├── README.md └── plot_cost_complexity_pruning.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # Post_Pruning_DecisionTre -------------------------------------------------------------------------------- /plot_cost_complexity_pruning.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 23, 6 | "metadata": {}, 7 | "outputs": [ 8 | { 9 | "data": { 10 | "text/plain": [ 11 | "'0.23.1'" 12 | ] 13 | }, 14 | "execution_count": 23, 15 | "metadata": {}, 16 | "output_type": "execute_result" 17 | } 18 | ], 19 | "source": [ 20 | "import sklearn\n", 21 | "sklearn.__version__" 22 | ] 23 | }, 24 | { 25 | "cell_type": "code", 26 | "execution_count": 7, 27 | "metadata": {}, 28 | "outputs": [], 29 | "source": [ 30 | "%matplotlib inline" 31 | ] 32 | }, 33 | { 34 | "cell_type": "markdown", 35 | "metadata": {}, 36 | "source": [ 37 | "\n", 38 | "# Post pruning decision trees with cost complexity pruning\n", 39 | "\n", 40 | "\n", 41 | ".. currentmodule:: sklearn.tree\n", 42 | "\n", 43 | "The :class:`DecisionTreeClassifier` provides parameters such as\n", 44 | "``min_samples_leaf`` and ``max_depth`` to prevent a tree from overfiting. Cost\n", 45 | "complexity pruning provides another option to control the size of a tree. In\n", 46 | ":class:`DecisionTreeClassifier`, this pruning technique is parameterized by the\n", 47 | "cost complexity parameter, ``ccp_alpha``. Greater values of ``ccp_alpha``\n", 48 | "increase the number of nodes pruned. Here we only show the effect of\n", 49 | "``ccp_alpha`` on regularizing the trees and how to choose a ``ccp_alpha``\n", 50 | "based on validation scores.\n", 51 | "\n", 52 | "See also `minimal_cost_complexity_pruning` for details on pruning.\n" 53 | ] 54 | }, 55 | { 56 | "cell_type": "code", 57 | "execution_count": 8, 58 | "metadata": {}, 59 | "outputs": [ 60 | { 61 | "name": "stdout", 62 | "output_type": "stream", 63 | "text": [ 64 | "Automatically created module for IPython interactive environment\n" 65 | ] 66 | } 67 | ], 68 | "source": [ 69 | "print(__doc__)\n", 70 | "import matplotlib.pyplot as plt\n", 71 | "from sklearn.model_selection import train_test_split\n", 72 | "from sklearn.datasets import load_breast_cancer\n", 73 | "from sklearn.tree import DecisionTreeClassifier" 74 | ] 75 | }, 76 | { 77 | "cell_type": "code", 78 | "execution_count": 25, 79 | "metadata": {}, 80 | "outputs": [ 81 | { 82 | "data": { 83 | "text/plain": [ 84 | "DecisionTreeClassifier(random_state=0)" 85 | ] 86 | }, 87 | "execution_count": 25, 88 | "metadata": {}, 89 | "output_type": "execute_result" 90 | } 91 | ], 92 | "source": [ 93 | "X, y = load_breast_cancer(return_X_y=True)\n", 94 | "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", 95 | "\n", 96 | "clf = DecisionTreeClassifier(random_state=0)\n", 97 | "clf.fit(X_train,y_train)" 98 | ] 99 | }, 100 | { 101 | "cell_type": "code", 102 | "execution_count": 26, 103 | "metadata": {}, 104 | "outputs": [ 105 | { 106 | "data": { 107 | "text/plain": [ 108 | "0.8811188811188811" 109 | ] 110 | }, 111 | "execution_count": 26, 112 | "metadata": {}, 113 | "output_type": "execute_result" 114 | } 115 | ], 116 | "source": [ 117 | "pred=clf.predict(X_test)\n", 118 | "from sklearn.metrics import accuracy_score\n", 119 | "accuracy_score(y_test, pred)" 120 | ] 121 | }, 122 | { 123 | "cell_type": "code", 124 | "execution_count": 21, 125 | "metadata": {}, 126 | "outputs": [ 127 | { 128 | "data": { 129 | "text/plain": [ 130 | 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\n", 170 | "text/plain": [ 171 | "
" 172 | ] 173 | }, 174 | "metadata": { 175 | "needs_background": "light" 176 | }, 177 | "output_type": "display_data" 178 | } 179 | ], 180 | "source": [ 181 | "from sklearn import tree\n", 182 | "plt.figure(figsize=(15,10))\n", 183 | "tree.plot_tree(clf,filled=True)" 184 | ] 185 | }, 186 | { 187 | "cell_type": "code", 188 | "execution_count": 27, 189 | "metadata": {}, 190 | "outputs": [], 191 | "source": [ 192 | "path = clf.cost_complexity_pruning_path(X_train, y_train)\n", 193 | "ccp_alphas, impurities = path.ccp_alphas, path.impurities" 194 | ] 195 | }, 196 | { 197 | "cell_type": "code", 198 | "execution_count": 29, 199 | "metadata": {}, 200 | "outputs": [ 201 | { 202 | "data": { 203 | "text/plain": [ 204 | "array([0. , 0.00226647, 0.00464743, 0.0046598 , 0.0056338 ,\n", 205 | " 0.00704225, 0.00784194, 0.00911402, 0.01144366, 0.018988 ,\n", 206 | " 0.02314163, 0.03422475])" 207 | ] 208 | }, 209 | "execution_count": 29, 210 | "metadata": {}, 211 | "output_type": "execute_result" 212 | } 213 | ], 214 | "source": [ 215 | "ccp_alphas" 216 | ] 217 | }, 218 | { 219 | "cell_type": "code", 220 | "execution_count": 31, 221 | "metadata": {}, 222 | "outputs": [ 223 | { 224 | "name": "stdout", 225 | "output_type": "stream", 226 | "text": [ 227 | "Number of nodes in the last tree is: 3 with ccp_alpha: 0.03422474765119576\n" 228 | ] 229 | } 230 | ], 231 | "source": [ 232 | "clfs = []\n", 233 | "for ccp_alpha in ccp_alphas:\n", 234 | " clf = DecisionTreeClassifier(random_state=0, ccp_alpha=ccp_alpha)\n", 235 | " clf.fit(X_train, y_train)\n", 236 | " clfs.append(clf)\n", 237 | "print(\"Number of nodes in the last tree is: {} with ccp_alpha: {}\".format(\n", 238 | " clfs[-1].tree_.node_count, ccp_alphas[-1]))" 239 | ] 240 | }, 241 | { 242 | "cell_type": "markdown", 243 | "metadata": {}, 244 | "source": [ 245 | "For the remainder of this example, we remove the last element in\n", 246 | "``clfs`` and ``ccp_alphas``, because it is the trivial tree with only one\n", 247 | "node. Here we show that the number of nodes and tree depth decreases as alpha\n", 248 | "increases.\n", 249 | "\n" 250 | ] 251 | }, 252 | { 253 | "cell_type": "markdown", 254 | "metadata": {}, 255 | "source": [ 256 | "Accuracy vs alpha for training and testing sets\n", 257 | "----------------------------------------------------\n", 258 | "When ``ccp_alpha`` is set to zero and keeping the other default parameters\n", 259 | "of :class:`DecisionTreeClassifier`, the tree overfits, leading to\n", 260 | "a 100% training accuracy and 88% testing accuracy. As alpha increases, more\n", 261 | "of the tree is pruned, thus creating a decision tree that generalizes better.\n", 262 | "In this example, setting ``ccp_alpha=0.015`` maximizes the testing accuracy.\n", 263 | "\n" 264 | ] 265 | }, 266 | { 267 | "cell_type": "code", 268 | "execution_count": 13, 269 | "metadata": {}, 270 | "outputs": [ 271 | { 272 | "data": { 273 | "image/png": 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\n", 274 | "text/plain": [ 275 | "
" 276 | ] 277 | }, 278 | "metadata": { 279 | "needs_background": "light" 280 | }, 281 | "output_type": "display_data" 282 | } 283 | ], 284 | "source": [ 285 | "train_scores = [clf.score(X_train, y_train) for clf in clfs]\n", 286 | "test_scores = [clf.score(X_test, y_test) for clf in clfs]\n", 287 | "\n", 288 | "fig, ax = plt.subplots()\n", 289 | "ax.set_xlabel(\"alpha\")\n", 290 | "ax.set_ylabel(\"accuracy\")\n", 291 | "ax.set_title(\"Accuracy vs alpha for training and testing sets\")\n", 292 | "ax.plot(ccp_alphas, train_scores, marker='o', label=\"train\",\n", 293 | " drawstyle=\"steps-post\")\n", 294 | "ax.plot(ccp_alphas, test_scores, marker='o', label=\"test\",\n", 295 | " drawstyle=\"steps-post\")\n", 296 | "ax.legend()\n", 297 | "plt.show()" 298 | ] 299 | }, 300 | { 301 | "cell_type": "code", 302 | "execution_count": 32, 303 | "metadata": {}, 304 | "outputs": [ 305 | { 306 | "data": { 307 | "text/plain": [ 308 | "DecisionTreeClassifier(ccp_alpha=0.012, random_state=0)" 309 | ] 310 | }, 311 | "execution_count": 32, 312 | "metadata": {}, 313 | "output_type": "execute_result" 314 | } 315 | ], 316 | "source": [ 317 | "clf = DecisionTreeClassifier(random_state=0, ccp_alpha=0.012)\n", 318 | "clf.fit(X_train,y_train)" 319 | ] 320 | }, 321 | { 322 | "cell_type": "code", 323 | "execution_count": 33, 324 | "metadata": {}, 325 | "outputs": [ 326 | { 327 | "data": { 328 | "text/plain": [ 329 | "0.9370629370629371" 330 | ] 331 | }, 332 | "execution_count": 33, 333 | "metadata": {}, 334 | "output_type": "execute_result" 335 | } 336 | ], 337 | "source": [ 338 | "pred=clf.predict(X_test)\n", 339 | "from sklearn.metrics import accuracy_score\n", 340 | "accuracy_score(y_test, pred)" 341 | ] 342 | }, 343 | { 344 | "cell_type": "code", 345 | "execution_count": 17, 346 | "metadata": {}, 347 | "outputs": [ 348 | { 349 | "data": { 350 | "text/plain": [ 351 | "[Text(418.5, 475.65000000000003, 'X[7] <= 0.049\\ngini = 0.468\\nsamples = 426\\nvalue = [159, 267]'),\n", 352 | " Text(209.25, 339.75, 'X[23] <= 952.9\\ngini = 0.095\\nsamples = 260\\nvalue = [13, 247]'),\n", 353 | " Text(104.625, 203.85000000000002, 'gini = 0.054\\nsamples = 252\\nvalue = [7, 245]'),\n", 354 | " Text(313.875, 203.85000000000002, 'gini = 0.375\\nsamples = 8\\nvalue = [6, 2]'),\n", 355 | " Text(627.75, 339.75, 'X[23] <= 785.8\\ngini = 0.212\\nsamples = 166\\nvalue = [146, 20]'),\n", 356 | " Text(523.125, 203.85000000000002, 'X[21] <= 23.74\\ngini = 0.491\\nsamples = 30\\nvalue = [13, 17]'),\n", 357 | " Text(418.5, 67.94999999999999, 'gini = 0.0\\nsamples = 14\\nvalue = [0, 14]'),\n", 358 | " Text(627.75, 67.94999999999999, 'gini = 0.305\\nsamples = 16\\nvalue = [13, 3]'),\n", 359 | " Text(732.375, 203.85000000000002, 'gini = 0.043\\nsamples = 136\\nvalue = [133, 3]')]" 360 | ] 361 | }, 362 | "execution_count": 17, 363 | "metadata": {}, 364 | "output_type": "execute_result" 365 | }, 366 | { 367 | "data": { 368 | "image/png": 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\n", 369 | "text/plain": [ 370 | "
" 371 | ] 372 | }, 373 | "metadata": { 374 | "needs_background": "light" 375 | }, 376 | "output_type": "display_data" 377 | } 378 | ], 379 | "source": [ 380 | "from sklearn import tree\n", 381 | "plt.figure(figsize=(15,10))\n", 382 | "tree.plot_tree(clf,filled=True)" 383 | ] 384 | }, 385 | { 386 | "cell_type": "code", 387 | "execution_count": null, 388 | "metadata": {}, 389 | "outputs": [], 390 | "source": [] 391 | } 392 | ], 393 | "metadata": { 394 | "kernelspec": { 395 | "display_name": "Python 3", 396 | "language": "python", 397 | "name": "python3" 398 | }, 399 | "language_info": { 400 | "codemirror_mode": { 401 | "name": "ipython", 402 | "version": 3 403 | }, 404 | "file_extension": ".py", 405 | "mimetype": "text/x-python", 406 | "name": "python", 407 | "nbconvert_exporter": "python", 408 | "pygments_lexer": "ipython3", 409 | "version": "3.6.9" 410 | } 411 | }, 412 | "nbformat": 4, 413 | "nbformat_minor": 1 414 | } 415 | --------------------------------------------------------------------------------