course work 02
2025-09-19
dataset <- read.csv("Sleep_health_and_lifestyle_dataset.csv")
dataset## Person.ID Gender Age Occupation Sleep.Duration Quality.of.Sleep
## 1 1 Male 27 Software Engineer 6.1 6
## 2 2 Male 28 Doctor 6.2 6
## 3 3 Male 28 Doctor 6.2 6
## 4 4 Male 28 Sales Representative 5.9 4
## 5 5 Male 28 Sales Representative 5.9 4
## 6 6 Male 28 Software Engineer 5.9 4
## 7 7 Male 29 Teacher 6.3 6
## 8 8 Male 29 Doctor 7.8 7
## 9 9 Male 29 Doctor 7.8 7
## 10 10 Male 29 Doctor 7.8 7
## 11 11 Male 29 Doctor 6.1 6
## 12 12 Male 29 Doctor 7.8 7
## 13 13 Male 29 Doctor 6.1 6
## 14 14 Male 29 Doctor 6.0 6
## 15 15 Male 29 Doctor 6.0 6
## 16 16 Male 29 Doctor 6.0 6
## 17 17 Female 29 Nurse 6.5 5
## 18 18 Male 29 Doctor 6.0 6
## 19 19 Female 29 Nurse 6.5 5
## 20 20 Male 30 Doctor 7.6 7
## 21 21 Male 30 Doctor 7.7 7
## 22 22 Male 30 Doctor 7.7 7
## 23 23 Male 30 Doctor 7.7 7
## 24 24 Male 30 Doctor 7.7 7
## 25 25 Male 30 Doctor 7.8 7
## 26 26 Male 30 Doctor 7.9 7
## 27 27 Male 30 Doctor 7.8 7
## 28 28 Male 30 Doctor 7.9 7
## 29 29 Male 30 Doctor 7.9 7
## 30 30 Male 30 Doctor 7.9 7
## 31 31 Female 30 Nurse 6.4 5
## 32 32 Female 30 Nurse 6.4 5
## 33 33 Female 31 Nurse 7.9 8
## 34 34 Male 31 Doctor 6.1 6
## 35 35 Male 31 Doctor 7.7 7
## 36 36 Male 31 Doctor 6.1 6
## 37 37 Male 31 Doctor 6.1 6
## 38 38 Male 31 Doctor 7.6 7
## 39 39 Male 31 Doctor 7.6 7
## 40 40 Male 31 Doctor 7.6 7
## 41 41 Male 31 Doctor 7.7 7
## 42 42 Male 31 Doctor 7.7 7
## 43 43 Male 31 Doctor 7.7 7
## 44 44 Male 31 Doctor 7.8 7
## 45 45 Male 31 Doctor 7.7 7
## 46 46 Male 31 Doctor 7.8 7
## 47 47 Male 31 Doctor 7.7 7
## 48 48 Male 31 Doctor 7.8 7
## 49 49 Male 31 Doctor 7.7 7
## 50 50 Male 31 Doctor 7.7 7
## 51 51 Male 32 Engineer 7.5 8
## 52 52 Male 32 Engineer 7.5 8
## 53 53 Male 32 Doctor 6.0 6
## 54 54 Male 32 Doctor 7.6 7
## 55 55 Male 32 Doctor 6.0 6
## 56 56 Male 32 Doctor 6.0 6
## 57 57 Male 32 Doctor 7.7 7
## 58 58 Male 32 Doctor 6.0 6
## 59 59 Male 32 Doctor 6.0 6
## 60 60 Male 32 Doctor 7.7 7
## 61 61 Male 32 Doctor 6.0 6
## 62 62 Male 32 Doctor 6.0 6
## 63 63 Male 32 Doctor 6.2 6
## 64 64 Male 32 Doctor 6.2 6
## 65 65 Male 32 Doctor 6.2 6
## 66 66 Male 32 Doctor 6.2 6
## 67 67 Male 32 Accountant 7.2 8
## 68 68 Male 33 Doctor 6.0 6
## 69 69 Female 33 Scientist 6.2 6
## 70 70 Female 33 Scientist 6.2 6
## 71 71 Male 33 Doctor 6.1 6
## 72 72 Male 33 Doctor 6.1 6
## 73 73 Male 33 Doctor 6.1 6
## 74 74 Male 33 Doctor 6.1 6
## 75 75 Male 33 Doctor 6.0 6
## 76 76 Male 33 Doctor 6.0 6
## 77 77 Male 33 Doctor 6.0 6
## 78 78 Male 33 Doctor 6.0 6
## 79 79 Male 33 Doctor 6.0 6
## 80 80 Male 33 Doctor 6.0 6
## 81 81 Female 34 Scientist 5.8 4
## 82 82 Female 34 Scientist 5.8 4
## 83 83 Male 35 Teacher 6.7 7
## 84 84 Male 35 Teacher 6.7 7
## 85 85 Male 35 Software Engineer 7.5 8
## 86 86 Female 35 Accountant 7.2 8
## 87 87 Male 35 Engineer 7.2 8
## 88 88 Male 35 Engineer 7.2 8
## 89 89 Male 35 Engineer 7.3 8
## 90 90 Male 35 Engineer 7.3 8
## 91 91 Male 35 Engineer 7.3 8
## 92 92 Male 35 Engineer 7.3 8
## 93 93 Male 35 Software Engineer 7.5 8
## 94 94 Male 35 Lawyer 7.4 7
## 95 95 Female 36 Accountant 7.2 8
## 96 96 Female 36 Accountant 7.1 8
## 97 97 Female 36 Accountant 7.2 8
## 98 98 Female 36 Accountant 7.1 8
## 99 99 Female 36 Teacher 7.1 8
## 100 100 Female 36 Teacher 7.1 8
## 101 101 Female 36 Teacher 7.2 8
## 102 102 Female 36 Teacher 7.2 8
## 103 103 Female 36 Teacher 7.2 8
## 104 104 Male 36 Teacher 6.6 5
## 105 105 Female 36 Teacher 7.2 8
## 106 106 Male 36 Teacher 6.6 5
## 107 107 Female 37 Nurse 6.1 6
## 108 108 Male 37 Engineer 7.8 8
## 109 109 Male 37 Engineer 7.8 8
## 110 110 Male 37 Lawyer 7.4 8
## 111 111 Female 37 Accountant 7.2 8
## 112 112 Male 37 Lawyer 7.4 8
## 113 113 Female 37 Accountant 7.2 8
## 114 114 Male 37 Lawyer 7.4 8
## 115 115 Female 37 Accountant 7.2 8
## 116 116 Female 37 Accountant 7.2 8
## 117 117 Female 37 Accountant 7.2 8
## 118 118 Female 37 Accountant 7.2 8
## 119 119 Female 37 Accountant 7.2 8
## 120 120 Female 37 Accountant 7.2 8
## 121 121 Female 37 Accountant 7.2 8
## 122 122 Female 37 Accountant 7.2 8
## 123 123 Female 37 Accountant 7.2 8
## 124 124 Female 37 Accountant 7.2 8
## 125 125 Female 37 Accountant 7.2 8
## 126 126 Female 37 Nurse 7.5 8
## 127 127 Male 38 Lawyer 7.3 8
## 128 128 Female 38 Accountant 7.1 8
## 129 129 Male 38 Lawyer 7.3 8
## 130 130 Male 38 Lawyer 7.3 8
## 131 131 Female 38 Accountant 7.1 8
## 132 132 Male 38 Lawyer 7.3 8
## 133 133 Male 38 Lawyer 7.3 8
## 134 134 Female 38 Accountant 7.1 8
## 135 135 Male 38 Lawyer 7.3 8
## 136 136 Male 38 Lawyer 7.3 8
## 137 137 Female 38 Accountant 7.1 8
## 138 138 Male 38 Lawyer 7.1 8
## 139 139 Female 38 Accountant 7.1 8
## 140 140 Male 38 Lawyer 7.1 8
## 141 141 Female 38 Accountant 7.1 8
## 142 142 Male 38 Lawyer 7.1 8
## 143 143 Female 38 Accountant 7.1 8
## 144 144 Female 38 Accountant 7.1 8
## 145 145 Male 38 Lawyer 7.1 8
## 146 146 Female 38 Lawyer 7.4 7
## 147 147 Male 39 Lawyer 7.2 8
## 148 148 Male 39 Engineer 6.5 5
## 149 149 Female 39 Lawyer 6.9 7
## 150 150 Female 39 Accountant 8.0 9
## 151 151 Female 39 Accountant 8.0 9
## 152 152 Male 39 Lawyer 7.2 8
## 153 153 Male 39 Lawyer 7.2 8
## 154 154 Male 39 Lawyer 7.2 8
## 155 155 Male 39 Lawyer 7.2 8
## 156 156 Male 39 Lawyer 7.2 8
## 157 157 Male 39 Lawyer 7.2 8
## 158 158 Male 39 Lawyer 7.2 8
## 159 159 Male 39 Lawyer 7.2 8
## 160 160 Male 39 Lawyer 7.2 8
## 161 161 Male 39 Lawyer 7.2 8
## 162 162 Female 40 Accountant 7.2 8
## 163 163 Female 40 Accountant 7.2 8
## 164 164 Male 40 Lawyer 7.9 8
## 165 165 Male 40 Lawyer 7.9 8
## 166 166 Male 41 Lawyer 7.6 8
## 167 167 Male 41 Engineer 7.3 8
## 168 168 Male 41 Lawyer 7.1 7
## 169 169 Male 41 Lawyer 7.1 7
## 170 170 Male 41 Lawyer 7.7 8
## 171 171 Male 41 Lawyer 7.7 8
## 172 172 Male 41 Lawyer 7.7 8
## 173 173 Male 41 Lawyer 7.7 8
## 174 174 Male 41 Lawyer 7.7 8
## 175 175 Male 41 Lawyer 7.6 8
## 176 176 Male 41 Lawyer 7.6 8
## 177 177 Male 41 Lawyer 7.6 8
## 178 178 Male 42 Salesperson 6.5 6
## 179 179 Male 42 Lawyer 7.8 8
## 180 180 Male 42 Lawyer 7.8 8
## 181 181 Male 42 Lawyer 7.8 8
## 182 182 Male 42 Lawyer 7.8 8
## 183 183 Male 42 Lawyer 7.8 8
## 184 184 Male 42 Lawyer 7.8 8
## 185 185 Female 42 Teacher 6.8 6
## 186 186 Female 42 Teacher 6.8 6
## 187 187 Female 43 Teacher 6.7 7
## 188 188 Male 43 Salesperson 6.3 6
## 189 189 Female 43 Teacher 6.7 7
## 190 190 Male 43 Salesperson 6.5 6
## 191 191 Female 43 Teacher 6.7 7
## 192 192 Male 43 Salesperson 6.4 6
## 193 193 Male 43 Salesperson 6.5 6
## 194 194 Male 43 Salesperson 6.5 6
## 195 195 Male 43 Salesperson 6.5 6
## 196 196 Male 43 Salesperson 6.5 6
## 197 197 Male 43 Salesperson 6.5 6
## 198 198 Male 43 Salesperson 6.5 6
## 199 199 Male 43 Salesperson 6.5 6
## 200 200 Male 43 Salesperson 6.5 6
## 201 201 Male 43 Salesperson 6.5 6
## 202 202 Male 43 Engineer 7.8 8
## 203 203 Male 43 Engineer 7.8 8
## 204 204 Male 43 Engineer 6.9 6
## 205 205 Male 43 Engineer 7.6 8
## 206 206 Male 43 Engineer 7.7 8
## 207 207 Male 43 Engineer 7.7 8
## 208 208 Male 43 Engineer 7.7 8
## 209 209 Male 43 Engineer 7.7 8
## 210 210 Male 43 Engineer 7.8 8
## 211 211 Male 43 Engineer 7.7 8
## 212 212 Male 43 Engineer 7.8 8
## 213 213 Male 43 Engineer 7.8 8
## 214 214 Male 43 Engineer 7.8 8
## 215 215 Male 43 Engineer 7.8 8
## 216 216 Male 43 Engineer 7.8 8
## 217 217 Male 43 Engineer 7.8 8
## 218 218 Male 43 Engineer 7.8 8
## 219 219 Male 43 Engineer 7.8 8
## 220 220 Male 43 Salesperson 6.5 6
## 221 221 Female 44 Teacher 6.6 7
## 222 222 Male 44 Salesperson 6.4 6
## 223 223 Male 44 Salesperson 6.3 6
## 224 224 Male 44 Salesperson 6.4 6
## 225 225 Female 44 Teacher 6.6 7
## 226 226 Male 44 Salesperson 6.3 6
## 227 227 Female 44 Teacher 6.6 7
## 228 228 Male 44 Salesperson 6.3 6
## 229 229 Female 44 Teacher 6.6 7
## 230 230 Male 44 Salesperson 6.3 6
## 231 231 Female 44 Teacher 6.6 7
## 232 232 Male 44 Salesperson 6.3 6
## 233 233 Female 44 Teacher 6.6 7
## 234 234 Male 44 Salesperson 6.3 6
## 235 235 Female 44 Teacher 6.6 7
## 236 236 Male 44 Salesperson 6.3 6
## 237 237 Male 44 Salesperson 6.4 6
## 238 238 Female 44 Teacher 6.5 7
## 239 239 Male 44 Salesperson 6.3 6
## 240 240 Male 44 Salesperson 6.4 6
## 241 241 Female 44 Teacher 6.5 7
## 242 242 Male 44 Salesperson 6.3 6
## 243 243 Male 44 Salesperson 6.4 6
## 244 244 Female 44 Teacher 6.5 7
## 245 245 Male 44 Salesperson 6.3 6
## 246 246 Female 44 Teacher 6.5 7
## 247 247 Male 44 Salesperson 6.3 6
## 248 248 Male 44 Engineer 6.8 7
## 249 249 Male 44 Salesperson 6.4 6
## 250 250 Male 44 Salesperson 6.5 6
## 251 251 Female 45 Teacher 6.8 7
## 252 252 Female 45 Teacher 6.8 7
## 253 253 Female 45 Teacher 6.5 7
## 254 254 Female 45 Teacher 6.5 7
## 255 255 Female 45 Teacher 6.5 7
## 256 256 Female 45 Teacher 6.5 7
## 257 257 Female 45 Teacher 6.6 7
## 258 258 Female 45 Teacher 6.6 7
## 259 259 Female 45 Teacher 6.6 7
## 260 260 Female 45 Teacher 6.6 7
## 261 261 Female 45 Teacher 6.6 7
## 262 262 Female 45 Teacher 6.6 7
## 263 263 Female 45 Teacher 6.6 7
## 264 264 Female 45 Manager 6.9 7
## 265 265 Male 48 Doctor 7.3 7
## 266 266 Female 48 Nurse 5.9 6
## 267 267 Male 48 Doctor 7.3 7
## 268 268 Female 49 Nurse 6.2 6
## 269 269 Female 49 Nurse 6.0 6
## 270 270 Female 49 Nurse 6.1 6
## 271 271 Female 49 Nurse 6.1 6
## 272 272 Female 49 Nurse 6.1 6
## 273 273 Female 49 Nurse 6.1 6
## 274 274 Female 49 Nurse 6.2 6
## 275 275 Female 49 Nurse 6.2 6
## 276 276 Female 49 Nurse 6.2 6
## 277 277 Male 49 Doctor 8.1 9
## 278 278 Male 49 Doctor 8.1 9
## 279 279 Female 50 Nurse 6.1 6
## 280 280 Female 50 Engineer 8.3 9
## 281 281 Female 50 Nurse 6.0 6
## 282 282 Female 50 Nurse 6.1 6
## 283 283 Female 50 Nurse 6.0 6
## 284 284 Female 50 Nurse 6.0 6
## 285 285 Female 50 Nurse 6.0 6
## 286 286 Female 50 Nurse 6.0 6
## 287 287 Female 50 Nurse 6.0 6
## 288 288 Female 50 Nurse 6.0 6
## 289 289 Female 50 Nurse 6.0 6
## 290 290 Female 50 Nurse 6.1 6
## 291 291 Female 50 Nurse 6.0 6
## 292 292 Female 50 Nurse 6.1 6
## 293 293 Female 50 Nurse 6.1 6
## 294 294 Female 50 Nurse 6.0 6
## 295 295 Female 50 Nurse 6.1 6
## 296 296 Female 50 Nurse 6.0 6
## 297 297 Female 50 Nurse 6.1 6
## 298 298 Female 50 Nurse 6.1 6
## 299 299 Female 51 Engineer 8.5 9
## 300 300 Female 51 Engineer 8.5 9
## 301 301 Female 51 Engineer 8.5 9
## 302 302 Female 51 Engineer 8.5 9
## 303 303 Female 51 Nurse 7.1 7
## 304 304 Female 51 Nurse 6.0 6
## 305 305 Female 51 Nurse 6.1 6
## 306 306 Female 51 Nurse 6.1 6
## 307 307 Female 52 Accountant 6.5 7
## 308 308 Female 52 Accountant 6.5 7
## 309 309 Female 52 Accountant 6.6 7
## 310 310 Female 52 Accountant 6.6 7
## 311 311 Female 52 Accountant 6.6 7
## 312 312 Female 52 Accountant 6.6 7
## 313 313 Female 52 Engineer 8.4 9
## 314 314 Female 52 Engineer 8.4 9
## 315 315 Female 52 Engineer 8.4 9
## 316 316 Female 53 Engineer 8.3 9
## 317 317 Female 53 Engineer 8.5 9
## 318 318 Female 53 Engineer 8.5 9
## 319 319 Female 53 Engineer 8.4 9
## 320 320 Female 53 Engineer 8.4 9
## 321 321 Female 53 Engineer 8.5 9
## 322 322 Female 53 Engineer 8.4 9
## 323 323 Female 53 Engineer 8.4 9
## 324 324 Female 53 Engineer 8.5 9
## 325 325 Female 53 Engineer 8.3 9
## 326 326 Female 53 Engineer 8.5 9
## 327 327 Female 53 Engineer 8.3 9
## 328 328 Female 53 Engineer 8.5 9
## 329 329 Female 53 Engineer 8.3 9
## 330 330 Female 53 Engineer 8.5 9
## 331 331 Female 53 Engineer 8.5 9
## 332 332 Female 53 Engineer 8.4 9
## 333 333 Female 54 Engineer 8.4 9
## 334 334 Female 54 Engineer 8.4 9
## 335 335 Female 54 Engineer 8.4 9
## 336 336 Female 54 Engineer 8.4 9
## 337 337 Female 54 Engineer 8.4 9
## 338 338 Female 54 Engineer 8.4 9
## 339 339 Female 54 Engineer 8.5 9
## 340 340 Female 55 Nurse 8.1 9
## 341 341 Female 55 Nurse 8.1 9
## 342 342 Female 56 Doctor 8.2 9
## 343 343 Female 56 Doctor 8.2 9
## 344 344 Female 57 Nurse 8.1 9
## 345 345 Female 57 Nurse 8.2 9
## 346 346 Female 57 Nurse 8.2 9
## 347 347 Female 57 Nurse 8.2 9
## 348 348 Female 57 Nurse 8.2 9
## 349 349 Female 57 Nurse 8.2 9
## 350 350 Female 57 Nurse 8.1 9
## 351 351 Female 57 Nurse 8.1 9
## 352 352 Female 57 Nurse 8.1 9
## 353 353 Female 58 Nurse 8.0 9
## 354 354 Female 58 Nurse 8.0 9
## 355 355 Female 58 Nurse 8.0 9
## 356 356 Female 58 Nurse 8.0 9
## 357 357 Female 58 Nurse 8.0 9
## 358 358 Female 58 Nurse 8.0 9
## 359 359 Female 59 Nurse 8.0 9
## 360 360 Female 59 Nurse 8.1 9
## 361 361 Female 59 Nurse 8.2 9
## 362 362 Female 59 Nurse 8.2 9
## 363 363 Female 59 Nurse 8.2 9
## 364 364 Female 59 Nurse 8.2 9
## 365 365 Female 59 Nurse 8.0 9
## 366 366 Female 59 Nurse 8.0 9
## 367 367 Female 59 Nurse 8.1 9
## 368 368 Female 59 Nurse 8.0 9
## 369 369 Female 59 Nurse 8.1 9
## 370 370 Female 59 Nurse 8.1 9
## 371 371 Female 59 Nurse 8.0 9
## 372 372 Female 59 Nurse 8.1 9
## 373 373 Female 59 Nurse 8.1 9
## 374 374 Female 59 Nurse 8.1 9
## Physical.Activity.Level Stress.Level BMI.Category Blood.Pressure
## 1 42 6 Overweight 126/83
## 2 60 8 Normal 125/80
## 3 60 8 Normal 125/80
## 4 30 8 Obese 140/90
## 5 30 8 Obese 140/90
## 6 30 8 Obese 140/90
## 7 40 7 Obese 140/90
## 8 75 6 Normal 120/80
## 9 75 6 Normal 120/80
## 10 75 6 Normal 120/80
## 11 30 8 Normal 120/80
## 12 75 6 Normal 120/80
## 13 30 8 Normal 120/80
## 14 30 8 Normal 120/80
## 15 30 8 Normal 120/80
## 16 30 8 Normal 120/80
## 17 40 7 Normal Weight 132/87
## 18 30 8 Normal 120/80
## 19 40 7 Normal Weight 132/87
## 20 75 6 Normal 120/80
## 21 75 6 Normal 120/80
## 22 75 6 Normal 120/80
## 23 75 6 Normal 120/80
## 24 75 6 Normal 120/80
## 25 75 6 Normal 120/80
## 26 75 6 Normal 120/80
## 27 75 6 Normal 120/80
## 28 75 6 Normal 120/80
## 29 75 6 Normal 120/80
## 30 75 6 Normal 120/80
## 31 35 7 Normal Weight 130/86
## 32 35 7 Normal Weight 130/86
## 33 75 4 Normal Weight 117/76
## 34 30 8 Normal 125/80
## 35 75 6 Normal 120/80
## 36 30 8 Normal 125/80
## 37 30 8 Normal 125/80
## 38 75 6 Normal 120/80
## 39 75 6 Normal 120/80
## 40 75 6 Normal 120/80
## 41 75 6 Normal 120/80
## 42 75 6 Normal 120/80
## 43 75 6 Normal 120/80
## 44 75 6 Normal 120/80
## 45 75 6 Normal 120/80
## 46 75 6 Normal 120/80
## 47 75 6 Normal 120/80
## 48 75 6 Normal 120/80
## 49 75 6 Normal 120/80
## 50 75 6 Normal 120/80
## 51 45 3 Normal 120/80
## 52 45 3 Normal 120/80
## 53 30 8 Normal 125/80
## 54 75 6 Normal 120/80
## 55 30 8 Normal 125/80
## 56 30 8 Normal 125/80
## 57 75 6 Normal 120/80
## 58 30 8 Normal 125/80
## 59 30 8 Normal 125/80
## 60 75 6 Normal 120/80
## 61 30 8 Normal 125/80
## 62 30 8 Normal 125/80
## 63 30 8 Normal 125/80
## 64 30 8 Normal 125/80
## 65 30 8 Normal 125/80
## 66 30 8 Normal 125/80
## 67 50 6 Normal Weight 118/76
## 68 30 8 Normal 125/80
## 69 50 6 Overweight 128/85
## 70 50 6 Overweight 128/85
## 71 30 8 Normal 125/80
## 72 30 8 Normal 125/80
## 73 30 8 Normal 125/80
## 74 30 8 Normal 125/80
## 75 30 8 Normal 125/80
## 76 30 8 Normal 125/80
## 77 30 8 Normal 125/80
## 78 30 8 Normal 125/80
## 79 30 8 Normal 125/80
## 80 30 8 Normal 125/80
## 81 32 8 Overweight 131/86
## 82 32 8 Overweight 131/86
## 83 40 5 Overweight 128/84
## 84 40 5 Overweight 128/84
## 85 60 5 Normal Weight 120/80
## 86 60 4 Normal 115/75
## 87 60 4 Normal 125/80
## 88 60 4 Normal 125/80
## 89 60 4 Normal 125/80
## 90 60 4 Normal 125/80
## 91 60 4 Normal 125/80
## 92 60 4 Normal 125/80
## 93 60 5 Normal Weight 120/80
## 94 60 5 Obese 135/88
## 95 60 4 Normal 115/75
## 96 60 4 Normal 115/75
## 97 60 4 Normal 115/75
## 98 60 4 Normal 115/75
## 99 60 4 Normal 115/75
## 100 60 4 Normal 115/75
## 101 60 4 Normal 115/75
## 102 60 4 Normal 115/75
## 103 60 4 Normal 115/75
## 104 35 7 Overweight 129/84
## 105 60 4 Normal 115/75
## 106 35 7 Overweight 129/84
## 107 42 6 Overweight 126/83
## 108 70 4 Normal Weight 120/80
## 109 70 4 Normal Weight 120/80
## 110 60 5 Normal 130/85
## 111 60 4 Normal 115/75
## 112 60 5 Normal 130/85
## 113 60 4 Normal 115/75
## 114 60 5 Normal 130/85
## 115 60 4 Normal 115/75
## 116 60 4 Normal 115/75
## 117 60 4 Normal 115/75
## 118 60 4 Normal 115/75
## 119 60 4 Normal 115/75
## 120 60 4 Normal 115/75
## 121 60 4 Normal 115/75
## 122 60 4 Normal 115/75
## 123 60 4 Normal 115/75
## 124 60 4 Normal 115/75
## 125 60 4 Normal 115/75
## 126 60 4 Normal Weight 120/80
## 127 60 5 Normal 130/85
## 128 60 4 Normal 115/75
## 129 60 5 Normal 130/85
## 130 60 5 Normal 130/85
## 131 60 4 Normal 115/75
## 132 60 5 Normal 130/85
## 133 60 5 Normal 130/85
## 134 60 4 Normal 115/75
## 135 60 5 Normal 130/85
## 136 60 5 Normal 130/85
## 137 60 4 Normal 115/75
## 138 60 5 Normal 130/85
## 139 60 4 Normal 115/75
## 140 60 5 Normal 130/85
## 141 60 4 Normal 115/75
## 142 60 5 Normal 130/85
## 143 60 4 Normal 115/75
## 144 60 4 Normal 115/75
## 145 60 5 Normal 130/85
## 146 60 5 Obese 135/88
## 147 60 5 Normal 130/85
## 148 40 7 Overweight 132/87
## 149 50 6 Normal Weight 128/85
## 150 80 3 Normal Weight 115/78
## 151 80 3 Normal Weight 115/78
## 152 60 5 Normal 130/85
## 153 60 5 Normal 130/85
## 154 60 5 Normal 130/85
## 155 60 5 Normal 130/85
## 156 60 5 Normal 130/85
## 157 60 5 Normal 130/85
## 158 60 5 Normal 130/85
## 159 60 5 Normal 130/85
## 160 60 5 Normal 130/85
## 161 60 5 Normal 130/85
## 162 55 6 Normal Weight 119/77
## 163 55 6 Normal Weight 119/77
## 164 90 5 Normal 130/85
## 165 90 5 Normal 130/85
## 166 90 5 Normal 130/85
## 167 70 6 Normal Weight 121/79
## 168 55 6 Overweight 125/82
## 169 55 6 Overweight 125/82
## 170 90 5 Normal 130/85
## 171 90 5 Normal 130/85
## 172 90 5 Normal 130/85
## 173 90 5 Normal 130/85
## 174 90 5 Normal 130/85
## 175 90 5 Normal 130/85
## 176 90 5 Normal 130/85
## 177 90 5 Normal 130/85
## 178 45 7 Overweight 130/85
## 179 90 5 Normal 130/85
## 180 90 5 Normal 130/85
## 181 90 5 Normal 130/85
## 182 90 5 Normal 130/85
## 183 90 5 Normal 130/85
## 184 90 5 Normal 130/85
## 185 45 7 Overweight 130/85
## 186 45 7 Overweight 130/85
## 187 45 4 Overweight 135/90
## 188 45 7 Overweight 130/85
## 189 45 4 Overweight 135/90
## 190 45 7 Overweight 130/85
## 191 45 4 Overweight 135/90
## 192 45 7 Overweight 130/85
## 193 45 7 Overweight 130/85
## 194 45 7 Overweight 130/85
## 195 45 7 Overweight 130/85
## 196 45 7 Overweight 130/85
## 197 45 7 Overweight 130/85
## 198 45 7 Overweight 130/85
## 199 45 7 Overweight 130/85
## 200 45 7 Overweight 130/85
## 201 45 7 Overweight 130/85
## 202 90 5 Normal 130/85
## 203 90 5 Normal 130/85
## 204 47 7 Normal Weight 117/76
## 205 75 4 Overweight 122/80
## 206 90 5 Normal 130/85
## 207 90 5 Normal 130/85
## 208 90 5 Normal 130/85
## 209 90 5 Normal 130/85
## 210 90 5 Normal 130/85
## 211 90 5 Normal 130/85
## 212 90 5 Normal 130/85
## 213 90 5 Normal 130/85
## 214 90 5 Normal 130/85
## 215 90 5 Normal 130/85
## 216 90 5 Normal 130/85
## 217 90 5 Normal 130/85
## 218 90 5 Normal 130/85
## 219 90 5 Normal 130/85
## 220 45 7 Overweight 130/85
## 221 45 4 Overweight 135/90
## 222 45 7 Overweight 130/85
## 223 45 7 Overweight 130/85
## 224 45 7 Overweight 130/85
## 225 45 4 Overweight 135/90
## 226 45 7 Overweight 130/85
## 227 45 4 Overweight 135/90
## 228 45 7 Overweight 130/85
## 229 45 4 Overweight 135/90
## 230 45 7 Overweight 130/85
## 231 45 4 Overweight 135/90
## 232 45 7 Overweight 130/85
## 233 45 4 Overweight 135/90
## 234 45 7 Overweight 130/85
## 235 45 4 Overweight 135/90
## 236 45 7 Overweight 130/85
## 237 45 7 Overweight 130/85
## 238 45 4 Overweight 135/90
## 239 45 7 Overweight 130/85
## 240 45 7 Overweight 130/85
## 241 45 4 Overweight 135/90
## 242 45 7 Overweight 130/85
## 243 45 7 Overweight 130/85
## 244 45 4 Overweight 135/90
## 245 45 7 Overweight 130/85
## 246 45 4 Overweight 135/90
## 247 45 7 Overweight 130/85
## 248 45 7 Overweight 130/85
## 249 45 7 Overweight 130/85
## 250 45 7 Overweight 130/85
## 251 30 6 Overweight 135/90
## 252 30 6 Overweight 135/90
## 253 45 4 Overweight 135/90
## 254 45 4 Overweight 135/90
## 255 45 4 Overweight 135/90
## 256 45 4 Overweight 135/90
## 257 45 4 Overweight 135/90
## 258 45 4 Overweight 135/90
## 259 45 4 Overweight 135/90
## 260 45 4 Overweight 135/90
## 261 45 4 Overweight 135/90
## 262 45 4 Overweight 135/90
## 263 45 4 Overweight 135/90
## 264 55 5 Overweight 125/82
## 265 65 5 Obese 142/92
## 266 90 8 Overweight 140/95
## 267 65 5 Obese 142/92
## 268 90 8 Overweight 140/95
## 269 90 8 Overweight 140/95
## 270 90 8 Overweight 140/95
## 271 90 8 Overweight 140/95
## 272 90 8 Overweight 140/95
## 273 90 8 Overweight 140/95
## 274 90 8 Overweight 140/95
## 275 90 8 Overweight 140/95
## 276 90 8 Overweight 140/95
## 277 85 3 Obese 139/91
## 278 85 3 Obese 139/91
## 279 90 8 Overweight 140/95
## 280 30 3 Normal 125/80
## 281 90 8 Overweight 140/95
## 282 90 8 Overweight 140/95
## 283 90 8 Overweight 140/95
## 284 90 8 Overweight 140/95
## 285 90 8 Overweight 140/95
## 286 90 8 Overweight 140/95
## 287 90 8 Overweight 140/95
## 288 90 8 Overweight 140/95
## 289 90 8 Overweight 140/95
## 290 90 8 Overweight 140/95
## 291 90 8 Overweight 140/95
## 292 90 8 Overweight 140/95
## 293 90 8 Overweight 140/95
## 294 90 8 Overweight 140/95
## 295 90 8 Overweight 140/95
## 296 90 8 Overweight 140/95
## 297 90 8 Overweight 140/95
## 298 90 8 Overweight 140/95
## 299 30 3 Normal 125/80
## 300 30 3 Normal 125/80
## 301 30 3 Normal 125/80
## 302 30 3 Normal 125/80
## 303 55 6 Normal Weight 125/82
## 304 90 8 Overweight 140/95
## 305 90 8 Overweight 140/95
## 306 90 8 Overweight 140/95
## 307 45 7 Overweight 130/85
## 308 45 7 Overweight 130/85
## 309 45 7 Overweight 130/85
## 310 45 7 Overweight 130/85
## 311 45 7 Overweight 130/85
## 312 45 7 Overweight 130/85
## 313 30 3 Normal 125/80
## 314 30 3 Normal 125/80
## 315 30 3 Normal 125/80
## 316 30 3 Normal 125/80
## 317 30 3 Normal 125/80
## 318 30 3 Normal 125/80
## 319 30 3 Normal 125/80
## 320 30 3 Normal 125/80
## 321 30 3 Normal 125/80
## 322 30 3 Normal 125/80
## 323 30 3 Normal 125/80
## 324 30 3 Normal 125/80
## 325 30 3 Normal 125/80
## 326 30 3 Normal 125/80
## 327 30 3 Normal 125/80
## 328 30 3 Normal 125/80
## 329 30 3 Normal 125/80
## 330 30 3 Normal 125/80
## 331 30 3 Normal 125/80
## 332 30 3 Normal 125/80
## 333 30 3 Normal 125/80
## 334 30 3 Normal 125/80
## 335 30 3 Normal 125/80
## 336 30 3 Normal 125/80
## 337 30 3 Normal 125/80
## 338 30 3 Normal 125/80
## 339 30 3 Normal 125/80
## 340 75 4 Overweight 140/95
## 341 75 4 Overweight 140/95
## 342 90 3 Normal Weight 118/75
## 343 90 3 Normal Weight 118/75
## 344 75 3 Overweight 140/95
## 345 75 3 Overweight 140/95
## 346 75 3 Overweight 140/95
## 347 75 3 Overweight 140/95
## 348 75 3 Overweight 140/95
## 349 75 3 Overweight 140/95
## 350 75 3 Overweight 140/95
## 351 75 3 Overweight 140/95
## 352 75 3 Overweight 140/95
## 353 75 3 Overweight 140/95
## 354 75 3 Overweight 140/95
## 355 75 3 Overweight 140/95
## 356 75 3 Overweight 140/95
## 357 75 3 Overweight 140/95
## 358 75 3 Overweight 140/95
## 359 75 3 Overweight 140/95
## 360 75 3 Overweight 140/95
## 361 75 3 Overweight 140/95
## 362 75 3 Overweight 140/95
## 363 75 3 Overweight 140/95
## 364 75 3 Overweight 140/95
## 365 75 3 Overweight 140/95
## 366 75 3 Overweight 140/95
## 367 75 3 Overweight 140/95
## 368 75 3 Overweight 140/95
## 369 75 3 Overweight 140/95
## 370 75 3 Overweight 140/95
## 371 75 3 Overweight 140/95
## 372 75 3 Overweight 140/95
## 373 75 3 Overweight 140/95
## 374 75 3 Overweight 140/95
## Heart.Rate Daily.Steps Sleep.Disorder
## 1 77 4200 None
## 2 75 10000 None
## 3 75 10000 None
## 4 85 3000 Sleep Apnea
## 5 85 3000 Sleep Apnea
## 6 85 3000 Insomnia
## 7 82 3500 Insomnia
## 8 70 8000 None
## 9 70 8000 None
## 10 70 8000 None
## 11 70 8000 None
## 12 70 8000 None
## 13 70 8000 None
## 14 70 8000 None
## 15 70 8000 None
## 16 70 8000 None
## 17 80 4000 Sleep Apnea
## 18 70 8000 Sleep Apnea
## 19 80 4000 Insomnia
## 20 70 8000 None
## 21 70 8000 None
## 22 70 8000 None
## 23 70 8000 None
## 24 70 8000 None
## 25 70 8000 None
## 26 70 8000 None
## 27 70 8000 None
## 28 70 8000 None
## 29 70 8000 None
## 30 70 8000 None
## 31 78 4100 Sleep Apnea
## 32 78 4100 Insomnia
## 33 69 6800 None
## 34 72 5000 None
## 35 70 8000 None
## 36 72 5000 None
## 37 72 5000 None
## 38 70 8000 None
## 39 70 8000 None
## 40 70 8000 None
## 41 70 8000 None
## 42 70 8000 None
## 43 70 8000 None
## 44 70 8000 None
## 45 70 8000 None
## 46 70 8000 None
## 47 70 8000 None
## 48 70 8000 None
## 49 70 8000 None
## 50 70 8000 Sleep Apnea
## 51 70 8000 None
## 52 70 8000 None
## 53 72 5000 None
## 54 70 8000 None
## 55 72 5000 None
## 56 72 5000 None
## 57 70 8000 None
## 58 72 5000 None
## 59 72 5000 None
## 60 70 8000 None
## 61 72 5000 None
## 62 72 5000 None
## 63 72 5000 None
## 64 72 5000 None
## 65 72 5000 None
## 66 72 5000 None
## 67 68 7000 None
## 68 72 5000 Insomnia
## 69 76 5500 None
## 70 76 5500 None
## 71 72 5000 None
## 72 72 5000 None
## 73 72 5000 None
## 74 72 5000 None
## 75 72 5000 None
## 76 72 5000 None
## 77 72 5000 None
## 78 72 5000 None
## 79 72 5000 None
## 80 72 5000 None
## 81 81 5200 Sleep Apnea
## 82 81 5200 Sleep Apnea
## 83 70 5600 None
## 84 70 5600 None
## 85 70 8000 None
## 86 68 7000 None
## 87 65 5000 None
## 88 65 5000 None
## 89 65 5000 None
## 90 65 5000 None
## 91 65 5000 None
## 92 65 5000 None
## 93 70 8000 None
## 94 84 3300 Sleep Apnea
## 95 68 7000 Insomnia
## 96 68 7000 None
## 97 68 7000 None
## 98 68 7000 None
## 99 68 7000 None
## 100 68 7000 None
## 101 68 7000 None
## 102 68 7000 None
## 103 68 7000 None
## 104 74 4800 Sleep Apnea
## 105 68 7000 Sleep Apnea
## 106 74 4800 Insomnia
## 107 77 4200 None
## 108 68 7000 None
## 109 68 7000 None
## 110 68 8000 None
## 111 68 7000 None
## 112 68 8000 None
## 113 68 7000 None
## 114 68 8000 None
## 115 68 7000 None
## 116 68 7000 None
## 117 68 7000 None
## 118 68 7000 None
## 119 68 7000 None
## 120 68 7000 None
## 121 68 7000 None
## 122 68 7000 None
## 123 68 7000 None
## 124 68 7000 None
## 125 68 7000 None
## 126 70 8000 None
## 127 68 8000 None
## 128 68 7000 None
## 129 68 8000 None
## 130 68 8000 None
## 131 68 7000 None
## 132 68 8000 None
## 133 68 8000 None
## 134 68 7000 None
## 135 68 8000 None
## 136 68 8000 None
## 137 68 7000 None
## 138 68 8000 None
## 139 68 7000 None
## 140 68 8000 None
## 141 68 7000 None
## 142 68 8000 None
## 143 68 7000 None
## 144 68 7000 None
## 145 68 8000 Sleep Apnea
## 146 84 3300 Sleep Apnea
## 147 68 8000 Insomnia
## 148 80 4000 Insomnia
## 149 75 5500 None
## 150 67 7500 None
## 151 67 7500 None
## 152 68 8000 None
## 153 68 8000 None
## 154 68 8000 None
## 155 68 8000 None
## 156 68 8000 None
## 157 68 8000 None
## 158 68 8000 None
## 159 68 8000 None
## 160 68 8000 None
## 161 68 8000 None
## 162 73 7300 None
## 163 73 7300 None
## 164 68 8000 None
## 165 68 8000 None
## 166 70 8000 Insomnia
## 167 72 6200 None
## 168 72 6000 None
## 169 72 6000 None
## 170 70 8000 None
## 171 70 8000 None
## 172 70 8000 None
## 173 70 8000 None
## 174 70 8000 None
## 175 70 8000 None
## 176 70 8000 None
## 177 70 8000 None
## 178 72 6000 Insomnia
## 179 70 8000 None
## 180 70 8000 None
## 181 70 8000 None
## 182 70 8000 None
## 183 70 8000 None
## 184 70 8000 None
## 185 78 5000 Sleep Apnea
## 186 78 5000 Sleep Apnea
## 187 65 6000 Insomnia
## 188 72 6000 Insomnia
## 189 65 6000 Insomnia
## 190 72 6000 Insomnia
## 191 65 6000 Insomnia
## 192 72 6000 Insomnia
## 193 72 6000 Insomnia
## 194 72 6000 Insomnia
## 195 72 6000 Insomnia
## 196 72 6000 Insomnia
## 197 72 6000 Insomnia
## 198 72 6000 Insomnia
## 199 72 6000 Insomnia
## 200 72 6000 Insomnia
## 201 72 6000 Insomnia
## 202 70 8000 Insomnia
## 203 70 8000 Insomnia
## 204 69 6800 None
## 205 68 6800 None
## 206 70 8000 None
## 207 70 8000 None
## 208 70 8000 None
## 209 70 8000 None
## 210 70 8000 None
## 211 70 8000 None
## 212 70 8000 None
## 213 70 8000 None
## 214 70 8000 None
## 215 70 8000 None
## 216 70 8000 None
## 217 70 8000 None
## 218 70 8000 None
## 219 70 8000 Sleep Apnea
## 220 72 6000 Sleep Apnea
## 221 65 6000 Insomnia
## 222 72 6000 Insomnia
## 223 72 6000 Insomnia
## 224 72 6000 Insomnia
## 225 65 6000 Insomnia
## 226 72 6000 Insomnia
## 227 65 6000 Insomnia
## 228 72 6000 Insomnia
## 229 65 6000 Insomnia
## 230 72 6000 Insomnia
## 231 65 6000 Insomnia
## 232 72 6000 Insomnia
## 233 65 6000 Insomnia
## 234 72 6000 Insomnia
## 235 65 6000 Insomnia
## 236 72 6000 Insomnia
## 237 72 6000 Insomnia
## 238 65 6000 Insomnia
## 239 72 6000 Insomnia
## 240 72 6000 Insomnia
## 241 65 6000 Insomnia
## 242 72 6000 Insomnia
## 243 72 6000 Insomnia
## 244 65 6000 Insomnia
## 245 72 6000 Insomnia
## 246 65 6000 Insomnia
## 247 72 6000 Insomnia
## 248 78 5000 Insomnia
## 249 72 6000 None
## 250 72 6000 None
## 251 65 6000 Insomnia
## 252 65 6000 Insomnia
## 253 65 6000 Insomnia
## 254 65 6000 Insomnia
## 255 65 6000 Insomnia
## 256 65 6000 Insomnia
## 257 65 6000 Insomnia
## 258 65 6000 Insomnia
## 259 65 6000 Insomnia
## 260 65 6000 Insomnia
## 261 65 6000 Insomnia
## 262 65 6000 None
## 263 65 6000 None
## 264 75 5500 None
## 265 83 3500 Insomnia
## 266 75 10000 Sleep Apnea
## 267 83 3500 Insomnia
## 268 75 10000 None
## 269 75 10000 Sleep Apnea
## 270 75 10000 Sleep Apnea
## 271 75 10000 Sleep Apnea
## 272 75 10000 Sleep Apnea
## 273 75 10000 Sleep Apnea
## 274 75 10000 Sleep Apnea
## 275 75 10000 Sleep Apnea
## 276 75 10000 Sleep Apnea
## 277 86 3700 Sleep Apnea
## 278 86 3700 Sleep Apnea
## 279 75 10000 Insomnia
## 280 65 5000 None
## 281 75 10000 None
## 282 75 10000 Sleep Apnea
## 283 75 10000 Sleep Apnea
## 284 75 10000 Sleep Apnea
## 285 75 10000 Sleep Apnea
## 286 75 10000 Sleep Apnea
## 287 75 10000 Sleep Apnea
## 288 75 10000 Sleep Apnea
## 289 75 10000 Sleep Apnea
## 290 75 10000 Sleep Apnea
## 291 75 10000 Sleep Apnea
## 292 75 10000 Sleep Apnea
## 293 75 10000 Sleep Apnea
## 294 75 10000 Sleep Apnea
## 295 75 10000 Sleep Apnea
## 296 75 10000 Sleep Apnea
## 297 75 10000 Sleep Apnea
## 298 75 10000 Sleep Apnea
## 299 65 5000 None
## 300 65 5000 None
## 301 65 5000 None
## 302 65 5000 None
## 303 72 6000 None
## 304 75 10000 Sleep Apnea
## 305 75 10000 Sleep Apnea
## 306 75 10000 Sleep Apnea
## 307 72 6000 Insomnia
## 308 72 6000 Insomnia
## 309 72 6000 Insomnia
## 310 72 6000 Insomnia
## 311 72 6000 Insomnia
## 312 72 6000 Insomnia
## 313 65 5000 None
## 314 65 5000 None
## 315 65 5000 None
## 316 65 5000 Insomnia
## 317 65 5000 None
## 318 65 5000 None
## 319 65 5000 None
## 320 65 5000 None
## 321 65 5000 None
## 322 65 5000 None
## 323 65 5000 None
## 324 65 5000 None
## 325 65 5000 None
## 326 65 5000 None
## 327 65 5000 None
## 328 65 5000 None
## 329 65 5000 None
## 330 65 5000 None
## 331 65 5000 None
## 332 65 5000 None
## 333 65 5000 None
## 334 65 5000 None
## 335 65 5000 None
## 336 65 5000 None
## 337 65 5000 None
## 338 65 5000 None
## 339 65 5000 None
## 340 72 5000 Sleep Apnea
## 341 72 5000 Sleep Apnea
## 342 65 10000 None
## 343 65 10000 None
## 344 68 7000 None
## 345 68 7000 Sleep Apnea
## 346 68 7000 Sleep Apnea
## 347 68 7000 Sleep Apnea
## 348 68 7000 Sleep Apnea
## 349 68 7000 Sleep Apnea
## 350 68 7000 Sleep Apnea
## 351 68 7000 Sleep Apnea
## 352 68 7000 Sleep Apnea
## 353 68 7000 Sleep Apnea
## 354 68 7000 Sleep Apnea
## 355 68 7000 Sleep Apnea
## 356 68 7000 Sleep Apnea
## 357 68 7000 Sleep Apnea
## 358 68 7000 Sleep Apnea
## 359 68 7000 None
## 360 68 7000 None
## 361 68 7000 Sleep Apnea
## 362 68 7000 Sleep Apnea
## 363 68 7000 Sleep Apnea
## 364 68 7000 Sleep Apnea
## 365 68 7000 Sleep Apnea
## 366 68 7000 Sleep Apnea
## 367 68 7000 Sleep Apnea
## 368 68 7000 Sleep Apnea
## 369 68 7000 Sleep Apnea
## 370 68 7000 Sleep Apnea
## 371 68 7000 Sleep Apnea
## 372 68 7000 Sleep Apnea
## 373 68 7000 Sleep Apnea
## 374 68 7000 Sleep Apneanames(dataset)## [1] "Person.ID" "Gender"
## [3] "Age" "Occupation"
## [5] "Sleep.Duration" "Quality.of.Sleep"
## [7] "Physical.Activity.Level" "Stress.Level"
## [9] "BMI.Category" "Blood.Pressure"
## [11] "Heart.Rate" "Daily.Steps"
## [13] "Sleep.Disorder"table(dataset$Sleep.Disorder)##
## Insomnia None Sleep Apnea
## 77 219 78Sleep.Disorder_Table <- table(dataset$Sleep.Disorder)
barplot(Sleep.Disorder_Table,
col=("skyblue"),
main="Sleep Disorder Distribution",
xlab="Sleep Disorder",)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionQ1 <- quantile(dataset$Heart.Rate,0.25)
Q3 <- quantile(dataset$Heart.Rate,0.75)
IQR <- Q3-Q1
lower <- Q1 - 1.5*IQR
upper <- Q3 + 1.5*IQR
dataset%>%
mutate(outlier=Heart.Rate<lower|Heart.Rate>upper)## Person.ID Gender Age Occupation Sleep.Duration Quality.of.Sleep
## 1 1 Male 27 Software Engineer 6.1 6
## 2 2 Male 28 Doctor 6.2 6
## 3 3 Male 28 Doctor 6.2 6
## 4 4 Male 28 Sales Representative 5.9 4
## 5 5 Male 28 Sales Representative 5.9 4
## 6 6 Male 28 Software Engineer 5.9 4
## 7 7 Male 29 Teacher 6.3 6
## 8 8 Male 29 Doctor 7.8 7
## 9 9 Male 29 Doctor 7.8 7
## 10 10 Male 29 Doctor 7.8 7
## 11 11 Male 29 Doctor 6.1 6
## 12 12 Male 29 Doctor 7.8 7
## 13 13 Male 29 Doctor 6.1 6
## 14 14 Male 29 Doctor 6.0 6
## 15 15 Male 29 Doctor 6.0 6
## 16 16 Male 29 Doctor 6.0 6
## 17 17 Female 29 Nurse 6.5 5
## 18 18 Male 29 Doctor 6.0 6
## 19 19 Female 29 Nurse 6.5 5
## 20 20 Male 30 Doctor 7.6 7
## 21 21 Male 30 Doctor 7.7 7
## 22 22 Male 30 Doctor 7.7 7
## 23 23 Male 30 Doctor 7.7 7
## 24 24 Male 30 Doctor 7.7 7
## 25 25 Male 30 Doctor 7.8 7
## 26 26 Male 30 Doctor 7.9 7
## 27 27 Male 30 Doctor 7.8 7
## 28 28 Male 30 Doctor 7.9 7
## 29 29 Male 30 Doctor 7.9 7
## 30 30 Male 30 Doctor 7.9 7
## 31 31 Female 30 Nurse 6.4 5
## 32 32 Female 30 Nurse 6.4 5
## 33 33 Female 31 Nurse 7.9 8
## 34 34 Male 31 Doctor 6.1 6
## 35 35 Male 31 Doctor 7.7 7
## 36 36 Male 31 Doctor 6.1 6
## 37 37 Male 31 Doctor 6.1 6
## 38 38 Male 31 Doctor 7.6 7
## 39 39 Male 31 Doctor 7.6 7
## 40 40 Male 31 Doctor 7.6 7
## 41 41 Male 31 Doctor 7.7 7
## 42 42 Male 31 Doctor 7.7 7
## 43 43 Male 31 Doctor 7.7 7
## 44 44 Male 31 Doctor 7.8 7
## 45 45 Male 31 Doctor 7.7 7
## 46 46 Male 31 Doctor 7.8 7
## 47 47 Male 31 Doctor 7.7 7
## 48 48 Male 31 Doctor 7.8 7
## 49 49 Male 31 Doctor 7.7 7
## 50 50 Male 31 Doctor 7.7 7
## 51 51 Male 32 Engineer 7.5 8
## 52 52 Male 32 Engineer 7.5 8
## 53 53 Male 32 Doctor 6.0 6
## 54 54 Male 32 Doctor 7.6 7
## 55 55 Male 32 Doctor 6.0 6
## 56 56 Male 32 Doctor 6.0 6
## 57 57 Male 32 Doctor 7.7 7
## 58 58 Male 32 Doctor 6.0 6
## 59 59 Male 32 Doctor 6.0 6
## 60 60 Male 32 Doctor 7.7 7
## 61 61 Male 32 Doctor 6.0 6
## 62 62 Male 32 Doctor 6.0 6
## 63 63 Male 32 Doctor 6.2 6
## 64 64 Male 32 Doctor 6.2 6
## 65 65 Male 32 Doctor 6.2 6
## 66 66 Male 32 Doctor 6.2 6
## 67 67 Male 32 Accountant 7.2 8
## 68 68 Male 33 Doctor 6.0 6
## 69 69 Female 33 Scientist 6.2 6
## 70 70 Female 33 Scientist 6.2 6
## 71 71 Male 33 Doctor 6.1 6
## 72 72 Male 33 Doctor 6.1 6
## 73 73 Male 33 Doctor 6.1 6
## 74 74 Male 33 Doctor 6.1 6
## 75 75 Male 33 Doctor 6.0 6
## 76 76 Male 33 Doctor 6.0 6
## 77 77 Male 33 Doctor 6.0 6
## 78 78 Male 33 Doctor 6.0 6
## 79 79 Male 33 Doctor 6.0 6
## 80 80 Male 33 Doctor 6.0 6
## 81 81 Female 34 Scientist 5.8 4
## 82 82 Female 34 Scientist 5.8 4
## 83 83 Male 35 Teacher 6.7 7
## 84 84 Male 35 Teacher 6.7 7
## 85 85 Male 35 Software Engineer 7.5 8
## 86 86 Female 35 Accountant 7.2 8
## 87 87 Male 35 Engineer 7.2 8
## 88 88 Male 35 Engineer 7.2 8
## 89 89 Male 35 Engineer 7.3 8
## 90 90 Male 35 Engineer 7.3 8
## 91 91 Male 35 Engineer 7.3 8
## 92 92 Male 35 Engineer 7.3 8
## 93 93 Male 35 Software Engineer 7.5 8
## 94 94 Male 35 Lawyer 7.4 7
## 95 95 Female 36 Accountant 7.2 8
## 96 96 Female 36 Accountant 7.1 8
## 97 97 Female 36 Accountant 7.2 8
## 98 98 Female 36 Accountant 7.1 8
## 99 99 Female 36 Teacher 7.1 8
## 100 100 Female 36 Teacher 7.1 8
## 101 101 Female 36 Teacher 7.2 8
## 102 102 Female 36 Teacher 7.2 8
## 103 103 Female 36 Teacher 7.2 8
## 104 104 Male 36 Teacher 6.6 5
## 105 105 Female 36 Teacher 7.2 8
## 106 106 Male 36 Teacher 6.6 5
## 107 107 Female 37 Nurse 6.1 6
## 108 108 Male 37 Engineer 7.8 8
## 109 109 Male 37 Engineer 7.8 8
## 110 110 Male 37 Lawyer 7.4 8
## 111 111 Female 37 Accountant 7.2 8
## 112 112 Male 37 Lawyer 7.4 8
## 113 113 Female 37 Accountant 7.2 8
## 114 114 Male 37 Lawyer 7.4 8
## 115 115 Female 37 Accountant 7.2 8
## 116 116 Female 37 Accountant 7.2 8
## 117 117 Female 37 Accountant 7.2 8
## 118 118 Female 37 Accountant 7.2 8
## 119 119 Female 37 Accountant 7.2 8
## 120 120 Female 37 Accountant 7.2 8
## 121 121 Female 37 Accountant 7.2 8
## 122 122 Female 37 Accountant 7.2 8
## 123 123 Female 37 Accountant 7.2 8
## 124 124 Female 37 Accountant 7.2 8
## 125 125 Female 37 Accountant 7.2 8
## 126 126 Female 37 Nurse 7.5 8
## 127 127 Male 38 Lawyer 7.3 8
## 128 128 Female 38 Accountant 7.1 8
## 129 129 Male 38 Lawyer 7.3 8
## 130 130 Male 38 Lawyer 7.3 8
## 131 131 Female 38 Accountant 7.1 8
## 132 132 Male 38 Lawyer 7.3 8
## 133 133 Male 38 Lawyer 7.3 8
## 134 134 Female 38 Accountant 7.1 8
## 135 135 Male 38 Lawyer 7.3 8
## 136 136 Male 38 Lawyer 7.3 8
## 137 137 Female 38 Accountant 7.1 8
## 138 138 Male 38 Lawyer 7.1 8
## 139 139 Female 38 Accountant 7.1 8
## 140 140 Male 38 Lawyer 7.1 8
## 141 141 Female 38 Accountant 7.1 8
## 142 142 Male 38 Lawyer 7.1 8
## 143 143 Female 38 Accountant 7.1 8
## 144 144 Female 38 Accountant 7.1 8
## 145 145 Male 38 Lawyer 7.1 8
## 146 146 Female 38 Lawyer 7.4 7
## 147 147 Male 39 Lawyer 7.2 8
## 148 148 Male 39 Engineer 6.5 5
## 149 149 Female 39 Lawyer 6.9 7
## 150 150 Female 39 Accountant 8.0 9
## 151 151 Female 39 Accountant 8.0 9
## 152 152 Male 39 Lawyer 7.2 8
## 153 153 Male 39 Lawyer 7.2 8
## 154 154 Male 39 Lawyer 7.2 8
## 155 155 Male 39 Lawyer 7.2 8
## 156 156 Male 39 Lawyer 7.2 8
## 157 157 Male 39 Lawyer 7.2 8
## 158 158 Male 39 Lawyer 7.2 8
## 159 159 Male 39 Lawyer 7.2 8
## 160 160 Male 39 Lawyer 7.2 8
## 161 161 Male 39 Lawyer 7.2 8
## 162 162 Female 40 Accountant 7.2 8
## 163 163 Female 40 Accountant 7.2 8
## 164 164 Male 40 Lawyer 7.9 8
## 165 165 Male 40 Lawyer 7.9 8
## 166 166 Male 41 Lawyer 7.6 8
## 167 167 Male 41 Engineer 7.3 8
## 168 168 Male 41 Lawyer 7.1 7
## 169 169 Male 41 Lawyer 7.1 7
## 170 170 Male 41 Lawyer 7.7 8
## 171 171 Male 41 Lawyer 7.7 8
## 172 172 Male 41 Lawyer 7.7 8
## 173 173 Male 41 Lawyer 7.7 8
## 174 174 Male 41 Lawyer 7.7 8
## 175 175 Male 41 Lawyer 7.6 8
## 176 176 Male 41 Lawyer 7.6 8
## 177 177 Male 41 Lawyer 7.6 8
## 178 178 Male 42 Salesperson 6.5 6
## 179 179 Male 42 Lawyer 7.8 8
## 180 180 Male 42 Lawyer 7.8 8
## 181 181 Male 42 Lawyer 7.8 8
## 182 182 Male 42 Lawyer 7.8 8
## 183 183 Male 42 Lawyer 7.8 8
## 184 184 Male 42 Lawyer 7.8 8
## 185 185 Female 42 Teacher 6.8 6
## 186 186 Female 42 Teacher 6.8 6
## 187 187 Female 43 Teacher 6.7 7
## 188 188 Male 43 Salesperson 6.3 6
## 189 189 Female 43 Teacher 6.7 7
## 190 190 Male 43 Salesperson 6.5 6
## 191 191 Female 43 Teacher 6.7 7
## 192 192 Male 43 Salesperson 6.4 6
## 193 193 Male 43 Salesperson 6.5 6
## 194 194 Male 43 Salesperson 6.5 6
## 195 195 Male 43 Salesperson 6.5 6
## 196 196 Male 43 Salesperson 6.5 6
## 197 197 Male 43 Salesperson 6.5 6
## 198 198 Male 43 Salesperson 6.5 6
## 199 199 Male 43 Salesperson 6.5 6
## 200 200 Male 43 Salesperson 6.5 6
## 201 201 Male 43 Salesperson 6.5 6
## 202 202 Male 43 Engineer 7.8 8
## 203 203 Male 43 Engineer 7.8 8
## 204 204 Male 43 Engineer 6.9 6
## 205 205 Male 43 Engineer 7.6 8
## 206 206 Male 43 Engineer 7.7 8
## 207 207 Male 43 Engineer 7.7 8
## 208 208 Male 43 Engineer 7.7 8
## 209 209 Male 43 Engineer 7.7 8
## 210 210 Male 43 Engineer 7.8 8
## 211 211 Male 43 Engineer 7.7 8
## 212 212 Male 43 Engineer 7.8 8
## 213 213 Male 43 Engineer 7.8 8
## 214 214 Male 43 Engineer 7.8 8
## 215 215 Male 43 Engineer 7.8 8
## 216 216 Male 43 Engineer 7.8 8
## 217 217 Male 43 Engineer 7.8 8
## 218 218 Male 43 Engineer 7.8 8
## 219 219 Male 43 Engineer 7.8 8
## 220 220 Male 43 Salesperson 6.5 6
## 221 221 Female 44 Teacher 6.6 7
## 222 222 Male 44 Salesperson 6.4 6
## 223 223 Male 44 Salesperson 6.3 6
## 224 224 Male 44 Salesperson 6.4 6
## 225 225 Female 44 Teacher 6.6 7
## 226 226 Male 44 Salesperson 6.3 6
## 227 227 Female 44 Teacher 6.6 7
## 228 228 Male 44 Salesperson 6.3 6
## 229 229 Female 44 Teacher 6.6 7
## 230 230 Male 44 Salesperson 6.3 6
## 231 231 Female 44 Teacher 6.6 7
## 232 232 Male 44 Salesperson 6.3 6
## 233 233 Female 44 Teacher 6.6 7
## 234 234 Male 44 Salesperson 6.3 6
## 235 235 Female 44 Teacher 6.6 7
## 236 236 Male 44 Salesperson 6.3 6
## 237 237 Male 44 Salesperson 6.4 6
## 238 238 Female 44 Teacher 6.5 7
## 239 239 Male 44 Salesperson 6.3 6
## 240 240 Male 44 Salesperson 6.4 6
## 241 241 Female 44 Teacher 6.5 7
## 242 242 Male 44 Salesperson 6.3 6
## 243 243 Male 44 Salesperson 6.4 6
## 244 244 Female 44 Teacher 6.5 7
## 245 245 Male 44 Salesperson 6.3 6
## 246 246 Female 44 Teacher 6.5 7
## 247 247 Male 44 Salesperson 6.3 6
## 248 248 Male 44 Engineer 6.8 7
## 249 249 Male 44 Salesperson 6.4 6
## 250 250 Male 44 Salesperson 6.5 6
## 251 251 Female 45 Teacher 6.8 7
## 252 252 Female 45 Teacher 6.8 7
## 253 253 Female 45 Teacher 6.5 7
## 254 254 Female 45 Teacher 6.5 7
## 255 255 Female 45 Teacher 6.5 7
## 256 256 Female 45 Teacher 6.5 7
## 257 257 Female 45 Teacher 6.6 7
## 258 258 Female 45 Teacher 6.6 7
## 259 259 Female 45 Teacher 6.6 7
## 260 260 Female 45 Teacher 6.6 7
## 261 261 Female 45 Teacher 6.6 7
## 262 262 Female 45 Teacher 6.6 7
## 263 263 Female 45 Teacher 6.6 7
## 264 264 Female 45 Manager 6.9 7
## 265 265 Male 48 Doctor 7.3 7
## 266 266 Female 48 Nurse 5.9 6
## 267 267 Male 48 Doctor 7.3 7
## 268 268 Female 49 Nurse 6.2 6
## 269 269 Female 49 Nurse 6.0 6
## 270 270 Female 49 Nurse 6.1 6
## 271 271 Female 49 Nurse 6.1 6
## 272 272 Female 49 Nurse 6.1 6
## 273 273 Female 49 Nurse 6.1 6
## 274 274 Female 49 Nurse 6.2 6
## 275 275 Female 49 Nurse 6.2 6
## 276 276 Female 49 Nurse 6.2 6
## 277 277 Male 49 Doctor 8.1 9
## 278 278 Male 49 Doctor 8.1 9
## 279 279 Female 50 Nurse 6.1 6
## 280 280 Female 50 Engineer 8.3 9
## 281 281 Female 50 Nurse 6.0 6
## 282 282 Female 50 Nurse 6.1 6
## 283 283 Female 50 Nurse 6.0 6
## 284 284 Female 50 Nurse 6.0 6
## 285 285 Female 50 Nurse 6.0 6
## 286 286 Female 50 Nurse 6.0 6
## 287 287 Female 50 Nurse 6.0 6
## 288 288 Female 50 Nurse 6.0 6
## 289 289 Female 50 Nurse 6.0 6
## 290 290 Female 50 Nurse 6.1 6
## 291 291 Female 50 Nurse 6.0 6
## 292 292 Female 50 Nurse 6.1 6
## 293 293 Female 50 Nurse 6.1 6
## 294 294 Female 50 Nurse 6.0 6
## 295 295 Female 50 Nurse 6.1 6
## 296 296 Female 50 Nurse 6.0 6
## 297 297 Female 50 Nurse 6.1 6
## 298 298 Female 50 Nurse 6.1 6
## 299 299 Female 51 Engineer 8.5 9
## 300 300 Female 51 Engineer 8.5 9
## 301 301 Female 51 Engineer 8.5 9
## 302 302 Female 51 Engineer 8.5 9
## 303 303 Female 51 Nurse 7.1 7
## 304 304 Female 51 Nurse 6.0 6
## 305 305 Female 51 Nurse 6.1 6
## 306 306 Female 51 Nurse 6.1 6
## 307 307 Female 52 Accountant 6.5 7
## 308 308 Female 52 Accountant 6.5 7
## 309 309 Female 52 Accountant 6.6 7
## 310 310 Female 52 Accountant 6.6 7
## 311 311 Female 52 Accountant 6.6 7
## 312 312 Female 52 Accountant 6.6 7
## 313 313 Female 52 Engineer 8.4 9
## 314 314 Female 52 Engineer 8.4 9
## 315 315 Female 52 Engineer 8.4 9
## 316 316 Female 53 Engineer 8.3 9
## 317 317 Female 53 Engineer 8.5 9
## 318 318 Female 53 Engineer 8.5 9
## 319 319 Female 53 Engineer 8.4 9
## 320 320 Female 53 Engineer 8.4 9
## 321 321 Female 53 Engineer 8.5 9
## 322 322 Female 53 Engineer 8.4 9
## 323 323 Female 53 Engineer 8.4 9
## 324 324 Female 53 Engineer 8.5 9
## 325 325 Female 53 Engineer 8.3 9
## 326 326 Female 53 Engineer 8.5 9
## 327 327 Female 53 Engineer 8.3 9
## 328 328 Female 53 Engineer 8.5 9
## 329 329 Female 53 Engineer 8.3 9
## 330 330 Female 53 Engineer 8.5 9
## 331 331 Female 53 Engineer 8.5 9
## 332 332 Female 53 Engineer 8.4 9
## 333 333 Female 54 Engineer 8.4 9
## 334 334 Female 54 Engineer 8.4 9
## 335 335 Female 54 Engineer 8.4 9
## 336 336 Female 54 Engineer 8.4 9
## 337 337 Female 54 Engineer 8.4 9
## 338 338 Female 54 Engineer 8.4 9
## 339 339 Female 54 Engineer 8.5 9
## 340 340 Female 55 Nurse 8.1 9
## 341 341 Female 55 Nurse 8.1 9
## 342 342 Female 56 Doctor 8.2 9
## 343 343 Female 56 Doctor 8.2 9
## 344 344 Female 57 Nurse 8.1 9
## 345 345 Female 57 Nurse 8.2 9
## 346 346 Female 57 Nurse 8.2 9
## 347 347 Female 57 Nurse 8.2 9
## 348 348 Female 57 Nurse 8.2 9
## 349 349 Female 57 Nurse 8.2 9
## 350 350 Female 57 Nurse 8.1 9
## 351 351 Female 57 Nurse 8.1 9
## 352 352 Female 57 Nurse 8.1 9
## 353 353 Female 58 Nurse 8.0 9
## 354 354 Female 58 Nurse 8.0 9
## 355 355 Female 58 Nurse 8.0 9
## 356 356 Female 58 Nurse 8.0 9
## 357 357 Female 58 Nurse 8.0 9
## 358 358 Female 58 Nurse 8.0 9
## 359 359 Female 59 Nurse 8.0 9
## 360 360 Female 59 Nurse 8.1 9
## 361 361 Female 59 Nurse 8.2 9
## 362 362 Female 59 Nurse 8.2 9
## 363 363 Female 59 Nurse 8.2 9
## 364 364 Female 59 Nurse 8.2 9
## 365 365 Female 59 Nurse 8.0 9
## 366 366 Female 59 Nurse 8.0 9
## 367 367 Female 59 Nurse 8.1 9
## 368 368 Female 59 Nurse 8.0 9
## 369 369 Female 59 Nurse 8.1 9
## 370 370 Female 59 Nurse 8.1 9
## 371 371 Female 59 Nurse 8.0 9
## 372 372 Female 59 Nurse 8.1 9
## 373 373 Female 59 Nurse 8.1 9
## 374 374 Female 59 Nurse 8.1 9
## Physical.Activity.Level Stress.Level BMI.Category Blood.Pressure
## 1 42 6 Overweight 126/83
## 2 60 8 Normal 125/80
## 3 60 8 Normal 125/80
## 4 30 8 Obese 140/90
## 5 30 8 Obese 140/90
## 6 30 8 Obese 140/90
## 7 40 7 Obese 140/90
## 8 75 6 Normal 120/80
## 9 75 6 Normal 120/80
## 10 75 6 Normal 120/80
## 11 30 8 Normal 120/80
## 12 75 6 Normal 120/80
## 13 30 8 Normal 120/80
## 14 30 8 Normal 120/80
## 15 30 8 Normal 120/80
## 16 30 8 Normal 120/80
## 17 40 7 Normal Weight 132/87
## 18 30 8 Normal 120/80
## 19 40 7 Normal Weight 132/87
## 20 75 6 Normal 120/80
## 21 75 6 Normal 120/80
## 22 75 6 Normal 120/80
## 23 75 6 Normal 120/80
## 24 75 6 Normal 120/80
## 25 75 6 Normal 120/80
## 26 75 6 Normal 120/80
## 27 75 6 Normal 120/80
## 28 75 6 Normal 120/80
## 29 75 6 Normal 120/80
## 30 75 6 Normal 120/80
## 31 35 7 Normal Weight 130/86
## 32 35 7 Normal Weight 130/86
## 33 75 4 Normal Weight 117/76
## 34 30 8 Normal 125/80
## 35 75 6 Normal 120/80
## 36 30 8 Normal 125/80
## 37 30 8 Normal 125/80
## 38 75 6 Normal 120/80
## 39 75 6 Normal 120/80
## 40 75 6 Normal 120/80
## 41 75 6 Normal 120/80
## 42 75 6 Normal 120/80
## 43 75 6 Normal 120/80
## 44 75 6 Normal 120/80
## 45 75 6 Normal 120/80
## 46 75 6 Normal 120/80
## 47 75 6 Normal 120/80
## 48 75 6 Normal 120/80
## 49 75 6 Normal 120/80
## 50 75 6 Normal 120/80
## 51 45 3 Normal 120/80
## 52 45 3 Normal 120/80
## 53 30 8 Normal 125/80
## 54 75 6 Normal 120/80
## 55 30 8 Normal 125/80
## 56 30 8 Normal 125/80
## 57 75 6 Normal 120/80
## 58 30 8 Normal 125/80
## 59 30 8 Normal 125/80
## 60 75 6 Normal 120/80
## 61 30 8 Normal 125/80
## 62 30 8 Normal 125/80
## 63 30 8 Normal 125/80
## 64 30 8 Normal 125/80
## 65 30 8 Normal 125/80
## 66 30 8 Normal 125/80
## 67 50 6 Normal Weight 118/76
## 68 30 8 Normal 125/80
## 69 50 6 Overweight 128/85
## 70 50 6 Overweight 128/85
## 71 30 8 Normal 125/80
## 72 30 8 Normal 125/80
## 73 30 8 Normal 125/80
## 74 30 8 Normal 125/80
## 75 30 8 Normal 125/80
## 76 30 8 Normal 125/80
## 77 30 8 Normal 125/80
## 78 30 8 Normal 125/80
## 79 30 8 Normal 125/80
## 80 30 8 Normal 125/80
## 81 32 8 Overweight 131/86
## 82 32 8 Overweight 131/86
## 83 40 5 Overweight 128/84
## 84 40 5 Overweight 128/84
## 85 60 5 Normal Weight 120/80
## 86 60 4 Normal 115/75
## 87 60 4 Normal 125/80
## 88 60 4 Normal 125/80
## 89 60 4 Normal 125/80
## 90 60 4 Normal 125/80
## 91 60 4 Normal 125/80
## 92 60 4 Normal 125/80
## 93 60 5 Normal Weight 120/80
## 94 60 5 Obese 135/88
## 95 60 4 Normal 115/75
## 96 60 4 Normal 115/75
## 97 60 4 Normal 115/75
## 98 60 4 Normal 115/75
## 99 60 4 Normal 115/75
## 100 60 4 Normal 115/75
## 101 60 4 Normal 115/75
## 102 60 4 Normal 115/75
## 103 60 4 Normal 115/75
## 104 35 7 Overweight 129/84
## 105 60 4 Normal 115/75
## 106 35 7 Overweight 129/84
## 107 42 6 Overweight 126/83
## 108 70 4 Normal Weight 120/80
## 109 70 4 Normal Weight 120/80
## 110 60 5 Normal 130/85
## 111 60 4 Normal 115/75
## 112 60 5 Normal 130/85
## 113 60 4 Normal 115/75
## 114 60 5 Normal 130/85
## 115 60 4 Normal 115/75
## 116 60 4 Normal 115/75
## 117 60 4 Normal 115/75
## 118 60 4 Normal 115/75
## 119 60 4 Normal 115/75
## 120 60 4 Normal 115/75
## 121 60 4 Normal 115/75
## 122 60 4 Normal 115/75
## 123 60 4 Normal 115/75
## 124 60 4 Normal 115/75
## 125 60 4 Normal 115/75
## 126 60 4 Normal Weight 120/80
## 127 60 5 Normal 130/85
## 128 60 4 Normal 115/75
## 129 60 5 Normal 130/85
## 130 60 5 Normal 130/85
## 131 60 4 Normal 115/75
## 132 60 5 Normal 130/85
## 133 60 5 Normal 130/85
## 134 60 4 Normal 115/75
## 135 60 5 Normal 130/85
## 136 60 5 Normal 130/85
## 137 60 4 Normal 115/75
## 138 60 5 Normal 130/85
## 139 60 4 Normal 115/75
## 140 60 5 Normal 130/85
## 141 60 4 Normal 115/75
## 142 60 5 Normal 130/85
## 143 60 4 Normal 115/75
## 144 60 4 Normal 115/75
## 145 60 5 Normal 130/85
## 146 60 5 Obese 135/88
## 147 60 5 Normal 130/85
## 148 40 7 Overweight 132/87
## 149 50 6 Normal Weight 128/85
## 150 80 3 Normal Weight 115/78
## 151 80 3 Normal Weight 115/78
## 152 60 5 Normal 130/85
## 153 60 5 Normal 130/85
## 154 60 5 Normal 130/85
## 155 60 5 Normal 130/85
## 156 60 5 Normal 130/85
## 157 60 5 Normal 130/85
## 158 60 5 Normal 130/85
## 159 60 5 Normal 130/85
## 160 60 5 Normal 130/85
## 161 60 5 Normal 130/85
## 162 55 6 Normal Weight 119/77
## 163 55 6 Normal Weight 119/77
## 164 90 5 Normal 130/85
## 165 90 5 Normal 130/85
## 166 90 5 Normal 130/85
## 167 70 6 Normal Weight 121/79
## 168 55 6 Overweight 125/82
## 169 55 6 Overweight 125/82
## 170 90 5 Normal 130/85
## 171 90 5 Normal 130/85
## 172 90 5 Normal 130/85
## 173 90 5 Normal 130/85
## 174 90 5 Normal 130/85
## 175 90 5 Normal 130/85
## 176 90 5 Normal 130/85
## 177 90 5 Normal 130/85
## 178 45 7 Overweight 130/85
## 179 90 5 Normal 130/85
## 180 90 5 Normal 130/85
## 181 90 5 Normal 130/85
## 182 90 5 Normal 130/85
## 183 90 5 Normal 130/85
## 184 90 5 Normal 130/85
## 185 45 7 Overweight 130/85
## 186 45 7 Overweight 130/85
## 187 45 4 Overweight 135/90
## 188 45 7 Overweight 130/85
## 189 45 4 Overweight 135/90
## 190 45 7 Overweight 130/85
## 191 45 4 Overweight 135/90
## 192 45 7 Overweight 130/85
## 193 45 7 Overweight 130/85
## 194 45 7 Overweight 130/85
## 195 45 7 Overweight 130/85
## 196 45 7 Overweight 130/85
## 197 45 7 Overweight 130/85
## 198 45 7 Overweight 130/85
## 199 45 7 Overweight 130/85
## 200 45 7 Overweight 130/85
## 201 45 7 Overweight 130/85
## 202 90 5 Normal 130/85
## 203 90 5 Normal 130/85
## 204 47 7 Normal Weight 117/76
## 205 75 4 Overweight 122/80
## 206 90 5 Normal 130/85
## 207 90 5 Normal 130/85
## 208 90 5 Normal 130/85
## 209 90 5 Normal 130/85
## 210 90 5 Normal 130/85
## 211 90 5 Normal 130/85
## 212 90 5 Normal 130/85
## 213 90 5 Normal 130/85
## 214 90 5 Normal 130/85
## 215 90 5 Normal 130/85
## 216 90 5 Normal 130/85
## 217 90 5 Normal 130/85
## 218 90 5 Normal 130/85
## 219 90 5 Normal 130/85
## 220 45 7 Overweight 130/85
## 221 45 4 Overweight 135/90
## 222 45 7 Overweight 130/85
## 223 45 7 Overweight 130/85
## 224 45 7 Overweight 130/85
## 225 45 4 Overweight 135/90
## 226 45 7 Overweight 130/85
## 227 45 4 Overweight 135/90
## 228 45 7 Overweight 130/85
## 229 45 4 Overweight 135/90
## 230 45 7 Overweight 130/85
## 231 45 4 Overweight 135/90
## 232 45 7 Overweight 130/85
## 233 45 4 Overweight 135/90
## 234 45 7 Overweight 130/85
## 235 45 4 Overweight 135/90
## 236 45 7 Overweight 130/85
## 237 45 7 Overweight 130/85
## 238 45 4 Overweight 135/90
## 239 45 7 Overweight 130/85
## 240 45 7 Overweight 130/85
## 241 45 4 Overweight 135/90
## 242 45 7 Overweight 130/85
## 243 45 7 Overweight 130/85
## 244 45 4 Overweight 135/90
## 245 45 7 Overweight 130/85
## 246 45 4 Overweight 135/90
## 247 45 7 Overweight 130/85
## 248 45 7 Overweight 130/85
## 249 45 7 Overweight 130/85
## 250 45 7 Overweight 130/85
## 251 30 6 Overweight 135/90
## 252 30 6 Overweight 135/90
## 253 45 4 Overweight 135/90
## 254 45 4 Overweight 135/90
## 255 45 4 Overweight 135/90
## 256 45 4 Overweight 135/90
## 257 45 4 Overweight 135/90
## 258 45 4 Overweight 135/90
## 259 45 4 Overweight 135/90
## 260 45 4 Overweight 135/90
## 261 45 4 Overweight 135/90
## 262 45 4 Overweight 135/90
## 263 45 4 Overweight 135/90
## 264 55 5 Overweight 125/82
## 265 65 5 Obese 142/92
## 266 90 8 Overweight 140/95
## 267 65 5 Obese 142/92
## 268 90 8 Overweight 140/95
## 269 90 8 Overweight 140/95
## 270 90 8 Overweight 140/95
## 271 90 8 Overweight 140/95
## 272 90 8 Overweight 140/95
## 273 90 8 Overweight 140/95
## 274 90 8 Overweight 140/95
## 275 90 8 Overweight 140/95
## 276 90 8 Overweight 140/95
## 277 85 3 Obese 139/91
## 278 85 3 Obese 139/91
## 279 90 8 Overweight 140/95
## 280 30 3 Normal 125/80
## 281 90 8 Overweight 140/95
## 282 90 8 Overweight 140/95
## 283 90 8 Overweight 140/95
## 284 90 8 Overweight 140/95
## 285 90 8 Overweight 140/95
## 286 90 8 Overweight 140/95
## 287 90 8 Overweight 140/95
## 288 90 8 Overweight 140/95
## 289 90 8 Overweight 140/95
## 290 90 8 Overweight 140/95
## 291 90 8 Overweight 140/95
## 292 90 8 Overweight 140/95
## 293 90 8 Overweight 140/95
## 294 90 8 Overweight 140/95
## 295 90 8 Overweight 140/95
## 296 90 8 Overweight 140/95
## 297 90 8 Overweight 140/95
## 298 90 8 Overweight 140/95
## 299 30 3 Normal 125/80
## 300 30 3 Normal 125/80
## 301 30 3 Normal 125/80
## 302 30 3 Normal 125/80
## 303 55 6 Normal Weight 125/82
## 304 90 8 Overweight 140/95
## 305 90 8 Overweight 140/95
## 306 90 8 Overweight 140/95
## 307 45 7 Overweight 130/85
## 308 45 7 Overweight 130/85
## 309 45 7 Overweight 130/85
## 310 45 7 Overweight 130/85
## 311 45 7 Overweight 130/85
## 312 45 7 Overweight 130/85
## 313 30 3 Normal 125/80
## 314 30 3 Normal 125/80
## 315 30 3 Normal 125/80
## 316 30 3 Normal 125/80
## 317 30 3 Normal 125/80
## 318 30 3 Normal 125/80
## 319 30 3 Normal 125/80
## 320 30 3 Normal 125/80
## 321 30 3 Normal 125/80
## 322 30 3 Normal 125/80
## 323 30 3 Normal 125/80
## 324 30 3 Normal 125/80
## 325 30 3 Normal 125/80
## 326 30 3 Normal 125/80
## 327 30 3 Normal 125/80
## 328 30 3 Normal 125/80
## 329 30 3 Normal 125/80
## 330 30 3 Normal 125/80
## 331 30 3 Normal 125/80
## 332 30 3 Normal 125/80
## 333 30 3 Normal 125/80
## 334 30 3 Normal 125/80
## 335 30 3 Normal 125/80
## 336 30 3 Normal 125/80
## 337 30 3 Normal 125/80
## 338 30 3 Normal 125/80
## 339 30 3 Normal 125/80
## 340 75 4 Overweight 140/95
## 341 75 4 Overweight 140/95
## 342 90 3 Normal Weight 118/75
## 343 90 3 Normal Weight 118/75
## 344 75 3 Overweight 140/95
## 345 75 3 Overweight 140/95
## 346 75 3 Overweight 140/95
## 347 75 3 Overweight 140/95
## 348 75 3 Overweight 140/95
## 349 75 3 Overweight 140/95
## 350 75 3 Overweight 140/95
## 351 75 3 Overweight 140/95
## 352 75 3 Overweight 140/95
## 353 75 3 Overweight 140/95
## 354 75 3 Overweight 140/95
## 355 75 3 Overweight 140/95
## 356 75 3 Overweight 140/95
## 357 75 3 Overweight 140/95
## 358 75 3 Overweight 140/95
## 359 75 3 Overweight 140/95
## 360 75 3 Overweight 140/95
## 361 75 3 Overweight 140/95
## 362 75 3 Overweight 140/95
## 363 75 3 Overweight 140/95
## 364 75 3 Overweight 140/95
## 365 75 3 Overweight 140/95
## 366 75 3 Overweight 140/95
## 367 75 3 Overweight 140/95
## 368 75 3 Overweight 140/95
## 369 75 3 Overweight 140/95
## 370 75 3 Overweight 140/95
## 371 75 3 Overweight 140/95
## 372 75 3 Overweight 140/95
## 373 75 3 Overweight 140/95
## 374 75 3 Overweight 140/95
## Heart.Rate Daily.Steps Sleep.Disorder outlier
## 1 77 4200 None FALSE
## 2 75 10000 None FALSE
## 3 75 10000 None FALSE
## 4 85 3000 Sleep Apnea TRUE
## 5 85 3000 Sleep Apnea TRUE
## 6 85 3000 Insomnia TRUE
## 7 82 3500 Insomnia TRUE
## 8 70 8000 None FALSE
## 9 70 8000 None FALSE
## 10 70 8000 None FALSE
## 11 70 8000 None FALSE
## 12 70 8000 None FALSE
## 13 70 8000 None FALSE
## 14 70 8000 None FALSE
## 15 70 8000 None FALSE
## 16 70 8000 None FALSE
## 17 80 4000 Sleep Apnea TRUE
## 18 70 8000 Sleep Apnea FALSE
## 19 80 4000 Insomnia TRUE
## 20 70 8000 None FALSE
## 21 70 8000 None FALSE
## 22 70 8000 None FALSE
## 23 70 8000 None FALSE
## 24 70 8000 None FALSE
## 25 70 8000 None FALSE
## 26 70 8000 None FALSE
## 27 70 8000 None FALSE
## 28 70 8000 None FALSE
## 29 70 8000 None FALSE
## 30 70 8000 None FALSE
## 31 78 4100 Sleep Apnea FALSE
## 32 78 4100 Insomnia FALSE
## 33 69 6800 None FALSE
## 34 72 5000 None FALSE
## 35 70 8000 None FALSE
## 36 72 5000 None FALSE
## 37 72 5000 None FALSE
## 38 70 8000 None FALSE
## 39 70 8000 None FALSE
## 40 70 8000 None FALSE
## 41 70 8000 None FALSE
## 42 70 8000 None FALSE
## 43 70 8000 None FALSE
## 44 70 8000 None FALSE
## 45 70 8000 None FALSE
## 46 70 8000 None FALSE
## 47 70 8000 None FALSE
## 48 70 8000 None FALSE
## 49 70 8000 None FALSE
## 50 70 8000 Sleep Apnea FALSE
## 51 70 8000 None FALSE
## 52 70 8000 None FALSE
## 53 72 5000 None FALSE
## 54 70 8000 None FALSE
## 55 72 5000 None FALSE
## 56 72 5000 None FALSE
## 57 70 8000 None FALSE
## 58 72 5000 None FALSE
## 59 72 5000 None FALSE
## 60 70 8000 None FALSE
## 61 72 5000 None FALSE
## 62 72 5000 None FALSE
## 63 72 5000 None FALSE
## 64 72 5000 None FALSE
## 65 72 5000 None FALSE
## 66 72 5000 None FALSE
## 67 68 7000 None FALSE
## 68 72 5000 Insomnia FALSE
## 69 76 5500 None FALSE
## 70 76 5500 None FALSE
## 71 72 5000 None FALSE
## 72 72 5000 None FALSE
## 73 72 5000 None FALSE
## 74 72 5000 None FALSE
## 75 72 5000 None FALSE
## 76 72 5000 None FALSE
## 77 72 5000 None FALSE
## 78 72 5000 None FALSE
## 79 72 5000 None FALSE
## 80 72 5000 None FALSE
## 81 81 5200 Sleep Apnea TRUE
## 82 81 5200 Sleep Apnea TRUE
## 83 70 5600 None FALSE
## 84 70 5600 None FALSE
## 85 70 8000 None FALSE
## 86 68 7000 None FALSE
## 87 65 5000 None FALSE
## 88 65 5000 None FALSE
## 89 65 5000 None FALSE
## 90 65 5000 None FALSE
## 91 65 5000 None FALSE
## 92 65 5000 None FALSE
## 93 70 8000 None FALSE
## 94 84 3300 Sleep Apnea TRUE
## 95 68 7000 Insomnia FALSE
## 96 68 7000 None FALSE
## 97 68 7000 None FALSE
## 98 68 7000 None FALSE
## 99 68 7000 None FALSE
## 100 68 7000 None FALSE
## 101 68 7000 None FALSE
## 102 68 7000 None FALSE
## 103 68 7000 None FALSE
## 104 74 4800 Sleep Apnea FALSE
## 105 68 7000 Sleep Apnea FALSE
## 106 74 4800 Insomnia FALSE
## 107 77 4200 None FALSE
## 108 68 7000 None FALSE
## 109 68 7000 None FALSE
## 110 68 8000 None FALSE
## 111 68 7000 None FALSE
## 112 68 8000 None FALSE
## 113 68 7000 None FALSE
## 114 68 8000 None FALSE
## 115 68 7000 None FALSE
## 116 68 7000 None FALSE
## 117 68 7000 None FALSE
## 118 68 7000 None FALSE
## 119 68 7000 None FALSE
## 120 68 7000 None FALSE
## 121 68 7000 None FALSE
## 122 68 7000 None FALSE
## 123 68 7000 None FALSE
## 124 68 7000 None FALSE
## 125 68 7000 None FALSE
## 126 70 8000 None FALSE
## 127 68 8000 None FALSE
## 128 68 7000 None FALSE
## 129 68 8000 None FALSE
## 130 68 8000 None FALSE
## 131 68 7000 None FALSE
## 132 68 8000 None FALSE
## 133 68 8000 None FALSE
## 134 68 7000 None FALSE
## 135 68 8000 None FALSE
## 136 68 8000 None FALSE
## 137 68 7000 None FALSE
## 138 68 8000 None FALSE
## 139 68 7000 None FALSE
## 140 68 8000 None FALSE
## 141 68 7000 None FALSE
## 142 68 8000 None FALSE
## 143 68 7000 None FALSE
## 144 68 7000 None FALSE
## 145 68 8000 Sleep Apnea FALSE
## 146 84 3300 Sleep Apnea TRUE
## 147 68 8000 Insomnia FALSE
## 148 80 4000 Insomnia TRUE
## 149 75 5500 None FALSE
## 150 67 7500 None FALSE
## 151 67 7500 None FALSE
## 152 68 8000 None FALSE
## 153 68 8000 None FALSE
## 154 68 8000 None FALSE
## 155 68 8000 None FALSE
## 156 68 8000 None FALSE
## 157 68 8000 None FALSE
## 158 68 8000 None FALSE
## 159 68 8000 None FALSE
## 160 68 8000 None FALSE
## 161 68 8000 None FALSE
## 162 73 7300 None FALSE
## 163 73 7300 None FALSE
## 164 68 8000 None FALSE
## 165 68 8000 None FALSE
## 166 70 8000 Insomnia FALSE
## 167 72 6200 None FALSE
## 168 72 6000 None FALSE
## 169 72 6000 None FALSE
## 170 70 8000 None FALSE
## 171 70 8000 None FALSE
## 172 70 8000 None FALSE
## 173 70 8000 None FALSE
## 174 70 8000 None FALSE
## 175 70 8000 None FALSE
## 176 70 8000 None FALSE
## 177 70 8000 None FALSE
## 178 72 6000 Insomnia FALSE
## 179 70 8000 None FALSE
## 180 70 8000 None FALSE
## 181 70 8000 None FALSE
## 182 70 8000 None FALSE
## 183 70 8000 None FALSE
## 184 70 8000 None FALSE
## 185 78 5000 Sleep Apnea FALSE
## 186 78 5000 Sleep Apnea FALSE
## 187 65 6000 Insomnia FALSE
## 188 72 6000 Insomnia FALSE
## 189 65 6000 Insomnia FALSE
## 190 72 6000 Insomnia FALSE
## 191 65 6000 Insomnia FALSE
## 192 72 6000 Insomnia FALSE
## 193 72 6000 Insomnia FALSE
## 194 72 6000 Insomnia FALSE
## 195 72 6000 Insomnia FALSE
## 196 72 6000 Insomnia FALSE
## 197 72 6000 Insomnia FALSE
## 198 72 6000 Insomnia FALSE
## 199 72 6000 Insomnia FALSE
## 200 72 6000 Insomnia FALSE
## 201 72 6000 Insomnia FALSE
## 202 70 8000 Insomnia FALSE
## 203 70 8000 Insomnia FALSE
## 204 69 6800 None FALSE
## 205 68 6800 None FALSE
## 206 70 8000 None FALSE
## 207 70 8000 None FALSE
## 208 70 8000 None FALSE
## 209 70 8000 None FALSE
## 210 70 8000 None FALSE
## 211 70 8000 None FALSE
## 212 70 8000 None FALSE
## 213 70 8000 None FALSE
## 214 70 8000 None FALSE
## 215 70 8000 None FALSE
## 216 70 8000 None FALSE
## 217 70 8000 None FALSE
## 218 70 8000 None FALSE
## 219 70 8000 Sleep Apnea FALSE
## 220 72 6000 Sleep Apnea FALSE
## 221 65 6000 Insomnia FALSE
## 222 72 6000 Insomnia FALSE
## 223 72 6000 Insomnia FALSE
## 224 72 6000 Insomnia FALSE
## 225 65 6000 Insomnia FALSE
## 226 72 6000 Insomnia FALSE
## 227 65 6000 Insomnia FALSE
## 228 72 6000 Insomnia FALSE
## 229 65 6000 Insomnia FALSE
## 230 72 6000 Insomnia FALSE
## 231 65 6000 Insomnia FALSE
## 232 72 6000 Insomnia FALSE
## 233 65 6000 Insomnia FALSE
## 234 72 6000 Insomnia FALSE
## 235 65 6000 Insomnia FALSE
## 236 72 6000 Insomnia FALSE
## 237 72 6000 Insomnia FALSE
## 238 65 6000 Insomnia FALSE
## 239 72 6000 Insomnia FALSE
## 240 72 6000 Insomnia FALSE
## 241 65 6000 Insomnia FALSE
## 242 72 6000 Insomnia FALSE
## 243 72 6000 Insomnia FALSE
## 244 65 6000 Insomnia FALSE
## 245 72 6000 Insomnia FALSE
## 246 65 6000 Insomnia FALSE
## 247 72 6000 Insomnia FALSE
## 248 78 5000 Insomnia FALSE
## 249 72 6000 None FALSE
## 250 72 6000 None FALSE
## 251 65 6000 Insomnia FALSE
## 252 65 6000 Insomnia FALSE
## 253 65 6000 Insomnia FALSE
## 254 65 6000 Insomnia FALSE
## 255 65 6000 Insomnia FALSE
## 256 65 6000 Insomnia FALSE
## 257 65 6000 Insomnia FALSE
## 258 65 6000 Insomnia FALSE
## 259 65 6000 Insomnia FALSE
## 260 65 6000 Insomnia FALSE
## 261 65 6000 Insomnia FALSE
## 262 65 6000 None FALSE
## 263 65 6000 None FALSE
## 264 75 5500 None FALSE
## 265 83 3500 Insomnia TRUE
## 266 75 10000 Sleep Apnea FALSE
## 267 83 3500 Insomnia TRUE
## 268 75 10000 None FALSE
## 269 75 10000 Sleep Apnea FALSE
## 270 75 10000 Sleep Apnea FALSE
## 271 75 10000 Sleep Apnea FALSE
## 272 75 10000 Sleep Apnea FALSE
## 273 75 10000 Sleep Apnea FALSE
## 274 75 10000 Sleep Apnea FALSE
## 275 75 10000 Sleep Apnea FALSE
## 276 75 10000 Sleep Apnea FALSE
## 277 86 3700 Sleep Apnea TRUE
## 278 86 3700 Sleep Apnea TRUE
## 279 75 10000 Insomnia FALSE
## 280 65 5000 None FALSE
## 281 75 10000 None FALSE
## 282 75 10000 Sleep Apnea FALSE
## 283 75 10000 Sleep Apnea FALSE
## 284 75 10000 Sleep Apnea FALSE
## 285 75 10000 Sleep Apnea FALSE
## 286 75 10000 Sleep Apnea FALSE
## 287 75 10000 Sleep Apnea FALSE
## 288 75 10000 Sleep Apnea FALSE
## 289 75 10000 Sleep Apnea FALSE
## 290 75 10000 Sleep Apnea FALSE
## 291 75 10000 Sleep Apnea FALSE
## 292 75 10000 Sleep Apnea FALSE
## 293 75 10000 Sleep Apnea FALSE
## 294 75 10000 Sleep Apnea FALSE
## 295 75 10000 Sleep Apnea FALSE
## 296 75 10000 Sleep Apnea FALSE
## 297 75 10000 Sleep Apnea FALSE
## 298 75 10000 Sleep Apnea FALSE
## 299 65 5000 None FALSE
## 300 65 5000 None FALSE
## 301 65 5000 None FALSE
## 302 65 5000 None FALSE
## 303 72 6000 None FALSE
## 304 75 10000 Sleep Apnea FALSE
## 305 75 10000 Sleep Apnea FALSE
## 306 75 10000 Sleep Apnea FALSE
## 307 72 6000 Insomnia FALSE
## 308 72 6000 Insomnia FALSE
## 309 72 6000 Insomnia FALSE
## 310 72 6000 Insomnia FALSE
## 311 72 6000 Insomnia FALSE
## 312 72 6000 Insomnia FALSE
## 313 65 5000 None FALSE
## 314 65 5000 None FALSE
## 315 65 5000 None FALSE
## 316 65 5000 Insomnia FALSE
## 317 65 5000 None FALSE
## 318 65 5000 None FALSE
## 319 65 5000 None FALSE
## 320 65 5000 None FALSE
## 321 65 5000 None FALSE
## 322 65 5000 None FALSE
## 323 65 5000 None FALSE
## 324 65 5000 None FALSE
## 325 65 5000 None FALSE
## 326 65 5000 None FALSE
## 327 65 5000 None FALSE
## 328 65 5000 None FALSE
## 329 65 5000 None FALSE
## 330 65 5000 None FALSE
## 331 65 5000 None FALSE
## 332 65 5000 None FALSE
## 333 65 5000 None FALSE
## 334 65 5000 None FALSE
## 335 65 5000 None FALSE
## 336 65 5000 None FALSE
## 337 65 5000 None FALSE
## 338 65 5000 None FALSE
## 339 65 5000 None FALSE
## 340 72 5000 Sleep Apnea FALSE
## 341 72 5000 Sleep Apnea FALSE
## 342 65 10000 None FALSE
## 343 65 10000 None FALSE
## 344 68 7000 None FALSE
## 345 68 7000 Sleep Apnea FALSE
## 346 68 7000 Sleep Apnea FALSE
## 347 68 7000 Sleep Apnea FALSE
## 348 68 7000 Sleep Apnea FALSE
## 349 68 7000 Sleep Apnea FALSE
## 350 68 7000 Sleep Apnea FALSE
## 351 68 7000 Sleep Apnea FALSE
## 352 68 7000 Sleep Apnea FALSE
## 353 68 7000 Sleep Apnea FALSE
## 354 68 7000 Sleep Apnea FALSE
## 355 68 7000 Sleep Apnea FALSE
## 356 68 7000 Sleep Apnea FALSE
## 357 68 7000 Sleep Apnea FALSE
## 358 68 7000 Sleep Apnea FALSE
## 359 68 7000 None FALSE
## 360 68 7000 None FALSE
## 361 68 7000 Sleep Apnea FALSE
## 362 68 7000 Sleep Apnea FALSE
## 363 68 7000 Sleep Apnea FALSE
## 364 68 7000 Sleep Apnea FALSE
## 365 68 7000 Sleep Apnea FALSE
## 366 68 7000 Sleep Apnea FALSE
## 367 68 7000 Sleep Apnea FALSE
## 368 68 7000 Sleep Apnea FALSE
## 369 68 7000 Sleep Apnea FALSE
## 370 68 7000 Sleep Apnea FALSE
## 371 68 7000 Sleep Apnea FALSE
## 372 68 7000 Sleep Apnea FALSE
## 373 68 7000 Sleep Apnea FALSE
## 374 68 7000 Sleep Apnea FALSEdataset%>%
filter(Heart.Rate>=lower&Heart.Rate<=upper)## Person.ID Gender Age Occupation Sleep.Duration Quality.of.Sleep
## 1 1 Male 27 Software Engineer 6.1 6
## 2 2 Male 28 Doctor 6.2 6
## 3 3 Male 28 Doctor 6.2 6
## 4 8 Male 29 Doctor 7.8 7
## 5 9 Male 29 Doctor 7.8 7
## 6 10 Male 29 Doctor 7.8 7
## 7 11 Male 29 Doctor 6.1 6
## 8 12 Male 29 Doctor 7.8 7
## 9 13 Male 29 Doctor 6.1 6
## 10 14 Male 29 Doctor 6.0 6
## 11 15 Male 29 Doctor 6.0 6
## 12 16 Male 29 Doctor 6.0 6
## 13 18 Male 29 Doctor 6.0 6
## 14 20 Male 30 Doctor 7.6 7
## 15 21 Male 30 Doctor 7.7 7
## 16 22 Male 30 Doctor 7.7 7
## 17 23 Male 30 Doctor 7.7 7
## 18 24 Male 30 Doctor 7.7 7
## 19 25 Male 30 Doctor 7.8 7
## 20 26 Male 30 Doctor 7.9 7
## 21 27 Male 30 Doctor 7.8 7
## 22 28 Male 30 Doctor 7.9 7
## 23 29 Male 30 Doctor 7.9 7
## 24 30 Male 30 Doctor 7.9 7
## 25 31 Female 30 Nurse 6.4 5
## 26 32 Female 30 Nurse 6.4 5
## 27 33 Female 31 Nurse 7.9 8
## 28 34 Male 31 Doctor 6.1 6
## 29 35 Male 31 Doctor 7.7 7
## 30 36 Male 31 Doctor 6.1 6
## 31 37 Male 31 Doctor 6.1 6
## 32 38 Male 31 Doctor 7.6 7
## 33 39 Male 31 Doctor 7.6 7
## 34 40 Male 31 Doctor 7.6 7
## 35 41 Male 31 Doctor 7.7 7
## 36 42 Male 31 Doctor 7.7 7
## 37 43 Male 31 Doctor 7.7 7
## 38 44 Male 31 Doctor 7.8 7
## 39 45 Male 31 Doctor 7.7 7
## 40 46 Male 31 Doctor 7.8 7
## 41 47 Male 31 Doctor 7.7 7
## 42 48 Male 31 Doctor 7.8 7
## 43 49 Male 31 Doctor 7.7 7
## 44 50 Male 31 Doctor 7.7 7
## 45 51 Male 32 Engineer 7.5 8
## 46 52 Male 32 Engineer 7.5 8
## 47 53 Male 32 Doctor 6.0 6
## 48 54 Male 32 Doctor 7.6 7
## 49 55 Male 32 Doctor 6.0 6
## 50 56 Male 32 Doctor 6.0 6
## 51 57 Male 32 Doctor 7.7 7
## 52 58 Male 32 Doctor 6.0 6
## 53 59 Male 32 Doctor 6.0 6
## 54 60 Male 32 Doctor 7.7 7
## 55 61 Male 32 Doctor 6.0 6
## 56 62 Male 32 Doctor 6.0 6
## 57 63 Male 32 Doctor 6.2 6
## 58 64 Male 32 Doctor 6.2 6
## 59 65 Male 32 Doctor 6.2 6
## 60 66 Male 32 Doctor 6.2 6
## 61 67 Male 32 Accountant 7.2 8
## 62 68 Male 33 Doctor 6.0 6
## 63 69 Female 33 Scientist 6.2 6
## 64 70 Female 33 Scientist 6.2 6
## 65 71 Male 33 Doctor 6.1 6
## 66 72 Male 33 Doctor 6.1 6
## 67 73 Male 33 Doctor 6.1 6
## 68 74 Male 33 Doctor 6.1 6
## 69 75 Male 33 Doctor 6.0 6
## 70 76 Male 33 Doctor 6.0 6
## 71 77 Male 33 Doctor 6.0 6
## 72 78 Male 33 Doctor 6.0 6
## 73 79 Male 33 Doctor 6.0 6
## 74 80 Male 33 Doctor 6.0 6
## 75 83 Male 35 Teacher 6.7 7
## 76 84 Male 35 Teacher 6.7 7
## 77 85 Male 35 Software Engineer 7.5 8
## 78 86 Female 35 Accountant 7.2 8
## 79 87 Male 35 Engineer 7.2 8
## 80 88 Male 35 Engineer 7.2 8
## 81 89 Male 35 Engineer 7.3 8
## 82 90 Male 35 Engineer 7.3 8
## 83 91 Male 35 Engineer 7.3 8
## 84 92 Male 35 Engineer 7.3 8
## 85 93 Male 35 Software Engineer 7.5 8
## 86 95 Female 36 Accountant 7.2 8
## 87 96 Female 36 Accountant 7.1 8
## 88 97 Female 36 Accountant 7.2 8
## 89 98 Female 36 Accountant 7.1 8
## 90 99 Female 36 Teacher 7.1 8
## 91 100 Female 36 Teacher 7.1 8
## 92 101 Female 36 Teacher 7.2 8
## 93 102 Female 36 Teacher 7.2 8
## 94 103 Female 36 Teacher 7.2 8
## 95 104 Male 36 Teacher 6.6 5
## 96 105 Female 36 Teacher 7.2 8
## 97 106 Male 36 Teacher 6.6 5
## 98 107 Female 37 Nurse 6.1 6
## 99 108 Male 37 Engineer 7.8 8
## 100 109 Male 37 Engineer 7.8 8
## 101 110 Male 37 Lawyer 7.4 8
## 102 111 Female 37 Accountant 7.2 8
## 103 112 Male 37 Lawyer 7.4 8
## 104 113 Female 37 Accountant 7.2 8
## 105 114 Male 37 Lawyer 7.4 8
## 106 115 Female 37 Accountant 7.2 8
## 107 116 Female 37 Accountant 7.2 8
## 108 117 Female 37 Accountant 7.2 8
## 109 118 Female 37 Accountant 7.2 8
## 110 119 Female 37 Accountant 7.2 8
## 111 120 Female 37 Accountant 7.2 8
## 112 121 Female 37 Accountant 7.2 8
## 113 122 Female 37 Accountant 7.2 8
## 114 123 Female 37 Accountant 7.2 8
## 115 124 Female 37 Accountant 7.2 8
## 116 125 Female 37 Accountant 7.2 8
## 117 126 Female 37 Nurse 7.5 8
## 118 127 Male 38 Lawyer 7.3 8
## 119 128 Female 38 Accountant 7.1 8
## 120 129 Male 38 Lawyer 7.3 8
## 121 130 Male 38 Lawyer 7.3 8
## 122 131 Female 38 Accountant 7.1 8
## 123 132 Male 38 Lawyer 7.3 8
## 124 133 Male 38 Lawyer 7.3 8
## 125 134 Female 38 Accountant 7.1 8
## 126 135 Male 38 Lawyer 7.3 8
## 127 136 Male 38 Lawyer 7.3 8
## 128 137 Female 38 Accountant 7.1 8
## 129 138 Male 38 Lawyer 7.1 8
## 130 139 Female 38 Accountant 7.1 8
## 131 140 Male 38 Lawyer 7.1 8
## 132 141 Female 38 Accountant 7.1 8
## 133 142 Male 38 Lawyer 7.1 8
## 134 143 Female 38 Accountant 7.1 8
## 135 144 Female 38 Accountant 7.1 8
## 136 145 Male 38 Lawyer 7.1 8
## 137 147 Male 39 Lawyer 7.2 8
## 138 149 Female 39 Lawyer 6.9 7
## 139 150 Female 39 Accountant 8.0 9
## 140 151 Female 39 Accountant 8.0 9
## 141 152 Male 39 Lawyer 7.2 8
## 142 153 Male 39 Lawyer 7.2 8
## 143 154 Male 39 Lawyer 7.2 8
## 144 155 Male 39 Lawyer 7.2 8
## 145 156 Male 39 Lawyer 7.2 8
## 146 157 Male 39 Lawyer 7.2 8
## 147 158 Male 39 Lawyer 7.2 8
## 148 159 Male 39 Lawyer 7.2 8
## 149 160 Male 39 Lawyer 7.2 8
## 150 161 Male 39 Lawyer 7.2 8
## 151 162 Female 40 Accountant 7.2 8
## 152 163 Female 40 Accountant 7.2 8
## 153 164 Male 40 Lawyer 7.9 8
## 154 165 Male 40 Lawyer 7.9 8
## 155 166 Male 41 Lawyer 7.6 8
## 156 167 Male 41 Engineer 7.3 8
## 157 168 Male 41 Lawyer 7.1 7
## 158 169 Male 41 Lawyer 7.1 7
## 159 170 Male 41 Lawyer 7.7 8
## 160 171 Male 41 Lawyer 7.7 8
## 161 172 Male 41 Lawyer 7.7 8
## 162 173 Male 41 Lawyer 7.7 8
## 163 174 Male 41 Lawyer 7.7 8
## 164 175 Male 41 Lawyer 7.6 8
## 165 176 Male 41 Lawyer 7.6 8
## 166 177 Male 41 Lawyer 7.6 8
## 167 178 Male 42 Salesperson 6.5 6
## 168 179 Male 42 Lawyer 7.8 8
## 169 180 Male 42 Lawyer 7.8 8
## 170 181 Male 42 Lawyer 7.8 8
## 171 182 Male 42 Lawyer 7.8 8
## 172 183 Male 42 Lawyer 7.8 8
## 173 184 Male 42 Lawyer 7.8 8
## 174 185 Female 42 Teacher 6.8 6
## 175 186 Female 42 Teacher 6.8 6
## 176 187 Female 43 Teacher 6.7 7
## 177 188 Male 43 Salesperson 6.3 6
## 178 189 Female 43 Teacher 6.7 7
## 179 190 Male 43 Salesperson 6.5 6
## 180 191 Female 43 Teacher 6.7 7
## 181 192 Male 43 Salesperson 6.4 6
## 182 193 Male 43 Salesperson 6.5 6
## 183 194 Male 43 Salesperson 6.5 6
## 184 195 Male 43 Salesperson 6.5 6
## 185 196 Male 43 Salesperson 6.5 6
## 186 197 Male 43 Salesperson 6.5 6
## 187 198 Male 43 Salesperson 6.5 6
## 188 199 Male 43 Salesperson 6.5 6
## 189 200 Male 43 Salesperson 6.5 6
## 190 201 Male 43 Salesperson 6.5 6
## 191 202 Male 43 Engineer 7.8 8
## 192 203 Male 43 Engineer 7.8 8
## 193 204 Male 43 Engineer 6.9 6
## 194 205 Male 43 Engineer 7.6 8
## 195 206 Male 43 Engineer 7.7 8
## 196 207 Male 43 Engineer 7.7 8
## 197 208 Male 43 Engineer 7.7 8
## 198 209 Male 43 Engineer 7.7 8
## 199 210 Male 43 Engineer 7.8 8
## 200 211 Male 43 Engineer 7.7 8
## 201 212 Male 43 Engineer 7.8 8
## 202 213 Male 43 Engineer 7.8 8
## 203 214 Male 43 Engineer 7.8 8
## 204 215 Male 43 Engineer 7.8 8
## 205 216 Male 43 Engineer 7.8 8
## 206 217 Male 43 Engineer 7.8 8
## 207 218 Male 43 Engineer 7.8 8
## 208 219 Male 43 Engineer 7.8 8
## 209 220 Male 43 Salesperson 6.5 6
## 210 221 Female 44 Teacher 6.6 7
## 211 222 Male 44 Salesperson 6.4 6
## 212 223 Male 44 Salesperson 6.3 6
## 213 224 Male 44 Salesperson 6.4 6
## 214 225 Female 44 Teacher 6.6 7
## 215 226 Male 44 Salesperson 6.3 6
## 216 227 Female 44 Teacher 6.6 7
## 217 228 Male 44 Salesperson 6.3 6
## 218 229 Female 44 Teacher 6.6 7
## 219 230 Male 44 Salesperson 6.3 6
## 220 231 Female 44 Teacher 6.6 7
## 221 232 Male 44 Salesperson 6.3 6
## 222 233 Female 44 Teacher 6.6 7
## 223 234 Male 44 Salesperson 6.3 6
## 224 235 Female 44 Teacher 6.6 7
## 225 236 Male 44 Salesperson 6.3 6
## 226 237 Male 44 Salesperson 6.4 6
## 227 238 Female 44 Teacher 6.5 7
## 228 239 Male 44 Salesperson 6.3 6
## 229 240 Male 44 Salesperson 6.4 6
## 230 241 Female 44 Teacher 6.5 7
## 231 242 Male 44 Salesperson 6.3 6
## 232 243 Male 44 Salesperson 6.4 6
## 233 244 Female 44 Teacher 6.5 7
## 234 245 Male 44 Salesperson 6.3 6
## 235 246 Female 44 Teacher 6.5 7
## 236 247 Male 44 Salesperson 6.3 6
## 237 248 Male 44 Engineer 6.8 7
## 238 249 Male 44 Salesperson 6.4 6
## 239 250 Male 44 Salesperson 6.5 6
## 240 251 Female 45 Teacher 6.8 7
## 241 252 Female 45 Teacher 6.8 7
## 242 253 Female 45 Teacher 6.5 7
## 243 254 Female 45 Teacher 6.5 7
## 244 255 Female 45 Teacher 6.5 7
## 245 256 Female 45 Teacher 6.5 7
## 246 257 Female 45 Teacher 6.6 7
## 247 258 Female 45 Teacher 6.6 7
## 248 259 Female 45 Teacher 6.6 7
## 249 260 Female 45 Teacher 6.6 7
## 250 261 Female 45 Teacher 6.6 7
## 251 262 Female 45 Teacher 6.6 7
## 252 263 Female 45 Teacher 6.6 7
## 253 264 Female 45 Manager 6.9 7
## 254 266 Female 48 Nurse 5.9 6
## 255 268 Female 49 Nurse 6.2 6
## 256 269 Female 49 Nurse 6.0 6
## 257 270 Female 49 Nurse 6.1 6
## 258 271 Female 49 Nurse 6.1 6
## 259 272 Female 49 Nurse 6.1 6
## 260 273 Female 49 Nurse 6.1 6
## 261 274 Female 49 Nurse 6.2 6
## 262 275 Female 49 Nurse 6.2 6
## 263 276 Female 49 Nurse 6.2 6
## 264 279 Female 50 Nurse 6.1 6
## 265 280 Female 50 Engineer 8.3 9
## 266 281 Female 50 Nurse 6.0 6
## 267 282 Female 50 Nurse 6.1 6
## 268 283 Female 50 Nurse 6.0 6
## 269 284 Female 50 Nurse 6.0 6
## 270 285 Female 50 Nurse 6.0 6
## 271 286 Female 50 Nurse 6.0 6
## 272 287 Female 50 Nurse 6.0 6
## 273 288 Female 50 Nurse 6.0 6
## 274 289 Female 50 Nurse 6.0 6
## 275 290 Female 50 Nurse 6.1 6
## 276 291 Female 50 Nurse 6.0 6
## 277 292 Female 50 Nurse 6.1 6
## 278 293 Female 50 Nurse 6.1 6
## 279 294 Female 50 Nurse 6.0 6
## 280 295 Female 50 Nurse 6.1 6
## 281 296 Female 50 Nurse 6.0 6
## 282 297 Female 50 Nurse 6.1 6
## 283 298 Female 50 Nurse 6.1 6
## 284 299 Female 51 Engineer 8.5 9
## 285 300 Female 51 Engineer 8.5 9
## 286 301 Female 51 Engineer 8.5 9
## 287 302 Female 51 Engineer 8.5 9
## 288 303 Female 51 Nurse 7.1 7
## 289 304 Female 51 Nurse 6.0 6
## 290 305 Female 51 Nurse 6.1 6
## 291 306 Female 51 Nurse 6.1 6
## 292 307 Female 52 Accountant 6.5 7
## 293 308 Female 52 Accountant 6.5 7
## 294 309 Female 52 Accountant 6.6 7
## 295 310 Female 52 Accountant 6.6 7
## 296 311 Female 52 Accountant 6.6 7
## 297 312 Female 52 Accountant 6.6 7
## 298 313 Female 52 Engineer 8.4 9
## 299 314 Female 52 Engineer 8.4 9
## 300 315 Female 52 Engineer 8.4 9
## 301 316 Female 53 Engineer 8.3 9
## 302 317 Female 53 Engineer 8.5 9
## 303 318 Female 53 Engineer 8.5 9
## 304 319 Female 53 Engineer 8.4 9
## 305 320 Female 53 Engineer 8.4 9
## 306 321 Female 53 Engineer 8.5 9
## 307 322 Female 53 Engineer 8.4 9
## 308 323 Female 53 Engineer 8.4 9
## 309 324 Female 53 Engineer 8.5 9
## 310 325 Female 53 Engineer 8.3 9
## 311 326 Female 53 Engineer 8.5 9
## 312 327 Female 53 Engineer 8.3 9
## 313 328 Female 53 Engineer 8.5 9
## 314 329 Female 53 Engineer 8.3 9
## 315 330 Female 53 Engineer 8.5 9
## 316 331 Female 53 Engineer 8.5 9
## 317 332 Female 53 Engineer 8.4 9
## 318 333 Female 54 Engineer 8.4 9
## 319 334 Female 54 Engineer 8.4 9
## 320 335 Female 54 Engineer 8.4 9
## 321 336 Female 54 Engineer 8.4 9
## 322 337 Female 54 Engineer 8.4 9
## 323 338 Female 54 Engineer 8.4 9
## 324 339 Female 54 Engineer 8.5 9
## 325 340 Female 55 Nurse 8.1 9
## 326 341 Female 55 Nurse 8.1 9
## 327 342 Female 56 Doctor 8.2 9
## 328 343 Female 56 Doctor 8.2 9
## 329 344 Female 57 Nurse 8.1 9
## 330 345 Female 57 Nurse 8.2 9
## 331 346 Female 57 Nurse 8.2 9
## 332 347 Female 57 Nurse 8.2 9
## 333 348 Female 57 Nurse 8.2 9
## 334 349 Female 57 Nurse 8.2 9
## 335 350 Female 57 Nurse 8.1 9
## 336 351 Female 57 Nurse 8.1 9
## 337 352 Female 57 Nurse 8.1 9
## 338 353 Female 58 Nurse 8.0 9
## 339 354 Female 58 Nurse 8.0 9
## 340 355 Female 58 Nurse 8.0 9
## 341 356 Female 58 Nurse 8.0 9
## 342 357 Female 58 Nurse 8.0 9
## 343 358 Female 58 Nurse 8.0 9
## 344 359 Female 59 Nurse 8.0 9
## 345 360 Female 59 Nurse 8.1 9
## 346 361 Female 59 Nurse 8.2 9
## 347 362 Female 59 Nurse 8.2 9
## 348 363 Female 59 Nurse 8.2 9
## 349 364 Female 59 Nurse 8.2 9
## 350 365 Female 59 Nurse 8.0 9
## 351 366 Female 59 Nurse 8.0 9
## 352 367 Female 59 Nurse 8.1 9
## 353 368 Female 59 Nurse 8.0 9
## 354 369 Female 59 Nurse 8.1 9
## 355 370 Female 59 Nurse 8.1 9
## 356 371 Female 59 Nurse 8.0 9
## 357 372 Female 59 Nurse 8.1 9
## 358 373 Female 59 Nurse 8.1 9
## 359 374 Female 59 Nurse 8.1 9
## Physical.Activity.Level Stress.Level BMI.Category Blood.Pressure
## 1 42 6 Overweight 126/83
## 2 60 8 Normal 125/80
## 3 60 8 Normal 125/80
## 4 75 6 Normal 120/80
## 5 75 6 Normal 120/80
## 6 75 6 Normal 120/80
## 7 30 8 Normal 120/80
## 8 75 6 Normal 120/80
## 9 30 8 Normal 120/80
## 10 30 8 Normal 120/80
## 11 30 8 Normal 120/80
## 12 30 8 Normal 120/80
## 13 30 8 Normal 120/80
## 14 75 6 Normal 120/80
## 15 75 6 Normal 120/80
## 16 75 6 Normal 120/80
## 17 75 6 Normal 120/80
## 18 75 6 Normal 120/80
## 19 75 6 Normal 120/80
## 20 75 6 Normal 120/80
## 21 75 6 Normal 120/80
## 22 75 6 Normal 120/80
## 23 75 6 Normal 120/80
## 24 75 6 Normal 120/80
## 25 35 7 Normal Weight 130/86
## 26 35 7 Normal Weight 130/86
## 27 75 4 Normal Weight 117/76
## 28 30 8 Normal 125/80
## 29 75 6 Normal 120/80
## 30 30 8 Normal 125/80
## 31 30 8 Normal 125/80
## 32 75 6 Normal 120/80
## 33 75 6 Normal 120/80
## 34 75 6 Normal 120/80
## 35 75 6 Normal 120/80
## 36 75 6 Normal 120/80
## 37 75 6 Normal 120/80
## 38 75 6 Normal 120/80
## 39 75 6 Normal 120/80
## 40 75 6 Normal 120/80
## 41 75 6 Normal 120/80
## 42 75 6 Normal 120/80
## 43 75 6 Normal 120/80
## 44 75 6 Normal 120/80
## 45 45 3 Normal 120/80
## 46 45 3 Normal 120/80
## 47 30 8 Normal 125/80
## 48 75 6 Normal 120/80
## 49 30 8 Normal 125/80
## 50 30 8 Normal 125/80
## 51 75 6 Normal 120/80
## 52 30 8 Normal 125/80
## 53 30 8 Normal 125/80
## 54 75 6 Normal 120/80
## 55 30 8 Normal 125/80
## 56 30 8 Normal 125/80
## 57 30 8 Normal 125/80
## 58 30 8 Normal 125/80
## 59 30 8 Normal 125/80
## 60 30 8 Normal 125/80
## 61 50 6 Normal Weight 118/76
## 62 30 8 Normal 125/80
## 63 50 6 Overweight 128/85
## 64 50 6 Overweight 128/85
## 65 30 8 Normal 125/80
## 66 30 8 Normal 125/80
## 67 30 8 Normal 125/80
## 68 30 8 Normal 125/80
## 69 30 8 Normal 125/80
## 70 30 8 Normal 125/80
## 71 30 8 Normal 125/80
## 72 30 8 Normal 125/80
## 73 30 8 Normal 125/80
## 74 30 8 Normal 125/80
## 75 40 5 Overweight 128/84
## 76 40 5 Overweight 128/84
## 77 60 5 Normal Weight 120/80
## 78 60 4 Normal 115/75
## 79 60 4 Normal 125/80
## 80 60 4 Normal 125/80
## 81 60 4 Normal 125/80
## 82 60 4 Normal 125/80
## 83 60 4 Normal 125/80
## 84 60 4 Normal 125/80
## 85 60 5 Normal Weight 120/80
## 86 60 4 Normal 115/75
## 87 60 4 Normal 115/75
## 88 60 4 Normal 115/75
## 89 60 4 Normal 115/75
## 90 60 4 Normal 115/75
## 91 60 4 Normal 115/75
## 92 60 4 Normal 115/75
## 93 60 4 Normal 115/75
## 94 60 4 Normal 115/75
## 95 35 7 Overweight 129/84
## 96 60 4 Normal 115/75
## 97 35 7 Overweight 129/84
## 98 42 6 Overweight 126/83
## 99 70 4 Normal Weight 120/80
## 100 70 4 Normal Weight 120/80
## 101 60 5 Normal 130/85
## 102 60 4 Normal 115/75
## 103 60 5 Normal 130/85
## 104 60 4 Normal 115/75
## 105 60 5 Normal 130/85
## 106 60 4 Normal 115/75
## 107 60 4 Normal 115/75
## 108 60 4 Normal 115/75
## 109 60 4 Normal 115/75
## 110 60 4 Normal 115/75
## 111 60 4 Normal 115/75
## 112 60 4 Normal 115/75
## 113 60 4 Normal 115/75
## 114 60 4 Normal 115/75
## 115 60 4 Normal 115/75
## 116 60 4 Normal 115/75
## 117 60 4 Normal Weight 120/80
## 118 60 5 Normal 130/85
## 119 60 4 Normal 115/75
## 120 60 5 Normal 130/85
## 121 60 5 Normal 130/85
## 122 60 4 Normal 115/75
## 123 60 5 Normal 130/85
## 124 60 5 Normal 130/85
## 125 60 4 Normal 115/75
## 126 60 5 Normal 130/85
## 127 60 5 Normal 130/85
## 128 60 4 Normal 115/75
## 129 60 5 Normal 130/85
## 130 60 4 Normal 115/75
## 131 60 5 Normal 130/85
## 132 60 4 Normal 115/75
## 133 60 5 Normal 130/85
## 134 60 4 Normal 115/75
## 135 60 4 Normal 115/75
## 136 60 5 Normal 130/85
## 137 60 5 Normal 130/85
## 138 50 6 Normal Weight 128/85
## 139 80 3 Normal Weight 115/78
## 140 80 3 Normal Weight 115/78
## 141 60 5 Normal 130/85
## 142 60 5 Normal 130/85
## 143 60 5 Normal 130/85
## 144 60 5 Normal 130/85
## 145 60 5 Normal 130/85
## 146 60 5 Normal 130/85
## 147 60 5 Normal 130/85
## 148 60 5 Normal 130/85
## 149 60 5 Normal 130/85
## 150 60 5 Normal 130/85
## 151 55 6 Normal Weight 119/77
## 152 55 6 Normal Weight 119/77
## 153 90 5 Normal 130/85
## 154 90 5 Normal 130/85
## 155 90 5 Normal 130/85
## 156 70 6 Normal Weight 121/79
## 157 55 6 Overweight 125/82
## 158 55 6 Overweight 125/82
## 159 90 5 Normal 130/85
## 160 90 5 Normal 130/85
## 161 90 5 Normal 130/85
## 162 90 5 Normal 130/85
## 163 90 5 Normal 130/85
## 164 90 5 Normal 130/85
## 165 90 5 Normal 130/85
## 166 90 5 Normal 130/85
## 167 45 7 Overweight 130/85
## 168 90 5 Normal 130/85
## 169 90 5 Normal 130/85
## 170 90 5 Normal 130/85
## 171 90 5 Normal 130/85
## 172 90 5 Normal 130/85
## 173 90 5 Normal 130/85
## 174 45 7 Overweight 130/85
## 175 45 7 Overweight 130/85
## 176 45 4 Overweight 135/90
## 177 45 7 Overweight 130/85
## 178 45 4 Overweight 135/90
## 179 45 7 Overweight 130/85
## 180 45 4 Overweight 135/90
## 181 45 7 Overweight 130/85
## 182 45 7 Overweight 130/85
## 183 45 7 Overweight 130/85
## 184 45 7 Overweight 130/85
## 185 45 7 Overweight 130/85
## 186 45 7 Overweight 130/85
## 187 45 7 Overweight 130/85
## 188 45 7 Overweight 130/85
## 189 45 7 Overweight 130/85
## 190 45 7 Overweight 130/85
## 191 90 5 Normal 130/85
## 192 90 5 Normal 130/85
## 193 47 7 Normal Weight 117/76
## 194 75 4 Overweight 122/80
## 195 90 5 Normal 130/85
## 196 90 5 Normal 130/85
## 197 90 5 Normal 130/85
## 198 90 5 Normal 130/85
## 199 90 5 Normal 130/85
## 200 90 5 Normal 130/85
## 201 90 5 Normal 130/85
## 202 90 5 Normal 130/85
## 203 90 5 Normal 130/85
## 204 90 5 Normal 130/85
## 205 90 5 Normal 130/85
## 206 90 5 Normal 130/85
## 207 90 5 Normal 130/85
## 208 90 5 Normal 130/85
## 209 45 7 Overweight 130/85
## 210 45 4 Overweight 135/90
## 211 45 7 Overweight 130/85
## 212 45 7 Overweight 130/85
## 213 45 7 Overweight 130/85
## 214 45 4 Overweight 135/90
## 215 45 7 Overweight 130/85
## 216 45 4 Overweight 135/90
## 217 45 7 Overweight 130/85
## 218 45 4 Overweight 135/90
## 219 45 7 Overweight 130/85
## 220 45 4 Overweight 135/90
## 221 45 7 Overweight 130/85
## 222 45 4 Overweight 135/90
## 223 45 7 Overweight 130/85
## 224 45 4 Overweight 135/90
## 225 45 7 Overweight 130/85
## 226 45 7 Overweight 130/85
## 227 45 4 Overweight 135/90
## 228 45 7 Overweight 130/85
## 229 45 7 Overweight 130/85
## 230 45 4 Overweight 135/90
## 231 45 7 Overweight 130/85
## 232 45 7 Overweight 130/85
## 233 45 4 Overweight 135/90
## 234 45 7 Overweight 130/85
## 235 45 4 Overweight 135/90
## 236 45 7 Overweight 130/85
## 237 45 7 Overweight 130/85
## 238 45 7 Overweight 130/85
## 239 45 7 Overweight 130/85
## 240 30 6 Overweight 135/90
## 241 30 6 Overweight 135/90
## 242 45 4 Overweight 135/90
## 243 45 4 Overweight 135/90
## 244 45 4 Overweight 135/90
## 245 45 4 Overweight 135/90
## 246 45 4 Overweight 135/90
## 247 45 4 Overweight 135/90
## 248 45 4 Overweight 135/90
## 249 45 4 Overweight 135/90
## 250 45 4 Overweight 135/90
## 251 45 4 Overweight 135/90
## 252 45 4 Overweight 135/90
## 253 55 5 Overweight 125/82
## 254 90 8 Overweight 140/95
## 255 90 8 Overweight 140/95
## 256 90 8 Overweight 140/95
## 257 90 8 Overweight 140/95
## 258 90 8 Overweight 140/95
## 259 90 8 Overweight 140/95
## 260 90 8 Overweight 140/95
## 261 90 8 Overweight 140/95
## 262 90 8 Overweight 140/95
## 263 90 8 Overweight 140/95
## 264 90 8 Overweight 140/95
## 265 30 3 Normal 125/80
## 266 90 8 Overweight 140/95
## 267 90 8 Overweight 140/95
## 268 90 8 Overweight 140/95
## 269 90 8 Overweight 140/95
## 270 90 8 Overweight 140/95
## 271 90 8 Overweight 140/95
## 272 90 8 Overweight 140/95
## 273 90 8 Overweight 140/95
## 274 90 8 Overweight 140/95
## 275 90 8 Overweight 140/95
## 276 90 8 Overweight 140/95
## 277 90 8 Overweight 140/95
## 278 90 8 Overweight 140/95
## 279 90 8 Overweight 140/95
## 280 90 8 Overweight 140/95
## 281 90 8 Overweight 140/95
## 282 90 8 Overweight 140/95
## 283 90 8 Overweight 140/95
## 284 30 3 Normal 125/80
## 285 30 3 Normal 125/80
## 286 30 3 Normal 125/80
## 287 30 3 Normal 125/80
## 288 55 6 Normal Weight 125/82
## 289 90 8 Overweight 140/95
## 290 90 8 Overweight 140/95
## 291 90 8 Overweight 140/95
## 292 45 7 Overweight 130/85
## 293 45 7 Overweight 130/85
## 294 45 7 Overweight 130/85
## 295 45 7 Overweight 130/85
## 296 45 7 Overweight 130/85
## 297 45 7 Overweight 130/85
## 298 30 3 Normal 125/80
## 299 30 3 Normal 125/80
## 300 30 3 Normal 125/80
## 301 30 3 Normal 125/80
## 302 30 3 Normal 125/80
## 303 30 3 Normal 125/80
## 304 30 3 Normal 125/80
## 305 30 3 Normal 125/80
## 306 30 3 Normal 125/80
## 307 30 3 Normal 125/80
## 308 30 3 Normal 125/80
## 309 30 3 Normal 125/80
## 310 30 3 Normal 125/80
## 311 30 3 Normal 125/80
## 312 30 3 Normal 125/80
## 313 30 3 Normal 125/80
## 314 30 3 Normal 125/80
## 315 30 3 Normal 125/80
## 316 30 3 Normal 125/80
## 317 30 3 Normal 125/80
## 318 30 3 Normal 125/80
## 319 30 3 Normal 125/80
## 320 30 3 Normal 125/80
## 321 30 3 Normal 125/80
## 322 30 3 Normal 125/80
## 323 30 3 Normal 125/80
## 324 30 3 Normal 125/80
## 325 75 4 Overweight 140/95
## 326 75 4 Overweight 140/95
## 327 90 3 Normal Weight 118/75
## 328 90 3 Normal Weight 118/75
## 329 75 3 Overweight 140/95
## 330 75 3 Overweight 140/95
## 331 75 3 Overweight 140/95
## 332 75 3 Overweight 140/95
## 333 75 3 Overweight 140/95
## 334 75 3 Overweight 140/95
## 335 75 3 Overweight 140/95
## 336 75 3 Overweight 140/95
## 337 75 3 Overweight 140/95
## 338 75 3 Overweight 140/95
## 339 75 3 Overweight 140/95
## 340 75 3 Overweight 140/95
## 341 75 3 Overweight 140/95
## 342 75 3 Overweight 140/95
## 343 75 3 Overweight 140/95
## 344 75 3 Overweight 140/95
## 345 75 3 Overweight 140/95
## 346 75 3 Overweight 140/95
## 347 75 3 Overweight 140/95
## 348 75 3 Overweight 140/95
## 349 75 3 Overweight 140/95
## 350 75 3 Overweight 140/95
## 351 75 3 Overweight 140/95
## 352 75 3 Overweight 140/95
## 353 75 3 Overweight 140/95
## 354 75 3 Overweight 140/95
## 355 75 3 Overweight 140/95
## 356 75 3 Overweight 140/95
## 357 75 3 Overweight 140/95
## 358 75 3 Overweight 140/95
## 359 75 3 Overweight 140/95
## Heart.Rate Daily.Steps Sleep.Disorder
## 1 77 4200 None
## 2 75 10000 None
## 3 75 10000 None
## 4 70 8000 None
## 5 70 8000 None
## 6 70 8000 None
## 7 70 8000 None
## 8 70 8000 None
## 9 70 8000 None
## 10 70 8000 None
## 11 70 8000 None
## 12 70 8000 None
## 13 70 8000 Sleep Apnea
## 14 70 8000 None
## 15 70 8000 None
## 16 70 8000 None
## 17 70 8000 None
## 18 70 8000 None
## 19 70 8000 None
## 20 70 8000 None
## 21 70 8000 None
## 22 70 8000 None
## 23 70 8000 None
## 24 70 8000 None
## 25 78 4100 Sleep Apnea
## 26 78 4100 Insomnia
## 27 69 6800 None
## 28 72 5000 None
## 29 70 8000 None
## 30 72 5000 None
## 31 72 5000 None
## 32 70 8000 None
## 33 70 8000 None
## 34 70 8000 None
## 35 70 8000 None
## 36 70 8000 None
## 37 70 8000 None
## 38 70 8000 None
## 39 70 8000 None
## 40 70 8000 None
## 41 70 8000 None
## 42 70 8000 None
## 43 70 8000 None
## 44 70 8000 Sleep Apnea
## 45 70 8000 None
## 46 70 8000 None
## 47 72 5000 None
## 48 70 8000 None
## 49 72 5000 None
## 50 72 5000 None
## 51 70 8000 None
## 52 72 5000 None
## 53 72 5000 None
## 54 70 8000 None
## 55 72 5000 None
## 56 72 5000 None
## 57 72 5000 None
## 58 72 5000 None
## 59 72 5000 None
## 60 72 5000 None
## 61 68 7000 None
## 62 72 5000 Insomnia
## 63 76 5500 None
## 64 76 5500 None
## 65 72 5000 None
## 66 72 5000 None
## 67 72 5000 None
## 68 72 5000 None
## 69 72 5000 None
## 70 72 5000 None
## 71 72 5000 None
## 72 72 5000 None
## 73 72 5000 None
## 74 72 5000 None
## 75 70 5600 None
## 76 70 5600 None
## 77 70 8000 None
## 78 68 7000 None
## 79 65 5000 None
## 80 65 5000 None
## 81 65 5000 None
## 82 65 5000 None
## 83 65 5000 None
## 84 65 5000 None
## 85 70 8000 None
## 86 68 7000 Insomnia
## 87 68 7000 None
## 88 68 7000 None
## 89 68 7000 None
## 90 68 7000 None
## 91 68 7000 None
## 92 68 7000 None
## 93 68 7000 None
## 94 68 7000 None
## 95 74 4800 Sleep Apnea
## 96 68 7000 Sleep Apnea
## 97 74 4800 Insomnia
## 98 77 4200 None
## 99 68 7000 None
## 100 68 7000 None
## 101 68 8000 None
## 102 68 7000 None
## 103 68 8000 None
## 104 68 7000 None
## 105 68 8000 None
## 106 68 7000 None
## 107 68 7000 None
## 108 68 7000 None
## 109 68 7000 None
## 110 68 7000 None
## 111 68 7000 None
## 112 68 7000 None
## 113 68 7000 None
## 114 68 7000 None
## 115 68 7000 None
## 116 68 7000 None
## 117 70 8000 None
## 118 68 8000 None
## 119 68 7000 None
## 120 68 8000 None
## 121 68 8000 None
## 122 68 7000 None
## 123 68 8000 None
## 124 68 8000 None
## 125 68 7000 None
## 126 68 8000 None
## 127 68 8000 None
## 128 68 7000 None
## 129 68 8000 None
## 130 68 7000 None
## 131 68 8000 None
## 132 68 7000 None
## 133 68 8000 None
## 134 68 7000 None
## 135 68 7000 None
## 136 68 8000 Sleep Apnea
## 137 68 8000 Insomnia
## 138 75 5500 None
## 139 67 7500 None
## 140 67 7500 None
## 141 68 8000 None
## 142 68 8000 None
## 143 68 8000 None
## 144 68 8000 None
## 145 68 8000 None
## 146 68 8000 None
## 147 68 8000 None
## 148 68 8000 None
## 149 68 8000 None
## 150 68 8000 None
## 151 73 7300 None
## 152 73 7300 None
## 153 68 8000 None
## 154 68 8000 None
## 155 70 8000 Insomnia
## 156 72 6200 None
## 157 72 6000 None
## 158 72 6000 None
## 159 70 8000 None
## 160 70 8000 None
## 161 70 8000 None
## 162 70 8000 None
## 163 70 8000 None
## 164 70 8000 None
## 165 70 8000 None
## 166 70 8000 None
## 167 72 6000 Insomnia
## 168 70 8000 None
## 169 70 8000 None
## 170 70 8000 None
## 171 70 8000 None
## 172 70 8000 None
## 173 70 8000 None
## 174 78 5000 Sleep Apnea
## 175 78 5000 Sleep Apnea
## 176 65 6000 Insomnia
## 177 72 6000 Insomnia
## 178 65 6000 Insomnia
## 179 72 6000 Insomnia
## 180 65 6000 Insomnia
## 181 72 6000 Insomnia
## 182 72 6000 Insomnia
## 183 72 6000 Insomnia
## 184 72 6000 Insomnia
## 185 72 6000 Insomnia
## 186 72 6000 Insomnia
## 187 72 6000 Insomnia
## 188 72 6000 Insomnia
## 189 72 6000 Insomnia
## 190 72 6000 Insomnia
## 191 70 8000 Insomnia
## 192 70 8000 Insomnia
## 193 69 6800 None
## 194 68 6800 None
## 195 70 8000 None
## 196 70 8000 None
## 197 70 8000 None
## 198 70 8000 None
## 199 70 8000 None
## 200 70 8000 None
## 201 70 8000 None
## 202 70 8000 None
## 203 70 8000 None
## 204 70 8000 None
## 205 70 8000 None
## 206 70 8000 None
## 207 70 8000 None
## 208 70 8000 Sleep Apnea
## 209 72 6000 Sleep Apnea
## 210 65 6000 Insomnia
## 211 72 6000 Insomnia
## 212 72 6000 Insomnia
## 213 72 6000 Insomnia
## 214 65 6000 Insomnia
## 215 72 6000 Insomnia
## 216 65 6000 Insomnia
## 217 72 6000 Insomnia
## 218 65 6000 Insomnia
## 219 72 6000 Insomnia
## 220 65 6000 Insomnia
## 221 72 6000 Insomnia
## 222 65 6000 Insomnia
## 223 72 6000 Insomnia
## 224 65 6000 Insomnia
## 225 72 6000 Insomnia
## 226 72 6000 Insomnia
## 227 65 6000 Insomnia
## 228 72 6000 Insomnia
## 229 72 6000 Insomnia
## 230 65 6000 Insomnia
## 231 72 6000 Insomnia
## 232 72 6000 Insomnia
## 233 65 6000 Insomnia
## 234 72 6000 Insomnia
## 235 65 6000 Insomnia
## 236 72 6000 Insomnia
## 237 78 5000 Insomnia
## 238 72 6000 None
## 239 72 6000 None
## 240 65 6000 Insomnia
## 241 65 6000 Insomnia
## 242 65 6000 Insomnia
## 243 65 6000 Insomnia
## 244 65 6000 Insomnia
## 245 65 6000 Insomnia
## 246 65 6000 Insomnia
## 247 65 6000 Insomnia
## 248 65 6000 Insomnia
## 249 65 6000 Insomnia
## 250 65 6000 Insomnia
## 251 65 6000 None
## 252 65 6000 None
## 253 75 5500 None
## 254 75 10000 Sleep Apnea
## 255 75 10000 None
## 256 75 10000 Sleep Apnea
## 257 75 10000 Sleep Apnea
## 258 75 10000 Sleep Apnea
## 259 75 10000 Sleep Apnea
## 260 75 10000 Sleep Apnea
## 261 75 10000 Sleep Apnea
## 262 75 10000 Sleep Apnea
## 263 75 10000 Sleep Apnea
## 264 75 10000 Insomnia
## 265 65 5000 None
## 266 75 10000 None
## 267 75 10000 Sleep Apnea
## 268 75 10000 Sleep Apnea
## 269 75 10000 Sleep Apnea
## 270 75 10000 Sleep Apnea
## 271 75 10000 Sleep Apnea
## 272 75 10000 Sleep Apnea
## 273 75 10000 Sleep Apnea
## 274 75 10000 Sleep Apnea
## 275 75 10000 Sleep Apnea
## 276 75 10000 Sleep Apnea
## 277 75 10000 Sleep Apnea
## 278 75 10000 Sleep Apnea
## 279 75 10000 Sleep Apnea
## 280 75 10000 Sleep Apnea
## 281 75 10000 Sleep Apnea
## 282 75 10000 Sleep Apnea
## 283 75 10000 Sleep Apnea
## 284 65 5000 None
## 285 65 5000 None
## 286 65 5000 None
## 287 65 5000 None
## 288 72 6000 None
## 289 75 10000 Sleep Apnea
## 290 75 10000 Sleep Apnea
## 291 75 10000 Sleep Apnea
## 292 72 6000 Insomnia
## 293 72 6000 Insomnia
## 294 72 6000 Insomnia
## 295 72 6000 Insomnia
## 296 72 6000 Insomnia
## 297 72 6000 Insomnia
## 298 65 5000 None
## 299 65 5000 None
## 300 65 5000 None
## 301 65 5000 Insomnia
## 302 65 5000 None
## 303 65 5000 None
## 304 65 5000 None
## 305 65 5000 None
## 306 65 5000 None
## 307 65 5000 None
## 308 65 5000 None
## 309 65 5000 None
## 310 65 5000 None
## 311 65 5000 None
## 312 65 5000 None
## 313 65 5000 None
## 314 65 5000 None
## 315 65 5000 None
## 316 65 5000 None
## 317 65 5000 None
## 318 65 5000 None
## 319 65 5000 None
## 320 65 5000 None
## 321 65 5000 None
## 322 65 5000 None
## 323 65 5000 None
## 324 65 5000 None
## 325 72 5000 Sleep Apnea
## 326 72 5000 Sleep Apnea
## 327 65 10000 None
## 328 65 10000 None
## 329 68 7000 None
## 330 68 7000 Sleep Apnea
## 331 68 7000 Sleep Apnea
## 332 68 7000 Sleep Apnea
## 333 68 7000 Sleep Apnea
## 334 68 7000 Sleep Apnea
## 335 68 7000 Sleep Apnea
## 336 68 7000 Sleep Apnea
## 337 68 7000 Sleep Apnea
## 338 68 7000 Sleep Apnea
## 339 68 7000 Sleep Apnea
## 340 68 7000 Sleep Apnea
## 341 68 7000 Sleep Apnea
## 342 68 7000 Sleep Apnea
## 343 68 7000 Sleep Apnea
## 344 68 7000 None
## 345 68 7000 None
## 346 68 7000 Sleep Apnea
## 347 68 7000 Sleep Apnea
## 348 68 7000 Sleep Apnea
## 349 68 7000 Sleep Apnea
## 350 68 7000 Sleep Apnea
## 351 68 7000 Sleep Apnea
## 352 68 7000 Sleep Apnea
## 353 68 7000 Sleep Apnea
## 354 68 7000 Sleep Apnea
## 355 68 7000 Sleep Apnea
## 356 68 7000 Sleep Apnea
## 357 68 7000 Sleep Apnea
## 358 68 7000 Sleep Apnea
## 359 68 7000 Sleep Apneahist(dataset$Sleep.Duration,
main="Sleep Duration Distribution",
xlab="Sleep Duration",
col="pink",
border="black")
Gender_Count <- table(dataset$Gender)
pie(Gender_Count,
main = "Gender Distribution",
col = rainbow(length(Gender_Count)))
plot(dataset$Heart.Rate, dataset$Stress.Level,
main = "Scatterplot of Hear Rate vs Stress Level",
xlab = "Heart.Rate",
ylab = "Sterss.Level",
col = "purple",
pch = 18)
boxplot(Physical.Activity.Level ~ BMI.Category,
data=dataset,
main = "Boxplot of BMI Category by Physical Activity Level",
xlab = "BMI Category",
ylab = "Physical Activity Level",
col = c("blue","darkgreen","orange","red"))
library(ggplot2)
ggplot(dataset,aes(x=factor(Age),fill = Sleep.Disorder))+
geom_bar(Position="stack")+
labs(
title="Stacked Bar Chart of Sleep Disorders by Age",
x="Age",
y="Count",
)+
theme_minimal()## Warning in geom_bar(Position = "stack"): Ignoring unknown parameters:
## `Position`
library(dplyr)doctors <- filter(dataset, Occupation=="Doctor")
doctors## Person.ID Gender Age Occupation Sleep.Duration Quality.of.Sleep
## 1 2 Male 28 Doctor 6.2 6
## 2 3 Male 28 Doctor 6.2 6
## 3 8 Male 29 Doctor 7.8 7
## 4 9 Male 29 Doctor 7.8 7
## 5 10 Male 29 Doctor 7.8 7
## 6 11 Male 29 Doctor 6.1 6
## 7 12 Male 29 Doctor 7.8 7
## 8 13 Male 29 Doctor 6.1 6
## 9 14 Male 29 Doctor 6.0 6
## 10 15 Male 29 Doctor 6.0 6
## 11 16 Male 29 Doctor 6.0 6
## 12 18 Male 29 Doctor 6.0 6
## 13 20 Male 30 Doctor 7.6 7
## 14 21 Male 30 Doctor 7.7 7
## 15 22 Male 30 Doctor 7.7 7
## 16 23 Male 30 Doctor 7.7 7
## 17 24 Male 30 Doctor 7.7 7
## 18 25 Male 30 Doctor 7.8 7
## 19 26 Male 30 Doctor 7.9 7
## 20 27 Male 30 Doctor 7.8 7
## 21 28 Male 30 Doctor 7.9 7
## 22 29 Male 30 Doctor 7.9 7
## 23 30 Male 30 Doctor 7.9 7
## 24 34 Male 31 Doctor 6.1 6
## 25 35 Male 31 Doctor 7.7 7
## 26 36 Male 31 Doctor 6.1 6
## 27 37 Male 31 Doctor 6.1 6
## 28 38 Male 31 Doctor 7.6 7
## 29 39 Male 31 Doctor 7.6 7
## 30 40 Male 31 Doctor 7.6 7
## 31 41 Male 31 Doctor 7.7 7
## 32 42 Male 31 Doctor 7.7 7
## 33 43 Male 31 Doctor 7.7 7
## 34 44 Male 31 Doctor 7.8 7
## 35 45 Male 31 Doctor 7.7 7
## 36 46 Male 31 Doctor 7.8 7
## 37 47 Male 31 Doctor 7.7 7
## 38 48 Male 31 Doctor 7.8 7
## 39 49 Male 31 Doctor 7.7 7
## 40 50 Male 31 Doctor 7.7 7
## 41 53 Male 32 Doctor 6.0 6
## 42 54 Male 32 Doctor 7.6 7
## 43 55 Male 32 Doctor 6.0 6
## 44 56 Male 32 Doctor 6.0 6
## 45 57 Male 32 Doctor 7.7 7
## 46 58 Male 32 Doctor 6.0 6
## 47 59 Male 32 Doctor 6.0 6
## 48 60 Male 32 Doctor 7.7 7
## 49 61 Male 32 Doctor 6.0 6
## 50 62 Male 32 Doctor 6.0 6
## 51 63 Male 32 Doctor 6.2 6
## 52 64 Male 32 Doctor 6.2 6
## 53 65 Male 32 Doctor 6.2 6
## 54 66 Male 32 Doctor 6.2 6
## 55 68 Male 33 Doctor 6.0 6
## 56 71 Male 33 Doctor 6.1 6
## 57 72 Male 33 Doctor 6.1 6
## 58 73 Male 33 Doctor 6.1 6
## 59 74 Male 33 Doctor 6.1 6
## 60 75 Male 33 Doctor 6.0 6
## 61 76 Male 33 Doctor 6.0 6
## 62 77 Male 33 Doctor 6.0 6
## 63 78 Male 33 Doctor 6.0 6
## 64 79 Male 33 Doctor 6.0 6
## 65 80 Male 33 Doctor 6.0 6
## 66 265 Male 48 Doctor 7.3 7
## 67 267 Male 48 Doctor 7.3 7
## 68 277 Male 49 Doctor 8.1 9
## 69 278 Male 49 Doctor 8.1 9
## 70 342 Female 56 Doctor 8.2 9
## 71 343 Female 56 Doctor 8.2 9
## Physical.Activity.Level Stress.Level BMI.Category Blood.Pressure Heart.Rate
## 1 60 8 Normal 125/80 75
## 2 60 8 Normal 125/80 75
## 3 75 6 Normal 120/80 70
## 4 75 6 Normal 120/80 70
## 5 75 6 Normal 120/80 70
## 6 30 8 Normal 120/80 70
## 7 75 6 Normal 120/80 70
## 8 30 8 Normal 120/80 70
## 9 30 8 Normal 120/80 70
## 10 30 8 Normal 120/80 70
## 11 30 8 Normal 120/80 70
## 12 30 8 Normal 120/80 70
## 13 75 6 Normal 120/80 70
## 14 75 6 Normal 120/80 70
## 15 75 6 Normal 120/80 70
## 16 75 6 Normal 120/80 70
## 17 75 6 Normal 120/80 70
## 18 75 6 Normal 120/80 70
## 19 75 6 Normal 120/80 70
## 20 75 6 Normal 120/80 70
## 21 75 6 Normal 120/80 70
## 22 75 6 Normal 120/80 70
## 23 75 6 Normal 120/80 70
## 24 30 8 Normal 125/80 72
## 25 75 6 Normal 120/80 70
## 26 30 8 Normal 125/80 72
## 27 30 8 Normal 125/80 72
## 28 75 6 Normal 120/80 70
## 29 75 6 Normal 120/80 70
## 30 75 6 Normal 120/80 70
## 31 75 6 Normal 120/80 70
## 32 75 6 Normal 120/80 70
## 33 75 6 Normal 120/80 70
## 34 75 6 Normal 120/80 70
## 35 75 6 Normal 120/80 70
## 36 75 6 Normal 120/80 70
## 37 75 6 Normal 120/80 70
## 38 75 6 Normal 120/80 70
## 39 75 6 Normal 120/80 70
## 40 75 6 Normal 120/80 70
## 41 30 8 Normal 125/80 72
## 42 75 6 Normal 120/80 70
## 43 30 8 Normal 125/80 72
## 44 30 8 Normal 125/80 72
## 45 75 6 Normal 120/80 70
## 46 30 8 Normal 125/80 72
## 47 30 8 Normal 125/80 72
## 48 75 6 Normal 120/80 70
## 49 30 8 Normal 125/80 72
## 50 30 8 Normal 125/80 72
## 51 30 8 Normal 125/80 72
## 52 30 8 Normal 125/80 72
## 53 30 8 Normal 125/80 72
## 54 30 8 Normal 125/80 72
## 55 30 8 Normal 125/80 72
## 56 30 8 Normal 125/80 72
## 57 30 8 Normal 125/80 72
## 58 30 8 Normal 125/80 72
## 59 30 8 Normal 125/80 72
## 60 30 8 Normal 125/80 72
## 61 30 8 Normal 125/80 72
## 62 30 8 Normal 125/80 72
## 63 30 8 Normal 125/80 72
## 64 30 8 Normal 125/80 72
## 65 30 8 Normal 125/80 72
## 66 65 5 Obese 142/92 83
## 67 65 5 Obese 142/92 83
## 68 85 3 Obese 139/91 86
## 69 85 3 Obese 139/91 86
## 70 90 3 Normal Weight 118/75 65
## 71 90 3 Normal Weight 118/75 65
## Daily.Steps Sleep.Disorder
## 1 10000 None
## 2 10000 None
## 3 8000 None
## 4 8000 None
## 5 8000 None
## 6 8000 None
## 7 8000 None
## 8 8000 None
## 9 8000 None
## 10 8000 None
## 11 8000 None
## 12 8000 Sleep Apnea
## 13 8000 None
## 14 8000 None
## 15 8000 None
## 16 8000 None
## 17 8000 None
## 18 8000 None
## 19 8000 None
## 20 8000 None
## 21 8000 None
## 22 8000 None
## 23 8000 None
## 24 5000 None
## 25 8000 None
## 26 5000 None
## 27 5000 None
## 28 8000 None
## 29 8000 None
## 30 8000 None
## 31 8000 None
## 32 8000 None
## 33 8000 None
## 34 8000 None
## 35 8000 None
## 36 8000 None
## 37 8000 None
## 38 8000 None
## 39 8000 None
## 40 8000 Sleep Apnea
## 41 5000 None
## 42 8000 None
## 43 5000 None
## 44 5000 None
## 45 8000 None
## 46 5000 None
## 47 5000 None
## 48 8000 None
## 49 5000 None
## 50 5000 None
## 51 5000 None
## 52 5000 None
## 53 5000 None
## 54 5000 None
## 55 5000 Insomnia
## 56 5000 None
## 57 5000 None
## 58 5000 None
## 59 5000 None
## 60 5000 None
## 61 5000 None
## 62 5000 None
## 63 5000 None
## 64 5000 None
## 65 5000 None
## 66 3500 Insomnia
## 67 3500 Insomnia
## 68 3700 Sleep Apnea
## 69 3700 Sleep Apnea
## 70 10000 None
## 71 10000 Noneselect<-select(doctors,Stress.Level)
select## Stress.Level
## 1 8
## 2 8
## 3 6
## 4 6
## 5 6
## 6 8
## 7 6
## 8 8
## 9 8
## 10 8
## 11 8
## 12 8
## 13 6
## 14 6
## 15 6
## 16 6
## 17 6
## 18 6
## 19 6
## 20 6
## 21 6
## 22 6
## 23 6
## 24 8
## 25 6
## 26 8
## 27 8
## 28 6
## 29 6
## 30 6
## 31 6
## 32 6
## 33 6
## 34 6
## 35 6
## 36 6
## 37 6
## 38 6
## 39 6
## 40 6
## 41 8
## 42 6
## 43 8
## 44 8
## 45 6
## 46 8
## 47 8
## 48 6
## 49 8
## 50 8
## 51 8
## 52 8
## 53 8
## 54 8
## 55 8
## 56 8
## 57 8
## 58 8
## 59 8
## 60 8
## 61 8
## 62 8
## 63 8
## 64 8
## 65 8
## 66 5
## 67 5
## 68 3
## 69 3
## 70 3
## 71 3Doc_stress_level <- table(select$Stress.Level)
pie(Doc_stress_level,
main = "Stress Level Distribution of Doctors",
col = rainbow(length(Doc_stress_level)))