#LỜI MỞ ĐẦU

Lí do chọn đề tài

Khoảng 85% các trường hợp đột quỵ là do tắc nghẽn động mạch não gây ra bởi cục máu đông, làm máu ngừng lưu thông dẫn đến cơn đột quỵ do thiếu máu cục bộ. Nguyên nhân chính là sự tích tụ của các chất lắng đọng cholesterol trên thành mạch làm thu hẹp đường kính của động mạch và thúc đẩy sự tắc nghẽn. Sự thu hẹp này, được gọi là xơ vữa động mạch, đôi khi khu trú trong não nhưng cũng có thể xảy ra trường hợp một mảnh cholesterol lắng đọng, hiện diện bên ngoài, tách ra và di chuyển qua dòng máu vào động mạch não. Trong 15% trường hợp còn lại là xuất huyết, nghĩa là do vỡ động mạch não, suy yếu bởi sự tăng huyết áp (nguyên nhân chính), dị tật, các khối u và các rối loạn chảy máu khác nhau. Đột quỵ xuất huyết là do chảy máu trong não hoặc dưới màng não (màng não) xảy ra sau khi mạch máu bị vỡ. Xuất huyết não có thể do huyết áp cao không kiểm soát được hoặc trong một số trường hợp có liên quan đến những bất thường trong cấu trúc mạch máu gọi là chứng phình động mạch. Đây là những biến dạng của động mạch tạo thành một túi nhỏ có thành mỏng manh cuối cùng sẽ gây ra “vỡ phình động mạch”.Trong một cơn đột quỵ do thiếu máu cục bộ, các tế bào, đặc biệt là các tế bào thần kinh của vùng não bị ảnh hưởng ở trong tình trạng thiếu oxy, nghĩa là chúng không còn nhận đủ oxy và đường cần thiết cho sự sống (thường được cung cấp bởi dòng máu). Khi tình trạng này kéo dài, các tế bào sẽ chết làm mất các chức năng của não liên quan đến các vùng bị ảnh hưởng.

##MỤC TIÊU NGHIÊN CỨU

Làm rõ cơ sở lý luận, thực tiễn của hoạt động nghiên cứu rủi ro tới nguy cơ bị đột quỵ Đo lường mức độ ảnh hưởng của đột quỵ tới con người

##ĐỐI TƯỢNG NGHIÊN CỨU

Các nguyên nhân gây ra đột quỵ

#CHƯƠNG 1 : GIỚI THIỆU VỀ DỮ LIỆU

Theo Tổ chức Y tế Thế giới (WHO) đột quỵ là nguyên nhân gây tử vong đứng thứ 2 trên toàn cầu, chiếm khoảng 11% tổng số ca tử vong.Bộ dữ liệu này được sử dụng để dự đoán liệu một bệnh nhân có khả năng bị đột quỵ hay không dựa trên các thông số đầu vào như giới tính, tuổi tác, các bệnh khác nhau và tình trạng hút thuốc. Mỗi hàng trong dữ liệu cung cấp thông tin liên quan về bệnh nhân. Bộ dữ liệu nghiên cứu bao gồm 2699 quan sát với 12 biến bao gồm 7 biến định lượng và 5 biến định tính.

  1. id: định danh duy nhất

  2. giới tính: “Nam”, “Nữ”

  3. tuổi: tuổi của bệnh nhân

  4. tăng huyết áp: 0 nếu bệnh nhân không tăng huyết áp, 1 nếu bệnh nhân tăng huyết áp

  5. heart_disease: 0 nếu bệnh nhân không mắc bệnh tim, 1 nếu bệnh nhân mắc bệnh tim

  6. ever_married: “No” hoặc “Yes”

  7. work_type: “children”, “Govt_jov”, “Never_worked”, “Tư nhân” hoặc “Tự kinh doanh”

  8. Residence_type: “Nông thôn” hoặc “Thành thị”

  9. avg_glucose_level: mức đường huyết trung bình

  10. bmi: chỉ số khối cơ thể

  11. smoking_status: “đã từng hút thuốc”, “chưa bao giờ hút thuốc”,“smokes” hoặc “Unknown”*

  12. đột quỵ: 1 nếu bệnh nhân bị đột quỵ hoặc 0 nếu không

setwd("C:/Users/LENOVO/Desktop")
D <- read.csv("ĐQ.csv")
D
##         id gender   age hypertension heart_disease ever_married     work_type
## 1     9046   Male 67.00            0             1          Yes       Private
## 2    51676 Female 61.00            0             0          Yes Self-employed
## 3    31112   Male 80.00            0             1          Yes       Private
## 4    60182 Female 49.00            0             0          Yes       Private
## 5     1665 Female 79.00            1             0          Yes Self-employed
## 6    56669   Male 81.00            0             0          Yes       Private
## 7    53882   Male 74.00            1             1          Yes       Private
## 8    10434 Female 69.00            0             0           No       Private
## 9    27419 Female 59.00            0             0          Yes       Private
## 10   60491 Female 78.00            0             0          Yes       Private
## 11   12109 Female 81.00            1             0          Yes       Private
## 12   12095 Female 61.00            0             1          Yes      Govt_job
## 13   12175 Female 54.00            0             0          Yes       Private
## 14    8213   Male 78.00            0             1          Yes       Private
## 15    5317 Female 79.00            0             1          Yes       Private
## 16   58202 Female 50.00            1             0          Yes Self-employed
## 17   56112   Male 64.00            0             1          Yes       Private
## 18   34120   Male 75.00            1             0          Yes       Private
## 19   27458 Female 60.00            0             0           No       Private
## 20   25226   Male 57.00            0             1           No      Govt_job
## 21   70630 Female 71.00            0             0          Yes      Govt_job
## 22   13861 Female 52.00            1             0          Yes Self-employed
## 23   68794 Female 79.00            0             0          Yes Self-employed
## 24   64778   Male 82.00            0             1          Yes       Private
## 25    4219   Male 71.00            0             0          Yes       Private
## 26   70822   Male 80.00            0             0          Yes Self-employed
## 27   38047 Female 65.00            0             0          Yes       Private
## 28   61843   Male 58.00            0             0          Yes       Private
## 29   54827   Male 69.00            0             1          Yes Self-employed
## 30   69160   Male 59.00            0             0          Yes       Private
## 31   43717   Male 57.00            1             0          Yes       Private
## 32   33879   Male 42.00            0             0          Yes       Private
## 33   39373 Female 82.00            1             0          Yes Self-employed
## 34   54401   Male 80.00            0             1          Yes Self-employed
## 35   14248   Male 48.00            0             0           No      Govt_job
## 36     712 Female 82.00            1             1           No       Private
## 37   47269   Male 74.00            0             0          Yes       Private
## 38   24977 Female 72.00            1             0          Yes       Private
## 39   47306   Male 58.00            0             0           No       Private
## 40   62602 Female 49.00            0             0          Yes       Private
## 41    4651   Male 78.00            0             0          Yes       Private
## 42    1261   Male 54.00            0             0          Yes       Private
## 43   61960   Male 82.00            0             1          Yes       Private
## 44    1845 Female 63.00            0             0          Yes       Private
## 45    7937   Male 60.00            1             0          Yes      Govt_job
## 46   19824   Male 76.00            1             0          Yes       Private
## 47   37937 Female 75.00            0             1           No Self-employed
## 48   47472 Female 58.00            0             0          Yes       Private
## 49   35626   Male 81.00            0             0          Yes Self-employed
## 50   36338 Female 39.00            1             0          Yes       Private
## 51   18587 Female 76.00            0             0           No       Private
## 52   15102   Male 78.00            1             0          Yes       Private
## 53   59190 Female 79.00            0             1          Yes       Private
## 54   47167 Female 77.00            1             0          Yes Self-employed
## 55    8752 Female 63.00            0             0          Yes      Govt_job
## 56   25831   Male 63.00            0             1          Yes       Private
## 57   38829 Female 82.00            0             0          Yes       Private
## 58   66400   Male 78.00            0             0          Yes       Private
## 59   58631   Male 73.00            1             0          Yes Self-employed
## 60    5111 Female 54.00            1             0          Yes      Govt_job
## 61   10710 Female 56.00            0             0          Yes       Private
## 62   55927 Female 80.00            1             0          Yes       Private
## 63   65842 Female 67.00            1             0          Yes Self-employed
## 64   19557 Female 45.00            0             0          Yes       Private
## 65    7356   Male 75.00            0             0          Yes       Private
## 66   17013   Male 78.00            1             0           No       Private
## 67   17004 Female 70.00            0             0          Yes       Private
## 68   72366   Male 76.00            0             0          Yes       Private
## 69    6118   Male 59.00            0             0          Yes       Private
## 70    7371 Female 80.00            1             0          Yes Self-employed
## 71   70676 Female 76.00            0             0          Yes      Govt_job
## 72    2326 Female 67.00            1             0          Yes       Private
## 73   27169 Female 66.00            1             0          Yes      Govt_job
## 74   50784   Male 63.00            0             0          Yes       Private
## 75   19773 Female 52.00            0             0          Yes       Private
## 76   66159 Female 80.00            0             1          Yes Self-employed
## 77   36236   Male 80.00            1             0          Yes       Private
## 78   71673 Female 79.00            0             0          Yes       Private
## 79   45805 Female 51.00            0             0          Yes       Private
## 80   42117   Male 43.00            0             0          Yes Self-employed
## 81   57419   Male 59.00            0             0          Yes       Private
## 82   26015 Female 66.00            0             0          Yes Self-employed
## 83   26727 Female 79.00            0             0           No       Private
## 84   66638 Female 68.00            1             0           No Self-employed
## 85   70042   Male 58.00            0             0          Yes       Private
## 86   32399   Male 54.00            0             0          Yes       Private
## 87    3253   Male 61.00            0             1          Yes       Private
## 88   71796 Female 70.00            0             1          Yes       Private
## 89   14499   Male 47.00            0             0          Yes       Private
## 90   49130   Male 74.00            0             0          Yes       Private
## 91   28291 Female 79.00            0             1          Yes       Private
## 92   51169   Male 81.00            0             0          Yes       Private
## 93   66315 Female 57.00            0             0           No Self-employed
## 94   37726 Female 80.00            1             0          Yes Self-employed
## 95   54385   Male 45.00            0             0          Yes       Private
## 96    2458 Female 78.00            0             0          Yes       Private
## 97   35512 Female 70.00            0             0          Yes Self-employed
## 98   56841   Male 58.00            0             1          Yes       Private
## 99    8154   Male 57.00            1             0          Yes      Govt_job
## 100   4639 Female 69.00            0             0          Yes      Govt_job
## 101  12363   Male 64.00            0             1          Yes      Govt_job
## 102  63973 Female 77.00            0             0          Yes      Govt_job
## 103  45277 Female 74.00            0             0          Yes       Private
## 104   4712 Female 81.00            0             1          Yes Self-employed
## 105  33175 Female 57.00            0             0          Yes      Govt_job
## 106   2346   Male 58.00            0             0          Yes       Private
## 107  42072 Female 50.00            1             0          Yes       Private
## 108  12062 Female 54.00            0             0          Yes Self-employed
## 109  30456 Female 79.00            0             0          Yes       Private
## 110  59125 Female 53.00            0             0          Yes      Govt_job
## 111  56546   Male 79.00            0             1          Yes       Private
## 112  48405   Male 80.00            0             1          Yes       Private
## 113  36706 Female 76.00            0             0          Yes Self-employed
## 114  41069 Female 45.00            0             0          Yes       Private
## 115  71639 Female 68.00            0             0           No      Govt_job
## 116  53401   Male 71.00            1             1           No      Govt_job
## 117  60744   Male 61.00            1             0          Yes Self-employed
## 118   7547   Male 74.00            0             0          Yes       Private
## 119  31720 Female 38.00            0             0           No Self-employed
## 120   5563 Female 77.00            0             0          Yes       Private
## 121  68798 Female 58.00            0             0          Yes       Private
## 122  72918 Female 53.00            1             0          Yes       Private
## 123  13491   Male 80.00            0             0          Yes       Private
## 124  44033   Male 56.00            1             0          Yes       Private
## 125  14164 Female 72.00            0             0          Yes       Private
## 126  50522 Female 72.00            0             0          Yes      Govt_job
## 127   3352   Male 78.00            1             0          Yes Self-employed
## 128  70943 Female 80.00            0             0          Yes       Private
## 129  37132   Male 82.00            0             0          Yes      Govt_job
## 130  48796 Female 75.00            0             0          Yes      Govt_job
## 131  53440 Female 73.00            1             0          Yes       Private
## 132  16817 Female 78.00            1             0           No       Private
## 133  69551   Male 69.00            1             0           No       Private
## 134  31563 Female 38.00            0             0          Yes       Private
## 135  20387 Female 68.00            1             0          Yes Self-employed
## 136  71279 Female 71.00            0             0          Yes      Govt_job
## 137  55824   Male 76.00            0             0          Yes       Private
## 138  11762 Female 76.00            0             0          Yes       Private
## 139  29281   Male 76.00            1             0          Yes Self-employed
## 140  30683 Female 75.00            0             0          Yes       Private
## 141  20439   Male 82.00            0             1          Yes      Govt_job
## 142  45965 Female 59.00            0             0          Yes       Private
## 143   8045 Female 74.00            1             0          Yes       Private
## 144  37651 Female 69.00            1             1           No Self-employed
## 145  17308 Female 72.00            1             0          Yes       Private
## 146  67981   Male 66.00            0             0          Yes       Private
## 147  41241   Male 65.00            0             0          Yes Self-employed
## 148  62861 Female 78.00            0             0          Yes       Private
## 149  72081 Female 57.00            1             0          Yes      Govt_job
## 150  58978 Female 70.00            0             1          Yes       Private
## 151  11933 Female 79.00            0             0          Yes       Private
## 152  46703   Male 68.00            0             1          Yes       Private
## 153  32503 Female 80.00            0             0          Yes Self-employed
## 154  12482   Male 68.00            0             0          Yes Self-employed
## 155  56939 Female 55.00            0             0          Yes Self-employed
## 156  24669 Female 77.00            0             1          Yes       Private
## 157  43054 Female 50.00            0             0          Yes       Private
## 158  59437 Female 57.00            0             0          Yes       Private
## 159  66258 Female 71.00            0             0          Yes Self-employed
## 160  34567 Female 81.00            1             0          Yes Self-employed
## 161  50931 Female 76.00            0             0          Yes       Private
## 162  16590   Male 71.00            0             1          Yes       Private
## 163  69768 Female  1.32            0             0           No      children
## 164  20426 Female 78.00            1             0           No       Private
## 165   3512 Female 70.00            1             0          Yes Self-employed
## 166  42899   Male 78.00            0             0          Yes Self-employed
## 167  63453 Female 56.00            0             0          Yes      Govt_job
## 168  43364   Male 79.00            1             0          Yes       Private
## 169  44993 Female 79.00            1             0           No      Govt_job
## 170    210   Male 81.00            0             0          Yes Self-employed
## 171  28939   Male 64.00            0             0          Yes Self-employed
## 172  60739 Female 79.00            1             1           No Self-employed
## 173  67432 Female 60.00            0             0          Yes       Private
## 174   2182 Female 80.00            1             0          Yes Self-employed
## 175  40899 Female 78.00            0             0          Yes Self-employed
## 176  14431   Male 72.00            1             0          Yes Self-employed
## 177  62466 Female 80.00            0             0          Yes       Private
## 178  36841   Male 78.00            1             0          Yes Self-employed
## 179  33486 Female 80.00            0             0          Yes      Govt_job
## 180  65105   Male 81.00            0             0          Yes       Private
## 181  54567 Female 46.00            0             0          Yes       Private
## 182  66204   Male 59.00            0             0          Yes       Private
## 183  39912 Female 32.00            0             0          Yes       Private
## 184   8003 Female 77.00            0             0           No       Private
## 185  28378   Male 61.00            1             1          Yes       Private
## 186  41081   Male 63.00            0             0          Yes       Private
## 187  16077   Male 63.00            0             1          Yes Self-employed
## 188  67895 Female 82.00            1             1          Yes      Govt_job
## 189  30184   Male 82.00            0             0          Yes       Private
## 190  66955   Male 61.00            0             1          Yes       Private
## 191  24905 Female 65.00            0             0          Yes       Private
## 192  66071   Male 51.00            1             0          Yes       Private
## 193  36255   Male 59.00            0             0          Yes Self-employed
## 194  69112   Male 68.00            1             1          Yes       Private
## 195  23410 Female 72.00            0             0          Yes       Private
## 196  64373   Male 59.00            0             0          Yes       Private
## 197  58267   Male 70.00            1             0          Yes       Private
## 198  35684   Male 69.00            0             0          Yes       Private
## 199  18937   Male 79.00            0             0          Yes       Private
## 200    491 Female 74.00            0             0          Yes Self-employed
## 201  54695   Male 74.00            0             0          Yes       Private
## 202  68627   Male 80.00            1             1          Yes       Private
## 203   8580 Female 77.00            0             0          Yes Self-employed
## 204  28484 Female 78.00            0             0          Yes Self-employed
## 205  62019   Male 54.00            0             0          Yes      Govt_job
## 206  51314 Female 78.00            0             0          Yes       Private
## 207  37060 Female 81.00            0             0          Yes       Private
## 208  35578   Male 78.00            0             0           No Self-employed
## 209  54921   Male 78.00            1             0          Yes Self-employed
## 210  33454 Female 63.00            0             0          Yes      Govt_job
## 211  33943 Female 39.00            0             0          Yes       Private
## 212  62439 Female 51.00            0             0          Yes      Govt_job
## 213  31179   Male 63.00            0             0          Yes       Private
## 214  66866 Female 48.00            0             0          Yes       Private
## 215   2548 Female 81.00            0             0          Yes Self-employed
## 216  68025 Female 79.00            0             1           No       Private
## 217   2390   Male 78.00            0             0          Yes Self-employed
## 218  29552 Female 55.00            1             1          Yes       Private
## 219  25904 Female 76.00            1             1          Yes Self-employed
## 220  31421   Male 73.00            0             1          Yes      Govt_job
## 221  20463   Male 81.00            1             1          Yes       Private
## 222  68023   Male 79.00            0             0          Yes       Private
## 223  12689 Female 63.00            0             0          Yes      Govt_job
## 224  54724 Female 81.00            0             0           No      Govt_job
## 225   8899   Male 49.00            0             0           No       Private
## 226  39186 Female 57.00            0             1          Yes       Private
## 227  32729 Female 81.00            0             0          Yes       Private
## 228  39105   Male 74.00            0             0          Yes Self-employed
## 229  31154 Female 39.00            0             0          Yes Self-employed
## 230  69959 Female 80.00            1             0           No       Private
## 231  10552 Female 81.00            0             0          Yes Self-employed
## 232  12917 Female 79.00            0             0          Yes       Private
## 233  68356 Female 73.00            0             0          Yes Self-employed
## 234  23368 Female 77.00            1             0          Yes Self-employed
## 235  25974   Male 78.00            0             0          Yes Self-employed
## 236   1210 Female 68.00            0             0          Yes       Private
## 237  28493   Male 57.00            0             0          Yes       Private
## 238  36857   Male 77.00            0             0          Yes Self-employed
## 239   1836 Female 51.00            1             0          Yes       Private
## 240  32221   Male 60.00            0             1          Yes       Private
## 241  10548   Male 66.00            0             0          Yes       Private
## 242  52282   Male 57.00            0             0          Yes       Private
## 243  45535   Male 68.00            0             0          Yes       Private
## 244  40460 Female 68.00            1             1          Yes       Private
## 245  17739   Male 57.00            0             0          Yes       Private
## 246  49669 Female 14.00            0             0           No      children
## 247  27153 Female 75.00            0             0          Yes Self-employed
## 248  34060   Male 71.00            1             0          Yes Self-employed
## 249  43424 Female 78.00            0             0          Yes       Private
## 250  30669   Male  3.00            0             0           No      children
## 251  30468   Male 58.00            1             0          Yes       Private
## 252  16523 Female  8.00            0             0           No       Private
## 253  56543 Female 70.00            0             0          Yes       Private
## 254  46136   Male 14.00            0             0           No  Never_worked
## 255  32257 Female 47.00            0             0          Yes       Private
## 256  52800 Female 52.00            0             0          Yes       Private
## 257  41413 Female 75.00            0             1          Yes Self-employed
## 258  15266 Female 32.00            0             0          Yes       Private
## 259  28674 Female 74.00            1             0          Yes Self-employed
## 260  10460 Female 79.00            0             0          Yes      Govt_job
## 261  64908   Male 79.00            0             1          Yes       Private
## 262  63884 Female 37.00            0             0          Yes       Private
## 263  37893 Female 37.00            0             0          Yes       Private
## 264  67855 Female 40.00            0             0          Yes       Private
## 265  25774   Male 35.00            0             0           No       Private
## 266  19584 Female 20.00            0             0           No       Private
## 267  24447 Female 42.00            0             0          Yes       Private
## 268  49589 Female 44.00            0             0          Yes      Govt_job
## 269  17986 Female 79.00            0             1          Yes Self-employed
## 270  29217 Female 65.00            1             0          Yes       Private
## 271  72911 Female 57.00            1             0          Yes       Private
## 272  47175 Female 49.00            0             0          Yes       Private
## 273   4057   Male 71.00            0             0          Yes       Private
## 274  48588 Female 59.00            0             0          Yes       Private
## 275  70336 Female 25.00            0             0          Yes       Private
## 276  66767 Female 67.00            0             0          Yes      Govt_job
## 277  45801 Female 38.00            0             0           No       Private
## 278  36275 Female 54.00            0             0          Yes       Private
## 279  11577 Female 70.00            0             0          Yes Self-employed
## 280  67210   Male 27.00            0             0          Yes Self-employed
## 281  29908 Female 47.00            0             0          Yes       Private
## 282  45222   Male 58.00            1             0           No       Private
## 283  33759 Female  3.00            0             0           No      children
## 284  40311 Female 58.00            0             0          Yes       Private
## 285  26325   Male 14.00            0             0           No      Govt_job
## 286  65460 Female 32.00            0             0          Yes       Private
## 287  36811 Female 23.00            0             0           No       Private
## 288  71750 Female 55.00            0             0          Yes       Private
## 289  70970 Female 17.00            0             0           No Self-employed
## 290  42203   Male 59.00            0             0          Yes       Private
## 291  55680   Male 13.00            0             0           No      children
## 292  11014   Male  4.00            0             0           No      children
## 293  44338 Female 16.00            0             0           No      children
## 294  20980   Male 67.00            0             0          Yes       Private
## 295  34974 Female 22.00            0             0           No       Private
## 296  71379 Female 45.00            0             0          Yes      Govt_job
## 297  58261 Female 66.00            0             0          Yes       Private
## 298  67318   Male 58.00            1             0          Yes      Govt_job
## 299  28526   Male 69.00            0             0          Yes Self-employed
## 300   8831 Female 58.00            0             0          Yes       Private
## 301  65199 Female 53.00            0             0          Yes Self-employed
## 302  43454 Female 78.00            0             0           No Self-employed
## 303   7282   Male 44.00            0             0          Yes       Private
## 304  18518   Male 66.00            0             0          Yes       Private
## 305  41648   Male 27.00            0             0          Yes       Private
## 306  49003   Male 43.00            0             0          Yes       Private
## 307  16371 Female 13.00            0             0           No      children
## 308  42807   Male 51.00            0             0          Yes      Govt_job
## 309  40181 Female 30.00            0             0          Yes       Private
## 310  66174   Male 46.00            0             0          Yes Self-employed
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## 312   6319 Female 79.00            0             0          Yes       Private
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## 2543 15251   Male 14.00            0             0           No      children
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## 2553 18790   Male 25.00            0             0           No       Private
## 2554 45751   Male 73.00            1             0          Yes Self-employed
## 2555 72369 Female 14.00            0             0           No      children
## 2556  7171 Female 56.00            0             0          Yes      Govt_job
## 2557 52826   Male 60.00            0             0          Yes       Private
## 2558 42556   Male 27.00            0             0          Yes       Private
## 2559   507 Female 28.00            0             0          Yes       Private
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## 2565  6174 Female 35.00            0             0           No       Private
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## 2571 67667 Female 72.00            1             0          Yes Self-employed
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## 2573 50363 Female 73.00            1             0          Yes       Private
## 2574  4740 Female 24.00            0             0           No       Private
## 2575 39683   Male 26.00            0             0           No       Private
## 2576 49903   Male 27.00            0             0           No       Private
## 2577 63457 Female 78.00            0             1           No Self-employed
## 2578 18595 Female 77.00            0             0          Yes       Private
## 2579 64912 Female 59.00            0             0          Yes Self-employed
## 2580 68382   Male  0.32            0             0           No      children
## 2581 69510   Male 39.00            0             0          Yes       Private
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## 2585  3494 Female 80.00            0             0          Yes       Private
## 2586 37307 Female 35.00            0             0          Yes       Private
## 2587 41175 Female 22.00            0             0           No      Govt_job
## 2588 48303   Male 39.00            0             0          Yes       Private
## 2589 31473   Male  6.00            0             0           No      children
## 2590 31402 Female 62.00            0             0          Yes Self-employed
## 2591 18996 Female 13.00            0             0           No      children
## 2592  2573   Male 56.00            0             0          Yes      Govt_job
## 2593 60683   Male 53.00            0             1          Yes      Govt_job
## 2594 70537   Male  5.00            0             0           No      children
## 2595 63193 Female 44.00            0             0          Yes       Private
## 2596 12228   Male 13.00            0             0           No      children
## 2597 58107 Female 59.00            0             0          Yes       Private
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## 2599 57086 Female 52.00            0             0          Yes       Private
## 2600  5505 Female 76.00            0             0          Yes       Private
## 2601 44112 Female 51.00            0             0          Yes Self-employed
## 2602 56645 Female 79.00            0             0          Yes      Govt_job
## 2603 16652 Female 69.00            0             0          Yes Self-employed
## 2604 32445 Female 78.00            0             0          Yes Self-employed
## 2605 18752   Male 60.00            0             0          Yes       Private
## 2606 35152   Male 10.00            0             0           No      children
## 2607 70081   Male 42.00            1             0          Yes Self-employed
## 2608 72340   Male 21.00            0             0           No       Private
## 2609 67112 Female 56.00            0             0          Yes       Private
## 2610 42323   Male 59.00            0             0          Yes      Govt_job
## 2611 35022 Female 69.00            0             0          Yes       Private
## 2612 21625 Female 25.00            0             0          Yes       Private
## 2613 49972   Male 63.00            0             0          Yes Self-employed
## 2614 44142   Male 25.00            0             0           No       Private
## 2615   364 Female 58.00            0             0          Yes       Private
## 2616 59669 Female 28.00            0             0          Yes       Private
## 2617 69900 Female 46.00            0             0          Yes      Govt_job
## 2618 12753   Male 53.00            0             0          Yes       Private
## 2619 10273 Female 37.00            0             0          Yes       Private
## 2620 30824   Male 12.00            0             0           No      children
## 2621   587 Female 14.00            0             0           No      children
## 2622 55856 Female 60.00            0             0          Yes       Private
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## 2624 67724 Female 65.00            0             0          Yes       Private
## 2625 23488   Male 80.00            1             0          Yes Self-employed
## 2626  2849   Male 32.00            0             0          Yes       Private
## 2627 12134 Female 53.00            0             0          Yes      Govt_job
## 2628 24058 Female 50.00            0             0          Yes      Govt_job
## 2629 15117 Female 23.00            0             0           No       Private
## 2630 72915 Female 45.00            0             0          Yes       Private
## 2631 61836 Female  0.80            0             0           No      children
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## 2633 48146   Male 70.00            0             1          Yes       Private
## 2634 72819 Female 82.00            0             0          Yes Self-employed
## 2635 20070   Male 23.00            0             0           No       Private
## 2636  8778 Female 79.00            0             0          Yes Self-employed
## 2637 13764 Female 74.00            0             0          Yes       Private
## 2638  2005   Male 78.00            0             1          Yes Self-employed
## 2639  8616 Female 50.00            0             0          Yes       Private
## 2640 51524 Female 34.00            0             0          Yes       Private
## 2641 50541   Male 47.00            0             0          Yes      Govt_job
## 2642 21971 Female 52.00            0             0          Yes      Govt_job
## 2643 32183 Female 67.00            0             0          Yes       Private
## 2644 30145 Female 62.00            0             0          Yes       Private
## 2645 30482 Female 18.00            0             0           No       Private
## 2646 30790 Female 75.00            1             0          Yes      Govt_job
## 2647 63337 Female 42.00            0             0          Yes       Private
## 2648 66264   Male 29.00            0             0          Yes      Govt_job
## 2649   641   Male 52.00            0             0          Yes      Govt_job
## 2650 42412 Female 18.00            0             0           No       Private
## 2651 65693   Male 67.00            0             0          Yes      Govt_job
## 2652  3746 Female 66.00            0             0          Yes       Private
## 2653 71304   Male  5.00            0             0           No      children
## 2654 34935 Female 18.00            0             0           No      Govt_job
## 2655 29173   Male 52.00            0             0          Yes      Govt_job
## 2656 26474 Female 44.00            0             0          Yes      Govt_job
## 2657 56857   Male 46.00            1             0          Yes      Govt_job
## 2658 13529 Female 36.00            0             0          Yes      Govt_job
## 2659 61979 Female 61.00            0             0          Yes      Govt_job
## 2660 70886 Female  7.00            0             0           No      children
## 2661 27693 Female 15.00            0             0           No      children
## 2662 59762   Male 61.00            0             0          Yes       Private
## 2663 57308   Male 20.00            0             0           No       Private
## 2664  3701 Female  2.00            0             0           No      children
## 2665 61339   Male 47.00            0             0          Yes Self-employed
## 2666 24965 Female 25.00            0             0           No      Govt_job
## 2667 33952   Male 66.00            1             0          Yes       Private
## 2668 39042   Male  2.00            0             0           No      children
## 2669 43039 Female 63.00            0             0          Yes       Private
## 2670 59915 Female 53.00            0             0           No       Private
## 2671  4727 Female 33.00            0             0          Yes      Govt_job
## 2672 16481 Female 23.00            0             0           No      Govt_job
## 2673 15018 Female 23.00            0             0           No      Govt_job
## 2674 49702 Female 81.00            0             0          Yes Self-employed
## 2675 48017   Male 55.00            0             0          Yes       Private
## 2676 15313 Female 69.00            1             0          Yes      Govt_job
## 2677 22231   Male 58.00            0             0          Yes       Private
## 2678 45461 Female 70.00            0             0          Yes       Private
## 2679 30678 Female 48.00            0             0          Yes       Private
## 2680 57904   Male 15.00            0             0           No       Private
## 2681 67483   Male 31.00            1             0          Yes       Private
## 2682  5646 Female  2.00            0             0           No      children
## 2683 67911   Male 80.00            0             0           No Self-employed
## 2684 16856 Female 69.00            0             0          Yes       Private
## 2685 37972 Female 52.00            0             0          Yes       Private
## 2686 62414   Male 80.00            1             0          Yes Self-employed
## 2687 50485   Male 54.00            0             0          Yes       Private
## 2688 47405 Female  2.00            0             0           No      children
## 2689 70928   Male 39.00            0             0          Yes      Govt_job
## 2690  4679 Female 38.00            0             0          Yes       Private
## 2691 15070   Male 76.00            0             1          Yes       Private
## 2692 25625 Female 45.00            0             0           No       Private
## 2693 35123 Female  1.24            0             0           No      children
## 2694 20165 Female 77.00            0             0          Yes       Private
## 2695 41730 Female 46.00            0             0           No      Govt_job
## 2696 38761 Female 50.00            0             0          Yes       Private
## 2697  4797 Female 52.00            0             0          Yes       Private
## 2698 19199 Female 73.00            1             0          Yes       Private
## 2699 30402   Male 41.00            0             0          Yes       Private
##      Residence_type avg_glucose_level  bmi  smoking_status stroke
## 1             Urban            228.69 36.6 formerly smoked      1
## 2             Rural            202.21  N/A    never smoked      1
## 3             Rural            105.92 32.5    never smoked      1
## 4             Urban            171.23 34.4          smokes      1
## 5             Rural            174.12   24    never smoked      1
## 6             Urban            186.21   29 formerly smoked      1
## 7             Rural             70.09 27.4    never smoked      1
## 8             Urban             94.39 22.8    never smoked      1
## 9             Rural             76.15  N/A         Unknown      1
## 10            Urban             58.57 24.2         Unknown      1
## 11            Rural             80.43 29.7    never smoked      1
## 12            Rural            120.46 36.8          smokes      1
## 13            Urban            104.51 27.3          smokes      1
## 14            Urban            219.84  N/A         Unknown      1
## 15            Urban            214.09 28.2    never smoked      1
## 16            Rural            167.41 30.9    never smoked      1
## 17            Urban            191.61 37.5          smokes      1
## 18            Urban            221.29 25.8          smokes      1
## 19            Urban             89.22 37.8    never smoked      1
## 20            Urban            217.08  N/A         Unknown      1
## 21            Rural            193.94 22.4          smokes      1
## 22            Urban            233.29 48.9    never smoked      1
## 23            Urban            228.70 26.6    never smoked      1
## 24            Rural            208.30 32.5         Unknown      1
## 25            Urban            102.87 27.2 formerly smoked      1
## 26            Rural            104.12 23.5    never smoked      1
## 27            Rural            100.98 28.2 formerly smoked      1
## 28            Rural            189.84  N/A         Unknown      1
## 29            Urban            195.23 28.3          smokes      1
## 30            Rural            211.78  N/A formerly smoked      1
## 31            Urban            212.08 44.2          smokes      1
## 32            Rural             83.41 25.4         Unknown      1
## 33            Urban            196.92 22.2    never smoked      1
## 34            Urban            252.72 30.5 formerly smoked      1
## 35            Urban             84.20 29.7    never smoked      1
## 36            Rural             84.03 26.5 formerly smoked      1
## 37            Rural            219.72 33.7 formerly smoked      1
## 38            Rural             74.63 23.1 formerly smoked      1
## 39            Rural             92.62   32         Unknown      1
## 40            Urban             60.91 29.9    never smoked      1
## 41            Rural             78.03 23.9 formerly smoked      1
## 42            Urban             71.22 28.5    never smoked      1
## 43            Urban            144.90 26.4          smokes      1
## 44            Urban             90.90  N/A formerly smoked      1
## 45            Urban            213.03 20.2          smokes      1
## 46            Rural            243.58 33.6    never smoked      1
## 47            Urban            109.78  N/A         Unknown      1
## 48            Urban            107.26 38.6 formerly smoked      1
## 49            Urban             99.33 33.7    never smoked      1
## 50            Rural             58.09 39.2          smokes      1
## 51            Urban             89.96  N/A         Unknown      1
## 52            Urban             75.32  N/A formerly smoked      1
## 53            Rural            127.29 27.7    never smoked      1
## 54            Urban            124.13 31.4    never smoked      1
## 55            Urban            197.54  N/A    never smoked      1
## 56            Rural            196.71 36.5 formerly smoked      1
## 57            Rural             59.32 33.2    never smoked      1
## 58            Urban            237.75  N/A formerly smoked      1
## 59            Urban            194.99 32.8    never smoked      1
## 60            Urban            180.93 27.7    never smoked      1
## 61            Urban            185.17 40.4 formerly smoked      1
## 62            Rural             74.90 22.2    never smoked      1
## 63            Rural             61.94 25.3          smokes      1
## 64            Rural             93.72 30.2 formerly smoked      1
## 65            Urban            104.72  N/A         Unknown      1
## 66            Urban            113.01   24    never smoked      1
## 67            Urban            221.58 47.5    never smoked      1
## 68            Urban            104.47 20.3         Unknown      1
## 69            Urban             86.23   30 formerly smoked      1
## 70            Rural             72.67 28.9    never smoked      1
## 71            Rural             62.57  N/A formerly smoked      1
## 72            Rural            179.12 28.1 formerly smoked      1
## 73            Rural            116.55 31.1 formerly smoked      1
## 74            Rural            228.56 27.4    never smoked      1
## 75            Rural             96.59 26.4    never smoked      1
## 76            Rural             66.72 21.7 formerly smoked      1
## 77            Urban            240.09   27    never smoked      1
## 78            Urban            110.85 24.1 formerly smoked      1
## 79            Urban            165.31  N/A    never smoked      1
## 80            Urban            143.43 45.9         Unknown      1
## 81            Rural             96.16 44.1         Unknown      1
## 82            Urban            101.45  N/A         Unknown      1
## 83            Rural             88.92 22.9    never smoked      1
## 84            Urban             79.79 29.7    never smoked      1
## 85            Urban             71.20  N/A         Unknown      1
## 86            Rural             96.97 29.1          smokes      1
## 87            Rural            111.81 27.3          smokes      1
## 88            Rural             59.35 32.3 formerly smoked      1
## 89            Urban             86.94 41.1 formerly smoked      1
## 90            Urban             98.55 25.6         Unknown      1
## 91            Urban            226.98 29.8    never smoked      1
## 92            Urban             72.81 26.3    never smoked      1
## 93            Urban             68.02 37.5    never smoked      1
## 94            Urban             68.56 26.2         Unknown      1
## 95            Rural             64.14 29.4    never smoked      1
## 96            Rural            235.63 32.3    never smoked      1
## 97            Rural             76.34 24.4 formerly smoked      1
## 98            Rural            240.59 31.4          smokes      1
## 99            Urban             78.92 27.7 formerly smoked      1
## 100           Urban             82.81   28    never smoked      1
## 101           Urban             74.10 28.8         Unknown      1
## 102           Rural            190.32 31.4    never smoked      1
## 103           Rural            231.61 34.6 formerly smoked      1
## 104           Rural             78.70 19.4         Unknown      1
## 105           Urban            110.52 28.5         Unknown      1
## 106           Urban             82.30  N/A          smokes      1
## 107           Rural             73.18 30.3 formerly smoked      1
## 108           Rural            191.82 40.4          smokes      1
## 109           Rural             93.05 24.2    never smoked      1
## 110           Urban             64.17 41.5    never smoked      1
## 111           Rural            129.98 22.6 formerly smoked      1
## 112           Urban             68.53 24.2          smokes      1
## 113           Urban            106.41  N/A formerly smoked      1
## 114           Rural            224.10 56.6    never smoked      1
## 115           Urban             82.10 27.1         Unknown      1
## 116           Rural            216.94 30.9    never smoked      1
## 117           Rural             76.11 27.3          smokes      1
## 118           Urban             72.96 31.3          smokes      1
## 119           Urban             82.28   24 formerly smoked      1
## 120           Urban            105.22   31    never smoked      1
## 121           Rural             59.86   28 formerly smoked      1
## 122           Urban             62.55 30.3         Unknown      1
## 123           Rural            259.63 31.7          smokes      1
## 124           Rural            249.31 35.8    never smoked      1
## 125           Urban            219.91  N/A         Unknown      1
## 126           Urban            131.41 28.4    never smoked      1
## 127           Urban             93.13  N/A formerly smoked      1
## 128           Urban             73.54   24         Unknown      1
## 129           Urban            200.59   29 formerly smoked      1
## 130           Urban             62.48  N/A         Unknown      1
## 131           Rural            190.14 36.5    never smoked      1
## 132           Urban            130.54 20.1    never smoked      1
## 133           Rural            182.99 36.5    never smoked      1
## 134           Rural            101.45  N/A formerly smoked      1
## 135           Rural            206.09 26.7    never smoked      1
## 136           Urban            263.32 38.7    never smoked      1
## 137           Urban            140.10 29.9 formerly smoked      1
## 138           Urban            207.28 34.9         Unknown      1
## 139           Rural            194.37   27 formerly smoked      1
## 140           Rural            199.20 26.6         Unknown      1
## 141           Rural            103.68   25    never smoked      1
## 142           Rural            116.44 23.8          smokes      1
## 143           Urban             70.28 21.8    never smoked      1
## 144           Urban             72.17 36.8    never smoked      1
## 145           Urban            221.79   30    never smoked      1
## 146           Urban            151.16 27.5 formerly smoked      1
## 147           Urban             68.43  N/A formerly smoked      1
## 148           Urban             67.29 24.6    never smoked      1
## 149           Rural             67.41 32.9    never smoked      1
## 150           Rural            239.07 26.1    never smoked      1
## 151           Rural            169.67  N/A         Unknown      1
## 152           Urban            223.83 31.9 formerly smoked      1
## 153           Urban             76.57 34.1    never smoked      1
## 154           Urban             77.82 27.5          smokes      1
## 155           Rural             92.98 25.6    never smoked      1
## 156           Rural            231.56 36.9    never smoked      1
## 157           Rural            102.16 31.4          smokes      1
## 158           Urban            221.89 37.3          smokes      1
## 159           Urban            195.71 34.1 formerly smoked      1
## 160           Rural             74.02   25    never smoked      1
## 161           Urban             57.92  N/A formerly smoked      1
## 162           Urban             81.76  N/A          smokes      1
## 163           Urban             70.37  N/A         Unknown      1
## 164           Urban            203.87 45.7    never smoked      1
## 165           Urban             89.13 34.2 formerly smoked      1
## 166           Urban            133.19 23.6 formerly smoked      1
## 167           Rural            162.23 27.3         Unknown      1
## 168           Rural             75.02  N/A    never smoked      1
## 169           Urban             98.02 22.3 formerly smoked      1
## 170           Rural             91.54 31.4    never smoked      1
## 171           Rural            111.98  N/A formerly smoked      1
## 172           Rural             60.94  N/A    never smoked      1
## 173           Urban             97.43 26.4          smokes      1
## 174           Rural             91.02 32.9 formerly smoked      1
## 175           Rural             60.67  N/A formerly smoked      1
## 176           Rural            185.49 37.1    never smoked      1
## 177           Urban             64.44   45    never smoked      1
## 178           Rural             56.11 25.5 formerly smoked      1
## 179           Urban            110.66  N/A         Unknown      1
## 180           Urban            213.22 26.1         Unknown      1
## 181           Urban             78.18 30.8    never smoked      1
## 182           Urban            111.04   32 formerly smoked      1
## 183           Rural             76.13 29.9          smokes      1
## 184           Urban             81.32  N/A         Unknown      1
## 185           Urban            112.24 37.4          smokes      1
## 186           Rural            137.30 31.7 formerly smoked      1
## 187           Urban            116.69 34.5 formerly smoked      1
## 188           Urban            215.94 27.9 formerly smoked      1
## 189           Rural             86.62 29.5 formerly smoked      1
## 190           Urban            209.86  N/A         Unknown      1
## 191           Urban            205.77   46 formerly smoked      1
## 192           Urban            112.16 42.5 formerly smoked      1
## 193           Rural            118.03 35.5          smokes      1
## 194           Rural            271.74 31.1          smokes      1
## 195           Rural             97.92 26.9          smokes      1
## 196           Urban            200.62 35.8 formerly smoked      1
## 197           Rural            242.52 45.5 formerly smoked      1
## 198           Rural             93.81 28.5         Unknown      1
## 199           Rural            114.77  N/A formerly smoked      1
## 200           Urban             74.96 26.6    never smoked      1
## 201           Urban            167.13  N/A         Unknown      1
## 202           Urban            175.29 31.5 formerly smoked      1
## 203           Rural             90.00   32    never smoked      1
## 204           Rural            109.47 30.8    never smoked      1
## 205           Rural             87.85 31.1          smokes      1
## 206           Urban            106.74   33 formerly smoked      1
## 207           Rural             80.13 23.4    never smoked      1
## 208           Urban             90.19 26.9    never smoked      1
## 209           Rural            134.80 33.6         Unknown      1
## 210           Rural            106.58 23.9         Unknown      1
## 211           Urban             83.24 26.3    never smoked      1
## 212           Rural            103.43 27.3 formerly smoked      1
## 213           Urban            208.65 30.7    never smoked      1
## 214           Urban             74.11 20.5    never smoked      1
## 215           Urban             95.84 21.5    never smoked      1
## 216           Urban            205.33   31          smokes      1
## 217           Urban            116.10 27.1    never smoked      1
## 218           Urban            210.40   40          smokes      1
## 219           Urban            199.86  N/A          smokes      1
## 220           Rural            219.73 28.6    never smoked      1
## 221           Urban            250.89 28.1          smokes      1
## 222           Rural             72.73 28.4    never smoked      1
## 223           Rural            205.35 42.2 formerly smoked      1
## 224           Urban             70.30 25.8          smokes      1
## 225           Rural            104.86 31.9          smokes      1
## 226           Urban            216.58   31         Unknown      1
## 227           Rural            184.40 27.5    never smoked      1
## 228           Rural             60.98  N/A    never smoked      1
## 229           Urban             97.76 29.6          smokes      1
## 230           Urban             66.03 35.4    never smoked      1
## 231           Rural             81.95 16.9    never smoked      1
## 232           Urban             97.73 21.5          smokes      1
## 233           Urban             70.94 34.4    never smoked      1
## 234           Urban            199.84   28 formerly smoked      1
## 235           Urban            218.46 26.8         Unknown      1
## 236           Rural            211.06 39.3         Unknown      1
## 237           Urban             86.30 31.7         Unknown      1
## 238           Rural            162.14 32.6 formerly smoked      1
## 239           Urban             88.20 28.4    never smoked      1
## 240           Urban             91.92 35.9          smokes      1
## 241           Rural             76.46 21.2 formerly smoked      1
## 242           Rural            197.28 34.5 formerly smoked      1
## 243           Rural            233.94 42.4    never smoked      1
## 244           Urban            247.51 40.5 formerly smoked      1
## 245           Rural             84.96 36.7         Unknown      1
## 246           Rural             57.93 30.9         Unknown      1
## 247           Rural             78.80 29.3 formerly smoked      1
## 248           Rural             87.80  N/A         Unknown      1
## 249           Rural             78.81 19.6         Unknown      1
## 250           Rural             95.12   18         Unknown      0
## 251           Urban             87.96 39.2    never smoked      0
## 252           Urban            110.89 17.6         Unknown      0
## 253           Rural             69.04 35.9 formerly smoked      0
## 254           Rural            161.28 19.1         Unknown      0
## 255           Urban            210.95 50.1         Unknown      0
## 256           Urban             77.59 17.7 formerly smoked      0
## 257           Rural            243.53   27    never smoked      0
## 258           Rural             77.67 32.3          smokes      0
## 259           Urban            205.84 54.6    never smoked      0
## 260           Urban             77.08   35         Unknown      0
## 261           Urban             57.08   22 formerly smoked      0
## 262           Rural            162.96 39.4    never smoked      0
## 263           Rural             73.50 26.1 formerly smoked      0
## 264           Rural             95.04 42.4    never smoked      0
## 265           Rural             85.37   33    never smoked      0
## 266           Urban             84.62 19.7          smokes      0
## 267           Rural             82.67 22.5    never smoked      0
## 268           Urban             57.33 24.6          smokes      0
## 269           Urban             67.84 25.2          smokes      0
## 270           Rural             75.70 41.8         Unknown      0
## 271           Rural            129.54 60.9          smokes      0
## 272           Rural             60.22 31.5          smokes      0
## 273           Urban            198.21 27.3 formerly smoked      0
## 274           Urban            109.82 23.7    never smoked      0
## 275           Urban             60.84 24.5    never smoked      0
## 276           Rural             94.61 28.4          smokes      0
## 277           Rural             97.49 26.9    never smoked      0
## 278           Rural            206.72 26.7    never smoked      0
## 279           Rural            214.45 31.2    never smoked      0
## 280           Urban             82.90   25         Unknown      0
## 281           Urban            103.26 25.4         Unknown      0
## 282           Urban             55.78 27.5          smokes      0
## 283           Urban             73.74   16         Unknown      0
## 284           Urban            149.75   27         Unknown      0
## 285           Urban             82.34 31.6         Unknown      0
## 286           Rural             62.60 25.1 formerly smoked      0
## 287           Urban             94.09 30.9    never smoked      0
## 288           Urban             55.42 24.8         Unknown      0
## 289           Urban             82.18 23.4         Unknown      0
## 290           Urban            117.92 29.4          smokes      0
## 291           Urban            114.84 18.3         Unknown      0
## 292           Rural             79.17   20         Unknown      0
## 293           Rural            110.63 19.5         Unknown      0
## 294           Urban            190.70   36 formerly smoked      0
## 295           Rural             79.81 27.7         Unknown      0
## 296           Urban            113.63 27.5          smokes      0
## 297           Rural            141.24 28.5    never smoked      0
## 298           Rural             56.96 26.8          smokes      0
## 299           Rural            203.04 33.6    never smoked      0
## 300           Rural             94.30 29.1         Unknown      0
## 301           Urban             81.51 28.5         Unknown      0
## 302           Urban            137.74 34.9 formerly smoked      0
## 303           Rural             81.84 25.1    never smoked      0
## 304           Rural            242.30 35.3          smokes      0
## 305           Rural            102.64 26.4          smokes      0
## 306           Urban            146.01 31.5          smokes      0
## 307           Urban             75.42 40.1         Unknown      0
## 308           Urban            220.49 43.1         Unknown      0
## 309           Urban             61.45 36.7          smokes      0
## 310           Rural             88.19 29.3 formerly smoked      0
## 311           Rural            115.22 21.2         Unknown      0
## 312           Urban             97.93 31.2         Unknown      0
## 313           Rural             85.60 21.4         Unknown      0
## 314           Rural             79.83 27.9          smokes      0
## 315           Urban            218.46 34.3    never smoked      0
## 316           Rural             62.20   31 formerly smoked      0
## 317           Urban             69.15 27.7 formerly smoked      0
## 318           Rural            127.71   36    never smoked      0
## 319           Rural            216.70 38.7 formerly smoked      0
## 320           Urban             71.89 27.6    never smoked      0
## 321           Rural            103.56 25.1         Unknown      0
## 322           Rural             79.03 16.5         Unknown      0
## 323           Urban             69.94 22.8         Unknown      0
## 324           Rural             90.12 35.4         Unknown      0
## 325           Urban             95.10 24.3 formerly smoked      0
## 326           Rural            234.58 34.3 formerly smoked      0
## 327           Rural            235.85 40.1    never smoked      0
## 328           Rural             78.05 25.7         Unknown      0
## 329           Rural             89.44 21.9          smokes      0
## 330           Rural            111.38 38.4          smokes      0
## 331           Urban            243.50 26.1    never smoked      0
## 332           Urban            182.20 30.5 formerly smoked      0
## 333           Urban            229.92 25.9          smokes      0
## 334           Urban             82.24 54.7 formerly smoked      0
## 335           Rural             89.84 29.9         Unknown      0
## 336           Rural             90.69 18.6         Unknown      0
## 337           Urban             84.38 27.1         Unknown      0
## 338           Urban            215.60 24.9    never smoked      0
## 339           Rural             91.61 25.2    never smoked      0
## 340           Rural            138.16 19.4    never smoked      0
## 341           Urban             75.23   29    never smoked      0
## 342           Rural             75.18 48.2 formerly smoked      0
## 343           Urban            106.23  N/A formerly smoked      0
## 344           Urban            239.64 34.6 formerly smoked      0
## 345           Urban             58.95 24.6    never smoked      0
## 346           Urban             99.92 25.8    never smoked      0
## 347           Rural            116.23 26.1    never smoked      0
## 348           Urban            118.82   29 formerly smoked      0
## 349           Rural             66.30 27.2    never smoked      0
## 350           Urban            101.41 20.7          smokes      0
## 351           Urban            200.28   30 formerly smoked      0
## 352           Urban            136.80 37.3    never smoked      0
## 353           Rural             96.57 34.1    never smoked      0
## 354           Rural             66.42 23.6    never smoked      0
## 355           Urban             98.09 25.2          smokes      0
## 356           Rural            205.23 39.5    never smoked      0
## 357           Urban             86.78 23.5          smokes      0
## 358           Rural            126.82 23.3    never smoked      0
## 359           Urban             78.40 64.8    never smoked      0
## 360           Urban             63.69 28.1          smokes      0
## 361           Urban            209.58  N/A    never smoked      0
## 362           Rural             89.86 24.4    never smoked      0
## 363           Rural            110.99 29.8 formerly smoked      0
## 364           Urban             83.82 24.9         Unknown      0
## 365           Urban            137.96 35.1         Unknown      0
## 366           Rural            210.78 32.3 formerly smoked      0
## 367           Rural            118.89 43.6    never smoked      0
## 368           Rural             72.55   21    never smoked      0
## 369           Rural            107.41 47.3    never smoked      0
## 370           Rural             93.25 16.6         Unknown      0
## 371           Rural             74.91 37.5    never smoked      0
## 372           Urban             80.05 24.2    never smoked      0
## 373           Urban             99.80 31.6    never smoked      0
## 374           Rural             91.97 21.6 formerly smoked      0
## 375           Rural             64.40   31          smokes      0
## 376           Rural             73.02 31.1    never smoked      0
## 377           Rural             88.11 15.5         Unknown      0
## 378           Urban            138.29 27.3         Unknown      0
## 379           Rural             72.36 20.5         Unknown      0
## 380           Rural             68.76 35.6 formerly smoked      0
## 381           Rural            106.22 16.7         Unknown      0
## 382           Urban            101.52 41.8    never smoked      0
## 383           Rural            109.51 41.9    never smoked      0
## 384           Rural             85.84 16.4         Unknown      0
## 385           Rural            110.15 17.1         Unknown      0
## 386           Urban             91.72 29.2    never smoked      0
## 387           Urban            251.60 27.1    never smoked      0
## 388           Urban            123.10 37.9    never smoked      0
## 389           Rural             97.40 44.6 formerly smoked      0
## 390           Rural             68.34 22.8 formerly smoked      0
## 391           Urban             80.81 33.2    never smoked      0
## 392           Rural            120.31 22.3          smokes      0
## 393           Rural             83.51 26.4    never smoked      0
## 394           Urban             74.09 39.6    never smoked      0
## 395           Urban             91.60 28.1    never smoked      0
## 396           Urban             87.52 39.2    never smoked      0
## 397           Rural            213.37   36    never smoked      0
## 398           Rural             75.39 37.8    never smoked      0
## 399           Rural            122.41 40.3          smokes      0
## 400           Rural            223.36 41.5 formerly smoked      0
## 401           Rural             84.59 17.7         Unknown      0
## 402           Urban             70.16 21.2    never smoked      0
## 403           Rural            107.52 41.6         Unknown      0
## 404           Urban             80.88 23.8          smokes      0
## 405           Rural             93.48 23.7         Unknown      0
## 406           Urban             70.21 24.8    never smoked      0
## 407           Rural             86.67   39         Unknown      0
## 408           Rural            101.37 37.9    never smoked      0
## 409           Rural            105.22 31.1    never smoked      0
## 410           Rural             70.31 23.2         Unknown      0
## 411           Rural             64.06 18.9         Unknown      0
## 412           Rural            178.29 36.1    never smoked      0
## 413           Rural             81.60 36.3          smokes      0
## 414           Urban            147.48 40.5         Unknown      0
## 415           Urban             86.86 25.4    never smoked      0
## 416           Rural             71.16 46.5          smokes      0
## 417           Urban             73.20 16.8         Unknown      0
## 418           Urban            203.81 46.6    never smoked      0
## 419           Rural             82.00 26.4    never smoked      0
## 420           Urban             97.55 26.2    never smoked      0
## 421           Urban             94.29 35.2         Unknown      0
## 422           Rural             75.22 20.9         Unknown      0
## 423           Urban             90.07 36.8         Unknown      0
## 424           Urban             73.73 34.4 formerly smoked      0
## 425           Urban             79.58 22.2    never smoked      0
## 426           Urban             77.88 13.8         Unknown      0
## 427           Rural            205.26 40.3    never smoked      0
## 428           Rural             58.63 28.4          smokes      0
## 429           Rural            139.90 31.7          smokes      0
## 430           Urban            211.03 34.2 formerly smoked      0
## 431           Urban             72.79 54.7    never smoked      0
## 432           Rural             91.65 24.6 formerly smoked      0
## 433           Rural             79.92  N/A          smokes      0
## 434           Rural            225.47 36.9    never smoked      0
## 435           Urban             94.48 31.1    never smoked      0
## 436           Urban             82.34 31.9    never smoked      0
## 437           Urban            180.63 31.8 formerly smoked      0
## 438           Rural             92.48   18         Unknown      0
## 439           Rural            116.66 28.5 formerly smoked      0
## 440           Urban            112.09 29.5    never smoked      0
## 441           Urban            130.34   22    never smoked      0
## 442           Urban             82.59 29.4    never smoked      0
## 443           Rural            123.87 28.8         Unknown      0
## 444           Rural             98.70 26.2         Unknown      0
## 445           Rural            227.10 26.9         Unknown      0
## 446           Rural             55.39 23.2         Unknown      0
## 447           Urban             66.07 27.9         Unknown      0
## 448           Rural            104.21 36.8    never smoked      0
## 449           Urban            145.15 28.9         Unknown      0
## 450           Urban             68.19   31    never smoked      0
## 451           Rural             97.53 29.4          smokes      0
## 452           Urban            122.31 15.3    never smoked      0
## 453           Urban             83.51 37.1    never smoked      0
## 454           Urban             86.46 30.5         Unknown      0
## 455           Rural            112.06 38.2    never smoked      0
## 456           Urban             92.14 23.2    never smoked      0
## 457           Rural            201.76 30.2 formerly smoked      0
## 458           Urban             74.44 45.2          smokes      0
## 459           Rural             95.93 21.8         Unknown      0
## 460           Rural             87.51 24.4         Unknown      0
## 461           Rural             72.35   17         Unknown      0
## 462           Rural            113.47 19.5         Unknown      0
## 463           Rural            103.78 49.8 formerly smoked      0
## 464           Rural            115.43 27.8    never smoked      0
## 465           Rural             95.59 25.1    never smoked      0
## 466           Rural            101.52 26.8          smokes      0
## 467           Rural            170.05 60.2          smokes      0
## 468           Rural            217.30 27.5    never smoked      0
## 469           Urban            196.01 28.1    never smoked      0
## 470           Urban             92.21 27.3         Unknown      0
## 471           Rural            100.09 27.4    never smoked      0
## 472           Rural             93.88 22.2    never smoked      0
## 473           Rural             75.05 22.9          smokes      0
## 474           Rural             70.08 26.6    never smoked      0
## 475           Urban             74.20   23          smokes      0
## 476           Rural             69.01 32.6    never smoked      0
## 477           Rural             96.17 22.1         Unknown      0
## 478           Urban            184.15  N/A         Unknown      0
## 479           Urban             87.24 22.5 formerly smoked      0
## 480           Rural            198.69  N/A          smokes      0
## 481           Urban             82.58 25.5         Unknown      0
## 482           Rural             96.88 31.4         Unknown      0
## 483           Urban             73.32   26         Unknown      0
## 484           Rural             94.59   20         Unknown      0
## 485           Rural            132.08 31.6          smokes      0
## 486           Urban             98.99 31.2    never smoked      0
## 487           Rural            104.48 21.7    never smoked      0
## 488           Rural             98.01 24.2         Unknown      0
## 489           Rural             79.14   25 formerly smoked      0
## 490           Urban             89.32 36.7         Unknown      0
## 491           Rural             65.24 28.9         Unknown      0
## 492           Rural             80.98 29.7 formerly smoked      0
## 493           Urban            186.17 44.3         Unknown      0
## 494           Rural             69.24   51    never smoked      0
## 495           Rural            111.19 39.7 formerly smoked      0
## 496           Urban             93.28 34.7    never smoked      0
## 497           Rural            122.19   35         Unknown      0
## 498           Rural            129.53 21.3    never smoked      0
## 499           Rural            114.53 29.1         Unknown      0
## 500           Urban             93.73 23.9          smokes      0
## 501           Urban             77.49   36 formerly smoked      0
## 502           Urban             65.38 41.2 formerly smoked      0
## 503           Urban             94.18 27.1    never smoked      0
## 504           Urban            118.70 33.2         Unknown      0
## 505           Urban             96.29 25.4          smokes      0
## 506           Rural             74.64 30.7          smokes      0
## 507           Urban             96.99 34.8 formerly smoked      0
## 508           Rural            100.61 19.2         Unknown      0
## 509           Rural             97.08 31.7         Unknown      0
## 510           Rural             84.79 35.7    never smoked      0
## 511           Rural             78.75 37.8 formerly smoked      0
## 512           Rural             82.93 29.7          smokes      0
## 513           Urban             88.78 35.8          smokes      0
## 514           Urban            122.10 23.6          smokes      0
## 515           Rural             74.81 39.7          smokes      0
## 516           Urban            183.45 40.5          smokes      0
## 517           Urban            114.94 21.4    never smoked      0
## 518           Rural            104.38 40.8 formerly smoked      0
## 519           Urban            102.91 24.7         Unknown      0
## 520           Rural            108.79   21         Unknown      0
## 521           Urban             73.31   45    never smoked      0
## 522           Urban             68.52 26.2    never smoked      0
## 523           Rural             89.77  N/A          smokes      0
## 524           Urban            102.64 28.3    never smoked      0
## 525           Urban             70.92 41.6    never smoked      0
## 526           Rural             86.11   19         Unknown      0
## 527           Urban            129.16 32.4    never smoked      0
## 528           Urban            113.85   34    never smoked      0
## 529           Rural             79.35 39.4 formerly smoked      0
## 530           Rural             80.79 28.7         Unknown      0
## 531           Urban            114.01 31.8 formerly smoked      0
## 532           Rural             93.74 31.2    never smoked      0
## 533           Rural             90.65 20.9         Unknown      0
## 534           Urban             98.41 32.1    never smoked      0
## 535           Urban            127.18   31         Unknown      0
## 536           Urban            138.06 23.1         Unknown      0
## 537           Urban             89.44 26.7    never smoked      0
## 538           Urban            105.61 27.9         Unknown      0
## 539           Rural            155.43 27.3    never smoked      0
## 540           Rural             80.83 51.5         Unknown      0
## 541           Urban             80.19 20.4    never smoked      0
## 542           Urban             60.34 29.6 formerly smoked      0
## 543           Urban             79.30 30.6 formerly smoked      0
## 544           Urban             98.44 33.6         Unknown      0
## 545           Rural            210.48 71.9    never smoked      0
## 546           Rural             70.34 24.2         Unknown      0
## 547           Urban            122.22 17.7         Unknown      0
## 548           Rural             75.29 22.6          smokes      0
## 549           Rural            100.35 28.1    never smoked      0
## 550           Urban            193.83 26.5    never smoked      0
## 551           Urban            126.96 28.7         Unknown      0
## 552           Urban            183.34 39.5 formerly smoked      0
## 553           Urban            247.69 35.1         Unknown      0
## 554           Rural             76.20 27.9    never smoked      0
## 555           Rural             71.43 19.3         Unknown      0
## 556           Rural             93.36 28.4    never smoked      0
## 557           Urban             61.29 26.7    never smoked      0
## 558           Urban            103.62 40.9         Unknown      0
## 559           Rural            100.52 17.2         Unknown      0
## 560           Rural            191.47 28.3    never smoked      0
## 561           Urban             67.06 16.1         Unknown      0
## 562           Urban            144.10 27.6    never smoked      0
## 563           Urban             58.26 16.5         Unknown      0
## 564           Urban            239.82 35.8    never smoked      0
## 565           Rural             73.71 16.2         Unknown      0
## 566           Rural             88.53 24.6    never smoked      0
## 567           Urban            114.79   32         Unknown      0
## 568           Rural            113.80 35.3 formerly smoked      0
## 569           Urban             71.91 19.2         Unknown      0
## 570           Urban             65.30 40.4    never smoked      0
## 571           Urban            189.57 30.7    never smoked      0
## 572           Urban            114.25 24.3 formerly smoked      0
## 573           Urban             81.26 26.4 formerly smoked      0
## 574           Urban             87.88 34.7          smokes      0
## 575           Urban            112.17 31.7         Unknown      0
## 576           Rural             99.97 35.6    never smoked      0
## 577           Urban            207.58 22.8          smokes      0
## 578           Urban            109.16   28          smokes      0
## 579           Urban             74.46 35.6 formerly smoked      0
## 580           Rural            118.51 40.6    never smoked      0
## 581           Urban            107.47 29.3 formerly smoked      0
## 582           Rural            182.86   21         Unknown      0
## 583           Rural             59.17   20         Unknown      0
## 584           Rural            215.64 26.7 formerly smoked      0
## 585           Rural            163.70 18.4         Unknown      0
## 586           Rural            196.36 34.5 formerly smoked      0
## 587           Rural            139.77 27.7         Unknown      0
## 588           Urban            141.23 21.1    never smoked      0
## 589           Urban             89.99 24.4 formerly smoked      0
## 590           Urban            108.53 19.4          smokes      0
## 591           Urban             63.61 42.3         Unknown      0
## 592           Urban             85.54 32.2          smokes      0
## 593           Urban            100.83 26.8    never smoked      0
## 594           Urban             59.82 25.4    never smoked      0
## 595           Urban            105.95 23.5          smokes      0
## 596           Rural            188.11 50.2          smokes      0
## 597           Urban             71.15 26.1 formerly smoked      0
## 598           Rural             60.53 17.5         Unknown      0
## 599           Rural            205.50 24.2    never smoked      0
## 600           Urban            204.86 30.8    never smoked      0
## 601           Rural            115.03 23.4    never smoked      0
## 602           Rural             79.87 30.9    never smoked      0
## 603           Rural             97.89 23.6    never smoked      0
## 604           Urban            125.26 18.7    never smoked      0
## 605           Rural            114.32 27.7          smokes      0
## 606           Urban             92.23 16.7         Unknown      0
## 607           Urban             83.51 31.2    never smoked      0
## 608           Urban            102.34   17         Unknown      0
## 609           Rural            144.48 29.8          smokes      0
## 610           Rural             88.39 19.7         Unknown      0
## 611           Rural            228.08 29.1         Unknown      0
## 612           Urban             93.79 27.2    never smoked      0
## 613           Rural            147.14 22.3         Unknown      0
## 614           Rural            106.43   27          smokes      0
## 615           Rural             88.04 42.1    never smoked      0
## 616           Urban             92.20 34.2         Unknown      0
## 617           Urban            219.53 40.9    never smoked      0
## 618           Rural             75.56 29.4          smokes      0
## 619           Urban            158.31 32.8 formerly smoked      0
## 620           Urban            111.43 21.9          smokes      0
## 621           Rural            219.97 39.6    never smoked      0
## 622           Rural            148.91 28.3    never smoked      0
## 623           Urban             69.40 47.8    never smoked      0
## 624           Rural             68.34 39.3         Unknown      0
## 625           Urban             58.37   28          smokes      0
## 626           Urban             71.20 27.1    never smoked      0
## 627           Rural            101.50 31.2          smokes      0
## 628           Urban             92.04 23.1    never smoked      0
## 629           Rural             73.00 20.8    never smoked      0
## 630           Urban            111.15 34.1          smokes      0
## 631           Rural             58.65 30.1    never smoked      0
## 632           Urban            100.54 35.8    never smoked      0
## 633           Rural            111.73 34.6    never smoked      0
## 634           Urban             97.78 29.8         Unknown      0
## 635           Rural             85.79 26.7         Unknown      0
## 636           Rural             98.54 30.2    never smoked      0
## 637           Urban             94.62 29.7 formerly smoked      0
## 638           Rural            112.43 54.6    never smoked      0
## 639           Urban             99.67 23.3 formerly smoked      0
## 640           Urban             67.39 35.6         Unknown      0
## 641           Urban             95.12   27    never smoked      0
## 642           Rural             85.06 21.6    never smoked      0
## 643           Rural            214.05 29.4 formerly smoked      0
## 644           Urban             79.09 22.8    never smoked      0
## 645           Urban             98.09 17.3    never smoked      0
## 646           Urban             76.36 29.8         Unknown      0
## 647           Urban             98.42 36.4 formerly smoked      0
## 648           Urban             82.01 34.7 formerly smoked      0
## 649           Rural             56.11 28.7          smokes      0
## 650           Rural            111.85 26.7    never smoked      0
## 651           Urban             92.39 22.1    never smoked      0
## 652           Urban            112.54 27.7 formerly smoked      0
## 653           Urban             63.71 40.5 formerly smoked      0
## 654           Urban             70.35   23 formerly smoked      0
## 655           Urban             94.65 25.3 formerly smoked      0
## 656           Rural             64.64 22.1    never smoked      0
## 657           Rural             57.27   28         Unknown      0
## 658           Urban            107.25   12         Unknown      0
## 659           Rural             77.12 28.4    never smoked      0
## 660           Urban             55.32 29.6          smokes      0
## 661           Rural             69.37 36.2         Unknown      0
## 662           Urban             57.57 22.8    never smoked      0
## 663           Urban             87.43 55.7         Unknown      0
## 664           Rural             98.73 24.3    never smoked      0
## 665           Rural             81.18 26.9    never smoked      0
## 666           Rural             56.23 25.3    never smoked      0
## 667           Rural             69.61 35.3    never smoked      0
## 668           Rural             59.49 18.3         Unknown      0
## 669           Rural            118.14  N/A formerly smoked      0
## 670           Rural            100.26   26         Unknown      0
## 671           Rural             56.75   21    never smoked      0
## 672           Urban             88.27  N/A    never smoked      0
## 673           Urban             67.81 55.7    never smoked      0
## 674           Rural             77.46 27.6    never smoked      0
## 675           Urban             76.26 20.5    never smoked      0
## 676           Rural             86.39 30.2    never smoked      0
## 677           Urban            116.38 21.9 formerly smoked      0
## 678           Rural             75.74 28.8          smokes      0
## 679           Rural             92.14 36.2         Unknown      0
## 680           Rural            149.95 25.9    never smoked      0
## 681           Urban             92.11  N/A    never smoked      0
## 682           Rural             74.98 21.4    never smoked      0
## 683           Urban             55.25 20.4    never smoked      0
## 684           Rural             79.89 31.6         Unknown      0
## 685           Urban            130.61 14.4         Unknown      0
## 686           Urban             94.26 23.7         Unknown      0
## 687           Urban             94.34 30.2 formerly smoked      0
## 688           Urban            109.03 19.5 formerly smoked      0
## 689           Rural             81.03 32.6    never smoked      0
## 690           Rural             99.82 34.2    never smoked      0
## 691           Urban            140.08   43    never smoked      0
## 692           Urban             59.54 42.2         Unknown      0
## 693           Urban             80.33 19.7    never smoked      0
## 694           Urban            131.51 41.7    never smoked      0
## 695           Rural             89.21 21.6 formerly smoked      0
## 696           Rural             91.45 24.2    never smoked      0
## 697           Rural             90.58 19.2         Unknown      0
## 698           Urban             91.45 25.8         Unknown      0
## 699           Rural             89.63 23.2          smokes      0
## 700           Urban            124.06 20.8    never smoked      0
## 701           Rural             99.47 28.4    never smoked      0
## 702           Urban             88.97 30.2    never smoked      0
## 703           Rural             80.93 23.1    never smoked      0
## 704           Urban            102.07 16.7          smokes      0
## 705           Rural             91.69 39.5         Unknown      0
## 706           Urban             63.71 33.8          smokes      0
## 707           Rural            200.49 34.6          smokes      0
## 708           Rural             75.30   25 formerly smoked      0
## 709           Urban            240.71 43.9 formerly smoked      0
## 710           Urban             60.50 27.1 formerly smoked      0
## 711           Rural            131.85 25.9         Unknown      0
## 712           Rural            134.39 22.7 formerly smoked      0
## 713           Urban             56.18 27.1    never smoked      0
## 714           Rural            113.64 25.6 formerly smoked      0
## 715           Rural            156.57 28.4         Unknown      0
## 716           Rural             80.40 57.5    never smoked      0
## 717           Urban             59.26 35.8          smokes      0
## 718           Rural             63.26 19.5         Unknown      0
## 719           Urban             86.24 31.2    never smoked      0
## 720           Urban            197.10 43.6 formerly smoked      0
## 721           Urban             90.90 31.2 formerly smoked      0
## 722           Rural             84.59 23.5         Unknown      0
## 723           Rural            121.80 18.7         Unknown      0
## 724           Rural             77.65 24.4          smokes      0
## 725           Urban             64.41 29.4          smokes      0
## 726           Urban             75.19   37          smokes      0
## 727           Rural             67.97 29.4          smokes      0
## 728           Urban            119.34 38.5    never smoked      0
## 729           Rural             94.92 23.5    never smoked      0
## 730           Rural            107.42  N/A    never smoked      0
## 731           Rural             85.02 16.3         Unknown      0
## 732           Urban            103.51 35.9    never smoked      0
## 733           Urban            114.50 35.9 formerly smoked      0
## 734           Urban             70.78 20.3         Unknown      0
## 735           Rural             95.01 32.3          smokes      0
## 736           Urban             84.11 27.9    never smoked      0
## 737           Urban             74.02 22.3    never smoked      0
## 738           Urban             78.49 31.8          smokes      0
## 739           Urban             74.22 29.7         Unknown      0
## 740           Urban             55.34 27.1          smokes      0
## 741           Rural             75.04 24.5    never smoked      0
## 742           Rural            109.73 28.9    never smoked      0
## 743           Urban             95.81  N/A         Unknown      0
## 744           Rural             96.78 24.6          smokes      0
## 745           Urban            194.62 31.6    never smoked      0
## 746           Rural             70.02 32.3    never smoked      0
## 747           Urban            222.21 41.1          smokes      0
## 748           Rural             62.41   30    never smoked      0
## 749           Urban             55.83 26.4    never smoked      0
## 750           Rural             65.12   30    never smoked      0
## 751           Rural             73.62 20.8         Unknown      0
## 752           Urban             85.83   44 formerly smoked      0
## 753           Urban            103.86 30.6         Unknown      0
## 754           Urban             60.98 17.2         Unknown      0
## 755           Rural             82.69 29.1         Unknown      0
## 756           Rural            250.20 27.4         Unknown      0
## 757           Rural            128.97 23.5         Unknown      0
## 758           Rural             84.31 31.8    never smoked      0
## 759           Rural             74.80 23.5    never smoked      0
## 760           Urban             97.06 28.5 formerly smoked      0
## 761           Urban             77.54 32.7         Unknown      0
## 762           Rural             92.78 54.2    never smoked      0
## 763           Rural            173.43 25.6          smokes      0
## 764           Urban             79.08 41.2    never smoked      0
## 765           Urban            106.18   27          smokes      0
## 766           Rural            114.21 21.3    never smoked      0
## 767           Rural             91.08 34.3    never smoked      0
## 768           Urban            105.77 29.5         Unknown      0
## 769           Rural             74.88 31.6          smokes      0
## 770           Rural            123.15 26.1          smokes      0
## 771           Rural            184.25 27.5    never smoked      0
## 772           Rural            117.69 26.5    never smoked      0
## 773           Rural             55.26 33.2         Unknown      0
## 774           Urban            106.51 40.2    never smoked      0
## 775           Rural             55.27 32.5 formerly smoked      0
## 776           Urban             98.42 23.4         Unknown      0
## 777           Rural             99.20 32.5    never smoked      0
## 778           Urban             98.92 23.9 formerly smoked      0
## 779           Rural             92.70 29.5    never smoked      0
## 780           Rural            106.70   24    never smoked      0
## 781           Urban            152.81 17.7         Unknown      0
## 782           Urban             82.59 26.2 formerly smoked      0
## 783           Urban             91.00 33.3    never smoked      0
## 784           Urban             93.88 17.4         Unknown      0
## 785           Urban             76.99   29    never smoked      0
## 786           Rural            254.60 21.7         Unknown      0
## 787           Rural             93.99 37.8 formerly smoked      0
## 788           Urban            109.68 41.8    never smoked      0
## 789           Rural             92.04 24.2    never smoked      0
## 790           Rural            111.41 31.1    never smoked      0
## 791           Rural             97.92 23.1    never smoked      0
## 792           Urban             65.61 25.1         Unknown      0
## 793           Urban             62.37 41.3    never smoked      0
## 794           Urban            101.28 22.7    never smoked      0
## 795           Rural             88.31   24          smokes      0
## 796           Rural            103.55 20.5 formerly smoked      0
## 797           Urban             60.26 20.4    never smoked      0
## 798           Urban             79.39 27.6    never smoked      0
## 799           Urban            122.01   27          smokes      0
## 800           Rural             78.09 26.4         Unknown      0
## 801           Urban             89.70 34.9          smokes      0
## 802           Rural             95.10   35    never smoked      0
## 803           Rural            112.64 28.5 formerly smoked      0
## 804           Rural             79.80 32.3 formerly smoked      0
## 805           Urban             82.20 23.9         Unknown      0
## 806           Urban            108.89 52.3         Unknown      0
## 807           Rural            114.32 26.4    never smoked      0
## 808           Rural            116.14 20.9    never smoked      0
## 809           Urban            122.74 23.3         Unknown      0
## 810           Urban             94.04 32.7    never smoked      0
## 811           Rural             86.60 26.5    never smoked      0
## 812           Rural             82.32 27.9         Unknown      0
## 813           Rural             83.83 30.3    never smoked      0
## 814           Urban            106.98 27.6    never smoked      0
## 815           Urban             93.88 14.6         Unknown      0
## 816           Urban             70.53 40.9          smokes      0
## 817           Rural            212.01 28.4    never smoked      0
## 818           Rural             65.88 23.7         Unknown      0
## 819           Rural            106.97 27.9 formerly smoked      0
## 820           Urban            126.35 25.2    never smoked      0
## 821           Urban            129.16 34.4         Unknown      0
## 822           Rural             88.66 36.7 formerly smoked      0
## 823           Rural            112.95 22.2 formerly smoked      0
## 824           Urban             81.59 27.2    never smoked      0
## 825           Rural             76.82 27.3    never smoked      0
## 826           Rural             73.75 27.3          smokes      0
## 827           Urban             91.56 42.2    never smoked      0
## 828           Rural            104.55 26.4    never smoked      0
## 829           Urban             84.84 39.4         Unknown      0
## 830           Rural             86.06 34.8    never smoked      0
## 831           Rural            109.10   20         Unknown      0
## 832           Rural             68.35 34.1    never smoked      0
## 833           Urban            121.04 31.4         Unknown      0
## 834           Rural            160.83 17.8         Unknown      0
## 835           Rural             85.62 46.1          smokes      0
## 836           Urban             74.23 28.1 formerly smoked      0
## 837           Urban            110.76 24.7 formerly smoked      0
## 838           Urban             79.44 22.7    never smoked      0
## 839           Rural            119.52 34.6    never smoked      0
## 840           Rural             90.42 21.4    never smoked      0
## 841           Urban            109.32 27.4         Unknown      0
## 842           Rural             78.16 36.6    never smoked      0
## 843           Rural             79.13 32.9 formerly smoked      0
## 844           Urban             84.06 24.7    never smoked      0
## 845           Rural             89.30 21.4         Unknown      0
## 846           Urban             69.21 33.1    never smoked      0
## 847           Rural            186.45 26.7    never smoked      0
## 848           Urban             58.47 24.4    never smoked      0
## 849           Rural            189.49 25.8         Unknown      0
## 850           Urban             99.60 34.3 formerly smoked      0
## 851           Rural            126.18 18.1         Unknown      0
## 852           Urban            186.32 43.8          smokes      0
## 853           Rural             62.49 26.9    never smoked      0
## 854           Rural             74.51 36.6    never smoked      0
## 855           Urban             94.63 24.9    never smoked      0
## 856           Rural             91.98 27.6          smokes      0
## 857           Rural             56.77 20.9         Unknown      0
## 858           Urban             75.87 30.3    never smoked      0
## 859           Rural             77.19 37.4          smokes      0
## 860           Urban            135.75 35.9          smokes      0
## 861           Rural            100.15 50.3          smokes      0
## 862           Urban             95.08 31.5    never smoked      0
## 863           Urban            125.38 24.4          smokes      0
## 864           Urban            111.71 38.9 formerly smoked      0
## 865           Rural             94.64 28.6    never smoked      0
## 866           Urban            226.70  N/A          smokes      0
## 867           Urban            112.96 27.5    never smoked      0
## 868           Rural            183.10  N/A    never smoked      0
## 869           Urban            105.36 43.7         Unknown      0
## 870           Urban             84.13   27    never smoked      0
## 871           Rural            102.47 29.3 formerly smoked      0
## 872           Rural             77.04 34.7    never smoked      0
## 873           Rural             83.23  N/A    never smoked      0
## 874           Rural             87.01 39.9    never smoked      0
## 875           Rural             56.99 26.7    never smoked      0
## 876           Rural             73.01 24.8 formerly smoked      0
## 877           Urban            106.35 29.7    never smoked      0
## 878           Rural             80.63 15.9         Unknown      0
## 879           Urban            103.61 31.4    never smoked      0
## 880           Urban             91.35  N/A formerly smoked      0
## 881           Urban            194.04 27.8    never smoked      0
## 882           Rural            111.99 35.5 formerly smoked      0
## 883           Rural             57.51 31.7          smokes      0
## 884           Rural             68.49 33.2    never smoked      0
## 885           Urban             60.20 27.7 formerly smoked      0
## 886           Urban            160.00 31.9 formerly smoked      0
## 887           Urban             86.96 25.8    never smoked      0
## 888           Rural            237.15 27.7    never smoked      0
## 889           Rural             99.06 23.4    never smoked      0
## 890           Urban             56.31 24.3 formerly smoked      0
## 891           Urban             84.31 30.3          smokes      0
## 892           Rural             90.92 29.1    never smoked      0
## 893           Rural            104.33 20.1    never smoked      0
## 894           Urban             62.61 21.2         Unknown      0
## 895           Urban            231.19 31.6 formerly smoked      0
## 896           Rural             94.30 41.6         Unknown      0
## 897           Rural            104.48 36.4          smokes      0
## 898           Urban             72.62 30.5    never smoked      0
## 899           Urban             81.64 32.8         Unknown      0
## 900           Rural             90.78 32.3    never smoked      0
## 901           Urban             70.71 30.1    never smoked      0
## 902           Urban             72.36 34.7          smokes      0
## 903           Urban             59.76 29.7         Unknown      0
## 904           Urban             83.76  N/A          smokes      0
## 905           Rural             63.64 31.3 formerly smoked      0
## 906           Rural             76.26 35.6    never smoked      0
## 907           Rural             82.06 35.2 formerly smoked      0
## 908           Urban            110.91 27.6    never smoked      0
## 909           Rural             77.16 35.2          smokes      0
## 910           Rural             69.58 28.1         Unknown      0
## 911           Urban             96.26 31.8         Unknown      0
## 912           Rural             87.27 23.3          smokes      0
## 913           Urban             65.36 28.8 formerly smoked      0
## 914           Rural            109.51 19.5         Unknown      0
## 915           Urban             89.03   30          smokes      0
## 916           Urban             91.34 25.5 formerly smoked      0
## 917           Rural             57.82 28.8 formerly smoked      0
## 918           Urban             81.15 40.2 formerly smoked      0
## 919           Rural            115.29 32.9         Unknown      0
## 920           Urban            111.02 22.4         Unknown      0
## 921           Urban            111.61 36.9          smokes      0
## 922           Rural            109.02 19.8         Unknown      0
## 923           Urban            106.51 12.3         Unknown      0
## 924           Rural            207.32 32.4          smokes      0
## 925           Urban             87.11 24.8    never smoked      0
## 926           Urban             61.68 16.4         Unknown      0
## 927           Rural            119.04 35.9         Unknown      0
## 928           Urban             86.05   23         Unknown      0
## 929           Urban             70.03   78          smokes      0
## 930           Urban            207.64 30.5 formerly smoked      0
## 931           Rural            236.84 26.8    never smoked      0
## 932           Urban             78.11 35.3    never smoked      0
## 933           Rural            100.97 27.9    never smoked      0
## 934           Urban             99.21 22.1    never smoked      0
## 935           Urban            113.21 38.3    never smoked      0
## 936           Urban             92.95   41    never smoked      0
## 937           Urban            110.16  N/A    never smoked      0
## 938           Rural            142.57 22.8         Unknown      0
## 939           Rural             92.87 30.1    never smoked      0
## 940           Rural            111.48 20.8         Unknown      0
## 941           Urban            123.00 31.7    never smoked      0
## 942           Urban            100.54 30.1    never smoked      0
## 943           Urban            106.68 30.8    never smoked      0
## 944           Urban             86.40 42.6    never smoked      0
## 945           Urban             61.81 37.1         Unknown      0
## 946           Rural            128.28 34.2    never smoked      0
## 947           Rural            204.63 43.4    never smoked      0
## 948           Urban             89.98 18.7          smokes      0
## 949           Urban            232.89   34          smokes      0
## 950           Rural             98.58 23.2    never smoked      0
## 951           Urban             57.94 41.7         Unknown      0
## 952           Rural            123.21 15.1         Unknown      0
## 953           Urban             76.34 20.6          smokes      0
## 954           Rural             92.98 18.9         Unknown      0
## 955           Rural             92.81 26.6    never smoked      0
## 956           Urban             85.16 30.1          smokes      0
## 957           Urban             90.10 32.1    never smoked      0
## 958           Urban             65.15 15.1         Unknown      0
## 959           Urban            104.62 33.5          smokes      0
## 960           Urban            113.25 23.4    never smoked      0
## 961           Urban             59.28 43.2    never smoked      0
## 962           Urban             93.07 19.1         Unknown      0
## 963           Rural             77.42 26.1         Unknown      0
## 964           Rural             73.69 17.3    never smoked      0
## 965           Rural             74.90 32.1    never smoked      0
## 966           Urban             88.27  N/A formerly smoked      0
## 967           Urban             58.39 30.4    never smoked      0
## 968           Rural            102.05 29.9    never smoked      0
## 969           Rural            112.47 32.8          smokes      0
## 970           Rural             72.84 22.7    never smoked      0
## 971           Urban            195.03 28.7 formerly smoked      0
## 972           Urban            170.95 35.2    never smoked      0
## 973           Urban             87.98 22.4    never smoked      0
## 974           Rural             65.81 32.3         Unknown      0
## 975           Urban            124.60 18.6         Unknown      0
## 976           Rural             83.65 42.1          smokes      0
## 977           Rural             88.81   38 formerly smoked      0
## 978           Urban             86.75 22.3         Unknown      0
## 979           Rural            123.36 33.4    never smoked      0
## 980           Rural             89.68 23.2          smokes      0
## 981           Rural             69.87   18         Unknown      0
## 982           Rural            109.22 20.1    never smoked      0
## 983           Rural            157.57 19.2         Unknown      0
## 984           Urban            110.73 28.7          smokes      0
## 985           Urban             99.14 28.1    never smoked      0
## 986           Urban             59.15 22.6    never smoked      0
## 987           Rural            165.11   18         Unknown      0
## 988           Rural             77.44 21.4 formerly smoked      0
## 989           Rural            100.33 27.8         Unknown      0
## 990           Urban             57.93 27.6         Unknown      0
## 991           Rural            148.24 32.2 formerly smoked      0
## 992           Urban             91.96 24.9         Unknown      0
## 993           Rural             72.93 27.1 formerly smoked      0
## 994           Rural             84.27 24.6         Unknown      0
## 995           Rural            124.45 24.6    never smoked      0
## 996           Urban             90.51 18.9         Unknown      0
## 997           Rural            118.87 16.3         Unknown      0
## 998           Rural             56.42 31.8    never smoked      0
## 999           Urban             73.67   21         Unknown      0
## 1000          Rural             89.11 20.1         Unknown      0
## 1001          Rural             74.04 29.1    never smoked      0
## 1002          Urban            145.23 32.3    never smoked      0
## 1003          Rural            100.80 29.4    never smoked      0
## 1004          Urban             85.22 50.2    never smoked      0
## 1005          Rural             72.49 44.9 formerly smoked      0
## 1006          Urban             82.61 28.5          smokes      0
## 1007          Rural             72.07 19.5         Unknown      0
## 1008          Rural             79.85   45         Unknown      0
## 1009          Rural             84.86 22.8         Unknown      0
## 1010          Urban            131.89 25.5         Unknown      0
## 1011          Urban             89.17 31.5    never smoked      0
## 1012          Rural            227.91 31.6 formerly smoked      0
## 1013          Urban            131.77   31         Unknown      0
## 1014          Urban            102.01 29.5         Unknown      0
## 1015          Urban            128.63 23.1         Unknown      0
## 1016          Urban            144.10 30.7          smokes      0
## 1017          Urban            143.15 44.7 formerly smoked      0
## 1018          Rural            116.67 33.5    never smoked      0
## 1019          Rural             85.60 25.9         Unknown      0
## 1020          Urban            142.12 28.3    never smoked      0
## 1021          Urban            100.81 26.8         Unknown      0
## 1022          Urban             69.17 27.8    never smoked      0
## 1023          Rural             58.38   36    never smoked      0
## 1024          Urban             86.34 22.1    never smoked      0
## 1025          Urban             95.44 38.4    never smoked      0
## 1026          Urban             94.78 30.1         Unknown      0
## 1027          Rural            109.59 26.2 formerly smoked      0
## 1028          Rural             79.26 26.6          smokes      0
## 1029          Urban             78.46 32.6    never smoked      0
## 1030          Rural             85.29   27    never smoked      0
## 1031          Rural            156.18 25.3          smokes      0
## 1032          Urban             69.52 31.9    never smoked      0
## 1033          Urban             65.32 18.4         Unknown      0
## 1034          Urban            108.47 30.4          smokes      0
## 1035          Urban            105.63 28.2          smokes      0
## 1036          Urban             77.93 35.7 formerly smoked      0
## 1037          Urban             95.20   35    never smoked      0
## 1038          Rural             78.52 27.2    never smoked      0
## 1039          Urban            114.89   23    never smoked      0
## 1040          Rural             95.43   25         Unknown      0
## 1041          Rural             84.08 24.5         Unknown      0
## 1042          Rural            110.55 30.9          smokes      0
## 1043          Urban             82.21   26    never smoked      0
## 1044          Urban             82.38 27.2 formerly smoked      0
## 1045          Urban             93.89 30.4    never smoked      0
## 1046          Rural             75.08 21.7         Unknown      0
## 1047          Urban             76.72 29.1         Unknown      0
## 1048          Rural             84.93 17.6         Unknown      0
## 1049          Urban             76.50 29.2 formerly smoked      0
## 1050          Urban             65.47 28.1    never smoked      0
## 1051          Urban             99.16 26.6          smokes      0
## 1052          Rural             63.53 26.9    never smoked      0
## 1053          Rural             78.65 36.2 formerly smoked      0
## 1054          Urban             63.78 25.9    never smoked      0
## 1055          Urban             77.52 40.9 formerly smoked      0
## 1056          Rural            111.64 31.5    never smoked      0
## 1057          Urban             97.84 23.3         Unknown      0
## 1058          Urban            113.01 37.6    never smoked      0
## 1059          Urban             56.48 39.8    never smoked      0
## 1060          Rural            204.50 35.1 formerly smoked      0
## 1061          Rural             96.02 21.9    never smoked      0
## 1062          Rural            206.25 53.4 formerly smoked      0
## 1063          Rural            115.52 34.4         Unknown      0
## 1064          Rural             60.69   24          smokes      0
## 1065          Urban             93.67 29.3         Unknown      0
## 1066          Urban             67.79   26 formerly smoked      0
## 1067          Rural             56.07 31.3    never smoked      0
## 1068          Rural            254.63   31    never smoked      0
## 1069          Rural             96.63 26.5         Unknown      0
## 1070          Rural             84.30   16         Unknown      0
## 1071          Rural            246.34 21.1    never smoked      0
## 1072          Rural            195.16 42.2         Unknown      0
## 1073          Rural             93.34 27.7    never smoked      0
## 1074          Urban            162.30 23.6    never smoked      0
## 1075          Urban            106.40 18.3         Unknown      0
## 1076          Urban            110.25 44.3    never smoked      0
## 1077          Rural             69.70 27.3    never smoked      0
## 1078          Urban             87.03 55.2 formerly smoked      0
## 1079          Urban            112.98 44.7    never smoked      0
## 1080          Rural             82.47 33.1          smokes      0
## 1081          Urban             75.88   30    never smoked      0
## 1082          Urban             84.63 40.1         Unknown      0
## 1083          Rural            109.56 23.1    never smoked      0
## 1084          Rural             89.45 30.3 formerly smoked      0
## 1085          Rural             91.65 30.5    never smoked      0
## 1086          Urban            121.14 22.8    never smoked      0
## 1087          Rural             87.77   42         Unknown      0
## 1088          Rural            106.56 29.9    never smoked      0
## 1089          Rural             93.88   24 formerly smoked      0
## 1090          Rural            153.76 36.7         Unknown      0
## 1091          Urban             88.65 22.2    never smoked      0
## 1092          Urban            111.22 25.5         Unknown      0
## 1093          Urban            223.68 34.3 formerly smoked      0
## 1094          Rural             55.86   16         Unknown      0
## 1095          Rural             63.73 25.6          smokes      0
## 1096          Rural            103.94 23.3    never smoked      0
## 1097          Rural             92.49 41.6         Unknown      0
## 1098          Urban            229.20 35.6 formerly smoked      0
## 1099          Rural             75.06   22         Unknown      0
## 1100          Urban             85.57 26.8         Unknown      0
## 1101          Urban             68.61 31.9    never smoked      0
## 1102          Urban             56.30 19.7         Unknown      0
## 1103          Rural            193.22  N/A          smokes      0
## 1104          Urban             65.98 31.1         Unknown      0
## 1105          Rural            204.57 34.4         Unknown      0
## 1106          Urban             64.99 33.2    never smoked      0
## 1107          Rural             66.12  N/A    never smoked      0
## 1108          Urban             73.40 21.6    never smoked      0
## 1109          Urban             82.83 25.4         Unknown      0
## 1110          Urban             93.55 41.6    never smoked      0
## 1111          Rural             90.40 33.1 formerly smoked      0
## 1112          Rural             98.10 21.8    never smoked      0
## 1113          Rural            142.02   30         Unknown      0
## 1114          Rural            251.46 35.2          smokes      0
## 1115          Rural             89.96 35.6    never smoked      0
## 1116          Urban             71.73  N/A         Unknown      0
## 1117          Urban             82.44 27.8          smokes      0
## 1118          Urban             80.85 29.3 formerly smoked      0
## 1119          Rural            220.52 37.2          smokes      0
## 1120          Urban             86.73 26.1         Unknown      0
## 1121          Urban             76.93 21.6    never smoked      0
## 1122          Urban            113.10 22.7    never smoked      0
## 1123          Rural             96.84 30.2 formerly smoked      0
## 1124          Urban            100.91   18         Unknown      0
## 1125          Urban            116.50 27.8         Unknown      0
## 1126          Rural             57.26 23.5    never smoked      0
## 1127          Urban            129.31 41.2         Unknown      0
## 1128          Rural             56.47 22.7    never smoked      0
## 1129          Urban             86.06 29.2 formerly smoked      0
## 1130          Rural             86.97 42.2    never smoked      0
## 1131          Urban             78.78   24 formerly smoked      0
## 1132          Rural            195.04 45.5    never smoked      0
## 1133          Rural            103.25 19.4         Unknown      0
## 1134          Rural            134.59 28.2          smokes      0
## 1135          Rural             93.74 20.1         Unknown      0
## 1136          Urban             90.66 27.2         Unknown      0
## 1137          Urban             91.68 26.5         Unknown      0
## 1138          Urban             75.79 17.6         Unknown      0
## 1139          Urban             91.68 42.8 formerly smoked      0
## 1140          Rural            106.68 29.3    never smoked      0
## 1141          Rural             82.31 21.3    never smoked      0
## 1142          Rural             90.06 29.8         Unknown      0
## 1143          Rural             65.47 24.1          smokes      0
## 1144          Rural             58.03 35.2         Unknown      0
## 1145          Rural             83.09 18.8    never smoked      0
## 1146          Urban             88.60 17.4         Unknown      0
## 1147          Urban             63.18 31.5         Unknown      0
## 1148          Rural             78.42 29.9    never smoked      0
## 1149          Urban             65.08 27.3 formerly smoked      0
## 1150          Urban             79.47 28.1    never smoked      0
## 1151          Rural             95.52 28.9    never smoked      0
## 1152          Urban             73.00 25.2          smokes      0
## 1153          Rural            138.07 24.3    never smoked      0
## 1154          Rural             86.99 37.9    never smoked      0
## 1155          Urban            112.07 28.2    never smoked      0
## 1156          Rural            105.76 18.4         Unknown      0
## 1157          Urban             55.67 23.1          smokes      0
## 1158          Urban             90.55 39.4 formerly smoked      0
## 1159          Rural            218.65 29.5    never smoked      0
## 1160          Rural            111.21 18.3         Unknown      0
## 1161          Urban             83.56 28.7          smokes      0
## 1162          Urban            116.76 32.9 formerly smoked      0
## 1163          Rural             83.50 26.7         Unknown      0
## 1164          Urban             69.30 20.1    never smoked      0
## 1165          Urban             67.55 17.6 formerly smoked      0
## 1166          Rural             80.28 43.7    never smoked      0
## 1167          Urban            211.49 41.1         Unknown      0
## 1168          Urban             67.96 26.8         Unknown      0
## 1169          Urban             99.29 31.2    never smoked      0
## 1170          Rural            140.52 27.4    never smoked      0
## 1171          Rural             75.62 25.1          smokes      0
## 1172          Rural            120.06   33    never smoked      0
## 1173          Rural            117.45 30.7          smokes      0
## 1174          Rural            224.71 42.9    never smoked      0
## 1175          Rural            122.75 14.3         Unknown      0
## 1176          Urban             82.39 33.2    never smoked      0
## 1177          Rural             57.02   43 formerly smoked      0
## 1178          Urban            115.98 22.3    never smoked      0
## 1179          Rural            226.11 32.8 formerly smoked      0
## 1180          Rural             97.59 30.5          smokes      0
## 1181          Rural             82.57   36 formerly smoked      0
## 1182          Urban             79.34 26.5 formerly smoked      0
## 1183          Rural            125.68 20.1         Unknown      0
## 1184          Rural            102.06  N/A         Unknown      0
## 1185          Urban             65.59 28.1    never smoked      0
## 1186          Urban            120.85 16.2         Unknown      0
## 1187          Urban            101.65   30    never smoked      0
## 1188          Urban            210.94 31.3    never smoked      0
## 1189          Rural             77.92 26.7    never smoked      0
## 1190          Rural            230.68 37.7         Unknown      0
## 1191          Urban             62.68 35.8    never smoked      0
## 1192          Urban             55.22   27    never smoked      0
## 1193          Rural             78.94 20.7    never smoked      0
## 1194          Rural            109.69 22.2          smokes      0
## 1195          Urban             79.63  N/A         Unknown      0
## 1196          Rural             79.33 41.5    never smoked      0
## 1197          Urban             79.91 33.5    never smoked      0
## 1198          Rural             84.46 21.8         Unknown      0
## 1199          Urban             68.40 22.1 formerly smoked      0
## 1200          Rural             78.43 30.2          smokes      0
## 1201          Urban            198.02 38.7         Unknown      0
## 1202          Urban             85.35 32.1          smokes      0
## 1203          Rural            204.17 41.3 formerly smoked      0
## 1204          Urban             82.71 20.1 formerly smoked      0
## 1205          Urban            121.19 22.1    never smoked      0
## 1206          Rural            106.02 24.9          smokes      0
## 1207          Urban             66.36   23         Unknown      0
## 1208          Urban            267.76 29.3 formerly smoked      0
## 1209          Rural            107.18 22.8    never smoked      0
## 1210          Rural             74.58 31.6         Unknown      0
## 1211          Urban             80.92 19.4         Unknown      0
## 1212          Rural             90.77 22.5    never smoked      0
## 1213          Rural             90.84 31.6    never smoked      0
## 1214          Rural             59.20 29.1         Unknown      0
## 1215          Rural            217.71  N/A formerly smoked      0
## 1216          Urban            133.76 43.4          smokes      0
## 1217          Urban             61.36 26.5 formerly smoked      0
## 1218          Rural            118.62 29.7         Unknown      0
## 1219          Rural             77.91 21.8         Unknown      0
## 1220          Urban             68.98 23.4 formerly smoked      0
## 1221          Rural            112.08   23    never smoked      0
## 1222          Urban             96.20 21.5    never smoked      0
## 1223          Rural             93.11 14.6         Unknown      0
## 1224          Rural            115.54 28.5         Unknown      0
## 1225          Urban             88.57   29          smokes      0
## 1226          Urban            180.76 26.9         Unknown      0
## 1227          Urban             83.12 29.6 formerly smoked      0
## 1228          Urban             94.89 28.5    never smoked      0
## 1229          Rural            239.52 25.5    never smoked      0
## 1230          Rural             99.15 30.5 formerly smoked      0
## 1231          Urban            124.16   23    never smoked      0
## 1232          Rural             86.38 22.8         Unknown      0
## 1233          Rural             93.68 31.4    never smoked      0
## 1234          Rural            229.86 35.2          smokes      0
## 1235          Rural             78.73 23.3    never smoked      0
## 1236          Rural            115.92  N/A formerly smoked      0
## 1237          Rural             93.71 31.2 formerly smoked      0
## 1238          Rural             76.66 24.8    never smoked      0
## 1239          Rural            112.38 25.8         Unknown      0
## 1240          Rural             89.30 48.4          smokes      0
## 1241          Rural            103.44 43.1 formerly smoked      0
## 1242          Rural             79.69  N/A formerly smoked      0
## 1243          Rural             61.61 27.8    never smoked      0
## 1244          Rural             94.12 21.4         Unknown      0
## 1245          Urban             62.40 22.1         Unknown      0
## 1246          Urban            210.96 31.8    never smoked      0
## 1247          Urban             76.25 20.1         Unknown      0
## 1248          Urban            103.48 29.1          smokes      0
## 1249          Urban             96.42 22.6         Unknown      0
## 1250          Rural             78.59 25.1         Unknown      0
## 1251          Rural            195.25 33.3    never smoked      0
## 1252          Rural            103.76 15.9         Unknown      0
## 1253          Rural             68.52 20.8         Unknown      0
## 1254          Urban             92.17 19.5         Unknown      0
## 1255          Rural             81.02   39    never smoked      0
## 1256          Rural             94.33 23.1    never smoked      0
## 1257          Rural             78.43 18.8    never smoked      0
## 1258          Rural            217.39 50.6         Unknown      0
## 1259          Urban             82.77 36.3         Unknown      0
## 1260          Rural             88.13 32.8    never smoked      0
## 1261          Urban            102.77 35.8          smokes      0
## 1262          Rural            101.75 26.7          smokes      0
## 1263          Rural            113.34 26.3 formerly smoked      0
## 1264          Urban             63.33 26.5          smokes      0
## 1265          Urban             69.34 43.7    never smoked      0
## 1266          Rural            118.81 24.7         Unknown      0
## 1267          Urban             66.13 46.2    never smoked      0
## 1268          Urban             67.53 49.5 formerly smoked      0
## 1269          Urban             96.58 43.3    never smoked      0
## 1270          Urban             57.89 30.9 formerly smoked      0
## 1271          Rural             78.38 38.7         Unknown      0
## 1272          Urban             94.15 28.6    never smoked      0
## 1273          Urban             89.53 30.2         Unknown      0
## 1274          Urban            127.75 30.5    never smoked      0
## 1275          Rural             76.79 33.9         Unknown      0
## 1276          Rural            141.15 28.6    never smoked      0
## 1277          Urban             88.63 24.5    never smoked      0
## 1278          Urban            201.25  N/A         Unknown      0
## 1279          Urban            130.15 17.2         Unknown      0
## 1280          Urban            108.03 27.2    never smoked      0
## 1281          Rural            104.07 19.3 formerly smoked      0
## 1282          Urban             88.83 18.5         Unknown      0
## 1283          Rural            197.79   32         Unknown      0
## 1284          Urban            150.45 44.5 formerly smoked      0
## 1285          Rural            100.39   37    never smoked      0
## 1286          Rural             79.92 30.8 formerly smoked      0
## 1287          Urban             96.79 24.7         Unknown      0
## 1288          Rural             86.84 18.3         Unknown      0
## 1289          Rural             61.27   44         Unknown      0
## 1290          Rural             72.61 27.6    never smoked      0
## 1291          Rural             82.41 45.4          smokes      0
## 1292          Urban             74.72 28.5    never smoked      0
## 1293          Rural             57.37 17.6         Unknown      0
## 1294          Rural             73.72  N/A          smokes      0
## 1295          Urban             88.34 27.5    never smoked      0
## 1296          Rural            101.34 32.8    never smoked      0
## 1297          Rural            119.01 29.5    never smoked      0
## 1298          Rural             71.98 36.4    never smoked      0
## 1299          Urban             84.91 26.1         Unknown      0
## 1300          Rural             91.63 35.3         Unknown      0
## 1301          Urban            214.77  N/A         Unknown      0
## 1302          Rural            145.71 18.1         Unknown      0
## 1303          Rural            167.31 27.1    never smoked      0
## 1304          Urban             63.65   23         Unknown      0
## 1305          Rural             79.63   55         Unknown      0
## 1306          Rural             87.49 26.6    never smoked      0
## 1307          Rural             98.74  N/A    never smoked      0
## 1308          Rural             92.82 24.1    never smoked      0
## 1309          Urban             72.20 30.3 formerly smoked      0
## 1310          Rural            181.23 32.2 formerly smoked      0
## 1311          Urban             63.37 26.5    never smoked      0
## 1312          Urban             74.82 30.6    never smoked      0
## 1313          Rural             97.60 25.8         Unknown      0
## 1314          Rural             93.04 41.9          smokes      0
## 1315          Rural             97.12 29.2    never smoked      0
## 1316          Rural             82.81 44.3    never smoked      0
## 1317          Urban            134.45 29.1    never smoked      0
## 1318          Rural             98.67 17.5         Unknown      0
## 1319          Urban             85.82 31.9    never smoked      0
## 1320          Rural            189.45 32.2    never smoked      0
## 1321          Rural            144.16   26          smokes      0
## 1322          Rural             82.56 25.4 formerly smoked      0
## 1323          Urban            206.40 54.8    never smoked      0
## 1324          Urban             67.97 27.9    never smoked      0
## 1325          Urban             84.86  N/A         Unknown      0
## 1326          Urban             71.70 32.8    never smoked      0
## 1327          Urban             72.02   34 formerly smoked      0
## 1328          Urban             61.81 25.5         Unknown      0
## 1329          Urban            103.09 35.6         Unknown      0
## 1330          Urban             73.75 28.3    never smoked      0
## 1331          Rural            156.70 36.9    never smoked      0
## 1332          Urban             70.87 22.1 formerly smoked      0
## 1333          Rural            138.47 31.5    never smoked      0
## 1334          Rural             64.66 26.7 formerly smoked      0
## 1335          Rural             91.88 24.9 formerly smoked      0
## 1336          Rural             74.79 32.4    never smoked      0
## 1337          Rural             78.18 32.2    never smoked      0
## 1338          Rural             77.82 30.3         Unknown      0
## 1339          Rural            112.23 28.7    never smoked      0
## 1340          Urban            178.76 24.1    never smoked      0
## 1341          Rural            121.43 25.3    never smoked      0
## 1342          Rural             94.22 24.8    never smoked      0
## 1343          Rural             67.27  N/A formerly smoked      0
## 1344          Rural            197.58 34.8 formerly smoked      0
## 1345          Rural             86.37 39.2          smokes      0
## 1346          Urban            112.09 24.7          smokes      0
## 1347          Urban            199.96 28.6    never smoked      0
## 1348          Urban             85.33 27.7    never smoked      0
## 1349          Rural             86.33 33.1    never smoked      0
## 1350          Urban             80.47 27.3          smokes      0
## 1351          Urban             62.46 20.3 formerly smoked      0
## 1352          Rural             78.85 33.9    never smoked      0
## 1353          Rural             72.09  N/A          smokes      0
## 1354          Rural            103.81 28.3    never smoked      0
## 1355          Urban             78.04 32.4          smokes      0
## 1356          Rural             94.67 19.7         Unknown      0
## 1357          Rural             62.25 33.7    never smoked      0
## 1358          Urban            155.17 35.5    never smoked      0
## 1359          Urban             83.28   20         Unknown      0
## 1360          Urban            132.41 16.3         Unknown      0
## 1361          Rural             62.78 36.4         Unknown      0
## 1362          Urban             89.96 28.1         Unknown      0
## 1363          Rural            103.25 26.9 formerly smoked      0
## 1364          Rural            126.99 29.4 formerly smoked      0
## 1365          Rural            102.27 17.2    never smoked      0
## 1366          Rural            113.63 26.5         Unknown      0
## 1367          Urban             86.09 19.5         Unknown      0
## 1368          Rural            108.08 30.6 formerly smoked      0
## 1369          Urban            108.34 31.9    never smoked      0
## 1370          Rural             56.07 26.6    never smoked      0
## 1371          Urban             82.91 19.9         Unknown      0
## 1372          Urban             94.75   18         Unknown      0
## 1373          Rural            101.79 26.7         Unknown      0
## 1374          Rural             88.41 25.3 formerly smoked      0
## 1375          Urban            101.05 31.4         Unknown      0
## 1376          Urban             85.07 21.1    never smoked      0
## 1377          Rural            108.10 17.9    never smoked      0
## 1378          Rural             93.17 27.5          smokes      0
## 1379          Urban            158.89 37.6          smokes      0
## 1380          Rural            205.77 24.1    never smoked      0
## 1381          Urban            112.34 18.1         Unknown      0
## 1382          Urban            119.03   31    never smoked      0
## 1383          Urban            237.21 26.6          smokes      0
## 1384          Urban             89.68 38.7    never smoked      0
## 1385          Rural            246.53 27.2 formerly smoked      0
## 1386          Urban             89.05 27.8 formerly smoked      0
## 1387          Rural             81.74 28.3         Unknown      0
## 1388          Rural             98.12 27.5    never smoked      0
## 1389          Rural            105.59 43.3          smokes      0
## 1390          Rural             86.00 20.1 formerly smoked      0
## 1391          Urban             65.51 25.9         Unknown      0
## 1392          Urban             61.78 25.8         Unknown      0
## 1393          Rural            109.56 16.4         Unknown      0
## 1394          Urban             65.82 29.4    never smoked      0
## 1395          Urban             90.16 28.9          smokes      0
## 1396          Urban             64.45 26.7    never smoked      0
## 1397          Urban             91.85 27.8    never smoked      0
## 1398          Rural             97.89 38.7 formerly smoked      0
## 1399          Rural            206.33 26.8    never smoked      0
## 1400          Rural             74.29 36.1    never smoked      0
## 1401          Rural            107.40 26.7          smokes      0
## 1402          Urban             87.72   27         Unknown      0
## 1403          Rural             85.99 21.2         Unknown      0
## 1404          Urban            100.84   21    never smoked      0
## 1405          Urban            124.61 37.4         Unknown      0
## 1406          Urban             86.55 26.5         Unknown      0
## 1407          Rural             90.42 28.9         Unknown      0
## 1408          Rural            100.85 29.5          smokes      0
## 1409          Urban             87.74 17.7         Unknown      0
## 1410          Rural             80.15 34.9 formerly smoked      0
## 1411          Urban            107.29 28.1    never smoked      0
## 1412          Urban            206.98 36.8          smokes      0
## 1413          Rural            227.28 33.3    never smoked      0
## 1414          Rural             80.43 29.2         Unknown      0
## 1415          Urban            228.70   34         Unknown      0
## 1416          Urban            120.07 33.9          smokes      0
## 1417          Rural             93.47 28.7    never smoked      0
## 1418          Urban             80.77 21.1    never smoked      0
## 1419          Rural            150.27 38.2          smokes      0
## 1420          Urban             81.94 27.7          smokes      0
## 1421          Urban             70.75 35.8         Unknown      0
## 1422          Urban             83.83 27.1         Unknown      0
## 1423          Urban             73.66 20.5    never smoked      0
## 1424          Urban            102.37 35.6    never smoked      0
## 1425          Rural             77.83 15.6         Unknown      0
## 1426          Urban             70.01   43         Unknown      0
## 1427          Rural            119.88 17.8         Unknown      0
## 1428          Rural             78.29  N/A          smokes      0
## 1429          Rural            169.97 25.8    never smoked      0
## 1430          Rural            123.79 20.5         Unknown      0
## 1431          Urban             80.98 19.9         Unknown      0
## 1432          Rural             84.21 24.4    never smoked      0
## 1433          Urban            101.31 18.3         Unknown      0
## 1434          Urban             86.26 35.1 formerly smoked      0
## 1435          Urban             92.86 35.1 formerly smoked      0
## 1436          Urban            140.28 37.1 formerly smoked      0
## 1437          Rural            244.28 29.4 formerly smoked      0
## 1438          Urban            124.16 31.7    never smoked      0
## 1439          Rural             93.55 31.4    never smoked      0
## 1440          Urban             99.34 33.1    never smoked      0
## 1441          Urban             59.87 28.5          smokes      0
## 1442          Rural             72.76   24 formerly smoked      0
## 1443          Rural             68.34   18         Unknown      0
## 1444          Urban             61.10 27.6          smokes      0
## 1445          Rural            120.77 16.9    never smoked      0
## 1446          Rural             60.39 16.4         Unknown      0
## 1447          Urban            126.34 35.1    never smoked      0
## 1448          Rural             93.24 28.8    never smoked      0
## 1449          Rural            154.75 17.6    never smoked      0
## 1450          Rural             62.81 21.3    never smoked      0
## 1451          Rural             65.96 19.7         Unknown      0
## 1452          Rural             79.53 37.3    never smoked      0
## 1453          Rural             96.85 35.5    never smoked      0
## 1454          Urban            251.99 25.5    never smoked      0
## 1455          Rural            115.13   30          smokes      0
## 1456          Urban            102.30 21.9         Unknown      0
## 1457          Urban             78.99 45.5    never smoked      0
## 1458          Rural            191.79  N/A          smokes      0
## 1459          Rural             68.80 34.9    never smoked      0
## 1460          Rural             83.84 19.3 formerly smoked      0
## 1461          Urban             94.66 32.1 formerly smoked      0
## 1462          Rural            107.98 26.9    never smoked      0
## 1463          Rural             61.01 32.5         Unknown      0
## 1464          Urban            135.64 19.5    never smoked      0
## 1465          Urban             92.65 31.7    never smoked      0
## 1466          Rural            121.11   21         Unknown      0
## 1467          Rural            163.56  N/A formerly smoked      0
## 1468          Urban            107.69 20.3         Unknown      0
## 1469          Rural            216.88  N/A          smokes      0
## 1470          Rural             70.15 21.5         Unknown      0
## 1471          Urban             83.02 40.4         Unknown      0
## 1472          Urban             87.94  N/A         Unknown      0
## 1473          Urban            222.29 30.1    never smoked      0
## 1474          Urban            139.43 40.2 formerly smoked      0
## 1475          Urban            213.11 34.7    never smoked      0
## 1476          Rural             77.23 25.9          smokes      0
## 1477          Urban             58.48 23.7    never smoked      0
## 1478          Rural             87.33 34.3    never smoked      0
## 1479          Rural            102.34 34.3    never smoked      0
## 1480          Rural            151.30 26.3    never smoked      0
## 1481          Urban            144.23 22.1 formerly smoked      0
## 1482          Rural            110.60 33.3 formerly smoked      0
## 1483          Urban             80.28 37.3    never smoked      0
## 1484          Rural            111.02 20.5         Unknown      0
## 1485          Rural            114.88 19.1         Unknown      0
## 1486          Urban            227.51 34.7 formerly smoked      0
## 1487          Urban            111.65 16.3         Unknown      0
## 1488          Urban            201.01   28    never smoked      0
## 1489          Urban            129.01 17.2         Unknown      0
## 1490          Rural            124.08 41.1         Unknown      0
## 1491          Rural            107.91   25         Unknown      0
## 1492          Rural             95.40 27.5    never smoked      0
## 1493          Rural             65.90 21.5    never smoked      0
## 1494          Urban             78.98 15.1         Unknown      0
## 1495          Rural            111.33 29.6 formerly smoked      0
## 1496          Rural            104.36 30.2    never smoked      0
## 1497          Urban            123.87 34.9         Unknown      0
## 1498          Rural            210.00 30.7 formerly smoked      0
## 1499          Rural             86.86 36.5         Unknown      0
## 1500          Rural            113.96 21.5         Unknown      0
## 1501          Rural             81.28 33.2          smokes      0
## 1502          Rural            102.50 50.2    never smoked      0
## 1503          Rural             78.05 22.3    never smoked      0
## 1504          Urban            237.58  N/A formerly smoked      0
## 1505          Urban             86.07 27.3         Unknown      0
## 1506          Rural             59.05 28.3 formerly smoked      0
## 1507          Rural             95.88 31.9         Unknown      0
## 1508          Rural             70.18 24.9         Unknown      0
## 1509          Rural            111.13 32.7 formerly smoked      0
## 1510          Urban             79.30 26.4         Unknown      0
## 1511          Urban             65.84 24.8          smokes      0
## 1512          Rural            123.49 30.7          smokes      0
## 1513          Rural            207.45 25.4          smokes      0
## 1514          Rural            143.45   32          smokes      0
## 1515          Rural             89.11 24.4    never smoked      0
## 1516          Rural             58.30 20.4    never smoked      0
## 1517          Urban             78.68 29.5    never smoked      0
## 1518          Urban             98.91 24.4    never smoked      0
## 1519          Rural             67.92 22.8          smokes      0
## 1520          Rural             73.00   20    never smoked      0
## 1521          Rural             97.50 36.3 formerly smoked      0
## 1522          Urban            108.43 32.8          smokes      0
## 1523          Urban             90.43 34.4 formerly smoked      0
## 1524          Urban             76.30 30.5    never smoked      0
## 1525          Rural            121.27 29.7          smokes      0
## 1526          Urban            119.67 36.9         Unknown      0
## 1527          Urban            226.93 34.2          smokes      0
## 1528          Rural             76.11   37         Unknown      0
## 1529          Urban             93.23  N/A          smokes      0
## 1530          Urban            253.16 47.5         Unknown      0
## 1531          Urban            101.02 24.2          smokes      0
## 1532          Rural            238.53 30.6    never smoked      0
## 1533          Rural             79.18 52.8 formerly smoked      0
## 1534          Urban            207.79 38.6    never smoked      0
## 1535          Rural            196.20 32.8    never smoked      0
## 1536          Urban            231.76 42.9    never smoked      0
## 1537          Rural             93.30 25.9         Unknown      0
## 1538          Urban            110.47 24.7          smokes      0
## 1539          Rural             77.52 35.8    never smoked      0
## 1540          Urban             91.23  N/A          smokes      0
## 1541          Rural            216.92 31.2         Unknown      0
## 1542          Urban            157.01 26.1          smokes      0
## 1543          Urban             93.51 30.8    never smoked      0
## 1544          Rural            102.54 40.5    never smoked      0
## 1545          Rural             87.78 25.2 formerly smoked      0
## 1546          Urban            126.67 28.7          smokes      0
## 1547          Rural             93.60  N/A    never smoked      0
## 1548          Rural            194.98 30.4         Unknown      0
## 1549          Rural             99.96 15.2         Unknown      0
## 1550          Urban             58.87 36.6    never smoked      0
## 1551          Urban             77.67 34.5         Unknown      0
## 1552          Urban             83.14 23.7    never smoked      0
## 1553          Urban             69.18 35.7          smokes      0
## 1554          Rural            218.54 38.9          smokes      0
## 1555          Urban             71.22   40    never smoked      0
## 1556          Urban             82.41 18.4         Unknown      0
## 1557          Rural             82.07   29    never smoked      0
## 1558          Urban             73.00 20.6    never smoked      0
## 1559          Rural            127.25 28.2         Unknown      0
## 1560          Rural             72.63 66.8         Unknown      0
## 1561          Rural            108.20 26.2    never smoked      0
## 1562          Urban            123.95 34.8 formerly smoked      0
## 1563          Urban             58.71 34.5    never smoked      0
## 1564          Rural             98.46 30.6    never smoked      0
## 1565          Rural             68.78 55.1 formerly smoked      0
## 1566          Rural            133.63 18.8         Unknown      0
## 1567          Rural            101.43 29.1         Unknown      0
## 1568          Rural             65.30 22.1          smokes      0
## 1569          Urban             72.49 28.9          smokes      0
## 1570          Urban             65.49 34.7         Unknown      0
## 1571          Urban             63.40 20.3          smokes      0
## 1572          Rural            105.29 25.1 formerly smoked      0
## 1573          Urban             64.08 18.2         Unknown      0
## 1574          Urban             78.34 25.5    never smoked      0
## 1575          Rural             66.32 34.4 formerly smoked      0
## 1576          Rural            168.15 48.5    never smoked      0
## 1577          Rural             93.48 25.2 formerly smoked      0
## 1578          Urban             79.20 32.5    never smoked      0
## 1579          Rural            107.45 42.1 formerly smoked      0
## 1580          Rural             83.86 19.5    never smoked      0
## 1581          Rural            119.96 27.7    never smoked      0
## 1582          Rural             70.58 25.1    never smoked      0
## 1583          Rural             87.70 29.6    never smoked      0
## 1584          Urban             65.29 32.9    never smoked      0
## 1585          Urban             97.14 55.9    never smoked      0
## 1586          Urban            110.68 25.1 formerly smoked      0
## 1587          Urban             91.93 24.7          smokes      0
## 1588          Urban             88.54 17.5         Unknown      0
## 1589          Urban            183.00 20.8         Unknown      0
## 1590          Rural            115.93 23.3    never smoked      0
## 1591          Urban             99.13 22.8         Unknown      0
## 1592          Rural             69.24 26.6    never smoked      0
## 1593          Rural            102.28 25.5    never smoked      0
## 1594          Urban             71.31 25.8    never smoked      0
## 1595          Rural             89.75 25.4    never smoked      0
## 1596          Urban             87.66 57.3    never smoked      0
## 1597          Rural            237.17  N/A         Unknown      0
## 1598          Urban             81.11 20.2         Unknown      0
## 1599          Urban            178.33 27.7    never smoked      0
## 1600          Rural             81.38 23.1         Unknown      0
## 1601          Urban            109.56 14.3         Unknown      0
## 1602          Rural             70.45 23.3          smokes      0
## 1603          Rural             73.44 23.4         Unknown      0
## 1604          Urban            146.44 22.8 formerly smoked      0
## 1605          Urban             65.04 30.9    never smoked      0
## 1606          Rural            151.25 28.4         Unknown      0
## 1607          Rural            106.41 41.9          smokes      0
## 1608          Urban            197.09 34.3         Unknown      0
## 1609          Urban             93.58 25.1          smokes      0
## 1610          Rural            122.04 10.3         Unknown      0
## 1611          Rural             80.06 31.8         Unknown      0
## 1612          Urban             84.93 31.8         Unknown      0
## 1613          Urban             68.40   23    never smoked      0
## 1614          Urban             62.99 25.4 formerly smoked      0
## 1615          Urban            139.67 14.1         Unknown      0
## 1616          Urban            113.40 35.1          smokes      0
## 1617          Urban            101.92 26.9         Unknown      0
## 1618          Urban             65.98   33 formerly smoked      0
## 1619          Urban             84.30 22.1         Unknown      0
## 1620          Urban             61.42 20.8         Unknown      0
## 1621          Rural             85.52   30    never smoked      0
## 1622          Urban             83.79   44         Unknown      0
## 1623          Urban             73.83 16.6         Unknown      0
## 1624          Rural             69.38 28.4    never smoked      0
## 1625          Urban             66.11 26.3    never smoked      0
## 1626          Urban            149.62 39.4 formerly smoked      0
## 1627          Urban            242.84 15.7          smokes      0
## 1628          Urban            202.66 34.1          smokes      0
## 1629          Rural            216.90 29.8 formerly smoked      0
## 1630          Urban            103.78 23.6         Unknown      0
## 1631          Rural            114.88 18.3 formerly smoked      0
## 1632          Urban             75.94 28.3    never smoked      0
## 1633          Rural             55.51 18.5         Unknown      0
## 1634          Rural             93.74 18.4         Unknown      0
## 1635          Urban             71.44 24.1          smokes      0
## 1636          Urban             58.29 25.5 formerly smoked      0
## 1637          Urban            115.83 25.3    never smoked      0
## 1638          Urban            102.71 39.9 formerly smoked      0
## 1639          Urban             99.69 28.8          smokes      0
## 1640          Rural            102.89 37.2 formerly smoked      0
## 1641          Urban             79.05  N/A         Unknown      0
## 1642          Rural             56.63 49.8    never smoked      0
## 1643          Rural             87.34 34.3 formerly smoked      0
## 1644          Rural            109.51   29    never smoked      0
## 1645          Urban             81.43  N/A formerly smoked      0
## 1646          Urban             78.59 37.2    never smoked      0
## 1647          Urban            101.22  N/A formerly smoked      0
## 1648          Urban             78.26 19.4         Unknown      0
## 1649          Rural            105.47 26.2    never smoked      0
## 1650          Urban             68.19 21.1    never smoked      0
## 1651          Urban            210.00  N/A    never smoked      0
## 1652          Rural            114.47 31.6          smokes      0
## 1653          Urban             66.85 29.3         Unknown      0
## 1654          Rural             94.71 28.4          smokes      0
## 1655          Urban            208.05 35.3          smokes      0
## 1656          Rural            222.60 40.1          smokes      0
## 1657          Urban             80.81   39 formerly smoked      0
## 1658          Rural             64.51 31.5    never smoked      0
## 1659          Urban            151.56 28.5         Unknown      0
## 1660          Urban            199.14 28.5    never smoked      0
## 1661          Rural             73.41   56          smokes      0
## 1662          Urban            109.65 28.6 formerly smoked      0
## 1663          Rural             69.11 35.2    never smoked      0
## 1664          Urban            114.41 32.5    never smoked      0
## 1665          Urban            103.46 35.9    never smoked      0
## 1666          Rural             95.36 25.1    never smoked      0
## 1667          Urban             57.33 16.8         Unknown      0
## 1668          Rural            191.48 27.9          smokes      0
## 1669          Rural             71.63 16.3         Unknown      0
## 1670          Urban             94.00  N/A         Unknown      0
## 1671          Rural             93.77  N/A         Unknown      0
## 1672          Urban             84.75 21.4         Unknown      0
## 1673          Rural             89.24 32.7 formerly smoked      0
## 1674          Urban             70.13 23.6    never smoked      0
## 1675          Urban             82.26 19.8 formerly smoked      0
## 1676          Urban            200.16 33.1    never smoked      0
## 1677          Urban             80.73 28.1          smokes      0
## 1678          Urban             75.09 38.9 formerly smoked      0
## 1679          Urban             80.57 23.8    never smoked      0
## 1680          Rural             77.04 33.8 formerly smoked      0
## 1681          Urban            145.26 26.7         Unknown      0
## 1682          Urban            190.40  N/A formerly smoked      0
## 1683          Urban             82.08 32.2 formerly smoked      0
## 1684          Rural            103.35 28.1 formerly smoked      0
## 1685          Urban             97.46 21.3         Unknown      0
## 1686          Urban            123.65   44          smokes      0
## 1687          Urban             87.96 21.5 formerly smoked      0
## 1688          Urban             85.92 37.3          smokes      0
## 1689          Urban             80.80 44.8    never smoked      0
## 1690          Rural             99.30 21.4    never smoked      0
## 1691          Rural             62.56 32.3    never smoked      0
## 1692          Urban            144.20 35.4          smokes      0
## 1693          Urban             71.38 19.7    never smoked      0
## 1694          Urban             95.50 31.3         Unknown      0
## 1695          Urban             67.06 35.5    never smoked      0
## 1696          Rural             70.16 25.8 formerly smoked      0
## 1697          Urban            104.24 32.8         Unknown      0
## 1698          Rural            122.48 35.9          smokes      0
## 1699          Urban            215.90 41.8          smokes      0
## 1700          Rural            108.56 27.3 formerly smoked      0
## 1701          Urban             69.88 27.7         Unknown      0
## 1702          Rural             91.54 13.4         Unknown      0
## 1703          Rural             65.85   17         Unknown      0
## 1704          Rural             60.74   20    never smoked      0
## 1705          Rural            233.52 40.9    never smoked      0
## 1706          Urban            110.70 38.5    never smoked      0
## 1707          Rural             78.93 30.9 formerly smoked      0
## 1708          Urban            124.50 33.4         Unknown      0
## 1709          Urban             57.95 17.1         Unknown      0
## 1710          Rural             92.82 28.6         Unknown      0
## 1711          Rural             58.25   24          smokes      0
## 1712          Rural            213.54   32    never smoked      0
## 1713          Urban             74.86 28.4    never smoked      0
## 1714          Urban             78.35 20.3         Unknown      0
## 1715          Urban            101.26 33.8         Unknown      0
## 1716          Urban             86.87 43.2         Unknown      0
## 1717          Rural            124.01 22.7         Unknown      0
## 1718          Urban             83.41 29.9    never smoked      0
## 1719          Urban            188.69  N/A formerly smoked      0
## 1720          Rural             86.51  N/A formerly smoked      0
## 1721          Rural             70.65 29.9         Unknown      0
## 1722          Rural             92.40 22.7         Unknown      0
## 1723          Urban             73.36 16.1    never smoked      0
## 1724          Urban            219.50 33.8 formerly smoked      0
## 1725          Rural            105.73 22.6    never smoked      0
## 1726          Rural             83.79 25.5          smokes      0
## 1727          Urban             58.02 22.5         Unknown      0
## 1728          Rural             61.94 27.9 formerly smoked      0
## 1729          Rural             99.71 23.5         Unknown      0
## 1730          Rural             63.19 32.2    never smoked      0
## 1731          Rural            107.11  N/A          smokes      0
## 1732          Urban             56.84 29.9          smokes      0
## 1733          Rural            217.66 28.7 formerly smoked      0
## 1734          Rural             77.19 37.2          smokes      0
## 1735          Rural             76.22 22.2 formerly smoked      0
## 1736          Rural            155.32 26.6 formerly smoked      0
## 1737          Urban             70.67 24.6          smokes      0
## 1738          Urban            227.16 41.7    never smoked      0
## 1739          Rural             58.69 26.2 formerly smoked      0
## 1740          Urban             88.85 27.1         Unknown      0
## 1741          Urban            137.94 41.8    never smoked      0
## 1742          Urban             60.60 34.2    never smoked      0
## 1743          Rural             93.67 19.2    never smoked      0
## 1744          Urban             79.56 25.2    never smoked      0
## 1745          Rural            122.46 18.7    never smoked      0
## 1746          Urban             92.32   43    never smoked      0
## 1747          Rural             80.63 28.2          smokes      0
## 1748          Urban             92.32 34.7          smokes      0
## 1749          Urban             59.89 25.5    never smoked      0
## 1750          Urban             80.57 39.8          smokes      0
## 1751          Urban             88.52 20.8 formerly smoked      0
## 1752          Urban             88.82 28.2 formerly smoked      0
## 1753          Rural            102.08   31          smokes      0
## 1754          Urban             71.38  N/A formerly smoked      0
## 1755          Rural             84.90 21.6    never smoked      0
## 1756          Urban             82.21 26.2         Unknown      0
## 1757          Rural            209.90  N/A          smokes      0
## 1758          Urban             74.05   26         Unknown      0
## 1759          Urban             90.46 22.5         Unknown      0
## 1760          Rural            176.48   24 formerly smoked      0
## 1761          Urban             94.07 31.5    never smoked      0
## 1762          Urban             85.12 36.3 formerly smoked      0
## 1763          Urban             71.81 25.4         Unknown      0
## 1764          Rural            111.93 32.2    never smoked      0
## 1765          Urban             94.40 39.8         Unknown      0
## 1766          Urban             70.00 18.6         Unknown      0
## 1767          Rural             95.57 30.7          smokes      0
## 1768          Urban             91.98 16.4         Unknown      0
## 1769          Urban             66.29 20.5          smokes      0
## 1770          Rural            211.88 28.7    never smoked      0
## 1771          Rural             76.55   29          smokes      0
## 1772          Urban             56.67 24.4    never smoked      0
## 1773          Rural            100.52 29.9         Unknown      0
## 1774          Rural             58.96 25.3         Unknown      0
## 1775          Rural             81.66 23.5 formerly smoked      0
## 1776          Rural             96.77 20.5    never smoked      0
## 1777          Rural             91.63 33.5          smokes      0
## 1778          Urban             97.51   22         Unknown      0
## 1779          Rural            225.60   29    never smoked      0
## 1780          Rural             95.58  N/A          smokes      0
## 1781          Rural            210.23 30.7    never smoked      0
## 1782          Urban             92.82 37.4    never smoked      0
## 1783          Rural            234.82 51.8    never smoked      0
## 1784          Rural             65.67 16.6         Unknown      0
## 1785          Urban             74.51 29.5         Unknown      0
## 1786          Rural             81.99 27.3 formerly smoked      0
## 1787          Urban             87.69 27.5 formerly smoked      0
## 1788          Rural            125.29 33.9    never smoked      0
## 1789          Rural            111.64 27.9         Unknown      0
## 1790          Urban             70.93 22.9    never smoked      0
## 1791          Urban             89.93 32.1    never smoked      0
## 1792          Rural            137.45 18.2         Unknown      0
## 1793          Rural             72.06 30.2 formerly smoked      0
## 1794          Rural             97.90 31.3 formerly smoked      0
## 1795          Urban             84.85 20.3         Unknown      0
## 1796          Rural            230.59 23.2 formerly smoked      0
## 1797          Rural             92.81 30.8         Unknown      0
## 1798          Urban            168.15 22.9    never smoked      0
## 1799          Urban            224.63 42.8    never smoked      0
## 1800          Urban            108.12 22.2         Unknown      0
## 1801          Rural             85.17 28.7          smokes      0
## 1802          Urban             84.14 32.3    never smoked      0
## 1803          Rural             85.57 24.2 formerly smoked      0
## 1804          Urban             82.81 23.9    never smoked      0
## 1805          Urban            110.53 34.2    never smoked      0
## 1806          Rural             61.88   29         Unknown      0
## 1807          Urban             85.04 29.9    never smoked      0
## 1808          Urban            140.40   23          smokes      0
## 1809          Urban             62.27 17.3         Unknown      0
## 1810          Rural             99.44   21    never smoked      0
## 1811          Rural             88.90 34.3         Unknown      0
## 1812          Urban             64.10 19.8         Unknown      0
## 1813          Urban             97.58 24.3         Unknown      0
## 1814          Rural             58.66 16.4    never smoked      0
## 1815          Urban             88.24 32.6         Unknown      0
## 1816          Urban             61.32 23.7          smokes      0
## 1817          Urban            185.71  N/A         Unknown      0
## 1818          Rural             62.99   27 formerly smoked      0
## 1819          Urban             86.04 25.6          smokes      0
## 1820          Rural             83.30   34 formerly smoked      0
## 1821          Urban            208.17 24.9    never smoked      0
## 1822          Rural            133.20 26.3         Unknown      0
## 1823          Rural             81.54 43.1         Unknown      0
## 1824          Rural            146.61 39.6    never smoked      0
## 1825          Urban             79.33 15.2         Unknown      0
## 1826          Rural             84.56 41.8    never smoked      0
## 1827          Rural            103.44 20.1    never smoked      0
## 1828          Urban            185.31 39.3    never smoked      0
## 1829          Urban            102.53 28.3 formerly smoked      0
## 1830          Urban             65.78 27.5         Unknown      0
## 1831          Rural             62.60 33.9    never smoked      0
## 1832          Rural             81.18   20         Unknown      0
## 1833          Rural             76.68 34.8          smokes      0
## 1834          Urban             92.86 20.7 formerly smoked      0
## 1835          Urban             90.95 24.6          smokes      0
## 1836          Urban             85.66 39.4    never smoked      0
## 1837          Urban             88.20  N/A          smokes      0
## 1838          Urban            203.04  N/A          smokes      0
## 1839          Rural             68.37 29.4          smokes      0
## 1840          Urban             77.32 24.8         Unknown      0
## 1841          Rural            187.87 32.3    never smoked      0
## 1842          Rural            213.87 25.3    never smoked      0
## 1843          Rural            119.62   39         Unknown      0
## 1844          Urban            222.85 29.4 formerly smoked      0
## 1845          Rural            100.82 31.9         Unknown      0
## 1846          Rural            136.10 26.4         Unknown      0
## 1847          Rural            149.42 20.6         Unknown      0
## 1848          Rural             79.99 26.3    never smoked      0
## 1849          Rural            118.21 23.6         Unknown      0
## 1850          Rural             56.30   18         Unknown      0
## 1851          Rural             84.49 26.4    never smoked      0
## 1852          Rural             89.61   22    never smoked      0
## 1853          Rural            100.09 30.5         Unknown      0
## 1854          Urban            198.36 29.1          smokes      0
## 1855          Rural             93.61 24.9    never smoked      0
## 1856          Rural             75.43 36.4          smokes      0
## 1857          Urban            100.31 31.2          smokes      0
## 1858          Rural            105.63 32.8    never smoked      0
## 1859          Rural             82.84 31.6    never smoked      0
## 1860          Urban             58.88 35.8         Unknown      0
## 1861          Urban             92.27 35.2 formerly smoked      0
## 1862          Urban            115.23   28    never smoked      0
## 1863          Urban            196.25 24.9          smokes      0
## 1864          Rural             85.97 35.7         Unknown      0
## 1865          Urban            114.33 30.7          smokes      0
## 1866          Rural             72.52 33.9    never smoked      0
## 1867          Rural             99.87  N/A formerly smoked      0
## 1868          Rural             63.47 27.8         Unknown      0
## 1869          Urban             90.58 23.2         Unknown      0
## 1870          Rural             92.26 17.1         Unknown      0
## 1871          Urban            113.74 31.6          smokes      0
## 1872          Urban             72.79 23.8          smokes      0
## 1873          Rural             94.71 29.6          smokes      0
## 1874          Rural            194.53   45    never smoked      0
## 1875          Urban             72.65 25.6         Unknown      0
## 1876          Urban             86.68 27.7 formerly smoked      0
## 1877          Rural            140.39 25.5    never smoked      0
## 1878          Rural             77.87 18.3         Unknown      0
## 1879          Rural            104.70   21 formerly smoked      0
## 1880          Urban             95.82 28.6    never smoked      0
## 1881          Urban            204.05 23.5    never smoked      0
## 1882          Urban            130.56 36.1         Unknown      0
## 1883          Urban             67.78 29.2          smokes      0
## 1884          Urban            105.29 27.6 formerly smoked      0
## 1885          Urban            135.19   36          smokes      0
## 1886          Urban            116.12 20.4          smokes      0
## 1887          Rural             59.63 19.9    never smoked      0
## 1888          Rural             56.43 29.2 formerly smoked      0
## 1889          Rural            199.18 27.9    never smoked      0
## 1890          Rural            209.26 38.1 formerly smoked      0
## 1891          Urban             91.21 24.1    never smoked      0
## 1892          Urban             95.16 37.8 formerly smoked      0
## 1893          Urban            217.11 29.1    never smoked      0
## 1894          Urban            222.46 35.7    never smoked      0
## 1895          Rural             70.96  N/A         Unknown      0
## 1896          Rural             82.44 34.5    never smoked      0
## 1897          Rural             74.11 34.1          smokes      0
## 1898          Urban            131.23 21.1         Unknown      0
## 1899          Urban            187.52 57.7    never smoked      0
## 1900          Rural             83.26 22.2    never smoked      0
## 1901          Rural             99.07 20.5         Unknown      0
## 1902          Urban             76.63 26.2    never smoked      0
## 1903          Rural             65.09 23.5    never smoked      0
## 1904          Urban            142.31 29.1          smokes      0
## 1905          Urban             80.99 39.8         Unknown      0
## 1906          Rural            237.74 21.2    never smoked      0
## 1907          Urban             74.26  N/A formerly smoked      0
## 1908          Rural            154.08 20.2 formerly smoked      0
## 1909          Rural             78.29 30.8    never smoked      0
## 1910          Urban            164.67 33.8         Unknown      0
## 1911          Rural             59.61 17.1         Unknown      0
## 1912          Urban             67.75 21.3 formerly smoked      0
## 1913          Urban             92.73  N/A    never smoked      0
## 1914          Urban             90.35 22.3    never smoked      0
## 1915          Rural             77.86 28.9    never smoked      0
## 1916          Rural             71.88 26.7    never smoked      0
## 1917          Urban            118.82   41          smokes      0
## 1918          Urban             67.33 16.7         Unknown      0
## 1919          Urban            121.66 29.1          smokes      0
## 1920          Rural            111.92 23.6         Unknown      0
## 1921          Urban             92.82 27.8 formerly smoked      0
## 1922          Rural             95.46 31.4          smokes      0
## 1923          Urban             59.99 28.2    never smoked      0
## 1924          Rural             68.96 30.8         Unknown      0
## 1925          Urban             90.26 36.1    never smoked      0
## 1926          Rural             91.90 32.7 formerly smoked      0
## 1927          Urban             91.08 26.4    never smoked      0
## 1928          Rural            118.55 20.7         Unknown      0
## 1929          Rural            102.04 18.5         Unknown      0
## 1930          Rural             65.52 33.5         Unknown      0
## 1931          Urban             82.09 14.1    never smoked      0
## 1932          Rural            149.90 23.4         Unknown      0
## 1933          Rural            100.33 23.2    never smoked      0
## 1934          Urban             91.25   36         Unknown      0
## 1935          Rural             89.81 35.6    never smoked      0
## 1936          Urban             97.32 21.8          smokes      0
## 1937          Rural             75.53 34.9    never smoked      0
## 1938          Rural            121.44 20.4    never smoked      0
## 1939          Urban             83.52   25    never smoked      0
## 1940          Rural             57.92 22.3         Unknown      0
## 1941          Rural             75.27 27.3    never smoked      0
## 1942          Urban             80.24 28.9    never smoked      0
## 1943          Urban             88.69 30.4         Unknown      0
## 1944          Urban             69.09 36.9 formerly smoked      0
## 1945          Rural             62.67 27.7    never smoked      0
## 1946          Urban             98.74 44.4    never smoked      0
## 1947          Rural             56.51 28.2          smokes      0
## 1948          Rural             65.95   35    never smoked      0
## 1949          Urban            129.07 20.6         Unknown      0
## 1950          Urban             62.47 26.5    never smoked      0
## 1951          Urban             69.82 25.1    never smoked      0
## 1952          Urban             99.68 22.2         Unknown      0
## 1953          Urban            223.35 27.3 formerly smoked      0
## 1954          Rural             74.36 27.3    never smoked      0
## 1955          Rural            102.97 41.9 formerly smoked      0
## 1956          Urban            153.38 38.8    never smoked      0
## 1957          Rural             87.10 18.3    never smoked      0
## 1958          Urban            113.40 19.5         Unknown      0
## 1959          Rural             94.88 17.2         Unknown      0
## 1960          Urban             82.73 20.8         Unknown      0
## 1961          Rural             67.80 23.8         Unknown      0
## 1962          Urban             84.85 24.7    never smoked      0
## 1963          Rural            135.89 23.1 formerly smoked      0
## 1964          Urban            106.13 22.4    never smoked      0
## 1965          Rural             74.33 29.9          smokes      0
## 1966          Rural            109.40   20         Unknown      0
## 1967          Rural             75.40 28.7         Unknown      0
## 1968          Rural             87.69 26.2 formerly smoked      0
## 1969          Urban             95.85 29.6          smokes      0
## 1970          Urban             90.36 30.8 formerly smoked      0
## 1971          Rural             63.45 32.7 formerly smoked      0
## 1972          Rural            201.07 21.8         Unknown      0
## 1973          Urban            122.91 35.7    never smoked      0
## 1974          Rural             55.41 25.4         Unknown      0
## 1975          Urban             60.99 32.8         Unknown      0
## 1976          Rural            111.77 21.1         Unknown      0
## 1977          Urban             77.63 31.7    never smoked      0
## 1978          Urban             70.61   20    never smoked      0
## 1979          Urban            124.34 34.7 formerly smoked      0
## 1980          Urban            103.44   28    never smoked      0
## 1981          Urban            124.50 16.4         Unknown      0
## 1982          Urban            208.06  N/A          smokes      0
## 1983          Urban             75.50 24.6    never smoked      0
## 1984          Urban             98.85 24.6    never smoked      0
## 1985          Rural             96.06 30.3         Unknown      0
## 1986          Rural             93.74 23.7         Unknown      0
## 1987          Urban             65.60 33.5    never smoked      0
## 1988          Urban            113.24 24.9         Unknown      0
## 1989          Rural             94.77 48.9         Unknown      0
## 1990          Urban            145.22 31.4         Unknown      0
## 1991          Urban            112.92 18.4         Unknown      0
## 1992          Rural             84.79 24.2 formerly smoked      0
## 1993          Urban            103.28 34.3          smokes      0
## 1994          Urban            109.00  N/A         Unknown      0
## 1995          Rural             96.18 25.1    never smoked      0
## 1996          Rural            186.95 33.3    never smoked      0
## 1997          Urban             68.66 22.6         Unknown      0
## 1998          Rural            128.72 26.3          smokes      0
## 1999          Urban             85.04 29.7 formerly smoked      0
## 2000          Rural            146.97 18.5         Unknown      0
## 2001          Urban             65.69 21.4    never smoked      0
## 2002          Rural             97.52 45.5 formerly smoked      0
## 2003          Rural             90.43 34.2    never smoked      0
## 2004          Urban             81.71 32.7         Unknown      0
## 2005          Rural            198.24 38.1    never smoked      0
## 2006          Rural             90.51 26.7    never smoked      0
## 2007          Urban             97.78 22.6          smokes      0
## 2008          Urban             80.74 27.7         Unknown      0
## 2009          Rural             57.02 20.7         Unknown      0
## 2010          Rural             93.00 25.7    never smoked      0
## 2011          Rural             95.37 17.3         Unknown      0
## 2012          Rural             96.25 23.3 formerly smoked      0
## 2013          Rural             86.74 16.2         Unknown      0
## 2014          Urban             63.08 20.5          smokes      0
## 2015          Urban            129.16 33.6          smokes      0
## 2016          Urban             99.79 20.2         Unknown      0
## 2017          Urban             83.34 49.3    never smoked      0
## 2018          Urban             95.01 26.2 formerly smoked      0
## 2019          Urban            229.21 30.1          smokes      0
## 2020          Urban             80.08 25.1    never smoked      0
## 2021          Rural             62.00 32.7          smokes      0
## 2022          Rural            118.69 26.4         Unknown      0
## 2023          Rural             77.57   21         Unknown      0
## 2024          Rural            108.75 24.1         Unknown      0
## 2025          Urban            108.23 20.4         Unknown      0
## 2026          Rural            151.33 30.9 formerly smoked      0
## 2027          Rural             82.43 39.1         Unknown      0
## 2028          Rural            107.17 27.7         Unknown      0
## 2029          Rural             91.46 29.5    never smoked      0
## 2030          Urban             81.05 30.3         Unknown      0
## 2031          Urban             73.02  N/A         Unknown      0
## 2032          Urban            114.37 37.8         Unknown      0
## 2033          Urban            100.29 30.2    never smoked      0
## 2034          Urban             68.37 24.2          smokes      0
## 2035          Rural             87.95 25.2    never smoked      0
## 2036          Urban             73.27 22.2          smokes      0
## 2037          Rural            131.43 17.7         Unknown      0
## 2038          Urban            107.29 29.6    never smoked      0
## 2039          Rural             68.24 32.2         Unknown      0
## 2040          Urban             74.01 28.7          smokes      0
## 2041          Urban             95.40 19.5         Unknown      0
## 2042          Rural             95.75 38.5          smokes      0
## 2043          Urban            104.51 20.6         Unknown      0
## 2044          Rural            108.87 21.5         Unknown      0
## 2045          Urban            209.06 43.8         Unknown      0
## 2046          Rural             86.57   18         Unknown      0
## 2047          Urban            120.25 28.2         Unknown      0
## 2048          Rural             85.51 26.6          smokes      0
## 2049          Rural             84.18 35.5    never smoked      0
## 2050          Urban             82.37 30.7    never smoked      0
## 2051          Rural             96.15 18.7         Unknown      0
## 2052          Rural             74.55 22.4    never smoked      0
## 2053          Urban            114.45 25.2          smokes      0
## 2054          Rural            113.68 24.2    never smoked      0
## 2055          Rural            107.91 20.5    never smoked      0
## 2056          Rural             83.85 24.5    never smoked      0
## 2057          Urban            101.30 24.8         Unknown      0
## 2058          Rural             72.13 42.6    never smoked      0
## 2059          Urban             94.98 23.8    never smoked      0
## 2060          Rural            228.42 42.3 formerly smoked      0
## 2061          Rural             93.90 42.2    never smoked      0
## 2062          Urban             93.13 26.1         Unknown      0
## 2063          Urban            121.60 22.8    never smoked      0
## 2064          Rural             84.40 42.3 formerly smoked      0
## 2065          Rural             82.13 28.5    never smoked      0
## 2066          Urban             73.33   23    never smoked      0
## 2067          Urban             75.88 32.8         Unknown      0
## 2068          Rural            212.97 49.8 formerly smoked      0
## 2069          Rural            100.41 23.8    never smoked      0
## 2070          Urban            202.05 31.7          smokes      0
## 2071          Urban             71.42 34.9          smokes      0
## 2072          Rural            107.50   54    never smoked      0
## 2073          Rural             55.57 26.8 formerly smoked      0
## 2074          Urban             58.14 21.3    never smoked      0
## 2075          Rural             78.53 19.8         Unknown      0
## 2076          Urban             78.79 42.4          smokes      0
## 2077          Urban             96.62 16.4         Unknown      0
## 2078          Rural             65.28 28.2    never smoked      0
## 2079          Rural             92.67 26.3 formerly smoked      0
## 2080          Rural            206.25   17         Unknown      0
## 2081          Urban            114.18 23.3    never smoked      0
## 2082          Rural            231.69 56.1 formerly smoked      0
## 2083          Rural            101.89 25.1          smokes      0
## 2084          Urban            107.22 35.3          smokes      0
## 2085          Rural            101.99 36.3    never smoked      0
## 2086          Rural             72.56 30.4 formerly smoked      0
## 2087          Urban             94.47 43.9    never smoked      0
## 2088          Urban             98.76 26.4          smokes      0
## 2089          Rural            116.93 28.3    never smoked      0
## 2090          Rural            219.96 42.3    never smoked      0
## 2091          Urban             75.77   38    never smoked      0
## 2092          Urban            124.35 32.7         Unknown      0
## 2093          Urban             88.97 28.8    never smoked      0
## 2094          Rural             72.49 38.5    never smoked      0
## 2095          Rural            107.27 30.1         Unknown      0
## 2096          Rural             97.96 31.3    never smoked      0
## 2097          Urban            197.69 28.4          smokes      0
## 2098          Rural            112.30 26.6         Unknown      0
## 2099          Urban             75.77 20.4 formerly smoked      0
## 2100          Urban             76.51 34.7         Unknown      0
## 2101          Urban             93.14 32.5    never smoked      0
## 2102          Rural             80.84 30.7         Unknown      0
## 2103          Rural            199.88 29.6 formerly smoked      0
## 2104          Rural             77.48  N/A formerly smoked      0
## 2105          Rural             65.34 39.4    never smoked      0
## 2106          Urban             81.96  N/A formerly smoked      0
## 2107          Urban             98.71 26.1 formerly smoked      0
## 2108          Rural            170.22 27.2 formerly smoked      0
## 2109          Urban             73.50 41.3          smokes      0
## 2110          Rural             72.39  N/A          smokes      0
## 2111          Urban            102.96 20.9 formerly smoked      0
## 2112          Urban             80.72 41.5 formerly smoked      0
## 2113          Urban             74.19 31.1 formerly smoked      0
## 2114          Urban             77.12 24.5 formerly smoked      0
## 2115          Urban             81.20   23         Unknown      0
## 2116          Rural            114.76 24.7    never smoked      0
## 2117          Urban            109.97 19.3         Unknown      0
## 2118          Urban             92.87   37    never smoked      0
## 2119          Urban            113.05   31          smokes      0
## 2120          Urban             68.24 33.1 formerly smoked      0
## 2121          Rural             74.35 26.6          smokes      0
## 2122          Urban             91.08 27.7    never smoked      0
## 2123          Urban             88.83 40.3          smokes      0
## 2124          Rural            134.33 19.5         Unknown      0
## 2125          Rural            208.78 26.7         Unknown      0
## 2126          Rural             66.17 26.1    never smoked      0
## 2127          Rural            222.29 38.2    never smoked      0
## 2128          Rural            114.16 21.3          smokes      0
## 2129          Rural             61.67 97.6         Unknown      0
## 2130          Rural            220.36 40.9 formerly smoked      0
## 2131          Urban             76.03 27.3    never smoked      0
## 2132          Urban             73.06 20.9    never smoked      0
## 2133          Urban            187.88 29.2 formerly smoked      0
## 2134          Urban             79.89 17.9         Unknown      0
## 2135          Rural             79.02   38         Unknown      0
## 2136          Rural            191.66 26.1          smokes      0
## 2137          Urban             76.74 53.9         Unknown      0
## 2138          Urban             72.29 22.2         Unknown      0
## 2139          Urban             92.59 24.6 formerly smoked      0
## 2140          Rural             80.42 33.4 formerly smoked      0
## 2141          Rural             62.47 34.4 formerly smoked      0
## 2142          Rural             63.94 17.6    never smoked      0
## 2143          Rural             77.73 19.2    never smoked      0
## 2144          Rural            115.79 31.8         Unknown      0
## 2145          Urban             96.30 28.1          smokes      0
## 2146          Rural            107.46 32.1    never smoked      0
## 2147          Rural            108.33 17.4    never smoked      0
## 2148          Rural             89.37 20.2    never smoked      0
## 2149          Urban             93.64 23.4         Unknown      0
## 2150          Urban            217.75 39.5    never smoked      0
## 2151          Rural             83.44 21.5         Unknown      0
## 2152          Rural             93.88 24.3          smokes      0
## 2153          Urban             55.34 15.3         Unknown      0
## 2154          Rural            102.61 32.4         Unknown      0
## 2155          Rural             62.08 16.1         Unknown      0
## 2156          Rural             81.76 34.3 formerly smoked      0
## 2157          Urban             59.20 43.8    never smoked      0
## 2158          Urban             55.61 19.6         Unknown      0
## 2159          Urban            226.88 36.7 formerly smoked      0
## 2160          Urban             65.66 33.7    never smoked      0
## 2161          Urban             58.70 38.9          smokes      0
## 2162          Urban            186.40   28    never smoked      0
## 2163          Urban            122.32 23.9         Unknown      0
## 2164          Urban             59.05 16.6         Unknown      0
## 2165          Urban            149.13 42.9          smokes      0
## 2166          Urban             82.39 17.1    never smoked      0
## 2167          Rural            169.49 27.2         Unknown      0
## 2168          Rural             80.25 30.3 formerly smoked      0
## 2169          Urban            203.81 33.9 formerly smoked      0
## 2170          Urban            170.76   20         Unknown      0
## 2171          Rural             80.85 19.4         Unknown      0
## 2172          Rural            120.58 21.5    never smoked      0
## 2173          Rural             86.57 28.5 formerly smoked      0
## 2174          Urban             90.01 34.4          smokes      0
## 2175          Rural             68.84 43.7 formerly smoked      0
## 2176          Rural            155.14 13.7         Unknown      0
## 2177          Urban            158.48 33.7 formerly smoked      0
## 2178          Rural             92.56   18         Unknown      0
## 2179          Rural             90.15 27.9 formerly smoked      0
## 2180          Rural             80.09 21.8    never smoked      0
## 2181          Rural            189.44 35.8    never smoked      0
## 2182          Rural             70.03 23.1          smokes      0
## 2183          Rural            249.29 30.3          smokes      0
## 2184          Rural             72.52   32         Unknown      0
## 2185          Urban             96.93   25          smokes      0
## 2186          Urban            211.35 30.7 formerly smoked      0
## 2187          Rural             85.87 24.3         Unknown      0
## 2188          Rural             60.96 11.5    never smoked      0
## 2189          Urban            120.09 30.7    never smoked      0
## 2190          Urban             92.13 33.7    never smoked      0
## 2191          Urban             83.07 26.5          smokes      0
## 2192          Rural             77.67 17.6         Unknown      0
## 2193          Urban            109.51  N/A    never smoked      0
## 2194          Urban             97.24 22.5    never smoked      0
## 2195          Rural            127.29 18.5         Unknown      0
## 2196          Urban            134.80 22.4    never smoked      0
## 2197          Urban             74.65 25.3 formerly smoked      0
## 2198          Urban             85.84 37.3    never smoked      0
## 2199          Urban             90.43 39.7          smokes      0
## 2200          Urban             74.35   28    never smoked      0
## 2201          Urban            206.59 41.4          smokes      0
## 2202          Urban            196.33 25.3    never smoked      0
## 2203          Rural             70.23 28.1    never smoked      0
## 2204          Urban            242.94 41.2    never smoked      0
## 2205          Rural            103.06 28.8    never smoked      0
## 2206          Urban             80.86   31          smokes      0
## 2207          Urban            114.32 28.3          smokes      0
## 2208          Urban             83.91 23.9         Unknown      0
## 2209          Rural            152.02 44.2 formerly smoked      0
## 2210          Rural             75.19 27.6    never smoked      0
## 2211          Urban             60.61 35.7 formerly smoked      0
## 2212          Rural             89.14 37.4 formerly smoked      0
## 2213          Urban             97.23 27.5         Unknown      0
## 2214          Rural            135.19 23.4    never smoked      0
## 2215          Urban             78.48 25.8 formerly smoked      0
## 2216          Rural             97.24  N/A         Unknown      0
## 2217          Urban             75.92 22.8    never smoked      0
## 2218          Urban             93.30 19.5         Unknown      0
## 2219          Urban             97.39   38         Unknown      0
## 2220          Rural            134.61 23.4    never smoked      0
## 2221          Rural            104.02 29.5    never smoked      0
## 2222          Urban             56.90 28.2    never smoked      0
## 2223          Rural            112.66 14.2         Unknown      0
## 2224          Rural            226.75 28.9         Unknown      0
## 2225          Rural             76.28 31.4 formerly smoked      0
## 2226          Urban             90.01 32.4 formerly smoked      0
## 2227          Rural            107.84   22 formerly smoked      0
## 2228          Rural             71.06 26.4    never smoked      0
## 2229          Urban            185.00 26.1    never smoked      0
## 2230          Rural            104.42 37.6          smokes      0
## 2231          Urban             89.57 18.8         Unknown      0
## 2232          Rural            136.20 23.8         Unknown      0
## 2233          Urban            128.23 49.4    never smoked      0
## 2234          Rural            104.23 23.8          smokes      0
## 2235          Urban            133.82 20.4    never smoked      0
## 2236          Rural             80.82 40.3    never smoked      0
## 2237          Rural            102.35 23.6    never smoked      0
## 2238          Rural             88.48 34.3    never smoked      0
## 2239          Rural             88.81 32.7         Unknown      0
## 2240          Rural             75.09 28.7    never smoked      0
## 2241          Urban            199.83 24.5         Unknown      0
## 2242          Rural             73.69 24.8         Unknown      0
## 2243          Urban            111.27 23.2         Unknown      0
## 2244          Rural             68.44   23          smokes      0
## 2245          Urban             65.36 39.3    never smoked      0
## 2246          Urban             94.12 20.1    never smoked      0
## 2247          Rural             96.24 25.4    never smoked      0
## 2248          Rural             91.25 23.8         Unknown      0
## 2249          Rural             77.29 28.4    never smoked      0
## 2250          Rural            125.09 15.4         Unknown      0
## 2251          Urban            107.18 28.2    never smoked      0
## 2252          Urban            130.07   26    never smoked      0
## 2253          Urban             57.30 41.5    never smoked      0
## 2254          Rural            101.35 32.2    never smoked      0
## 2255          Rural             94.03 25.7    never smoked      0
## 2256          Urban            227.81   33 formerly smoked      0
## 2257          Urban             66.67   35          smokes      0
## 2258          Urban            240.81 27.4    never smoked      0
## 2259          Urban             88.02 16.4         Unknown      0
## 2260          Urban            152.87 31.5         Unknown      0
## 2261          Urban             96.04 29.2         Unknown      0
## 2262          Urban             60.35 25.9 formerly smoked      0
## 2263          Urban            118.66 32.3    never smoked      0
## 2264          Urban             89.03  N/A          smokes      0
## 2265          Urban             58.51 30.4 formerly smoked      0
## 2266          Urban             96.04 45.1 formerly smoked      0
## 2267          Rural            110.92 25.9         Unknown      0
## 2268          Rural             92.72 36.6    never smoked      0
## 2269          Rural            108.23 18.6         Unknown      0
## 2270          Rural             56.34 27.5         Unknown      0
## 2271          Rural             61.83 31.3    never smoked      0
## 2272          Rural            131.99 37.5    never smoked      0
## 2273          Rural            136.81 23.1          smokes      0
## 2274          Rural            239.28   35    never smoked      0
## 2275          Urban            131.30   27    never smoked      0
## 2276          Rural            117.75 29.8    never smoked      0
## 2277          Urban             78.46 23.5         Unknown      0
## 2278          Rural             83.53 48.5 formerly smoked      0
## 2279          Rural            145.50 31.8 formerly smoked      0
## 2280          Urban             88.33   20         Unknown      0
## 2281          Rural            101.25 29.4 formerly smoked      0
## 2282          Urban            131.43 24.3    never smoked      0
## 2283          Rural            231.50 45.4    never smoked      0
## 2284          Rural             82.89 29.5    never smoked      0
## 2285          Rural            192.37 49.2    never smoked      0
## 2286          Rural             79.64  N/A          smokes      0
## 2287          Rural             82.88 29.4         Unknown      0
## 2288          Rural             99.40 29.1    never smoked      0
## 2289          Urban             77.75 38.8          smokes      0
## 2290          Rural             75.03 23.4    never smoked      0
## 2291          Rural            220.47 48.7    never smoked      0
## 2292          Rural            196.91 19.7         Unknown      0
## 2293          Urban            180.80 20.3    never smoked      0
## 2294          Urban            247.48 33.5          smokes      0
## 2295          Urban            216.00 36.7          smokes      0
## 2296          Urban             75.64 24.4    never smoked      0
## 2297          Urban             95.07 38.8 formerly smoked      0
## 2298          Urban            129.97 44.2          smokes      0
## 2299          Urban            124.26 33.4    never smoked      0
## 2300          Urban             87.92 32.5         Unknown      0
## 2301          Rural             85.15 15.1         Unknown      0
## 2302          Rural             95.36 21.5          smokes      0
## 2303          Urban             87.16 30.4 formerly smoked      0
## 2304          Rural            219.39 33.4          smokes      0
## 2305          Urban             71.92 18.2         Unknown      0
## 2306          Urban            167.66 18.7         Unknown      0
## 2307          Rural             87.21 38.4         Unknown      0
## 2308          Rural            220.47 36.4          smokes      0
## 2309          Urban             80.47 20.6         Unknown      0
## 2310          Urban             89.95 48.9 formerly smoked      0
## 2311          Rural            111.32 18.2         Unknown      0
## 2312          Urban             65.01   17         Unknown      0
## 2313          Urban            110.07 31.8    never smoked      0
## 2314          Urban             60.56   33    never smoked      0
## 2315          Urban             89.83 24.7          smokes      0
## 2316          Rural             90.35 28.1         Unknown      0
## 2317          Urban             71.50 40.3          smokes      0
## 2318          Urban             71.71 35.2          smokes      0
## 2319          Urban            173.96 31.2 formerly smoked      0
## 2320          Urban             96.06 37.6    never smoked      0
## 2321          Urban            113.20 38.7          smokes      0
## 2322          Rural            106.03  N/A         Unknown      0
## 2323          Rural            111.38  N/A          smokes      0
## 2324          Rural             73.29 28.1          smokes      0
## 2325          Urban             65.71 29.2          smokes      0
## 2326          Rural             60.41 31.1         Unknown      0
## 2327          Urban             89.11 24.1    never smoked      0
## 2328          Urban             63.32 18.7 formerly smoked      0
## 2329          Urban             85.68 39.6    never smoked      0
## 2330          Urban            162.93 15.7         Unknown      0
## 2331          Rural             89.22 53.8         Unknown      0
## 2332          Rural             91.68 32.4 formerly smoked      0
## 2333          Urban            198.33 42.7          smokes      0
## 2334          Rural             85.81 18.6         Unknown      0
## 2335          Rural             79.59 31.4          smokes      0
## 2336          Rural            106.74 33.7 formerly smoked      0
## 2337          Urban            191.33 24.5    never smoked      0
## 2338          Rural             59.52 33.7    never smoked      0
## 2339          Rural            206.52 35.4          smokes      0
## 2340          Rural             80.07  N/A    never smoked      0
## 2341          Rural             64.92 22.5         Unknown      0
## 2342          Urban             80.00 33.6    never smoked      0
## 2343          Urban             75.06 29.7         Unknown      0
## 2344          Urban            112.20  N/A    never smoked      0
## 2345          Urban             91.18 25.7    never smoked      0
## 2346          Rural             85.81 20.2 formerly smoked      0
## 2347          Urban            148.37 22.7    never smoked      0
## 2348          Rural             64.55 17.4         Unknown      0
## 2349          Rural             97.31 22.2         Unknown      0
## 2350          Rural            111.15 23.8    never smoked      0
## 2351          Urban             80.97 28.7    never smoked      0
## 2352          Rural             89.88 33.1 formerly smoked      0
## 2353          Rural             62.66   28 formerly smoked      0
## 2354          Urban            122.25 16.7         Unknown      0
## 2355          Rural             87.08 27.1    never smoked      0
## 2356          Rural             85.00 26.4          smokes      0
## 2357          Urban            100.49 23.7          smokes      0
## 2358          Urban            145.37 33.3         Unknown      0
## 2359          Urban            112.19 18.9         Unknown      0
## 2360          Rural             79.73 25.5          smokes      0
## 2361          Rural            101.13 35.9 formerly smoked      0
## 2362          Urban            101.98 23.2         Unknown      0
## 2363          Rural             98.39 22.2          smokes      0
## 2364          Rural            128.04   34          smokes      0
## 2365          Urban             98.12 20.4         Unknown      0
## 2366          Urban            216.96 34.5         Unknown      0
## 2367          Rural             94.92 31.9         Unknown      0
## 2368          Rural             83.27 19.8 formerly smoked      0
## 2369          Rural             96.86   29         Unknown      0
## 2370          Rural             99.73 36.7 formerly smoked      0
## 2371          Rural             91.71 21.3         Unknown      0
## 2372          Rural             65.77 23.7          smokes      0
## 2373          Urban            161.57 25.7          smokes      0
## 2374          Rural             74.32   34    never smoked      0
## 2375          Rural            170.93 30.7         Unknown      0
## 2376          Urban             74.43 44.8    never smoked      0
## 2377          Rural             86.36 27.7 formerly smoked      0
## 2378          Rural             97.06 23.2         Unknown      0
## 2379          Rural            110.38 30.1         Unknown      0
## 2380          Rural             79.03 29.3         Unknown      0
## 2381          Rural             62.48 29.5    never smoked      0
## 2382          Rural             55.62 25.8    never smoked      0
## 2383          Rural             84.90 26.2    never smoked      0
## 2384          Rural            232.81 28.8         Unknown      0
## 2385          Rural             86.55 29.8          smokes      0
## 2386          Rural            118.61 26.5    never smoked      0
## 2387          Rural             80.21 27.8 formerly smoked      0
## 2388          Rural             65.96   29    never smoked      0
## 2389          Urban             61.34 19.1         Unknown      0
## 2390          Urban            116.60 17.1         Unknown      0
## 2391          Urban             85.13 24.6         Unknown      0
## 2392          Rural             86.32 18.3         Unknown      0
## 2393          Rural             69.22 42.8    never smoked      0
## 2394          Urban            140.93 46.5         Unknown      0
## 2395          Urban             83.43 38.4         Unknown      0
## 2396          Urban            207.95   26 formerly smoked      0
## 2397          Rural            134.29 26.8          smokes      0
## 2398          Urban            115.12 21.1         Unknown      0
## 2399          Urban             86.25   29    never smoked      0
## 2400          Rural            112.94   43    never smoked      0
## 2401          Rural             73.54 36.6          smokes      0
## 2402          Urban             80.86 27.5         Unknown      0
## 2403          Rural             83.91 40.2         Unknown      0
## 2404          Rural             69.91 37.1    never smoked      0
## 2405          Rural             95.62   32          smokes      0
## 2406          Urban             63.95 32.2    never smoked      0
## 2407          Rural            122.50 20.6         Unknown      0
## 2408          Rural             86.00 24.1    never smoked      0
## 2409          Urban            120.27   25    never smoked      0
## 2410          Urban             56.71 25.2         Unknown      0
## 2411          Rural            131.63 27.6    never smoked      0
## 2412          Urban             79.36 48.8    never smoked      0
## 2413          Urban            120.77 27.6    never smoked      0
## 2414          Rural            100.42 39.5          smokes      0
## 2415          Urban            155.86 27.2          smokes      0
## 2416          Rural             66.01 26.3          smokes      0
## 2417          Urban             86.99 28.9          smokes      0
## 2418          Urban             90.55   30    never smoked      0
## 2419          Rural            229.58 23.7         Unknown      0
## 2420          Urban             60.06 25.5          smokes      0
## 2421          Rural             65.66 24.6 formerly smoked      0
## 2422          Urban            104.70 20.7          smokes      0
## 2423          Urban            113.86 36.4    never smoked      0
## 2424          Rural             99.49 23.4         Unknown      0
## 2425          Urban            165.99 32.3    never smoked      0
## 2426          Urban            114.99 18.8         Unknown      0
## 2427          Urban             79.58 15.5         Unknown      0
## 2428          Rural             77.37 21.4    never smoked      0
## 2429          Urban             93.55 31.7    never smoked      0
## 2430          Urban            187.22 29.7         Unknown      0
## 2431          Rural            167.59 34.3 formerly smoked      0
## 2432          Urban             98.03 22.1          smokes      0
## 2433          Urban             88.79 21.5         Unknown      0
## 2434          Urban             92.90 30.4          smokes      0
## 2435          Urban            117.34 21.6    never smoked      0
## 2436          Urban             80.75 30.9    never smoked      0
## 2437          Rural             77.51 21.9         Unknown      0
## 2438          Urban            105.63 19.2         Unknown      0
## 2439          Urban            114.34 30.3          smokes      0
## 2440          Rural            227.04   23          smokes      0
## 2441          Urban             87.56 24.1    never smoked      0
## 2442          Urban             84.47 52.7          smokes      0
## 2443          Rural             96.26 27.6         Unknown      0
## 2444          Rural            116.64 23.9         Unknown      0
## 2445          Urban             79.57 26.9    never smoked      0
## 2446          Rural             78.44 23.9    never smoked      0
## 2447          Urban             64.15 40.5    never smoked      0
## 2448          Urban             74.50   32    never smoked      0
## 2449          Urban             70.32 20.5         Unknown      0
## 2450          Urban             84.48 44.5    never smoked      0
## 2451          Urban            144.08 16.2 formerly smoked      0
## 2452          Rural             78.14 35.8    never smoked      0
## 2453          Urban            133.58   24    never smoked      0
## 2454          Urban            214.42 33.9 formerly smoked      0
## 2455          Urban             80.63   36          smokes      0
## 2456          Rural            233.71 22.9    never smoked      0
## 2457          Urban             96.00 44.5          smokes      0
## 2458          Urban             74.52 17.5         Unknown      0
## 2459          Rural            131.40 32.3    never smoked      0
## 2460          Urban            216.40 30.3    never smoked      0
## 2461          Rural            108.80 33.5         Unknown      0
## 2462          Urban             97.06 30.9    never smoked      0
## 2463          Rural            266.59 25.5    never smoked      0
## 2464          Rural             55.58   30    never smoked      0
## 2465          Urban             65.87 32.2 formerly smoked      0
## 2466          Urban             89.28 21.7          smokes      0
## 2467          Urban             56.12 24.7         Unknown      0
## 2468          Urban             74.70 28.8 formerly smoked      0
## 2469          Urban             83.06   27         Unknown      0
## 2470          Urban            227.94   26         Unknown      0
## 2471          Rural             84.88 27.1    never smoked      0
## 2472          Urban             64.20 18.5         Unknown      0
## 2473          Rural            137.22 18.8         Unknown      0
## 2474          Urban             81.44 31.5 formerly smoked      0
## 2475          Rural             90.26 18.1         Unknown      0
## 2476          Urban             68.48 24.3    never smoked      0
## 2477          Urban            100.02   28    never smoked      0
## 2478          Urban            100.61  N/A         Unknown      0
## 2479          Urban            156.82 17.3         Unknown      0
## 2480          Urban             81.66 17.2         Unknown      0
## 2481          Rural            112.22 26.9         Unknown      0
## 2482          Urban             90.62 22.4         Unknown      0
## 2483          Rural             72.49 25.8    never smoked      0
## 2484          Urban            107.47 21.3         Unknown      0
## 2485          Rural             92.11   43    never smoked      0
## 2486          Rural             70.54 24.4 formerly smoked      0
## 2487          Rural            205.00 30.1    never smoked      0
## 2488          Rural            126.39 21.3          smokes      0
## 2489          Rural             89.72 17.8         Unknown      0
## 2490          Urban             92.08 28.4          smokes      0
## 2491          Urban             85.38 23.4         Unknown      0
## 2492          Rural             95.25 24.3    never smoked      0
## 2493          Rural             75.91 27.8         Unknown      0
## 2494          Rural            203.44 30.5 formerly smoked      0
## 2495          Urban            243.73  N/A          smokes      0
## 2496          Urban             88.23 25.8         Unknown      0
## 2497          Rural             97.47 26.7    never smoked      0
## 2498          Rural             59.28 28.1    never smoked      0
## 2499          Rural            101.15 22.2         Unknown      0
## 2500          Urban             68.38 25.1         Unknown      0
## 2501          Rural             55.46 20.9    never smoked      0
## 2502          Urban            113.87 28.9    never smoked      0
## 2503          Urban             67.03  N/A    never smoked      0
## 2504          Rural             96.35 35.9    never smoked      0
## 2505          Urban            127.21 29.8          smokes      0
## 2506          Urban             78.90 26.7    never smoked      0
## 2507          Urban             59.91 28.4 formerly smoked      0
## 2508          Urban            160.94 26.7          smokes      0
## 2509          Rural             59.61 32.5         Unknown      0
## 2510          Urban             87.94 43.8    never smoked      0
## 2511          Rural             97.55 28.3 formerly smoked      0
## 2512          Urban            116.02 36.6 formerly smoked      0
## 2513          Rural            127.32 33.1          smokes      0
## 2514          Urban             75.50   27          smokes      0
## 2515          Urban             79.35 23.6         Unknown      0
## 2516          Rural            176.25  N/A    never smoked      0
## 2517          Rural            108.56 21.8    never smoked      0
## 2518          Urban            168.06 23.5          smokes      0
## 2519          Urban             75.52 28.7 formerly smoked      0
## 2520          Rural             82.15 31.6 formerly smoked      0
## 2521          Urban            200.28 31.9 formerly smoked      0
## 2522          Rural             62.44 25.2          smokes      0
## 2523          Rural             84.31 25.9          smokes      0
## 2524          Rural            221.43 32.5         Unknown      0
## 2525          Urban            165.47 28.1         Unknown      0
## 2526          Rural             96.69 27.4          smokes      0
## 2527          Urban             63.98 21.2 formerly smoked      0
## 2528          Urban            145.03 26.8 formerly smoked      0
## 2529          Urban             98.53 18.5    never smoked      0
## 2530          Urban            105.55  N/A          smokes      0
## 2531          Rural            134.23 30.6         Unknown      0
## 2532          Rural             62.48 19.9         Unknown      0
## 2533          Urban            213.38  N/A         Unknown      0
## 2534          Rural             70.52 26.5 formerly smoked      0
## 2535          Urban             93.21 43.8    never smoked      0
## 2536          Rural             82.39 31.8         Unknown      0
## 2537          Rural             88.29 36.6          smokes      0
## 2538          Rural             80.18 22.9 formerly smoked      0
## 2539          Rural             84.02 18.7    never smoked      0
## 2540          Rural             69.72 29.6    never smoked      0
## 2541          Urban            192.16 43.6    never smoked      0
## 2542          Rural             82.27  N/A    never smoked      0
## 2543          Urban            101.87 20.3    never smoked      0
## 2544          Rural             77.55 21.3         Unknown      0
## 2545          Urban            215.72 39.2          smokes      0
## 2546          Rural             87.84 52.8         Unknown      0
## 2547          Rural             91.93 30.2    never smoked      0
## 2548          Urban             58.63 35.3    never smoked      0
## 2549          Urban            173.14   37          smokes      0
## 2550          Urban            106.83 32.1 formerly smoked      0
## 2551          Urban             84.44 30.5 formerly smoked      0
## 2552          Urban             92.16 22.8    never smoked      0
## 2553          Urban             85.96 34.5 formerly smoked      0
## 2554          Rural            202.57 37.4    never smoked      0
## 2555          Rural             65.41 19.5         Unknown      0
## 2556          Urban            102.51 55.7         Unknown      0
## 2557          Rural             62.60 30.4         Unknown      0
## 2558          Urban            150.10 25.3    never smoked      0
## 2559          Rural             94.15 23.1          smokes      0
## 2560          Urban             65.50 30.7    never smoked      0
## 2561          Urban             81.31 18.8    never smoked      0
## 2562          Rural             78.96 28.6    never smoked      0
## 2563          Rural            123.47 27.5         Unknown      0
## 2564          Urban             90.40 26.5    never smoked      0
## 2565          Urban             71.59 40.3    never smoked      0
## 2566          Rural            209.50 37.9 formerly smoked      0
## 2567          Urban             86.60 17.1         Unknown      0
## 2568          Urban             57.43 53.5 formerly smoked      0
## 2569          Rural             87.93 33.6    never smoked      0
## 2570          Rural            203.16 43.4         Unknown      0
## 2571          Rural            112.12 30.5    never smoked      0
## 2572          Urban             92.02 38.1    never smoked      0
## 2573          Rural             60.98 29.9 formerly smoked      0
## 2574          Urban             86.35 32.7    never smoked      0
## 2575          Rural             71.26 28.6         Unknown      0
## 2576          Urban             72.61 38.5    never smoked      0
## 2577          Urban            110.78 22.9    never smoked      0
## 2578          Urban             99.78   38    never smoked      0
## 2579          Rural            201.45 43.8          smokes      0
## 2580          Urban            127.78 20.8         Unknown      0
## 2581          Rural            121.32 26.8    never smoked      0
## 2582          Urban             83.89 25.5    never smoked      0
## 2583          Rural             74.06  N/A    never smoked      0
## 2584          Urban            206.15 25.4    never smoked      0
## 2585          Rural            102.90 26.7         Unknown      0
## 2586          Urban             65.48 50.5    never smoked      0
## 2587          Urban            123.23 21.3         Unknown      0
## 2588          Rural             71.30 34.7    never smoked      0
## 2589          Rural             79.05 17.9         Unknown      0
## 2590          Rural            102.21 36.3    never smoked      0
## 2591          Urban            105.22 18.4         Unknown      0
## 2592          Rural             84.58 34.5         Unknown      0
## 2593          Urban             77.30 33.4    never smoked      0
## 2594          Rural             74.79 19.4         Unknown      0
## 2595          Rural             88.75 25.6         Unknown      0
## 2596          Rural             97.97 24.5    never smoked      0
## 2597          Rural             79.18   30         Unknown      0
## 2598          Urban             81.33 28.9    never smoked      0
## 2599          Urban            126.68 28.1    never smoked      0
## 2600          Urban            196.61   23    never smoked      0
## 2601          Urban            219.92 33.5 formerly smoked      0
## 2602          Rural             79.16 34.8 formerly smoked      0
## 2603          Urban             99.68 17.6 formerly smoked      0
## 2604          Urban             79.55 21.1 formerly smoked      0
## 2605          Rural             87.86   29 formerly smoked      0
## 2606          Urban             76.92 15.8         Unknown      0
## 2607          Rural             77.24 41.2         Unknown      0
## 2608          Urban            120.94 29.7 formerly smoked      0
## 2609          Rural             77.66 40.8    never smoked      0
## 2610          Rural            231.95 33.2    never smoked      0
## 2611          Urban            111.48   37          smokes      0
## 2612          Urban             84.25 24.5         Unknown      0
## 2613          Rural            216.38 34.5    never smoked      0
## 2614          Rural             95.01   28    never smoked      0
## 2615          Urban            105.74 26.8 formerly smoked      0
## 2616          Rural             58.41   21         Unknown      0
## 2617          Urban             56.89 23.8          smokes      0
## 2618          Urban             86.25 29.3    never smoked      0
## 2619          Rural             86.49 24.4         Unknown      0
## 2620          Rural            115.47 22.6         Unknown      0
## 2621          Rural             92.22 22.8         Unknown      0
## 2622          Rural             83.16 29.7          smokes      0
## 2623          Rural            110.68 32.4 formerly smoked      0
## 2624          Rural             70.06 35.8         Unknown      0
## 2625          Urban            213.33 31.1 formerly smoked      0
## 2626          Urban             93.52 31.9         Unknown      0
## 2627          Rural             87.62 33.7          smokes      0
## 2628          Rural             77.67 25.6    never smoked      0
## 2629          Rural             95.66 19.9          smokes      0
## 2630          Urban            172.33 45.3 formerly smoked      0
## 2631          Urban            106.59 15.5         Unknown      0
## 2632          Urban             87.06 28.3    never smoked      0
## 2633          Rural             93.02 40.2 formerly smoked      0
## 2634          Urban            243.59 24.3    never smoked      0
## 2635          Urban             86.70 24.6         Unknown      0
## 2636          Rural             97.81 26.6 formerly smoked      0
## 2637          Urban            116.04 30.9    never smoked      0
## 2638          Urban            169.43 23.5 formerly smoked      0
## 2639          Rural             68.41 23.9          smokes      0
## 2640          Rural             94.44 34.2         Unknown      0
## 2641          Urban             73.48 34.9          smokes      0
## 2642          Rural            183.87 26.2    never smoked      0
## 2643          Rural             66.08 36.2    never smoked      0
## 2644          Rural             72.19 22.4         Unknown      0
## 2645          Rural            101.09 19.3          smokes      0
## 2646          Urban             88.83 41.7    never smoked      0
## 2647          Rural             69.99   46          smokes      0
## 2648          Urban            102.40 26.9          smokes      0
## 2649          Rural             87.26 40.1          smokes      0
## 2650          Urban            146.59 27.7         Unknown      0
## 2651          Rural             59.00 29.5         Unknown      0
## 2652          Urban             76.83   26    never smoked      0
## 2653          Urban            101.83 22.7         Unknown      0
## 2654          Urban             90.92   16    never smoked      0
## 2655          Urban             67.50 27.7          smokes      0
## 2656          Urban             97.16 33.1         Unknown      0
## 2657          Urban             85.62 33.1 formerly smoked      0
## 2658          Rural            129.43 29.7    never smoked      0
## 2659          Urban            106.01   34          smokes      0
## 2660          Rural            114.82 33.3         Unknown      0
## 2661          Urban            121.39   27         Unknown      0
## 2662          Urban            227.98 14.2         Unknown      0
## 2663          Urban             78.97 19.4    never smoked      0
## 2664          Urban             84.12 15.3         Unknown      0
## 2665          Urban             95.04 28.7    never smoked      0
## 2666          Rural            103.15   21          smokes      0
## 2667          Urban             82.91 28.9 formerly smoked      0
## 2668          Urban             70.93 20.3         Unknown      0
## 2669          Rural            153.60   28 formerly smoked      0
## 2670          Urban            129.43 29.6    never smoked      0
## 2671          Rural             81.00 30.2 formerly smoked      0
## 2672          Rural             71.81 22.2         Unknown      0
## 2673          Urban             84.46 28.4 formerly smoked      0
## 2674          Rural            101.32 29.6 formerly smoked      0
## 2675          Urban             62.56 28.6    never smoked      0
## 2676          Urban            208.20 32.6 formerly smoked      0
## 2677          Urban            199.42   29    never smoked      0
## 2678          Urban             91.28 30.1         Unknown      0
## 2679          Urban             77.99 31.2 formerly smoked      0
## 2680          Urban            190.13 20.7    never smoked      0
## 2681          Urban            149.68 45.1    never smoked      0
## 2682          Rural             92.30 14.8         Unknown      0
## 2683          Rural            235.54 37.4 formerly smoked      0
## 2684          Rural             84.46 19.9         Unknown      0
## 2685          Rural             68.70   16         Unknown      0
## 2686          Urban            178.89 27.4         Unknown      0
## 2687          Rural            227.74 33.4          smokes      0
## 2688          Rural            100.66 18.5         Unknown      0
## 2689          Urban             73.62 33.4         Unknown      0
## 2690          Rural            100.05 20.8          smokes      0
## 2691          Rural            213.80   22    never smoked      0
## 2692          Rural            103.94 32.5          smokes      0
## 2693          Urban             84.20 19.2         Unknown      0
## 2694          Urban            250.80 32.9    never smoked      0
## 2695          Rural            112.29 23.5         Unknown      0
## 2696          Urban             65.98 21.7    never smoked      0
## 2697          Urban             99.10 29.1         Unknown      0
## 2698          Rural            217.84  N/A    never smoked      0
## 2699          Urban            104.34 30.3         Unknown      0
str(D)
## 'data.frame':    2699 obs. of  12 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : int  1 0 1 0 0 0 1 0 0 0 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ bmi              : chr  "36.6" "N/A" "32.5" "34.4" ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
summary(D)
##        id           gender               age         hypertension   
##  Min.   :   77   Length:2699        Min.   : 0.08   Min.   :0.0000  
##  1st Qu.:17504   Class :character   1st Qu.:26.50   1st Qu.:0.0000  
##  Median :36486   Mode  :character   Median :47.00   Median :0.0000  
##  Mean   :36357                      Mean   :44.67   Mean   :0.1074  
##  3rd Qu.:54632                      3rd Qu.:63.00   3rd Qu.:0.0000  
##  Max.   :72918                      Max.   :82.00   Max.   :1.0000  
##  heart_disease     ever_married        work_type         Residence_type    
##  Min.   :0.00000   Length:2699        Length:2699        Length:2699       
##  1st Qu.:0.00000   Class :character   Class :character   Class :character  
##  Median :0.00000   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :0.06336                                                           
##  3rd Qu.:0.00000                                                           
##  Max.   :1.00000                                                           
##  avg_glucose_level     bmi            smoking_status         stroke       
##  Min.   : 55.22    Length:2699        Length:2699        Min.   :0.00000  
##  1st Qu.: 77.96    Class :character   Class :character   1st Qu.:0.00000  
##  Median : 93.14    Mode  :character   Mode  :character   Median :0.00000  
##  Mean   :108.71                                          Mean   :0.09226  
##  3rd Qu.:117.72                                          3rd Qu.:0.00000  
##  Max.   :271.74                                          Max.   :1.00000
library(ggplot2)
## Warning: package 'ggplot2' was built under R version 4.3.1
library(dplyr)
## Warning: package 'dplyr' was built under R version 4.3.1
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
summary(D)
##        id           gender               age         hypertension   
##  Min.   :   77   Length:2699        Min.   : 0.08   Min.   :0.0000  
##  1st Qu.:17504   Class :character   1st Qu.:26.50   1st Qu.:0.0000  
##  Median :36486   Mode  :character   Median :47.00   Median :0.0000  
##  Mean   :36357                      Mean   :44.67   Mean   :0.1074  
##  3rd Qu.:54632                      3rd Qu.:63.00   3rd Qu.:0.0000  
##  Max.   :72918                      Max.   :82.00   Max.   :1.0000  
##  heart_disease     ever_married        work_type         Residence_type    
##  Min.   :0.00000   Length:2699        Length:2699        Length:2699       
##  1st Qu.:0.00000   Class :character   Class :character   Class :character  
##  Median :0.00000   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :0.06336                                                           
##  3rd Qu.:0.00000                                                           
##  Max.   :1.00000                                                           
##  avg_glucose_level     bmi            smoking_status         stroke       
##  Min.   : 55.22    Length:2699        Length:2699        Min.   :0.00000  
##  1st Qu.: 77.96    Class :character   Class :character   1st Qu.:0.00000  
##  Median : 93.14    Mode  :character   Mode  :character   Median :0.00000  
##  Mean   :108.71                                          Mean   :0.09226  
##  3rd Qu.:117.72                                          3rd Qu.:0.00000  
##  Max.   :271.74                                          Max.   :1.00000
View(D)

#CHƯƠNG 2

#Chọn biến định lượng làm biến phụ thuộc

Đối với biến định tính tôi chọn biến smoking_status làm biến phu thuộc Tôi chọn biến tính smoking_status làm biến phụ thuộc, với lý do tôi muốn biết hút thuốc có gây ra nguy cơ đột quỵ ở con người hay không, qua đó đánh giá được những tiềm ẩn gây hại mà hút thuốc gây ra

#Chọn biến định lượng làm biến phụ thuộc

Đối với biến địnhlượng tôi chọn biến heart_disease làm biến phu thuộc.

#CHƯƠNG 2.THỐNG KÊ MÔ TẢ

##2.1 THỐNG KÊ MÔ TẢ CHO TỪNG BIẾN

#2.1.1 Biến Gender

table(D$gender)
## 
## Female   Male 
##   1558   1141
table(D$gender)/sum(table(D$gender))
## 
##    Female      Male 
## 0.5772508 0.4227492
library(ggplot2)
D |> ggplot(aes(x = gender, y = after_stat(count))) +
  geom_bar(fill = 'pink') +
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', color = 'black', vjust = - .5) +
  theme_classic() +
  labs(x = 'gender', y = 'Number of passenger')

Nhận xét: Trong 2699 người thì có: 1558 người là nữ 1141 người là nam

###2.1.2 Biến heart_disease

table(D$heart_disease)
## 
##    0    1 
## 2528  171
table(D$ heart_disease )/sum(table(D$heart_disease))
## 
##         0         1 
## 0.9366432 0.0633568
library(ggplot2)
D |> ggplot(aes(x =heart_disease, y = after_stat(count))) +
  geom_bar(fill = 'pink') +
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', color = 'black', vjust = - .5) +
  theme_classic() +
labs(x = 'heart_disease', y = 'Number of passenger')

Nhận xét: Tổng số người khảo sát là 2699 người trong đó số bệnh nhân không mắc bệnh tim làm2528 người chiếm 94%, số người mắc bệnh tim là 171 người chiếm 6%

###2.1.3 Biến Residence_type

table(D$ Residence_type )
## 
## Rural Urban 
##  1342  1357
table(D$ Residence_type )/sum(table(D$ Residence_type ))
## 
##     Rural     Urban 
## 0.4972212 0.5027788
library(ggplot2)
D |> ggplot(aes(x =  Residence_type , y = after_stat(count))) +
  geom_bar(fill = 'pink') +
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', color = 'black', vjust = - .5) +
  theme_classic() +
  labs(x = ' Residence_type ', y = 'Number of passenger')

Nhận xét: Tổng số người khảo sát là 2699 người trong đó có 1342 người ở nông thôn và 1357 người ở thành thị

###2.1.4 Biến stroke

table(D$stroke )
## 
##    0    1 
## 2450  249
table(D$stroke )/sum(table(D$ stroke ))
## 
##          0          1 
## 0.90774361 0.09225639
D |> ggplot(aes(x =stroke, y = after_stat(count))) +
  geom_bar(fill = 'pink') +
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', color = 'black', vjust = - .5) +
  theme_classic() +
labs(x = 'stroke', y = 'Number of passenger')

Nhận xét: Trong tổng số 2699 người khảo sát thì có 2450 người không măc bệnh (chiếm 91%) và có 249 người mắc bệnh ( chiếm 9%)

###2.1.5 Biến smoking_status

table(D$smoking_status )
## 
## formerly smoked    never smoked          smokes         Unknown 
##             473             999             433             794
table(D$smoking_status )/sum(table(D$smoking_status))
## 
## formerly smoked    never smoked          smokes         Unknown 
##       0.1752501       0.3701371       0.1604298       0.2941830
D |> ggplot(aes(x =smoking_status, y = after_stat(count))) +
  geom_bar(fill = 'pink') +
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', color = 'black', vjust = - .5) +
  theme_classic() +
labs(x = 'smoking_status', y = 'Number of passenger')

Nhận xét: Trong 2699 người thì có 473 ngườitrước đây đã hút thuốc, có 999 người không bao giờ hút thuốc,433 người hút thuốc và 794 người chưa có thông tin

###2.1.6 Biến hypertension

table(D$hypertension )
## 
##    0    1 
## 2409  290
table(D$hypertension )/sum(table(D$hypertension ))
## 
##         0         1 
## 0.8925528 0.1074472
D |> ggplot(aes(x =heart_disease, y = after_stat(count))) +
  geom_bar(fill = 'pink') +
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', color = 'black', vjust = - .5) +
  theme_classic() +
labs(x = 'hypertension ', y = 'Number of passenger')

Nhận xét: Trong tổng số 2699 người khảo sát thì có 2409 người không không tăng huyết áp (chiếm 94%) và có 290 người tăng huyết áp

##2.2Bảng thống kê mô tả 2 biến

cpp <- table(D$smoking_status, D$heart_disease)
cpp <- prop.table(cpp)
addmargins(cpp)
##                  
##                            0          1        Sum
##   formerly smoked 0.15672471 0.01852538 0.17525009
##   never smoked    0.35050019 0.01963690 0.37013709
##   smokes          0.14672101 0.01370878 0.16042979
##   Unknown         0.28269730 0.01148574 0.29418303
##   Sum             0.93664320 0.06335680 1.00000000

Nhận xét

###Rủi ro tương quan

library(DescTools)
## Warning: package 'DescTools' was built under R version 4.3.1
cpp <- table(D$smoking_status, D$heart_disease)
addmargins(cpp)
##                  
##                      0    1  Sum
##   formerly smoked  423   50  473
##   never smoked     946   53  999
##   smokes           396   37  433
##   Unknown          763   31  794
##   Sum             2528  171 2699
cpp <- table(D$smoking_status, D$heart_disease)
library(epitools)
riskratio(cpp,rev = 'c')
## $data
##                  
##                     1    0 Total
##   formerly smoked  50  423   473
##   never smoked     53  946   999
##   smokes           37  396   433
##   Unknown          31  763   794
##   Total           171 2528  2699
## 
## $measure
##                  risk ratio with 95% C.I.
##                   estimate     lower    upper
##   formerly smoked 1.000000        NA       NA
##   never smoked    1.058879 1.0231914 1.095812
##   smokes          1.022652 0.9803008 1.066834
##   Unknown         1.074545 1.0386166 1.111717
## 
## $p.value
##                  two-sided
##                     midp.exact fisher.exact   chi.square
##   formerly smoked           NA           NA           NA
##   never smoked    3.460793e-04 4.083183e-04 2.171506e-04
##   smokes          3.042510e-01 3.119907e-01 3.012353e-01
##   Unknown         4.837711e-06 4.662601e-06 2.707341e-06
## 
## $correction
## [1] FALSE
## 
## attr(,"method")
## [1] "Unconditional MLE & normal approximation (Wald) CI"

Nhận xét ##2.3 Thống kê suy diễn

###Biến smoking_status và biến hypertension

cpp <- table(D$smoking_status, D$hypertension)
cpp
##                  
##                     0   1
##   formerly smoked 408  65
##   never smoked    856 143
##   smokes          381  52
##   Unknown         764  30
chisq.test(cpp)
## 
##  Pearson's Chi-squared test
## 
## data:  cpp
## X-squared = 58.606, df = 3, p-value = 1.167e-12

###biến smoking_status và biến heart_disease

cpp <- table(D$smoking_status, D$heart_disease)
cpp
##                  
##                     0   1
##   formerly smoked 423  50
##   never smoked    946  53
##   smokes          396  37
##   Unknown         763  31
chisq.test(cpp)
## 
##  Pearson's Chi-squared test
## 
## data:  cpp
## X-squared = 27.555, df = 3, p-value = 4.503e-06

###Biến smoking_status và biến stroke

cpp <- table(D$stroke, D$smoking_status)
cpp
##    
##     formerly smoked never smoked smokes Unknown
##   0             403          909    391     747
##   1              70           90     42      47
chisq.test(cpp)
## 
##  Pearson's Chi-squared test
## 
## data:  cpp
## X-squared = 28.082, df = 3, p-value = 3.492e-06

#CHƯƠNG 3 MÔ HÌNH HỒI QUI

fit1 <- glm(factor(stroke) ~  gender+age+hypertension+heart_disease+ever_married+work_type+smoking_status, family = binomial(link = 'logit'), data = D)
summary(fit1)
## 
## Call:
## glm(formula = factor(stroke) ~ gender + age + hypertension + 
##     heart_disease + ever_married + work_type + smoking_status, 
##     family = binomial(link = "logit"), data = D)
## 
## Coefficients:
##                             Estimate Std. Error z value Pr(>|z|)    
## (Intercept)                 -5.51874    0.74469  -7.411 1.26e-13 ***
## genderMale                  -0.01323    0.14985  -0.088  0.92966    
## age                          0.07634    0.00599  12.745  < 2e-16 ***
## hypertension                 0.54659    0.17448   3.133  0.00173 ** 
## heart_disease                0.30559    0.20484   1.492  0.13575    
## ever_marriedYes             -0.21531    0.24029  -0.896  0.37023    
## work_typeGovt_job           -0.87334    0.83104  -1.051  0.29331    
## work_typeNever_worked      -11.03658  483.43815  -0.023  0.98179    
## work_typePrivate            -0.89471    0.81395  -1.099  0.27168    
## work_typeSelf-employed      -1.15814    0.83825  -1.382  0.16709    
## smoking_statusnever smoked  -0.29098    0.18625  -1.562  0.11821    
## smoking_statussmokes        -0.03410    0.22627  -0.151  0.88020    
## smoking_statusUnknown       -0.19643    0.21982  -0.894  0.37156    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1661.1  on 2698  degrees of freedom
## Residual deviance: 1292.6  on 2686  degrees of freedom
## AIC: 1318.6
## 
## Number of Fisher Scoring iterations: 14