{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "37819b13",
   "metadata": {},
   "source": [
    "# Decision trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8ef92c87",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sklearn\n",
    "\n",
    "from sklearn.model_selection import cross_val_score,train_test_split\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, log_loss\n",
    "\n",
    "from sklearn.linear_model import LinearRegression,LogisticRegression,Ridge\n",
    "from sklearn.tree import DecisionTreeClassifier,export_text, DecisionTreeRegressor\n",
    "\n",
    "from sklearn.neighbors import KNeighborsClassifier,KNeighborsRegressor\n",
    "\n",
    "from mlxtend.plotting import plot_decision_regions\n",
    "\n",
    "from sklearn.feature_selection import SelectKBest\n",
    "from sklearn.feature_selection import f_classif, f_regression\n",
    "\n",
    "#from pyearth import Earth\n",
    "\n",
    "from matplotlib.backends.backend_pdf import PdfPages\n",
    "import os\n",
    "fig_dir='figures'\n",
    "fig_file = 'figures'+'//tree_figures.pdf'\n",
    "\n",
    "if not os.path.exists(fig_dir):\n",
    "    os.makedirs(fig_dir)\n",
    "try:\n",
    "    os.remove(fig_file)\n",
    "except OSError:\n",
    "    pass\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfa7f297",
   "metadata": {},
   "source": [
    "## Classification, SPAM data\n",
    "\n",
    "https://hastie.su.domains/ElemStatLearn/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "71537c24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((4601, 58), (4601, 1))"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pp = PdfPages(fig_file)\n",
    "\n",
    "colNames=['make','address','all','3d','our','over','remove','internet','order','mail','recieve','will','people','report','addresses','free','business','email','you','credit','your','font','000','money','hp','hpl','george','650','lab','labs','telnet','857','data','415','85','technology','1999','parts','pm','direct','cs','meeting','original','project','re','edu','table','confrence',';','(','[','!','$','#','CAPAVE','CAPMAX','CAPTOT',\"SPAM\"]\n",
    "\n",
    "spam= pd.read_csv('data/spam.csv',sep=' ',decimal='.',names=colNames)#,na_values='.')\n",
    "test_id=pd.read_csv('data/spam.traintest.csv',sep=' ',decimal='.',names=['test'],dtype=bool)\n",
    "spam.shape, test_id.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "98c30346",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((3065, 58), (1536, 58))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spam_train=spam[~test_id.test]\n",
    "spam_test=spam[test_id.test]\n",
    "spam_train.shape, spam_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "be15fbba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['make', 'address', 'all', '3d', 'our', 'over', 'remove', 'internet',\n",
       "       'order', 'mail', 'recieve', 'will', 'people', 'report', 'addresses',\n",
       "       'free', 'business', 'email', 'you', 'credit', 'your', 'font', '000',\n",
       "       'money', 'hp', 'hpl', 'george', '650', 'lab', 'labs', 'telnet', '857',\n",
       "       'data', '415', '85', 'technology', '1999', 'parts', 'pm', 'direct',\n",
       "       'cs', 'meeting', 'original', 'project', 're', 'edu', 'table',\n",
       "       'confrence', ';', '(', '[', '!', '$', '#', 'CAPAVE', 'CAPMAX',\n",
       "       'CAPTOT'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spam_train.columns[:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9bcb7973",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_depth=3\n",
    "tree_clf=DecisionTreeClassifier(criterion='entropy',max_depth=max_depth)  #(class_weight='balanced', criterion {“gini”, “entropy”, “log_loss”}, default=”gini”\n",
    "\n",
    "tree_clf.fit(spam_train.iloc[:, :-1], spam_train.iloc[:, -1])   \n",
    "\n",
    "fig, ax_lst = plt.subplots(1, 1,figsize=(20,15))\n",
    "sklearn.tree.plot_tree(tree_clf, \n",
    "                   feature_names=spam_train.columns[:-1],\n",
    "                   class_names=[str(tree_clf.classes_[i]) for i in range(2)],\n",
    "                   filled=True)\n",
    "plt.title(f\"Spam data, max_depth={max_depth}\")\n",
    "plt.savefig(pp, format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4797ecd6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|--- $ <= 0.06\n",
      "|   |--- remove <= 0.06\n",
      "|   |   |--- ! <= 0.19\n",
      "|   |   |   |--- class: 0\n",
      "|   |   |--- ! >  0.19\n",
      "|   |   |   |--- class: 0\n",
      "|   |--- remove >  0.06\n",
      "|   |   |--- george <= 0.15\n",
      "|   |   |   |--- class: 1\n",
      "|   |   |--- george >  0.15\n",
      "|   |   |   |--- class: 0\n",
      "|--- $ >  0.06\n",
      "|   |--- hp <= 0.41\n",
      "|   |   |--- CAPAVE <= 2.91\n",
      "|   |   |   |--- class: 1\n",
      "|   |   |--- CAPAVE >  2.91\n",
      "|   |   |   |--- class: 1\n",
      "|   |--- hp >  0.41\n",
      "|   |   |--- email <= 0.28\n",
      "|   |   |   |--- class: 0\n",
      "|   |   |--- email >  0.28\n",
      "|   |   |   |--- class: 1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(export_text(tree_clf,feature_names=spam_train.columns[:-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1ef9282a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = tree_clf.cost_complexity_pruning_path(spam_train.iloc[:, :-1], spam_train.iloc[:, -1])\n",
    "ccp_alphas, impurities = path.ccp_alphas, path.impurities\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(ccp_alphas[:-1], impurities[:-1], marker='o', drawstyle=\"steps-post\")\n",
    "ax.set_xlabel(\"effective alpha\")\n",
    "ax.set_ylabel(\"total impurity of leaves\")\n",
    "ax.set_title(\"Total Impurity vs effective alpha for training set SPAM\")\n",
    "plt.savefig(pp, format='pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9cd8c4ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alphas = [[0.         0.0071613  0.01196417 0.01226356 0.03851347 0.08355956\n",
      " 0.12041694 0.25867989]]\n",
      "Number of nodes in the last tree is: 1 with ccp_alpha: 0.25867988674499065\n"
     ]
    }
   ],
   "source": [
    "n_trees=8\n",
    "print(f\"alphas = [{ccp_alphas[(-n_trees):]}]\")\n",
    "clfs = []\n",
    "for ccp_alpha in ccp_alphas[(-n_trees):]:\n",
    "    clf = DecisionTreeClassifier(ccp_alpha=ccp_alpha)\n",
    "    clf.fit(spam_train.iloc[:, :-1], spam_train.iloc[:, -1])\n",
    "    clfs.append(clf)\n",
    "print(\"Number of nodes in the last tree is: {} with ccp_alpha: {}\".format(\n",
    "      clfs[-1].tree_.node_count, ccp_alphas[-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a893881c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_scores = [clf.score(spam_train.iloc[:, :-1], spam_train.iloc[:, -1]) for clf in clfs]\n",
    "test_scores = [clf.score(spam_test.iloc[:, :-1], spam_test.iloc[:, -1]) for clf in clfs]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_xlabel(\"alpha\")\n",
    "ax.set_ylabel(\"accuracy\")\n",
    "ax.set_title(\"Score vs alpha for training and testing sets (SPAM)\")\n",
    "ax.plot(ccp_alphas[(-n_trees):], train_scores, marker='o', label=\"train\",\n",
    "        drawstyle=\"steps-post\")\n",
    "ax.plot(ccp_alphas[(-n_trees):], test_scores, marker='o', label=\"test\",\n",
    "        drawstyle=\"steps-post\")\n",
    "ax.legend()\n",
    "ax.set_ylim(0,1)\n",
    "plt.savefig(pp, format='pdf')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0eb6a595",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf_best = DecisionTreeClassifier(ccp_alpha=0.01196417)\n",
    "clf_best.fit(spam_train.iloc[:, :-1], spam_train.iloc[:, -1])\n",
    "fig, ax_lst = plt.subplots(1, 1,figsize=(20,15))\n",
    "sklearn.tree.plot_tree(clf_best, \n",
    "                   feature_names=spam_train.columns[:-1],\n",
    "                   class_names=[str(tree_clf.classes_[i]) for i in range(2)],\n",
    "                   filled=True)\n",
    "plt.title(f\"Spam data, selected tree\")\n",
    "\n",
    "plt.savefig(pp, format='pdf')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "675c9edf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy:  0.89\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>real</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pred</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>890</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51</td>\n",
       "      <td>478</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "real    0    1\n",
       "pred          \n",
       "0     890  117\n",
       "1      51  478"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pred=tree_clf.predict(spam_test.iloc[:, :-1])\n",
    "pred=clf_best.predict(spam_test.iloc[:, :-1])\n",
    "\n",
    "conf=pd.DataFrame({'pred':pred,'real':spam_test.iloc[:, -1]}).groupby(['pred','real'])['pred'].count().unstack()\n",
    "print(f\"Test accuracy: {(np.matrix(conf.values).trace()/conf.sum().sum())[0,0]:5.2}\")\n",
    "conf\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "955e45bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.890625"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(np.matrix(conf.values).trace()/conf.sum().sum())[0,0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5bb2246",
   "metadata": {},
   "source": [
    "## Regression: California Housing dataset\n",
    "\n",
    "https://www.tu-chemnitz.de/mathematik/numa/lehre/ds-2019/Exercises/ps14/housing.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3fadf761",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((16512, 9), (4128, 9))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing= pd.read_csv('data/housing.csv',sep=',',decimal='.')\n",
    "\n",
    "housing_target='median_house_value'\n",
    "\n",
    "\n",
    "X, y = (housing.drop(columns=[housing_target]), housing[housing_target])\n",
    "X_train0, X_test0, y_train, y_test = train_test_split(X, y, random_state=4,test_size=0.2)\n",
    "X_train0.shape, X_test0.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ac7bd09d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['longitude', 'latitude', 'housing_median_age', 'total_rooms',\n",
       "       'total_bedrooms', 'population', 'households', 'median_income',\n",
       "       'ocean_proximity'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "07745399",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.preprocessing import Normalizer,StandardScaler\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "ct_housing= ColumnTransformer(\n",
    "    transformers=[\n",
    "        ('', OneHotEncoder(drop='first'), ['ocean_proximity']),\n",
    "#        ('s',StandardScaler(), [0,1,3,4,5,6,7])\n",
    "    ],\n",
    "    verbose_feature_names_out=False,\n",
    "    remainder='passthrough'\n",
    "    )\n",
    "X_train = pd.DataFrame(ct_housing.fit_transform(X_train0),columns=ct_housing.get_feature_names_out(input_features=X_train0.columns))\n",
    "X_test = pd.DataFrame(ct_housing.transform(X_test0),columns=ct_housing.get_feature_names_out(input_features=X_train0.columns))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fd74ccd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((16512, 9), (16512,))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train0.shape, y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "aecb5561",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_depth=3\n",
    "tree_reg=DecisionTreeRegressor(max_depth=max_depth)\n",
    "tree_reg.fit(X_train, y_train)   \n",
    "\n",
    "fig, ax_lst = plt.subplots(1, 1,figsize=(20,15))\n",
    "sklearn.tree.plot_tree(tree_reg, \n",
    "                   feature_names=X_train.columns,\n",
    "                   filled=True)\n",
    "ax.set_title(f\"Housing data, max_depth={max_depth}\")\n",
    "\n",
    "plt.savefig(pp, format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4221d728",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = tree_reg.cost_complexity_pruning_path(X_train, y_train)\n",
    "ccp_alphas, impurities = path.ccp_alphas, path.impurities\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(ccp_alphas[:-1], impurities[:-1], marker='o', drawstyle=\"steps-post\")\n",
    "ax.set_xlabel(\"effective alpha\")\n",
    "ax.set_ylabel(\"total impurity of leaves\")\n",
    "ax.set_title(\"Total Impurity vs effective alpha for training set\")\n",
    "plt.savefig(pp, format='pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "67d659fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alphas = [[0.00000000e+00 6.22752264e+07 1.63123174e+08 1.85336107e+08\n",
      " 5.82095255e+08 7.01359039e+08 1.78920002e+09 4.11494199e+09]]\n",
      "Number of nodes in the last tree is: 1 with ccp_alpha: 4_114_941_985.1079044\n"
     ]
    }
   ],
   "source": [
    "n_trees=8\n",
    "print(f\"alphas = [{ccp_alphas[(-n_trees):]}]\")\n",
    "clfs = []\n",
    "for ccp_alpha in ccp_alphas[(-n_trees):]:\n",
    "    clf = DecisionTreeRegressor(ccp_alpha=ccp_alpha)\n",
    "    clf.fit(X_train, y_train)\n",
    "    clfs.append(clf)\n",
    "print(\"Number of nodes in the last tree is: {} with ccp_alpha: {:_}\".format(\n",
    "      clfs[-1].tree_.node_count, ccp_alphas[-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3b291ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_scores = [clf.score(X_train, y_train) for clf in clfs]\n",
    "test_scores = [clf.score(X_test, y_test) for clf in clfs]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_xlabel(\"alpha\")\n",
    "#ax.set_ylabel(\"accuracy\")\n",
    "ax.set_title(\"$R^2$ score vs alpha for training and testing sets\")\n",
    "ax.plot(ccp_alphas[(-n_trees):], train_scores, marker='o', label=\"train\",\n",
    "        drawstyle=\"steps-post\")\n",
    "ax.plot(ccp_alphas[(-n_trees):], test_scores, marker='o', label=\"test\",\n",
    "        drawstyle=\"steps-post\")\n",
    "ax.set_ylabel(\"$R^2$\")\n",
    "ax.legend()\n",
    "plt.savefig(pp, format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc600a51",
   "metadata": {},
   "source": [
    "## Selected Trees for specific alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "457216eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf_best_s = DecisionTreeRegressor(ccp_alpha=1.78920002e+09)\n",
    "clf_best_s.fit(X_train, y_train)\n",
    "fig, ax_lst = plt.subplots(1, 1,figsize=(20,15))\n",
    "sklearn.tree.plot_tree(clf_best_s, \n",
    "                   feature_names=X_train.columns,\n",
    "                   filled=True)\n",
    "plt.title(f\"Housing data, selected small tree\")\n",
    "plt.savefig(pp, format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "24923d0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf_best = DecisionTreeRegressor(ccp_alpha=6.22752264e+07)\n",
    "clf_best.fit(X_train, y_train)\n",
    "fig, ax_lst = plt.subplots(1, 1,figsize=(20,15))\n",
    "sklearn.tree.plot_tree(clf_best, \n",
    "                   feature_names=X_train.columns,\n",
    "                   filled=True)\n",
    "plt.title(f\"Housing data, selected larger tree\")\n",
    "plt.savefig(pp, format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "58d13fe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_train.longitude,X_train.latitude,c=clf_best.predict(X_train))\n",
    "cbar=plt.colorbar()\n",
    "\n",
    "plt.title('California Housing')\n",
    "plt.savefig(pp, format='pdf')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "732c53dd",
   "metadata": {},
   "source": [
    "## Mean Square Error Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2c679f0a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predict constant:             13_008_246_639.623358 \n",
      "    5  node tree test error:   7_330_562_846.985989 \n",
      "   33  node tree test error:   4_819_060_610.023689 \n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "print(f\"Predict constant:             {mean_squared_error([np.mean(y_test)]*len(y_test), y_test):_} \")\n",
    "print(f\"{len(clf_best_s.tree_.value):5}  node tree test error:   {mean_squared_error(clf_best_s.predict(X_test), y_test):_} \")\n",
    "print(f\"{len(clf_best.tree_.value):5}  node tree test error:   {mean_squared_error(clf_best.predict(X_test), y_test):_} \")\n",
    "\n",
    "#mean_squared_error(y_true, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5d91330c",
   "metadata": {},
   "outputs": [],
   "source": [
    "pp.close() #stop saving"
   ]
  }
 ],
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