Project1: Projection of Heart Disease
Dong-Min Kim
10/8/2021
Load a dataset “Heart” from my working directory and load the libraries to be used.
I got the heart dataset from kaggle and save the dataset into my local folder for the project and then, loaded from my folder.
library(ggplot2) # load the ggplot2
library(dplyr) # load 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, unionlibrary(tidyr)
setwd("C:/Users/dkim174/Documents/Classes/Data 110/Datasets") #the dataset is saved in my local drive and loaded in
heart<- read.csv("heart.csv")
heart## Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR
## 1 40 M ATA 140 289 0 Normal 172
## 2 49 F NAP 160 180 0 Normal 156
## 3 37 M ATA 130 283 0 ST 98
## 4 48 F ASY 138 214 0 Normal 108
## 5 54 M NAP 150 195 0 Normal 122
## 6 39 M NAP 120 339 0 Normal 170
## 7 45 F ATA 130 237 0 Normal 170
## 8 54 M ATA 110 208 0 Normal 142
## 9 37 M ASY 140 207 0 Normal 130
## 10 48 F ATA 120 284 0 Normal 120
## 11 37 F NAP 130 211 0 Normal 142
## 12 58 M ATA 136 164 0 ST 99
## 13 39 M ATA 120 204 0 Normal 145
## 14 49 M ASY 140 234 0 Normal 140
## 15 42 F NAP 115 211 0 ST 137
## 16 54 F ATA 120 273 0 Normal 150
## 17 38 M ASY 110 196 0 Normal 166
## 18 43 F ATA 120 201 0 Normal 165
## 19 60 M ASY 100 248 0 Normal 125
## 20 36 M ATA 120 267 0 Normal 160
## 21 43 F TA 100 223 0 Normal 142
## 22 44 M ATA 120 184 0 Normal 142
## 23 49 F ATA 124 201 0 Normal 164
## 24 44 M ATA 150 288 0 Normal 150
## 25 40 M NAP 130 215 0 Normal 138
## 26 36 M NAP 130 209 0 Normal 178
## 27 53 M ASY 124 260 0 ST 112
## 28 52 M ATA 120 284 0 Normal 118
## 29 53 F ATA 113 468 0 Normal 127
## 30 51 M ATA 125 188 0 Normal 145
## 31 53 M NAP 145 518 0 Normal 130
## 32 56 M NAP 130 167 0 Normal 114
## 33 54 M ASY 125 224 0 Normal 122
## 34 41 M ASY 130 172 0 ST 130
## 35 43 F ATA 150 186 0 Normal 154
## 36 32 M ATA 125 254 0 Normal 155
## 37 65 M ASY 140 306 1 Normal 87
## 38 41 F ATA 110 250 0 ST 142
## 39 48 F ATA 120 177 1 ST 148
## 40 48 F ASY 150 227 0 Normal 130
## 41 54 F ATA 150 230 0 Normal 130
## 42 54 F NAP 130 294 0 ST 100
## 43 35 M ATA 150 264 0 Normal 168
## 44 52 M NAP 140 259 0 ST 170
## 45 43 M ASY 120 175 0 Normal 120
## 46 59 M NAP 130 318 0 Normal 120
## 47 37 M ASY 120 223 0 Normal 168
## 48 50 M ATA 140 216 0 Normal 170
## 49 36 M NAP 112 340 0 Normal 184
## 50 41 M ASY 110 289 0 Normal 170
## 51 50 M ASY 130 233 0 Normal 121
## 52 47 F ASY 120 205 0 Normal 98
## 53 45 M ATA 140 224 1 Normal 122
## 54 41 F ATA 130 245 0 Normal 150
## 55 52 F ASY 130 180 0 Normal 140
## 56 51 F ATA 160 194 0 Normal 170
## 57 31 M ASY 120 270 0 Normal 153
## 58 58 M NAP 130 213 0 ST 140
## 59 54 M ASY 150 365 0 ST 134
## 60 52 M ASY 112 342 0 ST 96
## 61 49 M ATA 100 253 0 Normal 174
## 62 43 F NAP 150 254 0 Normal 175
## 63 45 M ASY 140 224 0 Normal 144
## 64 46 M ASY 120 277 0 Normal 125
## 65 50 F ATA 110 202 0 Normal 145
## 66 37 F ATA 120 260 0 Normal 130
## 67 45 F ASY 132 297 0 Normal 144
## 68 32 M ATA 110 225 0 Normal 184
## 69 52 M ASY 160 246 0 ST 82
## 70 44 M ASY 150 412 0 Normal 170
## 71 57 M ATA 140 265 0 ST 145
## 72 44 M ATA 130 215 0 Normal 135
## 73 52 M ASY 120 182 0 Normal 150
## 74 44 F ASY 120 218 0 ST 115
## 75 55 M ASY 140 268 0 Normal 128
## 76 46 M NAP 150 163 0 Normal 116
## 77 32 M ASY 118 529 0 Normal 130
## 78 35 F ASY 140 167 0 Normal 150
## 79 52 M ATA 140 100 0 Normal 138
## 80 49 M ASY 130 206 0 Normal 170
## 81 55 M NAP 110 277 0 Normal 160
## 82 54 M ATA 120 238 0 Normal 154
## 83 63 M ASY 150 223 0 Normal 115
## 84 52 M ATA 160 196 0 Normal 165
## 85 56 M ASY 150 213 1 Normal 125
## 86 66 M ASY 140 139 0 Normal 94
## 87 65 M ASY 170 263 1 Normal 112
## 88 53 F ATA 140 216 0 Normal 142
## 89 43 M TA 120 291 0 ST 155
## 90 55 M ASY 140 229 0 Normal 110
## 91 49 F ATA 110 208 0 Normal 160
## 92 39 M ASY 130 307 0 Normal 140
## 93 52 F ATA 120 210 0 Normal 148
## 94 48 M ASY 160 329 0 Normal 92
## 95 39 F NAP 110 182 0 ST 180
## 96 58 M ASY 130 263 0 Normal 140
## 97 43 M ATA 142 207 0 Normal 138
## 98 39 M NAP 160 147 1 Normal 160
## 99 56 M ASY 120 85 0 Normal 140
## 100 41 M ATA 125 269 0 Normal 144
## 101 65 M ASY 130 275 0 ST 115
## 102 51 M ASY 130 179 0 Normal 100
## 103 40 F ASY 150 392 0 Normal 130
## 104 40 M ASY 120 466 1 Normal 152
## 105 46 M ASY 118 186 0 Normal 124
## 106 57 M ATA 140 260 1 Normal 140
## 107 48 F ASY 120 254 0 ST 110
## 108 34 M ATA 150 214 0 ST 168
## 109 50 M ASY 140 129 0 Normal 135
## 110 39 M ATA 190 241 0 Normal 106
## 111 59 F ATA 130 188 0 Normal 124
## 112 57 M ASY 150 255 0 Normal 92
## 113 47 M ASY 140 276 1 Normal 125
## 114 38 M ATA 140 297 0 Normal 150
## 115 49 F NAP 130 207 0 ST 135
## 116 33 F ASY 100 246 0 Normal 150
## 117 38 M ASY 120 282 0 Normal 170
## 118 59 F ASY 130 338 1 ST 130
## 119 35 F TA 120 160 0 ST 185
## 120 34 M TA 140 156 0 Normal 180
## 121 47 F NAP 135 248 1 Normal 170
## 122 52 F NAP 125 272 0 Normal 139
## 123 46 M ASY 110 240 0 ST 140
## 124 58 F ATA 180 393 0 Normal 110
## 125 58 M ATA 130 230 0 Normal 150
## 126 54 M ATA 120 246 0 Normal 110
## 127 34 F ATA 130 161 0 Normal 190
## 128 48 F ASY 108 163 0 Normal 175
## 129 54 F ATA 120 230 1 Normal 140
## 130 42 M NAP 120 228 0 Normal 152
## 131 38 M NAP 145 292 0 Normal 130
## 132 46 M ASY 110 202 0 Normal 150
## 133 56 M ASY 170 388 0 ST 122
## 134 56 M ASY 150 230 0 ST 124
## 135 61 F ASY 130 294 0 ST 120
## 136 49 M NAP 115 265 0 Normal 175
## 137 43 F ATA 120 215 0 ST 175
## 138 39 M ATA 120 241 0 ST 146
## 139 54 M ASY 140 166 0 Normal 118
## 140 43 M ASY 150 247 0 Normal 130
## 141 52 M ASY 160 331 0 Normal 94
## 142 50 M ASY 140 341 0 ST 125
## 143 47 M ASY 160 291 0 ST 158
## 144 53 M ASY 140 243 0 Normal 155
## 145 56 F ATA 120 279 0 Normal 150
## 146 39 M ASY 110 273 0 Normal 132
## 147 42 M ATA 120 198 0 Normal 155
## 148 43 F ATA 120 249 0 ST 176
## 149 50 M ATA 120 168 0 Normal 160
## 150 54 M ASY 130 603 1 Normal 125
## 151 39 M ATA 130 215 0 Normal 120
## 152 48 M ATA 100 159 0 Normal 100
## 153 40 M ATA 130 275 0 Normal 150
## 154 55 M ASY 120 270 0 Normal 140
## 155 41 M ATA 120 291 0 ST 160
## 156 56 M ASY 155 342 1 Normal 150
## 157 38 M ASY 110 190 0 Normal 150
## 158 49 M ASY 140 185 0 Normal 130
## 159 44 M ASY 130 290 0 Normal 100
## 160 54 M ATA 160 195 0 ST 130
## 161 59 M ASY 140 264 1 LVH 119
## 162 49 M ASY 128 212 0 Normal 96
## 163 47 M ATA 160 263 0 Normal 174
## 164 42 M ATA 120 196 0 Normal 150
## 165 52 F ATA 140 225 0 Normal 140
## 166 46 M TA 140 272 1 Normal 175
## 167 50 M ASY 140 231 0 ST 140
## 168 48 M ATA 140 238 0 Normal 118
## 169 58 M ASY 135 222 0 Normal 100
## 170 58 M NAP 140 179 0 Normal 160
## 171 29 M ATA 120 243 0 Normal 160
## 172 40 M NAP 140 235 0 Normal 188
## 173 53 M ATA 140 320 0 Normal 162
## 174 49 M NAP 140 187 0 Normal 172
## 175 52 M ASY 140 266 0 Normal 134
## 176 43 M ASY 140 288 0 Normal 135
## 177 54 M ASY 140 216 0 Normal 105
## 178 59 M ATA 140 287 0 Normal 150
## 179 37 M NAP 130 194 0 Normal 150
## 180 46 F ASY 130 238 0 Normal 90
## 181 52 M ASY 130 225 0 Normal 120
## 182 51 M ATA 130 224 0 Normal 150
## 183 52 M ASY 140 404 0 Normal 124
## 184 46 M ASY 110 238 0 ST 140
## 185 54 F ATA 160 312 0 Normal 130
## 186 58 M NAP 160 211 1 ST 92
## 187 58 M ATA 130 251 0 Normal 110
## 188 41 M ASY 120 237 1 Normal 138
## 189 50 F ASY 120 328 0 Normal 110
## 190 53 M ASY 180 285 0 ST 120
## 191 46 M ASY 180 280 0 ST 120
## 192 50 M ATA 170 209 0 ST 116
## 193 48 M ATA 130 245 0 Normal 160
## 194 45 M NAP 135 192 0 Normal 110
## 195 41 F ATA 125 184 0 Normal 180
## 196 62 F TA 160 193 0 Normal 116
## 197 49 M ASY 120 297 0 Normal 132
## 198 42 M ATA 150 268 0 Normal 136
## 199 53 M ASY 120 246 0 Normal 116
## 200 57 F TA 130 308 0 Normal 98
## 201 47 M TA 110 249 0 Normal 150
## 202 46 M NAP 120 230 0 Normal 150
## 203 42 M NAP 160 147 0 Normal 146
## 204 31 F ATA 100 219 0 ST 150
## 205 56 M ATA 130 184 0 Normal 100
## 206 50 M ASY 150 215 0 Normal 140
## 207 35 M ATA 120 308 0 LVH 180
## 208 35 M ATA 110 257 0 Normal 140
## 209 28 M ATA 130 132 0 LVH 185
## 210 54 M ASY 125 216 0 Normal 140
## 211 48 M ASY 106 263 1 Normal 110
## 212 50 F NAP 140 288 0 Normal 140
## 213 56 M NAP 130 276 0 Normal 128
## 214 56 F NAP 130 219 0 ST 164
## 215 47 M ASY 150 226 0 Normal 98
## 216 30 F TA 170 237 0 ST 170
## 217 39 M ASY 110 280 0 Normal 150
## 218 54 M NAP 120 217 0 Normal 137
## 219 55 M ATA 140 196 0 Normal 150
## 220 29 M ATA 140 263 0 Normal 170
## 221 46 M ASY 130 222 0 Normal 112
## 222 51 F ASY 160 303 0 Normal 150
## 223 48 F NAP 120 195 0 Normal 125
## 224 33 M NAP 120 298 0 Normal 185
## 225 55 M ATA 120 256 1 Normal 137
## 226 50 M ASY 145 264 0 Normal 150
## 227 53 M NAP 120 195 0 Normal 140
## 228 38 M ASY 92 117 0 Normal 134
## 229 41 M ATA 120 295 0 Normal 170
## 230 37 F ASY 130 173 0 ST 184
## 231 37 M ASY 130 315 0 Normal 158
## 232 40 M NAP 130 281 0 Normal 167
## 233 38 F ATA 120 275 0 Normal 129
## 234 41 M ASY 112 250 0 Normal 142
## 235 54 F ATA 140 309 0 ST 140
## 236 39 M ATA 120 200 0 Normal 160
## 237 41 M ASY 120 336 0 Normal 118
## 238 55 M TA 140 295 0 Normal 136
## 239 48 M ASY 160 355 0 Normal 99
## 240 48 M ASY 160 193 0 Normal 102
## 241 55 M ATA 145 326 0 Normal 155
## 242 54 M ASY 200 198 0 Normal 142
## 243 55 M ATA 160 292 1 Normal 143
## 244 43 F ATA 120 266 0 Normal 118
## 245 48 M ASY 160 268 0 Normal 103
## 246 54 M TA 120 171 0 Normal 137
## 247 54 M NAP 120 237 0 Normal 150
## 248 48 M ASY 122 275 1 ST 150
## 249 45 M ASY 130 219 0 ST 130
## 250 49 M ASY 130 341 0 Normal 120
## 251 44 M ASY 135 491 0 Normal 135
## 252 48 M ASY 120 260 0 Normal 115
## 253 61 M ASY 125 292 0 ST 115
## 254 62 M ATA 140 271 0 Normal 152
## 255 55 M ASY 145 248 0 Normal 96
## 256 53 F NAP 120 274 0 Normal 130
## 257 55 F ATA 130 394 0 LVH 150
## 258 36 M NAP 150 160 0 Normal 172
## 259 51 F NAP 150 200 0 Normal 120
## 260 55 F ATA 122 320 0 Normal 155
## 261 46 M ATA 140 275 0 Normal 165
## 262 54 F ATA 120 221 0 Normal 138
## 263 46 M ASY 120 231 0 Normal 115
## 264 59 M ASY 130 126 0 Normal 125
## 265 47 M NAP 140 193 0 Normal 145
## 266 54 M ATA 160 305 0 Normal 175
## 267 52 M ASY 130 298 0 Normal 110
## 268 34 M ATA 98 220 0 Normal 150
## 269 54 M ASY 130 242 0 Normal 91
## 270 47 F NAP 130 235 0 Normal 145
## 271 45 M ASY 120 225 0 Normal 140
## 272 32 F ATA 105 198 0 Normal 165
## 273 55 M ASY 140 201 0 Normal 130
## 274 55 M NAP 120 220 0 LVH 134
## 275 45 F ATA 180 295 0 Normal 180
## 276 59 M NAP 180 213 0 Normal 100
## 277 51 M NAP 135 160 0 Normal 150
## 278 52 M ASY 170 223 0 Normal 126
## 279 57 F ASY 180 347 0 ST 126
## 280 54 F ATA 130 253 0 ST 155
## 281 60 M NAP 120 246 0 LVH 135
## 282 49 M ASY 150 222 0 Normal 122
## 283 51 F NAP 130 220 0 Normal 160
## 284 55 F ATA 110 344 0 ST 160
## 285 42 M ASY 140 358 0 Normal 170
## 286 51 F NAP 110 190 0 Normal 120
## 287 59 M ASY 140 169 0 Normal 140
## 288 53 M ATA 120 181 0 Normal 132
## 289 48 F ATA 133 308 0 ST 156
## 290 36 M ATA 120 166 0 Normal 180
## 291 48 M NAP 110 211 0 Normal 138
## 292 47 F ATA 140 257 0 Normal 135
## 293 53 M ASY 130 182 0 Normal 148
## 294 65 M ASY 115 0 0 Normal 93
## 295 32 M TA 95 0 1 Normal 127
## 296 61 M ASY 105 0 1 Normal 110
## 297 50 M ASY 145 0 1 Normal 139
## 298 57 M ASY 110 0 1 ST 131
## 299 51 M ASY 110 0 1 Normal 92
## 300 47 M ASY 110 0 1 ST 149
## 301 60 M ASY 160 0 1 Normal 149
## 302 55 M ATA 140 0 0 ST 150
## 303 53 M ASY 125 0 1 Normal 120
## 304 62 F ASY 120 0 1 ST 123
## 305 51 M ASY 95 0 1 Normal 126
## 306 51 F ASY 120 0 1 Normal 127
## 307 55 M ASY 115 0 1 Normal 155
## 308 53 M ATA 130 0 0 ST 120
## 309 58 M ASY 115 0 1 Normal 138
## 310 57 M ASY 95 0 1 Normal 182
## 311 65 M ASY 155 0 0 Normal 154
## 312 60 M ASY 125 0 1 Normal 110
## 313 41 M ASY 125 0 1 Normal 176
## 314 34 M ASY 115 0 1 Normal 154
## 315 53 M ASY 80 0 0 Normal 141
## 316 74 M ATA 145 0 1 ST 123
## 317 57 M NAP 105 0 1 Normal 148
## 318 56 M ASY 140 0 1 Normal 121
## 319 61 M ASY 130 0 1 Normal 77
## 320 68 M ASY 145 0 1 Normal 136
## 321 59 M NAP 125 0 1 Normal 175
## 322 63 M ASY 100 0 1 Normal 109
## 323 38 F ASY 105 0 1 Normal 166
## 324 62 M ASY 115 0 1 Normal 128
## 325 46 M ASY 100 0 1 ST 133
## 326 42 M ASY 105 0 1 Normal 128
## 327 45 M NAP 110 0 0 Normal 138
## 328 59 M ASY 125 0 1 Normal 119
## 329 52 M ASY 95 0 1 Normal 82
## 330 60 M ASY 130 0 1 ST 130
## 331 60 M NAP 115 0 1 Normal 143
## 332 56 M ASY 115 0 1 ST 82
## 333 38 M NAP 100 0 0 Normal 179
## 334 40 M ASY 95 0 1 ST 144
## 335 51 M ASY 130 0 1 Normal 170
## 336 62 M TA 120 0 1 LVH 134
## 337 72 M NAP 160 0 0 LVH 114
## 338 63 M ASY 150 0 1 ST 154
## 339 63 M ASY 140 0 1 LVH 149
## 340 64 F ASY 95 0 1 Normal 145
## 341 43 M ASY 100 0 1 Normal 122
## 342 64 M ASY 110 0 1 Normal 114
## 343 61 M ASY 110 0 1 Normal 113
## 344 52 M ASY 130 0 1 Normal 120
## 345 51 M ASY 120 0 1 Normal 104
## 346 69 M ASY 135 0 0 Normal 130
## 347 59 M ASY 120 0 0 Normal 115
## 348 48 M ASY 115 0 1 Normal 128
## 349 69 M ASY 137 0 0 ST 104
## 350 36 M ASY 110 0 1 Normal 125
## 351 53 M ASY 120 0 1 Normal 120
## 352 43 M ASY 140 0 0 ST 140
## 353 56 M ASY 120 0 0 ST 100
## 354 58 M ASY 130 0 0 ST 100
## 355 55 M ASY 120 0 0 ST 92
## 356 67 M TA 145 0 0 LVH 125
## 357 46 M ASY 115 0 0 Normal 113
## 358 53 M ATA 120 0 0 Normal 95
## 359 38 M NAP 115 0 0 Normal 128
## 360 53 M NAP 105 0 0 Normal 115
## 361 62 M NAP 160 0 0 Normal 72
## 362 47 M ASY 160 0 0 Normal 124
## 363 56 M NAP 155 0 0 ST 99
## 364 56 M ASY 120 0 0 ST 148
## 365 56 M NAP 120 0 0 Normal 97
## 366 64 F ASY 200 0 0 Normal 140
## 367 61 M ASY 150 0 0 Normal 117
## 368 68 M ASY 135 0 0 ST 120
## 369 57 M ASY 140 0 0 Normal 120
## 370 63 M ASY 150 0 0 Normal 86
## 371 60 M ASY 135 0 0 Normal 63
## 372 66 M ASY 150 0 0 Normal 108
## 373 63 M ASY 185 0 0 Normal 98
## 374 59 M ASY 135 0 0 Normal 115
## 375 61 M ASY 125 0 0 Normal 105
## 376 73 F NAP 160 0 0 ST 121
## 377 47 M NAP 155 0 0 Normal 118
## 378 65 M ASY 160 0 1 ST 122
## 379 70 M ASY 140 0 1 Normal 157
## 380 50 M ASY 120 0 0 ST 156
## 381 60 M ASY 160 0 0 ST 99
## 382 50 M ASY 115 0 0 Normal 120
## 383 43 M ASY 115 0 0 Normal 145
## 384 38 F ASY 110 0 0 Normal 156
## 385 54 M ASY 120 0 0 Normal 155
## 386 61 M ASY 150 0 0 Normal 105
## 387 42 M ASY 145 0 0 Normal 99
## 388 53 M ASY 130 0 0 LVH 135
## 389 55 M ASY 140 0 0 Normal 83
## 390 61 M ASY 160 0 1 ST 145
## 391 51 M ASY 140 0 0 Normal 60
## 392 70 M ASY 115 0 0 ST 92
## 393 61 M ASY 130 0 0 LVH 115
## 394 38 M ASY 150 0 1 Normal 120
## 395 57 M ASY 160 0 1 Normal 98
## 396 38 M ASY 135 0 1 Normal 150
## 397 62 F TA 140 0 1 Normal 143
## 398 58 M ASY 170 0 1 ST 105
## 399 52 M ASY 165 0 1 Normal 122
## 400 61 M NAP 200 0 1 ST 70
## 401 50 F ASY 160 0 1 Normal 110
## 402 51 M ASY 130 0 1 ST 163
## 403 65 M ASY 145 0 1 ST 67
## 404 52 M ASY 135 0 1 Normal 128
## 405 47 M NAP 110 0 1 Normal 120
## 406 35 M ASY 120 0 1 Normal 130
## 407 57 M ASY 140 0 1 Normal 100
## 408 62 M ASY 115 0 1 Normal 72
## 409 59 M ASY 110 0 1 Normal 94
## 410 53 M NAP 160 0 1 LVH 122
## 411 62 M ASY 150 0 1 ST 78
## 412 54 M ASY 180 0 1 Normal 150
## 413 56 M ASY 125 0 1 Normal 103
## 414 56 M NAP 125 0 1 Normal 98
## 415 54 M ASY 130 0 1 Normal 110
## 416 66 F ASY 155 0 1 Normal 90
## 417 63 M ASY 140 260 0 ST 112
## 418 44 M ASY 130 209 0 ST 127
## 419 60 M ASY 132 218 0 ST 140
## 420 55 M ASY 142 228 0 ST 149
## 421 66 M NAP 110 213 1 LVH 99
## 422 66 M NAP 120 0 0 ST 120
## 423 65 M ASY 150 236 1 ST 105
## 424 60 M NAP 180 0 0 ST 140
## 425 60 M NAP 120 0 1 Normal 141
## 426 60 M ATA 160 267 1 ST 157
## 427 56 M ATA 126 166 0 ST 140
## 428 59 M ASY 140 0 0 ST 117
## 429 62 M ASY 110 0 0 Normal 120
## 430 63 M NAP 133 0 0 LVH 120
## 431 57 M ASY 128 0 1 ST 148
## 432 62 M ASY 120 220 0 ST 86
## 433 63 M ASY 170 177 0 Normal 84
## 434 46 M ASY 110 236 0 Normal 125
## 435 63 M ASY 126 0 0 ST 120
## 436 60 M ASY 152 0 0 ST 118
## 437 58 M ASY 116 0 0 Normal 124
## 438 64 M ASY 120 0 1 ST 106
## 439 63 M NAP 130 0 0 ST 111
## 440 74 M NAP 138 0 0 Normal 116
## 441 52 M NAP 128 0 0 ST 180
## 442 69 M ASY 130 0 1 ST 129
## 443 51 M ASY 128 0 1 ST 125
## 444 60 M ASY 130 186 1 ST 140
## 445 56 M ASY 120 100 0 Normal 120
## 446 55 M NAP 136 228 0 ST 124
## 447 54 M ASY 130 0 0 ST 117
## 448 77 M ASY 124 171 0 ST 110
## 449 63 M ASY 160 230 1 Normal 105
## 450 55 M NAP 0 0 0 Normal 155
## 451 52 M NAP 122 0 0 Normal 110
## 452 64 M ASY 144 0 0 ST 122
## 453 60 M ASY 140 281 0 ST 118
## 454 60 M ASY 120 0 0 Normal 133
## 455 58 M ASY 136 203 1 Normal 123
## 456 59 M ASY 154 0 0 ST 131
## 457 61 M NAP 120 0 0 Normal 80
## 458 40 M ASY 125 0 1 Normal 165
## 459 61 M ASY 134 0 1 ST 86
## 460 41 M ASY 104 0 0 ST 111
## 461 57 M ASY 139 277 1 ST 118
## 462 63 M ASY 136 0 0 Normal 84
## 463 59 M ASY 122 233 0 Normal 117
## 464 51 M ASY 128 0 0 Normal 107
## 465 59 M NAP 131 0 0 Normal 128
## 466 42 M NAP 134 240 0 Normal 160
## 467 55 M NAP 120 0 0 ST 125
## 468 63 F ATA 132 0 0 Normal 130
## 469 62 M ASY 152 153 0 ST 97
## 470 56 M ATA 124 224 1 Normal 161
## 471 53 M ASY 126 0 0 Normal 106
## 472 68 M ASY 138 0 0 Normal 130
## 473 53 M ASY 154 0 1 ST 140
## 474 60 M NAP 141 316 1 ST 122
## 475 62 M ATA 131 0 0 Normal 130
## 476 59 M ASY 178 0 1 LVH 120
## 477 51 M ASY 132 218 1 LVH 139
## 478 61 M ASY 110 0 1 Normal 108
## 479 57 M ASY 130 311 1 ST 148
## 480 56 M NAP 170 0 0 LVH 123
## 481 58 M ATA 126 0 1 Normal 110
## 482 69 M NAP 140 0 1 ST 118
## 483 67 M TA 142 270 1 Normal 125
## 484 58 M ASY 120 0 0 LVH 106
## 485 65 M ASY 134 0 0 Normal 112
## 486 63 M ATA 139 217 1 ST 128
## 487 55 M ATA 110 214 1 ST 180
## 488 57 M ASY 140 214 0 ST 144
## 489 65 M TA 140 252 0 Normal 135
## 490 54 M ASY 136 220 0 Normal 140
## 491 72 M NAP 120 214 0 Normal 102
## 492 75 M ASY 170 203 1 ST 108
## 493 49 M TA 130 0 0 ST 145
## 494 51 M NAP 137 339 0 Normal 127
## 495 60 M ASY 142 216 0 Normal 110
## 496 64 F ASY 142 276 0 Normal 140
## 497 58 M ASY 132 458 1 Normal 69
## 498 61 M ASY 146 241 0 Normal 148
## 499 67 M ASY 160 384 1 ST 130
## 500 62 M ASY 135 297 0 Normal 130
## 501 65 M ASY 136 248 0 Normal 140
## 502 63 M ASY 130 308 0 Normal 138
## 503 69 M ASY 140 208 0 ST 140
## 504 51 M ASY 132 227 1 ST 138
## 505 62 M ASY 158 210 1 Normal 112
## 506 55 M NAP 136 245 1 ST 131
## 507 75 M ASY 136 225 0 Normal 112
## 508 40 M NAP 106 240 0 Normal 80
## 509 67 M ASY 120 0 1 Normal 150
## 510 58 M ASY 110 198 0 Normal 110
## 511 60 M ASY 136 195 0 Normal 126
## 512 63 M ASY 160 267 1 ST 88
## 513 35 M NAP 123 161 0 ST 153
## 514 62 M TA 112 258 0 ST 150
## 515 43 M ASY 122 0 0 Normal 120
## 516 63 M NAP 130 0 1 ST 160
## 517 68 M NAP 150 195 1 Normal 132
## 518 65 M ASY 150 235 0 Normal 120
## 519 48 M NAP 102 0 1 ST 110
## 520 63 M ASY 96 305 0 ST 121
## 521 64 M ASY 130 223 0 ST 128
## 522 61 M ASY 120 282 0 ST 135
## 523 50 M ASY 144 349 0 LVH 120
## 524 59 M ASY 124 160 0 Normal 117
## 525 55 M ASY 150 160 0 ST 150
## 526 45 M NAP 130 236 0 Normal 144
## 527 65 M ASY 144 312 0 LVH 113
## 528 61 M ATA 139 283 0 Normal 135
## 529 49 M NAP 131 142 0 Normal 127
## 530 72 M ASY 143 211 0 Normal 109
## 531 50 M ASY 133 218 0 Normal 128
## 532 64 M ASY 143 306 1 ST 115
## 533 55 M ASY 116 186 1 ST 102
## 534 63 M ASY 110 252 0 ST 140
## 535 59 M ASY 125 222 0 Normal 135
## 536 56 M ASY 130 0 0 LVH 122
## 537 62 M NAP 133 0 1 ST 119
## 538 74 M ASY 150 258 1 ST 130
## 539 54 M ASY 130 202 1 Normal 112
## 540 57 M ASY 110 197 0 LVH 100
## 541 62 M NAP 138 204 0 ST 122
## 542 76 M NAP 104 113 0 LVH 120
## 543 54 F ASY 138 274 0 Normal 105
## 544 70 M ASY 170 192 0 ST 129
## 545 61 F ATA 140 298 1 Normal 120
## 546 48 M ASY 132 272 0 ST 139
## 547 48 M NAP 132 220 1 ST 162
## 548 61 M TA 142 200 1 ST 100
## 549 66 M ASY 112 261 0 Normal 140
## 550 68 M TA 139 181 1 ST 135
## 551 55 M ASY 172 260 0 Normal 73
## 552 62 M NAP 120 220 0 LVH 86
## 553 71 M NAP 144 221 0 Normal 108
## 554 74 M TA 145 216 1 Normal 116
## 555 53 M NAP 155 175 1 ST 160
## 556 58 M NAP 150 219 0 ST 118
## 557 75 M ASY 160 310 1 Normal 112
## 558 56 M NAP 137 208 1 ST 122
## 559 58 M NAP 137 232 0 ST 124
## 560 64 M ASY 134 273 0 Normal 102
## 561 54 M NAP 133 203 0 ST 137
## 562 54 M ATA 132 182 0 ST 141
## 563 59 M ASY 140 274 0 Normal 154
## 564 55 M ASY 135 204 1 ST 126
## 565 57 M ASY 144 270 1 ST 160
## 566 61 M ASY 141 292 0 ST 115
## 567 41 M ASY 150 171 0 Normal 128
## 568 71 M ASY 130 221 0 ST 115
## 569 38 M ASY 110 289 0 Normal 105
## 570 55 M ASY 158 217 0 Normal 110
## 571 56 M ASY 128 223 0 ST 119
## 572 69 M ASY 140 110 1 Normal 109
## 573 64 M ASY 150 193 0 ST 135
## 574 72 M ASY 160 123 1 LVH 130
## 575 69 M ASY 142 210 1 ST 112
## 576 56 M ASY 137 282 1 Normal 126
## 577 62 M ASY 139 170 0 ST 120
## 578 67 M ASY 146 369 0 Normal 110
## 579 57 M ASY 156 173 0 LVH 119
## 580 69 M ASY 145 289 1 ST 110
## 581 51 M ASY 131 152 1 LVH 130
## 582 48 M ASY 140 208 0 Normal 159
## 583 69 M ASY 122 216 1 LVH 84
## 584 69 M NAP 142 271 0 LVH 126
## 585 64 M ASY 141 244 1 ST 116
## 586 57 M ATA 180 285 1 ST 120
## 587 53 M ASY 124 243 0 Normal 122
## 588 37 M NAP 118 240 0 LVH 165
## 589 67 M ASY 140 219 0 ST 122
## 590 74 M NAP 140 237 1 Normal 94
## 591 63 M ATA 136 165 0 ST 133
## 592 58 M ASY 100 213 0 ST 110
## 593 61 M ASY 190 287 1 LVH 150
## 594 64 M ASY 130 258 1 LVH 130
## 595 58 M ASY 160 256 1 LVH 113
## 596 60 M ASY 130 186 1 LVH 140
## 597 57 M ASY 122 264 0 LVH 100
## 598 55 M NAP 133 185 0 ST 136
## 599 55 M ASY 120 226 0 LVH 127
## 600 56 M ASY 130 203 1 Normal 98
## 601 57 M ASY 130 207 0 ST 96
## 602 61 M NAP 140 284 0 Normal 123
## 603 61 M NAP 120 337 0 Normal 98
## 604 74 M ASY 155 310 0 Normal 112
## 605 68 M NAP 134 254 1 Normal 151
## 606 51 F ASY 114 258 1 LVH 96
## 607 62 M ASY 160 254 1 ST 108
## 608 53 M ASY 144 300 1 ST 128
## 609 62 M ASY 158 170 0 ST 138
## 610 46 M ASY 134 310 0 Normal 126
## 611 54 F ASY 127 333 1 ST 154
## 612 62 M TA 135 139 0 ST 137
## 613 55 M ASY 122 223 1 ST 100
## 614 58 M ASY 140 385 1 LVH 135
## 615 62 M ATA 120 254 0 LVH 93
## 616 70 M ASY 130 322 0 LVH 109
## 617 67 F NAP 115 564 0 LVH 160
## 618 57 M ATA 124 261 0 Normal 141
## 619 64 M ASY 128 263 0 Normal 105
## 620 74 F ATA 120 269 0 LVH 121
## 621 65 M ASY 120 177 0 Normal 140
## 622 56 M NAP 130 256 1 LVH 142
## 623 59 M ASY 110 239 0 LVH 142
## 624 60 M ASY 140 293 0 LVH 170
## 625 63 F ASY 150 407 0 LVH 154
## 626 59 M ASY 135 234 0 Normal 161
## 627 53 M ASY 142 226 0 LVH 111
## 628 44 M NAP 140 235 0 LVH 180
## 629 61 M TA 134 234 0 Normal 145
## 630 57 F ASY 128 303 0 LVH 159
## 631 71 F ASY 112 149 0 Normal 125
## 632 46 M ASY 140 311 0 Normal 120
## 633 53 M ASY 140 203 1 LVH 155
## 634 64 M TA 110 211 0 LVH 144
## 635 40 M TA 140 199 0 Normal 178
## 636 67 M ASY 120 229 0 LVH 129
## 637 48 M ATA 130 245 0 LVH 180
## 638 43 M ASY 115 303 0 Normal 181
## 639 47 M ASY 112 204 0 Normal 143
## 640 54 F ATA 132 288 1 LVH 159
## 641 48 F NAP 130 275 0 Normal 139
## 642 46 F ASY 138 243 0 LVH 152
## 643 51 F NAP 120 295 0 LVH 157
## 644 58 M NAP 112 230 0 LVH 165
## 645 71 F NAP 110 265 1 LVH 130
## 646 57 M NAP 128 229 0 LVH 150
## 647 66 M ASY 160 228 0 LVH 138
## 648 37 F NAP 120 215 0 Normal 170
## 649 59 M ASY 170 326 0 LVH 140
## 650 50 M ASY 144 200 0 LVH 126
## 651 48 M ASY 130 256 1 LVH 150
## 652 61 M ASY 140 207 0 LVH 138
## 653 59 M TA 160 273 0 LVH 125
## 654 42 M NAP 130 180 0 Normal 150
## 655 48 M ASY 122 222 0 LVH 186
## 656 40 M ASY 152 223 0 Normal 181
## 657 62 F ASY 124 209 0 Normal 163
## 658 44 M NAP 130 233 0 Normal 179
## 659 46 M ATA 101 197 1 Normal 156
## 660 59 M NAP 126 218 1 Normal 134
## 661 58 M NAP 140 211 1 LVH 165
## 662 49 M NAP 118 149 0 LVH 126
## 663 44 M ASY 110 197 0 LVH 177
## 664 66 M ATA 160 246 0 Normal 120
## 665 65 F ASY 150 225 0 LVH 114
## 666 42 M ASY 136 315 0 Normal 125
## 667 52 M ATA 128 205 1 Normal 184
## 668 65 F NAP 140 417 1 LVH 157
## 669 63 F ATA 140 195 0 Normal 179
## 670 45 F ATA 130 234 0 LVH 175
## 671 41 F ATA 105 198 0 Normal 168
## 672 61 M ASY 138 166 0 LVH 125
## 673 60 F NAP 120 178 1 Normal 96
## 674 59 F ASY 174 249 0 Normal 143
## 675 62 M ATA 120 281 0 LVH 103
## 676 57 M NAP 150 126 1 Normal 173
## 677 51 F ASY 130 305 0 Normal 142
## 678 44 M NAP 120 226 0 Normal 169
## 679 60 F TA 150 240 0 Normal 171
## 680 63 M TA 145 233 1 LVH 150
## 681 57 M ASY 150 276 0 LVH 112
## 682 51 M ASY 140 261 0 LVH 186
## 683 58 F ATA 136 319 1 LVH 152
## 684 44 F NAP 118 242 0 Normal 149
## 685 47 M NAP 108 243 0 Normal 152
## 686 61 M ASY 120 260 0 Normal 140
## 687 57 F ASY 120 354 0 Normal 163
## 688 70 M ATA 156 245 0 LVH 143
## 689 76 F NAP 140 197 0 ST 116
## 690 67 F ASY 106 223 0 Normal 142
## 691 45 M ASY 142 309 0 LVH 147
## 692 45 M ASY 104 208 0 LVH 148
## 693 39 F NAP 94 199 0 Normal 179
## 694 42 F NAP 120 209 0 Normal 173
## 695 56 M ATA 120 236 0 Normal 178
## 696 58 M ASY 146 218 0 Normal 105
## 697 35 M ASY 120 198 0 Normal 130
## 698 58 M ASY 150 270 0 LVH 111
## 699 41 M NAP 130 214 0 LVH 168
## 700 57 M ASY 110 201 0 Normal 126
## 701 42 M TA 148 244 0 LVH 178
## 702 62 M ATA 128 208 1 LVH 140
## 703 59 M TA 178 270 0 LVH 145
## 704 41 F ATA 126 306 0 Normal 163
## 705 50 M ASY 150 243 0 LVH 128
## 706 59 M ATA 140 221 0 Normal 164
## 707 61 F ASY 130 330 0 LVH 169
## 708 54 M ASY 124 266 0 LVH 109
## 709 54 M ASY 110 206 0 LVH 108
## 710 52 M ASY 125 212 0 Normal 168
## 711 47 M ASY 110 275 0 LVH 118
## 712 66 M ASY 120 302 0 LVH 151
## 713 58 M ASY 100 234 0 Normal 156
## 714 64 F NAP 140 313 0 Normal 133
## 715 50 F ATA 120 244 0 Normal 162
## 716 44 F NAP 108 141 0 Normal 175
## 717 67 M ASY 120 237 0 Normal 71
## 718 49 F ASY 130 269 0 Normal 163
## 719 57 M ASY 165 289 1 LVH 124
## 720 63 M ASY 130 254 0 LVH 147
## 721 48 M ASY 124 274 0 LVH 166
## 722 51 M NAP 100 222 0 Normal 143
## 723 60 F ASY 150 258 0 LVH 157
## 724 59 M ASY 140 177 0 Normal 162
## 725 45 F ATA 112 160 0 Normal 138
## 726 55 F ASY 180 327 0 ST 117
## 727 41 M ATA 110 235 0 Normal 153
## 728 60 F ASY 158 305 0 LVH 161
## 729 54 F NAP 135 304 1 Normal 170
## 730 42 M ATA 120 295 0 Normal 162
## 731 49 F ATA 134 271 0 Normal 162
## 732 46 M ASY 120 249 0 LVH 144
## 733 56 F ASY 200 288 1 LVH 133
## 734 66 F TA 150 226 0 Normal 114
## 735 56 M ASY 130 283 1 LVH 103
## 736 49 M NAP 120 188 0 Normal 139
## 737 54 M ASY 122 286 0 LVH 116
## 738 57 M ASY 152 274 0 Normal 88
## 739 65 F NAP 160 360 0 LVH 151
## 740 54 M NAP 125 273 0 LVH 152
## 741 54 F NAP 160 201 0 Normal 163
## 742 62 M ASY 120 267 0 Normal 99
## 743 52 F NAP 136 196 0 LVH 169
## 744 52 M ATA 134 201 0 Normal 158
## 745 60 M ASY 117 230 1 Normal 160
## 746 63 F ASY 108 269 0 Normal 169
## 747 66 M ASY 112 212 0 LVH 132
## 748 42 M ASY 140 226 0 Normal 178
## 749 64 M ASY 120 246 0 LVH 96
## 750 54 M NAP 150 232 0 LVH 165
## 751 46 F NAP 142 177 0 LVH 160
## 752 67 F NAP 152 277 0 Normal 172
## 753 56 M ASY 125 249 1 LVH 144
## 754 34 F ATA 118 210 0 Normal 192
## 755 57 M ASY 132 207 0 Normal 168
## 756 64 M ASY 145 212 0 LVH 132
## 757 59 M ASY 138 271 0 LVH 182
## 758 50 M NAP 140 233 0 Normal 163
## 759 51 M TA 125 213 0 LVH 125
## 760 54 M ATA 192 283 0 LVH 195
## 761 53 M ASY 123 282 0 Normal 95
## 762 52 M ASY 112 230 0 Normal 160
## 763 40 M ASY 110 167 0 LVH 114
## 764 58 M NAP 132 224 0 LVH 173
## 765 41 F NAP 112 268 0 LVH 172
## 766 41 M NAP 112 250 0 Normal 179
## 767 50 F NAP 120 219 0 Normal 158
## 768 54 F NAP 108 267 0 LVH 167
## 769 64 F ASY 130 303 0 Normal 122
## 770 51 F NAP 130 256 0 LVH 149
## 771 46 F ATA 105 204 0 Normal 172
## 772 55 M ASY 140 217 0 Normal 111
## 773 45 M ATA 128 308 0 LVH 170
## 774 56 M TA 120 193 0 LVH 162
## 775 66 F ASY 178 228 1 Normal 165
## 776 38 M TA 120 231 0 Normal 182
## 777 62 F ASY 150 244 0 Normal 154
## 778 55 M ATA 130 262 0 Normal 155
## 779 58 M ASY 128 259 0 LVH 130
## 780 43 M ASY 110 211 0 Normal 161
## 781 64 F ASY 180 325 0 Normal 154
## 782 50 F ASY 110 254 0 LVH 159
## 783 53 M NAP 130 197 1 LVH 152
## 784 45 F ASY 138 236 0 LVH 152
## 785 65 M TA 138 282 1 LVH 174
## 786 69 M TA 160 234 1 LVH 131
## 787 69 M NAP 140 254 0 LVH 146
## 788 67 M ASY 100 299 0 LVH 125
## 789 68 F NAP 120 211 0 LVH 115
## 790 34 M TA 118 182 0 LVH 174
## 791 62 F ASY 138 294 1 Normal 106
## 792 51 M ASY 140 298 0 Normal 122
## 793 46 M NAP 150 231 0 Normal 147
## 794 67 M ASY 125 254 1 Normal 163
## 795 50 M NAP 129 196 0 Normal 163
## 796 42 M NAP 120 240 1 Normal 194
## 797 56 F ASY 134 409 0 LVH 150
## 798 41 M ASY 110 172 0 LVH 158
## 799 42 F ASY 102 265 0 LVH 122
## 800 53 M NAP 130 246 1 LVH 173
## 801 43 M NAP 130 315 0 Normal 162
## 802 56 M ASY 132 184 0 LVH 105
## 803 52 M ASY 108 233 1 Normal 147
## 804 62 F ASY 140 394 0 LVH 157
## 805 70 M NAP 160 269 0 Normal 112
## 806 54 M ASY 140 239 0 Normal 160
## 807 70 M ASY 145 174 0 Normal 125
## 808 54 M ATA 108 309 0 Normal 156
## 809 35 M ASY 126 282 0 LVH 156
## 810 48 M NAP 124 255 1 Normal 175
## 811 55 F ATA 135 250 0 LVH 161
## 812 58 F ASY 100 248 0 LVH 122
## 813 54 F NAP 110 214 0 Normal 158
## 814 69 F TA 140 239 0 Normal 151
## 815 77 M ASY 125 304 0 LVH 162
## 816 68 M NAP 118 277 0 Normal 151
## 817 58 M ASY 125 300 0 LVH 171
## 818 60 M ASY 125 258 0 LVH 141
## 819 51 M ASY 140 299 0 Normal 173
## 820 55 M ASY 160 289 0 LVH 145
## 821 52 M TA 152 298 1 Normal 178
## 822 60 F NAP 102 318 0 Normal 160
## 823 58 M NAP 105 240 0 LVH 154
## 824 64 M NAP 125 309 0 Normal 131
## 825 37 M NAP 130 250 0 Normal 187
## 826 59 M TA 170 288 0 LVH 159
## 827 51 M NAP 125 245 1 LVH 166
## 828 43 F NAP 122 213 0 Normal 165
## 829 58 M ASY 128 216 0 LVH 131
## 830 29 M ATA 130 204 0 LVH 202
## 831 41 F ATA 130 204 0 LVH 172
## 832 63 F NAP 135 252 0 LVH 172
## 833 51 M NAP 94 227 0 Normal 154
## 834 54 M NAP 120 258 0 LVH 147
## 835 44 M ATA 120 220 0 Normal 170
## 836 54 M ASY 110 239 0 Normal 126
## 837 65 M ASY 135 254 0 LVH 127
## 838 57 M NAP 150 168 0 Normal 174
## 839 63 M ASY 130 330 1 LVH 132
## 840 35 F ASY 138 183 0 Normal 182
## 841 41 M ATA 135 203 0 Normal 132
## 842 62 F NAP 130 263 0 Normal 97
## 843 43 F ASY 132 341 1 LVH 136
## 844 58 F TA 150 283 1 LVH 162
## 845 52 M TA 118 186 0 LVH 190
## 846 61 F ASY 145 307 0 LVH 146
## 847 39 M ASY 118 219 0 Normal 140
## 848 45 M ASY 115 260 0 LVH 185
## 849 52 M ASY 128 255 0 Normal 161
## 850 62 M NAP 130 231 0 Normal 146
## 851 62 F ASY 160 164 0 LVH 145
## 852 53 F ASY 138 234 0 LVH 160
## 853 43 M ASY 120 177 0 LVH 120
## 854 47 M NAP 138 257 0 LVH 156
## 855 52 M ATA 120 325 0 Normal 172
## 856 68 M NAP 180 274 1 LVH 150
## 857 39 M NAP 140 321 0 LVH 182
## 858 53 F ASY 130 264 0 LVH 143
## 859 62 F ASY 140 268 0 LVH 160
## 860 51 F NAP 140 308 0 LVH 142
## 861 60 M ASY 130 253 0 Normal 144
## 862 65 M ASY 110 248 0 LVH 158
## 863 65 F NAP 155 269 0 Normal 148
## 864 60 M NAP 140 185 0 LVH 155
## 865 60 M ASY 145 282 0 LVH 142
## 866 54 M ASY 120 188 0 Normal 113
## 867 44 M ATA 130 219 0 LVH 188
## 868 44 M ASY 112 290 0 LVH 153
## 869 51 M NAP 110 175 0 Normal 123
## 870 59 M NAP 150 212 1 Normal 157
## 871 71 F ATA 160 302 0 Normal 162
## 872 61 M NAP 150 243 1 Normal 137
## 873 55 M ASY 132 353 0 Normal 132
## 874 64 M NAP 140 335 0 Normal 158
## 875 43 M ASY 150 247 0 Normal 171
## 876 58 F NAP 120 340 0 Normal 172
## 877 60 M ASY 130 206 0 LVH 132
## 878 58 M ATA 120 284 0 LVH 160
## 879 49 M ATA 130 266 0 Normal 171
## 880 48 M ATA 110 229 0 Normal 168
## 881 52 M NAP 172 199 1 Normal 162
## 882 44 M ATA 120 263 0 Normal 173
## 883 56 F ATA 140 294 0 LVH 153
## 884 57 M ASY 140 192 0 Normal 148
## 885 67 M ASY 160 286 0 LVH 108
## 886 53 F NAP 128 216 0 LVH 115
## 887 52 M NAP 138 223 0 Normal 169
## 888 43 M ASY 132 247 1 LVH 143
## 889 52 M ASY 128 204 1 Normal 156
## 890 59 M TA 134 204 0 Normal 162
## 891 64 M TA 170 227 0 LVH 155
## 892 66 F NAP 146 278 0 LVH 152
## 893 39 F NAP 138 220 0 Normal 152
## 894 57 M ATA 154 232 0 LVH 164
## 895 58 F ASY 130 197 0 Normal 131
## 896 57 M ASY 110 335 0 Normal 143
## 897 47 M NAP 130 253 0 Normal 179
## 898 55 F ASY 128 205 0 ST 130
## 899 35 M ATA 122 192 0 Normal 174
## 900 61 M ASY 148 203 0 Normal 161
## 901 58 M ASY 114 318 0 ST 140
## 902 58 F ASY 170 225 1 LVH 146
## 903 58 M ATA 125 220 0 Normal 144
## 904 56 M ATA 130 221 0 LVH 163
## 905 56 M ATA 120 240 0 Normal 169
## 906 67 M NAP 152 212 0 LVH 150
## 907 55 F ATA 132 342 0 Normal 166
## 908 44 M ASY 120 169 0 Normal 144
## 909 63 M ASY 140 187 0 LVH 144
## 910 63 F ASY 124 197 0 Normal 136
## 911 41 M ATA 120 157 0 Normal 182
## 912 59 M ASY 164 176 1 LVH 90
## 913 57 F ASY 140 241 0 Normal 123
## 914 45 M TA 110 264 0 Normal 132
## 915 68 M ASY 144 193 1 Normal 141
## 916 57 M ASY 130 131 0 Normal 115
## 917 57 F ATA 130 236 0 LVH 174
## 918 38 M NAP 138 175 0 Normal 173
## ExerciseAngina Oldpeak ST_Slope HeartDisease
## 1 N 0.0 Up 0
## 2 N 1.0 Flat 1
## 3 N 0.0 Up 0
## 4 Y 1.5 Flat 1
## 5 N 0.0 Up 0
## 6 N 0.0 Up 0
## 7 N 0.0 Up 0
## 8 N 0.0 Up 0
## 9 Y 1.5 Flat 1
## 10 N 0.0 Up 0
## 11 N 0.0 Up 0
## 12 Y 2.0 Flat 1
## 13 N 0.0 Up 0
## 14 Y 1.0 Flat 1
## 15 N 0.0 Up 0
## 16 N 1.5 Flat 0
## 17 N 0.0 Flat 1
## 18 N 0.0 Up 0
## 19 N 1.0 Flat 1
## 20 N 3.0 Flat 1
## 21 N 0.0 Up 0
## 22 N 1.0 Flat 0
## 23 N 0.0 Up 0
## 24 Y 3.0 Flat 1
## 25 N 0.0 Up 0
## 26 N 0.0 Up 0
## 27 Y 3.0 Flat 0
## 28 N 0.0 Up 0
## 29 N 0.0 Up 0
## 30 N 0.0 Up 0
## 31 N 0.0 Flat 1
## 32 N 0.0 Up 0
## 33 N 2.0 Flat 1
## 34 N 2.0 Flat 1
## 35 N 0.0 Up 0
## 36 N 0.0 Up 0
## 37 Y 1.5 Flat 1
## 38 N 0.0 Up 0
## 39 N 0.0 Up 0
## 40 Y 1.0 Flat 0
## 41 N 0.0 Up 0
## 42 Y 0.0 Flat 1
## 43 N 0.0 Up 0
## 44 N 0.0 Up 0
## 45 Y 1.0 Flat 1
## 46 Y 1.0 Flat 0
## 47 N 0.0 Up 0
## 48 N 0.0 Up 0
## 49 N 1.0 Flat 0
## 50 N 0.0 Flat 1
## 51 Y 2.0 Flat 1
## 52 Y 2.0 Flat 1
## 53 N 0.0 Up 0
## 54 N 0.0 Up 0
## 55 Y 1.5 Flat 0
## 56 N 0.0 Up 0
## 57 Y 1.5 Flat 1
## 58 N 0.0 Flat 1
## 59 N 1.0 Up 0
## 60 Y 1.0 Flat 1
## 61 N 0.0 Up 0
## 62 N 0.0 Up 0
## 63 N 0.0 Up 0
## 64 Y 1.0 Flat 1
## 65 N 0.0 Up 0
## 66 N 0.0 Up 0
## 67 N 0.0 Up 0
## 68 N 0.0 Up 0
## 69 Y 4.0 Flat 1
## 70 N 0.0 Up 0
## 71 Y 1.0 Flat 1
## 72 N 0.0 Up 0
## 73 N 0.0 Flat 1
## 74 N 0.0 Up 0
## 75 Y 1.5 Flat 1
## 76 N 0.0 Up 0
## 77 N 0.0 Flat 1
## 78 N 0.0 Up 0
## 79 Y 0.0 Up 0
## 80 N 0.0 Flat 1
## 81 N 0.0 Up 0
## 82 N 0.0 Up 0
## 83 N 0.0 Flat 1
## 84 N 0.0 Up 0
## 85 Y 1.0 Flat 1
## 86 Y 1.0 Flat 1
## 87 Y 2.0 Flat 1
## 88 Y 2.0 Flat 0
## 89 N 0.0 Flat 1
## 90 Y 0.5 Flat 0
## 91 N 0.0 Up 0
## 92 N 0.0 Up 0
## 93 N 0.0 Up 0
## 94 Y 1.5 Flat 1
## 95 N 0.0 Up 0
## 96 Y 2.0 Flat 1
## 97 N 0.0 Up 0
## 98 N 0.0 Up 0
## 99 N 0.0 Up 0
## 100 N 0.0 Up 0
## 101 Y 1.0 Flat 1
## 102 N 0.0 Up 0
## 103 N 2.0 Flat 1
## 104 Y 1.0 Flat 1
## 105 N 0.0 Flat 1
## 106 N 0.0 Up 0
## 107 N 0.0 Up 0
## 108 N 0.0 Up 0
## 109 N 0.0 Up 0
## 110 N 0.0 Up 0
## 111 N 1.0 Flat 0
## 112 Y 3.0 Flat 1
## 113 Y 0.0 Up 0
## 114 N 0.0 Up 0
## 115 N 0.0 Up 0
## 116 Y 1.0 Flat 1
## 117 N 0.0 Flat 1
## 118 Y 1.5 Flat 1
## 119 N 0.0 Up 0
## 120 N 0.0 Flat 1
## 121 N 0.0 Flat 1
## 122 N 0.0 Up 0
## 123 N 0.0 Up 0
## 124 Y 1.0 Flat 1
## 125 N 0.0 Up 0
## 126 N 0.0 Up 0
## 127 N 0.0 Up 0
## 128 N 2.0 Up 0
## 129 N 0.0 Up 0
## 130 Y 1.5 Flat 0
## 131 N 0.0 Up 0
## 132 Y 0.0 Flat 1
## 133 Y 2.0 Flat 1
## 134 Y 1.5 Flat 1
## 135 Y 1.0 Flat 0
## 136 N 0.0 Flat 1
## 137 N 0.0 Up 0
## 138 N 2.0 Up 0
## 139 Y 0.0 Flat 1
## 140 Y 2.0 Flat 1
## 141 Y 2.5 Flat 1
## 142 Y 2.5 Flat 1
## 143 Y 3.0 Flat 1
## 144 N 0.0 Up 0
## 145 N 1.0 Flat 1
## 146 N 0.0 Up 0
## 147 N 0.0 Up 0
## 148 N 0.0 Up 0
## 149 N 0.0 Up 0
## 150 Y 1.0 Flat 1
## 151 N 0.0 Up 0
## 152 N 0.0 Up 0
## 153 N 0.0 Up 0
## 154 N 0.0 Up 0
## 155 N 0.0 Up 0
## 156 Y 3.0 Flat 1
## 157 Y 1.0 Flat 1
## 158 N 0.0 Up 0
## 159 Y 2.0 Flat 1
## 160 N 1.0 Up 0
## 161 Y 0.0 Flat 1
## 162 Y 0.0 Flat 1
## 163 N 0.0 Up 0
## 164 N 0.0 Up 0
## 165 N 0.0 Up 0
## 166 N 2.0 Flat 1
## 167 Y 5.0 Flat 1
## 168 N 0.0 Up 0
## 169 N 0.0 Up 0
## 170 N 0.0 Up 0
## 171 N 0.0 Up 0
## 172 N 0.0 Up 0
## 173 N 0.0 Up 0
## 174 N 0.0 Up 0
## 175 Y 2.0 Flat 1
## 176 Y 2.0 Flat 1
## 177 N 1.5 Flat 1
## 178 N 0.0 Up 0
## 179 N 0.0 Up 0
## 180 N 0.0 Up 0
## 181 Y 2.0 Flat 1
## 182 N 0.0 Up 0
## 183 Y 2.0 Flat 1
## 184 Y 1.0 Flat 0
## 185 N 0.0 Up 0
## 186 N 0.0 Flat 1
## 187 N 0.0 Up 0
## 188 Y 1.0 Flat 1
## 189 Y 1.0 Flat 0
## 190 Y 1.5 Flat 1
## 191 N 0.0 Up 0
## 192 N 0.0 Up 0
## 193 N 0.0 Up 0
## 194 N 0.0 Up 0
## 195 N 0.0 Up 0
## 196 N 0.0 Up 0
## 197 N 1.0 Flat 0
## 198 N 0.0 Up 0
## 199 Y 0.0 Flat 1
## 200 N 1.0 Flat 0
## 201 N 0.0 Up 0
## 202 N 0.0 Up 0
## 203 N 0.0 Up 0
## 204 N 0.0 Up 0
## 205 N 0.0 Up 0
## 206 Y 0.0 Up 0
## 207 N 0.0 Up 0
## 208 N 0.0 Flat 1
## 209 N 0.0 Up 0
## 210 N 0.0 Flat 1
## 211 N 0.0 Flat 1
## 212 Y 0.0 Flat 1
## 213 Y 1.0 Up 0
## 214 N 0.0 Up 0
## 215 Y 1.5 Flat 1
## 216 N 0.0 Up 0
## 217 N 0.0 Flat 1
## 218 N 0.0 Up 0
## 219 N 0.0 Up 0
## 220 N 0.0 Up 0
## 221 N 0.0 Flat 1
## 222 Y 1.0 Flat 1
## 223 N 0.0 Up 0
## 224 N 0.0 Up 0
## 225 N 0.0 Up 0
## 226 N 0.0 Flat 1
## 227 N 0.0 Up 0
## 228 Y 2.5 Flat 1
## 229 N 0.0 Up 0
## 230 N 0.0 Up 0
## 231 N 0.0 Up 0
## 232 N 0.0 Up 0
## 233 N 0.0 Up 0
## 234 N 0.0 Up 0
## 235 N 0.0 Up 0
## 236 Y 1.0 Flat 0
## 237 Y 3.0 Flat 1
## 238 N 0.0 Flat 1
## 239 Y 2.0 Flat 1
## 240 Y 3.0 Flat 1
## 241 N 0.0 Up 0
## 242 Y 2.0 Flat 1
## 243 Y 2.0 Flat 1
## 244 N 0.0 Up 0
## 245 Y 1.0 Flat 1
## 246 N 2.0 Up 0
## 247 Y 1.5 Flat 1
## 248 Y 2.0 Down 1
## 249 Y 1.0 Flat 1
## 250 Y 1.0 Flat 1
## 251 N 0.0 Flat 1
## 252 N 2.0 Flat 1
## 253 Y 0.0 Up 0
## 254 N 1.0 Up 0
## 255 Y 2.0 Flat 1
## 256 N 0.0 Up 0
## 257 N 0.0 Up 0
## 258 N 0.0 Up 0
## 259 N 0.5 Up 0
## 260 N 0.0 Up 0
## 261 Y 0.0 Up 0
## 262 N 1.0 Up 0
## 263 Y 0.0 Flat 1
## 264 N 0.0 Flat 1
## 265 Y 1.0 Flat 1
## 266 N 0.0 Up 0
## 267 Y 1.0 Flat 1
## 268 N 0.0 Up 0
## 269 Y 1.0 Flat 1
## 270 N 2.0 Flat 0
## 271 N 0.0 Up 0
## 272 N 0.0 Up 0
## 273 Y 3.0 Flat 1
## 274 N 0.0 Up 0
## 275 N 0.0 Up 0
## 276 N 0.0 Up 0
## 277 N 2.0 Flat 1
## 278 Y 1.5 Flat 1
## 279 Y 0.8 Flat 0
## 280 N 0.0 Up 0
## 281 N 0.0 Up 0
## 282 N 2.0 Flat 1
## 283 Y 2.0 Up 0
## 284 N 0.0 Up 0
## 285 N 0.0 Up 0
## 286 N 0.0 Up 0
## 287 N 0.0 Up 0
## 288 N 0.0 Up 0
## 289 N 2.0 Up 0
## 290 N 0.0 Up 0
## 291 N 0.0 Up 0
## 292 N 1.0 Up 0
## 293 N 0.0 Up 0
## 294 Y 0.0 Flat 1
## 295 N 0.7 Up 1
## 296 Y 1.5 Up 1
## 297 Y 0.7 Flat 1
## 298 Y 1.4 Up 1
## 299 N 0.0 Flat 1
## 300 N 2.1 Up 1
## 301 N 0.4 Flat 1
## 302 N 0.2 Up 0
## 303 N 1.5 Up 1
## 304 Y 1.7 Down 1
## 305 N 2.2 Flat 1
## 306 Y 1.5 Up 1
## 307 N 0.1 Flat 1
## 308 N 0.7 Down 0
## 309 N 0.5 Up 1
## 310 N 0.7 Down 1
## 311 N 1.0 Up 0
## 312 N 0.1 Up 1
## 313 N 1.6 Up 1
## 314 N 0.2 Up 1
## 315 Y 2.0 Down 0
## 316 N 1.3 Up 1
## 317 N 0.3 Flat 1
## 318 Y 1.8 Up 1
## 319 N 2.5 Flat 1
## 320 N 1.8 Up 1
## 321 N 2.6 Flat 1
## 322 N -0.9 Flat 1
## 323 N 2.8 Up 1
## 324 Y 2.5 Down 1
## 325 N -2.6 Flat 1
## 326 Y -1.5 Down 1
## 327 N -0.1 Up 0
## 328 Y 0.9 Up 1
## 329 Y 0.8 Flat 1
## 330 Y 1.1 Down 1
## 331 N 2.4 Up 1
## 332 N -1.0 Up 1
## 333 N -1.1 Up 0
## 334 N 0.0 Up 1
## 335 N -0.7 Up 1
## 336 N -0.8 Flat 1
## 337 N 1.6 Flat 0
## 338 N 3.7 Up 1
## 339 N 2.0 Up 1
## 340 N 1.1 Down 1
## 341 N 1.5 Down 1
## 342 Y 1.3 Down 1
## 343 N 1.4 Flat 1
## 344 N 0.0 Flat 1
## 345 N 0.0 Flat 1
## 346 N 0.0 Flat 1
## 347 N 0.0 Flat 1
## 348 N 0.0 Flat 1
## 349 Y 1.6 Flat 1
## 350 Y 1.0 Flat 1
## 351 N 0.0 Flat 1
## 352 Y 0.5 Up 1
## 353 Y -1.0 Down 1
## 354 Y 1.0 Flat 1
## 355 N 0.3 Up 1
## 356 N 0.0 Flat 1
## 357 Y 1.5 Flat 1
## 358 N 0.0 Flat 1
## 359 Y 0.0 Flat 1
## 360 N 0.0 Flat 1
## 361 Y 0.0 Flat 1
## 362 Y 0.0 Flat 1
## 363 N 0.0 Flat 1
## 364 N 0.0 Flat 1
## 365 N 0.0 Flat 0
## 366 Y 1.0 Flat 1
## 367 Y 2.0 Flat 1
## 368 Y 0.0 Up 1
## 369 Y 2.0 Flat 1
## 370 Y 2.0 Flat 1
## 371 Y 0.5 Up 1
## 372 Y 2.0 Flat 1
## 373 Y 0.0 Up 1
## 374 Y 1.0 Flat 1
## 375 Y 0.0 Down 1
## 376 N 0.0 Up 1
## 377 Y 1.0 Flat 1
## 378 N 1.2 Flat 1
## 379 Y 2.0 Flat 1
## 380 Y 0.0 Up 1
## 381 Y 0.5 Flat 1
## 382 Y 0.5 Flat 1
## 383 Y 2.0 Flat 1
## 384 N 0.0 Flat 1
## 385 N 0.0 Flat 1
## 386 Y 0.0 Flat 1
## 387 Y 0.0 Flat 1
## 388 Y 1.0 Flat 1
## 389 N 0.0 Flat 1
## 390 N 1.0 Flat 1
## 391 N 0.0 Flat 1
## 392 Y 0.0 Flat 1
## 393 N 0.0 Flat 1
## 394 Y 0.7 Flat 1
## 395 Y 2.0 Flat 1
## 396 N 0.0 Flat 1
## 397 N 0.0 Flat 1
## 398 Y 0.0 Flat 1
## 399 Y 1.0 Up 1
## 400 N 0.0 Flat 1
## 401 N 0.0 Flat 1
## 402 N 0.0 Flat 1
## 403 N 0.7 Flat 1
## 404 Y 2.0 Flat 1
## 405 Y 0.0 Flat 1
## 406 Y 1.2 Flat 1
## 407 Y 0.0 Flat 1
## 408 Y -0.5 Flat 1
## 409 N 0.0 Flat 1
## 410 Y 0.0 Flat 1
## 411 N 2.0 Flat 1
## 412 N 1.5 Flat 1
## 413 Y 1.0 Flat 1
## 414 N -2.0 Flat 1
## 415 Y 3.0 Flat 1
## 416 N 0.0 Flat 1
## 417 Y 3.0 Flat 1
## 418 N 0.0 Up 0
## 419 Y 1.5 Down 1
## 420 Y 2.5 Up 1
## 421 Y 1.3 Flat 0
## 422 N -0.5 Up 0
## 423 Y 0.0 Flat 1
## 424 Y 1.5 Flat 0
## 425 Y 2.0 Up 1
## 426 N 0.5 Flat 1
## 427 N 0.0 Up 0
## 428 Y 1.0 Flat 1
## 429 Y 0.5 Flat 1
## 430 Y 1.0 Flat 1
## 431 Y 1.0 Flat 1
## 432 N 0.0 Up 0
## 433 Y 2.5 Down 1
## 434 Y 2.0 Flat 1
## 435 N 1.5 Down 0
## 436 Y 0.0 Up 0
## 437 N 1.0 Up 1
## 438 N 2.0 Flat 1
## 439 Y 0.0 Flat 1
## 440 N 0.2 Up 0
## 441 N 3.0 Up 1
## 442 N 1.0 Flat 1
## 443 Y 1.2 Flat 1
## 444 Y 0.5 Flat 1
## 445 Y 1.5 Flat 1
## 446 Y 1.6 Flat 1
## 447 Y 1.4 Flat 1
## 448 Y 2.0 Up 1
## 449 Y 1.0 Flat 1
## 450 N 1.5 Flat 1
## 451 Y 2.0 Down 1
## 452 Y 1.0 Flat 1
## 453 Y 1.5 Flat 1
## 454 Y 2.0 Up 0
## 455 Y 1.2 Flat 1
## 456 Y 1.5 Up 0
## 457 Y 0.0 Flat 1
## 458 N 0.0 Flat 1
## 459 N 1.5 Flat 1
## 460 N 0.0 Up 0
## 461 Y 1.9 Flat 1
## 462 Y 0.0 Flat 1
## 463 Y 1.3 Down 1
## 464 N 0.0 Up 0
## 465 Y 2.0 Down 1
## 466 N 0.0 Up 0
## 467 Y 2.5 Flat 1
## 468 N 0.1 Up 0
## 469 Y 1.6 Up 1
## 470 N 2.0 Flat 0
## 471 N 0.0 Flat 1
## 472 Y 3.0 Flat 1
## 473 Y 1.5 Flat 1
## 474 Y 1.7 Flat 1
## 475 N 0.1 Up 0
## 476 Y 0.0 Flat 1
## 477 N 0.1 Up 0
## 478 Y 2.0 Down 1
## 479 Y 2.0 Flat 1
## 480 Y 2.5 Flat 1
## 481 Y 2.0 Flat 1
## 482 N 2.5 Down 1
## 483 N 2.5 Up 1
## 484 Y 1.5 Down 1
## 485 Y 1.1 Flat 1
## 486 Y 1.2 Flat 1
## 487 N 0.4 Up 0
## 488 Y 2.0 Flat 1
## 489 N 0.3 Up 0
## 490 Y 3.0 Flat 1
## 491 Y 1.0 Flat 1
## 492 N 0.0 Flat 1
## 493 N 3.0 Flat 1
## 494 Y 1.7 Flat 1
## 495 Y 2.5 Flat 1
## 496 Y 1.0 Flat 1
## 497 N 1.0 Down 0
## 498 Y 3.0 Down 1
## 499 Y 0.0 Flat 1
## 500 Y 1.0 Flat 1
## 501 Y 4.0 Down 1
## 502 Y 2.0 Flat 1
## 503 Y 2.0 Flat 1
## 504 N 0.2 Up 0
## 505 Y 3.0 Down 1
## 506 Y 1.2 Flat 1
## 507 Y 3.0 Flat 1
## 508 Y 0.0 Up 0
## 509 N 1.5 Down 1
## 510 N 0.0 Flat 1
## 511 N 0.3 Up 0
## 512 Y 2.0 Flat 1
## 513 N -0.1 Up 0
## 514 Y 1.3 Flat 1
## 515 N 0.5 Up 1
## 516 N 3.0 Flat 0
## 517 N 0.0 Flat 1
## 518 Y 1.5 Flat 1
## 519 Y 1.0 Down 1
## 520 Y 1.0 Up 1
## 521 N 0.5 Flat 0
## 522 Y 4.0 Down 1
## 523 Y 1.0 Up 1
## 524 Y 1.0 Flat 1
## 525 N 0.0 Up 0
## 526 N 0.1 Up 0
## 527 Y 1.7 Flat 1
## 528 N 0.3 Up 0
## 529 Y 1.5 Flat 1
## 530 Y 1.4 Flat 1
## 531 Y 1.1 Flat 1
## 532 Y 1.8 Flat 1
## 533 N 0.0 Flat 1
## 534 Y 2.0 Flat 1
## 535 Y 2.5 Down 1
## 536 Y 1.0 Flat 1
## 537 Y 1.2 Flat 1
## 538 Y 4.0 Down 1
## 539 Y 2.0 Flat 1
## 540 N 0.0 Up 0
## 541 Y 1.2 Flat 1
## 542 N 3.5 Down 1
## 543 Y 1.5 Flat 1
## 544 Y 3.0 Down 1
## 545 Y 0.0 Up 0
## 546 N 0.2 Up 0
## 547 N 0.0 Flat 1
## 548 N 1.5 Down 1
## 549 N 1.5 Up 1
## 550 N 0.2 Up 0
## 551 N 2.0 Flat 1
## 552 N 0.0 Up 0
## 553 Y 1.8 Flat 1
## 554 Y 1.8 Flat 1
## 555 N 0.3 Up 0
## 556 Y 0.0 Flat 1
## 557 Y 2.0 Down 0
## 558 Y 1.8 Flat 1
## 559 Y 1.4 Flat 1
## 560 Y 4.0 Down 1
## 561 N 0.2 Up 0
## 562 N 0.1 Up 0
## 563 Y 2.0 Flat 0
## 564 Y 1.1 Flat 1
## 565 Y 2.0 Flat 1
## 566 Y 1.7 Flat 1
## 567 Y 1.5 Flat 0
## 568 Y 0.0 Flat 1
## 569 Y 1.5 Down 1
## 570 Y 2.5 Flat 1
## 571 Y 2.0 Down 1
## 572 Y 1.5 Flat 1
## 573 Y 0.5 Flat 1
## 574 N 1.5 Flat 1
## 575 Y 1.5 Flat 1
## 576 Y 1.2 Flat 1
## 577 Y 3.0 Flat 1
## 578 Y 1.9 Flat 1
## 579 Y 3.0 Down 1
## 580 Y 1.8 Flat 1
## 581 Y 1.0 Flat 1
## 582 Y 1.5 Up 1
## 583 Y 0.0 Flat 1
## 584 N 0.3 Up 0
## 585 Y 1.5 Flat 1
## 586 N 0.8 Flat 1
## 587 Y 2.0 Flat 1
## 588 N 1.0 Flat 0
## 589 Y 2.0 Flat 1
## 590 N 0.0 Flat 1
## 591 N 0.2 Up 0
## 592 N 0.0 Up 0
## 593 Y 2.0 Down 1
## 594 N 0.0 Flat 1
## 595 Y 1.0 Up 1
## 596 Y 0.5 Flat 1
## 597 N 0.0 Flat 1
## 598 N 0.2 Up 0
## 599 Y 1.7 Down 1
## 600 N 1.5 Flat 1
## 601 Y 1.0 Flat 0
## 602 Y 1.3 Flat 1
## 603 Y 0.0 Flat 1
## 604 Y 1.5 Down 1
## 605 Y 0.0 Up 0
## 606 N 1.0 Up 0
## 607 Y 3.0 Flat 1
## 608 Y 1.5 Flat 1
## 609 Y 0.0 Flat 1
## 610 N 0.0 Flat 1
## 611 N 0.0 Flat 1
## 612 N 0.2 Up 0
## 613 N 0.0 Flat 1
## 614 N 0.3 Up 0
## 615 Y 0.0 Flat 1
## 616 N 2.4 Flat 1
## 617 N 1.6 Flat 0
## 618 N 0.3 Up 1
## 619 Y 0.2 Flat 0
## 620 Y 0.2 Up 0
## 621 N 0.4 Up 0
## 622 Y 0.6 Flat 1
## 623 Y 1.2 Flat 1
## 624 N 1.2 Flat 1
## 625 N 4.0 Flat 1
## 626 N 0.5 Flat 0
## 627 Y 0.0 Up 0
## 628 N 0.0 Up 0
## 629 N 2.6 Flat 1
## 630 N 0.0 Up 0
## 631 N 1.6 Flat 0
## 632 Y 1.8 Flat 1
## 633 Y 3.1 Down 1
## 634 Y 1.8 Flat 0
## 635 Y 1.4 Up 0
## 636 Y 2.6 Flat 1
## 637 N 0.2 Flat 0
## 638 N 1.2 Flat 0
## 639 N 0.1 Up 0
## 640 Y 0.0 Up 0
## 641 N 0.2 Up 0
## 642 Y 0.0 Flat 0
## 643 N 0.6 Up 0
## 644 N 2.5 Flat 1
## 645 N 0.0 Up 0
## 646 N 0.4 Flat 1
## 647 N 2.3 Up 0
## 648 N 0.0 Up 0
## 649 Y 3.4 Down 1
## 650 Y 0.9 Flat 1
## 651 Y 0.0 Up 1
## 652 Y 1.9 Up 1
## 653 N 0.0 Up 1
## 654 N 0.0 Up 0
## 655 N 0.0 Up 0
## 656 N 0.0 Up 1
## 657 N 0.0 Up 0
## 658 Y 0.4 Up 0
## 659 N 0.0 Up 0
## 660 N 2.2 Flat 1
## 661 N 0.0 Up 0
## 662 N 0.8 Up 1
## 663 N 0.0 Up 1
## 664 Y 0.0 Flat 1
## 665 N 1.0 Flat 1
## 666 Y 1.8 Flat 1
## 667 N 0.0 Up 0
## 668 N 0.8 Up 0
## 669 N 0.0 Up 0
## 670 N 0.6 Flat 0
## 671 N 0.0 Up 0
## 672 Y 3.6 Flat 1
## 673 N 0.0 Up 0
## 674 Y 0.0 Flat 1
## 675 N 1.4 Flat 1
## 676 N 0.2 Up 0
## 677 Y 1.2 Flat 1
## 678 N 0.0 Up 0
## 679 N 0.9 Up 0
## 680 N 2.3 Down 0
## 681 Y 0.6 Flat 1
## 682 Y 0.0 Up 0
## 683 N 0.0 Up 1
## 684 N 0.3 Flat 0
## 685 N 0.0 Up 1
## 686 Y 3.6 Flat 1
## 687 Y 0.6 Up 0
## 688 N 0.0 Up 0
## 689 N 1.1 Flat 0
## 690 N 0.3 Up 0
## 691 Y 0.0 Flat 1
## 692 Y 3.0 Flat 0
## 693 N 0.0 Up 0
## 694 N 0.0 Flat 0
## 695 N 0.8 Up 0
## 696 N 2.0 Flat 1
## 697 Y 1.6 Flat 1
## 698 Y 0.8 Up 1
## 699 N 2.0 Flat 0
## 700 Y 1.5 Flat 0
## 701 N 0.8 Up 0
## 702 N 0.0 Up 0
## 703 N 4.2 Down 0
## 704 N 0.0 Up 0
## 705 N 2.6 Flat 1
## 706 Y 0.0 Up 0
## 707 N 0.0 Up 1
## 708 Y 2.2 Flat 1
## 709 Y 0.0 Flat 1
## 710 N 1.0 Up 1
## 711 Y 1.0 Flat 1
## 712 N 0.4 Flat 0
## 713 N 0.1 Up 1
## 714 N 0.2 Up 0
## 715 N 1.1 Up 0
## 716 N 0.6 Flat 0
## 717 N 1.0 Flat 1
## 718 N 0.0 Up 0
## 719 N 1.0 Flat 1
## 720 N 1.4 Flat 1
## 721 N 0.5 Flat 1
## 722 Y 1.2 Flat 0
## 723 N 2.6 Flat 1
## 724 Y 0.0 Up 1
## 725 N 0.0 Flat 0
## 726 Y 3.4 Flat 1
## 727 N 0.0 Up 0
## 728 N 0.0 Up 1
## 729 N 0.0 Up 0
## 730 N 0.0 Up 0
## 731 N 0.0 Flat 0
## 732 N 0.8 Up 1
## 733 Y 4.0 Down 1
## 734 N 2.6 Down 0
## 735 Y 1.6 Down 1
## 736 N 2.0 Flat 1
## 737 Y 3.2 Flat 1
## 738 Y 1.2 Flat 1
## 739 N 0.8 Up 0
## 740 N 0.5 Down 0
## 741 N 0.0 Up 0
## 742 Y 1.8 Flat 1
## 743 N 0.1 Flat 0
## 744 N 0.8 Up 0
## 745 Y 1.4 Up 1
## 746 Y 1.8 Flat 1
## 747 Y 0.1 Up 1
## 748 N 0.0 Up 0
## 749 Y 2.2 Down 1
## 750 N 1.6 Up 0
## 751 Y 1.4 Down 0
## 752 N 0.0 Up 0
## 753 Y 1.2 Flat 1
## 754 N 0.7 Up 0
## 755 Y 0.0 Up 0
## 756 N 2.0 Flat 1
## 757 N 0.0 Up 0
## 758 N 0.6 Flat 1
## 759 Y 1.4 Up 0
## 760 N 0.0 Up 1
## 761 Y 2.0 Flat 1
## 762 N 0.0 Up 1
## 763 Y 2.0 Flat 1
## 764 N 3.2 Up 1
## 765 Y 0.0 Up 0
## 766 N 0.0 Up 0
## 767 N 1.6 Flat 0
## 768 N 0.0 Up 0
## 769 N 2.0 Flat 0
## 770 N 0.5 Up 0
## 771 N 0.0 Up 0
## 772 Y 5.6 Down 1
## 773 N 0.0 Up 0
## 774 N 1.9 Flat 0
## 775 Y 1.0 Flat 1
## 776 Y 3.8 Flat 1
## 777 Y 1.4 Flat 1
## 778 N 0.0 Up 0
## 779 Y 3.0 Flat 1
## 780 N 0.0 Up 0
## 781 Y 0.0 Up 0
## 782 N 0.0 Up 0
## 783 N 1.2 Down 0
## 784 Y 0.2 Flat 0
## 785 N 1.4 Flat 1
## 786 N 0.1 Flat 0
## 787 N 2.0 Flat 1
## 788 Y 0.9 Flat 1
## 789 N 1.5 Flat 0
## 790 N 0.0 Up 0
## 791 N 1.9 Flat 1
## 792 Y 4.2 Flat 1
## 793 N 3.6 Flat 1
## 794 N 0.2 Flat 1
## 795 N 0.0 Up 0
## 796 N 0.8 Down 0
## 797 Y 1.9 Flat 1
## 798 N 0.0 Up 1
## 799 N 0.6 Flat 0
## 800 N 0.0 Up 0
## 801 N 1.9 Up 0
## 802 Y 2.1 Flat 1
## 803 N 0.1 Up 0
## 804 N 1.2 Flat 0
## 805 Y 2.9 Flat 1
## 806 N 1.2 Up 0
## 807 Y 2.6 Down 1
## 808 N 0.0 Up 0
## 809 Y 0.0 Up 1
## 810 N 0.0 Up 0
## 811 N 1.4 Flat 0
## 812 N 1.0 Flat 0
## 813 N 1.6 Flat 0
## 814 N 1.8 Up 0
## 815 Y 0.0 Up 1
## 816 N 1.0 Up 0
## 817 N 0.0 Up 1
## 818 Y 2.8 Flat 1
## 819 Y 1.6 Up 1
## 820 Y 0.8 Flat 1
## 821 N 1.2 Flat 0
## 822 N 0.0 Up 0
## 823 Y 0.6 Flat 0
## 824 Y 1.8 Flat 1
## 825 N 3.5 Down 0
## 826 N 0.2 Flat 1
## 827 N 2.4 Flat 0
## 828 N 0.2 Flat 0
## 829 Y 2.2 Flat 1
## 830 N 0.0 Up 0
## 831 N 1.4 Up 0
## 832 N 0.0 Up 0
## 833 Y 0.0 Up 0
## 834 N 0.4 Flat 0
## 835 N 0.0 Up 0
## 836 Y 2.8 Flat 1
## 837 N 2.8 Flat 1
## 838 N 1.6 Up 0
## 839 Y 1.8 Up 1
## 840 N 1.4 Up 0
## 841 N 0.0 Flat 0
## 842 N 1.2 Flat 1
## 843 Y 3.0 Flat 1
## 844 N 1.0 Up 0
## 845 N 0.0 Flat 0
## 846 Y 1.0 Flat 1
## 847 N 1.2 Flat 1
## 848 N 0.0 Up 0
## 849 Y 0.0 Up 1
## 850 N 1.8 Flat 0
## 851 N 6.2 Down 1
## 852 N 0.0 Up 0
## 853 Y 2.5 Flat 1
## 854 N 0.0 Up 0
## 855 N 0.2 Up 0
## 856 Y 1.6 Flat 1
## 857 N 0.0 Up 0
## 858 N 0.4 Flat 0
## 859 N 3.6 Down 1
## 860 N 1.5 Up 0
## 861 Y 1.4 Up 1
## 862 N 0.6 Up 1
## 863 N 0.8 Up 0
## 864 N 3.0 Flat 1
## 865 Y 2.8 Flat 1
## 866 N 1.4 Flat 1
## 867 N 0.0 Up 0
## 868 N 0.0 Up 1
## 869 N 0.6 Up 0
## 870 N 1.6 Up 0
## 871 N 0.4 Up 0
## 872 Y 1.0 Flat 0
## 873 Y 1.2 Flat 1
## 874 N 0.0 Up 1
## 875 N 1.5 Up 0
## 876 N 0.0 Up 0
## 877 Y 2.4 Flat 1
## 878 N 1.8 Flat 1
## 879 N 0.6 Up 0
## 880 N 1.0 Down 1
## 881 N 0.5 Up 0
## 882 N 0.0 Up 0
## 883 N 1.3 Flat 0
## 884 N 0.4 Flat 0
## 885 Y 1.5 Flat 1
## 886 N 0.0 Up 0
## 887 N 0.0 Up 0
## 888 Y 0.1 Flat 1
## 889 Y 1.0 Flat 1
## 890 N 0.8 Up 1
## 891 N 0.6 Flat 0
## 892 N 0.0 Flat 0
## 893 N 0.0 Flat 0
## 894 N 0.0 Up 1
## 895 N 0.6 Flat 0
## 896 Y 3.0 Flat 1
## 897 N 0.0 Up 0
## 898 Y 2.0 Flat 1
## 899 N 0.0 Up 0
## 900 N 0.0 Up 1
## 901 N 4.4 Down 1
## 902 Y 2.8 Flat 1
## 903 N 0.4 Flat 0
## 904 N 0.0 Up 0
## 905 N 0.0 Down 0
## 906 N 0.8 Flat 1
## 907 N 1.2 Up 0
## 908 Y 2.8 Down 1
## 909 Y 4.0 Up 1
## 910 Y 0.0 Flat 1
## 911 N 0.0 Up 0
## 912 N 1.0 Flat 1
## 913 Y 0.2 Flat 1
## 914 N 1.2 Flat 1
## 915 N 3.4 Flat 1
## 916 Y 1.2 Flat 1
## 917 N 0.0 Flat 1
## 918 N 0.0 Up 0Clean data headings of each column and remove spaces of variables between words in headings
Make all headings to lowercase; hence, it will prevent a typo when I create a code. Also, clean all spaces between words in headings.Then, look at the head and tail to view the top and bottom of data.
names(heart) <-tolower(names(heart))
names(heart) <- gsub(" ","_",names(heart))
head(heart)## age sex chestpaintype restingbp cholesterol fastingbs restingecg maxhr
## 1 40 M ATA 140 289 0 Normal 172
## 2 49 F NAP 160 180 0 Normal 156
## 3 37 M ATA 130 283 0 ST 98
## 4 48 F ASY 138 214 0 Normal 108
## 5 54 M NAP 150 195 0 Normal 122
## 6 39 M NAP 120 339 0 Normal 170
## exerciseangina oldpeak st_slope heartdisease
## 1 N 0.0 Up 0
## 2 N 1.0 Flat 1
## 3 N 0.0 Up 0
## 4 Y 1.5 Flat 1
## 5 N 0.0 Up 0
## 6 N 0.0 Up 0tail(heart)## age sex chestpaintype restingbp cholesterol fastingbs restingecg maxhr
## 913 57 F ASY 140 241 0 Normal 123
## 914 45 M TA 110 264 0 Normal 132
## 915 68 M ASY 144 193 1 Normal 141
## 916 57 M ASY 130 131 0 Normal 115
## 917 57 F ATA 130 236 0 LVH 174
## 918 38 M NAP 138 175 0 Normal 173
## exerciseangina oldpeak st_slope heartdisease
## 913 Y 0.2 Flat 1
## 914 N 1.2 Flat 1
## 915 N 3.4 Flat 1
## 916 Y 1.2 Flat 1
## 917 N 0.0 Flat 1
## 918 N 0.0 Up 0Run str to see structure of data in details. There are 12 variables provided in the dataset
str(heart)## 'data.frame': 918 obs. of 12 variables:
## $ age : int 40 49 37 48 54 39 45 54 37 48 ...
## $ sex : chr "M" "F" "M" "F" ...
## $ chestpaintype : chr "ATA" "NAP" "ATA" "ASY" ...
## $ restingbp : int 140 160 130 138 150 120 130 110 140 120 ...
## $ cholesterol : int 289 180 283 214 195 339 237 208 207 284 ...
## $ fastingbs : int 0 0 0 0 0 0 0 0 0 0 ...
## $ restingecg : chr "Normal" "Normal" "ST" "Normal" ...
## $ maxhr : int 172 156 98 108 122 170 170 142 130 120 ...
## $ exerciseangina: chr "N" "N" "N" "Y" ...
## $ oldpeak : num 0 1 0 1.5 0 0 0 0 1.5 0 ...
## $ st_slope : chr "Up" "Flat" "Up" "Flat" ...
## $ heartdisease : int 0 1 0 1 0 0 0 0 1 0 ...Determine the number of values in each level of dependent variable
heart %>%
drop() %>%
group_by(heartdisease) %>%
count()## # A tibble: 2 x 2
## # Groups: heartdisease [2]
## heartdisease n
## <int> <int>
## 1 0 410
## 2 1 508Create a bar plot. The bar plot predicts the highiest number of heart disease in age 60s.
ggplot(heart,aes(x=age,fill=factor(heartdisease),color=target)) + geom_histogram(binwidth = 1,color="black") + labs(x = "Age",y = "Frequency", title = "Heart Disease by Age")
Predict Density of Age with the boxplot.
boxplot(heart$age ~ heart$heartdisease,
main="Density by Age",
ylab="Age",lab="Heart disease")
Create a pie plot.
mytable <- table(heart$chestpaintype)
pct<-round(mytable/sum(mytable)*100)
lbls1<-paste(names(mytable),pct)
lbls<-paste(lbls1, "%", sep="")
pie(mytable, labels = lbls,col = rainbow(length(lbls)),main="Pie Chart of Chest Pain",radius = 0.8)
Predict heart disease by sex. The boxplot shows male has much larger number of heart disease.
heart = heart #add labels only for plot
levels(heart$heartdisease) = c("No disease","Disease")
levels(heart$sex) = c("female","male","")
mosaicplot(heart$sex ~ heart$heartdisease,
main="Destiny by Gender", shade=FALSE,color=TRUE,
xlab="Gender", ylab="Heart disease")
My source of heart failure prediction dataset comes from Kaggle which is an online community of data scientists and machine learning practitioners. The dataset contains 918 observations and 12 variables provided in the data set that I am able to predict.
Here is the summary of what the variables are:
Age: age of subject
Sex: gender of subject: 0 is female and 1 is male.
ChestPainType: chest pain type
RestingBP: resting blood pressure in mm Hg
Cholesterol: serum cholesterol
FastingBS: fasting blood sugar level relative less or equal to 120mg/dl is 0 and greater than 120mg/dl is 1.
RestingECG: resting electrocardiogram results
MaxHR: maximum heart rate achieved
ExerciseAngina: exercise induced agnia
Oldpeak: oldpeak = ST
St_slope: the slope of the peak exercise ST segment
Heartdisease: target
Aim of analysis of my project is to predict heart disease by ages and compare between genders. Surprisingly there are more men with heart disease than men. Also, we know it’s not just a man’s problem of heart disease. According to the dataset, the data predicts that more than 75 percent of age 40-70 have heart disease. I am not able to predict what factors cause the high rate of heart disease in the ages. 12 variables from the heart disease dataset are used to predict the diagnosis of heart disease. The performance of four different visual plots for representing a heart dataset are compared to visualize percentage of chest pain types in a pie chart; and then, the density by age with bar plot presents risks of heart disease associated with aging, but it shows that age 70 and beyond decrease the number of heart disease.