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@dralmadani
Last active September 23, 2020 14:00
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This dataset about "Health care: Data set on Heart attack possibility" Originally published at Kaggle: Heart Disease UCI

This database contains 76 attributes, but all published experiments refer to using a subset of 14 of them. In particular, the Cleveland database is the only one that has been used by ML researchers. you can find the full data with 76 features at machine learning repository: Heart Disease Data Set


Attribute

  • age
  • sex
  • cp : chest pain type (4 values)
  • trestbps: resting blood pressure
  • chol: serum cholestoral in mg/dl
  • fbs: fasting blood sugar > 120 mg/dl
  • restecg: resting electrocardiographic results (values 0,1,2)
  • thalach: maximum heart rate achieved
  • exang: exercise induced angina
  • oldpeak = ST depression induced by exercise relative to rest
  • slope: the slope of the peak exercise ST segment
  • ca: number of major vessels (0-3) colored by flourosopy
  • thal: 0 = normal; 1 = fixed defect; 2 = reversable defect
  • target: 0= less chance of heart attack 1= more chance of heart attack

Some questions

  • What are most resons for heart attack possibility
  • What are the most ages groups for heart attack
  • What are the top resons for heart attacks
age sex cp trestbps chol fbs restecg thalach exang oldpeak slope ca thal target
63 1 3 145 233 1 0 150 0 2.3 0 0 1 1
37 1 2 130 250 0 1 187 0 3.5 0 0 2 1
41 0 1 130 204 0 0 172 0 1.4 2 0 2 1
56 1 1 120 236 0 1 178 0 0.8 2 0 2 1
57 0 0 120 354 0 1 163 1 0.6 2 0 2 1
57 1 0 140 192 0 1 148 0 0.4 1 0 1 1
56 0 1 140 294 0 0 153 0 1.3 1 0 2 1
44 1 1 120 263 0 1 173 0 0 2 0 3 1
52 1 2 172 199 1 1 162 0 0.5 2 0 3 1
57 1 2 150 168 0 1 174 0 1.6 2 0 2 1
54 1 0 140 239 0 1 160 0 1.2 2 0 2 1
48 0 2 130 275 0 1 139 0 0.2 2 0 2 1
49 1 1 130 266 0 1 171 0 0.6 2 0 2 1
64 1 3 110 211 0 0 144 1 1.8 1 0 2 1
58 0 3 150 283 1 0 162 0 1 2 0 2 1
50 0 2 120 219 0 1 158 0 1.6 1 0 2 1
58 0 2 120 340 0 1 172 0 0 2 0 2 1
66 0 3 150 226 0 1 114 0 2.6 0 0 2 1
43 1 0 150 247 0 1 171 0 1.5 2 0 2 1
69 0 3 140 239 0 1 151 0 1.8 2 2 2 1
59 1 0 135 234 0 1 161 0 0.5 1 0 3 1
44 1 2 130 233 0 1 179 1 0.4 2 0 2 1
42 1 0 140 226 0 1 178 0 0 2 0 2 1
61 1 2 150 243 1 1 137 1 1 1 0 2 1
40 1 3 140 199 0 1 178 1 1.4 2 0 3 1
71 0 1 160 302 0 1 162 0 0.4 2 2 2 1
59 1 2 150 212 1 1 157 0 1.6 2 0 2 1
51 1 2 110 175 0 1 123 0 0.6 2 0 2 1
65 0 2 140 417 1 0 157 0 0.8 2 1 2 1
53 1 2 130 197 1 0 152 0 1.2 0 0 2 1
41 0 1 105 198 0 1 168 0 0 2 1 2 1
65 1 0 120 177 0 1 140 0 0.4 2 0 3 1
44 1 1 130 219 0 0 188 0 0 2 0 2 1
54 1 2 125 273 0 0 152 0 0.5 0 1 2 1
51 1 3 125 213 0 0 125 1 1.4 2 1 2 1
46 0 2 142 177 0 0 160 1 1.4 0 0 2 1
54 0 2 135 304 1 1 170 0 0 2 0 2 1
54 1 2 150 232 0 0 165 0 1.6 2 0 3 1
65 0 2 155 269 0 1 148 0 0.8 2 0 2 1
65 0 2 160 360 0 0 151 0 0.8 2 0 2 1
51 0 2 140 308 0 0 142 0 1.5 2 1 2 1
48 1 1 130 245 0 0 180 0 0.2 1 0 2 1
45 1 0 104 208 0 0 148 1 3 1 0 2 1
53 0 0 130 264 0 0 143 0 0.4 1 0 2 1
39 1 2 140 321 0 0 182 0 0 2 0 2 1
52 1 1 120 325 0 1 172 0 0.2 2 0 2 1
44 1 2 140 235 0 0 180 0 0 2 0 2 1
47 1 2 138 257 0 0 156 0 0 2 0 2 1
53 0 2 128 216 0 0 115 0 0 2 0 0 1
53 0 0 138 234 0 0 160 0 0 2 0 2 1
51 0 2 130 256 0 0 149 0 0.5 2 0 2 1
66 1 0 120 302 0 0 151 0 0.4 1 0 2 1
62 1 2 130 231 0 1 146 0 1.8 1 3 3 1
44 0 2 108 141 0 1 175 0 0.6 1 0 2 1
63 0 2 135 252 0 0 172 0 0 2 0 2 1
52 1 1 134 201 0 1 158 0 0.8 2 1 2 1
48 1 0 122 222 0 0 186 0 0 2 0 2 1
45 1 0 115 260 0 0 185 0 0 2 0 2 1
34 1 3 118 182 0 0 174 0 0 2 0 2 1
57 0 0 128 303 0 0 159 0 0 2 1 2 1
71 0 2 110 265 1 0 130 0 0 2 1 2 1
54 1 1 108 309 0 1 156 0 0 2 0 3 1
52 1 3 118 186 0 0 190 0 0 1 0 1 1
41 1 1 135 203 0 1 132 0 0 1 0 1 1
58 1 2 140 211 1 0 165 0 0 2 0 2 1
35 0 0 138 183 0 1 182 0 1.4 2 0 2 1
51 1 2 100 222 0 1 143 1 1.2 1 0 2 1
45 0 1 130 234 0 0 175 0 0.6 1 0 2 1
44 1 1 120 220 0 1 170 0 0 2 0 2 1
62 0 0 124 209 0 1 163 0 0 2 0 2 1
54 1 2 120 258 0 0 147 0 0.4 1 0 3 1
51 1 2 94 227 0 1 154 1 0 2 1 3 1
29 1 1 130 204 0 0 202 0 0 2 0 2 1
51 1 0 140 261 0 0 186 1 0 2 0 2 1
43 0 2 122 213 0 1 165 0 0.2 1 0 2 1
55 0 1 135 250 0 0 161 0 1.4 1 0 2 1
51 1 2 125 245 1 0 166 0 2.4 1 0 2 1
59 1 1 140 221 0 1 164 1 0 2 0 2 1
52 1 1 128 205 1 1 184 0 0 2 0 2 1
58 1 2 105 240 0 0 154 1 0.6 1 0 3 1
41 1 2 112 250 0 1 179 0 0 2 0 2 1
45 1 1 128 308 0 0 170 0 0 2 0 2 1
60 0 2 102 318 0 1 160 0 0 2 1 2 1
52 1 3 152 298 1 1 178 0 1.2 1 0 3 1
42 0 0 102 265 0 0 122 0 0.6 1 0 2 1
67 0 2 115 564 0 0 160 0 1.6 1 0 3 1
68 1 2 118 277 0 1 151 0 1 2 1 3 1
46 1 1 101 197 1 1 156 0 0 2 0 3 1
54 0 2 110 214 0 1 158 0 1.6 1 0 2 1
58 0 0 100 248 0 0 122 0 1 1 0 2 1
48 1 2 124 255 1 1 175 0 0 2 2 2 1
57 1 0 132 207 0 1 168 1 0 2 0 3 1
52 1 2 138 223 0 1 169 0 0 2 4 2 1
54 0 1 132 288 1 0 159 1 0 2 1 2 1
45 0 1 112 160 0 1 138 0 0 1 0 2 1
53 1 0 142 226 0 0 111 1 0 2 0 3 1
62 0 0 140 394 0 0 157 0 1.2 1 0 2 1
52 1 0 108 233 1 1 147 0 0.1 2 3 3 1
43 1 2 130 315 0 1 162 0 1.9 2 1 2 1
53 1 2 130 246 1 0 173 0 0 2 3 2 1
42 1 3 148 244 0 0 178 0 0.8 2 2 2 1
59 1 3 178 270 0 0 145 0 4.2 0 0 3 1
63 0 1 140 195 0 1 179 0 0 2 2 2 1
42 1 2 120 240 1 1 194 0 0.8 0 0 3 1
50 1 2 129 196 0 1 163 0 0 2 0 2 1
68 0 2 120 211 0 0 115 0 1.5 1 0 2 1
69 1 3 160 234 1 0 131 0 0.1 1 1 2 1
45 0 0 138 236 0 0 152 1 0.2 1 0 2 1
50 0 1 120 244 0 1 162 0 1.1 2 0 2 1
50 0 0 110 254 0 0 159 0 0 2 0 2 1
64 0 0 180 325 0 1 154 1 0 2 0 2 1
57 1 2 150 126 1 1 173 0 0.2 2 1 3 1
64 0 2 140 313 0 1 133 0 0.2 2 0 3 1
43 1 0 110 211 0 1 161 0 0 2 0 3 1
55 1 1 130 262 0 1 155 0 0 2 0 2 1
37 0 2 120 215 0 1 170 0 0 2 0 2 1
41 1 2 130 214 0 0 168 0 2 1 0 2 1
56 1 3 120 193 0 0 162 0 1.9 1 0 3 1
46 0 1 105 204 0 1 172 0 0 2 0 2 1
46 0 0 138 243 0 0 152 1 0 1 0 2 1
64 0 0 130 303 0 1 122 0 2 1 2 2 1
59 1 0 138 271 0 0 182 0 0 2 0 2 1
41 0 2 112 268 0 0 172 1 0 2 0 2 1
54 0 2 108 267 0 0 167 0 0 2 0 2 1
39 0 2 94 199 0 1 179 0 0 2 0 2 1
34 0 1 118 210 0 1 192 0 0.7 2 0 2 1
47 1 0 112 204 0 1 143 0 0.1 2 0 2 1
67 0 2 152 277 0 1 172 0 0 2 1 2 1
52 0 2 136 196 0 0 169 0 0.1 1 0 2 1
74 0 1 120 269 0 0 121 1 0.2 2 1 2 1
54 0 2 160 201 0 1 163 0 0 2 1 2 1
49 0 1 134 271 0 1 162 0 0 1 0 2 1
42 1 1 120 295 0 1 162 0 0 2 0 2 1
41 1 1 110 235 0 1 153 0 0 2 0 2 1
41 0 1 126 306 0 1 163 0 0 2 0 2 1
49 0 0 130 269 0 1 163 0 0 2 0 2 1
60 0 2 120 178 1 1 96 0 0 2 0 2 1
62 1 1 128 208 1 0 140 0 0 2 0 2 1
57 1 0 110 201 0 1 126 1 1.5 1 0 1 1
64 1 0 128 263 0 1 105 1 0.2 1 1 3 1
51 0 2 120 295 0 0 157 0 0.6 2 0 2 1
43 1 0 115 303 0 1 181 0 1.2 1 0 2 1
42 0 2 120 209 0 1 173 0 0 1 0 2 1
67 0 0 106 223 0 1 142 0 0.3 2 2 2 1
76 0 2 140 197 0 2 116 0 1.1 1 0 2 1
70 1 1 156 245 0 0 143 0 0 2 0 2 1
44 0 2 118 242 0 1 149 0 0.3 1 1 2 1
60 0 3 150 240 0 1 171 0 0.9 2 0 2 1
44 1 2 120 226 0 1 169 0 0 2 0 2 1
42 1 2 130 180 0 1 150 0 0 2 0 2 1
66 1 0 160 228 0 0 138 0 2.3 2 0 1 1
71 0 0 112 149 0 1 125 0 1.6 1 0 2 1
64 1 3 170 227 0 0 155 0 0.6 1 0 3 1
66 0 2 146 278 0 0 152 0 0 1 1 2 1
39 0 2 138 220 0 1 152 0 0 1 0 2 1
58 0 0 130 197 0 1 131 0 0.6 1 0 2 1
47 1 2 130 253 0 1 179 0 0 2 0 2 1
35 1 1 122 192 0 1 174 0 0 2 0 2 1
58 1 1 125 220 0 1 144 0 0.4 1 4 3 1
56 1 1 130 221 0 0 163 0 0 2 0 3 1
56 1 1 120 240 0 1 169 0 0 0 0 2 1
55 0 1 132 342 0 1 166 0 1.2 2 0 2 1
41 1 1 120 157 0 1 182 0 0 2 0 2 1
38 1 2 138 175 0 1 173 0 0 2 4 2 1
38 1 2 138 175 0 1 173 0 0 2 4 2 1
67 1 0 160 286 0 0 108 1 1.5 1 3 2 0
67 1 0 120 229 0 0 129 1 2.6 1 2 3 0
62 0 0 140 268 0 0 160 0 3.6 0 2 2 0
63 1 0 130 254 0 0 147 0 1.4 1 1 3 0
53 1 0 140 203 1 0 155 1 3.1 0 0 3 0
56 1 2 130 256 1 0 142 1 0.6 1 1 1 0
48 1 1 110 229 0 1 168 0 1 0 0 3 0
58 1 1 120 284 0 0 160 0 1.8 1 0 2 0
58 1 2 132 224 0 0 173 0 3.2 2 2 3 0
60 1 0 130 206 0 0 132 1 2.4 1 2 3 0
40 1 0 110 167 0 0 114 1 2 1 0 3 0
60 1 0 117 230 1 1 160 1 1.4 2 2 3 0
64 1 2 140 335 0 1 158 0 0 2 0 2 0
43 1 0 120 177 0 0 120 1 2.5 1 0 3 0
57 1 0 150 276 0 0 112 1 0.6 1 1 1 0
55 1 0 132 353 0 1 132 1 1.2 1 1 3 0
65 0 0 150 225 0 0 114 0 1 1 3 3 0
61 0 0 130 330 0 0 169 0 0 2 0 2 0
58 1 2 112 230 0 0 165 0 2.5 1 1 3 0
50 1 0 150 243 0 0 128 0 2.6 1 0 3 0
44 1 0 112 290 0 0 153 0 0 2 1 2 0
60 1 0 130 253 0 1 144 1 1.4 2 1 3 0
54 1 0 124 266 0 0 109 1 2.2 1 1 3 0
50 1 2 140 233 0 1 163 0 0.6 1 1 3 0
41 1 0 110 172 0 0 158 0 0 2 0 3 0
51 0 0 130 305 0 1 142 1 1.2 1 0 3 0
58 1 0 128 216 0 0 131 1 2.2 1 3 3 0
54 1 0 120 188 0 1 113 0 1.4 1 1 3 0
60 1 0 145 282 0 0 142 1 2.8 1 2 3 0
60 1 2 140 185 0 0 155 0 3 1 0 2 0
59 1 0 170 326 0 0 140 1 3.4 0 0 3 0
46 1 2 150 231 0 1 147 0 3.6 1 0 2 0
67 1 0 125 254 1 1 163 0 0.2 1 2 3 0
62 1 0 120 267 0 1 99 1 1.8 1 2 3 0
65 1 0 110 248 0 0 158 0 0.6 2 2 1 0
44 1 0 110 197 0 0 177 0 0 2 1 2 0
60 1 0 125 258 0 0 141 1 2.8 1 1 3 0
58 1 0 150 270 0 0 111 1 0.8 2 0 3 0
68 1 2 180 274 1 0 150 1 1.6 1 0 3 0
62 0 0 160 164 0 0 145 0 6.2 0 3 3 0
52 1 0 128 255 0 1 161 1 0 2 1 3 0
59 1 0 110 239 0 0 142 1 1.2 1 1 3 0
60 0 0 150 258 0 0 157 0 2.6 1 2 3 0
49 1 2 120 188 0 1 139 0 2 1 3 3 0
59 1 0 140 177 0 1 162 1 0 2 1 3 0
57 1 2 128 229 0 0 150 0 0.4 1 1 3 0
61 1 0 120 260 0 1 140 1 3.6 1 1 3 0
39 1 0 118 219 0 1 140 0 1.2 1 0 3 0
61 0 0 145 307 0 0 146 1 1 1 0 3 0
56 1 0 125 249 1 0 144 1 1.2 1 1 2 0
43 0 0 132 341 1 0 136 1 3 1 0 3 0
62 0 2 130 263 0 1 97 0 1.2 1 1 3 0
63 1 0 130 330 1 0 132 1 1.8 2 3 3 0
65 1 0 135 254 0 0 127 0 2.8 1 1 3 0
48 1 0 130 256 1 0 150 1 0 2 2 3 0
63 0 0 150 407 0 0 154 0 4 1 3 3 0
55 1 0 140 217 0 1 111 1 5.6 0 0 3 0
65 1 3 138 282 1 0 174 0 1.4 1 1 2 0
56 0 0 200 288 1 0 133 1 4 0 2 3 0
54 1 0 110 239 0 1 126 1 2.8 1 1 3 0
70 1 0 145 174 0 1 125 1 2.6 0 0 3 0
62 1 1 120 281 0 0 103 0 1.4 1 1 3 0
35 1 0 120 198 0 1 130 1 1.6 1 0 3 0
59 1 3 170 288 0 0 159 0 0.2 1 0 3 0
64 1 2 125 309 0 1 131 1 1.8 1 0 3 0
47 1 2 108 243 0 1 152 0 0 2 0 2 0
57 1 0 165 289 1 0 124 0 1 1 3 3 0
55 1 0 160 289 0 0 145 1 0.8 1 1 3 0
64 1 0 120 246 0 0 96 1 2.2 0 1 2 0
70 1 0 130 322 0 0 109 0 2.4 1 3 2 0
51 1 0 140 299 0 1 173 1 1.6 2 0 3 0
58 1 0 125 300 0 0 171 0 0 2 2 3 0
60 1 0 140 293 0 0 170 0 1.2 1 2 3 0
77 1 0 125 304 0 0 162 1 0 2 3 2 0
35 1 0 126 282 0 0 156 1 0 2 0 3 0
70 1 2 160 269 0 1 112 1 2.9 1 1 3 0
59 0 0 174 249 0 1 143 1 0 1 0 2 0
64 1 0 145 212 0 0 132 0 2 1 2 1 0
57 1 0 152 274 0 1 88 1 1.2 1 1 3 0
56 1 0 132 184 0 0 105 1 2.1 1 1 1 0
48 1 0 124 274 0 0 166 0 0.5 1 0 3 0
56 0 0 134 409 0 0 150 1 1.9 1 2 3 0
66 1 1 160 246 0 1 120 1 0 1 3 1 0
54 1 1 192 283 0 0 195 0 0 2 1 3 0
69 1 2 140 254 0 0 146 0 2 1 3 3 0
51 1 0 140 298 0 1 122 1 4.2 1 3 3 0
43 1 0 132 247 1 0 143 1 0.1 1 4 3 0
62 0 0 138 294 1 1 106 0 1.9 1 3 2 0
67 1 0 100 299 0 0 125 1 0.9 1 2 2 0
59 1 3 160 273 0 0 125 0 0 2 0 2 0
45 1 0 142 309 0 0 147 1 0 1 3 3 0
58 1 0 128 259 0 0 130 1 3 1 2 3 0
50 1 0 144 200 0 0 126 1 0.9 1 0 3 0
62 0 0 150 244 0 1 154 1 1.4 1 0 2 0
38 1 3 120 231 0 1 182 1 3.8 1 0 3 0
66 0 0 178 228 1 1 165 1 1 1 2 3 0
52 1 0 112 230 0 1 160 0 0 2 1 2 0
53 1 0 123 282 0 1 95 1 2 1 2 3 0
63 0 0 108 269 0 1 169 1 1.8 1 2 2 0
54 1 0 110 206 0 0 108 1 0 1 1 2 0
66 1 0 112 212 0 0 132 1 0.1 2 1 2 0
55 0 0 180 327 0 2 117 1 3.4 1 0 2 0
49 1 2 118 149 0 0 126 0 0.8 2 3 2 0
54 1 0 122 286 0 0 116 1 3.2 1 2 2 0
56 1 0 130 283 1 0 103 1 1.6 0 0 3 0
46 1 0 120 249 0 0 144 0 0.8 2 0 3 0
61 1 3 134 234 0 1 145 0 2.6 1 2 2 0
67 1 0 120 237 0 1 71 0 1 1 0 2 0
58 1 0 100 234 0 1 156 0 0.1 2 1 3 0
47 1 0 110 275 0 0 118 1 1 1 1 2 0
52 1 0 125 212 0 1 168 0 1 2 2 3 0
58 1 0 146 218 0 1 105 0 2 1 1 3 0
57 1 1 124 261 0 1 141 0 0.3 2 0 3 0
58 0 1 136 319 1 0 152 0 0 2 2 2 0
61 1 0 138 166 0 0 125 1 3.6 1 1 2 0
42 1 0 136 315 0 1 125 1 1.8 1 0 1 0
52 1 0 128 204 1 1 156 1 1 1 0 0 0
59 1 2 126 218 1 1 134 0 2.2 1 1 1 0
40 1 0 152 223 0 1 181 0 0 2 0 3 0
61 1 0 140 207 0 0 138 1 1.9 2 1 3 0
46 1 0 140 311 0 1 120 1 1.8 1 2 3 0
59 1 3 134 204 0 1 162 0 0.8 2 2 2 0
57 1 1 154 232 0 0 164 0 0 2 1 2 0
57 1 0 110 335 0 1 143 1 3 1 1 3 0
55 0 0 128 205 0 2 130 1 2 1 1 3 0
61 1 0 148 203 0 1 161 0 0 2 1 3 0
58 1 0 114 318 0 2 140 0 4.4 0 3 1 0
58 0 0 170 225 1 0 146 1 2.8 1 2 1 0
67 1 2 152 212 0 0 150 0 0.8 1 0 3 0
44 1 0 120 169 0 1 144 1 2.8 0 0 1 0
63 1 0 140 187 0 0 144 1 4 2 2 3 0
63 0 0 124 197 0 1 136 1 0 1 0 2 0
59 1 0 164 176 1 0 90 0 1 1 2 1 0
57 0 0 140 241 0 1 123 1 0.2 1 0 3 0
45 1 3 110 264 0 1 132 0 1.2 1 0 3 0
68 1 0 144 193 1 1 141 0 3.4 1 2 3 0
57 1 0 130 131 0 1 115 1 1.2 1 1 3 0
57 0 1 130 236 0 0 174 0 0 1 1 2 0
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