Dữ liệu được lấy ở 400 người với mục đích để xây dựng các mô hình dự đoán khả năng mắc bệnh tiểu đường dựa trên tiền sử bệnh và độ tuổi cũng như thói quen sinh hoạt của họ.
Gender: Giới tính
Age: Tuổi tác, người lớn tuổi thường được cho là dễ mắc bệnh tiểu đường hơn
Hypertension: Tăng huyết áp, “0” có nghĩa người đó không mắc tăng huyết áp, “1” là tăng huyết áp
Heart_disease: Bệnh tim, “0” nghĩa là không mắc bệnh tim, “1” là mắc bệnh tim, đây được cho là nguy cơ phát triển bệnh tiểu đường
Smoking_history: Tiền sử hút thuốc, đây được cho là nguy cơ làm mắc bệnh tiểu đường và làm trầm trọng hơn khi đã mắc bệnh
BMI: Body Mass Index, là thước đo lượng mỡ trong cơ thể dựa trên cân nặng và chiều cao, giá trị BMI cao được cho là có rủi ro mắc bệnh cao hơn
HbA1c_lever: Huyết sắc tố A1c, đây là mức độ đo lượng đường huyết trong người trong 2-3 tháng.
Blood_Glucose_lever: là chỉ số dùng để biểu thị lượng đường có trong máu của một người
Diabetes: Bệnh tiểu đường, với “1” là giá trị cho thấy người đó có khả năng mắc bệnh tiểu đường
setwd("D:/HN")
data <- read.csv("abb.csv", header=TRUE)
str(data)## 'data.frame': 400 obs. of 9 variables:
## $ gender : chr "Female" "Female" "Male" "Female" ...
## $ age : num 80 54 28 36 76 20 44 79 42 32 ...
## $ hypertension : int 0 0 0 0 1 0 0 0 0 0 ...
## $ heart_disease : int 1 0 0 0 1 0 0 0 0 0 ...
## $ smoking_history : chr "never" "No Info" "never" "current" ...
## $ bmi : num 25.2 27.3 27.3 23.4 20.1 ...
## $ HbA1c_level : num 6.6 6.6 5.7 5 4.8 6.6 6.5 5.7 4.8 5 ...
## $ blood_glucose_level: int 140 80 158 155 155 85 200 85 145 100 ...
## $ diabetes : int 0 0 0 0 0 0 1 0 0 0 ...data## gender age hypertension heart_disease smoking_history bmi HbA1c_level
## 1 Female 80.00 0 1 never 25.19 6.6
## 2 Female 54.00 0 0 No Info 27.32 6.6
## 3 Male 28.00 0 0 never 27.32 5.7
## 4 Female 36.00 0 0 current 23.45 5.0
## 5 Male 76.00 1 1 current 20.14 4.8
## 6 Female 20.00 0 0 never 27.32 6.6
## 7 Female 44.00 0 0 never 19.31 6.5
## 8 Female 79.00 0 0 No Info 23.86 5.7
## 9 Male 42.00 0 0 never 33.64 4.8
## 10 Female 32.00 0 0 never 27.32 5.0
## 11 Female 53.00 0 0 never 27.32 6.1
## 12 Female 54.00 0 0 former 54.70 6.0
## 13 Female 78.00 0 0 former 36.05 5.0
## 14 Female 67.00 0 0 never 25.69 5.8
## 15 Female 76.00 0 0 No Info 27.32 5.0
## 16 Male 78.00 0 0 No Info 27.32 6.6
## 17 Male 15.00 0 0 never 30.36 6.1
## 18 Female 42.00 0 0 never 24.48 5.7
## 19 Female 42.00 0 0 No Info 27.32 5.7
## 20 Male 37.00 0 0 ever 25.72 3.5
## 21 Male 40.00 0 0 current 36.38 6.0
## 22 Male 5.00 0 0 No Info 18.80 6.2
## 23 Female 69.00 0 0 never 21.24 4.8
## 24 Female 72.00 0 1 former 27.94 6.5
## 25 Female 4.00 0 0 No Info 13.99 4.0
## 26 Male 30.00 0 0 never 33.76 6.1
## 27 Male 67.00 0 1 not current 27.32 6.5
## 28 Male 40.00 0 0 former 27.85 5.8
## 29 Male 45.00 1 0 never 26.47 4.0
## 30 Male 43.00 0 0 never 26.08 6.1
## 31 Female 53.00 0 0 No Info 31.75 4.0
## 32 Male 50.00 0 0 No Info 25.15 4.0
## 33 Female 41.00 0 0 current 22.01 6.2
## 34 Female 20.00 0 0 never 22.19 3.5
## 35 Female 76.00 0 0 never 23.55 5.0
## 36 Male 5.00 0 0 No Info 15.10 5.8
## 37 Female 15.00 0 0 No Info 21.76 4.5
## 38 Female 26.00 0 0 never 21.22 6.6
## 39 Male 50.00 1 0 current 27.32 5.7
## 40 Female 34.00 0 0 never 56.43 6.2
## 41 Male 73.00 0 0 former 25.91 9.0
## 42 Male 5.00 0 0 No Info 27.32 6.6
## 43 Female 77.00 1 1 never 32.02 5.0
## 44 Female 66.00 0 0 No Info 29.30 4.8
## 45 Female 67.00 0 0 No Info 27.32 3.5
## 46 Female 44.00 0 0 never 24.93 6.1
## 47 Female 29.00 0 0 never 19.95 5.0
## 48 Female 60.00 0 0 never 18.03 4.0
## 49 Female 38.00 0 0 never 28.27 6.2
## 50 Female 3.00 0 0 No Info 19.27 6.5
## 51 Male 57.00 0 0 never 27.32 6.1
## 52 Female 26.00 0 0 No Info 27.32 4.0
## 53 Female 74.00 0 0 No Info 28.12 5.0
## 54 Female 53.00 0 0 former 27.32 7.0
## 55 Female 45.00 1 0 never 23.05 4.8
## 56 Male 50.00 0 0 former 37.16 9.0
## 57 Male 30.00 0 0 No Info 27.32 6.6
## 58 Female 19.00 0 0 never 23.35 3.5
## 59 Male 46.00 0 0 No Info 24.41 5.0
## 60 Female 67.00 0 0 never 63.48 8.8
## 61 Male 44.00 1 0 current 27.86 6.6
## 62 Female 21.00 0 0 not current 26.10 5.8
## 63 Female 30.00 0 0 current 27.32 6.5
## 64 Female 59.00 0 0 former 27.32 6.0
## 65 Female 27.00 0 0 not current 30.22 5.7
## 66 Female 59.00 0 1 ever 23.11 6.5
## 67 Female 19.00 0 0 not current 27.32 5.7
## 68 Female 13.00 0 0 No Info 28.16 5.0
## 69 Male 56.00 0 0 never 26.78 4.8
## 70 Male 2.00 0 0 No Info 23.04 5.7
## 71 Male 7.00 0 0 No Info 15.94 5.8
## 72 Male 3.00 0 0 No Info 15.80 6.2
## 73 Female 30.00 0 0 never 27.01 6.2
## 74 Male 43.00 0 0 not current 27.32 3.5
## 75 Female 76.00 0 0 never 22.19 6.6
## 76 Female 41.00 0 0 never 27.45 5.7
## 77 Female 11.00 0 0 No Info 17.98 6.5
## 78 Female 26.00 0 0 never 26.45 5.7
## 79 Male 34.00 0 0 never 31.16 5.8
## 80 Male 80.00 0 0 former 24.42 4.0
## 81 Female 37.00 0 0 No Info 30.50 5.7
## 82 Male 57.00 0 0 No Info 27.32 8.2
## 83 Female 53.00 0 0 former 26.37 4.5
## 84 Male 54.00 0 0 never 31.86 6.6
## 85 Female 37.00 0 0 No Info 21.25 6.1
## 86 Female 56.00 0 0 never 30.95 6.5
## 87 Male 79.00 0 0 former 31.19 5.8
## 88 Female 36.00 0 0 current 32.27 6.2
## 89 Female 38.00 0 0 ever 22.42 6.0
## 90 Female 6.00 0 0 No Info 16.39 6.6
## 91 Female 42.00 0 0 never 17.46 6.2
## 92 Female 44.00 0 0 never 37.35 5.7
## 93 Male 54.00 0 0 former 32.85 5.0
## 94 Male 38.00 0 0 never 55.61 6.5
## 95 Female 60.00 0 0 never 27.32 7.5
## 96 Male 19.00 0 0 never 27.32 6.1
## 97 Female 67.00 0 0 never 27.32 6.2
## 98 Male 11.00 0 0 No Info 27.32 6.1
## 99 Female 30.00 0 0 No Info 50.13 6.0
## 100 Male 29.00 0 0 current 27.32 4.8
## 101 Male 38.00 0 0 never 27.32 6.0
## 102 Female 74.00 0 0 former 27.32 6.6
## 103 Male 27.00 0 0 No Info 27.32 6.2
## 104 Female 55.00 0 0 ever 18.60 6.0
## 105 Female 80.00 1 0 never 27.32 6.8
## 106 Female 57.00 0 0 never 24.18 5.8
## 107 Female 80.00 0 0 No Info 27.32 4.8
## 108 Female 80.00 0 0 never 37.26 4.0
## 109 Male 40.00 0 0 No Info 27.32 4.8
## 110 Female 9.00 0 0 No Info 19.39 6.0
## 111 Female 50.00 0 0 No Info 31.21 6.2
## 112 Female 62.00 0 0 never 21.12 5.0
## 113 Male 37.00 0 0 No Info 27.14 3.5
## 114 Female 47.00 0 0 never 20.60 4.0
## 115 Female 55.00 1 0 never 34.20 5.7
## 116 Male 28.00 0 0 never 27.63 6.2
## 117 Female 66.00 0 0 not current 20.30 6.1
## 118 Female 43.00 0 0 current 18.67 6.2
## 119 Female 12.00 0 0 No Info 20.90 3.5
## 120 Male 68.00 1 1 current 27.32 5.0
## 121 Female 36.00 0 0 No Info 27.32 3.5
## 122 Male 27.00 0 0 No Info 20.41 6.6
## 123 Female 5.00 0 0 never 16.76 5.8
## 124 Male 75.00 0 0 former 27.32 6.1
## 125 Male 7.00 0 0 No Info 15.06 6.5
## 126 Female 77.00 0 0 never 31.70 6.5
## 127 Male 79.00 1 0 No Info 28.73 6.6
## 128 Female 79.00 0 0 never 25.18 5.0
## 129 Female 22.00 0 0 never 25.77 4.0
## 130 Male 58.00 0 0 former 36.53 5.8
## 131 Male 11.00 0 0 No Info 27.59 6.6
## 132 Male 40.00 0 0 No Info 27.32 6.1
## 133 Female 79.00 0 0 No Info 27.32 3.5
## 134 Female 28.00 0 0 not current 26.79 5.8
## 135 Male 18.00 0 0 No Info 35.55 5.0
## 136 Male 80.00 0 0 never 22.06 9.0
## 137 Female 47.00 0 0 never 36.49 7.5
## 138 Female 24.00 0 0 current 25.15 6.1
## 139 Female 42.00 0 0 not current 27.80 6.0
## 140 Male 18.00 0 0 never 23.76 4.8
## 141 Female 80.00 1 0 never 44.06 6.5
## 142 Female 34.00 0 0 never 27.32 6.0
## 143 Female 80.00 0 0 former 21.97 7.0
## 144 Male 38.00 0 0 No Info 29.40 5.0
## 145 Female 80.00 0 0 never 20.16 6.5
## 146 Female 80.00 0 0 No Info 27.32 6.0
## 147 Male 53.00 0 0 current 30.80 6.6
## 148 Male 34.00 0 0 No Info 24.00 5.0
## 149 Female 17.00 0 0 No Info 22.95 6.5
## 150 Female 29.00 0 0 No Info 33.22 3.5
## 151 Male 55.00 0 0 current 27.32 6.0
## 152 Female 12.00 0 0 No Info 27.93 5.7
## 153 Female 29.00 0 0 never 29.60 5.7
## 154 Female 25.00 0 0 No Info 27.32 5.8
## 155 Female 67.00 0 0 never 25.15 5.8
## 156 Female 0.08 0 0 No Info 14.43 6.5
## 157 Female 54.00 0 0 ever 26.72 6.1
## 158 Female 33.00 0 0 never 41.24 4.0
## 159 Female 68.00 0 0 former 34.87 5.8
## 160 Female 38.00 0 0 No Info 23.96 6.1
## 161 Female 62.00 0 0 No Info 36.27 6.5
## 162 Female 57.00 0 0 former 29.06 6.5
## 163 Male 59.00 0 1 ever 30.85 5.0
## 164 Male 16.00 0 0 never 17.61 6.5
## 165 Female 21.00 0 0 No Info 27.70 3.5
## 166 Female 15.00 0 0 never 19.21 4.5
## 167 Female 33.00 0 0 No Info 22.34 5.7
## 168 Female 80.00 0 1 never 29.59 5.8
## 169 Female 46.00 0 0 former 35.44 3.5
## 170 Female 61.00 0 0 not current 39.36 9.0
## 171 Female 31.00 0 0 ever 27.39 4.0
## 172 Male 41.00 0 0 never 27.32 4.0
## 173 Female 34.00 0 0 No Info 27.32 6.1
## 174 Male 8.00 0 0 No Info 27.32 6.6
## 175 Male 76.00 0 0 never 31.90 7.5
## 176 Male 60.00 0 0 No Info 27.32 6.6
## 177 Female 49.00 0 0 never 26.61 4.8
## 178 Female 59.00 0 0 ever 23.08 6.1
## 179 Male 31.00 0 0 never 25.84 3.5
## 180 Male 25.00 0 0 never 27.32 6.1
## 181 Female 59.00 0 0 never 25.80 5.7
## 182 Male 39.00 0 0 never 27.32 5.7
## 183 Female 25.00 0 0 never 26.02 4.0
## 184 Male 9.00 0 0 No Info 27.32 6.5
## 185 Female 27.00 0 0 No Info 27.32 6.1
## 186 Male 41.00 0 0 former 23.56 6.5
## 187 Female 29.00 0 0 never 24.65 4.5
## 188 Female 40.00 0 0 No Info 27.32 5.7
## 189 Female 21.00 0 0 current 25.11 6.6
## 190 Female 77.00 0 0 never 27.32 6.5
## 191 Male 27.00 0 0 No Info 27.32 6.0
## 192 Male 65.00 0 0 not current 30.37 3.5
## 193 Female 56.00 0 0 never 21.54 6.0
## 194 Female 26.00 0 0 never 40.90 6.1
## 195 Female 41.00 0 0 never 26.70 6.2
## 196 Female 45.00 0 0 former 42.24 6.1
## 197 Male 80.00 0 0 No Info 27.32 6.0
## 198 Male 76.00 0 0 never 23.93 5.8
## 199 Female 3.00 0 0 No Info 15.48 5.7
## 200 Female 43.00 0 0 never 26.71 6.5
## 201 Female 20.00 0 0 never 28.25 5.8
## 202 Female 20.00 0 0 not current 30.68 4.0
## 203 Female 38.00 0 0 No Info 36.96 5.7
## 204 Male 14.00 0 0 never 23.59 3.5
## 205 Female 46.00 0 0 No Info 23.56 3.5
## 206 Male 6.00 0 0 No Info 27.32 5.7
## 207 Female 42.00 0 0 No Info 27.32 5.8
## 208 Female 24.00 0 0 No Info 32.81 5.8
## 209 Female 41.00 0 0 No Info 35.15 4.0
## 210 Male 38.00 0 0 not current 29.41 4.5
## 211 Male 24.00 0 0 ever 26.72 6.2
## 212 Male 21.00 0 0 No Info 22.17 4.0
## 213 Female 70.00 0 0 never 27.50 5.7
## 214 Male 80.00 0 0 never 29.95 5.8
## 215 Female 29.00 0 0 No Info 26.57 3.5
## 216 Male 46.00 0 0 No Info 27.32 5.0
## 217 Male 18.00 0 0 No Info 21.78 6.0
## 218 Female 27.00 0 0 never 20.89 6.5
## 219 Female 0.56 0 0 No Info 16.85 5.0
## 220 Male 2.00 0 0 No Info 17.46 4.5
## 221 Female 53.00 0 0 No Info 31.70 6.2
## 222 Male 6.00 0 0 No Info 13.79 6.5
## 223 Female 37.00 0 0 never 26.04 4.5
## 224 Female 60.00 0 0 former 34.31 6.1
## 225 Female 14.00 0 0 never 28.22 6.2
## 226 Female 48.00 1 0 never 36.73 6.6
## 227 Male 2.00 0 0 No Info 27.32 5.7
## 228 Female 21.00 0 0 never 27.32 5.8
## 229 Female 31.00 0 0 never 32.92 3.5
## 230 Female 19.00 0 0 never 21.46 6.5
## 231 Male 57.00 0 0 former 29.28 6.6
## 232 Female 16.00 0 0 No Info 21.54 6.2
## 233 Female 80.00 0 0 former 27.32 6.2
## 234 Male 11.00 0 0 never 17.09 6.6
## 235 Male 51.00 0 0 never 27.32 4.8
## 236 Female 71.00 0 0 No Info 27.32 5.0
## 237 Male 55.00 0 0 No Info 27.32 6.8
## 238 Female 19.00 0 0 No Info 27.32 3.5
## 239 Male 59.00 1 0 No Info 25.31 6.0
## 240 Female 26.00 0 0 No Info 28.89 4.8
## 241 Male 18.00 0 0 No Info 31.20 4.8
## 242 Male 0.88 0 0 No Info 17.49 6.0
## 243 Male 57.00 1 1 not current 27.77 6.6
## 244 Female 37.00 0 0 never 32.31 5.7
## 245 Female 31.00 0 0 never 25.11 5.7
## 246 Male 4.00 0 0 No Info 15.57 6.2
## 247 Male 74.00 0 0 No Info 27.32 6.0
## 248 Male 48.00 0 0 ever 27.32 6.6
## 249 Male 17.00 0 0 No Info 20.38 6.6
## 250 Female 59.00 0 0 never 22.35 4.8
## 251 Male 30.00 0 0 never 29.34 6.6
## 252 Male 17.00 0 0 never 24.88 5.7
## 253 Male 9.00 0 0 not current 20.56 5.8
## 254 Female 64.00 0 0 never 27.32 6.2
## 255 Male 63.00 1 0 ever 35.06 5.8
## 256 Female 46.00 0 0 never 29.06 6.6
## 257 Female 52.00 1 0 never 21.46 4.0
## 258 Male 38.00 0 0 never 29.60 5.8
## 259 Male 27.00 0 0 never 27.32 6.1
## 260 Male 63.00 0 0 never 22.30 5.7
## 261 Female 17.00 0 0 not current 23.49 4.8
## 262 Female 55.00 0 0 not current 38.08 5.7
## 263 Male 80.00 0 0 never 23.25 6.1
## 264 Male 4.00 0 0 No Info 18.20 3.5
## 265 Female 4.00 0 0 No Info 13.57 3.5
## 266 Female 4.00 0 0 No Info 27.32 5.0
## 267 Female 70.00 0 0 current 29.25 8.2
## 268 Female 22.00 0 0 never 24.36 3.5
## 269 Female 0.16 0 0 No Info 12.15 6.6
## 270 Female 54.00 0 0 never 23.59 4.8
## 271 Female 21.00 0 0 former 30.05 6.0
## 272 Male 2.00 0 0 No Info 15.29 6.0
## 273 Male 69.00 0 0 No Info 26.96 6.5
## 274 Female 43.00 0 0 never 22.29 4.8
## 275 Female 58.00 0 0 never 39.30 4.8
## 276 Female 32.00 0 0 current 32.62 5.8
## 277 Female 48.00 1 0 No Info 24.29 3.5
## 278 Male 21.00 0 0 never 24.19 5.7
## 279 Female 59.00 1 0 never 27.40 5.7
## 280 Male 14.00 0 0 No Info 21.06 6.6
## 281 Male 50.00 0 0 ever 25.29 6.5
## 282 Male 19.00 0 0 never 21.83 6.1
## 283 Male 62.00 0 0 No Info 27.32 4.0
## 284 Female 56.00 0 0 No Info 33.83 6.5
## 285 Female 27.00 0 0 No Info 32.60 5.0
## 286 Female 38.00 0 0 never 24.30 6.0
## 287 Female 65.00 0 0 never 23.71 6.2
## 288 Female 39.00 0 0 No Info 27.32 6.6
## 289 Female 18.00 0 0 never 19.60 3.5
## 290 Male 10.00 0 0 No Info 19.00 6.6
## 291 Male 27.00 0 0 never 20.53 6.6
## 292 Male 48.00 0 0 No Info 27.32 4.8
## 293 Female 57.00 0 0 never 25.80 3.5
## 294 Female 48.00 0 0 never 20.19 7.0
## 295 Male 44.00 0 0 No Info 27.07 6.1
## 296 Female 48.00 0 0 No Info 30.55 6.0
## 297 Female 2.00 0 0 No Info 14.69 5.0
## 298 Female 41.00 0 0 No Info 27.32 4.5
## 299 Female 50.00 0 0 No Info 27.32 6.6
## 300 Female 42.00 0 0 never 24.81 9.0
## 301 Female 66.00 0 0 never 27.32 4.0
## 302 Female 43.00 0 0 No Info 27.32 6.0
## 303 Male 24.00 0 0 never 20.91 4.5
## 304 Female 25.00 0 0 former 27.25 5.0
## 305 Male 46.00 0 0 never 31.70 6.5
## 306 Female 21.00 0 0 never 36.54 5.7
## 307 Female 80.00 0 1 former 21.30 5.0
## 308 Male 31.00 0 0 former 25.25 4.8
## 309 Female 47.00 0 0 current 27.32 6.2
## 310 Female 52.00 0 0 never 23.75 6.5
## 311 Male 35.00 0 0 not current 26.40 4.0
## 312 Male 50.00 0 0 never 33.36 5.8
## 313 Male 46.00 0 0 never 35.35 5.7
## 314 Male 6.00 0 0 No Info 27.32 6.2
## 315 Male 74.00 0 0 No Info 27.32 6.1
## 316 Female 61.00 0 0 former 21.43 4.8
## 317 Male 40.00 0 0 current 29.49 6.0
## 318 Female 52.00 0 0 No Info 20.08 6.6
## 319 Female 27.00 0 0 never 20.67 6.2
## 320 Male 17.00 0 0 No Info 20.16 6.0
## 321 Male 43.00 0 0 never 39.46 5.8
## 322 Female 80.00 0 0 former 36.18 6.5
## 323 Female 80.00 0 0 former 43.14 6.0
## 324 Female 50.00 0 0 former 21.66 4.5
## 325 Female 43.00 0 0 never 27.82 5.8
## 326 Male 17.00 0 0 never 16.96 6.2
## 327 Female 80.00 0 0 never 35.49 5.7
## 328 Female 7.00 0 0 No Info 15.70 6.1
## 329 Female 73.00 0 0 No Info 27.32 6.0
## 330 Male 61.00 0 0 No Info 27.32 6.2
## 331 Female 21.00 0 0 No Info 17.47 6.2
## 332 Female 10.00 0 0 No Info 27.32 3.5
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## 335 Female 15.00 0 0 never 19.90 6.6
## 336 Male 30.00 0 0 former 27.32 6.2
## 337 Male 66.00 0 0 not current 27.32 5.7
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## 339 Male 56.00 0 0 never 37.59 4.0
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## 341 Male 27.00 0 0 No Info 27.32 3.5
## 342 Male 54.00 0 0 No Info 30.41 5.0
## 343 Female 60.00 0 0 never 27.32 4.8
## 344 Female 34.00 0 0 current 37.07 5.7
## 345 Male 40.00 0 0 No Info 27.32 5.0
## 346 Female 52.00 1 0 not current 22.48 5.0
## 347 Female 41.00 0 0 never 26.02 5.8
## 348 Male 2.00 0 0 never 24.62 4.0
## 349 Male 65.00 0 0 current 31.88 3.5
## 350 Female 80.00 0 0 never 25.15 4.8
## 351 Female 52.00 1 0 never 50.30 6.6
## 352 Female 22.00 0 0 never 27.32 4.8
## 353 Male 17.00 0 0 never 44.00 6.0
## 354 Female 32.00 0 0 current 25.21 5.0
## 355 Male 71.00 0 0 never 27.09 8.2
## 356 Female 16.00 0 0 No Info 27.32 4.8
## 357 Male 48.00 0 0 never 35.24 6.6
## 358 Male 10.00 0 0 No Info 27.32 6.1
## 359 Male 80.00 0 0 former 28.27 5.8
## 360 Female 66.00 0 0 former 35.13 6.5
## 361 Male 2.00 0 0 No Info 14.90 6.5
## 362 Male 80.00 0 1 former 24.36 7.5
## 363 Female 67.00 0 0 current 26.07 4.5
## 364 Male 10.00 0 0 No Info 23.90 6.1
## 365 Male 27.00 0 0 never 24.78 6.2
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## 367 Male 80.00 0 1 No Info 32.37 6.6
## 368 Female 49.00 0 0 current 24.34 5.7
## 369 Female 60.00 0 0 never 26.39 4.5
## 370 Female 27.00 0 0 never 25.46 6.1
## 371 Male 59.00 0 0 current 29.20 8.2
## 372 Male 33.00 0 0 never 28.37 6.6
## 373 Female 56.00 0 0 not current 26.62 3.5
## 374 Female 42.00 1 0 never 39.29 6.6
## 375 Female 60.00 1 0 current 48.02 6.0
## 376 Female 55.00 1 0 never 32.20 6.0
## 377 Female 22.00 0 0 not current 20.53 5.8
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## 379 Female 29.00 0 0 No Info 51.76 4.0
## 380 Male 6.00 0 0 No Info 22.60 6.1
## 381 Male 80.00 0 1 former 15.65 6.5
## 382 Female 20.00 0 0 No Info 24.03 6.1
## 383 Female 71.00 0 0 ever 25.15 4.5
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## 385 Male 28.00 0 0 never 32.61 4.8
## 386 Female 43.00 0 0 No Info 27.32 4.8
## 387 Female 53.00 0 0 former 36.30 5.8
## 388 Female 4.00 0 0 never 17.10 6.5
## 389 Male 75.00 0 0 never 19.90 5.0
## 390 Female 52.00 0 0 never 27.32 4.0
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## 392 Female 61.00 0 0 never 31.57 5.7
## 393 Male 29.00 0 0 current 25.41 6.1
## 394 Female 62.00 0 0 never 27.32 5.8
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## 396 Female 15.00 0 0 No Info 20.98 5.0
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## 399 Female 50.00 0 0 current 24.02 6.1
## 400 Female 76.00 0 0 No Info 27.32 6.2
## blood_glucose_level diabetes
## 1 140 0
## 2 80 0
## 3 158 0
## 4 155 0
## 5 155 0
## 6 85 0
## 7 200 1
## 8 85 0
## 9 145 0
## 10 100 0
## 11 85 0
## 12 100 0
## 13 130 0
## 14 200 0
## 15 160 0
## 16 126 0
## 17 200 0
## 18 158 0
## 19 80 0
## 20 159 0
## 21 90 0
## 22 85 0
## 23 85 0
## 24 130 0
## 25 140 0
## 26 126 0
## 27 200 1
## 28 80 0
## 29 158 0
## 30 155 0
## 31 200 0
## 32 145 0
## 33 126 0
## 34 100 0
## 35 85 0
## 36 85 0
## 37 130 0
## 38 200 0
## 39 260 1
## 40 200 0
## 41 160 1
## 42 130 0
## 43 159 0
## 44 159 0
## 45 160 0
## 46 100 0
## 47 90 0
## 48 159 0
## 49 155 0
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