315
## 66 7 3 20.60 804
## 67 7 3 20.60 804
## 68 7 3 20.60 804
## 69 7 3 20.60 804
## 70 7 3 20.60 490
## 71 7 3 20.60 490
## 72 7 3 20.60 490
## 73 7 3 20.60 54
## 74 3 0 20.41 15
## 75 3 0 20.41 15
## 76 3 0 20.41 15
## 77 3 0 20.41 15
## 78 3 0 20.41 15
## 79 3 0 20.41 15
## 80 3 0 20.41 15
## 81 3 0 20.41 15
## 82 7 1 18.73 1538
## 83 7 1 18.73 1538
## 84 7 1 18.73 1538
## 85 7 1 18.73 1538
## 86 7 1 18.73 725
## 87 7 1 18.73 725
## 88 7 1 18.73 725
## 89 7 1 18.73 725
## 90 10 4 16.87 170
## 91 10 4 16.87 170
## 92 10 4 16.87 170
## 93 10 4 16.87 170
## 94 10 4 16.87 152
## 95 10 4 16.87 152
## 96 10 4 16.87 152
## 97 10 4 16.87 127
## 98 2 0 16.46 39
## 99 7 1 15.36 1179
## 100 7 1 15.36 1179
## 101 7 1 15.36 1179
## 102 7 1 15.36 1179
## 103 7 1 15.36 1688
## 104 7 1 15.36 1688
## 105 7 1 15.36 1688
## 106 7 1 15.36 1688
## 107 7 1 15.36 834
## 108 7 1 15.36 834
## 109 7 1 15.36 834
## 110 7 1 15.36 915
## 111 7 1 15.36 915
## 112 7 1 15.36 436
## 113 7 1 15.36 29
## 114 7 1 15.36 40
## 115 7 1 15.36 40
## 116 7 1 15.36 15
## 117 7 1 15.36 40
## 118 7 1 15.36 40
## 119 7 1 15.36 26
## 120 7 1 15.36 26
## 121 7 1 15.36 16
## 122 7 1 15.36 16
## 123 7 1 15.36 30
## 124 7 1 15.36 36
## 125 7 1 15.36 40
## 126 7 1 15.36 38
## 127 7 1 15.36 35
## 128 7 1 15.36 16
## 129 7 1 15.36 35
## 130 7 1 15.36 36
## 131 7 1 15.36 30
## 132 7 1 15.36 27
## 133 7 1 15.36 29
## 134 7 1 15.36 30
## 135 7 1 15.36 30
## 136 7 1 15.36 35
## 137 7 1 15.36 28
## 138 7 1 15.36 35
## 139 7 1 15.36 27
## 140 7 1 15.36 30
## 141 7 1 15.36 30
## 142 7 1 15.36 32
## 143 7 1 15.36 32
## 144 7 1 15.36 32
## 145 7 1 15.36 27
## 146 7 1 15.36 28
## 147 7 1 15.36 22
## 148 7 1 15.36 22
## 149 7 1 15.36 28
## 150 7 1 14.99 23
## 151 7 1 15.36 21
## 152 3 0 14.50 39
## 153 3 0 14.50 44
## 154 3 0 14.50 44
## 155 3 0 14.50 44
## 156 7 3 15.02 1045
## 157 7 3 15.02 1045
## 158 7 3 15.02 1045
## 159 7 3 15.02 1045
## 160 7 3 15.02 1878
## 161 7 3 15.02 1878
## 162 7 3 15.02 1878
## 163 7 3 15.02 1717
## 164 7 3 14.97 1728
## 165 7 3 14.97 1728
## 166 7 3 14.97 1728
## 167 7 3 14.97 1728
## 168 7 3 15.02 1439
## 169 7 3 15.02 1439
## 170 7 3 15.02 1439
## 171 7 3 15.02 1439
## 172 7 3 15.02 1606
## 173 7 3 15.02 614
## 174 7 3 14.97 1249
## 175 7 3 14.97 1249
## 176 7 3 14.97 1249
## 177 7 3 14.97 1249
## 178 7 3 15.02 490
## 179 7 3 15.02 1171
## 180 7 3 15.02 720
## 181 7 3 15.02 720
## 182 7 3 15.02 720
## 183 7 3 15.02 720
## 184 7 3 15.02 354
## 185 7 3 14.02 810
## 186 7 3 14.02 810
## 187 7 3 14.02 766
## 188 7 3 14.02 766
## 189 7 3 14.02 766
## 190 7 3 14.02 603
## 191 7 3 14.02 1548
## 192 7 3 14.02 1548
## 193 7 3 14.02 1548
## 194 7 3 14.02 1548
## 195 7 3 14.02 1521
## 196 7 3 14.02 1521
## 197 7 3 14.02 1521
## 198 7 3 14.02 1521
## 199 7 3 14.02 1606
## 200 7 3 14.02 1606
## 201 7 3 14.02 1606
## 202 7 3 14.02 1171
## 203 7 3 14.02 1171
## 204 7 3 14.02 732
## 205 7 3 14.02 732
## 206 7 3 14.02 732
## 207 7 3 14.02 732
## 208 7 3 14.02 490
## 209 7 3 14.02 54
## 210 7 3 14.02 54
## 211 7 3 14.02 54
## 212 6 1 12.50 981
## 213 6 1 12.50 868
## 214 6 1 12.50 621
## 215 6 1 12.50 200
## 216 6 1 12.50 200
## 217 6 1 12.50 200
## 218 6 1 12.50 200
## 219 6 1 12.50 200
## 220 6 1 12.50 200
## 221 6 1 12.50 200
## 222 6 1 12.50 200
## 223 6 1 12.50 200
## 224 6 1 12.50 200
## 225 6 1 12.50 200
## 226 6 1 12.50 203
## 227 6 1 12.50 203
## 228 6 1 12.50 178
## 229 6 1 12.50 178
## 230 6 1 12.50 178
## 231 6 1 12.50 109
## 232 6 1 12.50 110
## 233 6 1 12.50 110
## 234 6 1 12.50 110
## 235 6 1 12.50 110
## 236 6 1 12.50 110
## 237 6 1 12.50 110
## 238 6 1 12.50 110
## 239 6 1 12.50 110
## 240 7 1 12.90 1858
## 241 7 1 12.90 1858
## 242 7 1 12.90 734
## 243 7 1 12.90 997
## 244 7 1 12.90 997
## 245 7 1 12.90 997
## 246 7 1 12.90 844
## 247 7 1 12.90 844
## 248 7 1 12.90 844
## 249 7 1 12.90 844
## 250 7 1 12.90 1537
## 251 7 1 12.90 1537
## 252 7 1 12.90 1537
## 253 7 1 12.90 744
## 254 7 1 12.90 744
## 255 7 1 12.90 744
## 256 7 1 12.90 744
## 257 7 1 12.90 659
## 258 7 1 12.90 659
## 259 7 1 12.90 659
## 260 7 1 12.90 1283
## 261 7 1 12.90 683
## 262 7 1 12.90 683
## 263 7 1 12.90 683
## 264 7 1 12.90 646
## 265 7 1 12.90 646
## 266 7 1 12.90 646
## 267 7 1 12.90 909
## 268 7 1 12.90 130
## 269 7 1 12.90 130
## 270 7 1 12.90 130
## 271 7 1 12.90 938
## 272 7 1 12.90 938
## 273 7 1 12.90 847
## 274 7 1 12.90 299
## 275 7 1 12.90 712
## 276 7 1 12.90 227
## 277 7 1 12.90 176
## 278 7 1 12.90 176
## 279 7 1 12.90 155
## 280 7 1 12.90 304
## 281 2 0 12.50 39
## 282 2 0 12.50 39
## 283 2 0 12.50 44
## 284 2 0 12.50 44
## 285 2 0 12.50 44
## 286 3 0 13.13 44
## 287 3 0 13.13 44
## 288 3 0 13.13 44
## 289 2 0 12.50 44
## 290 2 0 12.50 44
## 291 2 0 12.50 39
## 292 3 0 13.13 44
## 293 2 0 12.50 34
## 294 2 0 12.50 34
## 295 2 0 12.82 15
## 296 2 0 13.04 15
## 297 2 0 13.04 25
## 298 2 0 12.82 19
## 299 2 0 12.82 19
## 300 2 0 12.50 44
## 301 2 0 12.82 24
## 302 2 0 13.04 15
## 303 2 0 13.04 15
## 304 2 0 12.50 15
## 305 2 0 12.82 24
## 306 2 0 13.04 15
## 307 2 0 12.50 15
## 308 6 1 12.50 505
## 309 6 1 12.50 412
## 310 6 1 12.50 379
## 311 6 1 12.50 232
## 312 6 1 12.50 232
## 313 6 1 12.50 267
## 314 6 1 12.50 255
## 315 6 1 13.21 877
## 316 6 1 13.21 658
## 317 6 1 13.21 658
## 318 6 1 13.21 614
## 319 6 1 13.21 732
## 320 6 1 13.21 732
## 321 6 1 13.21 732
## 322 6 1 13.21 480
## 323 6 1 13.21 291
## 324 6 1 13.21 291
## 325 6 1 13.21 178
## 326 6 1 13.21 178
## 327 6 1 13.21 178
## 328 6 1 13.21 160
## 329 6 1 13.21 160
## 330 6 1 13.21 160
## 331 6 1 13.21 56
## 332 6 1 13.21 56
## 333 6 1 13.21 56
## 334 6 1 13.21 56
## 335 6 1 13.21 133
## 336 6 1 13.21 133
## 337 6 1 13.21 133
## 338 6 1 13.21 133
## 339 6 2 12.28 1054
## 340 6 2 12.28 1054
## 341 6 2 12.28 1054
## 342 6 2 12.28 200
## 343 6 2 12.28 203
## 344 6 2 12.28 200
## 345 6 2 12.28 200
## 346 6 2 12.28 200
## 347 6 2 12.28 110
## 348 6 2 12.28 110
## 349 6 2 12.28 110
## 350 6 2 12.28 110
## 351 6 2 12.28 110
## 352 6 2 12.28 110
## 353 6 2 12.28 110
## 354 6 2 12.12 110
## 355 6 2 12.12 110
## 356 6 2 12.12 110
## 357 6 2 12.12 110
## 358 6 2 12.28 109
## 359 6 2 12.28 109
## 360 6 2 12.28 109
## 361 6 2 12.12 109
## 362 6 2 12.12 109
## 363 6 2 12.28 84
## 364 6 2 12.28 84
## 365 6 2 12.28 84
## 366 6 2 12.28 84
## 367 7 1 10.57 4312
## 368 7 1 10.57 4312
## 369 7 1 10.57 4312
## 370 7 1 10.57 304
## 371 7 1 10.57 304
## 372 7 1 10.57 304
## 373 7 1 10.57 503
## 374 7 1 10.57 278
## 375 7 1 10.57 278
## 376 7 1 10.57 29
## 377 7 1 10.57 273
## 378 7 1 10.57 215
## 379 10 4 11.43 316
## 380 10 4 11.43 316
## 381 10 4 11.43 316
## 382 10 4 11.43 259
## 383 10 4 11.43 249
## 384 10 4 11.43 323
## 385 10 4 11.43 323
## 386 10 4 11.43 179
## 387 10 4 11.43 149
## 388 10 4 11.43 149
## 389 10 4 11.43 149
## 390 10 4 11.43 120
## 391 10 4 11.43 120
## 392 10 4 11.43 120
## 393 10 4 11.43 323
## 394 10 4 11.43 249
## 395 10 4 11.43 162
## 396 10 4 11.43 162
## 397 10 4 11.43 296
## 398 10 4 11.43 120
## 399 10 4 11.43 101
## 400 10 4 11.43 113
## 401 10 4 11.43 113
## 402 10 4 11.43 113
## 403 10 4 11.43 113
## 404 10 4 11.43 161
## 405 10 4 11.43 102
## 406 6 2 10.00 1062
## 407 6 2 10.00 1062
## 408 6 2 10.00 1010
## 409 6 2 10.00 616
## 410 6 1 9.76 499
## 411 6 1 9.76 499
## 412 6 1 9.76 499
## 413 6 1 9.76 499
## 414 6 1 9.76 499
## 415 6 1 9.76 499
## 416 6 1 9.76 499
## 417 6 1 9.76 499
## 418 6 1 9.76 420
## 419 6 1 9.76 420
## 420 6 1 9.76 420
## 421 6 1 9.76 420
## 422 6 1 9.76 420
## 423 6 1 9.76 420
## 424 6 1 9.76 420
## 425 6 1 9.76 420
## 426 6 1 8.90 1767
## 427 6 1 8.90 1767
## 428 6 1 8.90 200
## 429 6 1 8.90 200
## 430 6 1 8.90 200
## 431 6 1 8.90 200
## 432 6 1 8.90 200
## 433 6 1 8.90 109
## 434 6 1 8.90 109
## 435 6 1 8.90 109
## 436 6 1 8.90 109
## 437 6 1 8.90 109
## 438 6 1 8.90 109
## 439 6 1 8.90 69
## 440 10 4 4.71 344
## 441 10 4 4.71 249
## 442 10 4 4.71 249
## 443 10 4 4.71 243
## 444 10 4 4.71 243
## 445 10 4 4.71 243
## 446 10 4 4.71 243
## 447 10 4 4.71 300
## 448 10 4 4.71 249
## 449 10 4 4.71 132
## 450 10 4 4.71 132
## 451 10 4 4.71 132
## 452 10 4 4.71 190
## 453 10 4 4.71 170
## 454 10 4 4.71 169
## 455 10 4 4.71 170
## 456 10 4 4.71 170
## 457 10 4 4.71 191
## 458 10 4 4.71 59View(airdata)#To create a scatterplot matrix for visualization of how the given fcators are related
library(car)## Warning: package 'car' was built under R version 3.4.3scatterplotMatrix(formula=~FlightDuration+SeatsEconomy+SeatsPremium+PitchEconomy+PitchPremium+WidthEconomy+WidthPremium+PriceEconomy+PricePremium+PriceRelative+SeatsTotal+PercentPremiumSeats+PitchDifference+WidthDifference, data=airdata, diagonal="histogram")## Warning in smoother(x, y, col = col[2], log.x = FALSE, log.y = FALSE,
## spread = spread, : could not fit negative part of the spread## Warning in smoother(x, y, col = col[2], log.x = FALSE, log.y = FALSE,
## spread = spread, : could not fit smooth
## Warning in smoother(x, y, col = col[2], log.x = FALSE, log.y = FALSE,
## spread = spread, : could not fit smooth## Warning in smoother(x, y, col = col[2], log.x = FALSE, log.y = FALSE,
## spread = spread, : could not fit negative part of the spread## Warning in smoother(x, y, col = col[2], log.x = FALSE, log.y = FALSE,
## spread = spread, : could not fit positive part of the spread
#to find the correlation between all the factors in order to see the degree of asssociation between them
cor(airdata[,c(3,6:18)])## FlightDuration SeatsEconomy SeatsPremium PitchEconomy
## FlightDuration 1.00000000 0.195621187 0.161236400 0.29377174
## SeatsEconomy 0.19562119 1.000000000 0.625056587 0.14412692
## SeatsPremium 0.16123640 0.625056587 1.000000000 -0.03421296
## PitchEconomy 0.29377174 0.144126924 -0.034212963 1.00000000
## PitchPremium 0.09621471 0.119221250 0.004883123 -0.55060624
## WidthEconomy 0.45647720 0.373670252 0.455782883 0.29448586
## WidthPremium 0.10343747 0.102431959 -0.002717527 -0.53929285
## PriceEconomy 0.56664039 0.128167220 0.113642176 0.36866123
## PricePremium 0.64873981 0.177000928 0.217612376 0.22614179
## PriceRelative 0.12107501 0.003956939 -0.097196009 -0.42302204
## SeatsTotal 0.20023299 0.992607966 0.715171053 0.12373524
## PitchDifference -0.03749288 0.035318044 0.016365566 -0.78254993
## WidthDifference -0.11856070 -0.080670148 -0.216168666 -0.63557430
## PercentPremiumSeats 0.06051625 -0.330935223 0.485029771 -0.10280880
## PitchPremium WidthEconomy WidthPremium PriceEconomy
## FlightDuration 0.096214708 0.45647720 0.103437469 0.56664039
## SeatsEconomy 0.119221250 0.37367025 0.102431959 0.12816722
## SeatsPremium 0.004883123 0.45578288 -0.002717527 0.11364218
## PitchEconomy -0.550606241 0.29448586 -0.539292852 0.36866123
## PitchPremium 1.000000000 -0.02374087 0.750259029 0.05038455
## WidthEconomy -0.023740873 1.00000000 0.081918728 0.06799061
## WidthPremium 0.750259029 0.08191873 1.000000000 -0.05704522
## PriceEconomy 0.050384550 0.06799061 -0.057045224 1.00000000
## PricePremium 0.088539147 0.15054837 0.064020043 0.90138870
## PriceRelative 0.417539056 -0.04396116 0.504247591 -0.28856711
## SeatsTotal 0.107512784 0.40545860 0.091297500 0.13243313
## PitchDifference 0.950591466 -0.12722421 0.760121272 -0.09952511
## WidthDifference 0.703281797 -0.39320512 0.884149655 -0.08449975
## PercentPremiumSeats -0.175487414 0.22714172 -0.183312058 0.06532232
## PricePremium PriceRelative SeatsTotal PitchDifference
## FlightDuration 0.64873981 0.121075014 0.20023299 -0.03749288
## SeatsEconomy 0.17700093 0.003956939 0.99260797 0.03531804
## SeatsPremium 0.21761238 -0.097196009 0.71517105 0.01636557
## PitchEconomy 0.22614179 -0.423022038 0.12373524 -0.78254993
## PitchPremium 0.08853915 0.417539056 0.10751278 0.95059147
## WidthEconomy 0.15054837 -0.043961160 0.40545860 -0.12722421
## WidthPremium 0.06402004 0.504247591 0.09129750 0.76012127
## PriceEconomy 0.90138870 -0.288567110 0.13243313 -0.09952511
## PricePremium 1.00000000 0.031846537 0.19232533 -0.01806629
## PriceRelative 0.03184654 1.000000000 -0.01156894 0.46873025
## SeatsTotal 0.19232533 -0.011568942 1.00000000 0.03416915
## PitchDifference -0.01806629 0.468730249 0.03416915 1.00000000
## WidthDifference -0.01151218 0.485802437 -0.10584398 0.76089108
## PercentPremiumSeats 0.11639097 -0.161565556 -0.22091465 -0.09264869
## WidthDifference PercentPremiumSeats
## FlightDuration -0.11856070 0.06051625
## SeatsEconomy -0.08067015 -0.33093522
## SeatsPremium -0.21616867 0.48502977
## PitchEconomy -0.63557430 -0.10280880
## PitchPremium 0.70328180 -0.17548741
## WidthEconomy -0.39320512 0.22714172
## WidthPremium 0.88414965 -0.18331206
## PriceEconomy -0.08449975 0.06532232
## PricePremium -0.01151218 0.11639097
## PriceRelative 0.48580244 -0.16156556
## SeatsTotal -0.10584398 -0.22091465
## PitchDifference 0.76089108 -0.09264869
## WidthDifference 1.00000000 -0.27559416
## PercentPremiumSeats -0.27559416 1.00000000#to create a corrplot to have a better visualization of the correlation betwwen all the factors
library(corrplot)## Warning: package 'corrplot' was built under R version 3.4.3## corrplot 0.84 loadedcorrplot(corr=cor(airdata[,c(3,6:18)]),method="ellipse")
model<-PriceRelative ~ WidthDifference + PitchDifference
fit<-lm(model,data=airdata)
summary(fit)##
## Call:
## lm(formula = model, data = airdata)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.84163 -0.28484 -0.07241 0.17698 1.18778
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.10514 0.08304 -1.266 0.206077
## WidthDifference 0.11621 0.02356 4.933 1.14e-06 ***
## PitchDifference 0.06019 0.01590 3.785 0.000174 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3886 on 455 degrees of freedom
## Multiple R-squared: 0.2593, Adjusted R-squared: 0.2561
## F-statistic: 79.65 on 2 and 455 DF, p-value: < 2.2e-16coefficients(fit)## (Intercept) WidthDifference PitchDifference
## -0.10514235 0.11621441 0.06019158From the summary obtained, it is clear that there is positive correlation between PitchRelative, WidthDifference and PitchDifference. The model with PriceRelative as the dependent variable and PitchDifference and WitdhDifference as the independent variables is fit. The coefficients obtained are 0.1162(associated with the WidthDifferece and 0.0602(associated with PitchDifference). The Adjusted R-square 0.2561 and since the p-value obtained = 2.2e-16 which gives us sufficient evidence to reject the null hypothesis i.e the beta coeficients are not significanlty different from zero. From the above results, we can conclude that the beta coefficients are significantly diffrence from zero. Therefore the mode to the above dataset the difference in price between an economy ticket and a premium-economy airline ticket are affected by WidthDifference and PitcDifference. The fitted model is :PriceRelative = -0.1051 + 0.1162 * WidthDifferebnce + 0.0602 * PitchDifference