Lated Stack Model & Older Model Moved

Extra/stroke-prediction-visual-model.dot

@@ -0,0 +1,949 @@
+digraph Tree {
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+172 [label="age <= 62.5\ngini = 0.083\nsamples = 46\nvalue = [44, 2]", fillcolor="#e68742"] ;
+171 -> 172 ;
+173 [label="gini = 0.0\nsamples = 32\nvalue = [32, 0]", fillcolor="#e58139"] ;
+172 -> 173 ;
+174 [label="bmi <= 24.0\ngini = 0.245\nsamples = 14\nvalue = [12, 2]", fillcolor="#e9965a"] ;
+172 -> 174 ;
+175 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+174 -> 175 ;
+176 [label="work_type_Self-employed <= 0.5\ngini = 0.142\nsamples = 13\nvalue = [12, 1]", fillcolor="#e78c49"] ;
+174 -> 176 ;
+177 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]", fillcolor="#e58139"] ;
+176 -> 177 ;
+178 [label="bmi <= 30.25\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
+176 -> 178 ;
+179 [label="smoking_status_Unknown <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+178 -> 179 ;
+180 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+179 -> 180 ;
+181 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+179 -> 181 ;
+182 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+178 -> 182 ;
+183 [label="smoking_status_smokes <= 0.5\ngini = 0.444\nsamples = 6\nvalue = [4, 2]", fillcolor="#f2c09c"] ;
+171 -> 183 ;
+184 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
+183 -> 184 ;
+185 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+183 -> 185 ;
+186 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+122 -> 186 ;
+187 [label="gini = 0.0\nsamples = 30\nvalue = [30, 0]", fillcolor="#e58139"] ;
+121 -> 187 ;
+188 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+120 -> 188 ;
+189 [label="age <= 60.5\ngini = 0.056\nsamples = 139\nvalue = [135, 4]", fillcolor="#e6853f"] ;
+119 -> 189 ;
+190 [label="age <= 51.5\ngini = 0.02\nsamples = 100\nvalue = [99, 1]", fillcolor="#e5823b"] ;
+189 -> 190 ;
+191 [label="avg_glucose_level <= 158.28\ngini = 0.077\nsamples = 25\nvalue = [24, 1]", fillcolor="#e68641"] ;
+190 -> 191 ;
+192 [label="gini = 0.0\nsamples = 18\nvalue = [18, 0]", fillcolor="#e58139"] ;
+191 -> 192 ;
+193 [label="avg_glucose_level <= 170.825\ngini = 0.245\nsamples = 7\nvalue = [6, 1]", fillcolor="#e9965a"] ;
+191 -> 193 ;
+194 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+193 -> 194 ;
+195 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
+193 -> 195 ;
+196 [label="gini = 0.0\nsamples = 75\nvalue = [75, 0]", fillcolor="#e58139"] ;
+190 -> 196 ;
+197 [label="avg_glucose_level <= 228.38\ngini = 0.142\nsamples = 39\nvalue = [36, 3]", fillcolor="#e78c49"] ;
+189 -> 197 ;
+198 [label="avg_glucose_level <= 197.175\ngini = 0.1\nsamples = 38\nvalue = [36, 2]", fillcolor="#e68844"] ;
+197 -> 198 ;
+199 [label="gini = 0.0\nsamples = 25\nvalue = [25, 0]", fillcolor="#e58139"] ;
+198 -> 199 ;
+200 [label="avg_glucose_level <= 202.985\ngini = 0.26\nsamples = 13\nvalue = [11, 2]", fillcolor="#ea985d"] ;
+198 -> 200 ;
+201 [label="gender <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
+200 -> 201 ;
+202 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+201 -> 202 ;
+203 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+201 -> 203 ;
+204 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]", fillcolor="#e58139"] ;
+200 -> 204 ;
+205 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+197 -> 205 ;
+206 [label="bmi <= 29.35\ngini = 0.264\nsamples = 666\nvalue = [562, 104]", fillcolor="#ea985e"] ;
+0 -> 206 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
+207 [label="age <= 73.5\ngini = 0.316\nsamples = 366\nvalue = [294, 72]", fillcolor="#eba069"] ;
+206 -> 207 ;
+208 [label="bmi <= 26.65\ngini = 0.229\nsamples = 129\nvalue = [112, 17]", fillcolor="#e99457"] ;
+207 -> 208 ;
+209 [label="avg_glucose_level <= 238.14\ngini = 0.15\nsamples = 61\nvalue = [56, 5]", fillcolor="#e78c4b"] ;
+208 -> 209 ;
+210 [label="bmi <= 22.85\ngini = 0.128\nsamples = 58\nvalue = [54, 4]", fillcolor="#e78a48"] ;
+209 -> 210 ;
+211 [label="ever_married <= 0.5\ngini = 0.255\nsamples = 20\nvalue = [17, 3]", fillcolor="#ea975c"] ;
+210 -> 211 ;
+212 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+211 -> 212 ;
+213 [label="Residence_type_Rural <= 0.5\ngini = 0.188\nsamples = 19\nvalue = [17, 2]", fillcolor="#e89050"] ;
+211 -> 213 ;
+214 [label="gini = 0.0\nsamples = 11\nvalue = [11, 0]", fillcolor="#e58139"] ;
+213 -> 214 ;
+215 [label="gender <= 0.5\ngini = 0.375\nsamples = 8\nvalue = [6, 2]", fillcolor="#eeab7b"] ;
+213 -> 215 ;
+216 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+215 -> 216 ;
+217 [label="avg_glucose_level <= 156.08\ngini = 0.245\nsamples = 7\nvalue = [6, 1]", fillcolor="#e9965a"] ;
+215 -> 217 ;
+218 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
+217 -> 218 ;
+219 [label="work_type_Self-employed <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+217 -> 219 ;
+220 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+219 -> 220 ;
+221 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+219 -> 221 ;
+222 [label="avg_glucose_level <= 62.19\ngini = 0.051\nsamples = 38\nvalue = [37, 1]", fillcolor="#e6843e"] ;
+210 -> 222 ;
+223 [label="avg_glucose_level <= 61.65\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
+222 -> 223 ;
+224 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
+223 -> 224 ;
+225 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+223 -> 225 ;
+226 [label="gini = 0.0\nsamples = 34\nvalue = [34, 0]", fillcolor="#e58139"] ;
+222 -> 226 ;
+227 [label="avg_glucose_level <= 246.835\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+209 -> 227 ;
+228 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+227 -> 228 ;
+229 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+227 -> 229 ;
+230 [label="avg_glucose_level <= 76.885\ngini = 0.291\nsamples = 68\nvalue = [56, 12]", fillcolor="#eb9c63"] ;
+208 -> 230 ;
+231 [label="gini = 0.0\nsamples = 13\nvalue = [13, 0]", fillcolor="#e58139"] ;
+230 -> 231 ;
+232 [label="bmi <= 29.25\ngini = 0.341\nsamples = 55\nvalue = [43, 12]", fillcolor="#eca470"] ;
+230 -> 232 ;
+233 [label="avg_glucose_level <= 78.755\ngini = 0.324\nsamples = 54\nvalue = [43, 11]", fillcolor="#eca16c"] ;
+232 -> 233 ;
+234 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+233 -> 234 ;
+235 [label="bmi <= 28.55\ngini = 0.306\nsamples = 53\nvalue = [43, 10]", fillcolor="#eb9e67"] ;
+233 -> 235 ;
+236 [label="gender <= 0.5\ngini = 0.361\nsamples = 38\nvalue = [29, 9]", fillcolor="#eda876"] ;
+235 -> 236 ;
+237 [label="smoking_status_never smoked <= 0.5\ngini = 0.236\nsamples = 22\nvalue = [19, 3]", fillcolor="#e99558"] ;
+236 -> 237 ;
+238 [label="bmi <= 27.15\ngini = 0.42\nsamples = 10\nvalue = [7, 3]", fillcolor="#f0b78e"] ;
+237 -> 238 ;
+239 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
+238 -> 239 ;
+240 [label="avg_glucose_level <= 90.19\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
+238 -> 240 ;
+241 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+240 -> 241 ;
+242 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
+240 -> 242 ;
+243 [label="gini = 0.0\nsamples = 12\nvalue = [12, 0]", fillcolor="#e58139"] ;
+237 -> 243 ;
+244 [label="avg_glucose_level <= 83.18\ngini = 0.469\nsamples = 16\nvalue = [10, 6]", fillcolor="#f5cdb0"] ;
+236 -> 244 ;
+245 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+244 -> 245 ;
+246 [label="bmi <= 26.95\ngini = 0.408\nsamples = 14\nvalue = [10, 4]", fillcolor="#efb388"] ;
+244 -> 246 ;
+247 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+246 -> 247 ;
+248 [label="age <= 71.5\ngini = 0.278\nsamples = 12\nvalue = [10, 2]", fillcolor="#ea9a61"] ;
+246 -> 248 ;
+249 [label="hypertension <= 0.5\ngini = 0.165\nsamples = 11\nvalue = [10, 1]", fillcolor="#e88e4d"] ;
+248 -> 249 ;
+250 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]", fillcolor="#e58139"] ;
+249 -> 250 ;
+251 [label="avg_glucose_level <= 166.86\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+249 -> 251 ;
+252 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+251 -> 252 ;
+253 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+251 -> 253 ;
+254 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+248 -> 254 ;
+255 [label="smoking_status_smokes <= 0.5\ngini = 0.124\nsamples = 15\nvalue = [14, 1]", fillcolor="#e78a47"] ;
+235 -> 255 ;
+256 [label="gini = 0.0\nsamples = 13\nvalue = [13, 0]", fillcolor="#e58139"] ;
+255 -> 256 ;
+257 [label="avg_glucose_level <= 82.305\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+255 -> 257 ;
+258 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+257 -> 258 ;
+259 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+257 -> 259 ;
+260 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+232 -> 260 ;
+261 [label="work_type_Private <= 0.5\ngini = 0.356\nsamples = 237\nvalue = [182, 55]", fillcolor="#eda775"] ;
+207 -> 261 ;
+262 [label="bmi <= 17.6\ngini = 0.296\nsamples = 133\nvalue = [109, 24]", fillcolor="#eb9d65"] ;
+261 -> 262 ;
+263 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+262 -> 263 ;
+264 [label="bmi <= 29.25\ngini = 0.288\nsamples = 132\nvalue = [109, 23]", fillcolor="#ea9c63"] ;
+262 -> 264 ;
+265 [label="bmi <= 26.15\ngini = 0.279\nsamples = 131\nvalue = [109, 22]", fillcolor="#ea9a61"] ;
+264 -> 265 ;
+266 [label="age <= 79.5\ngini = 0.187\nsamples = 67\nvalue = [60, 7]", fillcolor="#e89050"] ;
+265 -> 266 ;
+267 [label="avg_glucose_level <= 132.52\ngini = 0.089\nsamples = 43\nvalue = [41, 2]", fillcolor="#e68743"] ;
+266 -> 267 ;
+268 [label="gini = 0.0\nsamples = 32\nvalue = [32, 0]", fillcolor="#e58139"] ;
+267 -> 268 ;
+269 [label="avg_glucose_level <= 182.725\ngini = 0.298\nsamples = 11\nvalue = [9, 2]", fillcolor="#eb9d65"] ;
+267 -> 269 ;
+270 [label="heart_disease <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
+269 -> 270 ;
+271 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+270 -> 271 ;
+272 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+270 -> 272 ;
+273 [label="gini = 0.0\nsamples = 8\nvalue = [8, 0]", fillcolor="#e58139"] ;
+269 -> 273 ;
+274 [label="smoking_status_never smoked <= 0.5\ngini = 0.33\nsamples = 24\nvalue = [19, 5]", fillcolor="#eca26d"] ;
+266 -> 274 ;
+275 [label="bmi <= 19.6\ngini = 0.153\nsamples = 12\nvalue = [11, 1]", fillcolor="#e78c4b"] ;
+274 -> 275 ;
+276 [label="smoking_status_Unknown <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+275 -> 276 ;
+277 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+276 -> 277 ;
+278 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+276 -> 278 ;
+279 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]", fillcolor="#e58139"] ;
+275 -> 279 ;
+280 [label="gender <= 0.5\ngini = 0.444\nsamples = 12\nvalue = [8, 4]", fillcolor="#f2c09c"] ;
+274 -> 280 ;
+281 [label="avg_glucose_level <= 80.215\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
+280 -> 281 ;
+282 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+281 -> 282 ;
+283 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+281 -> 283 ;
+284 [label="avg_glucose_level <= 99.72\ngini = 0.346\nsamples = 9\nvalue = [7, 2]", fillcolor="#eca572"] ;
+280 -> 284 ;
+285 [label="avg_glucose_level <= 89.025\ngini = 0.444\nsamples = 6\nvalue = [4, 2]", fillcolor="#f2c09c"] ;
+284 -> 285 ;
+286 [label="hypertension <= 0.5\ngini = 0.32\nsamples = 5\nvalue = [4, 1]", fillcolor="#eca06a"] ;
+285 -> 286 ;
+287 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
+286 -> 287 ;
+288 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+286 -> 288 ;
+289 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+285 -> 289 ;
+290 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
+284 -> 290 ;
+291 [label="bmi <= 27.15\ngini = 0.359\nsamples = 64\nvalue = [49, 15]", fillcolor="#eda876"] ;
+265 -> 291 ;
+292 [label="age <= 80.5\ngini = 0.488\nsamples = 19\nvalue = [11, 8]", fillcolor="#f8ddc9"] ;
+291 -> 292 ;
+293 [label="avg_glucose_level <= 79.015\ngini = 0.498\nsamples = 15\nvalue = [7, 8]", fillcolor="#e6f3fc"] ;
+292 -> 293 ;
+294 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
+293 -> 294 ;
+295 [label="Residence_type_Urban <= 0.5\ngini = 0.486\nsamples = 12\nvalue = [7, 5]", fillcolor="#f8dbc6"] ;
+293 -> 295 ;
+296 [label="hypertension <= 0.5\ngini = 0.278\nsamples = 6\nvalue = [5, 1]", fillcolor="#ea9a61"] ;
+295 -> 296 ;
+297 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
+296 -> 297 ;
+298 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+296 -> 298 ;
+299 [label="smoking_status_smokes <= 0.5\ngini = 0.444\nsamples = 6\nvalue = [2, 4]", fillcolor="#9ccef2"] ;
+295 -> 299 ;
+300 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
+299 -> 300 ;
+301 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+299 -> 301 ;
+302 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
+292 -> 302 ;
+303 [label="avg_glucose_level <= 62.88\ngini = 0.263\nsamples = 45\nvalue = [38, 7]", fillcolor="#ea985d"] ;
+291 -> 303 ;
+304 [label="age <= 76.5\ngini = 0.5\nsamples = 6\nvalue = [3, 3]", fillcolor="#ffffff"] ;
+303 -> 304 ;
+305 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+304 -> 305 ;
+306 [label="heart_disease <= 0.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
+304 -> 306 ;
+307 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
+306 -> 307 ;
+308 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+306 -> 308 ;
+309 [label="avg_glucose_level <= 92.78\ngini = 0.184\nsamples = 39\nvalue = [35, 4]", fillcolor="#e88f50"] ;
+303 -> 309 ;
+310 [label="gini = 0.0\nsamples = 19\nvalue = [19, 0]", fillcolor="#e58139"] ;
+309 -> 310 ;
+311 [label="bmi <= 29.15\ngini = 0.32\nsamples = 20\nvalue = [16, 4]", fillcolor="#eca06a"] ;
+309 -> 311 ;
+312 [label="gender <= 0.5\ngini = 0.266\nsamples = 19\nvalue = [16, 3]", fillcolor="#ea995e"] ;
+311 -> 312 ;
+313 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]", fillcolor="#e58139"] ;
+312 -> 313 ;
+314 [label="smoking_status_formerly smoked <= 0.5\ngini = 0.444\nsamples = 9\nvalue = [6, 3]", fillcolor="#f2c09c"] ;
+312 -> 314 ;
+315 [label="age <= 75.5\ngini = 0.245\nsamples = 7\nvalue = [6, 1]", fillcolor="#e9965a"] ;
+314 -> 315 ;
+316 [label="heart_disease <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+315 -> 316 ;
+317 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+316 -> 317 ;
+318 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+316 -> 318 ;
+319 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
+315 -> 319 ;
+320 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+314 -> 320 ;
+321 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+311 -> 321 ;
+322 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+264 -> 322 ;
+323 [label="smoking_status_Unknown <= 0.5\ngini = 0.418\nsamples = 104\nvalue = [73, 31]", fillcolor="#f0b78d"] ;
+261 -> 323 ;
+324 [label="hypertension <= 0.5\ngini = 0.378\nsamples = 79\nvalue = [59, 20]", fillcolor="#eeac7c"] ;
+323 -> 324 ;
+325 [label="age <= 78.5\ngini = 0.312\nsamples = 62\nvalue = [50, 12]", fillcolor="#eb9f69"] ;
+324 -> 325 ;
+326 [label="avg_glucose_level <= 61.6\ngini = 0.137\nsamples = 27\nvalue = [25, 2]", fillcolor="#e78b49"] ;
+325 -> 326 ;
+327 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+326 -> 327 ;
+328 [label="bmi <= 24.15\ngini = 0.074\nsamples = 26\nvalue = [25, 1]", fillcolor="#e68641"] ;
+326 -> 328 ;
+329 [label="smoking_status_never smoked <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+328 -> 329 ;
+330 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+329 -> 330 ;
+331 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+329 -> 331 ;
+332 [label="gini = 0.0\nsamples = 23\nvalue = [23, 0]", fillcolor="#e58139"] ;
+328 -> 332 ;
+333 [label="avg_glucose_level <= 107.125\ngini = 0.408\nsamples = 35\nvalue = [25, 10]", fillcolor="#efb388"] ;
+325 -> 333 ;
+334 [label="smoking_status_never smoked <= 0.5\ngini = 0.227\nsamples = 23\nvalue = [20, 3]", fillcolor="#e99457"] ;
+333 -> 334 ;
+335 [label="gini = 0.0\nsamples = 11\nvalue = [11, 0]", fillcolor="#e58139"] ;
+334 -> 335 ;
+336 [label="age <= 79.5\ngini = 0.375\nsamples = 12\nvalue = [9, 3]", fillcolor="#eeab7b"] ;
+334 -> 336 ;
+337 [label="heart_disease <= 0.5\ngini = 0.5\nsamples = 4\nvalue = [2, 2]", fillcolor="#ffffff"] ;
+336 -> 337 ;
+338 [label="avg_glucose_level <= 71.035\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
+337 -> 338 ;
+339 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+338 -> 339 ;
+340 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+338 -> 340 ;
+341 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+337 -> 341 ;
+342 [label="bmi <= 26.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]", fillcolor="#e99355"] ;
+336 -> 342 ;
+343 [label="avg_glucose_level <= 82.885\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+342 -> 343 ;
+344 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+343 -> 344 ;
+345 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+343 -> 345 ;
+346 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
+342 -> 346 ;
+347 [label="ever_married <= 0.5\ngini = 0.486\nsamples = 12\nvalue = [5, 7]", fillcolor="#c6e3f8"] ;
+333 -> 347 ;
+348 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
+347 -> 348 ;
+349 [label="smoking_status_never smoked <= 0.5\ngini = 0.346\nsamples = 9\nvalue = [2, 7]", fillcolor="#72b9ec"] ;
+347 -> 349 ;
+350 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
+349 -> 350 ;
+351 [label="heart_disease <= 0.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
+349 -> 351 ;
+352 [label="age <= 80.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+351 -> 352 ;
+353 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+352 -> 353 ;
+354 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+352 -> 354 ;
+355 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+351 -> 355 ;
+356 [label="avg_glucose_level <= 82.24\ngini = 0.498\nsamples = 17\nvalue = [9, 8]", fillcolor="#fcf1e9"] ;
+324 -> 356 ;
+357 [label="avg_glucose_level <= 64.685\ngini = 0.408\nsamples = 7\nvalue = [2, 5]", fillcolor="#88c4ef"] ;
+356 -> 357 ;
+358 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+357 -> 358 ;
+359 [label="gini = 0.0\nsamples = 5\nvalue = [0, 5]", fillcolor="#399de5"] ;
+357 -> 359 ;
+360 [label="avg_glucose_level <= 237.3\ngini = 0.42\nsamples = 10\nvalue = [7, 3]", fillcolor="#f0b78e"] ;
+356 -> 360 ;
+361 [label="ever_married <= 0.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]", fillcolor="#e99355"] ;
+360 -> 361 ;
+362 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+361 -> 362 ;
+363 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]", fillcolor="#e58139"] ;
+361 -> 363 ;
+364 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+360 -> 364 ;
+365 [label="Residence_type_Urban <= 0.5\ngini = 0.493\nsamples = 25\nvalue = [14, 11]", fillcolor="#f9e4d5"] ;
+323 -> 365 ;
+366 [label="avg_glucose_level <= 151.4\ngini = 0.375\nsamples = 12\nvalue = [9, 3]", fillcolor="#eeab7b"] ;
+365 -> 366 ;
+367 [label="bmi <= 20.8\ngini = 0.18\nsamples = 10\nvalue = [9, 1]", fillcolor="#e88f4f"] ;
+366 -> 367 ;
+368 [label="avg_glucose_level <= 87.09\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+367 -> 368 ;
+369 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+368 -> 369 ;
+370 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+368 -> 370 ;
+371 [label="gini = 0.0\nsamples = 8\nvalue = [8, 0]", fillcolor="#e58139"] ;
+367 -> 371 ;
+372 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+366 -> 372 ;
+373 [label="bmi <= 23.8\ngini = 0.473\nsamples = 13\nvalue = [5, 8]", fillcolor="#b5daf5"] ;
+365 -> 373 ;
+374 [label="gender <= 0.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
+373 -> 374 ;
+375 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+374 -> 375 ;
+376 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
+374 -> 376 ;
+377 [label="heart_disease <= 0.5\ngini = 0.346\nsamples = 9\nvalue = [2, 7]", fillcolor="#72b9ec"] ;
+373 -> 377 ;
+378 [label="avg_glucose_level <= 66.515\ngini = 0.219\nsamples = 8\nvalue = [1, 7]", fillcolor="#55abe9"] ;
+377 -> 378 ;
+379 [label="avg_glucose_level <= 59.03\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+378 -> 379 ;
+380 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+379 -> 380 ;
+381 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+379 -> 381 ;
+382 [label="gini = 0.0\nsamples = 6\nvalue = [0, 6]", fillcolor="#399de5"] ;
+378 -> 382 ;
+383 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+377 -> 383 ;
+384 [label="avg_glucose_level <= 219.865\ngini = 0.191\nsamples = 300\nvalue = [268, 32]", fillcolor="#e89051"] ;
+206 -> 384 ;
+385 [label="hypertension <= 0.5\ngini = 0.145\nsamples = 255\nvalue = [235, 20]", fillcolor="#e78c4a"] ;
+384 -> 385 ;
+386 [label="age <= 76.5\ngini = 0.099\nsamples = 192\nvalue = [182, 10]", fillcolor="#e68844"] ;
+385 -> 386 ;
+387 [label="smoking_status_smokes <= 0.5\ngini = 0.017\nsamples = 114\nvalue = [113, 1]", fillcolor="#e5823b"] ;
+386 -> 387 ;
+388 [label="gini = 0.0\nsamples = 95\nvalue = [95, 0]", fillcolor="#e58139"] ;
+387 -> 388 ;
+389 [label="age <= 73.0\ngini = 0.1\nsamples = 19\nvalue = [18, 1]", fillcolor="#e68844"] ;
+387 -> 389 ;
+390 [label="gini = 0.0\nsamples = 16\nvalue = [16, 0]", fillcolor="#e58139"] ;
+389 -> 390 ;
+391 [label="work_type_Private <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+389 -> 391 ;
+392 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+391 -> 392 ;
+393 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+391 -> 393 ;
+394 [label="bmi <= 43.15\ngini = 0.204\nsamples = 78\nvalue = [69, 9]", fillcolor="#e89153"] ;
+386 -> 394 ;
+395 [label="bmi <= 34.15\ngini = 0.186\nsamples = 77\nvalue = [69, 8]", fillcolor="#e89050"] ;
+394 -> 395 ;
+396 [label="bmi <= 34.0\ngini = 0.245\nsamples = 56\nvalue = [48, 8]", fillcolor="#e9965a"] ;
+395 -> 396 ;
+397 [label="avg_glucose_level <= 85.775\ngini = 0.222\nsamples = 55\nvalue = [48, 7]", fillcolor="#e99356"] ;
+396 -> 397 ;
+398 [label="gini = 0.0\nsamples = 19\nvalue = [19, 0]", fillcolor="#e58139"] ;
+397 -> 398 ;
+399 [label="bmi <= 31.95\ngini = 0.313\nsamples = 36\nvalue = [29, 7]", fillcolor="#eb9f69"] ;
+397 -> 399 ;
+400 [label="avg_glucose_level <= 87.16\ngini = 0.147\nsamples = 25\nvalue = [23, 2]", fillcolor="#e78c4a"] ;
+399 -> 400 ;
+401 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+400 -> 401 ;
+402 [label="age <= 78.5\ngini = 0.08\nsamples = 24\nvalue = [23, 1]", fillcolor="#e68642"] ;
+400 -> 402 ;
+403 [label="avg_glucose_level <= 106.92\ngini = 0.198\nsamples = 9\nvalue = [8, 1]", fillcolor="#e89152"] ;
+402 -> 403 ;
+404 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
+403 -> 404 ;
+405 [label="avg_glucose_level <= 155.525\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+403 -> 405 ;
+406 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+405 -> 406 ;
+407 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+405 -> 407 ;
+408 [label="gini = 0.0\nsamples = 15\nvalue = [15, 0]", fillcolor="#e58139"] ;
+402 -> 408 ;
+409 [label="avg_glucose_level <= 111.015\ngini = 0.496\nsamples = 11\nvalue = [6, 5]", fillcolor="#fbeade"] ;
+399 -> 409 ;
+410 [label="avg_glucose_level <= 89.3\ngini = 0.32\nsamples = 5\nvalue = [1, 4]", fillcolor="#6ab6ec"] ;
+409 -> 410 ;
+411 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+410 -> 411 ;
+412 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
+410 -> 412 ;
+413 [label="bmi <= 32.75\ngini = 0.278\nsamples = 6\nvalue = [5, 1]", fillcolor="#ea9a61"] ;
+409 -> 413 ;
+414 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+413 -> 414 ;
+415 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
+413 -> 415 ;
+416 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+396 -> 416 ;
+417 [label="gini = 0.0\nsamples = 21\nvalue = [21, 0]", fillcolor="#e58139"] ;
+395 -> 417 ;
+418 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+394 -> 418 ;
+419 [label="ever_married <= 0.5\ngini = 0.267\nsamples = 63\nvalue = [53, 10]", fillcolor="#ea995e"] ;
+385 -> 419 ;
+420 [label="gender <= 0.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
+419 -> 420 ;
+421 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+420 -> 421 ;
+422 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
+420 -> 422 ;
+423 [label="avg_glucose_level <= 116.13\ngini = 0.212\nsamples = 58\nvalue = [51, 7]", fillcolor="#e99254"] ;
+419 -> 423 ;
+424 [label="age <= 79.5\ngini = 0.067\nsamples = 29\nvalue = [28, 1]", fillcolor="#e68640"] ;
+423 -> 424 ;
+425 [label="gini = 0.0\nsamples = 23\nvalue = [23, 0]", fillcolor="#e58139"] ;
+424 -> 425 ;
+426 [label="smoking_status_formerly smoked <= 0.5\ngini = 0.278\nsamples = 6\nvalue = [5, 1]", fillcolor="#ea9a61"] ;
+424 -> 426 ;
+427 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
+426 -> 427 ;
+428 [label="bmi <= 32.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+426 -> 428 ;
+429 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+428 -> 429 ;
+430 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+428 -> 430 ;
+431 [label="avg_glucose_level <= 199.87\ngini = 0.328\nsamples = 29\nvalue = [23, 6]", fillcolor="#eca26d"] ;
+423 -> 431 ;
+432 [label="work_type_Private <= 0.5\ngini = 0.49\nsamples = 14\nvalue = [8, 6]", fillcolor="#f8e0ce"] ;
+431 -> 432 ;
+433 [label="bmi <= 33.0\ngini = 0.444\nsamples = 6\nvalue = [2, 4]", fillcolor="#9ccef2"] ;
+432 -> 433 ;
+434 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
+433 -> 434 ;
+435 [label="gender <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+433 -> 435 ;
+436 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+435 -> 436 ;
+437 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+435 -> 437 ;
+438 [label="avg_glucose_level <= 192.38\ngini = 0.375\nsamples = 8\nvalue = [6, 2]", fillcolor="#eeab7b"] ;
+432 -> 438 ;
+439 [label="avg_glucose_level <= 170.03\ngini = 0.5\nsamples = 4\nvalue = [2, 2]", fillcolor="#ffffff"] ;
+438 -> 439 ;
+440 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+439 -> 440 ;
+441 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+439 -> 441 ;
+442 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
+438 -> 442 ;
+443 [label="gini = 0.0\nsamples = 15\nvalue = [15, 0]", fillcolor="#e58139"] ;
+431 -> 443 ;
+444 [label="work_type_Private <= 0.5\ngini = 0.391\nsamples = 45\nvalue = [33, 12]", fillcolor="#eeaf81"] ;
+384 -> 444 ;
+445 [label="avg_glucose_level <= 252.09\ngini = 0.142\nsamples = 13\nvalue = [12, 1]", fillcolor="#e78c49"] ;
+444 -> 445 ;
+446 [label="gini = 0.0\nsamples = 12\nvalue = [12, 0]", fillcolor="#e58139"] ;
+445 -> 446 ;
+447 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+445 -> 447 ;
+448 [label="bmi <= 31.65\ngini = 0.451\nsamples = 32\nvalue = [21, 11]", fillcolor="#f3c3a1"] ;
+444 -> 448 ;
+449 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
+448 -> 449 ;
+450 [label="bmi <= 32.4\ngini = 0.488\nsamples = 26\nvalue = [15, 11]", fillcolor="#f8ddca"] ;
+448 -> 450 ;
+451 [label="hypertension <= 0.5\ngini = 0.32\nsamples = 5\nvalue = [1, 4]", fillcolor="#6ab6ec"] ;
+450 -> 451 ;
+452 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
+451 -> 452 ;
+453 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+451 -> 453 ;
+454 [label="bmi <= 33.55\ngini = 0.444\nsamples = 21\nvalue = [14, 7]", fillcolor="#f2c09c"] ;
+450 -> 454 ;
+455 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
+454 -> 455 ;
+456 [label="age <= 66.5\ngini = 0.498\nsamples = 15\nvalue = [8, 7]", fillcolor="#fcefe6"] ;
+454 -> 456 ;
+457 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+456 -> 457 ;
+458 [label="age <= 77.5\ngini = 0.497\nsamples = 13\nvalue = [6, 7]", fillcolor="#e3f1fb"] ;
+456 -> 458 ;
+459 [label="heart_disease <= 0.5\ngini = 0.463\nsamples = 11\nvalue = [4, 7]", fillcolor="#aad5f4"] ;
+458 -> 459 ;
+460 [label="hypertension <= 0.5\ngini = 0.494\nsamples = 9\nvalue = [4, 5]", fillcolor="#d7ebfa"] ;
+459 -> 460 ;
+461 [label="age <= 74.5\ngini = 0.49\nsamples = 7\nvalue = [4, 3]", fillcolor="#f8e0ce"] ;
+460 -> 461 ;
+462 [label="age <= 69.0\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
+461 -> 462 ;
+463 [label="age <= 67.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
+462 -> 463 ;
+464 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+463 -> 464 ;
+465 [label="bmi <= 43.15\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
+463 -> 465 ;
+466 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
+465 -> 466 ;
+467 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
+465 -> 467 ;
+468 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+462 -> 468 ;
+469 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+461 -> 469 ;
+470 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+460 -> 470 ;
+471 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
+459 -> 471 ;
+472 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
+458 -> 472 ;
+}

README.MD

@@ -1,4 +1,5 @@
 # Brain Stroke prediction- DecisionTree
+`Last Updated: 16th October 2022`
 
 A stroke is an interruption of the blood supply to any part of the brain. If blood flow was stopped for longer than a few seconds and the brain cannot get blood and oxygen, brain cells can die, and the abilities controlled by that area of the brain are lost. In this Notebook we will use some features to see wether we will be able to predict the stoke or not? This is just a theoretical Machine Learning Model that will analyze the data and determine where the stroke can occur.
 
@@ -26,30 +27,37 @@ Points to keep in mind when working with a machine learning model
 ## Tools Needed:
 
 1. Jupyter (IDE)
-2. https://www.kaggle.com (To download the dataset)
+2. Github (To pull repository)
-3. https://dreampuf.github.io/GraphvizOnline/ (To visualize the graph)
+
+## Installation Instructions:
+
+1. Clone the repository.
+2. Open terminal and 'cd' to the directory where to saved the repository.
+3. Run the command `pip install -r requirements.txt`.
+4. Now start working on the repository.
 
 ## Methodology:
 
 1. IMPORTING LIBRARIES AND LOADING DATA
 2. DATA EXPLORATION
-3. VIZUALIZATION
+3. DATA PREPROCESSING
-4. DATA PREPROCESSING
 
     a. Target and Feature values / Train Test Split
-5. MODEL BUILDING
+4. MODEL BUILDING
 
-    a. Decision Tree Classifier and Gini method
+    a. KNeighborsClassifier
 
-    b. Prediction Model File Generation
+    b. Support Vector Classification (SVC)
 
-    c. Prediction Model File Loading
+    c. Decision Tree Classifier
 
-    d. Model accuracy score
+    d. Random Forest Classifier
 
-        i. Testing Accuracy
+    e. Multi-layer Perceptron classifier
-        ii. Training Accuracy
+
-6. MODEL WORKING GRAPH
+    f. Stacking Classifier
+
+5. Prediction Testing
 
 
 ## In-Depth Working of this model:
@@ -72,30 +80,24 @@ Points to keep in mind when working with a machine learning model
 4. df.describe: It generates descriptive statistics.
 5. unique: It returns unique values from the dataframe.
 
-### Vizualization
-
-1. Cufflinks: It connects plotly with pandas to create charts directly on the dataframe.
-2. go_offline: This enables us to use plotly offline rather than online.
-3. offline=Flase: It enables the charts to not render locally.
-4. df.groupby: It enables us to group dataframe using a mapper or a series of colomns.
-5. df.values: It returns a numpy representation of the dataframe.
-6. df.iplot: It is for building interactive plots.
-7. df.sum: It returns a sum of values over the requested axis.
-
 ### Data Preprocessing
 
 1. df.isnull: It detects missing values.
 2. df.drop: It drops speficied labels from rows and columns.
 3. get_dummies: It converts categorial variable into dummy/indicator variable.
+4. df.dropna: It drops coloumns and rows where null value is present.
 
 ### Model Building
 
-1. criterion: The function to measure the quality of a split.
+1. KNeighborsClassifier: Classifier implementing the k-nearest neighbors vote.
-2. random_state: It controls the randomness of the estimator.
+2. Support Vector Classification (SVC): SVC is class capable of performing binary and multi-class classification on a dataset.
-3. max_depth: The maximum depth of the tree.
+3. Decision Tree Classifier: Decision Trees (DTs) are a non-parametric supervised learning method used for classification and regression. The goal is to create a model that predicts the value of a target variable by learning simple decision rules inferred from the data features. A tree can be seen as a piecewise constant approximation.
-4. clf_gini.fit: It is used to fit training data.
+4. Random Forest Classifier: A random forest is a meta estimator that fits a number of decision tree classifiers on various sub-samples of the dataset and uses averaging to improve the predictive accuracy and control over-fitting. The sub-sample size is controlled with the max_samples parameter if bootstrap=True (default), otherwise the whole dataset is used to build each tree.
-5. joblib.dump: It collects all the learning and dumps it in one file.
+5. Multi-layer Perceptron classifier: This model optimizes the log-loss function using LBFGS or stochastic gradient descent.
-6. joblib.load: It reconstructs the file for use which is created by 'dump' method.
+6. Stacking Classifier: Stacked generalization consists in stacking the output of individual estimator and use a classifier to compute the final prediction. Stacking allows to use the strength of each individual estimator by using their output as input of a final estimator.
-7. clf_gini.predict: It is a method which operates using numpy.argmax function on the output of predic_probo.
+7.. joblib.dump: It collects all the learning and dumps it in one file.
-8. clf_gini.score: It returns the mean accuracy on the given test data and labels.
+8. joblib.load: It reconstructs the file for use which is created by 'dump' method.
-9. export_graphviz: It is used to export a decision tree in a '.dot' format.
+
+## Prediction Testing
+
+1. random: It generates random output.

requirements.txt

@@ -0,0 +1,61 @@
+absl-py==1.2.0
+asttokens==2.0.8
+backcall==0.2.0
+certifi @ file:///C:/b/abs_ac29jvt43w/croot/certifi_1665076682579/work/certifi
+colorama==0.4.5
+colorlover==0.3.0
+contourpy==1.0.5
+cufflinks==0.17.3
+cycler==0.11.0
+debugpy==1.6.3
+decorator==5.1.1
+entrypoints==0.4
+executing==1.1.1
+fonttools==4.37.4
+importlib-metadata==4.12.0
+ipykernel==6.16.0
+ipython==8.5.0
+ipywidgets==8.0.2
+jedi==0.18.1
+joblib==1.2.0
+jupyter-core==4.11.1
+jupyter_client==7.4.2
+jupyterlab-widgets==3.0.3
+kiwisolver==1.4.4
+llvmlite==0.39.0
+matplotlib==3.6.1
+matplotlib-inline==0.1.6
+nest-asyncio==1.5.6
+numba==0.56.0
+numpy==1.23.0
+packaging==21.3
+pandas==1.5.0
+parso==0.8.3
+pickleshare==0.7.5
+Pillow==9.2.0
+plotly==5.10.0
+prompt-toolkit==3.0.31
+protobuf==3.19.4
+psutil==5.9.2
+pure-eval==0.2.2
+Pygments==2.13.0
+pyparsing==3.0.9
+python-dateutil==2.8.2
+pytz==2022.4
+pywin32==304
+pyzmq==24.0.1
+scikit-learn==1.1.2
+scipy==1.9.2
+seaborn==0.12.0
+six==1.16.0
+stack-data==0.5.1
+tenacity==8.1.0
+tensorboard==2.9.1
+threadpoolctl==3.1.0
+tornado==6.2
+traitlets==5.4.0
+typing-extensions==3.10.0.0
+wcwidth==0.2.5
+widgetsnbextension==4.0.3
+wincertstore==0.2
+zipp==3.8.1

stroke-prediction-visual-model.dot

@@ -1,949 +1,3 @@
 digraph Tree {
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-171 [label="heart_disease <= 0.5\ngini = 0.142\nsamples = 52\nvalue = [48, 4]", fillcolor="#e78c49"] ;
-169 -> 171 ;
-172 [label="age <= 62.5\ngini = 0.083\nsamples = 46\nvalue = [44, 2]", fillcolor="#e68742"] ;
-171 -> 172 ;
-173 [label="gini = 0.0\nsamples = 32\nvalue = [32, 0]", fillcolor="#e58139"] ;
-172 -> 173 ;
-174 [label="bmi <= 24.0\ngini = 0.245\nsamples = 14\nvalue = [12, 2]", fillcolor="#e9965a"] ;
-172 -> 174 ;
-175 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-174 -> 175 ;
-176 [label="work_type_Self-employed <= 0.5\ngini = 0.142\nsamples = 13\nvalue = [12, 1]", fillcolor="#e78c49"] ;
-174 -> 176 ;
-177 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]", fillcolor="#e58139"] ;
-176 -> 177 ;
-178 [label="bmi <= 30.25\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
-176 -> 178 ;
-179 [label="smoking_status_Unknown <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-178 -> 179 ;
-180 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-179 -> 180 ;
-181 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-179 -> 181 ;
-182 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-178 -> 182 ;
-183 [label="smoking_status_smokes <= 0.5\ngini = 0.444\nsamples = 6\nvalue = [4, 2]", fillcolor="#f2c09c"] ;
-171 -> 183 ;
-184 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
-183 -> 184 ;
-185 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-183 -> 185 ;
-186 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-122 -> 186 ;
-187 [label="gini = 0.0\nsamples = 30\nvalue = [30, 0]", fillcolor="#e58139"] ;
-121 -> 187 ;
-188 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-120 -> 188 ;
-189 [label="age <= 60.5\ngini = 0.056\nsamples = 139\nvalue = [135, 4]", fillcolor="#e6853f"] ;
-119 -> 189 ;
-190 [label="age <= 51.5\ngini = 0.02\nsamples = 100\nvalue = [99, 1]", fillcolor="#e5823b"] ;
-189 -> 190 ;
-191 [label="avg_glucose_level <= 158.28\ngini = 0.077\nsamples = 25\nvalue = [24, 1]", fillcolor="#e68641"] ;
-190 -> 191 ;
-192 [label="gini = 0.0\nsamples = 18\nvalue = [18, 0]", fillcolor="#e58139"] ;
-191 -> 192 ;
-193 [label="avg_glucose_level <= 170.825\ngini = 0.245\nsamples = 7\nvalue = [6, 1]", fillcolor="#e9965a"] ;
-191 -> 193 ;
-194 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-193 -> 194 ;
-195 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
-193 -> 195 ;
-196 [label="gini = 0.0\nsamples = 75\nvalue = [75, 0]", fillcolor="#e58139"] ;
-190 -> 196 ;
-197 [label="avg_glucose_level <= 228.38\ngini = 0.142\nsamples = 39\nvalue = [36, 3]", fillcolor="#e78c49"] ;
-189 -> 197 ;
-198 [label="avg_glucose_level <= 197.175\ngini = 0.1\nsamples = 38\nvalue = [36, 2]", fillcolor="#e68844"] ;
-197 -> 198 ;
-199 [label="gini = 0.0\nsamples = 25\nvalue = [25, 0]", fillcolor="#e58139"] ;
-198 -> 199 ;
-200 [label="avg_glucose_level <= 202.985\ngini = 0.26\nsamples = 13\nvalue = [11, 2]", fillcolor="#ea985d"] ;
-198 -> 200 ;
-201 [label="gender <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
-200 -> 201 ;
-202 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-201 -> 202 ;
-203 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-201 -> 203 ;
-204 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]", fillcolor="#e58139"] ;
-200 -> 204 ;
-205 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-197 -> 205 ;
-206 [label="bmi <= 29.35\ngini = 0.264\nsamples = 666\nvalue = [562, 104]", fillcolor="#ea985e"] ;
-0 -> 206 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
-207 [label="age <= 73.5\ngini = 0.316\nsamples = 366\nvalue = [294, 72]", fillcolor="#eba069"] ;
-206 -> 207 ;
-208 [label="bmi <= 26.65\ngini = 0.229\nsamples = 129\nvalue = [112, 17]", fillcolor="#e99457"] ;
-207 -> 208 ;
-209 [label="avg_glucose_level <= 238.14\ngini = 0.15\nsamples = 61\nvalue = [56, 5]", fillcolor="#e78c4b"] ;
-208 -> 209 ;
-210 [label="bmi <= 22.85\ngini = 0.128\nsamples = 58\nvalue = [54, 4]", fillcolor="#e78a48"] ;
-209 -> 210 ;
-211 [label="ever_married <= 0.5\ngini = 0.255\nsamples = 20\nvalue = [17, 3]", fillcolor="#ea975c"] ;
-210 -> 211 ;
-212 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-211 -> 212 ;
-213 [label="Residence_type_Rural <= 0.5\ngini = 0.188\nsamples = 19\nvalue = [17, 2]", fillcolor="#e89050"] ;
-211 -> 213 ;
-214 [label="gini = 0.0\nsamples = 11\nvalue = [11, 0]", fillcolor="#e58139"] ;
-213 -> 214 ;
-215 [label="gender <= 0.5\ngini = 0.375\nsamples = 8\nvalue = [6, 2]", fillcolor="#eeab7b"] ;
-213 -> 215 ;
-216 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-215 -> 216 ;
-217 [label="avg_glucose_level <= 156.08\ngini = 0.245\nsamples = 7\nvalue = [6, 1]", fillcolor="#e9965a"] ;
-215 -> 217 ;
-218 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
-217 -> 218 ;
-219 [label="work_type_Self-employed <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-217 -> 219 ;
-220 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-219 -> 220 ;
-221 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-219 -> 221 ;
-222 [label="avg_glucose_level <= 62.19\ngini = 0.051\nsamples = 38\nvalue = [37, 1]", fillcolor="#e6843e"] ;
-210 -> 222 ;
-223 [label="avg_glucose_level <= 61.65\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
-222 -> 223 ;
-224 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
-223 -> 224 ;
-225 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-223 -> 225 ;
-226 [label="gini = 0.0\nsamples = 34\nvalue = [34, 0]", fillcolor="#e58139"] ;
-222 -> 226 ;
-227 [label="avg_glucose_level <= 246.835\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-209 -> 227 ;
-228 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-227 -> 228 ;
-229 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-227 -> 229 ;
-230 [label="avg_glucose_level <= 76.885\ngini = 0.291\nsamples = 68\nvalue = [56, 12]", fillcolor="#eb9c63"] ;
-208 -> 230 ;
-231 [label="gini = 0.0\nsamples = 13\nvalue = [13, 0]", fillcolor="#e58139"] ;
-230 -> 231 ;
-232 [label="bmi <= 29.25\ngini = 0.341\nsamples = 55\nvalue = [43, 12]", fillcolor="#eca470"] ;
-230 -> 232 ;
-233 [label="avg_glucose_level <= 78.755\ngini = 0.324\nsamples = 54\nvalue = [43, 11]", fillcolor="#eca16c"] ;
-232 -> 233 ;
-234 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-233 -> 234 ;
-235 [label="bmi <= 28.55\ngini = 0.306\nsamples = 53\nvalue = [43, 10]", fillcolor="#eb9e67"] ;
-233 -> 235 ;
-236 [label="gender <= 0.5\ngini = 0.361\nsamples = 38\nvalue = [29, 9]", fillcolor="#eda876"] ;
-235 -> 236 ;
-237 [label="smoking_status_never smoked <= 0.5\ngini = 0.236\nsamples = 22\nvalue = [19, 3]", fillcolor="#e99558"] ;
-236 -> 237 ;
-238 [label="bmi <= 27.15\ngini = 0.42\nsamples = 10\nvalue = [7, 3]", fillcolor="#f0b78e"] ;
-237 -> 238 ;
-239 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
-238 -> 239 ;
-240 [label="avg_glucose_level <= 90.19\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
-238 -> 240 ;
-241 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-240 -> 241 ;
-242 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
-240 -> 242 ;
-243 [label="gini = 0.0\nsamples = 12\nvalue = [12, 0]", fillcolor="#e58139"] ;
-237 -> 243 ;
-244 [label="avg_glucose_level <= 83.18\ngini = 0.469\nsamples = 16\nvalue = [10, 6]", fillcolor="#f5cdb0"] ;
-236 -> 244 ;
-245 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-244 -> 245 ;
-246 [label="bmi <= 26.95\ngini = 0.408\nsamples = 14\nvalue = [10, 4]", fillcolor="#efb388"] ;
-244 -> 246 ;
-247 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-246 -> 247 ;
-248 [label="age <= 71.5\ngini = 0.278\nsamples = 12\nvalue = [10, 2]", fillcolor="#ea9a61"] ;
-246 -> 248 ;
-249 [label="hypertension <= 0.5\ngini = 0.165\nsamples = 11\nvalue = [10, 1]", fillcolor="#e88e4d"] ;
-248 -> 249 ;
-250 [label="gini = 0.0\nsamples = 9\nvalue = [9, 0]", fillcolor="#e58139"] ;
-249 -> 250 ;
-251 [label="avg_glucose_level <= 166.86\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-249 -> 251 ;
-252 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-251 -> 252 ;
-253 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-251 -> 253 ;
-254 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-248 -> 254 ;
-255 [label="smoking_status_smokes <= 0.5\ngini = 0.124\nsamples = 15\nvalue = [14, 1]", fillcolor="#e78a47"] ;
-235 -> 255 ;
-256 [label="gini = 0.0\nsamples = 13\nvalue = [13, 0]", fillcolor="#e58139"] ;
-255 -> 256 ;
-257 [label="avg_glucose_level <= 82.305\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-255 -> 257 ;
-258 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-257 -> 258 ;
-259 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-257 -> 259 ;
-260 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-232 -> 260 ;
-261 [label="work_type_Private <= 0.5\ngini = 0.356\nsamples = 237\nvalue = [182, 55]", fillcolor="#eda775"] ;
-207 -> 261 ;
-262 [label="bmi <= 17.6\ngini = 0.296\nsamples = 133\nvalue = [109, 24]", fillcolor="#eb9d65"] ;
-261 -> 262 ;
-263 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-262 -> 263 ;
-264 [label="bmi <= 29.25\ngini = 0.288\nsamples = 132\nvalue = [109, 23]", fillcolor="#ea9c63"] ;
-262 -> 264 ;
-265 [label="bmi <= 26.15\ngini = 0.279\nsamples = 131\nvalue = [109, 22]", fillcolor="#ea9a61"] ;
-264 -> 265 ;
-266 [label="age <= 79.5\ngini = 0.187\nsamples = 67\nvalue = [60, 7]", fillcolor="#e89050"] ;
-265 -> 266 ;
-267 [label="avg_glucose_level <= 132.52\ngini = 0.089\nsamples = 43\nvalue = [41, 2]", fillcolor="#e68743"] ;
-266 -> 267 ;
-268 [label="gini = 0.0\nsamples = 32\nvalue = [32, 0]", fillcolor="#e58139"] ;
-267 -> 268 ;
-269 [label="avg_glucose_level <= 182.725\ngini = 0.298\nsamples = 11\nvalue = [9, 2]", fillcolor="#eb9d65"] ;
-267 -> 269 ;
-270 [label="heart_disease <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
-269 -> 270 ;
-271 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-270 -> 271 ;
-272 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-270 -> 272 ;
-273 [label="gini = 0.0\nsamples = 8\nvalue = [8, 0]", fillcolor="#e58139"] ;
-269 -> 273 ;
-274 [label="smoking_status_never smoked <= 0.5\ngini = 0.33\nsamples = 24\nvalue = [19, 5]", fillcolor="#eca26d"] ;
-266 -> 274 ;
-275 [label="bmi <= 19.6\ngini = 0.153\nsamples = 12\nvalue = [11, 1]", fillcolor="#e78c4b"] ;
-274 -> 275 ;
-276 [label="smoking_status_Unknown <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-275 -> 276 ;
-277 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-276 -> 277 ;
-278 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-276 -> 278 ;
-279 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]", fillcolor="#e58139"] ;
-275 -> 279 ;
-280 [label="gender <= 0.5\ngini = 0.444\nsamples = 12\nvalue = [8, 4]", fillcolor="#f2c09c"] ;
-274 -> 280 ;
-281 [label="avg_glucose_level <= 80.215\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
-280 -> 281 ;
-282 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-281 -> 282 ;
-283 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-281 -> 283 ;
-284 [label="avg_glucose_level <= 99.72\ngini = 0.346\nsamples = 9\nvalue = [7, 2]", fillcolor="#eca572"] ;
-280 -> 284 ;
-285 [label="avg_glucose_level <= 89.025\ngini = 0.444\nsamples = 6\nvalue = [4, 2]", fillcolor="#f2c09c"] ;
-284 -> 285 ;
-286 [label="hypertension <= 0.5\ngini = 0.32\nsamples = 5\nvalue = [4, 1]", fillcolor="#eca06a"] ;
-285 -> 286 ;
-287 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
-286 -> 287 ;
-288 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-286 -> 288 ;
-289 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-285 -> 289 ;
-290 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
-284 -> 290 ;
-291 [label="bmi <= 27.15\ngini = 0.359\nsamples = 64\nvalue = [49, 15]", fillcolor="#eda876"] ;
-265 -> 291 ;
-292 [label="age <= 80.5\ngini = 0.488\nsamples = 19\nvalue = [11, 8]", fillcolor="#f8ddc9"] ;
-291 -> 292 ;
-293 [label="avg_glucose_level <= 79.015\ngini = 0.498\nsamples = 15\nvalue = [7, 8]", fillcolor="#e6f3fc"] ;
-292 -> 293 ;
-294 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
-293 -> 294 ;
-295 [label="Residence_type_Urban <= 0.5\ngini = 0.486\nsamples = 12\nvalue = [7, 5]", fillcolor="#f8dbc6"] ;
-293 -> 295 ;
-296 [label="hypertension <= 0.5\ngini = 0.278\nsamples = 6\nvalue = [5, 1]", fillcolor="#ea9a61"] ;
-295 -> 296 ;
-297 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
-296 -> 297 ;
-298 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-296 -> 298 ;
-299 [label="smoking_status_smokes <= 0.5\ngini = 0.444\nsamples = 6\nvalue = [2, 4]", fillcolor="#9ccef2"] ;
-295 -> 299 ;
-300 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
-299 -> 300 ;
-301 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-299 -> 301 ;
-302 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
-292 -> 302 ;
-303 [label="avg_glucose_level <= 62.88\ngini = 0.263\nsamples = 45\nvalue = [38, 7]", fillcolor="#ea985d"] ;
-291 -> 303 ;
-304 [label="age <= 76.5\ngini = 0.5\nsamples = 6\nvalue = [3, 3]", fillcolor="#ffffff"] ;
-303 -> 304 ;
-305 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-304 -> 305 ;
-306 [label="heart_disease <= 0.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
-304 -> 306 ;
-307 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
-306 -> 307 ;
-308 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-306 -> 308 ;
-309 [label="avg_glucose_level <= 92.78\ngini = 0.184\nsamples = 39\nvalue = [35, 4]", fillcolor="#e88f50"] ;
-303 -> 309 ;
-310 [label="gini = 0.0\nsamples = 19\nvalue = [19, 0]", fillcolor="#e58139"] ;
-309 -> 310 ;
-311 [label="bmi <= 29.15\ngini = 0.32\nsamples = 20\nvalue = [16, 4]", fillcolor="#eca06a"] ;
-309 -> 311 ;
-312 [label="gender <= 0.5\ngini = 0.266\nsamples = 19\nvalue = [16, 3]", fillcolor="#ea995e"] ;
-311 -> 312 ;
-313 [label="gini = 0.0\nsamples = 10\nvalue = [10, 0]", fillcolor="#e58139"] ;
-312 -> 313 ;
-314 [label="smoking_status_formerly smoked <= 0.5\ngini = 0.444\nsamples = 9\nvalue = [6, 3]", fillcolor="#f2c09c"] ;
-312 -> 314 ;
-315 [label="age <= 75.5\ngini = 0.245\nsamples = 7\nvalue = [6, 1]", fillcolor="#e9965a"] ;
-314 -> 315 ;
-316 [label="heart_disease <= 0.5\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-315 -> 316 ;
-317 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-316 -> 317 ;
-318 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-316 -> 318 ;
-319 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
-315 -> 319 ;
-320 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-314 -> 320 ;
-321 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-311 -> 321 ;
-322 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-264 -> 322 ;
-323 [label="smoking_status_Unknown <= 0.5\ngini = 0.418\nsamples = 104\nvalue = [73, 31]", fillcolor="#f0b78d"] ;
-261 -> 323 ;
-324 [label="hypertension <= 0.5\ngini = 0.378\nsamples = 79\nvalue = [59, 20]", fillcolor="#eeac7c"] ;
-323 -> 324 ;
-325 [label="age <= 78.5\ngini = 0.312\nsamples = 62\nvalue = [50, 12]", fillcolor="#eb9f69"] ;
-324 -> 325 ;
-326 [label="avg_glucose_level <= 61.6\ngini = 0.137\nsamples = 27\nvalue = [25, 2]", fillcolor="#e78b49"] ;
-325 -> 326 ;
-327 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-326 -> 327 ;
-328 [label="bmi <= 24.15\ngini = 0.074\nsamples = 26\nvalue = [25, 1]", fillcolor="#e68641"] ;
-326 -> 328 ;
-329 [label="smoking_status_never smoked <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-328 -> 329 ;
-330 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-329 -> 330 ;
-331 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-329 -> 331 ;
-332 [label="gini = 0.0\nsamples = 23\nvalue = [23, 0]", fillcolor="#e58139"] ;
-328 -> 332 ;
-333 [label="avg_glucose_level <= 107.125\ngini = 0.408\nsamples = 35\nvalue = [25, 10]", fillcolor="#efb388"] ;
-325 -> 333 ;
-334 [label="smoking_status_never smoked <= 0.5\ngini = 0.227\nsamples = 23\nvalue = [20, 3]", fillcolor="#e99457"] ;
-333 -> 334 ;
-335 [label="gini = 0.0\nsamples = 11\nvalue = [11, 0]", fillcolor="#e58139"] ;
-334 -> 335 ;
-336 [label="age <= 79.5\ngini = 0.375\nsamples = 12\nvalue = [9, 3]", fillcolor="#eeab7b"] ;
-334 -> 336 ;
-337 [label="heart_disease <= 0.5\ngini = 0.5\nsamples = 4\nvalue = [2, 2]", fillcolor="#ffffff"] ;
-336 -> 337 ;
-338 [label="avg_glucose_level <= 71.035\ngini = 0.444\nsamples = 3\nvalue = [1, 2]", fillcolor="#9ccef2"] ;
-337 -> 338 ;
-339 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-338 -> 339 ;
-340 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-338 -> 340 ;
-341 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-337 -> 341 ;
-342 [label="bmi <= 26.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]", fillcolor="#e99355"] ;
-336 -> 342 ;
-343 [label="avg_glucose_level <= 82.885\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-342 -> 343 ;
-344 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-343 -> 344 ;
-345 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-343 -> 345 ;
-346 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
-342 -> 346 ;
-347 [label="ever_married <= 0.5\ngini = 0.486\nsamples = 12\nvalue = [5, 7]", fillcolor="#c6e3f8"] ;
-333 -> 347 ;
-348 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
-347 -> 348 ;
-349 [label="smoking_status_never smoked <= 0.5\ngini = 0.346\nsamples = 9\nvalue = [2, 7]", fillcolor="#72b9ec"] ;
-347 -> 349 ;
-350 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
-349 -> 350 ;
-351 [label="heart_disease <= 0.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
-349 -> 351 ;
-352 [label="age <= 80.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-351 -> 352 ;
-353 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-352 -> 353 ;
-354 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-352 -> 354 ;
-355 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-351 -> 355 ;
-356 [label="avg_glucose_level <= 82.24\ngini = 0.498\nsamples = 17\nvalue = [9, 8]", fillcolor="#fcf1e9"] ;
-324 -> 356 ;
-357 [label="avg_glucose_level <= 64.685\ngini = 0.408\nsamples = 7\nvalue = [2, 5]", fillcolor="#88c4ef"] ;
-356 -> 357 ;
-358 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-357 -> 358 ;
-359 [label="gini = 0.0\nsamples = 5\nvalue = [0, 5]", fillcolor="#399de5"] ;
-357 -> 359 ;
-360 [label="avg_glucose_level <= 237.3\ngini = 0.42\nsamples = 10\nvalue = [7, 3]", fillcolor="#f0b78e"] ;
-356 -> 360 ;
-361 [label="ever_married <= 0.5\ngini = 0.219\nsamples = 8\nvalue = [7, 1]", fillcolor="#e99355"] ;
-360 -> 361 ;
-362 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-361 -> 362 ;
-363 [label="gini = 0.0\nsamples = 7\nvalue = [7, 0]", fillcolor="#e58139"] ;
-361 -> 363 ;
-364 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-360 -> 364 ;
-365 [label="Residence_type_Urban <= 0.5\ngini = 0.493\nsamples = 25\nvalue = [14, 11]", fillcolor="#f9e4d5"] ;
-323 -> 365 ;
-366 [label="avg_glucose_level <= 151.4\ngini = 0.375\nsamples = 12\nvalue = [9, 3]", fillcolor="#eeab7b"] ;
-365 -> 366 ;
-367 [label="bmi <= 20.8\ngini = 0.18\nsamples = 10\nvalue = [9, 1]", fillcolor="#e88f4f"] ;
-366 -> 367 ;
-368 [label="avg_glucose_level <= 87.09\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-367 -> 368 ;
-369 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-368 -> 369 ;
-370 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-368 -> 370 ;
-371 [label="gini = 0.0\nsamples = 8\nvalue = [8, 0]", fillcolor="#e58139"] ;
-367 -> 371 ;
-372 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-366 -> 372 ;
-373 [label="bmi <= 23.8\ngini = 0.473\nsamples = 13\nvalue = [5, 8]", fillcolor="#b5daf5"] ;
-365 -> 373 ;
-374 [label="gender <= 0.5\ngini = 0.375\nsamples = 4\nvalue = [3, 1]", fillcolor="#eeab7b"] ;
-373 -> 374 ;
-375 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-374 -> 375 ;
-376 [label="gini = 0.0\nsamples = 3\nvalue = [3, 0]", fillcolor="#e58139"] ;
-374 -> 376 ;
-377 [label="heart_disease <= 0.5\ngini = 0.346\nsamples = 9\nvalue = [2, 7]", fillcolor="#72b9ec"] ;
-373 -> 377 ;
-378 [label="avg_glucose_level <= 66.515\ngini = 0.219\nsamples = 8\nvalue = [1, 7]", fillcolor="#55abe9"] ;
-377 -> 378 ;
-379 [label="avg_glucose_level <= 59.03\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-378 -> 379 ;
-380 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-379 -> 380 ;
-381 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-379 -> 381 ;
-382 [label="gini = 0.0\nsamples = 6\nvalue = [0, 6]", fillcolor="#399de5"] ;
-378 -> 382 ;
-383 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-377 -> 383 ;
-384 [label="avg_glucose_level <= 219.865\ngini = 0.191\nsamples = 300\nvalue = [268, 32]", fillcolor="#e89051"] ;
-206 -> 384 ;
-385 [label="hypertension <= 0.5\ngini = 0.145\nsamples = 255\nvalue = [235, 20]", fillcolor="#e78c4a"] ;
-384 -> 385 ;
-386 [label="age <= 76.5\ngini = 0.099\nsamples = 192\nvalue = [182, 10]", fillcolor="#e68844"] ;
-385 -> 386 ;
-387 [label="smoking_status_smokes <= 0.5\ngini = 0.017\nsamples = 114\nvalue = [113, 1]", fillcolor="#e5823b"] ;
-386 -> 387 ;
-388 [label="gini = 0.0\nsamples = 95\nvalue = [95, 0]", fillcolor="#e58139"] ;
-387 -> 388 ;
-389 [label="age <= 73.0\ngini = 0.1\nsamples = 19\nvalue = [18, 1]", fillcolor="#e68844"] ;
-387 -> 389 ;
-390 [label="gini = 0.0\nsamples = 16\nvalue = [16, 0]", fillcolor="#e58139"] ;
-389 -> 390 ;
-391 [label="work_type_Private <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-389 -> 391 ;
-392 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-391 -> 392 ;
-393 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-391 -> 393 ;
-394 [label="bmi <= 43.15\ngini = 0.204\nsamples = 78\nvalue = [69, 9]", fillcolor="#e89153"] ;
-386 -> 394 ;
-395 [label="bmi <= 34.15\ngini = 0.186\nsamples = 77\nvalue = [69, 8]", fillcolor="#e89050"] ;
-394 -> 395 ;
-396 [label="bmi <= 34.0\ngini = 0.245\nsamples = 56\nvalue = [48, 8]", fillcolor="#e9965a"] ;
-395 -> 396 ;
-397 [label="avg_glucose_level <= 85.775\ngini = 0.222\nsamples = 55\nvalue = [48, 7]", fillcolor="#e99356"] ;
-396 -> 397 ;
-398 [label="gini = 0.0\nsamples = 19\nvalue = [19, 0]", fillcolor="#e58139"] ;
-397 -> 398 ;
-399 [label="bmi <= 31.95\ngini = 0.313\nsamples = 36\nvalue = [29, 7]", fillcolor="#eb9f69"] ;
-397 -> 399 ;
-400 [label="avg_glucose_level <= 87.16\ngini = 0.147\nsamples = 25\nvalue = [23, 2]", fillcolor="#e78c4a"] ;
-399 -> 400 ;
-401 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-400 -> 401 ;
-402 [label="age <= 78.5\ngini = 0.08\nsamples = 24\nvalue = [23, 1]", fillcolor="#e68642"] ;
-400 -> 402 ;
-403 [label="avg_glucose_level <= 106.92\ngini = 0.198\nsamples = 9\nvalue = [8, 1]", fillcolor="#e89152"] ;
-402 -> 403 ;
-404 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
-403 -> 404 ;
-405 [label="avg_glucose_level <= 155.525\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-403 -> 405 ;
-406 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-405 -> 406 ;
-407 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-405 -> 407 ;
-408 [label="gini = 0.0\nsamples = 15\nvalue = [15, 0]", fillcolor="#e58139"] ;
-402 -> 408 ;
-409 [label="avg_glucose_level <= 111.015\ngini = 0.496\nsamples = 11\nvalue = [6, 5]", fillcolor="#fbeade"] ;
-399 -> 409 ;
-410 [label="avg_glucose_level <= 89.3\ngini = 0.32\nsamples = 5\nvalue = [1, 4]", fillcolor="#6ab6ec"] ;
-409 -> 410 ;
-411 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-410 -> 411 ;
-412 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
-410 -> 412 ;
-413 [label="bmi <= 32.75\ngini = 0.278\nsamples = 6\nvalue = [5, 1]", fillcolor="#ea9a61"] ;
-409 -> 413 ;
-414 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-413 -> 414 ;
-415 [label="gini = 0.0\nsamples = 5\nvalue = [5, 0]", fillcolor="#e58139"] ;
-413 -> 415 ;
-416 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-396 -> 416 ;
-417 [label="gini = 0.0\nsamples = 21\nvalue = [21, 0]", fillcolor="#e58139"] ;
-395 -> 417 ;
-418 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-394 -> 418 ;
-419 [label="ever_married <= 0.5\ngini = 0.267\nsamples = 63\nvalue = [53, 10]", fillcolor="#ea995e"] ;
-385 -> 419 ;
-420 [label="gender <= 0.5\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
-419 -> 420 ;
-421 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-420 -> 421 ;
-422 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
-420 -> 422 ;
-423 [label="avg_glucose_level <= 116.13\ngini = 0.212\nsamples = 58\nvalue = [51, 7]", fillcolor="#e99254"] ;
-419 -> 423 ;
-424 [label="age <= 79.5\ngini = 0.067\nsamples = 29\nvalue = [28, 1]", fillcolor="#e68640"] ;
-423 -> 424 ;
-425 [label="gini = 0.0\nsamples = 23\nvalue = [23, 0]", fillcolor="#e58139"] ;
-424 -> 425 ;
-426 [label="smoking_status_formerly smoked <= 0.5\ngini = 0.278\nsamples = 6\nvalue = [5, 1]", fillcolor="#ea9a61"] ;
-424 -> 426 ;
-427 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
-426 -> 427 ;
-428 [label="bmi <= 32.0\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-426 -> 428 ;
-429 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-428 -> 429 ;
-430 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-428 -> 430 ;
-431 [label="avg_glucose_level <= 199.87\ngini = 0.328\nsamples = 29\nvalue = [23, 6]", fillcolor="#eca26d"] ;
-423 -> 431 ;
-432 [label="work_type_Private <= 0.5\ngini = 0.49\nsamples = 14\nvalue = [8, 6]", fillcolor="#f8e0ce"] ;
-431 -> 432 ;
-433 [label="bmi <= 33.0\ngini = 0.444\nsamples = 6\nvalue = [2, 4]", fillcolor="#9ccef2"] ;
-432 -> 433 ;
-434 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
-433 -> 434 ;
-435 [label="gender <= 0.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-433 -> 435 ;
-436 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-435 -> 436 ;
-437 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-435 -> 437 ;
-438 [label="avg_glucose_level <= 192.38\ngini = 0.375\nsamples = 8\nvalue = [6, 2]", fillcolor="#eeab7b"] ;
-432 -> 438 ;
-439 [label="avg_glucose_level <= 170.03\ngini = 0.5\nsamples = 4\nvalue = [2, 2]", fillcolor="#ffffff"] ;
-438 -> 439 ;
-440 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-439 -> 440 ;
-441 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-439 -> 441 ;
-442 [label="gini = 0.0\nsamples = 4\nvalue = [4, 0]", fillcolor="#e58139"] ;
-438 -> 442 ;
-443 [label="gini = 0.0\nsamples = 15\nvalue = [15, 0]", fillcolor="#e58139"] ;
-431 -> 443 ;
-444 [label="work_type_Private <= 0.5\ngini = 0.391\nsamples = 45\nvalue = [33, 12]", fillcolor="#eeaf81"] ;
-384 -> 444 ;
-445 [label="avg_glucose_level <= 252.09\ngini = 0.142\nsamples = 13\nvalue = [12, 1]", fillcolor="#e78c49"] ;
-444 -> 445 ;
-446 [label="gini = 0.0\nsamples = 12\nvalue = [12, 0]", fillcolor="#e58139"] ;
-445 -> 446 ;
-447 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-445 -> 447 ;
-448 [label="bmi <= 31.65\ngini = 0.451\nsamples = 32\nvalue = [21, 11]", fillcolor="#f3c3a1"] ;
-444 -> 448 ;
-449 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
-448 -> 449 ;
-450 [label="bmi <= 32.4\ngini = 0.488\nsamples = 26\nvalue = [15, 11]", fillcolor="#f8ddca"] ;
-448 -> 450 ;
-451 [label="hypertension <= 0.5\ngini = 0.32\nsamples = 5\nvalue = [1, 4]", fillcolor="#6ab6ec"] ;
-450 -> 451 ;
-452 [label="gini = 0.0\nsamples = 4\nvalue = [0, 4]", fillcolor="#399de5"] ;
-451 -> 452 ;
-453 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-451 -> 453 ;
-454 [label="bmi <= 33.55\ngini = 0.444\nsamples = 21\nvalue = [14, 7]", fillcolor="#f2c09c"] ;
-450 -> 454 ;
-455 [label="gini = 0.0\nsamples = 6\nvalue = [6, 0]", fillcolor="#e58139"] ;
-454 -> 455 ;
-456 [label="age <= 66.5\ngini = 0.498\nsamples = 15\nvalue = [8, 7]", fillcolor="#fcefe6"] ;
-454 -> 456 ;
-457 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-456 -> 457 ;
-458 [label="age <= 77.5\ngini = 0.497\nsamples = 13\nvalue = [6, 7]", fillcolor="#e3f1fb"] ;
-456 -> 458 ;
-459 [label="heart_disease <= 0.5\ngini = 0.463\nsamples = 11\nvalue = [4, 7]", fillcolor="#aad5f4"] ;
-458 -> 459 ;
-460 [label="hypertension <= 0.5\ngini = 0.494\nsamples = 9\nvalue = [4, 5]", fillcolor="#d7ebfa"] ;
-459 -> 460 ;
-461 [label="age <= 74.5\ngini = 0.49\nsamples = 7\nvalue = [4, 3]", fillcolor="#f8e0ce"] ;
-460 -> 461 ;
-462 [label="age <= 69.0\ngini = 0.48\nsamples = 5\nvalue = [2, 3]", fillcolor="#bddef6"] ;
-461 -> 462 ;
-463 [label="age <= 67.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]", fillcolor="#f2c09c"] ;
-462 -> 463 ;
-464 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-463 -> 464 ;
-465 [label="bmi <= 43.15\ngini = 0.5\nsamples = 2\nvalue = [1, 1]", fillcolor="#ffffff"] ;
-463 -> 465 ;
-466 [label="gini = 0.0\nsamples = 1\nvalue = [0, 1]", fillcolor="#399de5"] ;
-465 -> 466 ;
-467 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
-465 -> 467 ;
-468 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-462 -> 468 ;
-469 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-461 -> 469 ;
-470 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-460 -> 470 ;
-471 [label="gini = 0.0\nsamples = 2\nvalue = [0, 2]", fillcolor="#399de5"] ;
-459 -> 471 ;
-472 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
-458 -> 472 ;
-}