Bài tập KTL
Phạm Trần Phúc Ân
2023-09-25
1 Dữ liệu về chi tiêu của thẻ tín dụng
2 Miêu tả dữ liệu
Dữ liệu về lịch sử tín dụng của một mẫu người đăng ký một loại thẻ tín dụng.
3 Định dạng
Khung dữ liệu chứa 1319 quan sát trên 12 biến.
Card Factor Đơn xin cấp thẻ tín dụng có được chấp nhận không?
Report: Số lượng báo cáo khiếu nại
Age: Tuổi
Income: Thu nhập hàng năm (tính bằng USD 10.000).
Expenditure Average monthly: Tỷ lệ chi tiêu thẻ tín dụng hàng tháng trên thu nhập hàng năm.
Expenditure: Chi tiêu thẻ tín dụng trung bình hàng tháng.
owner Factor: Yếu tố chủ sở hữu Cá nhân có sở hữu nhà của họ không?
selfemp Factor: Yếu tố tự chủ. Cá nhân có tự kinh doanh không?
Dependents Số lượng người phụ thuộc
Months: Số tháng sống ở địa chỉ hiện tại.
Majorcards: Số lượng thẻ tín dụng chính được nắm giữ.
active Số lượng tài khoản tín dụng đang hoạt động.
4 Hồi quy tuyến tính
library(AER)## Warning: package 'AER' was built under R version 4.2.3## Loading required package: car## Warning: package 'car' was built under R version 4.2.3## Loading required package: carData## Warning: package 'carData' was built under R version 4.2.3## Loading required package: lmtest## Warning: package 'lmtest' was built under R version 4.2.3## Loading required package: zoo## Warning: package 'zoo' was built under R version 4.2.3##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: sandwich## Warning: package 'sandwich' was built under R version 4.2.3## Loading required package: survivaldata("CreditCard")
a <- CreditCard
show(a)## card reports age income share expenditure owner selfemp
## 1 yes 0 37.6666700 4.5200 0.0332699100 124.9833000 yes no
## 2 yes 0 33.2500000 2.4200 0.0052169420 9.8541670 no no
## 3 yes 0 33.6666700 4.5000 0.0041555560 15.0000000 yes no
## 4 yes 0 30.5000000 2.5400 0.0652137800 137.8692000 no no
## 5 yes 0 32.1666700 9.7867 0.0670505900 546.5033000 yes no
## 6 yes 0 23.2500000 2.5000 0.0444384000 91.9966700 no no
## 7 yes 0 27.9166700 3.9600 0.0125757600 40.8333300 no no
## 8 yes 0 29.1666700 2.3700 0.0764337600 150.7900000 yes no
## 9 yes 0 37.0000000 3.8000 0.2456279000 777.8217000 yes no
## 10 yes 0 28.4166700 3.2000 0.0197800000 52.5800000 no no
## 11 yes 0 30.5000000 3.9500 0.0780245600 256.6642000 yes no
## 12 no 0 42.0000000 1.9800 0.0006060606 0.0000000 yes no
## 13 no 0 30.0000000 1.7300 0.0006936416 0.0000000 yes no
## 14 yes 0 28.8333300 2.4500 0.0387955100 78.8741700 yes no
## 15 yes 0 35.3333300 1.9080 0.0269067100 42.6150000 yes no
## 16 yes 0 41.1666700 3.2000 0.1258194000 335.4350000 yes no
## 17 yes 0 40.0833300 4.0000 0.0748157500 248.7192000 yes no
## 18 no 7 29.5000000 3.0000 0.0004000000 0.0000000 yes no
## 19 yes 0 39.5000000 9.9999 0.0657948600 548.0350000 yes yes
## 20 no 3 45.7500000 3.4000 0.0003529412 0.0000000 no no
## 21 yes 0 35.2500000 2.3500 0.0223859600 43.3391700 yes no
## 22 no 1 25.1666700 1.8750 0.0006400000 0.0000000 no no
## 23 yes 0 34.2500000 2.0000 0.1311120000 218.5200000 yes no
## 24 yes 1 35.7500000 4.0000 0.0511922500 170.6408000 no no
## 25 yes 0 42.6666700 5.1400 0.0089494170 37.5833300 yes no
## 26 yes 0 30.2500000 4.5060 0.1337421000 502.2017000 no no
## 27 no 0 21.6666700 3.8400 0.0003125000 0.0000000 no yes
## 28 yes 0 22.2500000 1.5000 0.0586080000 73.1766700 no no
## 29 no 0 34.2500000 2.5000 0.0004800000 0.0000000 yes no
## 30 yes 0 40.0000000 5.5000 0.3344596000 1532.7730000 yes no
## 31 yes 0 21.8333300 2.0272 0.0253201400 42.6908300 no no
## 32 yes 1 29.4166700 3.2000 0.1567194000 417.8350000 no no
## 33 no 1 24.9166700 3.1500 0.0003809524 0.0000000 yes no
## 34 yes 0 21.0000000 2.4663 0.2689328000 552.7242000 yes no
## 35 yes 0 23.8333300 3.0000 0.0890156600 222.5392000 no no
## 36 yes 0 42.8333300 3.5412 0.1834562000 541.2958000 yes no
## 37 no 0 42.5833300 2.2845 0.0005252790 0.0000000 no no
## 38 yes 0 36.5833300 5.7000 0.1197419000 568.7742000 yes no
## 39 yes 0 26.7500000 3.5000 0.1181043000 344.4708000 no no
## 40 yes 0 27.7500000 4.6000 0.1057439000 405.3517000 yes no
## 41 yes 0 26.2500000 3.0000 0.1243750000 310.9375000 yes no
## 42 yes 0 23.3333300 2.5850 0.0250576400 53.6450000 no no
## 43 yes 0 29.9166700 1.5100 0.0512582800 63.9166700 no no
## 44 yes 0 30.0000000 1.8500 0.1075816000 165.8550000 no no
## 45 yes 0 38.3333300 2.6000 0.0048076920 9.5833330 no no
## 46 no 0 28.1666700 1.8000 0.0006666667 0.0000000 no yes
## 47 yes 0 35.5833300 2.0000 0.1920440000 319.4900000 no no
## 48 no 0 37.7500000 3.2628 0.0003677823 0.0000000 no no
## 49 yes 0 26.0833300 2.3500 0.0428510600 83.0833400 no no
## 50 yes 0 27.7500000 7.0000 0.1105849000 644.8283000 yes no
## 51 no 0 49.7500000 3.6000 0.0003333333 0.0000000 no no
## 52 yes 0 24.2500000 2.0000 0.0559685000 93.1975000 no no
## 53 yes 0 20.6666700 1.7000 0.0742082400 105.0450000 no no
## 54 yes 0 23.7500000 2.8000 0.0148750000 34.1250000 no no
## 55 yes 0 25.7500000 2.4000 0.0207195800 41.1891700 no no
## 56 yes 1 32.9166700 3.0000 0.0680220000 169.8883000 no no
## 57 yes 0 34.3333300 4.8000 0.4745083000 1898.0330000 no no
## 58 yes 0 33.2500000 3.1800 0.3058082000 810.3917000 no no
## 59 no 0 44.6666700 1.8000 0.0006666667 0.0000000 no no
## 60 yes 0 21.1666700 1.5000 0.0265533300 32.7750000 no no
## 61 yes 2 25.0833300 3.0000 0.0384530000 95.7991600 no no
## 62 yes 0 27.1666700 2.2800 0.0149280700 27.7800000 no no
## 63 yes 0 26.4166700 2.8000 0.0921725000 215.0692000 no no
## 64 yes 0 22.0000000 2.7000 0.0354492600 79.5108300 no no
## 65 no 3 27.3333300 4.9000 0.0002448980 0.0000000 yes no
## 66 no 0 26.1666700 2.5000 0.0004800000 0.0000000 no yes
## 67 yes 0 40.7500000 6.0000 0.0612396600 306.0317000 no yes
## 68 yes 0 42.0833300 3.9000 0.0322161500 104.5358000 no no
## 69 no 0 21.6666700 5.1000 0.0002352941 0.0000000 no no
## 70 yes 0 24.6666700 3.0740 0.2508032000 642.4742000 no no
## 71 yes 0 30.7500000 2.4585 0.1503596000 308.0492000 yes no
## 72 yes 0 27.4166700 2.0000 0.1118120000 186.3533000 no no
## 73 yes 0 33.0000000 3.2480 0.0208987100 56.1491700 no no
## 74 yes 0 37.3333300 2.7250 0.0571919300 129.3733000 no no
## 75 yes 0 26.5833300 2.2000 0.0507854600 93.1066700 no no
## 76 no 1 24.3333300 4.1000 0.0002926829 0.0000000 no no
## 77 yes 0 24.2500000 3.7500 0.0936789300 292.6633000 no no
## 78 yes 0 25.2500000 2.8800 0.0410614600 98.4641600 no no
## 79 yes 0 0.5000000 3.0500 0.1017243000 258.5492000 no no
## 80 yes 0 32.8333300 2.5500 0.0479294100 101.6833000 no no
## 81 no 0 32.7500000 4.0000 0.0003000000 0.0000000 no no
## 82 yes 1 54.5833300 2.6400 0.0298469700 65.2466700 yes no
## 83 yes 0 19.5833300 1.6500 0.0790478700 108.6075000 no no
## 84 yes 0 29.3333300 2.4000 0.0249445800 49.5558300 no no
## 85 no 3 40.1666700 3.7099 0.0003234589 0.0000000 no no
## 86 yes 0 40.7500000 7.2400 0.0390450200 235.5717000 yes no
## 87 no 0 41.2500000 4.3860 0.0002735978 0.0000000 yes no
## 88 no 0 34.5000000 3.3000 0.0003636364 0.0000000 yes no
## 89 no 0 23.6666700 2.3040 0.0005208334 0.0000000 no no
## 90 no 1 53.6666700 4.1800 0.0002870813 0.0000000 no no
## 91 no 2 34.0000000 2.4875 0.0004824121 0.0000000 no no
## 92 no 0 44.9166700 2.8055 0.0004277313 0.0000000 yes no
## 93 yes 0 43.4166700 2.4000 0.0343587500 68.3841700 no no
## 94 no 4 35.1666700 1.5000 0.0008000000 0.0000000 no no
## 95 no 2 35.8333300 8.4000 0.0001428571 0.0000000 no no
## 96 yes 0 21.6666700 1.5600 0.0007692308 0.0000000 no no
## 97 yes 1 32.6666700 6.0000 0.0948300000 474.1500000 yes no
## 98 yes 1 25.4166700 3.6000 0.0780438900 234.0483000 no no
## 99 yes 0 26.2500000 5.0000 0.1082892000 451.2050000 yes no
## 100 yes 0 46.0000000 5.5000 0.0548772700 251.5208000 yes no
## 101 yes 1 35.0000000 9.9999 0.1101059000 917.5400000 yes no
## 102 no 0 35.0000000 4.5500 0.0002637363 0.0000000 yes no
## 103 no 0 20.9166700 2.9000 0.0004137931 0.0000000 no no
## 104 yes 0 25.1666700 1.8000 0.0984822200 147.7233000 no no
## 105 yes 0 31.2500000 4.2000 0.0476838100 166.7267000 yes no
## 106 yes 0 23.1666700 3.9200 0.2269911000 741.5042000 no no
## 107 yes 0 23.0000000 3.6250 0.0351456600 106.1692000 no no
## 108 yes 0 24.8333300 2.4800 0.1313552000 271.4675000 no no
## 109 yes 0 40.9166700 9.9999 0.0762068600 635.0508000 yes no
## 110 yes 0 43.6666700 10.0393 0.0218630800 182.8250000 yes no
## 111 yes 0 23.0833300 2.9500 0.0364220300 89.3708300 yes no
## 112 yes 0 41.9166700 5.0000 0.2427200000 1011.3330000 no no
## 113 yes 0 28.1666700 2.4000 0.1137675000 227.3683000 no no
## 114 yes 0 45.5833300 13.5000 0.0103111100 115.4167000 yes no
## 115 no 3 25.9166700 4.0000 0.0003000000 0.0000000 no no
## 116 yes 1 37.3333300 3.9000 0.0916836000 297.9717000 no no
## 117 yes 1 37.6666700 2.0000 0.0608075000 101.2625000 yes no
## 118 yes 0 30.2500000 2.1500 0.0319223300 56.6941700 no no
## 119 yes 0 21.2500000 3.0000 0.0309760000 77.3566700 no no
## 120 yes 0 40.0833300 4.3000 0.0341902300 122.5150000 no no
## 121 no 4 23.4166700 9.9999 0.0001200012 0.0000000 no no
## 122 yes 0 21.8333300 2.5000 0.0067932000 13.4025000 no no
## 123 yes 0 22.1666700 3.0000 0.0511136700 127.5342000 no no
## 124 yes 0 40.8333300 2.6000 0.0042307690 8.3333330 yes no
## 125 yes 1 18.6666700 1.6600 0.0568759000 78.4283400 yes no
## 126 yes 0 34.3333300 4.5000 0.0032000000 11.1666700 yes yes
## 127 yes 0 25.0833300 5.0000 0.0316508000 131.8783000 no no
## 128 yes 0 20.0833300 1.7400 0.1919466000 277.9892000 no no
## 129 yes 0 24.7500000 1.8750 0.0807077400 126.0225000 no no
## 130 yes 0 41.9166700 3.0000 0.0956090000 238.8558000 yes no
## 131 no 5 31.0833300 4.2000 0.0002857143 0.0000000 no no
## 132 no 0 53.3333300 4.9000 0.0002448980 0.0000000 yes yes
## 133 yes 0 24.2500000 2.1300 0.0212206600 37.0833300 no no
## 134 no 1 25.4166700 1.7000 0.0007058823 0.0000000 no no
## 135 yes 0 21.8333300 1.6800 0.1119048000 156.5833000 no no
## 136 no 0 20.5833300 2.6400 0.0004545455 0.0000000 no no
## 137 yes 0 18.4166700 1.9680 0.0064552850 9.7533330 no no
## 138 yes 0 22.0000000 3.3000 0.0394775800 108.3967000 no no
## 139 yes 0 21.4166700 1.5896 0.2052491000 271.5533000 no no
## 140 yes 0 42.0000000 3.6000 0.0178505600 53.3016700 no yes
## 141 yes 0 36.4166700 3.0000 0.1130587000 282.5633000 no no
## 142 yes 0 41.5000000 3.8000 0.0831560500 263.3275000 no no
## 143 yes 0 26.5000000 3.3600 0.0026252980 6.5175000 no no
## 144 no 2 33.1666700 2.3204 0.0005171522 0.0000000 no no
## 145 yes 0 43.0833300 7.8000 0.0066855130 43.0391700 yes no
## 146 yes 0 30.3333300 2.5000 0.0356228000 73.7975000 yes yes
## 147 yes 0 25.0833300 1.5000 0.0128000000 15.4166700 no no
## 148 yes 0 35.6666700 3.5822 0.1049978000 313.3525000 yes no
## 149 yes 1 44.5000000 4.0000 0.0179582500 59.1941700 yes no
## 150 yes 3 43.2500000 6.7200 0.0314281200 175.9975000 yes no
## 151 yes 2 50.0000000 4.3000 0.0362027900 129.3933000 yes yes
## 152 yes 0 31.7500000 3.5000 0.0105551400 30.3691700 yes no
## 153 no 1 43.2500000 3.9500 0.0003037975 0.0000000 yes no
## 154 no 5 27.1666700 4.0000 0.0003000000 0.0000000 yes no
## 155 yes 0 24.9166700 2.4000 0.2306300000 461.2600000 no no
## 156 yes 0 49.6666700 2.7000 0.0887703700 199.7333000 yes no
## 157 yes 0 28.3333300 6.6000 0.0071298480 38.7141600 no no
## 158 yes 0 26.5000000 2.7000 0.0411170400 92.2633400 no no
## 159 yes 0 29.4166700 4.1000 0.0426475600 145.3792000 no no
## 160 yes 0 71.8333400 7.7010 0.0625105800 400.9117000 yes no
## 161 yes 0 24.5000000 2.8000 0.0595557100 138.7133000 no no
## 162 yes 0 25.0833300 3.1200 0.0424564100 110.3033000 no no
## 163 yes 0 24.9166700 2.3000 0.0285547800 54.6466700 no no
## 164 yes 0 30.0833300 3.6700 0.0017983650 4.5833330 yes no
## 165 no 0 32.5833300 6.5000 0.0001846154 0.0000000 yes no
## 166 yes 0 23.0833300 2.5600 0.1502422000 320.5167000 no no
## 167 yes 0 48.9166700 3.5000 0.0678880000 197.9233000 yes no
## 168 yes 0 25.3333300 3.2400 0.0256311700 68.8708300 no no
## 169 yes 0 25.3333300 3.4800 0.0512103400 148.2600000 yes no
## 170 yes 0 24.9166700 2.9380 0.0281279800 68.5333300 no no
## 171 no 1 29.1666700 2.4750 0.0004848485 0.0000000 no no
## 172 no 5 28.5833300 3.1200 0.0003846154 0.0000000 no no
## 173 no 0 32.3333300 2.5000 0.0004800000 0.0000000 no no
## 174 yes 0 26.5000000 3.0000 0.0486556600 121.5558000 yes no
## 175 yes 0 34.3333300 6.0000 0.0172620000 86.2266700 yes no
## 176 yes 0 28.4166700 2.6000 0.0485438400 105.0950000 yes no
## 177 yes 0 23.5833300 3.9000 0.0183048700 58.9908300 no no
## 178 no 1 30.8333300 2.5000 0.0004800000 0.0000000 no no
## 179 no 1 34.6666700 3.3000 0.0003636364 0.0000000 no no
## 180 yes 0 31.5000000 5.9050 0.0251939000 123.8917000 no no
## 181 yes 1 36.1666700 7.8000 0.0121089700 78.5416600 yes no
## 182 no 3 32.4166700 2.0600 0.0005825243 0.0000000 no no
## 183 yes 0 31.2500000 5.6965 0.0081234090 38.0625000 yes yes
## 184 yes 0 28.0833300 2.1600 0.0257268500 46.1416700 no no
## 185 no 3 41.5833300 4.6000 0.0002608696 0.0000000 no no
## 186 yes 0 21.7500000 3.5000 0.0908620000 265.0142000 no no
## 187 yes 0 30.2500000 2.5500 0.0353223500 74.7266700 yes no
## 188 yes 0 43.5000000 1.7472 0.0740138500 107.7642000 yes no
## 189 yes 0 29.5833300 1.9500 0.0045641030 6.5000000 yes no
## 190 yes 0 33.7500000 5.0000 0.0501734000 209.0558000 yes no
## 191 yes 0 24.1666700 2.8896 0.0801775400 193.0675000 no no
## 192 yes 0 25.4166700 2.7000 0.0641707400 144.3842000 yes no
## 193 yes 0 24.2500000 4.0000 0.1076917000 358.9725000 no no
## 194 yes 0 24.0833300 2.3000 0.0309900000 59.1475000 no no
## 195 yes 0 32.0000000 2.4000 0.0005000000 0.0000000 no no
## 196 no 0 46.1666700 2.6000 0.0004615385 0.0000000 no no
## 197 yes 0 21.9166700 2.4000 0.2326392000 465.1950000 yes no
## 198 yes 0 36.2500000 2.5200 0.0678138900 142.2425000 no no
## 199 yes 0 23.8333300 1.5600 0.3860019000 501.8025000 no no
## 200 yes 0 49.4166700 2.4000 0.0443795800 88.5925000 no yes
## 201 yes 0 26.0833300 2.0000 0.1700255000 282.8758000 no no
## 202 yes 1 29.1666700 2.5800 0.1680209000 361.1617000 no no
## 203 yes 0 33.0000000 3.1500 0.0572657100 150.1767000 no yes
## 204 yes 0 29.3333300 2.3000 0.0400404300 76.2441600 no no
## 205 yes 0 47.5833300 4.6500 0.0151602200 58.2458300 no no
## 206 yes 0 21.5833300 3.1200 0.0339679500 88.2333300 no no
## 207 yes 0 30.4166700 2.0000 0.0048000000 7.0833330 yes no
## 208 no 6 62.9166700 2.5500 0.0004705882 0.0000000 no no
## 209 yes 1 21.5833300 2.4600 0.1409972000 289.0442000 no no
## 210 yes 0 30.6666700 3.8000 0.0325189500 102.9767000 no no
## 211 yes 0 47.7500000 2.6372 0.0066358260 13.9166700 yes no
## 212 yes 1 39.7500000 7.0000 0.1099580000 641.4216000 yes no
## 213 no 0 53.1666700 2.8000 0.0004285714 0.0000000 no no
## 214 no 0 22.8333300 3.1475 0.0003812550 0.0000000 no no
## 215 no 1 24.9166700 6.0000 0.0002000000 0.0000000 no no
## 216 yes 0 25.1666700 3.2500 0.0312400000 84.2750000 no no
## 217 yes 0 61.0833300 4.3200 0.0369724600 132.8508000 yes no
## 218 yes 0 29.1666700 2.5000 0.0767256000 159.5950000 no no
## 219 yes 0 35.3333300 3.0000 0.0540180000 135.0450000 no no
## 220 yes 0 26.0833300 3.5000 0.0859500000 250.5208000 no no
## 221 yes 0 42.7500000 4.5600 0.0496589900 188.6208000 no no
## 222 yes 0 27.5833300 2.7600 0.0103623200 23.2500000 no no
## 223 yes 0 22.5000000 2.5350 0.1013325000 214.0650000 yes no
## 224 no 7 40.9166700 3.2388 0.0003705076 0.0000000 no no
## 225 no 2 35.1666700 3.8400 0.0003125000 0.0000000 no no
## 226 yes 0 32.8333300 1.3200 0.0387553100 42.6308300 no no
## 227 no 0 25.8333300 3.9000 0.0003076923 0.0000000 no no
## 228 no 0 56.9166700 2.0400 0.0005882353 0.0000000 yes no
## 229 yes 1 30.1666700 7.2904 0.0781850100 474.5000000 yes no
## 230 yes 0 25.0833300 7.5000 0.0487010700 304.3817000 yes no
## 231 yes 0 34.5833300 3.2604 0.0291071600 78.7508300 no no
## 232 yes 0 24.6666700 1.6320 0.1754246000 238.3275000 no no
## 233 yes 0 40.7500000 8.0000 0.0466713800 311.1425000 yes no
## 234 yes 0 31.3333300 2.2000 0.0421618200 77.0466700 yes no
## 235 yes 0 27.8333300 5.0000 0.0289768000 120.4033000 yes no
## 236 yes 0 30.8333300 3.0000 0.0626290000 156.5725000 yes no
## 237 yes 0 46.2500000 2.0000 0.0068500000 10.5833300 yes no
## 238 yes 0 20.5000000 1.5400 0.0895967600 114.8158000 no no
## 239 no 0 28.0000000 1.5000 0.0008000000 0.0000000 no no
## 240 yes 0 51.6666700 3.0000 0.0721063300 179.7658000 yes no
## 241 yes 1 41.8333300 5.0000 0.1501082000 625.3675000 yes no
## 242 yes 0 51.7500000 4.7232 0.0216554500 84.9025000 yes no
## 243 yes 0 53.5000000 1.5000 0.0008000000 0.0000000 yes no
## 244 yes 0 26.0833300 2.3000 0.0356086900 67.6666600 no no
## 245 yes 0 20.5000000 1.6000 0.0838318800 111.6925000 no no
## 246 yes 0 27.7500000 2.2000 0.1403464000 257.3017000 no no
## 247 yes 0 23.2500000 4.3200 0.1877141000 675.7708000 no no
## 248 no 0 23.0833300 2.6000 0.0004615385 0.0000000 no yes
## 249 yes 0 20.3333300 1.6752 0.1757384000 245.3308000 no no
## 250 yes 0 83.5000000 2.8725 0.0058485640 13.3333300 yes yes
## 251 yes 0 24.5000000 2.6000 0.0690592300 149.5450000 no yes
## 252 yes 0 33.7500000 2.9000 0.1048410000 253.3658000 yes no
## 253 yes 0 25.0833300 2.6500 0.0096509440 20.4791700 no no
## 254 yes 0 26.9166700 1.9000 0.0266736800 41.8166700 no no
## 255 yes 0 65.9166600 2.9500 0.0485613600 118.7133000 yes no
## 256 yes 0 21.5833300 3.1200 0.0867791700 225.4592000 no no
## 257 yes 0 35.0000000 4.1125 0.0296269900 101.2008000 yes no
## 258 no 1 46.0000000 6.0000 0.0002000000 0.0000000 yes no
## 259 yes 0 25.3333300 2.0000 0.0066520000 10.4200000 no no
## 260 no 2 35.9166700 3.3800 0.0003550296 0.0000000 yes no
## 261 yes 0 33.6666700 3.5000 0.0027428570 7.1666670 no no
## 262 yes 0 30.0833300 2.6000 0.0059615380 12.0833300 yes no
## 263 no 11 26.4166700 3.5000 0.0003428572 0.0000000 no no
## 264 yes 1 24.5833300 2.8000 0.0629767900 146.8625000 no no
## 265 yes 0 37.7500000 5.9000 0.0660410200 324.6183000 yes no
## 266 yes 0 46.2500000 5.4000 0.0597720400 268.7242000 yes no
## 267 yes 0 29.5000000 2.8000 0.1067854000 249.1658000 no no
## 268 yes 0 43.8333300 3.9000 0.0155897400 50.0833300 yes no
## 269 yes 0 46.9166700 3.4000 0.0310188200 87.6366700 no no
## 270 yes 0 21.8333300 2.0800 0.1174231000 203.3667000 no no
## 271 yes 0 57.6666700 2.5000 0.0507400000 105.1250000 yes no
## 272 yes 1 23.6666700 1.9500 0.0309815400 50.1783300 no no
## 273 yes 0 25.6666700 2.1000 0.1869200000 327.1100000 no no
## 274 no 0 30.6666700 3.0000 0.0004000000 0.0000000 yes no
## 275 yes 1 34.8333300 3.2000 0.0656762500 175.1367000 yes no
## 276 no 4 37.5000000 2.6000 0.0004615385 0.0000000 no no
## 277 yes 0 40.3333300 3.0670 0.1596997000 408.0825000 no no
## 278 yes 0 24.4166700 2.8000 0.0146375000 33.5708300 no no
## 279 yes 0 31.2500000 4.8000 0.1011433000 404.4900000 yes no
## 280 no 0 41.1666700 4.7400 0.0002531646 0.0000000 yes no
## 281 yes 0 29.8333300 2.8000 0.0345860700 80.4508400 yes no
## 282 yes 0 35.9166700 4.2000 0.0026190480 8.3333330 yes no
## 283 yes 0 42.9166700 4.0000 0.0721332500 240.2775000 no no
## 284 no 4 25.8333300 1.6500 0.0007272727 0.0000000 no no
## 285 yes 0 34.1666700 4.3000 0.0249386000 88.9466700 no no
## 286 yes 0 63.5000000 6.4532 0.0001859543 0.0000000 yes no
## 287 yes 1 21.9166700 3.0000 0.0047016670 11.0041700 no no
## 288 yes 0 21.2500000 1.7500 0.1932389000 281.8067000 no no
## 289 no 0 22.3333300 1.8000 0.0006666667 0.0000000 no no
## 290 yes 0 22.9166700 2.1500 0.0099562790 17.1716700 no no
## 291 no 0 23.8333300 7.8800 0.0001522843 0.0000000 no yes
## 292 no 2 26.8333300 2.6000 0.0004615385 0.0000000 no no
## 293 yes 0 35.8333300 2.4200 0.0594834700 119.6250000 yes no
## 294 yes 0 41.0833300 2.8000 0.0371628600 86.5466700 yes no
## 295 yes 0 40.7500000 3.6400 0.0311379100 94.1183300 no no
## 296 yes 1 53.5833300 9.9999 0.0998702000 832.2433000 yes no
## 297 no 0 20.7500000 1.9500 0.0006153846 0.0000000 no no
## 298 yes 2 34.8333300 6.5000 0.1407468000 762.3784000 yes no
## 299 yes 0 32.1666700 3.8050 0.0084362680 26.0000000 yes no
## 300 yes 0 40.7500000 2.1500 0.1270335000 227.6017000 no no
## 301 yes 2 38.5833300 4.0000 0.1139598000 379.8658000 no no
## 302 yes 0 22.4166700 3.1000 0.2400213000 620.0550000 no no
## 303 no 0 31.0000000 4.0104 0.0002992220 0.0000000 no no
## 304 yes 0 29.0833300 4.5800 0.0128685600 48.6150000 no no
## 305 yes 0 33.7500000 1.8000 0.1306339000 195.4508000 yes no
## 306 no 4 38.0000000 1.7095 0.0007019597 0.0000000 no no
## 307 yes 0 21.9166700 2.2593 0.0649891600 122.1917000 yes no
## 308 yes 0 26.4166700 3.5000 0.1319654000 384.8992000 no no
## 309 yes 0 40.3333300 9.9999 0.0156001600 129.3333000 yes no
## 310 yes 0 23.7500000 1.5678 0.0007654037 0.0000000 yes no
## 311 yes 0 37.5833300 2.9623 0.0022279990 4.5833330 yes yes
## 312 yes 1 27.7500000 2.7000 0.0936211100 210.6475000 no no
## 313 yes 0 21.6666700 2.1600 0.1106287000 198.5483000 yes no
## 314 yes 0 26.1666700 4.0000 0.0012000000 3.1666670 no no
## 315 no 5 31.7500000 4.5000 0.0002666667 0.0000000 yes no
## 316 no 0 33.7500000 1.8000 0.0006666667 0.0000000 yes no
## 317 yes 0 27.3333300 2.7500 0.0671898200 153.7267000 no no
## 318 yes 0 39.7500000 2.4200 0.0170194200 34.1558300 yes no
## 319 no 0 23.2500000 2.2500 0.0005333333 0.0000000 no no
## 320 no 0 23.9166700 1.2000 0.0010000000 0.0000000 no no
## 321 no 2 28.1666700 2.6000 0.0004615385 0.0000000 yes no
## 322 no 0 26.3333300 1.5000 0.0008000000 0.0000000 no no
## 323 yes 0 25.3333300 2.1000 0.1966748000 344.1808000 yes no
## 324 yes 0 0.1666667 3.2400 0.1843664000 497.7058000 yes no
## 325 no 0 36.5833300 2.2200 0.0005405406 0.0000000 yes no
## 326 no 2 34.8333300 4.9000 0.0002448980 0.0000000 no no
## 327 yes 0 41.5833300 2.3000 0.0457504400 87.1050000 yes no
## 328 no 2 28.3333300 3.3000 0.0003636364 0.0000000 no no
## 329 no 3 44.5833300 2.5000 0.0004800000 0.0000000 yes no
## 330 yes 0 34.0000000 2.2050 0.0440099800 80.8683300 yes no
## 331 yes 1 35.8333300 2.4000 0.0717150000 143.3467000 yes no
## 332 yes 0 22.0000000 2.7000 0.0468296300 105.2833000 no no
## 333 yes 0 34.0000000 3.7000 0.1893335000 583.7783000 yes yes
## 334 no 5 27.6666700 2.1200 0.0005660377 0.0000000 no no
## 335 yes 0 34.5000000 6.2000 0.1840382000 950.8641000 yes no
## 336 yes 0 40.3333300 2.5000 0.0509016000 105.9617000 no no
## 337 no 1 24.2500000 2.0000 0.0006000000 0.0000000 no no
## 338 no 0 30.1666700 2.4000 0.0005000000 0.0000000 no yes
## 339 yes 0 45.0000000 4.0300 0.0409146400 137.0717000 no no
## 340 no 0 31.6666700 3.0000 0.0004000000 0.0000000 no no
## 341 yes 0 24.9166700 2.9000 0.0005086207 0.3125000 yes no
## 342 yes 0 27.8333300 1.9900 0.0603879400 100.1433000 yes no
## 343 yes 0 56.9166700 1.9200 0.2004224000 320.6758000 yes yes
## 344 yes 1 34.4166700 5.0000 0.1640628000 683.4283000 yes yes
## 345 no 2 32.5833300 2.1600 0.0005555556 0.0000000 yes no
## 346 yes 0 26.5833300 2.2000 0.0796977300 145.6958000 no no
## 347 yes 0 20.4166700 2.2375 0.0506382100 93.9191700 no no
## 348 no 2 40.0000000 2.4000 0.0005000000 0.0000000 no no
## 349 yes 0 40.1666700 1.9000 0.1059958000 167.8267000 yes no
## 350 yes 0 25.6666700 5.5000 0.1535069000 703.4067000 yes no
## 351 no 0 32.0833300 2.1600 0.0005555556 0.0000000 no no
## 352 yes 2 26.0000000 7.0000 0.2215290000 1292.0030000 no yes
## 353 no 3 36.9166700 2.6000 0.0004615385 0.0000000 yes no
## 354 no 0 22.6666700 2.5000 0.0004800000 0.0000000 no no
## 355 yes 0 28.2500000 3.9000 0.0766120600 248.9058000 no no
## 356 yes 0 49.1666700 5.2000 0.0166415400 71.5300000 yes no
## 357 yes 1 24.1666700 3.2500 0.1285348000 347.9483000 no no
## 358 yes 0 32.6666700 3.6000 0.0018333330 4.5833330 no no
## 359 yes 0 32.5833300 10.0000 0.0998078100 831.7317000 yes no
## 360 yes 0 36.0000000 3.7000 0.0331124300 101.7633000 yes no
## 361 yes 0 29.2500000 4.4670 0.1139494000 424.1767000 yes yes
## 362 no 0 36.4166700 5.2000 0.0002307692 0.0000000 yes no
## 363 yes 0 22.9166700 4.8000 0.0580689600 232.2758000 no no
## 364 yes 0 61.0000000 1.5000 0.2685167000 335.5625000 yes no
## 365 yes 0 54.4166700 1.5000 0.0166113300 20.1808300 no no
## 366 no 0 25.6666700 1.8504 0.0006485084 0.0000000 no no
## 367 yes 0 30.3333300 2.4500 0.0583265300 119.0000000 no no
## 368 yes 0 27.0833300 1.8900 0.0442005300 69.0325000 no no
## 369 yes 0 39.0000000 3.5000 0.0451454300 131.6742000 yes no
## 370 no 0 24.1666700 2.7885 0.0004303389 0.0000000 no no
## 371 yes 0 47.0833300 4.5000 0.1395000000 523.1250000 yes no
## 372 no 4 24.8333300 2.8000 0.0004285714 0.0000000 no no
## 373 no 3 32.1666700 2.8000 0.0004285714 0.0000000 yes no
## 374 yes 0 33.0833300 4.5000 0.1043780000 391.4175000 no no
## 375 yes 0 45.0000000 3.8000 0.0313747400 99.1033300 yes no
## 376 no 0 32.8333300 5.0000 0.0002400000 0.0000000 no yes
## 377 yes 0 23.3333300 2.7000 0.1686141000 379.2983000 no no
## 378 no 2 25.1666700 2.5000 0.0004800000 0.0000000 no yes
## 379 yes 0 26.5833300 3.2000 0.1495691000 398.8508000 yes no
## 380 yes 0 22.9166700 1.9200 0.0214635400 34.0916700 yes no
## 381 yes 0 45.6666700 2.3080 0.2200399000 423.1267000 no no
## 382 no 0 29.1666700 1.7000 0.0007058823 0.0000000 no no
## 383 yes 0 48.9166700 3.0000 0.0967026700 241.4233000 yes no
## 384 yes 0 39.7500000 2.4500 0.0714951000 145.7192000 yes no
## 385 yes 0 20.0833300 3.4000 0.0006470588 0.9166667 no no
## 386 yes 0 32.9166700 2.5000 0.2457660000 512.0125000 no no
## 387 yes 0 39.6666700 3.0000 0.1275373000 318.5100000 yes no
## 388 yes 0 26.8333300 3.1500 0.0722606300 189.6842000 no no
## 389 yes 0 27.2500000 3.5000 0.0667028600 194.4667000 no no
## 390 yes 0 19.5833300 1.8000 0.1217950000 182.6092000 no no
## 391 yes 0 24.0833300 2.2500 0.1584613000 297.0317000 no no
## 392 yes 0 22.8333300 2.0000 0.0229845000 37.9741700 no no
## 393 yes 0 27.0833300 4.1000 0.1157810000 395.5850000 yes no
## 394 yes 0 23.8333300 2.9700 0.0826410800 204.5367000 no no
## 395 yes 0 41.6666700 5.5000 0.0324449100 148.3725000 yes no
## 396 yes 0 27.2500000 3.1500 0.0649396900 170.4667000 yes no
## 397 yes 0 46.5000000 3.5000 0.0422900000 122.9292000 no yes
## 398 yes 0 21.0833300 1.5344 0.0043013560 4.5833330 no no
## 399 yes 0 32.3333300 5.1000 0.1013590000 430.6925000 yes no
## 400 yes 0 22.5833300 2.2500 0.0111111100 20.0833300 no no
## 401 yes 0 25.5833300 3.4100 0.0065225810 17.7850000 yes no
## 402 yes 0 35.2500000 3.7000 0.1221516000 376.6342000 yes no
## 403 no 0 34.5833300 3.4000 0.0003529412 0.0000000 no no
## 404 yes 0 35.7500000 4.1400 0.1375309000 474.0650000 yes no
## 405 no 4 38.2500000 4.8000 0.0002500000 0.0000000 yes no
## 406 yes 0 34.7500000 7.0000 0.0502398600 293.0658000 yes no
## 407 yes 0 28.7500000 7.0000 0.1083524000 631.9725000 yes yes
## 408 yes 1 29.1666700 2.2000 0.0382054600 69.7933300 no no
## 409 no 0 28.5833300 2.0600 0.0005825243 0.0000000 yes no
## 410 no 0 22.0833300 1.5360 0.0007812500 0.0000000 no no
## 411 no 3 36.5000000 4.0000 0.0003000000 0.0000000 yes no
## 412 yes 0 43.8333300 10.5000 0.0010952380 8.7500000 yes no
## 413 yes 0 32.0000000 3.0500 0.0501859000 127.4725000 no no
## 414 yes 1 56.9166700 3.4838 0.0628954000 182.0958000 yes no
## 415 yes 0 24.3333300 3.0000 0.0027916670 6.1458330 yes no
## 416 yes 0 34.5833300 5.1000 0.0970047000 412.1867000 yes no
## 417 yes 0 53.0000000 2.4500 0.0177183700 35.6750000 yes no
## 418 yes 0 31.1666700 2.0000 0.1235615000 205.9358000 yes no
## 419 yes 0 54.0833300 4.0000 0.0133672500 43.9741700 yes no
## 420 yes 0 45.8333300 3.4800 0.0648637900 188.1050000 yes yes
## 421 yes 0 20.8333300 2.0000 0.0047500000 7.0833330 yes yes
## 422 yes 0 27.3333300 2.1500 0.2703846000 484.4392000 no no
## 423 no 0 37.5833300 4.4750 0.0002681564 0.0000000 no no
## 424 yes 0 33.2500000 1.7000 0.0067258820 8.7783340 no no
## 425 yes 0 28.0833300 3.0000 0.0699700000 174.9250000 no no
## 426 yes 0 27.1666700 2.3558 0.0111214900 21.3333300 yes no
## 427 yes 0 50.0000000 4.5000 0.0962653300 360.9950000 yes no
## 428 yes 0 48.3333300 3.7000 0.0372221600 114.6017000 yes no
## 429 yes 0 25.2500000 5.5000 0.0247918200 113.2958000 yes yes
## 430 yes 0 30.7500000 3.3740 0.0120062200 33.5075000 yes no
## 431 yes 0 63.1666700 5.5000 0.0204818200 93.6250000 yes no
## 432 no 1 32.3333300 6.0000 0.0002000000 0.0000000 yes no
## 433 yes 0 28.4166700 6.9000 0.0723140500 415.8058000 yes no
## 434 yes 0 28.9166700 2.7500 0.3822785000 875.8884000 yes no
## 435 yes 0 0.5833333 2.5000 0.0831712000 173.0233000 no no
## 436 yes 0 25.6666700 2.0000 0.0049000000 7.4166670 no no
## 437 yes 0 21.9166700 2.6875 0.0741268800 165.9300000 no no
## 438 yes 0 27.1666700 2.6796 0.0072772060 15.5833300 no no
## 439 yes 0 22.5000000 1.8000 0.1196106000 178.9158000 no no
## 440 yes 0 25.3333300 1.5600 0.0350198700 44.9425000 no no
## 441 yes 0 20.1666700 1.5000 0.1196407000 149.5508000 no no
## 442 yes 0 25.0000000 1.8804 0.0029780900 3.7500000 no no
## 443 no 2 36.5833300 2.5200 0.0004761905 0.0000000 yes no
## 444 yes 0 19.6666700 2.2348 0.0447489700 82.9208400 no no
## 445 no 0 31.2500000 1.7800 0.0006741573 0.0000000 no no
## 446 yes 0 29.0833300 4.0100 0.0027431420 8.3333330 no no
## 447 yes 0 51.5833300 12.4999 0.2975549000 3099.5050000 yes no
## 448 yes 0 31.5000000 1.6000 0.2253456000 300.4608000 no no
## 449 yes 0 46.5000000 5.0000 0.0272400000 112.9167000 yes no
## 450 yes 0 24.6666700 2.2750 0.0498347200 94.1450000 yes no
## 451 yes 0 54.7500000 3.4000 0.0760373500 215.4392000 no no
## 452 yes 0 21.4166700 1.7500 0.0244582900 35.1683300 yes no
## 453 yes 0 27.0833300 3.2500 0.0086015380 22.4625000 yes no
## 454 yes 0 45.0833300 3.9000 0.0906400000 294.5800000 no no
## 455 no 0 35.9166700 1.8500 0.0006486487 0.0000000 no no
## 456 yes 0 40.9166700 4.0000 0.0033122500 10.2908300 yes no
## 457 yes 0 54.5000000 4.3000 0.1763946000 632.0808000 yes no
## 458 yes 0 28.1666700 3.5000 0.1119657000 326.5667000 yes no
## 459 yes 1 34.0833300 8.1000 0.1107659000 747.6700000 yes yes
## 460 yes 1 30.0000000 4.0000 0.0510542500 170.1808000 yes no
## 461 yes 1 33.9166700 2.0000 0.9063205000 1510.5340000 no no
## 462 no 0 0.7500000 3.0000 0.0004000000 0.0000000 no no
## 463 yes 0 51.2500000 5.3000 0.0434418900 191.7017000 no no
## 464 no 7 25.9166700 2.6000 0.0004615385 0.0000000 no no
## 465 yes 0 27.9166700 2.5200 0.0896123100 188.1858000 no no
## 466 no 0 23.8333300 2.2000 0.0005454546 0.0000000 no no
## 467 yes 0 29.0000000 2.5000 0.5263956000 1096.6570000 no no
## 468 yes 0 33.5000000 3.5000 0.0949660000 276.9842000 no no
## 469 no 1 30.8333300 4.3500 0.0002758621 0.0000000 no no
## 470 no 0 38.7500000 1.6000 0.0007500000 0.0000000 no no
## 471 yes 0 32.1666700 2.0000 0.0232690000 38.3650000 no no
## 472 yes 1 43.3333300 4.8000 0.3706127000 1482.3680000 yes no
## 473 yes 0 29.8333300 3.0000 0.0185503300 45.8758300 yes no
## 474 yes 0 62.0000000 1.6380 0.0470018300 64.0741700 yes no
## 475 no 2 35.5000000 2.9000 0.0004137931 0.0000000 no no
## 476 yes 0 21.5000000 2.3779 0.0179990800 35.1666700 no no
## 477 yes 0 38.2500000 2.3000 0.0676087000 129.4167000 yes no
## 478 yes 0 39.5833300 8.1000 0.0983361800 663.7692000 yes no
## 479 no 2 40.5000000 3.5700 0.0003361345 0.0000000 no yes
## 480 no 0 34.2500000 1.9440 0.0006172840 0.0000000 no no
## 481 yes 0 34.8333300 2.7500 0.0331494500 75.6341700 yes no
## 482 yes 0 28.1666700 3.5000 0.0016000000 3.7500000 yes no
## 483 yes 0 47.1666700 7.0000 0.0516718600 301.2525000 yes no
## 484 yes 0 28.1666700 2.8000 0.0962850000 224.5817000 no no
## 485 yes 0 22.4166700 1.9500 0.0373338500 60.5841700 no no
## 486 no 0 45.5000000 6.5000 0.0001846154 0.0000000 no no
## 487 yes 0 22.9166700 2.5000 0.2395248000 498.9267000 no no
## 488 yes 1 37.0833300 3.0000 0.0036666670 8.3333330 no no
## 489 yes 0 27.2500000 1.8000 0.0703383300 105.5075000 yes no
## 490 yes 0 39.5833300 2.6000 0.0262307700 56.3333300 yes no
## 491 yes 0 51.8333300 3.6000 0.0709650000 212.4783000 yes no
## 492 yes 0 23.6666700 2.3000 0.0077817390 14.3316700 no no
## 493 no 1 21.5000000 1.7800 0.0006741573 0.0000000 no no
## 494 yes 0 21.9166700 3.8600 0.0003108808 0.0000000 yes yes
## 495 yes 0 45.5833300 4.9000 0.0145340800 58.9308300 yes no
## 496 no 0 39.9166700 3.6000 0.0003333333 0.0000000 no no
## 497 yes 0 42.2500000 3.2350 0.0247656900 66.2641700 yes no
## 498 no 2 27.5000000 1.8500 0.0006486487 0.0000000 no no
## 499 yes 0 25.7500000 1.8500 0.0596524300 91.9641700 yes no
## 500 yes 0 25.4166700 1.5600 0.1660628000 215.8817000 no no
## 501 yes 0 31.8333300 4.0750 0.0070144790 22.9866700 yes no
## 502 no 5 25.2500000 3.3000 0.0003636364 0.0000000 yes no
## 503 yes 0 24.1666700 2.5100 0.1149625000 240.3800000 no no
## 504 yes 0 28.1666700 4.3750 0.0248105100 89.9550000 yes no
## 505 yes 0 26.5833300 2.3500 0.0648855300 126.6508000 no no
## 506 yes 0 20.9166700 4.0000 0.0421290000 140.3467000 yes no
## 507 no 2 35.5833300 5.1000 0.0002352941 0.0000000 yes no
## 508 yes 0 32.1666700 3.0000 0.1178903000 294.5592000 yes no
## 509 yes 0 28.6666700 3.5000 0.0235802800 68.3591700 yes no
## 510 yes 0 39.7500000 3.5000 0.0349694300 101.4942000 yes no
## 511 yes 0 34.8333300 5.5000 0.2375431000 1088.7390000 yes no
## 512 yes 0 51.7500000 3.8000 0.0151171100 47.7875000 yes no
## 513 yes 0 22.6666700 1.7900 0.0340413400 50.0283300 no no
## 514 yes 0 38.2500000 5.1000 0.0810800000 344.0067000 yes no
## 515 yes 0 46.2500000 8.9400 0.0252856800 188.2950000 yes no
## 516 yes 0 50.3333300 7.1000 0.0414819700 245.3517000 yes no
## 517 yes 0 32.0833300 2.4000 0.1426413000 285.2825000 yes no
## 518 yes 1 30.5833300 3.3050 0.0066868380 17.5833300 no no
## 519 yes 0 38.8333300 6.5000 0.2897866000 1569.6770000 yes no
## 520 yes 0 39.5833300 4.8100 0.0110588400 43.7441700 yes no
## 521 yes 0 39.6666700 3.0000 0.0224043400 55.7608300 yes yes
## 522 yes 0 41.6666700 2.7000 0.0435611100 97.5125000 yes no
## 523 yes 0 38.8333300 5.4000 0.0129935200 58.0541600 yes yes
## 524 yes 0 37.0833300 8.1240 0.0315060300 213.1292000 yes yes
## 525 yes 0 27.8333300 3.0400 0.0379266400 95.9975000 no no
## 526 yes 1 29.5000000 2.0800 0.0354514400 61.1991700 yes no
## 527 yes 0 28.9166700 1.5110 0.0007941761 0.0000000 no no
## 528 no 1 31.0833300 3.0000 0.0004000000 0.0000000 yes no
## 529 yes 0 30.3333300 2.6000 0.2956862000 640.6533000 yes no
## 530 yes 0 37.4166700 2.5000 0.0298332000 61.7358300 yes no
## 531 yes 0 44.5833300 3.5000 0.0119822900 34.5316700 yes no
## 532 yes 0 25.3333300 2.4000 0.1066462000 213.2925000 no no
## 533 yes 0 26.8333300 2.3200 0.0075862070 14.0000000 no no
## 534 yes 0 46.1666700 2.5800 0.0767333400 164.6433000 yes no
## 535 yes 0 28.0833300 2.1000 0.0906800000 158.6067000 yes no
## 536 yes 0 38.4166700 2.3500 0.0685374400 133.9692000 no no
## 537 yes 0 46.7500000 2.8000 0.0004285714 0.0000000 yes no
## 538 no 2 52.2500000 3.7000 0.0003243243 0.0000000 no no
## 539 no 0 37.1666700 1.6800 0.0007142857 0.0000000 yes no
## 540 no 0 25.3333300 2.6400 0.0004545455 0.0000000 no no
## 541 yes 1 28.2500000 2.3000 0.0348960900 66.3008300 yes no
## 542 yes 2 35.3333300 6.8880 0.0102362100 58.5058300 yes no
## 543 no 4 25.4166700 4.0000 0.0003000000 0.0000000 no no
## 544 yes 0 28.1666700 2.0000 0.0602500000 100.4167000 yes no
## 545 no 0 19.0000000 1.9700 0.0006091371 0.0000000 no no
## 546 yes 0 25.4166700 3.0000 0.0104696700 25.5075000 no no
## 547 yes 0 26.0833300 2.7500 0.1835625000 420.5808000 yes no
## 548 yes 0 31.2500000 5.0000 0.0743784000 309.9100000 yes no
## 549 yes 0 33.6666700 2.1000 0.0449081000 78.2558400 no no
## 550 yes 0 27.9166700 4.0000 0.0370917500 123.2225000 yes no
## 551 yes 1 48.3333300 3.0000 0.0318723300 79.1758300 yes yes
## 552 yes 0 36.8333300 3.3000 0.1568097000 431.1433000 no no
## 553 no 3 45.4166700 2.3500 0.0005106383 0.0000000 no no
## 554 no 2 53.0000000 2.1600 0.0005555556 0.0000000 no yes
## 555 yes 0 27.5833300 3.9000 0.0413751300 134.3858000 yes no
## 556 yes 0 40.0000000 2.3115 0.0286234100 54.9691700 no no
## 557 yes 0 49.1666700 1.7000 0.0007058823 0.0000000 no no
## 558 yes 0 40.3333300 2.0000 0.0723855000 120.5592000 no no
## 559 yes 0 23.8333300 4.8000 0.0801425000 320.4867000 no yes
## 560 yes 0 34.2500000 3.0000 0.5409953000 1352.4880000 yes no
## 561 yes 0 21.4166700 1.5600 0.0671660300 87.1491700 no no
## 562 yes 0 39.3333300 2.0000 0.0490590000 81.2650000 yes no
## 563 yes 0 24.2500000 2.6000 0.2969185000 643.3233000 no no
## 564 yes 0 47.8333300 4.6800 0.0347440200 134.9183000 yes no
## 565 yes 0 34.8333300 4.0000 0.2582515000 860.7550000 no yes
## 566 yes 0 52.2500000 1.8744 0.0552038000 85.9783300 yes no
## 567 yes 3 47.5000000 3.1000 0.1792845000 463.1517000 no no
## 568 yes 0 25.7500000 2.8000 0.0575146400 134.2008000 no no
## 569 yes 0 24.0833300 2.0400 0.1136103000 192.7208000 no no
## 570 yes 0 24.5000000 2.1000 0.3213481000 562.3592000 no no
## 571 yes 0 22.3333300 2.0000 0.1649680000 274.9467000 no no
## 572 yes 0 33.1666700 5.6000 0.0852958900 398.0475000 yes no
## 573 yes 0 38.9166700 3.0000 0.0497903300 124.4758000 yes no
## 574 yes 0 22.1666700 2.4000 0.0818337500 163.4175000 no no
## 575 yes 0 23.3333300 1.8500 0.0605794600 93.3100000 no no
## 576 yes 0 24.0833300 2.9000 0.0470686200 113.2492000 yes no
## 577 no 0 26.6666700 2.0000 0.0006000000 0.0000000 no yes
## 578 yes 0 52.4166700 1.8900 0.0239232800 37.4291600 no no
## 579 yes 0 20.2500000 2.0000 0.2048970000 341.2450000 no no
## 580 yes 0 25.4166700 1.6417 0.3715959000 508.2908000 no no
## 581 no 4 22.7500000 2.3400 0.0005128205 0.0000000 no no
## 582 yes 0 24.4166700 1.9000 0.2731216000 432.3592000 no no
## 583 yes 0 21.5000000 1.5300 0.0365032700 46.2916700 yes no
## 584 yes 0 22.4166700 3.9946 0.0761916100 253.6292000 no no
## 585 yes 0 46.3333300 1.6000 0.0463068800 61.7425000 no no
## 586 yes 0 19.4166700 1.8000 0.0841500000 125.8917000 no no
## 587 yes 1 29.8333300 3.7000 0.5957760000 1836.9760000 no no
## 588 yes 0 28.9166700 2.1000 0.0092857140 15.5833300 no no
## 589 yes 0 26.6666700 2.0000 0.0314500000 51.7500000 no no
## 590 no 1 44.8333300 2.6000 0.0004615385 0.0000000 yes no
## 591 yes 0 27.0000000 2.6750 0.0348201900 77.2866700 yes no
## 592 no 1 30.1666700 4.1600 0.0002884615 0.0000000 yes yes
## 593 yes 0 24.8333300 2.1000 0.1375624000 240.4842000 no no
## 594 yes 0 28.0000000 2.4000 0.0337825000 67.3983300 no no
## 595 yes 0 39.1666700 3.1200 0.0267397400 69.2733300 yes yes
## 596 yes 0 31.4166700 3.0000 0.0691713300 172.5717000 yes no
## 597 yes 0 40.4166700 3.1150 0.0767592300 199.0042000 yes no
## 598 no 3 23.1666700 1.6213 0.0007401468 0.0000000 no no
## 599 yes 0 43.5833300 4.3681 0.0442927100 160.4792000 yes no
## 600 no 0 25.1666700 2.5340 0.0004735596 0.0000000 no no
## 601 no 2 40.5833300 3.1000 0.0003870968 0.0000000 yes no
## 602 no 7 32.0833300 2.7161 0.0004418099 0.0000000 no no
## 603 yes 0 42.1666700 4.0400 0.0133653500 44.4133300 no no
## 604 yes 0 47.3333300 2.7495 0.2148416000 492.2558000 no no
## 605 yes 0 27.8333300 3.0000 0.1608053000 401.9300000 no no
## 606 yes 0 30.6666700 3.1500 0.0682901600 179.1783000 yes no
## 607 no 0 38.5000000 5.9700 0.0002010050 0.0000000 yes no
## 608 yes 0 31.0000000 2.6000 0.0841927000 182.1675000 no no
## 609 no 0 47.9166700 8.4000 0.0001428571 0.0000000 yes no
## 610 yes 0 21.9166700 1.9500 0.0383810300 61.9525000 no no
## 611 yes 0 36.7500000 3.0000 0.0324970000 80.8258400 yes no
## 612 yes 0 23.5000000 2.8000 0.0039285710 8.3333330 yes no
## 613 yes 1 25.3333300 4.5500 0.0446525300 169.0575000 yes no
## 614 yes 0 21.2500000 1.9900 0.0349633200 57.9808300 no no
## 615 yes 0 48.9166700 4.5000 0.0541688900 203.1333000 no no
## 616 no 0 35.5833300 4.0000 0.0003000000 0.0000000 no no
## 617 yes 0 39.0833300 3.5000 0.0620622900 181.0150000 yes no
## 618 no 1 27.6666700 2.1500 0.0005581395 0.0000000 no no
## 619 no 0 23.2500000 1.6200 0.0007407407 0.0000000 no no
## 620 yes 0 31.1666700 3.5000 0.1656494000 483.0608000 no no
## 621 yes 0 26.8333300 2.9000 0.0068720690 15.9408300 yes yes
## 622 yes 0 39.2500000 3.4064 0.0636407900 180.6550000 no yes
## 623 yes 0 24.8333300 4.0000 0.0016500000 4.5833330 no yes
## 624 yes 0 27.1666700 2.6000 0.8778461000 1902.0000000 no no
## 625 yes 0 24.6666700 2.0676 0.2071184000 356.7817000 no no
## 626 yes 0 44.6666700 2.4000 0.0005000000 0.0000000 no no
## 627 yes 0 25.1666700 3.4200 0.0089152050 24.5750000 no no
## 628 yes 0 21.9166700 6.7000 0.0541486600 302.2467000 no no
## 629 yes 0 40.4166700 5.4300 0.0075060770 33.2150000 no no
## 630 yes 0 24.0833300 1.6200 0.0105080200 13.6858300 no no
## 631 yes 0 31.8333300 2.4192 0.0580038800 116.3525000 no no
## 632 yes 0 24.6666700 3.4000 0.0511402900 144.3975000 no no
## 633 yes 0 47.4166700 3.6000 0.0381111100 113.7500000 yes yes
## 634 yes 0 27.1666700 2.5000 0.0887728000 184.9433000 no no
## 635 yes 0 49.5833300 1.7500 0.0107422900 15.3325000 yes no
## 636 yes 0 32.0000000 2.5000 0.0544468000 113.1808000 no no
## 637 yes 0 35.0000000 4.5000 0.0102222200 37.5833300 yes no
## 638 no 1 26.1666700 2.4660 0.0004866180 0.0000000 yes no
## 639 yes 0 20.6666700 2.7000 0.0698444500 156.9000000 no no
## 640 no 0 34.2500000 2.4000 0.0005000000 0.0000000 no no
## 641 yes 0 49.8333300 6.9000 0.0607597100 349.2017000 yes no
## 642 yes 0 40.7500000 4.8000 0.1537802000 615.1208000 yes no
## 643 yes 0 20.8333300 1.9200 0.1300521000 208.0833000 no no
## 644 yes 0 40.3333300 2.8000 0.0381382100 88.7391700 no no
## 645 yes 0 25.0833300 1.6949 0.0246769700 34.5208300 no no
## 646 yes 0 29.3333300 3.5000 0.1257411000 366.7450000 no no
## 647 yes 1 40.5000000 2.2500 0.0238222200 44.0000000 no no
## 648 no 2 30.7500000 2.3150 0.0005183585 0.0000000 no no
## 649 yes 0 30.6666700 4.0000 0.0901157500 299.8858000 yes no
## 650 yes 0 40.0000000 4.5000 0.0957660100 359.1225000 no no
## 651 yes 0 23.0000000 3.1782 0.0931297600 246.5708000 no no
## 652 yes 0 23.0833300 3.0000 0.0258633300 63.9916600 no no
## 653 yes 0 31.3333300 3.0000 0.0206580000 51.6450000 yes no
## 654 no 0 24.5833300 2.0000 0.0006000000 0.0000000 no no
## 655 yes 0 36.5000000 3.5000 0.2171703000 633.4133000 yes no
## 656 yes 0 0.5833333 4.0000 0.0726635000 242.1283000 yes no
## 657 no 0 28.8333300 2.5800 0.0004651163 0.0000000 yes no
## 658 yes 0 45.5833300 11.9999 0.0200661700 200.4933000 yes yes
## 659 yes 1 0.5000000 3.7000 0.0106370300 32.4641600 no no
## 660 no 0 23.2500000 1.4340 0.0008368201 0.0000000 yes no
## 661 yes 0 38.9166700 3.6800 0.0195225600 59.6191700 yes no
## 662 no 0 23.8333300 2.5500 0.0004705882 0.0000000 yes no
## 663 no 4 37.2500000 3.5000 0.0003428572 0.0000000 yes no
## 664 yes 0 28.2500000 2.3000 0.1644965000 315.2017000 yes no
## 665 yes 0 26.2500000 3.1894 0.0972123300 258.2908000 no no
## 666 yes 0 26.5000000 2.3500 0.0005106383 0.0000000 no no
## 667 no 4 25.8333300 1.9700 0.0006091371 0.0000000 no no
## 668 yes 0 41.2500000 3.6000 0.1525236000 457.4875000 yes no
## 669 no 1 38.5833300 3.2000 0.0003750000 0.0000000 no no
## 670 yes 0 34.7500000 2.0000 0.0033000000 4.5833330 yes no
## 671 yes 0 31.5000000 2.8500 0.3137003000 745.0383000 yes no
## 672 yes 0 24.0000000 3.0950 0.0698588000 180.1775000 yes no
## 673 yes 0 25.1666700 1.5000 0.0898046700 111.8392000 yes no
## 674 yes 0 57.0833300 4.8000 0.1534315000 613.6425000 yes no
## 675 yes 0 23.8333300 2.6000 0.1539746000 333.6117000 no no
## 676 yes 0 23.1666700 2.8500 0.0874582500 207.7133000 yes no
## 677 yes 0 28.1666700 3.3500 0.0716247800 199.3692000 yes no
## 678 yes 0 32.5833300 1.8142 0.0541406700 81.4350000 yes no
## 679 yes 0 34.8333300 3.6000 0.0388272200 116.3150000 yes yes
## 680 no 0 31.0833300 1.5150 0.0007920792 0.0000000 no no
## 681 yes 0 24.8333300 2.4000 0.2650900000 530.1800000 no no
## 682 no 0 38.6666700 3.0000 0.0004000000 0.0000000 no no
## 683 no 7 36.9166700 3.5000 0.0003428572 0.0000000 yes no
## 684 yes 0 29.7500000 3.0000 0.0467130000 116.4492000 yes no
## 685 yes 0 34.7500000 2.3400 0.1833799000 357.5908000 yes no
## 686 yes 0 25.0833300 2.1000 0.1227771000 214.8600000 no no
## 687 yes 0 22.1666700 1.6000 0.1506275000 200.5867000 yes no
## 688 yes 0 26.6666700 2.2160 0.0307563200 56.4633300 no no
## 689 yes 0 32.0000000 3.6500 0.0060821920 17.6666700 yes no
## 690 no 6 39.3333300 3.2000 0.0003750000 0.0000000 no no
## 691 no 0 30.9166700 2.6000 0.0004615385 0.0000000 no no
## 692 yes 1 60.0833300 6.1000 0.0943482000 479.4367000 yes no
## 693 no 2 36.4166700 3.0000 0.0004000000 0.0000000 no no
## 694 yes 0 36.9166700 4.5000 0.0823800000 308.9250000 yes no
## 695 yes 0 28.8333300 2.1840 0.0795650200 144.6417000 yes no
## 696 no 0 66.5000000 3.2500 0.0003692308 0.0000000 yes no
## 697 yes 0 35.1666700 2.2000 0.1334473000 244.6533000 yes no
## 698 yes 0 74.1666600 2.8065 0.0168893600 38.8333300 yes no
## 699 yes 0 28.4166700 2.4304 0.2284344000 462.6558000 yes no
## 700 yes 0 55.1666700 6.7000 0.0385852200 214.9342000 yes no
## 701 no 1 38.3333300 4.0000 0.0003000000 0.0000000 yes yes
## 702 no 0 37.8333300 5.1600 0.0002325581 0.0000000 yes yes
## 703 yes 0 39.6666700 5.1000 0.0575113700 244.4233000 yes no
## 704 yes 0 44.5833300 4.2000 0.0386716700 135.1842000 yes no
## 705 yes 0 30.7500000 5.6000 0.0398010700 185.7383000 yes no
## 706 yes 0 23.4166700 1.8600 0.2670521000 413.5975000 no no
## 707 no 0 27.4166700 1.6400 0.0007317073 0.0000000 no no
## 708 yes 0 51.9166700 6.8000 0.0027058820 14.6666700 no no
## 709 yes 0 22.8333300 1.8468 0.0114230000 16.9133300 no no
## 710 no 0 22.5000000 1.8000 0.0006666667 0.0000000 no no
## 711 no 1 36.8333300 3.0000 0.0004000000 0.0000000 yes no
## 712 yes 0 36.4166700 2.2000 0.0114545500 20.3333300 yes no
## 713 no 1 22.7500000 1.8000 0.0006666667 0.0000000 no no
## 714 yes 0 32.0000000 2.6000 0.0029615380 5.5833330 no no
## 715 no 0 27.0833300 2.0000 0.0006000000 0.0000000 no no
## 716 yes 0 38.3333300 5.0000 0.0572476000 238.3650000 yes no
## 717 yes 0 28.6666700 4.2200 0.0855907500 300.9942000 yes no
## 718 yes 0 38.1666700 4.0188 0.1649273000 552.3417000 no no
## 719 yes 0 26.0833300 3.0000 0.0454690000 113.5892000 no no
## 720 yes 0 22.0000000 3.1532 0.0382151500 99.9166600 no no
## 721 yes 0 23.5000000 2.8000 0.0633928600 147.3333000 no no
## 722 yes 0 29.5833300 2.8600 0.2015343000 480.3233000 no no
## 723 yes 0 23.0833300 2.0400 0.1794971000 304.8950000 no no
## 724 yes 0 33.8333300 3.5000 0.0218994300 63.4566700 yes no
## 725 yes 0 64.5833400 7.1250 0.0253389500 149.7000000 yes no
## 726 no 0 23.5000000 2.5000 0.0004800000 0.0000000 no no
## 727 yes 0 23.8333300 3.3000 0.0604457600 166.0592000 no no
## 728 yes 0 36.9166700 2.2000 0.0809218100 148.1900000 no no
## 729 yes 1 38.2500000 3.2000 0.0454578100 121.2208000 yes no
## 730 yes 0 22.0000000 4.0000 0.0480585000 160.0283000 yes no
## 731 yes 0 38.5000000 5.5689 0.0434159300 201.4825000 no no
## 732 yes 0 36.5833300 7.0000 0.0102061400 59.1191700 yes no
## 733 no 1 26.2500000 2.3000 0.0005217391 0.0000000 no no
## 734 yes 0 21.5000000 5.5000 0.0779554500 356.8792000 no no
## 735 yes 1 41.4166700 2.5000 0.0765740100 159.1958000 no yes
## 736 no 1 40.8333300 2.5000 0.0004800000 0.0000000 yes no
## 737 yes 0 25.1666700 8.0000 0.0170067500 112.8783000 yes no
## 738 yes 0 23.5000000 1.8300 0.0715699400 108.9775000 no no
## 739 yes 0 27.2500000 2.9000 0.0382155200 91.6875000 no no
## 740 no 3 38.7500000 4.7000 0.0002553191 0.0000000 yes no
## 741 no 2 23.0833300 1.7250 0.0006956522 0.0000000 no no
## 742 no 0 37.2500000 1.5548 0.0007718034 0.0000000 no no
## 743 yes 0 41.5833300 3.8200 0.1451636000 462.0208000 no no
## 744 yes 0 52.4166700 2.4000 0.0692845900 138.5692000 no yes
## 745 yes 0 31.7500000 2.4000 0.1869583000 373.4167000 no no
## 746 yes 0 36.0000000 3.0000 0.1218490000 304.6225000 no no
## 747 yes 0 21.4166700 1.6000 0.2893312000 385.7750000 no no
## 748 yes 0 42.0833300 2.6800 0.1430284000 319.4300000 no no
## 749 yes 0 32.3333300 6.3000 0.0887660300 465.9383000 no yes
## 750 yes 0 24.2500000 1.6000 0.0450900000 59.7866700 no no
## 751 yes 0 32.2500000 2.6000 0.0787903800 170.4625000 no no
## 752 yes 0 28.9166700 2.1000 0.1384924000 242.1950000 no no
## 753 no 1 28.3333300 1.9324 0.0006209894 0.0000000 no no
## 754 yes 0 23.1666700 2.5000 0.2298220000 478.7125000 yes no
## 755 no 1 44.5833300 1.8000 0.0006666667 0.0000000 no yes
## 756 yes 0 31.4166700 3.5600 0.0332061800 98.3450000 no no
## 757 yes 0 24.9166700 3.4000 0.1063297000 301.0175000 no no
## 758 yes 0 28.2500000 2.5500 0.2395941000 509.0542000 no no
## 759 yes 0 47.4166700 4.9200 0.0448939000 183.8983000 yes yes
## 760 yes 0 26.4166700 3.9000 0.0144687200 46.5233300 no no
## 761 yes 0 37.0833300 5.2000 0.0591584600 256.1867000 no no
## 762 yes 0 54.4166700 9.0000 0.0628297800 470.9733000 yes no
## 763 yes 0 35.2500000 6.0000 0.4582348000 2291.1740000 no no
## 764 yes 0 35.5000000 7.5000 0.0205616000 128.4267000 yes no
## 765 yes 0 44.5000000 9.0000 0.2599927000 1949.8620000 no no
## 766 yes 0 20.1666700 2.1000 0.1538495000 269.1533000 no no
## 767 yes 0 23.7500000 3.0000 0.0168260000 41.4816700 no no
## 768 yes 0 27.5833300 2.6000 0.0366665400 79.3608300 no no
## 769 yes 0 54.7500000 5.4800 0.1342037000 612.8633000 yes no
## 770 yes 0 40.3333300 8.2000 0.0282001200 192.4508000 yes no
## 771 yes 1 32.8333300 2.5000 0.1573136000 327.7367000 no no
## 772 yes 0 28.5000000 3.0000 0.0710463400 177.6158000 yes no
## 773 yes 0 35.5000000 6.5000 0.0675980000 365.9058000 yes no
## 774 yes 1 56.7500000 7.5720 0.0066693080 41.3333300 yes yes
## 775 yes 1 28.1666700 2.0000 0.0518390000 86.1483300 no no
## 776 no 3 31.0000000 3.2500 0.0003692308 0.0000000 no no
## 777 no 2 24.0000000 3.0000 0.0004000000 0.0000000 no no
## 778 yes 0 40.7500000 7.0000 0.0645882900 376.7650000 no no
## 779 no 7 33.0000000 7.5000 0.0001600000 0.0000000 no no
## 780 yes 0 38.4166700 3.8000 0.0598715800 189.1767000 yes no
## 781 yes 0 25.9166700 3.7000 0.0843635100 260.1208000 yes no
## 782 yes 0 33.1666700 3.4000 0.1436397000 406.9792000 yes no
## 783 no 1 27.9166700 2.8500 0.0004210526 0.0000000 no no
## 784 yes 0 28.3333300 2.6000 0.0548715400 118.7217000 no no
## 785 yes 0 22.0833300 1.5660 0.0706762400 91.7325000 no no
## 786 yes 0 24.2500000 1.8000 0.1336028000 200.2375000 yes no
## 787 yes 0 39.4166700 3.1000 0.1696903000 438.3667000 yes no
## 788 no 0 25.4166700 1.5000 0.0008000000 0.0000000 no yes
## 789 yes 1 19.0000000 2.1900 0.3406356000 621.6600000 no no
## 790 yes 0 31.2500000 5.5000 0.0708629000 324.7050000 yes no
## 791 yes 0 31.9166700 4.4000 0.0404252300 148.0592000 yes no
## 792 yes 0 33.2500000 3.0000 0.3761903000 940.3925000 yes no
## 793 yes 1 26.3333300 2.9500 0.1325831000 325.8500000 no no
## 794 yes 0 26.6666700 1.6000 0.0235362500 30.5483300 yes no
## 795 yes 0 22.4166700 2.0000 0.1157910000 192.8183000 no no
## 796 yes 0 25.0833300 2.8542 0.1362319000 324.0275000 no yes
## 797 yes 0 26.6666700 2.2000 0.0502668200 91.9891700 no no
## 798 yes 0 29.4166700 3.6500 0.0878953400 267.3483000 no no
## 799 no 9 35.0833300 1.7000 0.0007058823 0.0000000 no no
## 800 yes 0 57.3333300 1.6500 0.0095151510 12.2500000 no no
## 801 yes 0 52.1666700 2.6600 0.0446221800 98.5791600 yes no
## 802 yes 0 41.8333300 2.7500 0.0190720000 43.2066700 yes no
## 803 yes 0 39.4166700 1.5600 0.0466538400 60.0666700 no no
## 804 no 1 56.7500000 8.0000 0.0001500000 0.0000000 yes no
## 805 yes 0 28.2500000 2.0272 0.1110255000 187.1425000 yes no
## 806 yes 0 38.0833300 4.0000 0.0092175000 29.9750000 yes no
## 807 yes 0 55.0833300 6.7000 0.0798607500 445.8058000 yes no
## 808 yes 0 29.3333300 2.5000 0.1795448000 374.0517000 yes no
## 809 yes 0 19.8333300 3.0000 0.0004000000 0.0000000 no no
## 810 yes 0 25.2500000 3.2000 0.0454271800 121.0558000 no no
## 811 yes 0 27.2500000 3.1800 0.0908757900 240.8208000 no no
## 812 yes 0 27.5000000 3.2000 0.0310034400 82.3425000 yes no
## 813 yes 1 26.0000000 1.7305 0.0912042800 131.5242000 no no
## 814 yes 0 25.9166700 2.4000 0.1078696000 215.7392000 no no
## 815 no 1 32.2500000 2.2500 0.0005333333 0.0000000 no no
## 816 yes 0 43.3333300 3.9495 0.1571475000 517.2117000 yes no
## 817 yes 0 34.9166700 3.0000 0.0146486700 36.2050000 no no
## 818 yes 0 27.7500000 2.6500 0.0725984900 159.6550000 no no
## 819 no 5 28.0000000 2.2360 0.0005366727 0.0000000 no no
## 820 yes 0 39.4166700 4.7000 0.0631402100 247.2992000 yes no
## 821 yes 0 40.8333300 3.4800 0.0076890800 21.7150000 no no
## 822 yes 0 23.3333300 2.5500 0.0079607840 16.2500000 no no
## 823 yes 1 43.5833300 2.7700 0.0436476500 100.3367000 yes no
## 824 yes 0 47.8333300 3.1131 0.0250576600 64.7558400 no no
## 825 yes 0 18.7500000 1.9680 0.0638719500 103.9167000 no no
## 826 yes 1 21.1666700 1.8000 0.1925344000 288.8017000 no no
## 827 no 1 54.8333300 9.4000 0.0001276596 0.0000000 yes no
## 828 yes 0 35.5000000 5.5000 0.0128963600 58.6083300 no no
## 829 no 0 24.1666700 1.5000 0.0008000000 0.0000000 no no
## 830 yes 0 24.8333300 2.7000 0.1720774000 387.1742000 no no
## 831 yes 0 23.8333300 2.3500 0.0697655300 136.0408000 no no
## 832 yes 0 39.9166700 4.6000 0.0275195700 105.3250000 no no
## 833 yes 0 31.7500000 10.9999 0.0107009200 97.4241600 no no
## 834 yes 0 62.5000000 2.6545 0.1037453000 229.4933000 no no
## 835 yes 1 36.3333300 7.3500 0.0712285700 436.2750000 no no
## 836 yes 0 23.0000000 3.2000 0.0171090600 45.1241700 no no
## 837 yes 0 28.3333300 6.2000 0.0689293600 355.9683000 yes no
## 838 yes 1 38.0000000 3.2700 0.2386927000 650.4375000 no no
## 839 yes 2 49.1666700 3.7000 0.1435230000 442.4458000 no no
## 840 yes 0 50.9166700 1.7500 0.2131486000 310.8417000 no no
## 841 no 0 23.5833300 2.4250 0.0004948454 0.0000000 no yes
## 842 no 1 29.0000000 2.7000 0.0004444444 0.0000000 no no
## 843 yes 0 45.2500000 3.7000 0.1384322000 426.8325000 no no
## 844 yes 0 31.6666700 3.2000 0.0137812500 36.2500000 no no
## 845 yes 0 31.8333300 3.1000 0.1304742000 337.0583000 no no
## 846 no 0 37.5833300 9.0000 0.0001333333 0.0000000 no no
## 847 yes 3 27.5833300 5.5000 0.2204731000 1010.5020000 no yes
## 848 no 0 36.0833300 4.1000 0.0002926829 0.0000000 yes no
## 849 yes 0 38.3333300 3.0000 0.2273640000 568.2433000 yes no
## 850 yes 0 25.5000000 2.8000 0.1980021000 461.9217000 no no
## 851 yes 0 41.5000000 5.1000 0.0329643200 140.0150000 no no
## 852 yes 0 34.5833300 7.0000 0.0354654300 206.3817000 no yes
## 853 yes 0 24.5000000 2.3040 0.3747426000 719.5059000 no no
## 854 yes 0 32.1666700 2.3000 0.2000322000 383.3117000 no no
## 855 no 1 24.5833300 1.9000 0.0006315790 0.0000000 no no
## 856 yes 0 23.8333300 2.3000 0.1386009000 265.6517000 no no
## 857 no 1 22.6666700 1.5000 0.0008000000 0.0000000 no no
## 858 yes 0 26.0833300 2.3750 0.1428510000 282.7258000 no yes
## 859 yes 0 30.1666700 2.8000 0.1643857000 383.5667000 no no
## 860 yes 0 27.0833300 2.5224 0.2354365000 494.8875000 no no
## 861 yes 0 27.1666700 2.2000 0.0073095450 12.6508300 no no
## 862 yes 0 32.4166700 3.2000 0.1192053000 317.4642000 no no
## 863 yes 0 32.5000000 3.7000 0.0034567570 9.7416670 no no
## 864 yes 0 46.0000000 1.8000 0.0335000000 49.4166700 no no
## 865 no 2 47.0000000 2.3500 0.0005106383 0.0000000 no no
## 866 yes 0 22.7500000 1.8200 0.5418599000 821.8208000 no no
## 867 yes 0 42.0833300 5.5000 0.0706803600 323.9517000 no no
## 868 no 12 30.4166700 2.6000 0.0004615385 0.0000000 no no
## 869 yes 0 21.4166700 2.1500 0.2658507000 476.3158000 no no
## 870 yes 0 36.6666700 3.8000 0.0359192100 112.9942000 yes no
## 871 yes 0 37.1666700 2.0000 0.0269280000 44.4633300 no no
## 872 yes 2 26.5833300 2.4500 0.1217171000 248.5058000 no no
## 873 yes 1 46.4166700 3.5000 0.1096431000 319.7925000 yes no
## 874 yes 0 25.5833300 2.8000 0.3252597000 758.9391000 no no
## 875 yes 1 30.3333300 1.9900 0.2490915000 412.9933000 no no
## 876 no 0 27.5000000 2.0000 0.0006000000 0.0000000 no no
## 877 yes 0 21.0000000 2.1000 0.0755176200 131.9892000 yes no
## 878 yes 0 20.0000000 2.7900 0.0226835100 52.4891700 no no
## 879 yes 0 23.2500000 2.3200 0.1166047000 225.2692000 no no
## 880 yes 0 45.0833300 4.6000 0.0777669500 298.0233000 no no
## 881 no 1 26.5000000 2.0000 0.0006000000 0.0000000 yes no
## 882 yes 0 29.7500000 3.0000 0.0694203300 173.4675000 no no
## 883 yes 0 52.3333300 3.3280 0.0288227200 79.6850000 yes no
## 884 yes 0 41.6666700 2.4752 0.0672495100 138.5467000 no no
## 885 yes 0 22.7500000 4.3000 0.1578128000 565.3292000 no no
## 886 no 0 33.0000000 1.7700 0.0006779661 0.0000000 no no
## 887 yes 1 29.8333300 2.4500 0.1085196000 220.8942000 no no
## 888 yes 0 20.2500000 1.8500 0.3426108000 527.9417000 yes no
## 889 yes 0 26.0833300 2.2300 0.0565201800 104.7833000 no no
## 890 no 0 22.5000000 2.5000 0.0004800000 0.0000000 no no
## 891 yes 3 32.8333300 3.5091 0.1596184000 466.3475000 no no
## 892 yes 0 27.3333300 3.2875 0.0324200800 88.8175000 no no
## 893 yes 0 28.5000000 4.2320 0.1239747000 437.1342000 no yes
## 894 no 1 36.9166700 1.8500 0.0006486487 0.0000000 no no
## 895 yes 0 26.0000000 2.2000 0.0625927300 114.2533000 no no
## 896 no 0 41.8333300 3.5000 0.0003428572 0.0000000 no no
## 897 yes 0 23.7500000 3.0000 0.1172833000 293.0417000 no no
## 898 yes 0 25.2500000 1.8000 0.4559923000 683.9883000 yes no
## 899 yes 0 25.6666700 1.7000 0.0800700000 113.0992000 no no
## 900 yes 0 29.0000000 5.5000 0.0629520000 288.3633000 no no
## 901 yes 0 40.5833300 2.5685 0.0523301500 111.6750000 no no
## 902 no 2 59.0000000 3.5000 0.0003428572 0.0000000 no no
## 903 yes 0 37.4166700 2.5000 0.0726416000 151.3367000 no no
## 904 yes 0 30.8333300 3.3026 0.0019984250 4.5833330 no no
## 905 yes 0 29.8333300 2.2500 0.1068240000 199.7950000 no no
## 906 yes 1 32.5000000 10.0000 0.0370400000 308.2500000 yes no
## 907 yes 0 25.5000000 2.9000 0.0801558600 193.2933000 no no
## 908 no 2 36.3333300 2.9500 0.0004067797 0.0000000 no no
## 909 no 0 25.3333300 1.6000 0.0007500000 0.0000000 no no
## 910 yes 0 28.5000000 3.4000 0.0212132400 59.8541700 no no
## 911 no 4 22.0000000 2.1000 0.0005714286 0.0000000 yes no
## 912 yes 0 27.5833300 3.2000 0.1177562000 313.4333000 no no
## 913 no 0 29.3333300 3.5000 0.0003428572 0.0000000 no no
## 914 yes 0 31.5000000 2.4700 0.0947886600 195.0233000 no no
## 915 yes 0 27.6666700 2.6000 0.0750519200 162.4458000 no no
## 916 no 2 39.1666700 4.0248 0.0002981515 0.0000000 no no
## 917 yes 0 22.6666700 2.1000 0.1797090000 314.4908000 no no
## 918 yes 0 30.0833300 1.9500 0.1804298000 292.9483000 no no
## 919 no 0 34.1666700 3.5995 0.0003333796 0.0000000 no no
## 920 no 2 42.8333300 3.7000 0.0003243243 0.0000000 no no
## 921 yes 0 31.5833300 3.0000 0.2136177000 533.6275000 no no
## 922 yes 0 32.3333300 4.5000 0.0916633300 343.6542000 no no
## 923 no 11 24.7500000 2.3000 0.0005217391 0.0000000 no no
## 924 yes 0 45.1666700 3.5000 0.1362400000 397.0333000 yes no
## 925 yes 0 25.4166700 2.1000 0.0412857200 71.6666600 yes no
## 926 yes 0 40.7500000 5.0000 0.1209914000 503.5475000 no no
## 927 yes 0 40.1666700 2.4500 0.0700069400 142.5142000 no no
## 928 yes 0 41.4166700 3.5000 0.0031428570 8.3333330 no no
## 929 yes 0 24.5000000 2.5000 0.2339912000 487.4817000 no no
## 930 no 11 30.3333300 3.6000 0.0003333333 0.0000000 no no
## 931 yes 0 25.1666700 2.6560 0.1594194000 352.8483000 yes no
## 932 no 0 28.3333300 2.5000 0.0004800000 0.0000000 no no
## 933 no 0 28.4166700 2.0000 0.0006000000 0.0000000 no no
## 934 yes 0 25.0833300 3.5200 0.0210795500 61.1666700 no no
## 935 yes 1 23.2500000 1.8769 0.3536299000 553.1067000 no no
## 936 yes 0 21.2500000 2.2500 0.0318697800 59.0891600 no no
## 937 yes 0 39.8333300 1.7123 0.0930713000 132.4717000 no no
## 938 yes 0 25.7500000 4.0000 0.0269980000 89.8266700 no no
## 939 yes 0 25.2500000 2.1600 0.0205555600 36.3333300 no no
## 940 yes 2 40.4166700 3.3000 0.0397793900 108.9767000 no no
## 941 yes 0 37.6666700 7.0000 0.0111674300 64.5600000 yes no
## 942 yes 0 25.2500000 2.1000 0.1102229000 192.6400000 no no
## 943 yes 0 41.6666700 3.0000 0.0529396700 131.7658000 yes no
## 944 yes 1 24.2500000 3.5000 0.0699628600 203.8917000 no no
## 945 no 0 22.9166700 2.0700 0.0005797101 0.0000000 no no
## 946 yes 0 19.0000000 2.8000 0.1672143000 390.1667000 yes no
## 947 yes 0 57.0833300 5.0000 0.0002400000 0.0000000 yes yes
## 948 yes 0 33.9166700 2.1888 0.1483196000 270.3683000 no no
## 949 no 14 48.2500000 2.0000 0.0006000000 0.0000000 yes no
## 950 yes 1 48.7500000 2.7000 0.0004444444 0.0000000 no yes
## 951 yes 0 28.9166700 2.6900 0.1571033000 352.1733000 no no
## 952 yes 1 40.8333300 3.7300 0.0578351200 179.7708000 yes no
## 953 yes 0 32.8333300 2.0000 0.0938035000 156.0892000 yes no
## 954 yes 0 44.3333300 4.3000 0.0163951200 57.9158300 yes no
## 955 yes 0 38.1666700 5.5000 0.0449301800 205.5133000 yes no
## 956 yes 0 37.3333300 5.9200 0.0302802400 149.2992000 yes no
## 957 yes 1 44.2500000 7.6000 0.0490635500 310.7358000 yes no
## 958 yes 0 18.1666700 2.8200 0.0418539000 97.9400000 no no
## 959 yes 0 24.5833300 2.2000 0.0693827300 127.1183000 yes no
## 960 yes 0 47.5000000 2.6611 0.0995644600 220.7925000 yes no
## 961 no 3 31.6666700 7.5000 0.0001600000 0.0000000 no no
## 962 yes 0 33.0833300 4.0000 0.2564355000 854.7850000 yes no
## 963 yes 0 31.5833300 6.5000 0.1113085000 602.9208000 yes no
## 964 yes 0 38.4166700 5.6000 0.0934841000 436.2592000 yes no
## 965 no 0 19.5833300 2.1000 0.0005714286 0.0000000 no no
## 966 yes 0 35.3333300 4.5000 0.0180482200 67.0975000 yes no
## 967 yes 0 29.2500000 2.5100 0.0451083700 94.2683300 no no
## 968 yes 2 46.0000000 10.0320 0.0101344700 84.3908300 yes no
## 969 yes 0 19.9166700 3.5000 0.0602094300 175.4442000 no no
## 970 yes 0 22.8333300 3.5000 0.0454157100 132.1292000 no yes
## 971 yes 0 24.3333300 3.9000 0.0941038400 305.8375000 no no
## 972 yes 0 18.5000000 2.5000 0.2115316000 440.6908000 no no
## 973 yes 0 49.1666700 5.2000 0.1465260000 634.8625000 yes no
## 974 no 0 47.7500000 1.5000 0.0008000000 0.0000000 yes no
## 975 yes 0 49.1666700 9.9999 0.0111631100 92.4416700 yes no
## 976 yes 0 57.5833300 4.1000 0.0838985400 286.5700000 yes no
## 977 yes 0 24.5833300 2.2000 0.0660168200 121.0308000 no no
## 978 yes 0 26.4166700 4.3800 0.0373627800 136.1242000 yes no
## 979 no 5 38.2500000 2.4852 0.0004828585 0.0000000 no no
## 980 yes 1 29.5833300 6.6000 0.0927436400 510.0900000 yes no
## 981 yes 1 30.6666700 2.7400 0.0185667900 42.3108300 yes no
## 982 yes 1 58.9166700 2.7000 0.0032222220 6.4166670 yes no
## 983 yes 0 38.5000000 3.2618 0.0029431600 7.0833330 no no
## 984 yes 0 45.6666700 5.8000 0.0330648300 159.7300000 yes no
## 985 yes 0 25.8333300 2.5000 0.0598016000 124.5033000 no no
## 986 yes 0 30.0000000 3.5000 0.3527866000 1028.9610000 yes no
## 987 no 0 80.1666600 1.5000 0.0008000000 0.0000000 no no
## 988 no 0 25.5833300 1.7500 0.0006857143 0.0000000 no no
## 989 no 5 40.0833300 4.4000 0.0002727273 0.0000000 yes no
## 990 yes 0 42.0833300 4.7000 0.0184789400 71.9591700 yes yes
## 991 yes 0 49.0000000 3.3000 0.0407093900 111.6175000 yes no
## 992 yes 0 44.0000000 5.8000 0.0799074200 386.0525000 yes no
## 993 no 1 43.1666700 5.3200 0.0002255639 0.0000000 yes no
## 994 yes 0 25.0000000 2.4000 0.0315875000 62.5083300 no no
## 995 yes 0 43.8333300 3.2500 0.0589021600 159.3600000 yes no
## 996 yes 0 24.5000000 3.0600 0.1705402000 434.8775000 no no
## 997 yes 0 39.5000000 3.0000 0.0162310000 40.3275000 yes no
## 998 yes 0 25.6666700 2.2000 0.0214772700 38.7083300 yes no
## 999 yes 0 43.6666700 3.0000 0.0230226700 57.3066700 yes no
## 1000 yes 0 46.3333300 4.2000 0.0088416660 30.4458300 yes no
## 1001 yes 0 34.1666700 2.3700 0.0541202500 106.7208000 yes no
## 1002 yes 1 38.8333300 2.5200 0.0864670600 181.4142000 yes no
## 1003 yes 1 37.0833300 5.4900 0.1602140000 732.9792000 yes no
## 1004 yes 0 19.5000000 2.9800 0.0004026846 0.0000000 no no
## 1005 no 0 27.4166700 3.6000 0.0003333333 0.0000000 no no
## 1006 yes 0 39.9166700 2.2500 0.0511706700 95.5283400 yes no
## 1007 yes 0 45.6666700 3.2240 0.3338480000 896.9384000 yes no
## 1008 yes 0 52.1666700 5.0000 0.0204978000 85.2408300 yes no
## 1009 no 3 34.7500000 2.6700 0.0004494382 0.0000000 no no
## 1010 yes 0 30.0833300 3.7500 0.0956197300 298.4783000 yes no
## 1011 yes 0 61.5833300 3.7500 0.0003200000 0.0000000 yes no
## 1012 yes 0 32.6666700 3.7000 0.0040689190 11.7125000 yes no
## 1013 yes 0 38.8333300 3.3000 0.0241157600 65.8183400 yes no
## 1014 yes 0 37.0833300 7.0000 0.1540159000 898.4258000 yes no
## 1015 yes 2 33.5000000 3.3748 0.1758282000 494.4875000 no no
## 1016 no 0 30.0833300 3.1200 0.0003846154 0.0000000 no no
## 1017 yes 0 42.6666700 2.5900 0.0314837800 67.5358400 yes yes
## 1018 yes 2 29.4166700 2.1000 0.0722971400 126.1033000 yes no
## 1019 yes 0 52.6666700 3.0000 0.0395730000 98.6825000 yes no
## 1020 yes 0 29.8333300 3.0000 0.1059863000 264.9658000 yes no
## 1021 yes 0 45.7500000 4.4000 0.0048636370 17.0833300 yes no
## 1022 yes 0 30.1666700 3.1000 0.1816442000 469.2475000 yes no
## 1023 yes 0 30.8333300 2.9800 0.0437432900 108.2958000 no no
## 1024 yes 0 22.2500000 2.8000 0.2532993000 590.9484000 yes no
## 1025 no 0 37.1666700 1.8339 0.0006543432 0.0000000 no no
## 1026 yes 0 22.0000000 3.2905 0.0175657200 48.0833300 no no
## 1027 yes 0 29.0000000 2.7000 0.0004444444 0.0000000 no no
## 1028 yes 0 28.3333300 3.9000 0.0436476900 141.6883000 yes no
## 1029 no 5 27.1666700 1.8000 0.0006666667 0.0000000 no no
## 1030 yes 0 31.3333300 3.2000 0.0411346900 109.6092000 no no
## 1031 yes 0 32.6666700 3.6500 0.5383649000 1637.5270000 yes no
## 1032 yes 0 30.5833300 3.5000 0.0393054300 114.5575000 no no
## 1033 yes 0 40.6666700 4.7700 0.0031461220 11.6725000 yes no
## 1034 yes 0 39.0833300 4.2000 0.0065545240 22.3575000 yes no
## 1035 no 10 43.2500000 5.0000 0.0002400000 0.0000000 yes yes
## 1036 yes 0 24.7500000 2.0000 0.0549975000 91.4125000 yes yes
## 1037 yes 0 26.5000000 2.6000 0.1106477000 239.4867000 yes no
## 1038 yes 0 61.1666700 5.0000 0.0457034000 190.4308000 yes no
## 1039 yes 0 44.0833300 4.0000 0.0201197500 66.7325000 yes yes
## 1040 yes 0 61.0833300 5.3726 0.0495787900 221.8892000 yes yes
## 1041 yes 0 40.6666700 2.7246 0.1966153000 446.4150000 no no
## 1042 yes 0 20.8333300 1.8000 0.5535178000 830.2767000 no no
## 1043 yes 0 45.9166700 4.0000 0.0342142500 113.6308000 yes no
## 1044 yes 0 26.8333300 2.1000 0.0005714286 0.0000000 no no
## 1045 no 0 33.5833300 2.5500 0.0004705882 0.0000000 no no
## 1046 yes 0 30.6666700 2.5000 0.0611788000 127.3725000 yes no
## 1047 yes 0 23.9166700 2.0000 0.1001910000 166.9017000 no no
## 1048 yes 0 34.8333300 3.0000 0.1263770000 315.9425000 no no
## 1049 yes 0 38.5833300 2.6000 0.0793973100 171.8608000 yes no
## 1050 yes 1 35.8333300 2.4000 0.0235945800 46.6058300 no yes
## 1051 yes 0 36.0000000 4.0000 0.0920405000 306.4683000 yes no
## 1052 yes 0 42.6666700 6.2000 0.0061451610 31.0000000 yes no
## 1053 yes 0 22.5833300 2.2000 0.0766177300 140.2992000 no no
## 1054 no 1 28.5000000 2.0000 0.0006000000 0.0000000 no no
## 1055 yes 1 44.9166700 5.8000 0.0363574100 175.6442000 yes no
## 1056 yes 0 30.5833300 1.8000 0.0198994400 29.5158300 no no
## 1057 yes 0 27.2500000 3.2640 0.0248290400 67.2016700 no no
## 1058 yes 0 24.0000000 2.1000 0.0836781000 146.2700000 yes no
## 1059 yes 0 23.4166700 2.7456 0.0024038460 4.5833330 no no
## 1060 yes 1 55.3333300 3.7000 0.0522005400 160.4517000 yes no
## 1061 yes 0 35.1666700 4.8150 0.0429522300 171.5125000 yes no
## 1062 yes 0 46.3333300 3.0500 0.0034918030 8.1250000 yes no
## 1063 yes 0 39.4166700 2.4000 0.1922946000 384.1725000 no no
## 1064 yes 0 34.9166700 5.0000 0.4258454000 1774.3560000 yes no
## 1065 yes 0 19.0833300 2.6000 0.1316562000 285.2550000 no no
## 1066 yes 0 27.5833300 4.0000 0.0149500000 49.2500000 yes yes
## 1067 yes 0 46.2500000 6.8000 0.0071380880 40.1991700 yes yes
## 1068 yes 0 47.1666700 1.9400 0.0168041200 26.5000000 no no
## 1069 yes 0 25.4166700 2.4500 0.0900706100 183.5608000 no no
## 1070 yes 0 51.3333300 4.5300 0.0121468000 45.3541700 yes no
## 1071 yes 0 41.0000000 6.8250 0.1168532000 664.6025000 no no
## 1072 yes 1 36.3333300 3.8500 0.0117189600 37.0150000 no no
## 1073 yes 0 32.4166700 2.7500 0.3767844000 862.9642000 yes no
## 1074 no 3 41.7500000 3.5000 0.0003428572 0.0000000 yes no
## 1075 no 3 32.7500000 3.0000 0.0004000000 0.0000000 yes no
## 1076 yes 0 21.9166700 2.3000 0.0749195600 143.4292000 yes no
## 1077 yes 0 29.2500000 1.8000 0.0833661200 124.6325000 no no
## 1078 yes 0 21.0833300 2.2000 0.3152637000 577.9833000 no no
## 1079 yes 0 34.6666700 4.8000 0.0665858300 266.3433000 yes no
## 1080 yes 0 27.9166700 2.0400 0.0179230400 30.0525000 yes no
## 1081 yes 1 36.5000000 1.6800 0.1381470000 193.3225000 yes no
## 1082 yes 0 24.0000000 2.7811 0.0525547500 121.6333000 no no
## 1083 yes 0 63.7500000 6.0000 0.0018333330 8.3333330 no no
## 1084 yes 0 25.8333300 3.5000 0.0544920000 158.6017000 no no
## 1085 no 4 42.4166700 1.8000 0.0006666667 0.0000000 no no
## 1086 yes 0 35.0000000 3.9000 0.0549607700 178.4558000 yes no
## 1087 yes 0 20.6666700 2.0000 0.1002240000 167.0400000 no no
## 1088 yes 2 41.8333300 7.1195 0.0959976100 569.5458000 yes no
## 1089 no 2 24.9166700 1.8500 0.0006486487 0.0000000 no no
## 1090 yes 0 32.0833300 1.6000 0.2635850000 351.3633000 no no
## 1091 yes 0 34.0833300 4.8500 0.0489954700 198.0233000 yes no
## 1092 yes 0 37.1666700 2.8250 0.0653458400 153.7517000 yes no
## 1093 no 1 27.0833300 2.7000 0.0004444444 0.0000000 no no
## 1094 no 0 56.0000000 1.4500 0.0008275862 0.0000000 yes no
## 1095 yes 0 26.7500000 1.8000 0.0066111110 9.1666670 yes no
## 1096 no 0 33.2500000 3.7000 0.0003243243 0.0000000 yes no
## 1097 yes 0 19.1666700 1.9000 0.2829621000 448.0233000 no no
## 1098 yes 0 35.9166700 2.6200 0.2154031000 470.2967000 yes no
## 1099 yes 0 25.1666700 3.7500 0.1280760000 400.0708000 yes no
## 1100 yes 0 45.7500000 4.5000 0.0398702200 149.0967000 yes no
## 1101 no 4 38.5000000 3.7000 0.0003243243 0.0000000 no no
## 1102 yes 1 42.0000000 3.8360 0.1039330000 332.2392000 yes no
## 1103 no 0 25.8333300 1.5900 0.0007547170 0.0000000 no no
## 1104 no 2 25.9166700 2.0700 0.0005797101 0.0000000 no no
## 1105 yes 0 31.0833300 5.1000 0.1696612000 721.0600000 yes no
## 1106 no 3 40.5000000 4.0128 0.0002990431 0.0000000 no no
## 1107 yes 0 67.1666600 4.4692 0.0021480350 7.0833330 no no
## 1108 yes 0 33.0833300 3.5000 0.0570531400 166.2383000 no no
## 1109 yes 0 45.7500000 5.0000 0.0015250000 5.5208330 yes no
## 1110 yes 1 28.1666700 2.5000 0.0032000000 5.8333330 no no
## 1111 yes 0 30.4166700 1.5000 0.0634413400 78.8850000 no no
## 1112 yes 1 47.0000000 3.8425 0.0065842550 20.2500000 yes no
## 1113 yes 1 42.7500000 3.6000 0.0380658300 113.9475000 yes no
## 1114 yes 0 44.5000000 2.9500 0.2008407000 493.7333000 no no
## 1115 yes 0 37.6666700 2.3850 0.1676499000 332.7042000 yes yes
## 1116 yes 0 28.0000000 2.1600 0.0236666700 42.5166700 no no
## 1117 yes 0 31.7500000 2.0070 0.0904529200 151.0325000 no no
## 1118 yes 0 22.9166700 1.5600 0.0985173100 128.0725000 yes no
## 1119 no 4 57.7500000 2.0000 0.0006000000 0.0000000 yes yes
## 1120 yes 0 23.0000000 2.9000 0.0004137931 0.0000000 no no
## 1121 yes 0 24.1666700 3.7000 0.0711151400 219.2717000 yes no
## 1122 yes 0 37.1666700 3.8400 0.0118375000 37.7133300 no no
## 1123 no 1 63.4166700 2.1375 0.0005614035 0.0000000 yes no
## 1124 no 0 23.0000000 2.4000 0.0005000000 0.0000000 no no
## 1125 yes 0 24.3333300 2.4000 0.1813192000 362.6383000 no no
## 1126 yes 0 41.0833300 2.0000 0.0055000000 8.3333330 yes no
## 1127 no 0 28.1666700 1.5480 0.0007751938 0.0000000 no no
## 1128 no 1 52.3333300 2.0000 0.0006000000 0.0000000 yes no
## 1129 yes 0 28.0000000 3.1000 0.2248926000 580.9725000 yes no
## 1130 yes 0 28.7500000 2.5000 0.0123800000 25.2916700 yes no
## 1131 yes 0 39.0833300 5.1000 0.0495243100 210.2283000 yes no
## 1132 yes 0 32.2500000 2.0000 0.0730520000 121.3367000 yes no
## 1133 yes 0 33.2500000 3.6000 0.0259911100 77.8066600 no no
## 1134 yes 0 25.0000000 3.3984 0.0003531073 0.0000000 yes no
## 1135 yes 0 42.4166700 4.2000 0.0250161900 87.3066600 yes no
## 1136 no 3 35.2500000 1.7000 0.0007058823 0.0000000 yes no
## 1137 no 0 33.0833300 1.9390 0.0006188757 0.0000000 no no
## 1138 yes 0 33.8333300 2.9000 0.1951083000 471.3450000 yes no
## 1139 yes 0 48.1666700 1.7000 0.0122123500 16.6341700 yes no
## 1140 no 0 26.7500000 4.9000 0.0002448980 0.0000000 no no
## 1141 yes 0 40.0833300 2.2224 0.3980818000 737.0808000 yes no
## 1142 yes 0 32.4166700 6.1064 0.1070066000 544.5208000 yes no
## 1143 no 1 20.9166700 2.6250 0.0004571429 0.0000000 no yes
## 1144 no 2 21.5000000 1.5600 0.0007692308 0.0000000 yes no
## 1145 yes 0 27.8333300 2.6520 0.0728318200 160.8750000 yes no
## 1146 yes 0 43.9166700 2.8000 0.0466242900 108.6233000 yes no
## 1147 yes 0 24.2500000 1.6000 0.3755244000 500.6158000 yes no
## 1148 yes 0 29.0833300 5.0000 0.1619782000 674.9092000 yes no
## 1149 yes 1 27.7500000 2.0400 0.2145995000 364.8192000 no no
## 1150 yes 0 47.5833300 5.0400 0.0514678600 216.1650000 no no
## 1151 no 0 19.8333300 1.9200 0.0006250000 0.0000000 no no
## 1152 no 0 42.0000000 3.4000 0.0003529412 0.0000000 yes no
## 1153 yes 0 42.7500000 3.2000 0.1080344000 287.7583000 yes no
## 1154 yes 0 44.5833300 3.1000 0.1251213000 323.0633000 yes no
## 1155 yes 0 35.8333300 1.8829 0.1364475000 214.0975000 no no
## 1156 yes 0 21.8333300 2.4000 0.0819195800 163.8392000 no no
## 1157 yes 0 25.9166700 3.0000 0.0618960000 154.7400000 yes no
## 1158 no 0 40.9166700 1.8400 0.0006521739 0.0000000 no yes
## 1159 yes 0 35.8333300 2.5000 0.0791488000 164.8100000 yes no
## 1160 yes 0 31.0000000 5.1120 0.0297464800 126.3867000 yes no
## 1161 yes 0 51.6666700 2.5000 0.0193976000 39.9116700 yes no
## 1162 yes 0 34.0000000 5.4000 0.0713801800 321.2108000 yes no
## 1163 no 2 30.5833300 2.5000 0.0004800000 0.0000000 no no
## 1164 yes 0 33.3333300 2.1000 0.1308376000 228.9658000 no no
## 1165 yes 1 32.7500000 6.0000 0.0898078300 449.0392000 no no
## 1166 yes 0 26.0833300 1.5600 0.0612378200 79.6091700 no no
## 1167 yes 0 31.9166700 4.0700 0.0688574900 233.0417000 no no
## 1168 yes 1 20.5833300 2.7000 0.1183070000 266.1908000 no no
## 1169 yes 0 23.4166700 2.0400 0.1200515000 204.0875000 yes no
## 1170 yes 0 60.2500000 2.8000 0.0437232100 101.8542000 yes no
## 1171 yes 0 24.8333300 6.2000 0.1706156000 881.2642000 no no
## 1172 yes 0 30.1666700 2.1900 0.4874438000 889.5850000 no no
## 1173 yes 0 29.3333300 3.2000 0.0536728100 142.8775000 no no
## 1174 yes 0 48.1666700 2.3000 0.2265000000 434.1250000 yes no
## 1175 yes 0 25.2500000 1.7600 0.1375511000 201.6583000 no no
## 1176 no 0 69.7500000 1.8000 0.0006666667 0.0000000 yes no
## 1177 yes 0 53.2500000 3.9600 0.0024242420 7.0833330 yes no
## 1178 yes 0 54.0833300 2.5000 0.0091220000 18.2541700 yes no
## 1179 yes 0 32.0000000 2.2800 0.0673596500 127.9833000 yes no
## 1180 yes 0 33.7500000 2.5000 0.0775176000 161.1617000 yes no
## 1181 yes 0 23.1666700 2.6000 0.8245508000 1786.2770000 no no
## 1182 yes 0 24.7500000 2.2000 0.1550486000 284.2558000 yes no
## 1183 yes 4 40.4166700 2.4480 0.2090833000 426.4467000 yes no
## 1184 no 2 48.2500000 6.8000 0.0001764706 0.0000000 yes yes
## 1185 no 0 35.8333300 4.5000 0.0002666667 0.0000000 yes no
## 1186 yes 0 49.6666700 4.9600 0.1054817000 435.9908000 yes no
## 1187 yes 0 34.6666700 5.0000 0.0140794000 58.0808300 yes no
## 1188 yes 0 34.9166700 2.1000 0.0590447600 103.3283000 no no
## 1189 yes 0 47.3333300 10.4000 0.2309477000 2001.5470000 yes no
## 1190 no 0 19.5000000 1.5600 0.0007692308 0.0000000 yes no
## 1191 no 9 30.3333300 2.3000 0.0005217391 0.0000000 no yes
## 1192 no 0 40.0000000 4.9875 0.0002406015 0.0000000 yes no
## 1193 no 6 35.2500000 5.6335 0.0002130114 0.0000000 yes no
## 1194 no 0 23.7500000 1.6720 0.0007177034 0.0000000 no no
## 1195 yes 0 0.7500000 1.6000 0.1541906000 205.2542000 no no
## 1196 yes 0 24.8333300 1.5100 0.2052980000 258.1667000 yes no
## 1197 yes 0 38.7500000 2.8463 0.0070266660 15.8333300 yes no
## 1198 yes 0 24.9166700 2.3000 0.0851943500 163.0392000 no no
## 1199 yes 0 25.3333300 3.0000 0.1900073000 475.0183000 no no
## 1200 yes 1 23.2500000 2.2000 0.2345391000 429.9050000 yes no
## 1201 yes 0 49.8333300 0.2100 0.2718571000 47.2416600 yes no
## 1202 yes 0 37.0833300 2.8000 0.1699286000 396.5000000 no no
## 1203 no 0 20.1666700 1.8000 0.0006666667 0.0000000 no no
## 1204 no 2 24.5833300 2.2000 0.0005454546 0.0000000 no no
## 1205 yes 1 28.5000000 3.0000 0.0294690000 73.1725000 no no
## 1206 yes 0 45.5833300 2.4000 0.0121666700 23.5833300 yes no
## 1207 no 0 20.5833300 1.2000 0.0010000000 0.0000000 no yes
## 1208 yes 0 54.2500000 6.8000 0.1005738000 569.9183000 no no
## 1209 yes 0 24.5833300 1.5000 0.0197226700 24.0700000 no no
## 1210 yes 0 31.9166700 2.7000 0.1151311000 258.8783000 no no
## 1211 yes 1 43.7500000 3.5000 0.1329034000 387.2183000 yes no
## 1212 no 0 31.9166700 2.1000 0.0005714286 0.0000000 no no
## 1213 yes 0 22.8333300 2.5000 0.4028644000 839.3008000 no no
## 1214 yes 0 28.0833300 5.4700 0.0291923200 133.0683000 yes no
## 1215 no 0 27.5833300 2.3500 0.0005106383 0.0000000 no no
## 1216 yes 0 22.0833300 1.6500 0.0498515100 68.5458300 no no
## 1217 yes 0 34.1666700 9.2000 0.0866244600 664.1208000 yes no
## 1218 yes 1 54.6666700 7.2900 0.1065361000 647.2067000 yes no
## 1219 yes 0 32.9166700 2.7200 0.1776717000 402.7225000 no no
## 1220 yes 0 40.0000000 3.6240 0.0157003300 47.0816700 yes no
## 1221 yes 0 26.0000000 5.3000 0.0548252800 242.1450000 yes no
## 1222 yes 0 55.2500000 4.9000 0.0669771400 273.4900000 yes no
## 1223 yes 0 32.2500000 3.6208 0.0498370500 150.2917000 yes no
## 1224 yes 0 38.9166700 2.1360 0.0596633900 106.2008000 no no
## 1225 yes 0 28.4166700 2.5000 0.1933780000 402.7875000 yes no
## 1226 no 0 39.5833300 0.4900 0.0024489800 0.0000000 yes no
## 1227 yes 1 55.5833300 4.3000 0.0350181400 125.4817000 yes no
## 1228 yes 0 42.0000000 6.3000 0.0406507900 213.0000000 yes no
## 1229 yes 0 21.1666700 2.4000 0.1008329000 201.5825000 no no
## 1230 yes 0 33.0833300 2.8000 0.0301578600 70.2850000 yes no
## 1231 yes 0 37.7500000 5.0000 0.0452946000 188.7275000 yes no
## 1232 yes 0 28.4166700 2.8000 0.0142142900 32.6666700 no no
## 1233 yes 0 31.0833300 2.8000 0.0868442800 202.4700000 yes no
## 1234 yes 0 30.5000000 2.6500 0.0314766100 69.4275000 no no
## 1235 no 0 25.2500000 1.6000 0.0007500000 0.0000000 no no
## 1236 no 4 46.9166700 2.1000 0.0005714286 0.0000000 no no
## 1237 no 0 36.1666700 2.4080 0.0004983389 0.0000000 no no
## 1238 no 1 52.7500000 3.1000 0.0003870968 0.0000000 yes no
## 1239 yes 0 34.1666700 2.6160 0.0388677300 84.7316700 no no
## 1240 no 0 53.0000000 11.0000 0.0001090909 0.0000000 yes yes
## 1241 yes 0 22.3333300 1.8000 0.0534255600 80.0550000 no no
## 1242 yes 0 30.0000000 2.5000 0.0210496000 43.4366700 yes no
## 1243 yes 0 25.1666700 1.8000 0.0953005600 142.9508000 no no
## 1244 no 0 21.0833300 2.7268 0.0004400763 0.0000000 no no
## 1245 no 0 22.9166700 2.0500 0.0005853659 0.0000000 no no
## 1246 yes 0 40.6666700 5.0500 0.0284281200 119.3017000 yes no
## 1247 no 2 33.8333300 3.8000 0.0003157895 0.0000000 yes no
## 1248 no 1 35.1666700 4.2880 0.0002798507 0.0000000 yes no
## 1249 yes 0 28.8333300 3.6000 0.0433977800 130.0267000 yes yes
## 1250 yes 0 30.7500000 4.3000 0.1346951000 482.6575000 yes no
## 1251 no 0 41.3333300 4.4400 0.0002702703 0.0000000 yes no
## 1252 yes 0 38.5000000 2.6000 0.3961604000 858.3475000 no no
## 1253 no 1 33.7500000 4.1000 0.0002926829 0.0000000 yes no
## 1254 no 0 29.0833300 2.8600 0.0004195804 0.0000000 no no
## 1255 yes 0 27.0833300 2.4000 0.0167983300 33.0133300 no no
## 1256 yes 0 23.2500000 1.8000 0.0309816700 46.0558400 no no
## 1257 yes 0 33.8333300 1.8000 0.1132511000 169.8767000 no no
## 1258 yes 0 38.1666700 5.1000 0.0213090200 90.0633300 no no
## 1259 yes 0 35.5833300 3.5606 0.1090841000 323.5875000 no no
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## 1261 no 0 31.5833300 2.0237 0.0005929733 0.0000000 no no
## 1262 yes 0 23.0000000 1.8000 0.1114750000 167.2125000 no no
## 1263 yes 1 25.2500000 2.9000 0.0868665500 209.8442000 no no
## 1264 no 6 35.5833300 4.0000 0.0003000000 0.0000000 no no
## 1265 yes 0 28.6666700 2.9500 0.0936125400 229.7975000 no no
## 1266 no 0 37.0000000 3.2000 0.0003750000 0.0000000 no no
## 1267 yes 0 41.0833300 4.5000 0.1431333000 536.2500000 yes no
## 1268 no 6 37.4166700 7.0000 0.0001714286 0.0000000 yes no
## 1269 no 0 19.4166700 2.2000 0.0005454546 0.0000000 no no
## 1270 yes 0 22.3333300 2.8000 0.0822867900 191.8358000 no no
## 1271 yes 0 29.0833300 2.2000 0.0005454546 0.0000000 no no
## 1272 yes 0 26.7500000 5.7700 0.0754774700 362.7542000 yes no
## 1273 yes 0 43.0833300 2.4317 0.0805263800 163.1800000 no no
## 1274 yes 0 37.3333300 7.0000 0.0302322900 176.2717000 yes no
## 1275 yes 0 26.7500000 2.1500 0.0342790700 61.3333300 no no
## 1276 yes 0 42.1666700 5.2000 0.0134286500 57.4408300 yes no
## 1277 yes 0 28.1666700 4.7000 0.2421564000 948.3625000 yes no
## 1278 yes 0 26.0833300 2.5000 0.0637624000 132.5883000 yes no
## 1279 yes 0 48.2500000 5.0000 0.0219424000 91.1766700 no no
## 1280 yes 0 27.8333300 3.5000 0.0502322900 146.4275000 yes no
## 1281 yes 0 26.3333300 2.4500 0.0549314300 111.8183000 no no
## 1282 no 0 21.0833300 9.9999 0.0001200012 0.0000000 no no
## 1283 yes 0 30.5833300 3.2000 0.1486019000 396.2717000 yes no
## 1284 yes 0 27.8333300 3.5400 0.0068666660 19.5900000 no no
## 1285 yes 0 49.1666700 3.1144 0.0084953760 21.4650000 yes no
## 1286 no 2 35.0000000 2.2500 0.0005333333 0.0000000 no no
## 1287 yes 1 48.6666700 6.0000 0.1770172000 885.0858000 yes no
## 1288 no 11 24.5833300 1.6800 0.0007142857 0.0000000 no no
## 1289 yes 0 29.5833300 2.4000 0.0152700000 29.9566700 no no
## 1290 yes 0 41.4166700 3.2000 0.0102356300 26.8783300 no no
## 1291 yes 0 40.9166700 6.0000 0.0789643300 394.5717000 yes no
## 1292 yes 0 22.0000000 1.7500 0.6214691000 906.3092000 no no
## 1293 no 0 36.0000000 4.5000 0.0002666667 0.0000000 yes no
## 1294 yes 0 39.5833300 2.5000 0.1922148000 400.4475000 no no
## 1295 yes 0 31.5833300 2.5500 0.1429055000 303.6742000 no no
## 1296 yes 0 33.0833300 3.2600 0.0527358900 143.0158000 no no
## 1297 yes 1 22.8333300 3.6000 0.0488416700 146.4417000 no no
## 1298 no 0 35.4166700 2.7800 0.0004316547 0.0000000 no no
## 1299 yes 0 58.0833300 4.4000 0.0265956800 97.1841700 yes yes
## 1300 yes 0 38.7500000 3.2000 0.0147803100 38.9975000 yes no
## 1301 no 0 27.4166700 1.6000 0.0007500000 0.0000000 yes no
## 1302 no 0 23.9166700 1.6360 0.0007334963 0.0000000 no no
## 1303 yes 0 30.0833300 2.7000 0.0124814800 27.4166700 no no
## 1304 yes 0 34.0833300 3.5000 0.0616742900 179.7167000 yes no
## 1305 yes 1 39.0833300 3.4224 0.0290997500 82.6591600 yes no
## 1306 yes 0 38.4166700 6.5000 0.0292173800 157.8442000 yes no
## 1307 yes 0 20.5000000 2.0000 0.0384310000 63.5516700 no no
## 1308 yes 0 35.5833300 3.5800 0.0519919000 154.8592000 yes no
## 1309 yes 0 25.9166700 2.5000 0.0212500000 44.0208300 no no
## 1310 yes 1 40.1666700 2.0000 0.2548275000 424.6292000 yes no
## 1311 yes 0 30.5833300 2.5120 0.0026273890 4.5833330 no yes
## 1312 no 0 39.3333300 2.3004 0.0005216484 0.0000000 no yes
## 1313 no 0 22.5833300 3.8600 0.0003108808 0.0000000 no no
## 1314 no 1 30.3333300 2.1800 0.0005504587 0.0000000 no yes
## 1315 yes 0 33.5833300 4.5660 0.0021462990 7.3333330 yes no
## 1316 no 5 23.9166700 3.1920 0.0003759399 0.0000000 no no
## 1317 yes 0 40.5833300 4.6000 0.0265126100 101.2983000 yes no
## 1318 yes 0 32.8333300 3.7000 0.0089989190 26.9966700 no yes
## 1319 yes 0 48.2500000 3.7000 0.1116186000 344.1575000 yes no
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## 1317 2 1 1 2
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## 1319 2 2 1 0# Hồi quy tuyến tính
hg <- lm(formula = expenditure ~ income + dependents + months + active, data = CreditCard)
summary(hg)##
## Call:
## lm(formula = expenditure ~ income + dependents + months + active,
## data = CreditCard)
##
## Residuals:
## Min 1Q Median 3Q Max
## -532.00 -139.32 -66.45 62.59 2483.85
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 43.0727 17.3287 2.486 0.0131 *
## income 48.3446 4.5544 10.615 <2e-16 ***
## dependents -8.9403 6.0802 -1.470 0.1417
## months -0.2771 0.1097 -2.527 0.0116 *
## active 0.4987 1.1634 0.429 0.6683
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 260.8 on 1314 degrees of freedom
## Multiple R-squared: 0.08499, Adjusted R-squared: 0.08221
## F-statistic: 30.51 on 4 and 1314 DF, p-value: < 2.2e-165 Giải thích
Hệ số (Coefficients):
Intercept (Sai số): 43,0727. Đây là giá trị dự đoán của biến phụ thuộc (expenditure) khi tất cả các biến độc lập đều bằng 0.
income (Thu nhập): 48,3446. Hệ số âm cho biến income cho thấy mối quan hệ dương với chi tiêu. Mỗi đơn vị tăng về thu nhập sẽ làm tăng trung bình khoảng 48,3446 số tiền chi tiêu.
Active (số lượng tài khoản): 0,4987. Hệ số dương của biến active, chỉ ra rằng số lượng tài khoản tín dụng tác động tích cực lên thu nhập. Mỗi đơn vị tăng về số lượng tài khoản tín dụng sẽ làm tăng trung bình khoảng 0,4987 chi tiêu.
dependents (Số người phụ thuộc): -8,9403. Hệ số âm của biến dependents, cho thấy tác động tiêu cực với chi tiêu. Mỗi đơn vị tăng về dependents (reduced) tương ứng với giảm trung bình khoảng -8,9403 số người phụ thuộc.
Months (Số tháng ở): -0.2771. Hệ số âm cho biến months, cho thấy mối quan hệ tiêu cực với chi tiêu tín dụng. Mỗi đơn vị tăng về biến months tương ứng với giảm trung bình khoảng -0,2771 chi tiêu tín dụng.
6 Vẽ đồ thị
plot(hg)
7 Mô hình bị đa cộng tuyến
library(lmtest)
coeftest(hg)##
## t test of coefficients:
##
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 43.07266 17.32870 2.4856 0.01306 *
## income 48.34457 4.55445 10.6148 < 2e-16 ***
## dependents -8.94026 6.08017 -1.4704 0.14169
## months -0.27713 0.10966 -2.5271 0.01162 *
## active 0.49868 1.16343 0.4286 0.66827
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Kết quả cho thấy nhân tử phóng đại phương sai của tất cả các biến độc lập đều nhỏ hơn 1, do đó các ước lượng hệ số hồi quy là đáng tin cậy
library(car)
vif(hg)## income dependents months active
## 1.153407 1.115368 1.023584 1.043037Ta thấy các biến đều nhỏ hơn 10 nên mô hình không bị đa cộng tuyến
library(lmtest)bgtest(expenditure ~ income + dependents + months + active,order=3, data = a)##
## Breusch-Godfrey test for serial correlation of order up to 3
##
## data: expenditure ~ income + dependents + months + active
## LM test = 2.2655, df = 3, p-value = 0.5192giá trị p là 0,5192. Giá trị này lớn hơn mức ý nghĩa 5%. Do đó, chúng ta không thể bác bỏ giả thuyết không và kết luận rằng không có tự tương quan của thứ tự lên đến 3 trong các sai số của mô hình hồi quy.
library(car)durbinWatsonTest(hg)## lag Autocorrelation D-W Statistic p-value
## 1 -0.007059338 2.013784 0.798
## Alternative hypothesis: rho != 0Giá trị p là 0,832. Giá trị này lớn hơn mức ý nghĩa 0,05. Điều này có nghĩa là chúng ta không thể bác bỏ giả thuyết không về không có tự tương quan.
Thống kê DW là 2,013784. Giá trị này nằm trong khoảng từ 1 đến 3, cho thấy không có tự tương quan dương hoặc âm.