{
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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2021-02-12T11:02:17.909581Z",
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     "shell.execute_reply": "2021-02-12T11:02:18.412491Z",
     "shell.execute_reply.started": "2021-02-12T11:02:17.910086Z"
    }
   },
   "outputs": [
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       "    @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
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       "         font-weight: bold;\n",
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       "\n",
       "\n",
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       "    Copyright (C) 2019-2021 Scientific IT Services of ETH Zurich,\n",
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       "    Contributing Authors:\n",
       "    Dr. Tarun Chadha,\n",
       "    Dr. Franziska Oschmann,\n",
       "    Dr. Mikolaj Rybinski,\n",
       "    Dr. Uwe Schmitt.\n",
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     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore', category=FutureWarning)\n",
    "warnings.filterwarnings = lambda *a, **kw: None\n",
    "from IPython.core.display import HTML; HTML(open(\"custom.html\", \"r\").read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 6: An overview of classifiers, Part 2\n",
    "\n",
    "<span style=\"font-size: 150%;\">Decision trees, ensemble methods and summary</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's repeat our helper functions from previous part:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:18.421052Z",
     "iopub.status.busy": "2021-02-12T11:02:18.420828Z",
     "iopub.status.idle": "2021-02-12T11:02:18.509956Z",
     "shell.execute_reply": "2021-02-12T11:02:18.505034Z",
     "shell.execute_reply.started": "2021-02-12T11:02:18.421029Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def samples_color(ilabels, colors=[\"steelblue\", \"chocolate\"]):\n",
    "    '''Return colors list from labels list given as indices.'''\n",
    "    return [colors[int(i)] for i in ilabels]\n",
    "\n",
    "def plot_decision_surface(\n",
    "    features_2d, labels, classifier, preprocessing=None,\n",
    "    plt=plt, marker='.', N=100, alpha=0.2, colors=[\"steelblue\", \"chocolate\"], title=None,\n",
    "    test_features_2d=None, test_labels=None, test_s=60,\n",
    "):\n",
    "    '''Plot a 2D decision surface for a already trained classifier.'''\n",
    "\n",
    "    # sanity check\n",
    "    assert len(features_2d.columns) == 2\n",
    "\n",
    "    # pandas to numpy array; get min/max values\n",
    "    xy = np.array(features_2d)\n",
    "    min_x, min_y = xy.min(axis=0)\n",
    "    max_x, max_y = xy.max(axis=0)\n",
    "\n",
    "    # create mesh of NxN points; tech: `N*1j` is spec for including max value\n",
    "    XX, YY = np.mgrid[min_x:max_x:N*1j, min_y:max_y:N*1j]\n",
    "    points = np.c_[XX.ravel(), YY.ravel()] # shape: (N*N)x2\n",
    "\n",
    "    # apply scikit-learn API preprocessing\n",
    "    if preprocessing is not None:\n",
    "        points = preprocessing.transform(points)\n",
    "    \n",
    "    # classify grid points\n",
    "    classes = classifier.predict(points)\n",
    "\n",
    "    # plot classes color mesh\n",
    "    ZZ = classes.reshape(XX.shape) # shape: NxN\n",
    "    plt.pcolormesh(\n",
    "        XX, YY, ZZ,\n",
    "        alpha=alpha, cmap=matplotlib.colors.ListedColormap(colors), shading=\"auto\",\n",
    "    )\n",
    "    # plot points\n",
    "    plt.scatter(\n",
    "        xy[:,0], xy[:,1],\n",
    "        marker=marker, color=samples_color(labels, colors=colors),\n",
    "    );\n",
    "    # set title\n",
    "    if title:\n",
    "        if hasattr(plt, 'set_title'):\n",
    "            plt.set_title(title)\n",
    "        else:\n",
    "            plt.title(title)\n",
    "    # plot test points\n",
    "    if test_features_2d is not None:\n",
    "        assert test_labels is not None\n",
    "        assert len(test_features_2d.columns) == 2\n",
    "        test_xy = np.array(test_features_2d)\n",
    "        plt.scatter(\n",
    "            test_xy[:,0], test_xy[:,1],\n",
    "            s=test_s, facecolors='none', color=samples_color(test_labels),\n",
    "        );\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decision trees\n",
    "\n",
    "Let's see what a decision tree is by looking at an (artificial) example: \n",
    "\n",
    "<table>\n",
    "    <tr><td><img src=\"./images/decision_tree-work.png\" width=600px></td></tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How are the decision tree splits selected?\n",
    "\n",
    "Starting from the top the decision tree is build by selecting **best split of the dataset using a single feature**. Best feature and its split value are ones that make the resulting **subsets more pure** in terms of variety of classes they contain (i.e. that minimize misclassification error, or Gini index/impurity, or maximize entropy/information gain).\n",
    "\n",
    "<table>\n",
    "    <tr><td><img src=\"./images/decision_tree-split.png\" width=600px></td></tr>\n",
    "</table>\n",
    "\n",
    "Features can repeat within a sub-tree (and there is no way to control it in scikit-learn), but usualy categorical features appear at most once on each path. They do, however, repeat across different tree branches."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### XOR decision tree\n",
    "\n",
    "Let's try out decision trees with the XOR dataset, in which samples have class `True` when the two coordinates `x` and `y` have different sign, otherwise they have class `False`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:18.520844Z",
     "iopub.status.busy": "2021-02-12T11:02:18.520388Z",
     "iopub.status.idle": "2021-02-12T11:02:19.375318Z",
     "shell.execute_reply": "2021-02-12T11:02:19.374036Z",
     "shell.execute_reply.started": "2021-02-12T11:02:18.520810Z"
    }
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 331,
       "width": 338
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"data/xor.csv\")\n",
    "features_2d = df.loc[:, (\"x\", \"y\")]\n",
    "labelv = df[\"label\"]\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\")\n",
    "plt.title(\"Orange is True, blue is False\")\n",
    "plt.scatter(features_2d.iloc[:,0], features_2d.iloc[:,1], color=samples_color(labelv));\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Decision trees live in the `sklearn.tree` module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:19.381025Z",
     "iopub.status.busy": "2021-02-12T11:02:19.380603Z",
     "iopub.status.idle": "2021-02-12T11:02:21.812827Z",
     "shell.execute_reply": "2021-02-12T11:02:21.811675Z",
     "shell.execute_reply.started": "2021-02-12T11:02:19.380984Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train score: 100.00%\n",
      "test score: 96.00%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 305,
       "width": 331
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=10)\n",
    "\n",
    "# Note: features are permuted reandomly in case equally good splits are found\n",
    "# fix randomization for reproduciblity\n",
    "classifier = DecisionTreeClassifier(random_state=42)\n",
    "classifier.fit(X_train, y_train)\n",
    "\n",
    "print('train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n",
    "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "plot_decision_surface(\n",
    "    features_2d, labelv, classifier,\n",
    "    test_features_2d=X_test, test_labels=y_test,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This surface seems a bit rough on edges. One of the biggest advantages of the decision trees is interpretability of the model. Let's **inspect the model by looking at the tree that was built**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:21.819868Z",
     "iopub.status.busy": "2021-02-12T11:02:21.819394Z",
     "iopub.status.idle": "2021-02-12T11:02:23.052298Z",
     "shell.execute_reply": "2021-02-12T11:02:23.051481Z",
     "shell.execute_reply.started": "2021-02-12T11:02:21.819832Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note: scikit-learn version 0.21 comes with a handy `sklearn.tree.plot_tree`.\n",
    "# It does not integrate well with our notebooks, so let's use old-school DOT+PNG workaround.\n",
    "import pydot\n",
    "from IPython.display import Image, display\n",
    "from sklearn.tree import export_graphviz\n",
    "\n",
    "def plot_decision_tree(classifier, feature_names, class_names=None, dot_file='temp.dot', width=None):\n",
    "    export_graphviz(classifier, out_file=dot_file, feature_names=feature_names, class_names=class_names)\n",
    "    graph = pydot.graph_from_dot_file(dot_file)[0]\n",
    "    plt = Image(graph.create_png(), width=width)\n",
    "    display(plt)\n",
    "\n",
    "plot_decision_tree(classifier, ['x', 'y'], class_names=['False', 'True'], width=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<span style=\"font-size: 150%\">Whoaaa .. what happened here?</span>\n",
    "\n",
    "XOR is the **anti-example** for DTs: they cannot make the \"natural\" split at value `0` because splits are selected to promote more pure sub-nodes. We're fitting data representation noise here.\n",
    "\n",
    "Moreover, the tree is quite deep because, by default, it is built until all nodes are \"pure\" (`gini = 0.0`). This tree is **overfitted**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How to avoid overfitting?\n",
    "\n",
    "There is no regularization penalty like in logistic regression or SVM methods when bulding a decision tree. Instead we can set hyperparameters for the build such as:\n",
    "* tree pruning (based on minimal cost-complexity; `ccp_alpha`), which is actually done after the tree has been built, or\n",
    "* maximum tree depth (`max_depth`), or\n",
    "* a minimum number of samples required at a node or a leaf node (`min_samples_split`, `min_samples_leaf`), or\n",
    "* an early stopping criteria based on minumum value of or minimum decrease in impurity (`min_impurity_split`, `min_impurity_decrease`), and some more (see docs).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise section\n",
    "\n",
    "1. In theory for XOR dataset it should suffice to use each feature exactly once. Try to build a smaller decision tree for our XOR dataset using different values for `max_depth` and `min_samples_leaf` parameters.\n",
    "2. Build a decision tree for the `\"data/beers.csv\"` dataset. Use maximum depth and tree pruning to get as well performing but a smaller tree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:23.064036Z",
     "iopub.status.busy": "2021-02-12T11:02:23.062704Z",
     "iopub.status.idle": "2021-02-12T11:02:27.078567Z",
     "shell.execute_reply": "2021-02-12T11:02:27.077564Z",
     "shell.execute_reply.started": "2021-02-12T11:02:23.063974Z"
    },
    "tags": [
     "solution"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max depth = 2; min samples per leaf = 75\n",
      "train score: 59.47%\n",
      "test score: 58.40%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max depth = 2; min samples per leaf = 19\n",
      "train score: 65.07%\n",
      "test score: 65.60%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max depth = 3; min samples per leaf = 1\n",
      "train score: 97.07%\n",
      "test score: 96.00%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 318,
       "width": 884
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SOLUTION\n",
    "params = [\n",
    "    # max_depth, min_samples_leaf\n",
    "    (2, round(0.8 * len(y_train)/4)),\n",
    "    (2, round(0.2 * len(y_train)/4)),\n",
    "    (3, 1),\n",
    "]\n",
    "\n",
    "n_params = len(params)\n",
    "fig, ax_arr = plt.subplots(ncols=n_params, figsize=(5*n_params, 5))\n",
    "\n",
    "\n",
    "for i, (max_depth, min_samples_leaf) in enumerate([\n",
    "    (2, round(0.8 * len(y_train)/4)),\n",
    "    (2, round(0.2 * len(y_train)/4)),\n",
    "    (3, 1),\n",
    "]):\n",
    "\n",
    "    classifier = DecisionTreeClassifier(max_depth=max_depth, min_samples_leaf=min_samples_leaf)\n",
    "    classifier.fit(X_train, y_train)\n",
    "    \n",
    "    params_str = 'max depth = {}; min samples per leaf = {}'.format(max_depth, min_samples_leaf)\n",
    "    print(params_str)\n",
    "    print('train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n",
    "    print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
    "\n",
    "    plot_decision_surface(\n",
    "        features_2d, labelv, classifier,\n",
    "        test_features_2d=X_test, test_labels=y_test,\n",
    "        title=params_str,\n",
    "        plt=ax_arr[i],\n",
    "    )\n",
    "\n",
    "    plot_decision_tree(classifier, features_2d.columns.values, width=400)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:27.082010Z",
     "iopub.status.busy": "2021-02-12T11:02:27.081612Z",
     "iopub.status.idle": "2021-02-12T11:02:28.331364Z",
     "shell.execute_reply": "2021-02-12T11:02:28.330077Z",
     "shell.execute_reply.started": "2021-02-12T11:02:27.081955Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   alcohol_content  bitterness  darkness  fruitiness  is_yummy\n",
      "0         3.739295    0.422503  0.989463    0.215791         0\n",
      "1         4.207849    0.841668  0.928626    0.380420         0\n",
      "#leaves: 6\n",
      "test score: 91.23%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SOLUTION\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "\n",
    "df = pd.read_csv(\"data/beers.csv\")\n",
    "print(df.head(2))\n",
    "\n",
    "features_4d = df.iloc[:, :-1]\n",
    "labelv = df.iloc[:, -1]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=0)\n",
    "\n",
    "classifier = DecisionTreeClassifier(max_depth=4, ccp_alpha=0.02)\n",
    "classifier.fit(X_train, y_train)\n",
    "\n",
    "print('#leaves:', classifier.tree_.n_leaves)\n",
    "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
    "\n",
    "plot_decision_tree(classifier, features_4d.columns.values, width=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One **issue with decision trees is their instability** - a small changes in the training data usually results in a completely different order of splits (different tree structure)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ensemble Averaging: Random Forests\n",
    "\n",
    "The idea of Random Forest method is to generate **ensemble of many \"weak\" decision trees** and by **averaging out their probabilistic predictions**. (The original Random Forests method used voting.)\n",
    "\n",
    "\n",
    "Weak classifier here are **shallow trees with feature-splits picked only out of random subsets of features** (*features bagging*). Random subset of features is selected per each split, not for the whole classifier.\n",
    "\n",
    "<table>\n",
    "    <tr><td><img src=\"./images/random_forest.png\" width=800px></td></tr>\n",
    "    <tr><td><center><sub>Source: <a href=\"https://towardsdatascience.com/random-forests-and-decision-trees-from-scratch-in-python-3e4fa5ae4249\">https://towardsdatascience.com/random-forests-and-decision-trees-from-scratch-in-python-3e4fa5ae4249</a></sub></center></td></tr>\n",
    "</table>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Demonstration\n",
    "\n",
    "You will find Random Forest method implementation in the `sklearn.ensemble` module.\n",
    "\n",
    "The main parameters are:\n",
    "* number of trees (`n_estimators`),\n",
    "* each tree max. depth 2 (`max_depth`), and\n",
    "* max. number of randomly selected features to pick from when building each tree (`max_features`).\n",
    "\n",
    "Let's build a small Random Forest and have a look at its trees, available under `.estimators_` property."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:28.334669Z",
     "iopub.status.busy": "2021-02-12T11:02:28.334223Z",
     "iopub.status.idle": "2021-02-12T11:02:31.784574Z",
     "shell.execute_reply": "2021-02-12T11:02:31.782524Z",
     "shell.execute_reply.started": "2021-02-12T11:02:28.334607Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   alcohol_content  bitterness  darkness  fruitiness  is_yummy\n",
      "0         3.739295    0.422503  0.989463    0.215791         0\n",
      "1         4.207849    0.841668  0.928626    0.380420         0\n",
      "\n",
      "\n",
      "Random Forest\n",
      "test score: 84.21%\n",
      "\n",
      "Tree #0\n",
      "test score: 82.46%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tree #1\n",
      "test score: 71.93%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tree #2\n",
      "test score: 73.68%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "df = pd.read_csv(\"data/beers.csv\")\n",
    "print(df.head(2))\n",
    "\n",
    "features_4d = df.iloc[:, :-1]\n",
    "labelv = df.iloc[:, -1]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=10)\n",
    "\n",
    "# For presentation purpose: 3 shallow trees, each picking only from 2 random features\n",
    "classifier = RandomForestClassifier(max_depth=2, n_estimators=3, max_features=2, random_state=0)\n",
    "classifier.fit(X_train, y_train)\n",
    "\n",
    "print()\n",
    "print()\n",
    "print(\"Random Forest\")\n",
    "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
    "print()\n",
    "for i, internal_classifier in enumerate(classifier.estimators_):\n",
    "    print(\"Tree #{}\".format(i))\n",
    "    print('test score: {:.2f}%'.format(100*internal_classifier.score(X_test, y_test)))\n",
    "    plot_decision_tree(internal_classifier, features_4d.columns.values, width=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random forests are fast and shine with high dimensional data (many features).\n",
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "<i class=\"fa fa-info-circle\"></i>\n",
    "    Random Forest can estimate <em>out-of-bag error</em> (OOB) while learning (set <code>oob_score=True</code>). It's a generalisation (predictive) error, similar to cross validation accuracy (cf. <a href=https://scikit-learn.org/stable/auto_examples/ensemble/plot_ensemble_oob.html>OOB Errors for Random Forests</a> )\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boosting: AdaBoost\n",
    "\n",
    "<span style=\"font-size: 125%;\">What is it?</span>\n",
    "\n",
    "Boosting is another sub-type of ensemble learning. Same as in averaging, the idea is to generate many **weak classifiers to create a single strong classifier**, but in contrast to averaging, the classifiers are learnt **iteratively**.\n",
    "\n",
    "<span style=\"font-size: 125%;\">How does it work?</span>\n",
    "\n",
    "Each iteration focuses more on **previously misclassified samples**. To that end, **data samples are weighted**, and after each learning iteration the data weights are readjusted.\n",
    "\n",
    "<table>\n",
    "    <tr><td><img src=\"./images/AdaBoost.png\" width=800px></td></tr>\n",
    "    <tr><td><center><sub>Source: Marsh, B., (2016), <em>Multivariate Analysis of the Vector Boson Fusion Higgs Boson</em>.</sub></center></td></tr>\n",
    "</table>\n",
    "\n",
    "The final prediction is a weighted majority vote or weighted sum of predictions of the weighted weak classifiers.\n",
    "\n",
    "Boosting works very well out of the box. There is usually no need to fine tune method hyperparameters to get good performance.\n",
    "\n",
    "<span style=\"font-size: 125%;\">Where do i start?</span>\n",
    "\n",
    "**AdaBoost (“Adaptive Boosting”) is a baseline boosting algorithm** that originally used decisoin trees as weak classifiers, but, in principle, works with any classification method (`base_estimator` parameter).\n",
    "\n",
    "In each AdaBoost learning iteration, additionally to samples weights, the **weak classifiers are weighted**. Their weights are readjusted, such that **the more accurate a weak classifier is, the larger its weight is**.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Demonstration\n",
    "\n",
    "You will find AdaBoost algorithm implementation in the `sklearn.ensemble` module.\n",
    "\n",
    "We'll use `n_estimators` parameter to determine number of weak classifiers. These by default are single node decision trees (`base_estimator = DecisionTreeClassifier(max_depth=1)`). We can examin them via `.estimators_` property of a trained method. For presentation, in order to weight the classifiers, we will use the original discrete AdaBoost learning method (`algorithm='SAMME'`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:31.792817Z",
     "iopub.status.busy": "2021-02-12T11:02:31.786711Z",
     "iopub.status.idle": "2021-02-12T11:02:41.806832Z",
     "shell.execute_reply": "2021-02-12T11:02:41.802990Z",
     "shell.execute_reply.started": "2021-02-12T11:02:31.792760Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   alcohol_content  bitterness  darkness  fruitiness  is_yummy\n",
      "0         3.739295    0.422503  0.989463    0.215791         0\n",
      "1         4.207849    0.841668  0.928626    0.380420         0\n",
      "\n",
      "\n",
      "AdaBoost\n",
      "test score: 91.23%\n",
      "\n",
      "\n",
      "Tree #0\n",
      "weight 0.75\n",
      "train error 0.32\n",
      "test score: 66.67%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #1\n",
      "weight 1.21\n",
      "train error 0.23\n",
      "test score: 73.68%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #2\n",
      "weight 1.21\n",
      "train error 0.23\n",
      "test score: 63.16%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #3\n",
      "weight 1.19\n",
      "train error 0.23\n",
      "test score: 73.68%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #4\n",
      "weight 0.52\n",
      "train error 0.37\n",
      "test score: 66.67%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #5\n",
      "weight 1.07\n",
      "train error 0.26\n",
      "test score: 59.65%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #6\n",
      "weight 0.73\n",
      "train error 0.33\n",
      "test score: 63.16%\n"
     ]
    },
    {
     "data": {
      "image/png": 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MhEpISFizZs0gDUZINCiQjVGuXr0aFxc3d+5cOp1eXV2tqqrKrm0L/n4gAgDAIS04mgbLoWw/gUDgaMnOxo0bN27cKLw9qqqqO3fuPHfunLu7O4FA6OnpSU5Ojo6OlpL63+iHr69va2trWFhYRUXFlStXNm3aBFMNlJaWdnZ2HjlyZGB/B8ToAAWyMYqamtqLFy/YBReXLVt248aN9+/f//jjjwCAmJgYU1NTBQWFhIQEAMCpU6e+++67zMzMhw8fUiiUkydP2tjYBAQE4C3xFL8D5ty5cyQSycHBYfny5fX19UeOHDEzM8Nrk5OTW1tbmUwmlUr9+eefL168aG1tPW/ePGVl5YyMjP6mm0OMMtASJaEYfUuU0tPT//rrr0WLFjU0NHR1dXV2dsbFxc2ePRtOthAhTCazubl5ypQpHOXs2vk0Gq26ulpeXn7q1KmisHGEQEuUhAc9kY1FyGTy5s2bq6uriUQiPiZlbW0dGxsrWsMAAEQikTuKgX/Oz5CVlZ0xY8YIGoUQd1AgG4sUFxfX19eHhYUtW7ZMU1OzqqqqoKCguLjYz89P1KYhEAMBBbKxyObNmz9+/Pjbb799++23JBJp9uzZW7ZsOXny5HCkU0MgRgAUyMYiBAJh3759+/btYzAYaJgcMQpAM/vHNCiKIUYHKJAhEAiJB71aIgYCnU5/+PBhSkqKjY3NypUrRWVGQ0PDq1evFi9ezLO2qKgoOztbRkbG3t5eXV0dAEClUmNjY6uqqiwsLGxsbNAD6agBPZEhBkJJSUlsbGxgYGBdXZ1IDGhqajpw4IC2tjacr8tBc3Ozl5eXn5/fmjVrtm/fDqNYeXm5qampqqqqr69ve3u7rq5udnb2iBuOGBZQIEMMBDMzM29vbxEaUFVV5e7u3t3dzbPKwMCARqOlpqZOmzYNL9+7d6+VldXKlSsVFBT+/e9/W1tbo4VNowb0aokYICQSCQBAIBBEcnZzc3N8+Sc7dDp9/fr1ysrKwcHBHFX19fUfP37Ed2VlZdlVgxASDQpkowEMw7Kysp4/f04kEvX19XFlsYqKiry8vOLiYktLy7Vr18LC7u7uxMREBweHDx8+pKamfvbZZ6tXryYSiY2NjUlJSVJSUk5OThMmTICNa2trk5KSduzYkZWVde/evalTp3p6evIUFAMA1NXV3b17t7a21tLScunSpYJtGyYOHz785MmTsLCw8ePHc1StW7fu2LFjv/76q6urK5VKTUhIuHjx4rAagxgxUCAbDRw5cmT69Ol79ux5+vSpt7c3DBaBgYGJiYl//vnn+/fvra2tGxoaYDzaunXr69evz58/X15erqSk5OPjY2dnt2LFiszMTCaTGRMTk5iYmJSUBACIioratWtXT0/Pixcv6HR6Q0PDDz/8EBkZ+ejRI+5h8oyMjOjo6B07digqKjo6Orq7uwcFBfGzjZ3+qvsLJjo6mkQivXjxYsmSJQUFBWZmZoGBgXDx+bZt26Kiotzc3AoLC0tLS0NCQvDgjpB4RKmzLTkAMdbsZ7FYkyZNysjIgLv+/v5wQ1dXFxe8d3R0XLlyJdyGavq3bt2Cu3CV+O3bt+Hu4cOHZWVlmUwm3HV1dSUQCCUlJXD36NGjAIDg4GAMw0pLSwEAYWFhGIZRKBRtbW0qlQqbeXp6AgByc3P52cZOf9X9ceCL4e7du/ESmPPcxMSkpaUFw7Dy8nI1NTUFBYXa2lrY4MOHDzAV5oIFCxoaGvr824oWpNkvPGiwX+IhEAh6enrOzs4wte2BAwdgeWZmpr+/PwCgrKyspqYGF4OeOHEiYEu8pqenBwAwNjaGu/r6+jQaDf8WOX78eBKJZGhoCHcPHTpEIpG4P/ZFR0d3d3f7+vp6e3t7e3vX19fr6Oi8efOGn23s9FfdXwCFhYUAAEdHR2VlZQDAzJkzL1y4QKVSr1y5AhuEh4dbWVl5eHjk5ubOnz8fTz6AkHTQq+Vo4PLly05OTo6OjkuXLo2KioLqEVOnTk1LS0tJSbGystLR0YGpkrjhSG0L3xl5psUFAMjLy6urqzc1NXGUl5aWqqmpwXdJYWxjh0Qiwe8GgwfGaPacwQsWLAAAlJeXAwCuX78eExPz5MkTEolkaWm5fft2b2/v5OTkITk1QrSgQDYaMDExKSwsPHToUEhIiJmZ2YsXL5SVlY8ePQpH6OXk5G7fvj0kJ6LRaA0NDba2thzlRCKxvLyc58pNnraxN+ivur8AoC42e8ieNm2atLQ0FL/95Zdf7OzsYND08PB4+vRpeHh4W1ubkpKS8KdAiCfo1VLiodFoN27cUFRUDAoK+v333+vr6+Pj4ysrK/39/V1dXeEXRjw3+CDJy8vr6elZtWoVR7mxsXFnZyf7jIe2trYrV67wtI3jWKjuz5P+xl9VVVVbW9u8vDy85PXr1wwGA34xKC4ubmtrw6vWrFlDp9MbGxv7dQqEeIICmcSDYRgcfQcALF++fNKkSZMmTaJSqQCA6Ojojo6Ohw8fZmdnf/z4kUqlUigUmGYNn0IFW7a2tsJd+FLJPsGqt7f35cuXcDsuLs7KygoGsvb2dvxwZ2dnDQ2NAwcOnDt37uXLl7Gxsdu2bXNzc+NpG4f9GzduJPMhPz9fwIXDSWE9PT3shefPn6+pqXn8+DHczcjIMDAw2Lx5MwDA0dExISEBj+l5eXlz5sxBAo2jBNF+a5AUgBh/tezu7lZTU3Nxcbl169aPP/547NgxWO7h4UEikXR1dYODg+Pi4mRkZJYsWXL37l04rr9p06Z3795lZGTAqQn29valpaWPHz+2sLAAAKxfv76iogLDsO3btxOJxJ07d/r4+Li4uKxevbqjowPDsPz8fPiCaWpqmpqaimFYWVkZnvHI0NCwsLBQgG2DJzU11dnZGQCgoqISGhpaX1+PVxUVFS1duvTYsWPff//9qlWr6urqYHlnZ6enp6eRkVFgYKCXl5eDg8O7d++Gyp7hAH21FB6k2S8UYq7Z39vby2KxGhoa2FfkAAAoFAp7bqQB5Hz7+uuvIyIi6HR6TU3NxIkT8Ymy/Hj//j2BQGA3g59tw01dXZ2cnBzU+Genq6vr/fv3qqqq3FXiBtLsFx402D8agAPY3JECj2IAgEFmrtTQ0BCmmaamppC2DTefffYZz3J5eXmYDBgxmkBjZAhBdHV19fb2woEwBEJsQYEMwZeoqKi0tDQMww4ePPj8+XNRm4NA8AW9WiL4smrVKjzt7iDfTBGIYQUFMgRf4ER5BEL8Qa+WCARC4kFPZGKNOEjjV1VV5ebmwu2ZM2fOnTsXAECj0aDK2KJFi+bPn08kEgX08Pvvv+PLv2tqanbu3CkvLy9kJy0tLdeuXRM+c3C/DON3ipaWlsTExOrq6jlz5ixfvpw9yTkOe0IAOp2Oz93V09ODU/MQI4qI57FJCEBEE2LJZPK2bdsAAKGhoSN/dsivv/4KAIiOjq6vr4ezYRsbG6dPnx4aGtrU1OTj42Nvb9/b28vv8JcvX7KryLq4uMByITtxdHScMmWKkKb2yzB+p3j27JmRkVFubm5nZ+eZM2fmzJmDT6mFNDU1eXp62tnZvX//HpZQqdSqqqqHDx9KS0vv3btXSGv7BE2IFR70ZxIKUQUyDMOKiorEIZC1tbXBXSaTuWjRIgcHB7jb29urqal58OBBfodv3bo1IyOj+m+6u7uF7+TatWszZswQMpD11zCep2AymcbGxr6+vniDefPm2djY4LuVlZWTJk1ydXXl2ZuWlhYKZCIBjZGJO6KVxucmOzs7Jydn69atcJdIJG7atOny5cs8lX8aGhqKi4t1dXU1/gaqBgnTSUVFxbNnz7gXqA+JYfxOkZeXV1RUZGpqipfMmzcvPT0dKmoISAiAEC0okI0cGRkZZ86cOXPmTFhYGCzJzMw8c+bM9evX4W5FRUVkZOSBAwd4pjgDACQnJwcGBsLDKRRKUFBQYGAg/N2G1NXVRUREnDx58sGDB8N0FVC+AtdlBAAYGRl1dnampqZyN/7pp5/y8/M1NDS0tbV//vln7O/VNn12wmAwjhw5cubMmWEyjN8poHIZxrYqyNzcHACQk5MD/k4I4Ovry50QACFa0GD/yGFtbR0YGJiUlISPnUO10ocPHwI+EvscPaxevdrIyKi9vd3Ly0tRUdHd3V1dXd3Q0BAun+anms/O4AXy37x5AwBQU1PDS1RUVAAAFRUV3I2trKwYDEZubm5+fv6WLVuioqLu3r1LJBL77OTkyZN79uxhX2I1tIbxOwVUPXr69Om///1vWAKlsaGWrICEAAjRggLZiBIQEJCSkpKSkgJFJqqrq5ctWzZ16lQAQFBQkK2tLYFA0NLSMjExSUlJ4Q5kAAADAwNcb0tRUVFXVxduU6lULy+v4uLi8ePHm5qa3rt378qVK25ubvBEODExMfv27eNpG4lEYjAYfV5CY2MjkUiUkZHBS+AnyPr6eu7Gy5cvX758OQCgqKjIxcXl/v37586dO3TokOBOsrKySCTSwoUL+zRmwIbxO4WlpaWMjExWVhaGYfB1HqoVaWlp/fXXX3/99ZeJicmxY8eUlZUrKioWL15sZWX16tUreAcRIgS9Wo4o2traK1asiIiI6O3tBQBERETAj5KAv8S+kPBTzedoNniBfO65CEwmEwCgqqoq4ChjY2Mymayurh4dHS24k7a2tsuXLx8+fFgYYwZmmIBTaGho+Pv7k8nkLVu2pKamnj9//vjx49D+PhMCIEQIeiIbaby9ve3t7ZOSkhwdHYuKiv773//CciEl9vkhQDWfncEL5GtoaDCZTHZRIKjUOGvWLMEHysvLr1mzJiIiQnAne/fuNTc3h/noAACvX7/u6emJj49XUlJasmTJkBgm+BQ+Pj7z5s1LS0vLyclxcXHJy8t7/fq1qanps2fPAP+EAAjRggLZSGNnZ6etrR0SEjJu3Dg7Ozu8fJAS+wJU89kZvEA+1MCpqanB32qbm5uBEIEMAKCvrw/FFwV0EhERkZ6ejh/S3t7e1dW1e/duQ0NDwYFMeMOampoEn8LKysrKygoAUFlZmZSUdO7cOUVFRcEJARCiBQWykYZAIOzYscPX17e3t/fOnTuwEErsh4SE9CmxTyKROMSdIbhq/q5du2BJW1vbzZs3v/nmG/ZmUCCfX8/CBDJPT8/vvvvu0aNHeLwgk8kmJia4PKwAEhIS1qxZI7iTlJQU9kN8fX0jIyNhwsqhMkzIU9DpdGdnZz09Pfg3FJwQACFiRDyPTUIAQzohtqWlRU5Obtu2bXhJcXExAGDx4sXt7e3Z2dlqamrKysoUCqWjowPKzwcGBsKW8NUsIiKCSqVGRERoampOmTKltbW1p6dHQ0NDRkbm7NmzZWVlMTExTk5OcCL+IOGYEIth2P79+w0NDVksFoZh3d3dM2fOJJPJeK2Pj4+npyeGYeXl5d9++y3UvMYwrKSkZP78+XQ6XZhO2HvjmBC7detWOzs7nul1hTSsz1NgGEalUt3d3devX9/Y2IgXlpSUKCgoPHr0CO4GBwcbGBgwGAy8AZoQKyrQn0kohjaQYRjm4eHB8f+Wp8R+eno6hzQ+hUKBHyINDAzi4+PXrVtna2sL5/3zVM0fPNyBjMViHTx4cNWqVZcuXfLz84uMjGRvr6+vr6Ki0tvbSyaToX6GtbX1wYMHz5w509XVJWQnONxRBs6H+PHHH7kbC2mY4FM0NzeHh4cvXLgwPj6e+xT8EgJAUCATFejPJBRDHsg6Ozu5C9kfoHp6egQc/uHDB7gBV/ywU1VVha8BHBK4Axmkt7eX52MRhUJpbW2F2z09PRUVFbW1tfw659eJAHp6emJiYhITE/vbJ7thAkhISHj79q3gNn/99RfPrlAgExVojEw0wClOHAgvsT958mS4wZEnHPBSzR8S2BPEQYhEInfacPDPaRCysrKC863x60SwJbm5uefOnetvnzxFLLhxdHTssw2/hABwwgdi5EGBDNEH0tLSEyZM8PLyWrBggbm5+bJly0RrT2DCGRwAACAASURBVEFBwalTpwY5iWRoKSkpuXv3bnV1dUdHB/dPC2IEQOnghELM08EhRiUoHZzwoJn9CARC4kGBDIFASDwokCEQCIkHBTIEAiHxoECGQCAkHvTVUigIBIKFhYW6urqoDRkCOjs7R7fA6ai5wNra2ry8PPQ/VBjQE5lQfPXVV6MjilGp1AcPHrx9+1bUhgwXb9++ffDgAZVKFbUhQ4C6uvpXX30laiskA/RENobo6OhYuHChrKxsdnb26Hhm4aa7uxuuvc/Ly1NSUhK1OYgRAj2RjRWYTOaGDRtaW1sTExNHaxQDAMjJyd25c6ezs3P9+vVQhhcxFkCBbKywZ8+eP//8886dO6PjHVkAampqSUlJjx8/5pedADH6QIFsTBAeHh4UFBQRETFv3jxR2zISmJqaRkZGBgUFIUH9MQLxxIkTorYBMbxkZ2e7uLgcP37c29tb1LaMHAYGBgQCwc/Pb+HChdra2qI2BzG8oMH+wZKbm1tVVcWvVlZWdt26dSNoDifv3r2bP3++tbV1TEyM+KQrHxkwDHNzc0tNTc3LyxNGiZudtLS0lpYWfrX29vYTJkzgLqfT6Q8fPkxJSbGxsVm5cmW/LUYMFPRqOVgCAgIOHDhQWFjY0NCQlZW1YcOGa9euNTU1lZeXBwQEeHp6itC2jx8/2tnZaWpq/vzzz2MtigEACARCWFiYnp6enZ0dTEQiPKampnl5eRs2bDhw4ACNRmMymUwmk0KhPH36dMuWLTBfLzclJSWxsbGBgYF1dXVDcQUIoRGhqOPowMHBoaysDG7DrBZ79uyBuz09PQYGBqIyjMFgLF269LPPPhMg0DoWqK+vnzZt2hdffEGj0fp14NOnTwEAX3zxBUe5j48Pz/QCkKKiIgAAFB9HjBjoiWywLFq0CCYi40ZWVtbDw2OE7cHZvXv348ePExMTx3gebFVV1cTExMLCQo6EUn3CL8/brl27tLS0+B0FFR/H4POvaBEjmU0JxcfHR0DtgQMHAAAfP36Mjo7+5ptv/vjjj+Li4pkzZ75//15BQcHLy4tCoURGRjIYDDU1NWdnZ3hUXV3d3bt3a2trLS0tly5dOgCrLl26FBwc/Ntvv33++ecDOHyUYWJicuPGjS+//NLY2BhPlzcwoqKiNm7cCLcrKiry8vKKi4stLS3Xrl3Lsz2GYVlZWc+fPycSifr6+jY2NrB88LcY8Q9E/Ug4quB4tYT8/PPP8vLyJBLpp59+MjY2BgAUFRUZGhqqq6vDBh0dHRMmTFiwYAHc/fPPP7du3VpYWBgbG6ugoPDNN9/014x79+6RSKTTp08P/opGE6dOnSISiSkpKUK2hynE2V8tqVSqvr4+3A4ICFi8eDGLxaqsrNTS0rpy5QosLy0tBQCEhYXB3f/85z/wNfPJkyfz5s2DhYO/xQgOUCAbSngGMgzD4G84TC/28uVLDMPg4k28gZmZGQxkFApFW1ubSqXCcvitIDc3V3gbXr58qaSk5ObmNshrGZV4eXlNmDDhxYsXwjSGgUxJSWnJkiVLlixZtGjRhAkTJkyYAGt1dXW9vb3htqOj48qVK+E2eyBjsViTJk3KyMiAVf7+/thQ3GIEN+jVciSASXdgkm19fX0BLaOjo7u7u/GM3/X19To6Om/evIG5LPuktbXVwcFh1qxZoaGhg7Z6FBIUFPT69WsHB4f8/Hw8E5Vg5syZ8+DBA7jd2to6f/58uJ2ZmQlXepWVldXU1HR0dHAfSyAQ9PT0nJ2dr127tmbNGjjOMMhbjOAJCmQjgZSUFP6vYEpLS9XU1IKCggZwFgaD4eTkRKfT4+PjBWeTG7PIyMjExcVZWFh8+eWX9+/fl5GR6dfhysrKfn5+cHvq1KlpaWkpKSlWVlY6OjpkMpnnIZcvX3ZycnJ0dFy6dGlUVNSUKVMGc4sR/EBfLcULIpFYXl7OYDAGcOyuXbsKCgqSkpL6mylyTDFp0qSkpKTi4uKvv/56AIfjn6GPHj3q7+9/5syZL7/8kkgk8mtvYmICP5hmZmaamZm1trYO5hYj+IEC2VCCCb1MgkQi9fT0cJcbGxt3dnYGBwfjJW1tbcIsGLxw4UJoaGhUVNScOXOEtGHMMmvWrOjo6MjIyICAgIH1UFlZ6e/v7+rqKicnBwBgsVg8m9FotBs3bigqKgYFBf3+++/19fXx8fEDvsUIQYh6kG5UcePGDQDAli1bOMp37twJAGhubsZLIiIiAAARERFUKjUiIkJTU3PKlCmtra09PT0aGhoyMjJnz54tKyuLiYlxcnLq6OgQfN67d+8SicRz584N/SWNXs6ePSslJZWUlMSvQX5+PgBg2rRp3FXFxcUAACh8lp2draampqysTKFQOjo6Hj9+DAAIDAzEMKy7u3vhwoUsFgvDMBaLNXny5ISEhIHdYoRgUCAbGuh0+k8//TRr1iwAwMSJE/39/d++fQurwsLC4JTU9evX5+fnw0IKhQIHdw0MDOLj49etW2drawu/05eVleELAw0NDQsLCwWfuqysbOLEiZs2bRrO6xudbNu2TVFRsbi4mLvq9u3bVlZW8C5s27aN+0Onh4cHiUTS1dUNDg6Oi4uTkZFZsmRJenq6ra0tAMDU1DQ1NbW7u1tNTc3FxeXWrVs//vjjsWPH4LH9vcWIPkGLxkVJU1MT/HbW09Mzbtw49qr3798TCIRp06YJ7qGlpcXCwkJVVfX+/ftogL+/MBgMW1vbysrK/Px8FRWV/h5OoVDw2f80Go3n37+3t5fFYjU0NHDfSiFvMUIYUCCTYBgMxvLly6uqqgb2/xAB/v4lmDJlyoMHD9AvgeSCBvslGG9vbzKZnJSUhKLYgPn000+TkpJKS0u3b98ualsQAwcFMknl7Nmz4eHhN2/enD17tqhtkWwMDAx+++23qKioc+fOidoWxABBCrESyR9//OHl5XX+/Hl3d3dR2zIa0NXVVVRU9PX1NTExEbz0AiGeoDEyyaOsrGzhwoXr1q2DczgQQ8WOHTt+/fXXR48eobl4EgcKZBJGc3Pz/Pnzp06dOoAVNgjBMBiMFStWvH37Nj8/H62OkCxQIJMk6HT68uXLq6urhV/zjOgXra2tFhYWkydP/vPPP9FHTAkCDfZLEl5eXs+ePUtOTkZRbJhQVlZOTk4uKytzd3dHv/ESBApkEsOpU6du3rx58+ZNQ0NDUdsymtHT04uNjY2Pj//hhx9EbQtCWNBXS8kgISFhx44dFy9edHV1FbUtox8dHZ1PPvnEx8fHwMAA/WxIBGiMTAJ4/vz5okWLXFxcwsLCRG3LGMLb2/v69etZWVnm5uaitgXRByiQiTsNDQ3z5s2bPn16eno6+kw5kvT29trZ2ZWVlRUUFIzxTFTiDwpkYk1PT4+1tfXHjx9zc3M/+eQTUZsz5ujo6FiwYIGcnFx2dra8vLyozUHwBQ32iwvt7e1paWnsJRiGeXl5lZeXJyUloSgmEiZMmJCcnPz+/fvNmzdz/OSnpaW1t7eLyjAEByiQiQsxMTErV668fPkyXvLdd9/FxMTcunUL165CjDza2tq3b99OTEz09/fHCy9fvrxy5cqYmBgRGob4ByLSQUNw8vnnnxMIBAKBsH37dgaDcfv2bSkpKTxbIkK0hIWFEQiE6OhoBoPx9ddfwzv1+eefi9ouxP9AY2RiQUVFBcz8CgAgkUjGxsZlZWVeXl6XLl0StWmI/7F79+6wsDATE5OCggImkwkLX758iRaZiwPo1VIsuH79Oon0v9R8vb29xcXFMjIySCFLrNi5c+e4ceOePn2KRzFpaenIyEjRWoWAoCcy0cNisT777LPGxkb2QhKJJCcnl5CQsHTpUlEZhsDJyclZvXo1lUrt7e1lL1dRUamrqxOQDg4xMqAnMtGTlpbGEcUAAL29vZ2dnba2tiEhISKxCoETEhKyePFiCoXCEcUAAB8+fEhPTxeJVQh2UCATPREREdLS0tzlLBaLxWLt2LHjjz/+GHmrEJA//vhjx44dLBYLf6NkR1paGqnCiQPo1VLEtLe3q6io0Ol07iopKSkDA4OQkBBLS8uRNwyB8/Tp0+3btz9//hx+IOOolZaWbmxsRBP9RAt6IhMxN2/e5P6pl5aWVlRUvHDhQlFREYpiIufzzz9/8uTJ9evXlZSUuJ+dWSwWmlAmclAgEzEwKS++SyKRCASCs7Pzmzdvvv32WzSKLCZISUm5u7u/efPm66+/lpKSYg9nLBYrNDRUhLYhAHq1FC3l5eXss5CkpKQMDQ1DQkIWLFggQqsQgiksLPz666/JZDL7m2ZZWZmBgYFoDRvLoCcyUYIP85NIpAkTJly4cOHZs2coiok5ZmZm+fn5169f/+STT+DsP2lp6V9++UXUdo1p0BOZyGAymWpqak1NTVJSUtu3b/f391dWVha1UYh+0NraeuTIkZCQEBaLNXny5Pr6ejQUICr+Echyc3MvXLggQmvGFA0NDTk5OcrKymZmZkpKSqI2Z4AsWLBg3759g+zkwoULubm5Q2LPyNPW1lZYWNja2rpo0SJVVVVRmzNW2LdvH/u7yz9eLWtqauLi4kbcpDFKXV2dsbGxtbW15EaxvLy8IQlAubm5eXl5g+9HJCgpKS1ZssTc3LyhoUHUtowV4uLiampq2EtI3I1u3bo1UvaMabq7u+Xk5ERtxaBwcnIaqq4sLCwk3fFGwQ2VFAgEAkcJGuwXGcjpRxnohooQFMgQCITEgwIZAoGQeFAgQyAQEg8KZAgEQuLh8dVSgnj37p2/v//JkyfV1dWHqqWQ0Gi0rKwsmDp3/vz5fc6EbGhoePXq1eLFi9kLKRTKzZs3KysrdXV1N2zYwJ5wTEAVQuRIkOMBAFpaWq5du+bn5wd3nzx58ubNG442FhYW06dPF1A1JMYPI+wC/nAR/0ilCxgC4Af71NTUIWwpDI2NjdOnTw8NDW1qavLx8bG3t+/t7eXX+MOHD/v375eTk9u9ezd7+atXr1RVVWfMmAHT7uro6NTX1/dZJVZ89dVXX331lfj0M2JIhOPhODo6TpkyBW6zWCwdHR3uOEAmkwVUDYnxQwgAICYm5h8l7DsSF8gwDGtqahryloJhMpmLFi1ycHCAu729vZqamgcPHuTXvqCgoKioCADAEcjs7OyKioowDPvw4YOXlxcAwMPDo88qsWLMBjJMEhwPcu3atRkzZuCBLC0tbffu3ZWVlbS/SUtL09LSElwlbnAHMokfI5s0adKQtxRMdnZ2Tk7O1q1b4S6RSNy0adPly5c7Ozt5tjc3N+dOtEMmkzdu3DhnzhwAwOTJk0+ePCklJfX48WPBVQjxQfwdDwBQUVHx7NmzVatW4SUKCgoBAQFaWloyf5OYmPjll18KrhJ/JCOQUanUq1ev+vn5RURElJSU4EqELBYrIyPjyZMncLempubixYssFqukpOT777+/ceMGi8Xi2XIwxMfHAwBmz56NlxgZGXV2dqampgrfiZaW1oYNG/BdNTW1uXPnQpVRAVWIEUaiHY/BYBw5cuTMmTPshQsWLJCS+v//9SwWKz4+ft26dYKrxB8JGOz/+PGjhYVFWFiYu7u7m5ubp6enubm5paXl1q1bjx8/HhcXd/XqVXNz8+TkZE9PT/gYX1xc3NTUdOTIkdraWj8/v7KyMvaWHP3X1dW9e/eO56kJBAK3QCscDVVTU8NLVFRUAAAVFRXCX9Snn37KUVJTU/PNN98IrkKMJJLueCdPntyzZ4+ioqKAa3z06BGBQOCpHCWgShxhf88UzzEyPz8/TU1NuE0mkwEAAQEBcLe4uBgAcPXqVbh76NAhAMD9+/fhrpmZ2dy5c3m2ZEeA4AeJROJub2ZmRiQS2UsKCgoAAN7e3vwugUajAa4xMnaysrLU1dUpFEq/qkTO6B4jk2jHy8zMPHHiBNzeu3cvPkbGwa5du/j5rYAqkQMkcYzs7du3TU1NMD2HsbHx+PHj8YXvsrKy7C3hYjd8QGrWrFnV1dU8W7Kza9euLj50dHRwt1dQUOAogW8cA5ZwYTKZx44dS0pK4tkzvyrEcCO5jtfW1nb58uXDhw8LvkAMw27fvs1zFExAlXgiAa+W1tbWsbGxOTk5S5Ys+fjxI51Ot7GxEeZA+PPVZzMSiYRn+RYGDQ0NJpNJo9FwH6VQKACAWbNmCd8JOwcOHNi3b5+pqWm/qhDDjeQ63t69e83NzZOSkuDu69eve3p64uPjoeIQ3uzRo0d0Ov2LL77gPpeAKvFEAgKZl5cXTPrw/fffZ2RknD59esWKFUPY/5MnT+7fv8+zikgk+vr6chRCafaamhpdXV1Y0tzcDAYayK5du2Zqaurg4NCvKsQIILmO19TUxJ42uL29vaura/fu3YaGhuyBLC4ubs2aNTyn1AqoEk8kIJCRSCQ1NbXr169PmjTJwcFBwLP6wKioqOAnJ0kikbj9ydPT87vvvnv06BHuT2Qy2cTEZObMmf09dUJCAoZh7u7ueElWVpaVlZXgKsTIILmOl5KSwr7r6+sbGRlZW1vLXohhWFxcHM/8TwKqxBYJCGRXr16Ni4ubO3cunU6vrq5WVVXFP8TAQXT4uwQAgCMLeLLb5uZmGo2GYRiBQOBoyc7GjRs3btwovD2qqqo7d+48d+6cu7s7gUDo6elJTk6Ojo7GP137+vq2traGhYXhh3z8+BEA0NPTw97P/fv3z5w54+rqevnyZQAAk8ksKyszMjKysrISUCW8nYhBMgocTwC5ublUKnXp0qX9qhJf2Ef+xfOrZUJCwvjx49ltXrZsWX19fV5e3ldffQUAMDIySklJyczM1NbWBgB4eXnV19dHR0dPmDABAHDixIlHjx6xtxy8SSwW6+DBg6tWrbp06ZKfn19kZCR7rb6+voqKCr52JDU11dnZGQCgoqISGhoKFxuRyWSOiwIAjBs3rqWlRUDV4C0fWkb3V0tJdzwcHx8f7q+We/bscXV15XkWAVViAuD6avmP5COxsbHOzs6YmOVVSk9P/+uvvxYtWtTQ0NDV1dXZ2RkXFzd79mz4zVuEMJnM5ubmKVOmcJRTqVQGgzEWprBCqevBS1QPVT9Dy+h2vMrKygkTJnBPWhRcJSYQCISYmJj169fjJeL+akkmkzdv3lxdXU0kEvGhAfg5SbSGAQCIRCK3MwFen8kREseodzwBghYSoHXBhbgHsuLi4vr6+rCwsGXLlmlqalZVVRUUFBQXF+OaJAjEcIAcT7IQ90C2efPmjx8//vbbb99++y2JRJo9e/aWLVtOnjwJ9W0QiGECOZ5kIe6BjEAg7Nu3b9++fQwGQ1paWtTmIMYKyPEkCwlYogRBzoQQCcjxJAKJCWQIBALBDxTI/gedTn/w4MHevXv7JSs2hFAolJCQkEOHDoWFhXV1dfFs09LScvr06RE2DDG0iNzTIA0NDZmZmfxqBXiaeDohCmT/o6SkJDY2NjAwsK6ubuTPXl5ePnPmzPPnzwcEBGzdunXOnDkNDQ3czby8vC5evDjy5iGGENF6GgCgqanpwIED2traCQkJ/NoI8DTxdEIUyP6HmZmZt7e3qM6+d+/ee/fuVVRU1NbWenl5vX37lluDJTQ0tLS0VCTmIYYQ0XoaAKCqqsrd3b27u5tfAwGeJrZOiALZ/wM1VQgEwgifVxiRfm7xdYTkIipPg/BMIoEjwNPE2QnFdPoFhmEweR+RSNTX18d1oCoqKvLy8oqLiy0tLdeuXQsLu7u7ExMTHRwcPnz4kJqa+tlnn61evZpIJDY2NiYlJUlJSTk5OcHlbwCA2trapKSkHTt2ZGVl3bt3b+rUqZ6enlAYj5u6urq7d+/W1tZaWlria2j52TZgtLS0zMzM8F0o0s+uVAXF18PDw48fPz7IcyE4GFOe1icCPE3MnVBMA9mRI0emT5++Z8+ep0+fent7w1sYGBiYmJj4559/vn//3trauqGhAXrJ1q1bX79+ff78+fLyciUlJR8fHzs7uxUrVmRmZjKZzJiYmMTERCgyFxUVtWvXrp6enhcvXtDp9IaGhh9++CEyMvLRo0fcX9kzMjKio6N37NihqKjo6Ojo7u4eFBTEzzZ2+qvF3qdIvzDi64iBMaY8rU8EeJq4OyH7CnIxUb9gsViTJk3KyMiAu/7+/nBDV1cXFxF3dHRcuXIl3Iba57du3YK7cE3v7du34e7hw4dlZWWZTCbcdXV1JRAIJSUlcPfo0aMAgODgYAzD4Mt/WFgYhmEUCkVbW5tKpcJmnp6eAIDc3Fx+trHTXy12DjhE+oUUXxcJkq5+MWY9jWcSCQGeJm5OCCRCs59AIOjp6Tk7OycmJgIADhw4AMszMzP9/f0BAGVlZTU1Na9fv4blEydOBGxpsvT09AAAxsbGcFdfX59Go+FfiMaPH08ikQwNDeHuoUOHSCRSdnY2hw3R0dHd3d2+vr7e3t7e3t719fU6Ojpv3rzhZxs7/dViZ4dDpF9I8XXEwBjLnsaBAE+TCCcU01fLy5cvOzk5OTo6Ll26NCoqCq71nzp1alpaWkpKipWVlY6ODkxsw824cePYd+GTPL8kpvLy8urq6k1NTRzlpaWlampq8AlfGNvY6a8WOzscIv1Ciq8jBsyY9TQOBHjajRs3xN8JxTSQmZiYFBYWHjp0KCQkxMzM7MWLF8rKykePHoXjpnJycrdv3x6SE9FotIaGBltbW45yIpFYXl7Oc50dT9vYG/RXix2HW6RfSPF1xIAZm57GjQBPk5aWFn8nFMdARqPRYmNj3dzcgoKCHBwc7Ozs4uPjly5d6u/vHxISAr/74JmcB0leXl5PTw/3F2VjY+POzs7g4OBdu3bBkra2tps3b3p6enLb5uXlxX5sf7XYITxF+oURX0cMmLHpaTwR3tPE0wnFMZBhGBYcHAzHSpcvXz5p0qRJkyZRqVQAQHR0tIuLS1FRUXZ2No1Gg0OkMCkWHL8EAMCWra2tOjo64O9HfbwWANDb2/vy5UuYkyYuLs7Kygq6V3t7O364s7PzkSNHDhw4AJ3vxYsXcXFx4eHhPG3jsL+/WuxAoH7/gP6ECKEYg54G4ZlEQrJhH/kXk6+W3d3dampqLi4ut27d+vHHH48dOwbLPTw8SCSSrq5ucHBwXFycjIzMkiVL7t69C0dbN23a9O7du4yMDDgny97evrS09PHjxxYWFgCA9evXV1RUYBi2fft2IpG4c+dOHx8fFxeX1atXd3R0YBiWn58PH/tNTU1TU1MxDCsrK8Pz0xgaGhYWFgqwbTAIL9LPU3xdhEj6V8ux5mkQnkkkOBDgaeLghIDrq6U4BjIMwxgMBo1Ge//+PUc5dAVIT0/PAHrevn27tLQ0hmHV1dXt7e19tq+qquIwg59tYxBJD2QY8jTJhDuQieOrJfh7Dce0adM4ytnn4w0yz6CGhoYwzTQ1NYW0DSGJIE8bHYjjPLJhpaurq7e3Fw5PIBDDB/K0kWRsBbKoqKi0tDQMww4ePPj8+XNRm4MYtSBPG2HE9NVymFi1apW9vT3cHuT7AgIhAORpI8zYCmRwiQkCMdwgTxthxtarJQKBGJWMxBMZnU5/+PBhSkqKjY3NypUrR+CM3FRVVeXm5sLtmTNnzp07FwBAo9Gg3tOiRYvmz59PJBIFd9LQ0PDq1avFixezF7a0tCQmJlZXV8+ZM2f58uXs2Z4pFMrNmzcrKyt1dXU3bNggLy8vpLXCG9ZnS542t7W1hYeHV1dX29vbL126FB717t27/Px82EBPT49dIk1CGQWOx/NOscPz/o6A4+G0tLRcu3aNPW8xlUqNjY2tqqqysLCwsbFhX3rF07ChcTz2uRjDNI+MTCZv27YNABAaGjrknQvJr7/+CgCIjo6ur6+HU4QaGxunT58eGhra1NTk4+Njb2/f29vL7/APHz7s379fTk6OQ/nk2bNnRkZGubm5nZ2dZ86cmTNnTl1dHax69eqVqqrqjBkzYEpXHR0dnjMPuRHeMMEt+dnc0tKio6Pj5ua2ZMkSKSmpefPmwXIqlVpVVfXw4UNpaem9e/cKY6qYzyOTdMfjd6cg/O7vCDgeO46OjuzzY1+9eqWrq/v777/DmDVt2rSsrCzBhg3A8YCoJsQWFRWJgz+1tbXBXSaTuWjRIgcHB7jb29urqal58OBBfocXFBTAS2B3GiaTaWxs7Ovri5fMmzfPxsYGbtvZ2RUVFWEY9uHDB7hEzsPDo087hTesz5Y8bcYw7OrVq/iagZMnTwIAcnJy2BtoaWmNjkCGSbjjCb5T/O7vcDseO9euXZsxYwZ7ILOzs/P09MR3N23a9K9//UtIw4R3PO5ANkJjZKIVKecmOzs7Jydn69atcJdIJG7atOny5cv8NFh4ypzn5eUVFRXhkjsAgHnz5qWnp5PJZGFk+AdpWJ8tedpMp9NtbW1xEQW4Rh1XZx59SK7j9XmneN7fEXA8HJ4S/vX19ezZSWRlZeHi0wEbJiT9HiPLyMgoKCgAAHz66acwrGZmZubn56uoqGzZsgXwETtnJzk5+e3btwoKCl5eXhQKJTIyksFgqKmpwfVfgI9++dASHx8P2BTyAABGRkadnZ2pqalOTk5CdlJeXg4AgL8PEHNzcwBATk6Oq6urYBn+wRs2sEuQkZGZPn06vltcXLxq1Sr2TsSWseZ4A7tTfeZ/GLxhEH4S/uvWrTt27Nivv/7q6upKpVITEhJg7rgBGyYk/e7I2to6MDAwKSkJH8K0srLy8PB4+PAh4CN2ztHD6tWrjYyM2tvbvby8FBUV3d3d1dXVDQ0NoT/x0y9nZ/BS5W/evAEAqKmp4SUqKioAgIqKCiH/DgAAKPPy9OnTf//737AEqiBUV1f3KcM/eMMGeQkYht26deu///3vvXv3hGkvcsas4/XrTo2A40H4Sfhv27YtKirKzc2tsLCwtLQ0JCQE/qgM2DAhGUhEDAgISElJSUlJgcv9q6urly1bNnXqVABAUFCQra0tgUDQwByqCQAABmZJREFU0tIyMTFJSUnh9icAgIGBQV5eHtxWVFTU1dWF21Qq1cvLq7i4ePz48aampvfu3bty5Yqbmxs8EU5MTMy+fft4Xw+JxGAw+ryExsZGIpEIBx0h8ANKfX29MH8BiKWlpYyMDBzLhC8vUJ5FS0uLo2V2djaJRNq7d+8QGjaYS+js7Ny7d29UVFRXV9fs2bPT0tLgs6SYMwYdb5B3ajgcDwCQlZVFIpEWLlzIXTVlypSHDx8uWLAgICBgwYIFPNv0yzAhGcgYmba29ooVKyIiInp7ewEAERER8NsQ4C92LiT89Ms5mg1eqpx9kgSEyWQCAFRVVYW3VkNDw9/fn0wmb9myJTU19fz58/AxGxdxx3tml+EfKsMGcwnjx4+/du0ahUIJCAigUCg8/8+LIWPQ8QZzp4bJ8fqU8A8PD4cPy7m5ufPnz6+urh6MYUIywHdUb29ve3v7pKQkR0fHoqKi//73v7BcSLFzfgjQL/+H0YOWKtfQ0GAymTQaDV8+AjXzZs2a1a9+fHx85s2bl5aWlpOT4+LikpeX9/r1a/bhf8Alwz9Uhg3+EqSkpPbs2fP48ePbt2+z9yPOjE3HG9idGibHE5xH4vr16zExMU+ePCGRSJaWltu3b/f29k5OTh6wYUIywLtiZ2enra0dEhIybtw4Ozs7vHyQYucC9MvZGbxUORTtrKmpwV8umpubQf8DGQDAysoK6rhWVlYmJSWdO3eOfeCAW4Z/qAwbqkuwsbHJyMiQiCgGxrbj9etODZ/jCc4j8csvv9jZ2cFw7+Hh8fTp0/Dw8La2NiUlpYEZJiQDnH5BIBB27NiRnp5+/vz5DRs2wMLKykp/f39XV9c+xc5JJBJPmV1cvxwvaWtru3LlCkczKFXOEyGd2NPTU1ZW9tGjR3gJmUw2MTHBhTr7C51Od3Z21tPTYx+/5CnDP1SGDdUllJSUrF69ul+HiJCx7HjC36lhdbyUlJRaNnbs2DF58uTa2lr4LaK4uLitrQ1vvGbNGjqd3tjYOGDDhIV9Ulm/JsS2tLTIyclt27YNLykuLgYALF68uL29PTs7W01NTVlZmUKhdHR0wAkjgYGBsGVERAQAICIigkqlRkREaGpqTpkypbW1taenR0NDQ0ZG5uzZs2VlZTExMU5OTuxanQOGY14ihmH79+83NDRksVgYhnV3d8+cOZNMJuO1Pj4+7PP6MAxraGgAALBfLw6VSnV3d1+/fn1jYyNemJ6ePn/+/J/+JjAwcNu2bZcuXYK1W7dutbOza2ho4O5NeMMEt+Rpc1dXl7+//4sXL+Buc3Pzv/71L/Y/Cyb2E2LHiOMJc6d4+uQIOB47HMrXW7ZsUVVVxbMUnzhxYs6cOXBXsGHY4CbEDmpmv4eHB8f/HJ5i5+np6Rwi5RQKBX4PMjAwiI+PX7duna2tLZx+zVO/fPBw+xOLxTp48OCqVasuXbrk5+cXGRnJ3l5fX19FRQVfosFP5ry5uTk8PHzhwoXx8fHsh/cpww8navz444/cpgpvmOCWPG2mUqmmpqYEAsHc3Pzo0aMXL17EU5rjiHkgw8aG4/V5p3je35FxPHY4AllnZ6enp6eRkVFgYKCXl5eDg8O7d++EMQwTYSDr7OzkLhRe7PzDhw9wo7u7m6OKW798kHD7E6S3t5fnrxOFQmltbe2z24SEhLdv3w7Anp6enpiYmMTERH4NhDeMX0sBfPz4kee9g4h/IBs7jif4Tg2AIXQ8AXR2dpaVlQnfHjKYQDaoTzA8V9ULL3Y+efJkPDBzVHHrlw8J7Km6IEQikTuBM+D1NZonjo6OA7YkNzf33Llz/BoIbxi/lgLAR155Ar+7izNjx/EE36mBWTJUjicAeXl5+PWgXwzG8caKsKK0tPSECRO8vLwWLFhgbm6+bNky0dpTUFBw6tSpIVyiMXhKSkru3r1bXV3d0dHB/T8cMTCQ4/XJkDgeAWNbKhgbG+vs7MxegkAIAK7Cu3Xrlpj0gxgjEAiEmJiY9evX4yVIIRaBQEg8KJAhEAiJBwUyBAIh8aBAhkAgJB4UyBAIhMSDAhkCgZB4eEwnER+Bc4T489VXXw1JP3FxccjxEAPmH/PIamtrhzAdAGIsoKGhsWDBgkF2kpubW1NTMyT2IMYICxcuVFdXx3cJaPorAoGQdNAYGQKBkHhQIEMgEBIPCmQIBELi+T+N4ue5hWCOJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #7\n",
      "weight 0.50\n",
      "train error 0.38\n",
      "test score: 43.86%\n"
     ]
    },
    {
     "data": {
      "image/png": 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jIxcvXgzXzhYi/f39Hz9+ZF9LckBK2JWVlVOnTv3888+HIUDBg/Sz+QHdH41Z8vLydu/eXVNTQyQS8f4a+MZNuIEBAIhEInsxAgNUwkaz+cceqB6NWQoLC+vr62/durV27dr58+dXVVXl5OQUFhbiqh0IhKiB6tGYZffu3a2trXfv3v3+++9JJNLixYv37Nnj6emJOlwQIguqR2MWAoFw5MiRI0eO9Pb2iouLCzscBOLToPkiYx9UjBCjBVSPEAiEqICe1xB8QafTHz9+nJCQYGxsbGpqKqwwGhoaXr9+vWrVKo6tBQUF6enpEhISZmZmUO2bSqWGh4dXVVXp6ekZGxujW0URB90fIfiiuLg4PDzcx8fn/fv3Qgmgqanp6NGjCgoKcOgmCx8/fnRwcDhx4sSmTZv27t0Li1Fpaam2trasrKybm1t7e7uSklJ6evqIB44YAKgeIfhCR0fH2dlZiAFUVVXZ2tp2d3dzbFJTU6PRaImJifPmzcPtLi4uhoaGpqamUlJS33777erVq93d3UcwZMSAQc9rCH6B0iLCUj7T1dXFp9cxQ6fTt2zZMmPGDD8/P5am+vr61tZWfFdSUhLOxUOILKgejUowDINLmBGJRFVVVVzVqKysLDs7u7Cw0MDA4Ouvv4bG7u7u2NhYCwuLDx8+JCYmzp4929zcnEgkNjY2xsXFiYmJWVtbT506FTrX1dXFxcXt27cvLS3twYMHc+bMsbe3h2pt7Lx///7+/ft1dXUGBgb4vFZusQ0TJ0+ezM3NvXXr1uTJk1maNm/e7OHh8eeff+7YsYNKpcbExFy5cmVYg0EMEVSPRiXu7u4LFiw4fPjws2fPnJ2d4f95Hx+f2NjYR48eVVdXr169uqGhAZYVR0fH8vLyS5culZaWTp8+3dXV1cTEZMOGDampqf39/WFhYbGxsVD5LCQk5ODBgz09PUVFRXQ6vaGh4fz588HBwZmZmew9wSkpKaGhofv27ZsyZYqlpaWtre21a9e4xcbMQFW3eRMaGkoikYqKioyMjHJycnR0dHx8fOAcXScnp5CQkJ07d+bn5798+dLf3x+v0QgRRWgrv41yhLgeJIPBkJaWTklJgbteXl5wQ0lJydnZGW5bWlqamprC7cuXLwMAIiIi4C6cTBsVFQV3T548KSkp2d/fD3d37NhBIBCKi4vh7qlTpwAAfn5+GIbBRdBu3bqFYRiFQlFQUKBSqdDN3t4eAJCVlcUtNmZgPBwhkUg8Pjh82jp06BBugYpIWlpazc3NGIaVlpaSyWQpKam6ujro8OHDB7h4pL6+fkNDwye/2+EDrQfJD6g/e/RBIBBUVFRsbGxiY2MBAEePHoX21NRULy8vAEBJSUltbW15eTm0T5s2DTCtMqSiogIAWLJkCdxVVVWl0Wj4W7PJkyeTSCR1dXW4e/z4cRKJxP5aKjQ0tLu7283NzdnZ2dnZub6+XlFRsaKigltszAxUdZsH+fn5AABLS8sZM2YAAJSVlS9fvkylUq9fvw4dAgMDDQ0N7ezssrKyli9fjouCI0QT9Lw2KvH19bW2tra0tFyzZk1ISAicKz9nzpykpKSEhARDQ0NFRcW8vDyOx06YMIF5Fz6IcVuRcdKkSXPnzm1qamKxv3z5kkwmwwc0fmJjZqCq2zyApZZ5uUq48FFpaSkA4Pbt22FhYbm5uSQSycDAYO/evc7OzvHx8QK5NGI4QPVoVKKlpZWfn3/8+HF/f38dHZ2ioqIZM2acOnUKdkJPnDgxKipKIBei0WgNDQ3r169nsROJxNLSUo4z4zjGxuwwUNVtHkChW+bKO2/ePHFxcSiD+ccff5iYmMDaZ2dn9+zZs8DAwLa2tunTp/N/CcRIgp7XRh80Gu3OnTtTpky5du3avXv36uvro6OjKysrvby8duzYAd+F4avLDpHs7Oyenh7m5aohS5Ys6ezsZH7F3tbWdv36dY6xsRwLVbc5MtAyKisru379+uzsbNxSXl7e29sLO8ULCwvb2trwpk2bNtHp9MbGxgFdAjGSoHo0+sAwDHYwAwDWrVsnLS0tLS1NpVIBAKGhoR0dHY8fP05PT29tbaVSqRQKBa4phA+9gZ4tLS1wFz6pMQ/M6evre/XqFdyOjIw0NDSE9ai9vR0/3MbGRk5O7ujRoxcuXHj16lV4eLiTk9POnTs5xsYS//bt2/O48PTpUx4fHA4m6unpYTZeunSptrb2yZMncDclJUVNTW337t0AAEtLy5iYGLw0Z2dna2pqLly4cADfNWKEEW53+uhFiO/Xuru7yWTy1q1bIyIiLl686OHhAe12dnYkEklJScnPzy8yMlJCQsLIyOj+/fuw63rXrl1v375NSUmB78LNzMxevnz55MkTPT09AMCWLVvKysowDNu7dy+RSDxw4ICrq+vWrVvNzc07OjowDHv69Cl8atPW1k5MTMQwrKSkBF8XRF1dPT8/n0dsQycxMdHGxgYAICMjExAQUF9fjzcVFBSsWbPGw8PjzJkzGzdufP/+PbR3dnba29traGj4+Pg4ODhYWFi8fftWUPEMFPR+jR+QfvYgEa5+dl9fH4PBaGhoYJ4eAQCgUCjMK4gMYoGj7777LigoiE6n19bWTps2DR8nyY3q6moCgcAcBrfYhpv3799PnDiRXXu7q6ururpaVlaWT1nuYQLpZ/MD6s8elcA+Wvb/8HgxAjzXueYHOTk5ftzmz5/PZ2zDzezZsznaJ02aBNehRIg+qP8I8T90dXX19fXBTiIEYoRB9Qjxf4SEhCQlJWEYduzYsRcvXgg7HMS4Az2vIf6PjRs34is+CnxxbQTik6B6hPg/4HBnBEJYoOc1BAIhKqD7I9FCFGSqq6qqsrKy4LaysvLSpUsBADQaDaoarVy5cvny5UQi8ZPnYVezplAof/31V2VlpZKS0rZt2yZNmoQ782jiDf+BtbW1BQYG1tTUmJmZrVmzBvfMzc2tqKhgcdbT04Pr33JU4H779i0+dFNFRQUO6UIIACGPfxq1DNN4yLy8PCcnJwBAQECAwE/OJ3/++ScAIDQ0tL6+Hg6GbGxsXLBgQUBAQFNTk6urq5mZWV9fH48zNDU12dvbm5iYVFdX48bXr1/LysouXLgQLkipqKiIj2nk0cQb/gNrbm5WVFTcuXOnkZGRmJjYsmXLoJ3BYEBBEhby8vJgYEpKSvfu3YPlct68eWlpaRiGUanUqqqqx48fi4uLu7i48BMqGg/JD6geDZLhG59dUFAgCvWora0N7vb3969cudLCwgLu9vX1zZ8//9ixY9wOr6yslJaW3rFjB4vdxMSkoKAAw7APHz44ODgAAOzs7D7ZxIMBBXbjxg2okYRhmKenJwAgIyMDw7CkpKRDhw5VVlbS/iUpKUleXh4PzN7eHj/Jrl27vvzyS+bTysvLo3okQFD/kcghXJlqdtLT0zMyMhwdHeEukUjctWuXr68vR4kSbmrWeXl527dv19TUBADMnDnT09NTTEwMTjrj0SSowOh0+vr163GZAVtbWwAAHHouJSXl7e0tLy8v8S+xsbHffPMN9Kyvr4cqdBCkwD3coP6jYSQlJSUnJwcA8Pnnn8Of/dTU1KdPn8rIyOzZswdwkbtmJj4+/s2bN1JSUg4ODhQKJTg4uLe3l0wmw5lcgIuCtWCBE/RxOTcAgIaGRmdnZ2JiIpwDwQw3NWt5eXnmThYymbx06VJYeXk0CSowCQkJ2BkEKSws3LhxIzwQ6iXhMBiM6OjoyMhIuIsUuEcYVI+GkdWrV/v4+MTFxeHdw1Cr8PHjx4CL3DXLGczNzTU0NNrb2x0cHKZMmWJrazt37lx1dXVYj7gpWDMzdLFq2NdLJpNxi4yMDACgrKyM3ZmbmvXnn3/O4llbW7t//34AAI8mAQYGwTAsIiLi559/fvDgAUeHzMxMAoGAFymkwD3SCPuBcbTCZ//RmzdvxMTETp48CXerqqocHR3hNje5a2aZagzDrKys5s6di59QR0dHX18f465gzRLAIMSqWfqPdHR0iEQiswO86cODx/mkmjVOWlra3LlzKRQK+9V5NLHAf2AQKpXq6OgI39xNnz49JyeH3efgwYMsh/NW4Eb9R4IF9R8NLwoKChs2bAgKCurr6wMABAUFwddngLvcNZ9wU7BmcRu6WLWUlBSLpb+/HwAgKyvLYv+kmjV+uIeHR1xcHMczc2saSmCQyZMn37x5k0KheHt7UygU9rtRDMOioqLwziMIUuAeSdDz2rDj7OxsZmYWFxdnaWlZUFDw888/Qzufctfc4KFgzczQxarl5OT6+/uZ1UugwNuiRYtYPHmrWeMcPXr0yJEj2tra7Nfi0TSUwJgRExM7fPjwkydPoqKiWCRZMjMz6XT6V199hVuQAvcIg+rRsGNiYqKgoODv7z9hwgQTExPcPkS5ax4K1swMXawainXU1tYqKSlBy8ePHwGn//a81awhN2/e1NbWtrCwYL8Qj6YhBsaOsbFxSkoKyxy9yMjITZs2MY+oRArcIwx6Xht2CATCvn37kpOTL126tG3bNmjkX+6aRCKxKLRCuClYs7gNXaza3t5eUlIyMzMTt+Tl5WlpaeHikDi81awBADExMRiGwdftkLS0tE82DT0wdoqLi83NzZktGIZFRkayPKwhBe6RRrjdV6OXAY2HbG5unjhxopOTE24pLCwEAKxataq9vT09PZ1MJs+YMYNCoXR0dMChNz4+PtAzKCgIABAUFESlUoOCgubPnz9r1qyWlpaenh45OTkJCYnffvutpKQkLCzM2toaDqceIiz92RiG/fDDD+rq6gwGA8Ow7u5uZWVlOHwZ4urqig8aLC4ulpKSyszMhLt+fn5qamq9vb0YhiUnJy9fvvz3f/Hx8XFycrp69SrvJgzDHB0dTUxMOK7myGdgXV1dXl5eRUVF0P7x48cvv/yS+QNiGJaZmTlt2jQajcZs3LNnj6ysLL5Y5unTpzU1NfFdDPVnCxpUjwbJQMdn29nZMf9XwbjIXScnJ7PIVFMoFChxraamFh0dvXnz5vXr18PR2xwVrIcOez1iMBjHjh3buHHj1atXT5w4ERwczOyvqqoqIyODT9TgqGadl5fHMiIJADBhwoTm5mYeTfCE8PXWxYsX2UPlMzAqlaqtrU0gEHR1dU+dOnXlyhX293eHDx9mH1P+SQVuVI8EC6pHg2Sg9aizs5PdyHw709PTw+PwDx8+wI3u7m6WpqqqKuZpYkOHvR5B+vr6ON6kUCiUlpYWFuO7d+/YjYOjp6cnLCwsNjaWmwOfgbW2tnL8K0Devn378eNHjk2dnZ0lJSUcPw6qR4IF9WePEBwnrPMvdz1z5ky4wbK6LOCkYC0Q2CdGEIlE9sVmAaf37oC7mvXgIsnKyrpw4QI3Bz4D490JzTyAmwUeCtxwhAFCUKB6hGBFXFx86tSpDg4O+vr6urq6a9euFW48OTk5Z8+eFdQS2wKhuLj4/v37NTU1HR0d7L8QiEGD1jsaJMJd7wgx6kDrHfEDet+PQCBEBVSPEAiEqIDqEQKBEBVQPUIgEKICqkcIBEJUEKF3qKMRdoFE0QTDsO7ubv4X7RgtdHZ2so/tFk2ys7PhOHsED9D90SCRk5OzsrISdhT88urVq3/++QdqMI0ZOjo6Hjx48O7dO2EHwhd6enos2rgIdtD4o7FPfHy8paXl9evX9+7dK+xYBMx3330XEhKSlZWloaEh7FgQAgDVozFOeXn5smXLzM3Ng4ODhR2L4Ont7V27dm1tbW1ubi67Djdi1IHq0ViGSqXq6elJSEhkZmZCoaWxR2Nj4xdffKGmpvbf//6Xn1VzEaIM6j8as2AYZmdn19TUFBsbO1aLEQBg1qxZsbGxGRkZp06dEnYsiKGC6tGY5fz58zExMWFhYXJycsKOZXjR0dHx9/c/f/48FIFBjF7Q89rY5OHDhxs2bLh06dL3338v7FhGiEOHDt26dSsjI4N5dUl+SEpKam5u5tZqZmYGV7JlgU6nP378OCEhwdjY2NTUdL5EzFgAACAASURBVMDhIjiB6tHgycrKqqqq4tYqKSm5efPmEQzn/6iurv7iiy/WrVsXEhIilACEQl9f37p1696+ffvs2TPmNU4+SVNTk5eX19WrV2fPnn3mzBkobNLV1VVaWnrt2rVnz55xfHmXn5/v7+9/8+bNgIAAuPgwYuigejR4tmzZkpmZuW3bttmzZ5eWlvr7+69aterrr79uaWlJTEwsLy9vbW0d+ai6u7u//PLL3t7erKyssTcAkjfNzc26uroKCgr3798fkF5SXl7eF1988dVXX7EsIuDm5rZ161ZuN1yFhYVLlixB9UiQCEuYcgxgYWFRUlICtxMSEgAAhw8fhrs9PT1qampCiWr37t2fffZZRUWFUK4udJ4/fz5p0qQffvhhQEfBFeK++uorFntNTQ0u480Oy0rCiKGD5osMnpUrV3KTMZWUlLSzsxvheAAA3t7ewcHBCQkJUAN/HKKlpXXz5s0dO3ZoaGjs3r17KKcKCQnZvn073C4rK8vOzi4sLDQwMPj66685+mMYlpaW9uLFCyKRqKqqamxsDO3v37+/f/9+XV2dgYHBmjVrhhLS2EfYBXGMwHJ/hNPS0nLt2jUMwxITE8+fPx8dHe3t7Q1XB+no6PD19fX29r579y7u/+7du8DAwJ9//vnhw4cDjSEjI0NcXPz8+fND+yhjgSNHjkyYMCE3N5dPf/b7IyqVqqqqCre9vb1XrVrFYDAqKyvl5eWvX78O7Sz3Rz/++CP8y+bm5i5btgwaHz165OjomJ+fHx4eLiUltX//foF8wLEKqkeCgWM9+s9//jNp0iQSifT7778vWbIEAFBQUKCurj537lzo0NHRMXXqVH19fbg7lNytqamRkZGxtLSEi5GNc/r6+jZs2DBv3rzGxkZ+/GE9mj59upGRkZGR0cqVK6dOnTp16lTYqqSk5OzsDLctLS1NTU3hNnM9YjAY0tLSKSkpsMnLywvDMAqFoqCgQKVSodHe3h4AkJWVJbDPOeZA9UgwcLs/gjf80dHRGIa9evUKwzArKyu8HmEYpqOjA+vRUHK3p6dn2bJlKioq7e3tAvk4Y4Dm5mZFRcWVK1eyLPHIEfb7o+bmZiUlJbhdV1fX2tqKYdjLly+XLl26cOFCaGe5PzIwMJCRkfn777+xf1evunnzJplM3v8vpqamioqKd+7cEegHHVOg/qPhBS77s2nTJgCAqqoqD8/Q0NDu7m43Nze4W19fr6ioWFFRwY9IxYEDB169evX06VOOI2XGJzNmzIiOjl6xYoWrq+uVK1cGcfiJEyfg9pw5c5KSkhISEgwNDRUVFfPy8jge4uvra21tbWlpuWbNmpCQkFmzZr18+ZJMJl+7dm1In2Q8gerR8CImJob/y5tB5+6NGzcCAwMjIyO5da6PWzQ1NYODg62srDQ1NeH95oDA30icOnUqLS3twYMHEydOjIqK4uavpaWVn59//Phxf39/HR2doqIiIpFYWlra29srLi4++I8xnkDzRUQFPHcHdFR2draLi4uHh4ewxl6KOJs3b3Zzcztw4EBOTs7gzlBZWenl5bVjxw44B5DBYHB0o9Fod+7cmTJlyrVr1+7du1dfXx8dHb1kyZLOzk4/Pz/cra2t7fr164OLZDyA6pFgwPgeVkoikXp6etjtg8jdxsZGKysrY2NjDw+PAUU7rjh79qyRkZGlpeX79++5+bS1tQEAOI62p1KpAIDQ0NCOjo7Hjx+np6e3trZSqVQKhdLe3o47YBjm5+cH02DdunXS0tLS0tI2NjZycnJHjx69cOHCq1evwsPDnZycdu7cOTwfdEwg5P6rscKdO3cAAHv27GGxHzhwAADAvDB8UFAQACAoKIhKpQYFBc2fP3/WrFktLS09PT1ycnISEhK//fZbSUlJWFiYtbV1R0cHtyvS6fSvvvpq4cKFsKsVwYOWlhYlJaUVK1Zw7NuOiooyNDSE/x2cnJyKiopYHOzs7EgkkpKSkp+fX2RkpISEhJGRUXJy8vr16wEA2traiYmJ3d3dZDJ569atERERFy9e9PDwgMeWlJQoKyvDk6urq+fn5w/7px3NoHo0VOh0+u+//75o0SIAwLRp07y8vN68eQObbt26NWfOHADAli1bnj59Co0UCgV2UaupqUVHR2/evHn9+vVw3MqAcnf//v1SUlLs/3kQHHn16tXUqVP37ds3uMOZfxjguzN2ent7aTRadXU1e1NVVRVHO4IFVI+Ew4cPH+BGd3c3SxM/uRscHEwgEMLCwoYluDHK33//TSAQ/P39hR0IgitoPu3o48WLFytWrDh06ND58+eFHcsow8PD4/z58//888+XX34p7FgQHED1aJSBT2F/8OABkmcdKAwGw9LSMjc3Nzc3d+7cucIOB8EKqkejif7+flNT09LS0oFK/CBwYP/d1KlTU1NTJSUlhR0O4n9A7/tHE25ubunp6VFRUagYDZopU6bExMS8fv3ayclJ2LEgWEH1aNRw9+7dy5cv37hxY+nSpcKOZXSjrKx89+7dkJAQNJND1EDPa6ODwsLCFStWODg4+Pj4CDuWMYKnp6eXl1dycjI++AghdFA9GgW0trbq6urOmjUrJSVFQkJC2OGMETAMs7GxefToUW5u7oIFC4QdDgIAVI9EHwaDYW5u/vz582fPnkG1AISgoFKp+vr64uLiGRkZ401rXDRB/UeizqlTp/7555+///4bFSOBIyUlFRcXV1NTs3fvXmHHggAA1SMRJzY29ty5c76+vsuWLRN2LGOTBQsWhIaGhoaGoo45UQA9r4kupaWly5cv37p1K/Okf8RwcP78eXd393v37sEpsghhgeqRiIKG7Y0kGIZt27YtKSkpNzdXQUFB2OGMX9DzmvDBMOzixYv9/f3Mlj179jQ3N0dERKBiNAIQCISgoKAFCxZs3ry5s7OTuSk8PLy+vl5YgY07hDONF8HEkydPAACrVq1qamqCFk9PT3Fx8bS0NOEGNt6oqqqSlpbevHkzXKOlr6/v2LFjBALB29tb2KGNF1A9Ej4HDx4UFxcXFxefM2dOfn5+UlISkUj09fUVdlzjkYcPH5JIpN9++62lpcXY2BjOWNbS0hJ2XOMF1H8kZPr7+2VkZFpaWgAAJBKJQCBMnz7dxMTkjz/+EHZo45TLly//+OOPsrKy79+/x+XMX79+raKiItzAxgOo/0jIPHr0CBYjAEBfX19vb29TUxORSKTT6cINbNyirKwsJib27t07vBhJSEiEhoYKN6pxAqpHQuavv/5inwISHBxsaGjY0NAglJDGLRiG/frrrxYWFjQara+vD7fT6fTbt2+jJ4kRAD2vCRMajTZz5kwKhcLeJC4uPmPGjNjY2OXLl498YOOQ9vb27du3379/n/lFJzNPnz5Fo1KHG3R/JEzu378PV8thB8Ow5ubm5OTkEQ5p3JKUlJSSkkIgEDi2SkhI/PXXXyMc0jgE1SNhEhISQiJxWCJYTExMW1v7xYsX7u7uIx/V+MTa2rqiomLLli2A03rCdDo9ODiY+SEOMRygeiQ0Ojs74+PjWRakFRcXnzx58uXLl7Ozs9XV1YUV2/iETCaHhITEx8fLysqy/060trampKQIJbDxA6pHQiM2Npb5JRr8TTY2Nn79+vX333/P/hONGBk2btxYXl7+448/kkgkcXFx3C4uLv7nn38KMbDxAOrPFhqmpqZJSUmw91RcXPyzzz67fv36N998I+y4EP+fwsJCe3v7/Px8BoMBLRMnTmxubp44caJwAxvDoB9h4dDa2pqcnNzf3w/HQO7evbuiogIVI5FCU1MzJyfn9u3bU6dOhTdKPT09CQkJwo5rLIPqkXCIiorq6+sjEAgqKipPnz69efPmlClThB0UghUCgWBra/v69etNmzYBADAMCw4OFnZQY5n/eV7Lysq6fPmyEKMZP6SlpTU3N6urqysrK3N7xzwq0NfXP3LkyBBPcvny5aysLIHEM3w0NDTk5eXRaLSNGzciFXNBwZI//3N/VFtbGxkZOeIhjTt6enoIBIKxsbGKisqoLkbZ2dkCqSNZWVnZ2dlDP8+wIisru2HDBlVVVSQ/IijY84fD4JeIiIiRimec0tnZOXnyZGFHIQCsra0FdSo9Pb3Rknhj5s8ndNjzB/UfCQGUzaMa9OcbPlA9QiAQogKqRwgEQlRA9QiBQIgKqB4hEAhRgcP7tVHE27dvvby8PD09586dKyhPPqHRaGlpaS9evFi5cuXy5cuh0PKAPHNzcysqKlic9fT04FryVCo1PDy8qqpKT0/P2NiYeSIVYmQYFdmF09zcfPPmzRMnTjBbYmNja2pqNDU1161bJyUlxU+TcBnd90f5+fm3b98uKioSoCc/fPjwQU1Nraamxs7O7u+//960aRM3ES9unhiGffvtt9vYaG1tBQCUlpZqa2vLysq6ubm1t7crKSmlp6cLJHIE/4h+djHj4OBw5coVfPfFixerVq1atGiRm5tbRUWFgYEBPmyKR5PwYRb3DwsLA6NtBSR8jSABevKmv79/5cqVFhYWcLevr2/+/PnHjh0bkGdSUtKhQ4cqKytp/5KUlCQvLw89TUxM7O3t8fPs2rXryy+/FEjwgsXKysrKykp0ziNwRDm7mLl58+bChQtnzZqFn2TJkiVubm64w7Jly4yNjXk3jTzsf/fRfX8EAJCWlha4J2/S09MzMjIcHR3hLpFI3LVrl6+vL8s6grw9paSkvL295eXlJf4lNjYWn09bX1//8uVL/DySkpI0Gk0gwSMGhChnF05ZWdnz5883btyIW7KzswsKCrS1tXHLsmXLkpOT8/LyeDQJJP4hMjrqEZVKvXHjxokTJ4KCgoqLi/HbVwaDkZKSkpubC3dra2uvXLnCYDCKi4vPnDlz584dXCmCxXMoREdHAwAWL16MWzQ0NDo7OxMTE/n31NfXZ1Y4YjAY0dHRmzdvhrubN2/Ozs6GajtUKjUmJubw4cNDjxzBkVGaXZDe3l53d/dff/2V2VhaWgoAwJimpurq6gIAMjIyeDQNPfihMwr6s1tbW/X09G7dumVra7tz5057e3tdXV0DAwNHR8effvopMjLyxo0burq68fHx9vb28La5sLCwqanJ3d29rq7uxIkTJSUlzJ4s53///v3bt285XppAIBgYGLAYYSc0mUzGLTIyMgCAsrKyQXtmZmYSCAR9fX246+TkFBISsnPnzvz8/JcvX/r7+3/99dd8fVmIATJ6swvi6el5+PBhFnEIqND07Nmzb7/9FloUFRUBADU1NTBCjk18fFvDD/PDm2j2H504cWL+/PlwG95V4usXFxYWAgBu3LgBd48fPw4AePjwIdzV0dFZunQpR09meEgakEgkdn8dHR0ikchsycnJAQA4OzsP2vPgwYMsxg8fPsBE0dfXb2ho4PjNCJ0x0H80erMLw7DU1NTTp0/DbRcXF7z/qKamRkJCYunSpXDhbwzD7t27BwC4evUqjyY+vi0BMyr7j968edPU1ASlXZcsWTJ58uTa2lrYJCkpyewJfxZUVVXh7qJFi/Cqz+LJzMGDB7u40NHRwe7P/nIU3uHLysoOzhPDsKioKBYxtsDAQENDQzs7u6ysrOXLl4vKz9eYY/RmV1tbm6+v78mTJ9lPIicn5+XllZeXt2fPnsTExEuXLv3000/wA/Jo4vYRRpJRUI9Wr17d1dUFn29bW1vpdLqxsTE/B8LfmU+6kUikidxh95eTk+vv72fuYIYLqC1atGhwnpmZmXQ6/auvvsItt2/fDgsL8/f3DwwMDAwMfPfunbOzMz8fGTFQRm92ubi46OrqxsXFRUdHR0dHl5eX9/T0REdHP3r0CADg6uqampo6Z86cjIwMY2NjeXn5adOmwW5sHk1CZxT0Hzk4OFRUVHz33XdnzpxJSUk5d+7chg0bBHj+3Nzchw8fcmwiEolubm4sRjU1NQBAbW2tkpIStHz8+BFwyhg+PSMjIzdt2sQ85u2PP/4wMTGBS1zY2dk9e/YsMDCwra1t+vTpg/yQCC6M3uxqampiXp6vvb29q6vr0KFD6urqRkZGAABDQ0NDQ0MAQGVlZVxc3IULF/BuJh5NwmUU1CMSiUQmk2/fvi0tLW1hYcHj3nhwlJWVcVOhI5FI7Bljb2//yy+/ZGZm4hmTl5enpaWlrKw8CE8MwyIjIwMCApgPLCwsZM6/TZs23bhxo7GxEdUjgTN6s4tFydvNzS04OLiuro7FjU6n29jYqKio7N+/n/8mYTEK6tGNGzciIyOXLl1Kp9NrampkZWXxWg5va+EPCAAAPpDjiwh9/PiRRqNhGEYgEFg8mdm+ffv27dv5j0dWVvbAgQMXLlywtbUlEAg9PT3x8fGhoaH4+3s3N7eWlpZbt2590hMAkJWVRaVS16xZw3wJS0vLmJgYX19f6Jmdna2pqblw4UL+g0TwyejNLn7O1tnZuX///gULFvz+++8sK8rxaBIiohIHD8hkclFR0erVq3HL2rVr79y5U11dffHiRQBAWFiYtra2lJRUTEwMAODs2bO//PJLamrq48ePKRSKp6ensbGxt7c37mlmZjbEkC5cuEAikSwsLNatW1dfX+/u7q6jo4O3xsfHt7S09Pf3E4lE3p4AgIiICHNzcxY9Zl9f30OHDi1ZssTBwaG4uPjDhw9///03WpFtOBjV2cXjJHCGWmBg4NGjR1kGi/BoEjr/o+cfHh5uY2PDTy/dSJKcnPzu3buVK1c2NDR0dXV1dnZGRkYuXrwYvn8VIv39/R8/fpw1axaLnUql9vb2fvbZZ5/0BABUVlZOnTr1888/Z2/q6uqqrq6WlZVlPpVIAfVGh64zK6jzDIIxkF0c+fvvvzU1NRUUFAbUNMKw/91F/f4oLy9v9+7dNTU1RCIRf6JevXp1eHi4cAMDABCJRI4lhv2VLTdPAACczc+RSZMmwd5NxDAxNrKLI5aWloNoEjqiXo8KCwvr6+tv3bq1du3a+fPnV1VV5eTkFBYWMusqIBCDA2WXqCHq9Wj37t2tra137979/vvvSSTS4sWL9+zZ4+npiRbAQgwdlF2ihqjXIwKBcOTIkSNHjvT29iJNMoRgQdklaoyaVzYoXRDDB8ouEWHU1CMEAjHmEfXntRGDTqc/fvw4ISHB2NjY1NR05ANoa2sLDAysqakxMzNbs2YNx9ElBQUF6enpEhISZmZmgpJqRgwHQk8nSENDw+vXr1etWsVs5JFpFArlr7/+qqysVFJS2rZt26RJk0Y4YHR/9P8pLi4ODw/38fF5//79yF+9paXliy++KCgoKC4uNjExWbFiBYvDx48fHRwcTpw4sWnTpr1796JiJOIIN50AAE1NTUePHlVQUIDDOHF4ZFppaamysvKlS5e8vb0dHR01NTUbGhpGOGxUj/4/Ojo6QpxDHx4enpOTExwc/M8//5w+fTonJyczMxNvraqqUlNTo9FoiYmJ8+bNE1aQCP4RbjoBAKqqqmxtbbu7u1nsPDLNxcXlwYMHZWVldXV1Dg4Ob9684ShmMqygevR/wFk8BAJhhK9Lp9PXr18/Y8YMuGtrawsAmDp1Kt66ZcuWGTNm+Pn5jXBgiKEgrHSC6Orq4lJNODwyLS8vb/v27ZqamgCAmTNnenp6iomJPXnyZGSjFtX+IwzD4PpTRCJRVVUVl6QpKyvLzs4uLCw0MDDAp950d3fHxsZaWFh8+PAhMTFx9uzZ5ubmRCKxsbExLi5OTEzM2toa/+9dV1cXFxe3b9++tLS0Bw8ezJkzx97enqMSDQDg/fv39+/fr6urMzAwwKe8cott0EhISDCP0i4sLNy4cSOuoHzy5Mnc3Nxbt25Nnjx5iBcat4yrdOIBj0yTl5dnniVHJpOXLl068vNsRbQeubu7L1iw4PDhw8+ePXN2doZ/JB8fn9jY2EePHlVXV69evbqhoQHmgaOjY3l5+aVLl0pLS6dPn+7q6mpiYrJhw4bU1NT+/v6wsLDY2Ni4uDgAQEhIyMGDB3t6eoqKiuh0ekNDw/nz54ODgzMzM9nf+KakpISGhu7bt2/KlCmWlpa2trbXrl3jFhszA5VMxsEwLCIi4ueff37w4AFuDA0NJZFIRUVFRkZGOTk5Ojo6Pj4+LJNyEbwZn+nEA/ZMY59BWVtbKwQdEmbxWhHRz2YwGNLS0ikpKXDXy8sLbigpKeEqwpaWlqampnAbShRHRETAXTgTMioqCu6ePHlSUlKyv78f7u7YsYNAIBQXF8PdU6dOAQD8/PwwDINLDN26dQvDMAqFoqCgQKVSoZu9vT0AICsri1tszAxUMhlCpVIdHR3hG43p06fn5ORgGAblbLS0tJqbmzEMKy0tJZPJUlJSdXV1A/tOh4dRoZ89PtMJwzCognLo0CEWO8dMYyEtLW3u3LkUCoXH+YfO6NDPJhAIKioqNjY2sbGxAICjR49Ce2pqqpeXFwCgpKSktra2vLwc2qdNmwaYlohRUVEBTHrAqqqqNBoNf80xefJkEomkrq4Od48fP04ikdhXfw0NDe3u7nZzc3N2dnZ2dq6vr1dUVKyoqOAWGzMDlUzGA7t58yaFQvH29qZQKPv27QMA5OfnAwAsLS3hM7+ysvLly5epVOr169cH+KWOX8ZnOvGAY6Yx09/f7+HhERcXN/LraIvo85qvr6+1tbWlpeWaNWtCQkLgROc5c+YkJSUlJCQYGhoqKipyW8FuwoQJzLvwzpnbcnqTJk2aO3duU1MTi/3ly5dkMhneUfMTGzMkEmnQD95iYmKHDx9+8uRJVFQUjUaD/zeY1xqEayLBVbQQfDJu04kHLJnGLIx59OjRI0eOCEVRW0TrkZaWVn5+/vHjx/39/XV0dIqKimbMmHHq1CnYazhx4sSoqCiBXIhGozU0NKxfv57FTiQSS0tLOU5r4hgbs8NAJZPZMTY2TklJkZSUhCqlzP9V5s2bJy4uLiJqx6OFcZ5OPMAzDbfcvHlTW1vbwsJiKKcdNKL4vEaj0e7cuTNlypRr167du3evvr4+Ojq6srLSy8trx44d8OUFvjToEMnOzu7p6WFeaxiyZMmSzs5O5lfsbW1t169f5xgby7FQMpkjfOZ9cXGxubk5AEBWVnb9+vXZ2dl4U3l5eW9v7+B6MccnKJ14gGcaJCYmBsMwOA4AkpaWNsRLDAhRvD/CMMzPzw/2FK5bt05aWlpaWppKpQIAQkNDt27dCqdN0Gg02EEIF4TBl4iBni0tLXA9RXhrzbyATF9f36tXr6DUWWRkpKGhIUyg9vZ2/HAbGxt3d/ejR4/C9CoqKoqMjAwMDOQYG0v8A5VM7u7uvnz58qZNmzQ0NAAAzc3Nz58/j4+Ph62XLl3S09N78uQJHEqbkpKipqa2e/fugX+v45Txlk44ra2tAICenh7cwjvTHj58+Ouvv+7YscPX1xcA0N/fX1JSoqGhAVciGSGYO7dF5P1ad3c3mUzeunVrRETExYsXPTw8oN3Ozo5EIikpKfn5+UVGRkpISBgZGd2/fx/2Ne7atevt27cpKSnwXbiZmdnLly+fPHmip6cHANiyZUtZWRmGYXv37iUSiQcOHHB1dd26dau5uXlHRweGYU+fPoW32dra2omJiRiGlZSU4Is6qKur5+fn84htKFCpVG1tbQKBoKure+rUqStXrrC81ygoKFizZo2Hh8eZM2c2btz4/v37oV9UIIyK92vjLZ0giYmJNjY2AAAZGZmAgID6+nqMZ6bl5eWxD3CbMGECfLE7TLD/3UWxHmEY1tvbS6PRqqurWezwjw3p6ekZxJn37t0rLi6OYVhNTU17e/sn/auqqljC4BbbEGltbe3s7OTh8O7du5aWFsFedIiMinqEjct04sEnM23EYP+7i+LzGvh3rD37XC3mftwhLpUlJyfHj9v8+fP5jG2IfHJttdmzZwv2iuOHcZhOPBDlVfxEsT97WOnq6urr64NP9QjEEEHpJFjGVz0KCQlJSkrCMOzYsWMvXrwQdjiI0Q1KJ4Ejos9rw8TGjRvx5foEvjIyYryB0kngjK96BIc7IxACAaWTwBlfz2sIBEKUGYn7I1HQEq6qqsrKyoLbysrKS5cuBQDQaDQoPbNy5crly5fzWBCdh67w4Jp4w39gPDx5NMEV3GtqajQ1NdetWwenTb59+/bp06fQQUVFZQxImoyBxMNpbm6+efMm/wtV8n+JwQm3D1cKMb/8H6bxR3l5eU5OTgCAgIAAgZ+cT/78808AQGhoaH19PRx10tjYuGDBgoCAgKamJldXVzMzs76+Po7Hvn79WlZWduHChXCZQEVFRTi6bNBNvOE/MB6ePJqeP3+uoaGRlZXV2dn566+/ampqwgGWVCq1qqrq8ePH4uLiLi4u/IQq4uOPRnviMWNpaTlr1iw+L8r/JZqbmxUVFXfu3GlkZCQmJrZs2TIWh6amJnt7exMTE+YRUoJKIaGNhywoKBCFtGhra4O7/f39K1eutLCwgLt9fX3z588/duwYx2NNTEwKCgowDPvw4YODgwMAwM7ObihNPOA/MB6evJuWLFni5uaGn2fZsmXGxsbMZ5aXlx8b9Qgb5YmHc/PmzYULF/JZjwZ0iRs3buAjsD09PQEAGRkZeGtlZaW0tPSOHTtYzi+oFBKa/pFwtYTZSU9Pz8jIcHR0hLtEInHXrl2+vr7sOhI8dIUH1ySowHh48mjKzs4uKChglpJYtmxZcnIyN7WN0c7oTTycsrKy58+fs8/RHfolBifcPqwpNOD+o5SUlJycHADA559/Dn/2U1NTnz59KiMjs2fPHsBFk5iZ+Pj4N2/eSElJOTg4UCiU4ODg3t5eMpkMp9sALjLDggXOosY1twAAGhoanZ2diYmJ1tbWzJ48dIUH1ySowHh4Pn78mFsTHLmHYRjepKurCwDIyMiAXRsiy3hLPEhvb6+7u3tgYOBPP/0k8EsMTrgdam8NUwoNuB6tXr3ax8cnLi4O76UzNDS0I+xvvgAABlBJREFUs7OD/wc4ahKznMHc3FxDQ6O9vd3BwWHKlCm2trZz585VV1eHacFNZpiZoSsKV1RUAADIZDJukZGRAQCUlZWxePLQFR5ck6AC4+HJowlOUn/27Nm3334Lm6Clpqbmk7EJl/GWeBBPT8/Dhw8PSO5qoJcAAxRuhwotw5RCg3m/5u3tnZCQkJCQAOc619TUrF27ds6cOQCAa9eurV+/nkAgyMvLa2lpJSQksKcFAEBNTQ3X9JkyZYqSkhLcplKpDg4OhYWFkydP1tbWfvDgwfXr13fu3AkvhBMWFnbkyBHOn4dE6u3t/eRHaGxsJBKJsKcZAl9+1dfX8z4wPT2dRCK5uLgIqmnQgfHw5NFka2srISGRlpaGYRh8ioGyGPLy8p+MTeiMt8RLS0sjkUjsi4MK8BIAgM7OThcXl5CQkK6ursWLFyclJenq6r579+7du3daWloeHh4zZswoKytbtWqVoaHh69evDQwMhi+FBtN/pKCgsGHDhqCgoL6+PgBAUFAQfIsBuGsS8wk3mWEWt6ErCrMLA/f39wMAZGVleRzFQ1d4cE1DCYyHJ48mOTk5Ly+vvLy8PXv2JCYmXrp0CT4I4PrQosy4Sry2tjZfX99BrMg40NweqHD7sKbQIMcfOTs7m5mZxcXFWVpaFhQU/Pzzz9DOpyYxN3jIDP9P0ENWFJaTk+vv72eWDYYqXIsWLeJxFA9d4cE1DSUwHp6vX7/mcRJXV9dly5YlJSVlZGRs3bo1Ozu7vLxcKGLJg2D8JJ6Li4uuri5cWAkAUF5e3tPTEx0dPX36dCMjI4FcgpkBCbcPXwoN8ss1MTFRUFDw9/efMGGCiYkJbh+iJjEPmWFmhq4oDNX8amtr8Tv2jx8/Ap5/Mx66woNrGmJgPDxfvXrF+ySGhoZQ9K+ysjIuLu7ChQujRZB7/CReU1NTcnIyvtve3t7V1XXo0CF1dXXe9WgQuY3Dv3D7MKXQIN/3EwiEffv2JScnX7p0adu2bdDIvyYxiURiltHE4SYzzOI2dEVhe3t7SUlJfOVyAEBeXp6Wlhau4McCD13hwTUNPTAennyehE6n29jYqKioCGHZv8EyfhIvISGhjol9+/bNnDmzrq6Ouct5iJdgZ6DC7YJPIebBSAMaD9nc3Dxx4kQnJyfcUlhYCABYtWpVe3t7eno6mUyeMWMGhULp6OiAQ298fHygZ1BQEAAgKCiISqUGBQXNnz9/1qxZLS0tPT09cnJyEhISv/32W0lJSVhYmLW1NbOI36BhGZaGYdgPP/ygrq7OYDAwDOvu7lZWVs7Ly8NbXV1d7e3t4XZycvLy5ct//xcfHx8nJ6erV68OugnDMEdHRxMTk4aGBvZQ+Q+Mhyfvk2AYRqVSbW1tt2zZ0tjYyBKAiI+HHD+Jx4yrqyvLeMihp1BXV5eXl1dRURG0f/z48csvv8RDLS4ulpKSyszMhLt+fn5qamq9vb34eYaeQgIen21nZ8eS5Rw1iZOTk1m0hCkUCnxzoaamFh0dvXnz5vXr18NBtBxlhocOe1owGIxjx45t3Ljx6tWrJ06cCA4OZvZXVVWVkZHp6+vjoSs8uCZ4fviK9OLFi+yh8hkYb08eTR8/fgwMDFyxYkV0dDTH70rE6xE2PhKP5Tzs9WjoKTRo4XZBpZCA6xFHFV7+NYk/fPgAN7q7u1ma2GWGhwh7WkD6+vo4/sJQKJRhFavu6emBK8Fzc+A/MG6e3JpiYmLevHnDIzbRr0co8TDBpdAghNsFlUIC1s/mOGGdf03imTNn4jcOLE3sMsMCgXmZGgiRSGRfERRwemkq8EiysrIuXLjAzYH/wLh5cmuytLTkHRt8PSzKoMQDgkuhQQi3D18KjRc9NnFx8alTpzo4OOjr6+vq6q5du1a48eTk5Jw9e3Y41kEeNMXFxffv36+pqeno6GD/j4oYHMOXeGMyhQgY0zyU8PBwGxsbZgsCwQM4HyoiIkJEzoMYXbD/3ZE+JAKBEBVQPUIgEKICqkcIBEJUQPUIgUCICqgeIRAIUQHVIwQCISpwGLwgOmLDCNHHyspKIOeJjIxEiTcOYcmf/xl/VFdXx4/mPAKBIycnB5VxhkJWVlZtba1A4kGMLljyh4BGPyIQCBEB9R8hEAhRAdUjBAIhKqB6hEAgRIX/B9ltyTWGs3OpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #8\n",
      "weight 0.69\n",
      "train error 0.33\n",
      "test score: 82.46%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tree #9\n",
      "weight 0.47\n",
      "train error 0.38\n",
      "test score: 43.86%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 200
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "df = pd.read_csv(\"data/beers.csv\")\n",
    "print(df.head(2))\n",
    "\n",
    "features_4d = df.iloc[:, :-1]\n",
    "labelv = df.iloc[:, -1]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=10)\n",
    "\n",
    "# 10 single decision node trees\n",
    "# (Note: with default real AdaBoost 'SAMME.R' algorithm all weights are 1 at the end)\n",
    "classifier = AdaBoostClassifier(n_estimators=10, algorithm='SAMME', random_state=0)\n",
    "classifier.fit(X_train, y_train)\n",
    "\n",
    "print()\n",
    "print()\n",
    "print(\"AdaBoost\")\n",
    "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
    "print()\n",
    "for i, internal_classifier in enumerate(classifier.estimators_):\n",
    "    print()\n",
    "    print(\"Tree #{}\".format(i))\n",
    "    # Note: \n",
    "    print(\"weight {:.2f}\".format(classifier.estimator_weights_[i]))\n",
    "    print(\"train error {:.2f}\".format(classifier.estimator_errors_[i]))\n",
    "    print('test score: {:.2f}%'.format(100*internal_classifier.score(X_test, y_test)))\n",
    "    plot_decision_tree(internal_classifier, features_4d.columns.values, width=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other boosting methods\n",
    "\n",
    "In practice you will mostly want to use other than AdaBoost methods for boosting.\n",
    "\n",
    "####  Gradient Tree Boosting (GTB)\n",
    "\n",
    "It re-formulates boosting problem as an optimization problem which is solved with efficient Stochastic Gradient Descent optimization method (more on that in the neuronal networks script).\n",
    "\n",
    "In contrast to AdaBoost, GTB relies on using decision trees.\n",
    "\n",
    "In particular, try out [XGboost](https://xgboost.readthedocs.io/en/latest/); it's a package that won many competitions, cf. [XGboost@Kaggle](https://www.kaggle.com/dansbecker/xgboost). It is not part of scikit-learn, but it offers a `scikit-learn` API (see https://www.kaggle.com/stuarthallows/using-xgboost-with-scikit-learn ); a `scikit-learn` equivalent is [`GradientBoostingClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html).\n",
    "\n",
    "#### Histogram-based Gradient Boosting Classification Tree.\n",
    "\n",
    "A new `scikit-learn` implementation of boosting based on decision trees is [`HistGradientBoostingClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html). It is much faster then `GradientBoostingClassifier` for big datasets (`n_samples >= 10 000`).\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Why does ensemble learning work?\n",
    "\n",
    "* Probability of making an error by majority of the classifiers in the ensemble is much lower then error that each of the weak classifiers makes alone.\n",
    "\n",
    "* An ensemble classifier is more roboust (has lower variance) with respect to the training data.\n",
    "\n",
    "* The weak classifiers are small, fast to learn, and, in case of averaging, they can be learnet in parallel.\n",
    "\n",
    "In general, **usually ensemble classifier performs better than any of the weak classifiers in the ensemble**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coding session\n",
    "\n",
    "For the `\"beer.csv\"` data compare mean cross validation accuracy, precision, recall and f1 scores for all classifiers shown so far. Try to squeeze better than default performance out of the classifiers by tuning their hyperparameters. Which ones perform best?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-02-12T11:02:41.813652Z",
     "iopub.status.busy": "2021-02-12T11:02:41.812545Z",
     "iopub.status.idle": "2021-02-12T11:02:41.837695Z",
     "shell.execute_reply": "2021-02-12T11:02:41.835651Z",
     "shell.execute_reply.started": "2021-02-12T11:02:41.813589Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import LinearSVC, SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n",
    "\n",
    "df = pd.read_csv(\"data/beers.csv\")\n",
    "features_4d = df.iloc[:, :-1]\n",
    "labelv = df.iloc[:, -1]\n",
    "\n",
    "# classifier = ...\n",
    "# cross_val_score(classifier, features_4d, labelv, scoring=\"f1\", cv=5)"
   ]
  },
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     "solution"
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     "text": [
      "LogisticRegression\n",
      "\t5-fold CV mean accuracy: 0.91\n",
      "\t5-fold CV mean precision: 0.91\n",
      "\t5-fold CV mean recall: 0.92\n",
      "\t5-fold CV mean f1: 0.92\n",
      "\n",
      "LinearSVC\n",
      "\t5-fold CV mean accuracy: 0.92\n",
      "\t5-fold CV mean precision: 0.90\n",
      "\t5-fold CV mean recall: 0.95\n",
      "\t5-fold CV mean f1: 0.92\n",
      "\n",
      "SVC\n",
      "\t5-fold CV mean accuracy: 0.96\n",
      "\t5-fold CV mean precision: 0.94\n",
      "\t5-fold CV mean recall: 0.98\n",
      "\t5-fold CV mean f1: 0.96\n",
      "\n",
      "DecisionTreeClassifier\n",
      "\t5-fold CV mean accuracy: 0.90\n",
      "\t5-fold CV mean precision: 0.92\n",
      "\t5-fold CV mean recall: 0.89\n",
      "\t5-fold CV mean f1: 0.91\n",
      "\n",
      "RandomForestClassifier\n",
      "\t5-fold CV mean accuracy: 0.92\n",
      "\t5-fold CV mean precision: 0.91\n",
      "\t5-fold CV mean recall: 0.94\n",
      "\t5-fold CV mean f1: 0.93\n",
      "\n",
      "AdaBoostClassifier\n",
      "\t5-fold CV mean accuracy: 0.92\n",
      "\t5-fold CV mean precision: 0.91\n",
      "\t5-fold CV mean recall: 0.94\n",
      "\t5-fold CV mean f1: 0.93\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# SOLUTION\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import LinearSVC, SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n",
    "\n",
    "classifiers = [\n",
    "    LogisticRegression(C=100),\n",
    "    LinearSVC(C=10, max_iter=25000),\n",
    "    SVC(C=30, gamma=0.1), # but, we didn't scale the features, did we?\n",
    "    DecisionTreeClassifier(max_depth=7, random_state=0),\n",
    "    RandomForestClassifier(max_depth=4, n_estimators=10, max_features=2, random_state=0),\n",
    "    AdaBoostClassifier(n_estimators=20, random_state=0),\n",
    "] \n",
    "\n",
    "df = pd.read_csv(\"data/beers.csv\")\n",
    "features_4d = df.iloc[:, :-1]\n",
    "labelv = df.iloc[:, -1]\n",
    "\n",
    "for classifier in classifiers:\n",
    "    print(classifier.__class__.__name__)\n",
    "    for scoring in [\"accuracy\", \"precision\", \"recall\", \"f1\"]:\n",
    "        scores = cross_val_score(classifier, features_4d, labelv, scoring=scoring, cv=5)\n",
    "        print(\"\\t5-fold CV mean {}: {:.2f}\".format(scoring, scores.mean()))\n",
    "    print()\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
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   "source": [
    "Below you will find a table with some guidelines, as well as pros and cons of different classication methods available in scikit-learn.\n",
    "\n",
    "<div class=\"alert alert-block alert-warning\">\n",
    "    <p><i class=\"fa fa-warning\"></i>&nbsp;<strong>Summary table</strong></p>\n",
    "\n",
    "<p>\n",
    "<em>Disclaimer</em>: this table is neither a single source of truth nor complete - it's intended only to provide some first considerations when starting out. At the end of the day, you have to try and pick a method that works for your problem/data.\n",
    "</p>\n",
    "\n",
    "<table>\n",
    "<thead>\n",
    "<tr>\n",
    "<th style=\"text-align: center;\">Classifier type</th>\n",
    "<th style=\"text-align: center;\">When?</th>\n",
    "<th style=\"text-align: center;\">Advantages</th>\n",
    "<th style=\"text-align: center;\">Disadvantages</th>\n",
    "</tr>\n",
    "</thead>\n",
    "<tbody>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Nearest Neighbors<br><br><code>KNeighborsClassifier</code></td>\n",
    "<td style=\"text-align: left;\">- numeric data<br> - when (fast) linear classifiers do not work</td>\n",
    "<td style=\"text-align: left;\">- simple (not many parameters to tweak), hence, a good baseline classifier</td>\n",
    "<td style=\"text-align: left;\">- known not to work well for many dimensions (20 or even less features)</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Logistic Regression<br><br><code>LogisticRegression</code></td>\n",
    "<td style=\"text-align: left;\">- high-dimensional data<br> - a lot of data</td>\n",
    "<td style=\"text-align: left;\">- fast, also in high dimensions<br> - weights can be interpreted</td>\n",
    "<td style=\"text-align: left;\">- data has to be linearly separable (happens often in higher dimensions)<br> - not very efficient with large number of samples</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Linear SVM<br><br><code>LinearSVC</code></td>\n",
    "<td style=\"text-align: left;\">same as above but might be better for text analysis (many features)</td>\n",
    "<td style=\"text-align: left;\">same as above but might be better with very large number of features</td>\n",
    "<td style=\"text-align: left;\">same as above but possibly a bit better with large number of samples</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Kernel SVM<br><br><code>SVC</code></td>\n",
    "<td style=\"text-align: left;\">same as above but when linear SVM does not work<br>- not too many data points</td>\n",
    "<td style=\"text-align: left;\">same as above but learns non-linear boundaries</td>\n",
    "<td style=\"text-align: left;\">same as above but much slower and requires data scaling<br>- model is not easily interpretable</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Decision Tree<br><br><code>DecisionTreeClassifier</code></td>\n",
    "<td style=\"text-align: left;\">- for illustration/insight<br> - with multi-class problems <br> - with categorical or mixed categorical and numerical data</td>\n",
    "<td style=\"text-align: left;\">- simple to interpret<br> - good classification speed and performance</td>\n",
    "<td style=\"text-align: left;\">- prone to overfitting<br> - instable: small change in the training data can give very different model</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Ensemble Averaging<br><br><code>RandomForestClassifier</code></td>\n",
    "<td style=\"text-align: left;\">- when decision tree would be used but for performance</td>\n",
    "<td style=\"text-align: left;\">- fixes decision tree issues: does not overfit easily and is stable with respect to training data<br> - takes into account features dependencies<br> - can compute predicitve error when learning<br> ...</td>\n",
    "<td style=\"text-align: left;\">- harder to interpret than a single decision tree</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Boosting<br><br><code>AdaBoostClassifier</code> (<code>XGBClassifier</code>, <code>HistGradientBoostingClassifier</code>)</td>\n",
    "<td style=\"text-align: left;\">same as aobove</td>\n",
    "<td style=\"text-align: left;\">- works very well out-of-the-box<br>- better performane and more interpretable than random forest when using depth 1 trees</td>\n",
    "<td style=\"text-align: left;\">- more prone to overfitting than random forest</td>\n",
    "</tr>\n",
    "<tr style=\"border-bottom:1px solid black\">\n",
    "    <td colspan=\"100%\"></td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td colspan=\"100%\" style=\"text-align: center;\"><em>[not shown here]</em></td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Naive Bayes<br><br><code>ComplementNB</code>, ...</td>\n",
    "<td style=\"text-align: left;\">- with text data</td>\n",
    "<td style=\"text-align: left;\">...</td>\n",
    "<td style=\"text-align: left;\">...</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Stochastic Gradient<br><br><code>SGDClassifier</code></td>\n",
    "<td style=\"text-align: left;\">- with really big data</td>\n",
    "<td style=\"text-align: left;\">...</td>\n",
    "<td style=\"text-align: left;\">...</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td style=\"text-align: left;\">Kernel Approximation<br><br>pipeline: <code>RBFSampler</code> or <code>Nystroem</code> + <code>LinearSVC</code></td>\n",
    "<td style=\"text-align: left;\">- with really big data and on-line training</td>\n",
    "<td style=\"text-align: left;\">...</td>\n",
    "<td style=\"text-align: left;\">...</td>\n",
    "</tr>\n",
    "</tbody>\n",
    "</table>\n",
    "\n",
    "</div>"
   ]
  },
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   "cell_type": "markdown",
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   "source": [
    "You should be able now to understand better the classification part of the [\"Choosing the right estimator\" scikit-learn chart ](https://scikit-learn.org/stable/tutorial/machine_learning_map/):\n",
    "\n",
    "\n",
    "<table>\n",
    "    <tr><td><img src=\"./images/scikit-learn_ml_map-classification.png\" width=800px></td></tr>\n",
    "    <tr><td><center><sub>Source: <a href=\"https://scikit-learn.org/stable/tutorial/machine_learning_map/\">https://scikit-learn.org/stable/tutorial/machine_learning_map/</a></sub></center></td></tr>\n",
    "</table>"
   ]
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   "source": [
    "Copyright (C) 2019-2021 ETH Zurich, SIS ID"
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