Dữ liệu nghiên cứu bao gồm 1338 quan sát với 7 biến bao gồm 4 biến
định lượng và 3 biến định tính.
Giải thích các biến:
age: số tuổi của các bệnh nhân
sex: giới tính (F: nữ ; M: nam)
bmi: chỉ số khối của cơ thể, cho biết tỷ lệ cân nặng với chiều cao ở
người để đánh giá được trình trạng cơ thể: gầy, cân đối, béo phì của một
người. bmi được tính bằng cân nặng / chiều cao^2 (kg/m^2), tỷ lệ bmi lý
tưởng là từ 18,5 đến 24,9
children: Số trẻ em tham gia bảo hiểm y tế / số người phụ
thuộc.
smoker: tình trạng sử dụng thuốc lá của các bệnh nhân (Y: có ; N:
không)
region: khu vực cư trú tại MỸ của các bệnh nhân (Northeast: Đông
Bắc, Southeast: Đông Nam, Southwest: Tây Bắc, Northwest: Tây Nam)
charges: chi phí y tế cá nhân do bảo hiểm thanh toán (đơn vị:
USD)
setwd("C:/PTDLDT")
library(xlsx)
library(readxl)
d <-read.xlsx("DULIEU.xlsx",1)
d
## age sex bmi children smoker region charges
## 1 19 F 27.900 0 Y southwest 16884.924
## 2 18 M 33.770 1 N southeast 1725.552
## 3 28 M 33.000 3 N southeast 4449.462
## 4 33 M 22.705 0 N northwest 21984.471
## 5 32 M 28.880 0 N northwest 3866.855
## 6 31 F 25.740 0 N southeast 3756.622
## 7 46 F 33.440 1 N southeast 8240.590
## 8 37 F 27.740 3 N northwest 7281.506
## 9 37 M 29.830 2 N northeast 6406.411
## 10 60 F 25.840 0 N northwest 28923.137
## 11 25 M 26.220 0 N northeast 2721.321
## 12 62 F 26.290 0 Y southeast 27808.725
## 13 23 M 34.400 0 N southwest 1826.843
## 14 56 F 39.820 0 N southeast 11090.718
## 15 27 M 42.130 0 Y southeast 39611.758
## 16 19 M 24.600 1 N southwest 1837.237
## 17 52 F 30.780 1 N northeast 10797.336
## 18 23 M 23.845 0 N northeast 2395.172
## 19 56 M 40.300 0 N southwest 10602.385
## 20 30 M 35.300 0 Y southwest 36837.467
## 21 60 F 36.005 0 N northeast 13228.847
## 22 30 F 32.400 1 N southwest 4149.736
## 23 18 M 34.100 0 N southeast 1137.011
## 24 34 F 31.920 1 Y northeast 37701.877
## 25 37 M 28.025 2 N northwest 6203.902
## 26 59 F 27.720 3 N southeast 14001.134
## 27 63 F 23.085 0 N northeast 14451.835
## 28 55 F 32.775 2 N northwest 12268.632
## 29 23 M 17.385 1 N northwest 2775.192
## 30 31 M 36.300 2 Y southwest 38711.000
## 31 22 M 35.600 0 Y southwest 35585.576
## 32 18 F 26.315 0 N northeast 2198.190
## 33 19 F 28.600 5 N southwest 4687.797
## 34 63 M 28.310 0 N northwest 13770.098
## 35 28 M 36.400 1 Y southwest 51194.559
## 36 19 M 20.425 0 N northwest 1625.434
## 37 62 F 32.965 3 N northwest 15612.193
## 38 26 M 20.800 0 N southwest 2302.300
## 39 35 M 36.670 1 Y northeast 39774.276
## 40 60 M 39.900 0 Y southwest 48173.361
## 41 24 F 26.600 0 N northeast 3046.062
## 42 31 F 36.630 2 N southeast 4949.759
## 43 41 M 21.780 1 N southeast 6272.477
## 44 37 F 30.800 2 N southeast 6313.759
## 45 38 M 37.050 1 N northeast 6079.672
## 46 55 M 37.300 0 N southwest 20630.284
## 47 18 F 38.665 2 N northeast 3393.356
## 48 28 F 34.770 0 N northwest 3556.922
## 49 60 F 24.530 0 N southeast 12629.897
## 50 36 M 35.200 1 Y southeast 38709.176
## 51 18 F 35.625 0 N northeast 2211.131
## 52 21 F 33.630 2 N northwest 3579.829
## 53 48 M 28.000 1 Y southwest 23568.272
## 54 36 M 34.430 0 Y southeast 37742.576
## 55 40 F 28.690 3 N northwest 8059.679
## 56 58 M 36.955 2 Y northwest 47496.494
## 57 58 F 31.825 2 N northeast 13607.369
## 58 18 M 31.680 2 Y southeast 34303.167
## 59 53 F 22.880 1 Y southeast 23244.790
## 60 34 F 37.335 2 N northwest 5989.524
## 61 43 M 27.360 3 N northeast 8606.217
## 62 25 M 33.660 4 N southeast 4504.662
## 63 64 M 24.700 1 N northwest 30166.618
## 64 28 F 25.935 1 N northwest 4133.642
## 65 20 F 22.420 0 Y northwest 14711.744
## 66 19 F 28.900 0 N southwest 1743.214
## 67 61 F 39.100 2 N southwest 14235.072
## 68 40 M 26.315 1 N northwest 6389.378
## 69 40 F 36.190 0 N southeast 5920.104
## 70 28 M 23.980 3 Y southeast 17663.144
## 71 27 F 24.750 0 Y southeast 16577.780
## 72 31 M 28.500 5 N northeast 6799.458
## 73 53 F 28.100 3 N southwest 11741.726
## 74 58 M 32.010 1 N southeast 11946.626
## 75 44 M 27.400 2 N southwest 7726.854
## 76 57 M 34.010 0 N northwest 11356.661
## 77 29 F 29.590 1 N southeast 3947.413
## 78 21 M 35.530 0 N southeast 1532.470
## 79 22 F 39.805 0 N northeast 2755.021
## 80 41 F 32.965 0 N northwest 6571.024
## 81 31 M 26.885 1 N northeast 4441.213
## 82 45 F 38.285 0 N northeast 7935.291
## 83 22 M 37.620 1 Y southeast 37165.164
## 84 48 F 41.230 4 N northwest 11033.662
## 85 37 F 34.800 2 Y southwest 39836.519
## 86 45 M 22.895 2 Y northwest 21098.554
## 87 57 F 31.160 0 Y northwest 43578.939
## 88 56 F 27.200 0 N southwest 11073.176
## 89 46 F 27.740 0 N northwest 8026.667
## 90 55 F 26.980 0 N northwest 11082.577
## 91 21 F 39.490 0 N southeast 2026.974
## 92 53 F 24.795 1 N northwest 10942.132
## 93 59 M 29.830 3 Y northeast 30184.937
## 94 35 M 34.770 2 N northwest 5729.005
## 95 64 F 31.300 2 Y southwest 47291.055
## 96 28 F 37.620 1 N southeast 3766.884
## 97 54 F 30.800 3 N southwest 12105.320
## 98 55 M 38.280 0 N southeast 10226.284
## 99 56 M 19.950 0 Y northeast 22412.648
## 100 38 M 19.300 0 Y southwest 15820.699
## 101 41 F 31.600 0 N southwest 6186.127
## 102 30 M 25.460 0 N northeast 3645.089
## 103 18 F 30.115 0 N northeast 21344.847
## 104 61 F 29.920 3 Y southeast 30942.192
## 105 34 F 27.500 1 N southwest 5003.853
## 106 20 M 28.025 1 Y northwest 17560.380
## 107 19 F 28.400 1 N southwest 2331.519
## 108 26 M 30.875 2 N northwest 3877.304
## 109 29 M 27.940 0 N southeast 2867.120
## 110 63 M 35.090 0 Y southeast 47055.532
## 111 54 M 33.630 1 N northwest 10825.254
## 112 55 F 29.700 2 N southwest 11881.358
## 113 37 M 30.800 0 N southwest 4646.759
## 114 21 F 35.720 0 N northwest 2404.734
## 115 52 M 32.205 3 N northeast 11488.317
## 116 60 M 28.595 0 N northeast 30259.996
## 117 58 M 49.060 0 N southeast 11381.325
## 118 29 F 27.940 1 Y southeast 19107.780
## 119 49 F 27.170 0 N southeast 8601.329
## 120 37 F 23.370 2 N northwest 6686.431
## 121 44 M 37.100 2 N southwest 7740.337
## 122 18 M 23.750 0 N northeast 1705.624
## 123 20 F 28.975 0 N northwest 2257.475
## 124 44 M 31.350 1 Y northeast 39556.495
## 125 47 F 33.915 3 N northwest 10115.009
## 126 26 F 28.785 0 N northeast 3385.399
## 127 19 F 28.300 0 Y southwest 17081.080
## 128 52 F 37.400 0 N southwest 9634.538
## 129 32 F 17.765 2 Y northwest 32734.186
## 130 38 M 34.700 2 N southwest 6082.405
## 131 59 F 26.505 0 N northeast 12815.445
## 132 61 F 22.040 0 N northeast 13616.359
## 133 53 F 35.900 2 N southwest 11163.568
## 134 19 M 25.555 0 N northwest 1632.564
## 135 20 F 28.785 0 N northeast 2457.211
## 136 22 F 28.050 0 N southeast 2155.682
## 137 19 M 34.100 0 N southwest 1261.442
## 138 22 M 25.175 0 N northwest 2045.685
## 139 54 F 31.900 3 N southeast 27322.734
## 140 22 F 36.000 0 N southwest 2166.732
## 141 34 M 22.420 2 N northeast 27375.905
## 142 26 M 32.490 1 N northeast 3490.549
## 143 34 M 25.300 2 Y southeast 18972.495
## 144 29 M 29.735 2 N northwest 18157.876
## 145 30 M 28.690 3 Y northwest 20745.989
## 146 29 F 38.830 3 N southeast 5138.257
## 147 46 M 30.495 3 Y northwest 40720.551
## 148 51 F 37.730 1 N southeast 9877.608
## 149 53 F 37.430 1 N northwest 10959.695
## 150 19 M 28.400 1 N southwest 1842.519
## 151 35 M 24.130 1 N northwest 5125.216
## 152 48 M 29.700 0 N southeast 7789.635
## 153 32 F 37.145 3 N northeast 6334.344
## 154 42 F 23.370 0 Y northeast 19964.746
## 155 40 F 25.460 1 N northeast 7077.189
## 156 44 M 39.520 0 N northwest 6948.701
## 157 48 M 24.420 0 Y southeast 21223.676
## 158 18 M 25.175 0 Y northeast 15518.180
## 159 30 M 35.530 0 Y southeast 36950.257
## 160 50 F 27.830 3 N southeast 19749.383
## 161 42 F 26.600 0 Y northwest 21348.706
## 162 18 F 36.850 0 Y southeast 36149.484
## 163 54 M 39.600 1 N southwest 10450.552
## 164 32 F 29.800 2 N southwest 5152.134
## 165 37 M 29.640 0 N northwest 5028.147
## 166 47 M 28.215 4 N northeast 10407.086
## 167 20 F 37.000 5 N southwest 4830.630
## 168 32 F 33.155 3 N northwest 6128.797
## 169 19 F 31.825 1 N northwest 2719.280
## 170 27 M 18.905 3 N northeast 4827.905
## 171 63 M 41.470 0 N southeast 13405.390
## 172 49 M 30.300 0 N southwest 8116.680
## 173 18 M 15.960 0 N northeast 1694.796
## 174 35 F 34.800 1 N southwest 5246.047
## 175 24 F 33.345 0 N northwest 2855.438
## 176 63 F 37.700 0 Y southwest 48824.450
## 177 38 M 27.835 2 N northwest 6455.863
## 178 54 M 29.200 1 N southwest 10436.096
## 179 46 F 28.900 2 N southwest 8823.279
## 180 41 F 33.155 3 N northeast 8538.288
## 181 58 M 28.595 0 N northwest 11735.879
## 182 18 F 38.280 0 N southeast 1631.821
## 183 22 M 19.950 3 N northeast 4005.423
## 184 44 F 26.410 0 N northwest 7419.478
## 185 44 M 30.690 2 N southeast 7731.427
## 186 36 M 41.895 3 Y northeast 43753.337
## 187 26 F 29.920 2 N southeast 3981.977
## 188 30 F 30.900 3 N southwest 5325.651
## 189 41 F 32.200 1 N southwest 6775.961
## 190 29 F 32.110 2 N northwest 4922.916
## 191 61 M 31.570 0 N southeast 12557.605
## 192 36 F 26.200 0 N southwest 4883.866
## 193 25 M 25.740 0 N southeast 2137.654
## 194 56 F 26.600 1 N northwest 12044.342
## 195 18 M 34.430 0 N southeast 1137.470
## 196 19 M 30.590 0 N northwest 1639.563
## 197 39 F 32.800 0 N southwest 5649.715
## 198 45 F 28.600 2 N southeast 8516.829
## 199 51 F 18.050 0 N northwest 9644.253
## 200 64 F 39.330 0 N northeast 14901.517
## 201 19 F 32.110 0 N northwest 2130.676
## 202 48 F 32.230 1 N southeast 8871.152
## 203 60 F 24.035 0 N northwest 13012.209
## 204 27 F 36.080 0 Y southeast 37133.898
## 205 46 M 22.300 0 N southwest 7147.105
## 206 28 F 28.880 1 N northeast 4337.735
## 207 59 M 26.400 0 N southeast 11743.299
## 208 35 M 27.740 2 Y northeast 20984.094
## 209 63 F 31.800 0 N southwest 13880.949
## 210 40 M 41.230 1 N northeast 6610.110
## 211 20 M 33.000 1 N southwest 1980.070
## 212 40 M 30.875 4 N northwest 8162.716
## 213 24 M 28.500 2 N northwest 3537.703
## 214 34 F 26.730 1 N southeast 5002.783
## 215 45 F 30.900 2 N southwest 8520.026
## 216 41 F 37.100 2 N southwest 7371.772
## 217 53 F 26.600 0 N northwest 10355.641
## 218 27 M 23.100 0 N southeast 2483.736
## 219 26 F 29.920 1 N southeast 3392.977
## 220 24 F 23.210 0 N southeast 25081.768
## 221 34 F 33.700 1 N southwest 5012.471
## 222 53 F 33.250 0 N northeast 10564.885
## 223 32 M 30.800 3 N southwest 5253.524
## 224 19 M 34.800 0 Y southwest 34779.615
## 225 42 M 24.640 0 Y southeast 19515.542
## 226 55 M 33.880 3 N southeast 11987.168
## 227 28 M 38.060 0 N southeast 2689.495
## 228 58 F 41.910 0 N southeast 24227.337
## 229 41 F 31.635 1 N northeast 7358.176
## 230 47 M 25.460 2 N northeast 9225.256
## 231 42 F 36.195 1 N northwest 7443.643
## 232 59 F 27.830 3 N southeast 14001.287
## 233 19 F 17.800 0 N southwest 1727.785
## 234 59 M 27.500 1 N southwest 12333.828
## 235 39 M 24.510 2 N northwest 6710.192
## 236 40 F 22.220 2 Y southeast 19444.266
## 237 18 F 26.730 0 N southeast 1615.767
## 238 31 M 38.390 2 N southeast 4463.205
## 239 19 M 29.070 0 Y northwest 17352.680
## 240 44 M 38.060 1 N southeast 7152.671
## 241 23 F 36.670 2 Y northeast 38511.628
## 242 33 F 22.135 1 N northeast 5354.075
## 243 55 F 26.800 1 N southwest 35160.135
## 244 40 M 35.300 3 N southwest 7196.867
## 245 63 F 27.740 0 Y northeast 29523.166
## 246 54 M 30.020 0 N northwest 24476.479
## 247 60 F 38.060 0 N southeast 12648.703
## 248 24 M 35.860 0 N southeast 1986.933
## 249 19 M 20.900 1 N southwest 1832.094
## 250 29 M 28.975 1 N northeast 4040.558
## 251 18 M 17.290 2 Y northeast 12829.455
## 252 63 F 32.200 2 Y southwest 47305.305
## 253 54 M 34.210 2 Y southeast 44260.750
## 254 27 M 30.300 3 N southwest 4260.744
## 255 50 M 31.825 0 Y northeast 41097.162
## 256 55 F 25.365 3 N northeast 13047.332
## 257 56 M 33.630 0 Y northwest 43921.184
## 258 38 F 40.150 0 N southeast 5400.980
## 259 51 M 24.415 4 N northwest 11520.100
## 260 19 M 31.920 0 Y northwest 33750.292
## 261 58 F 25.200 0 N southwest 11837.160
## 262 20 F 26.840 1 Y southeast 17085.268
## 263 52 M 24.320 3 Y northeast 24869.837
## 264 19 M 36.955 0 Y northwest 36219.405
## 265 53 F 38.060 3 N southeast 20462.998
## 266 46 M 42.350 3 Y southeast 46151.124
## 267 40 M 19.800 1 Y southeast 17179.522
## 268 59 F 32.395 3 N northeast 14590.632
## 269 45 M 30.200 1 N southwest 7441.053
## 270 49 M 25.840 1 N northeast 9282.481
## 271 18 M 29.370 1 N southeast 1719.436
## 272 50 M 34.200 2 Y southwest 42856.838
## 273 41 M 37.050 2 N northwest 7265.703
## 274 50 M 27.455 1 N northeast 9617.662
## 275 25 M 27.550 0 N northwest 2523.169
## 276 47 F 26.600 2 N northeast 9715.841
## 277 19 M 20.615 2 N northwest 2803.698
## 278 22 F 24.300 0 N southwest 2150.469
## 279 59 M 31.790 2 N southeast 12928.791
## 280 51 F 21.560 1 N southeast 9855.131
## 281 40 F 28.120 1 Y northeast 22331.567
## 282 54 M 40.565 3 Y northeast 48549.178
## 283 30 M 27.645 1 N northeast 4237.127
## 284 55 F 32.395 1 N northeast 11879.104
## 285 52 F 31.200 0 N southwest 9625.920
## 286 46 M 26.620 1 N southeast 7742.110
## 287 46 F 48.070 2 N northeast 9432.925
## 288 63 F 26.220 0 N northwest 14256.193
## 289 59 F 36.765 1 Y northeast 47896.791
## 290 52 M 26.400 3 N southeast 25992.821
## 291 28 F 33.400 0 N southwest 3172.018
## 292 29 M 29.640 1 N northeast 20277.808
## 293 25 M 45.540 2 Y southeast 42112.236
## 294 22 F 28.820 0 N southeast 2156.752
## 295 25 M 26.800 3 N southwest 3906.127
## 296 18 M 22.990 0 N northeast 1704.568
## 297 19 M 27.700 0 Y southwest 16297.846
## 298 47 M 25.410 1 Y southeast 21978.677
## 299 31 M 34.390 3 Y northwest 38746.355
## 300 48 F 28.880 1 N northwest 9249.495
## 301 36 M 27.550 3 N northeast 6746.743
## 302 53 F 22.610 3 Y northeast 24873.385
## 303 56 F 37.510 2 N southeast 12265.507
## 304 28 F 33.000 2 N southeast 4349.462
## 305 57 F 38.000 2 N southwest 12646.207
## 306 29 M 33.345 2 N northwest 19442.354
## 307 28 F 27.500 2 N southwest 20177.671
## 308 30 F 33.330 1 N southeast 4151.029
## 309 58 M 34.865 0 N northeast 11944.594
## 310 41 F 33.060 2 N northwest 7749.156
## 311 50 M 26.600 0 N southwest 8444.474
## 312 19 F 24.700 0 N southwest 1737.376
## 313 43 M 35.970 3 Y southeast 42124.515
## 314 49 M 35.860 0 N southeast 8124.408
## 315 27 F 31.400 0 Y southwest 34838.873
## 316 52 M 33.250 0 N northeast 9722.770
## 317 50 M 32.205 0 N northwest 8835.265
## 318 54 M 32.775 0 N northeast 10435.065
## 319 44 F 27.645 0 N northwest 7421.195
## 320 32 M 37.335 1 N northeast 4667.608
## 321 34 M 25.270 1 N northwest 4894.753
## 322 26 F 29.640 4 N northeast 24671.663
## 323 34 M 30.800 0 Y southwest 35491.640
## 324 57 M 40.945 0 N northeast 11566.301
## 325 29 M 27.200 0 N southwest 2866.091
## 326 40 M 34.105 1 N northeast 6600.206
## 327 27 F 23.210 1 N southeast 3561.889
## 328 45 M 36.480 2 Y northwest 42760.502
## 329 64 F 33.800 1 Y southwest 47928.030
## 330 52 M 36.700 0 N southwest 9144.565
## 331 61 F 36.385 1 Y northeast 48517.563
## 332 52 M 27.360 0 Y northwest 24393.622
## 333 61 F 31.160 0 N northwest 13429.035
## 334 56 F 28.785 0 N northeast 11658.379
## 335 43 F 35.720 2 N northeast 19144.577
## 336 64 M 34.500 0 N southwest 13822.803
## 337 60 M 25.740 0 N southeast 12142.579
## 338 62 M 27.550 1 N northwest 13937.666
## 339 50 M 32.300 1 Y northeast 41919.097
## 340 46 F 27.720 1 N southeast 8232.639
## 341 24 F 27.600 0 N southwest 18955.220
## 342 62 M 30.020 0 N northwest 13352.100
## 343 60 F 27.550 0 N northeast 13217.094
## 344 63 M 36.765 0 N northeast 13981.850
## 345 49 F 41.470 4 N southeast 10977.206
## 346 34 F 29.260 3 N southeast 6184.299
## 347 33 M 35.750 2 N southeast 4889.999
## 348 46 M 33.345 1 N northeast 8334.458
## 349 36 F 29.920 1 N southeast 5478.037
## 350 19 M 27.835 0 N northwest 1635.734
## 351 57 F 23.180 0 N northwest 11830.607
## 352 50 F 25.600 0 N southwest 8932.084
## 353 30 F 27.700 0 N southwest 3554.203
## 354 33 M 35.245 0 N northeast 12404.879
## 355 18 F 38.280 0 N southeast 14133.038
## 356 46 M 27.600 0 N southwest 24603.048
## 357 46 M 43.890 3 N southeast 8944.115
## 358 47 M 29.830 3 N northwest 9620.331
## 359 23 M 41.910 0 N southeast 1837.282
## 360 18 F 20.790 0 N southeast 1607.510
## 361 48 F 32.300 2 N northeast 10043.249
## 362 35 M 30.500 1 N southwest 4751.070
## 363 19 F 21.700 0 Y southwest 13844.506
## 364 21 F 26.400 1 N southwest 2597.779
## 365 21 F 21.890 2 N southeast 3180.510
## 366 49 F 30.780 1 N northeast 9778.347
## 367 56 F 32.300 3 N northeast 13430.265
## 368 42 F 24.985 2 N northwest 8017.061
## 369 44 M 32.015 2 N northwest 8116.269
## 370 18 M 30.400 3 N northeast 3481.868
## 371 61 F 21.090 0 N northwest 13415.038
## 372 57 F 22.230 0 N northeast 12029.287
## 373 42 F 33.155 1 N northeast 7639.417
## 374 26 M 32.900 2 Y southwest 36085.219
## 375 20 M 33.330 0 N southeast 1391.529
## 376 23 F 28.310 0 Y northwest 18033.968
## 377 39 F 24.890 3 Y northeast 21659.930
## 378 24 M 40.150 0 Y southeast 38126.247
## 379 64 F 30.115 3 N northwest 16455.708
## 380 62 M 31.460 1 N southeast 27000.985
## 381 27 F 17.955 2 Y northeast 15006.579
## 382 55 M 30.685 0 Y northeast 42303.692
## 383 55 M 33.000 0 N southeast 20781.489
## 384 35 F 43.340 2 N southeast 5846.918
## 385 44 M 22.135 2 N northeast 8302.536
## 386 19 M 34.400 0 N southwest 1261.859
## 387 58 F 39.050 0 N southeast 11856.412
## 388 50 M 25.365 2 N northwest 30284.643
## 389 26 F 22.610 0 N northwest 3176.816
## 390 24 F 30.210 3 N northwest 4618.080
## 391 48 M 35.625 4 N northeast 10736.871
## 392 19 F 37.430 0 N northwest 2138.071
## 393 48 M 31.445 1 N northeast 8964.061
## 394 49 M 31.350 1 N northeast 9290.139
## 395 46 F 32.300 2 N northeast 9411.005
## 396 46 M 19.855 0 N northwest 7526.706
## 397 43 F 34.400 3 N southwest 8522.003
## 398 21 M 31.020 0 N southeast 16586.498
## 399 64 M 25.600 2 N southwest 14988.432
## 400 18 F 38.170 0 N southeast 1631.668
## 401 51 F 20.600 0 N southwest 9264.797
## 402 47 M 47.520 1 N southeast 8083.920
## 403 64 F 32.965 0 N northwest 14692.669
## 404 49 M 32.300 3 N northwest 10269.460
## 405 31 M 20.400 0 N southwest 3260.199
## 406 52 F 38.380 2 N northeast 11396.900
## 407 33 F 24.310 0 N southeast 4185.098
## 408 47 F 23.600 1 N southwest 8539.671
## 409 38 M 21.120 3 N southeast 6652.529
## 410 32 M 30.030 1 N southeast 4074.454
## 411 19 M 17.480 0 N northwest 1621.340
## 412 44 F 20.235 1 Y northeast 19594.810
## 413 26 F 17.195 2 Y northeast 14455.644
## 414 25 M 23.900 5 N southwest 5080.096
## 415 19 F 35.150 0 N northwest 2134.901
## 416 43 F 35.640 1 N southeast 7345.727
## 417 52 M 34.100 0 N southeast 9140.951
## 418 36 F 22.600 2 Y southwest 18608.262
## 419 64 M 39.160 1 N southeast 14418.280
## 420 63 F 26.980 0 Y northwest 28950.469
## 421 64 M 33.880 0 Y southeast 46889.261
## 422 61 M 35.860 0 Y southeast 46599.108
## 423 40 M 32.775 1 Y northeast 39125.332
## 424 25 M 30.590 0 N northeast 2727.395
## 425 48 M 30.200 2 N southwest 8968.330
## 426 45 M 24.310 5 N southeast 9788.866
## 427 38 F 27.265 1 N northeast 6555.070
## 428 18 F 29.165 0 N northeast 7323.735
## 429 21 F 16.815 1 N northeast 3167.456
## 430 27 F 30.400 3 N northwest 18804.752
## 431 19 M 33.100 0 N southwest 23082.955
## 432 29 F 20.235 2 N northwest 4906.410
## 433 42 M 26.900 0 N southwest 5969.723
## 434 60 F 30.500 0 N southwest 12638.195
## 435 31 M 28.595 1 N northwest 4243.590
## 436 60 M 33.110 3 N southeast 13919.823
## 437 22 M 31.730 0 N northeast 2254.797
## 438 35 M 28.900 3 N southwest 5926.846
## 439 52 F 46.750 5 N southeast 12592.534
## 440 26 M 29.450 0 N northeast 2897.323
## 441 31 F 32.680 1 N northwest 4738.268
## 442 33 F 33.500 0 Y southwest 37079.372
## 443 18 M 43.010 0 N southeast 1149.396
## 444 59 F 36.520 1 N southeast 28287.898
## 445 56 M 26.695 1 Y northwest 26109.329
## 446 45 F 33.100 0 N southwest 7345.084
## 447 60 M 29.640 0 N northeast 12731.000
## 448 56 F 25.650 0 N northwest 11454.022
## 449 40 F 29.600 0 N southwest 5910.944
## 450 35 M 38.600 1 N southwest 4762.329
## 451 39 M 29.600 4 N southwest 7512.267
## 452 30 M 24.130 1 N northwest 4032.241
## 453 24 M 23.400 0 N southwest 1969.614
## 454 20 M 29.735 0 N northwest 1769.532
## 455 32 M 46.530 2 N southeast 4686.389
## 456 59 M 37.400 0 N southwest 21797.000
## 457 55 F 30.140 2 N southeast 11881.970
## 458 57 F 30.495 0 N northwest 11840.775
## 459 56 M 39.600 0 N southwest 10601.412
## 460 40 F 33.000 3 N southeast 7682.670
## 461 49 F 36.630 3 N southeast 10381.479
## 462 42 M 30.000 0 Y southwest 22144.032
## 463 62 F 38.095 2 N northeast 15230.324
## 464 56 M 25.935 0 N northeast 11165.418
## 465 19 M 25.175 0 N northwest 1632.036
## 466 30 F 28.380 1 Y southeast 19521.968
## 467 60 F 28.700 1 N southwest 13224.693
## 468 56 F 33.820 2 N northwest 12643.378
## 469 28 F 24.320 1 N northeast 23288.928
## 470 18 F 24.090 1 N southeast 2201.097
## 471 27 M 32.670 0 N southeast 2497.038
## 472 18 F 30.115 0 N northeast 2203.472
## 473 19 F 29.800 0 N southwest 1744.465
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