{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "hide_input": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from preamble import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Representing Data and Engineering Features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{align*}\n",
    "\\end{align*}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### One-Hot-Encoding (Dummy variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th>age</th>\n",
       "      <th>workclass</th>\n",
       "      <th>education</th>\n",
       "      <th>gender</th>\n",
       "      <th>hours-per-week</th>\n",
       "      <th>occupation</th>\n",
       "      <th>income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39</td>\n",
       "      <td>State-gov</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>Self-emp-not-inc</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Male</td>\n",
       "      <td>13</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Private</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>53</td>\n",
       "      <td>Private</td>\n",
       "      <td>11th</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>Private</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Female</td>\n",
       "      <td>40</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age          workclass   education   gender  hours-per-week  \\\n",
       "0   39          State-gov   Bachelors     Male              40   \n",
       "1   50   Self-emp-not-inc   Bachelors     Male              13   \n",
       "2   38            Private     HS-grad     Male              40   \n",
       "3   53            Private        11th     Male              40   \n",
       "4   28            Private   Bachelors   Female              40   \n",
       "\n",
       "           occupation  income  \n",
       "0        Adm-clerical   <=50K  \n",
       "1     Exec-managerial   <=50K  \n",
       "2   Handlers-cleaners   <=50K  \n",
       "3   Handlers-cleaners   <=50K  \n",
       "4      Prof-specialty   <=50K  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "# The file has no headers naming the columns, so we pass header=None\n",
    "# and provide the column names explicitly in \"names\"\n",
    "adult_path = os.path.join(mglearn.datasets.DATA_PATH, \"adult.data\")\n",
    "data = pd.read_csv(\n",
    "    adult_path, header=None, index_col=False,\n",
    "    names=['age', 'workclass', 'fnlwgt', 'education',  'education-num',\n",
    "           'marital-status', 'occupation', 'relationship', 'race', 'gender',\n",
    "           'capital-gain', 'capital-loss', 'hours-per-week', 'native-country',\n",
    "           'income'])\n",
    "# For illustration purposes, we only select some of the columns\n",
    "data = data[['age', 'workclass', 'education', 'gender', 'hours-per-week',\n",
    "             'occupation', 'income']]\n",
    "# IPython.display allows nice output formatting within the Jupyter notebook\n",
    "display(data.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Checking string-encoded categorical data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Male      21790\n",
      " Female    10771\n",
      "Name: gender, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.gender.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original features:\n",
      " ['age', 'workclass', 'education', 'gender', 'hours-per-week', 'occupation', 'income'] \n",
      "\n",
      "Features after get_dummies:\n",
      " ['age', 'hours-per-week', 'workclass_ ?', 'workclass_ Federal-gov', 'workclass_ Local-gov', 'workclass_ Never-worked', 'workclass_ Private', 'workclass_ Self-emp-inc', 'workclass_ Self-emp-not-inc', 'workclass_ State-gov', 'workclass_ Without-pay', 'education_ 10th', 'education_ 11th', 'education_ 12th', 'education_ 1st-4th', 'education_ 5th-6th', 'education_ 7th-8th', 'education_ 9th', 'education_ Assoc-acdm', 'education_ Assoc-voc', 'education_ Bachelors', 'education_ Doctorate', 'education_ HS-grad', 'education_ Masters', 'education_ Preschool', 'education_ Prof-school', 'education_ Some-college', 'gender_ Female', 'gender_ Male', 'occupation_ ?', 'occupation_ Adm-clerical', 'occupation_ Armed-Forces', 'occupation_ Craft-repair', 'occupation_ Exec-managerial', 'occupation_ Farming-fishing', 'occupation_ Handlers-cleaners', 'occupation_ Machine-op-inspct', 'occupation_ Other-service', 'occupation_ Priv-house-serv', 'occupation_ Prof-specialty', 'occupation_ Protective-serv', 'occupation_ Sales', 'occupation_ Tech-support', 'occupation_ Transport-moving', 'income_ <=50K', 'income_ >50K']\n"
     ]
    }
   ],
   "source": [
    "print(\"Original features:\\n\", list(data.columns), \"\\n\")\n",
    "data_dummies = pd.get_dummies(data)\n",
    "print(\"Features after get_dummies:\\n\", list(data_dummies.columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th>age</th>\n",
       "      <th>hours-per-week</th>\n",
       "      <th>workclass_ ?</th>\n",
       "      <th>workclass_ Federal-gov</th>\n",
       "      <th>...</th>\n",
       "      <th>occupation_ Tech-support</th>\n",
       "      <th>occupation_ Transport-moving</th>\n",
       "      <th>income_ &lt;=50K</th>\n",
       "      <th>income_ &gt;50K</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  hours-per-week  workclass_ ?  workclass_ Federal-gov      ...       \\\n",
       "0   39              40             0                       0      ...        \n",
       "1   50              13             0                       0      ...        \n",
       "\n",
       "   occupation_ Tech-support  occupation_ Transport-moving  income_ <=50K  \\\n",
       "0                         0                             0              1   \n",
       "1                         0                             0              1   \n",
       "\n",
       "   income_ >50K  \n",
       "0             0  \n",
       "1             0  \n",
       "\n",
       "[2 rows x 46 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(data_dummies.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X.shape: (32561, 44)  y.shape: (32561,)\n"
     ]
    }
   ],
   "source": [
    "features = data_dummies.loc[:, 'age':'occupation_ Transport-moving']\n",
    "# Extract NumPy arrays\n",
    "X = features.values\n",
    "y = data_dummies['income_ >50K'].values\n",
    "print(\"X.shape: {}  y.shape: {}\".format(X.shape, y.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.81\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
    "logreg = LogisticRegression()\n",
    "logreg.fit(X_train, y_train)\n",
    "print(\"Test score: {:.2f}\".format(logreg.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Numbers Can Encode Categoricals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th>Integer Feature</th>\n",
       "      <th>Categorical Feature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>socks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>socks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>box</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Integer Feature Categorical Feature\n",
       "0                0               socks\n",
       "1                1                 fox\n",
       "2                2               socks\n",
       "3                1                 box"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a DataFrame with an integer feature and a categorical string feature\n",
    "demo_df = pd.DataFrame({'Integer Feature': [0, 1, 2, 1],\n",
    "                        'Categorical Feature': ['socks', 'fox', 'socks', 'box']})\n",
    "display(demo_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th>Integer Feature</th>\n",
       "      <th>Categorical Feature_box</th>\n",
       "      <th>Categorical Feature_fox</th>\n",
       "      <th>Categorical Feature_socks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Integer Feature  Categorical Feature_box  Categorical Feature_fox  \\\n",
       "0                0                        0                        0   \n",
       "1                1                        0                        1   \n",
       "2                2                        0                        0   \n",
       "3                1                        1                        0   \n",
       "\n",
       "   Categorical Feature_socks  \n",
       "0                          1  \n",
       "1                          0  \n",
       "2                          1  \n",
       "3                          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.get_dummies(demo_df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th>Integer Feature_0</th>\n",
       "      <th>Integer Feature_1</th>\n",
       "      <th>Integer Feature_2</th>\n",
       "      <th>Categorical Feature_box</th>\n",
       "      <th>Categorical Feature_fox</th>\n",
       "      <th>Categorical Feature_socks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Integer Feature_0  Integer Feature_1  Integer Feature_2  \\\n",
       "0                  1                  0                  0   \n",
       "1                  0                  1                  0   \n",
       "2                  0                  0                  1   \n",
       "3                  0                  1                  0   \n",
       "\n",
       "   Categorical Feature_box  Categorical Feature_fox  Categorical Feature_socks  \n",
       "0                        0                        0                          1  \n",
       "1                        0                        1                          0  \n",
       "2                        0                        0                          1  \n",
       "3                        1                        0                          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "demo_df['Integer Feature'] = demo_df['Integer Feature'].astype(str)\n",
    "display(pd.get_dummies(demo_df, columns=['Integer Feature', 'Categorical Feature']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OneHotEncoder and ColumnTransformer: Categorical Variables with scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 1. 0.]\n",
      " [0. 0. 1. 0. 0. 1.]\n",
      " [0. 1. 0. 1. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "# Setting sparse=False means OneHotEncode will return a numpy array, not a sparse matrix\n",
    "ohe = OneHotEncoder(sparse=False)\n",
    "print(ohe.fit_transform(demo_df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['x0_0' 'x0_1' 'x0_2' 'x1_box' 'x1_fox' 'x1_socks']\n"
     ]
    }
   ],
   "source": [
    "print(ohe.get_feature_names())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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></th>\n",
       "      <th>age</th>\n",
       "      <th>workclass</th>\n",
       "      <th>education</th>\n",
       "      <th>gender</th>\n",
       "      <th>hours-per-week</th>\n",
       "      <th>occupation</th>\n",
       "      <th>income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39</td>\n",
       "      <td>State-gov</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>Self-emp-not-inc</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Male</td>\n",
       "      <td>13</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Private</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>53</td>\n",
       "      <td>Private</td>\n",
       "      <td>11th</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>Private</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Female</td>\n",
       "      <td>40</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age          workclass   education   gender  hours-per-week  \\\n",
       "0   39          State-gov   Bachelors     Male              40   \n",
       "1   50   Self-emp-not-inc   Bachelors     Male              13   \n",
       "2   38            Private     HS-grad     Male              40   \n",
       "3   53            Private        11th     Male              40   \n",
       "4   28            Private   Bachelors   Female              40   \n",
       "\n",
       "           occupation  income  \n",
       "0        Adm-clerical   <=50K  \n",
       "1     Exec-managerial   <=50K  \n",
       "2   Handlers-cleaners   <=50K  \n",
       "3   Handlers-cleaners   <=50K  \n",
       "4      Prof-specialty   <=50K  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "ct = ColumnTransformer(\n",
    "    [(\"scaling\", StandardScaler(), ['age', 'hours-per-week']),\n",
    "     (\"onehot\", OneHotEncoder(sparse=False), ['workclass', 'education', 'gender', 'occupation'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(24420, 44)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/andy/checkout/scikit-learn/sklearn/preprocessing/data.py:617: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
      "  return self.partial_fit(X, y)\n",
      "/home/andy/checkout/scikit-learn/sklearn/base.py:462: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
      "  return self.fit(X, **fit_params).transform(X)\n",
      "/home/andy/checkout/scikit-learn/sklearn/pipeline.py:605: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
      "  res = transformer.transform(X)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "# get all columns apart from income for the features\n",
    "data_features = data.drop(\"income\", axis=1)\n",
    "# split dataframe and income\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    data_features, data.income, random_state=0)\n",
    "\n",
    "ct.fit(X_train)\n",
    "X_train_trans = ct.transform(X_train)\n",
    "print(X_train_trans.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.81\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/andy/checkout/scikit-learn/sklearn/pipeline.py:605: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
      "  res = transformer.transform(X)\n"
     ]
    }
   ],
   "source": [
    "logreg = LogisticRegression()\n",
    "logreg.fit(X_train_trans, y_train)\n",
    "\n",
    "X_test_trans = ct.transform(X_test)\n",
    "print(\"Test score: {:.2f}\".format(logreg.score(X_test_trans, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OneHotEncoder(categorical_features=None, categories=None,\n",
       "       dtype=<class 'numpy.float64'>, handle_unknown='error',\n",
       "       n_values=None, sparse=False)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ct.named_transformers_.onehot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Convenient ColumnTransformer creation with ``make_columntransformer``"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import make_column_transformer\n",
    "ct = make_column_transformer(\n",
    "    (['age', 'hours-per-week'], StandardScaler()),\n",
    "    (['workclass', 'education', 'gender', 'occupation'], OneHotEncoder(sparse=False)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Binning, Discretization, Linear Models, and Trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7416ef7358>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "X, y = mglearn.datasets.make_wave(n_samples=120)\n",
    "line = np.linspace(-3, 3, 1000, endpoint=False).reshape(-1, 1)\n",
    "\n",
    "reg = DecisionTreeRegressor(min_samples_leaf=3).fit(X, y)\n",
    "plt.plot(line, reg.predict(line), label=\"decision tree\")\n",
    "\n",
    "reg = LinearRegression().fit(X, y)\n",
    "plt.plot(line, reg.predict(line), label=\"linear regression\")\n",
    "\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"Regression output\")\n",
    "plt.xlabel(\"Input feature\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import KBinsDiscretizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bin edges: \n",
      " [array([-2.967, -2.378, -1.789, -1.2  , -0.612, -0.023,  0.566,  1.155,\n",
      "        1.744,  2.333,  2.921])]\n"
     ]
    }
   ],
   "source": [
    "kb = KBinsDiscretizer(n_bins=10, strategy='uniform')\n",
    "kb.fit(X)\n",
    "print(\"bin edges: \\n\", kb.bin_edges_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<120x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 120 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_binned = kb.transform(X)\n",
    "X_binned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.753]\n",
      " [ 2.704]\n",
      " [ 1.392]\n",
      " [ 0.592]\n",
      " [-2.064]\n",
      " [-2.064]\n",
      " [-2.651]\n",
      " [ 2.197]\n",
      " [ 0.607]\n",
      " [ 1.248]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., 1., 0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 0., 0., 0., 1.],\n",
       "       [0., 0., 0., 0., 0., 0., 0., 1., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 1., 0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
       "       [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 0., 0., 1., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 1., 0., 0., 0.],\n",
       "       [0., 0., 0., 0., 0., 0., 0., 1., 0., 0.]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(X[:10])\n",
    "X_binned.toarray()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "kb = KBinsDiscretizer(n_bins=10, strategy='uniform', encode='onehot-dense')\n",
    "kb.fit(X)\n",
    "X_binned = kb.transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Input feature')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_binned = kb.transform(line)\n",
    "\n",
    "reg = LinearRegression().fit(X_binned, y)\n",
    "plt.plot(line, reg.predict(line_binned), label='linear regression binned')\n",
    "\n",
    "reg = DecisionTreeRegressor(min_samples_split=3).fit(X_binned, y)\n",
    "plt.plot(line, reg.predict(line_binned), label='decision tree binned')\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.vlines(kb.bin_edges_[0], -3, 3, linewidth=1, alpha=.2)\n",
    "plt.legend(loc=\"best\")\n",
    "plt.ylabel(\"Regression output\")\n",
    "plt.xlabel(\"Input feature\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interactions and Polynomials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(120, 11)\n"
     ]
    }
   ],
   "source": [
    "X_combined = np.hstack([X, X_binned])\n",
    "print(X_combined.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f7416d6d2e8>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_combined, y)\n",
    "\n",
    "line_combined = np.hstack([line, line_binned])\n",
    "plt.plot(line, reg.predict(line_combined), label='linear regression combined')\n",
    "\n",
    "plt.vlines(kb.bin_edges_[0], -3, 3, linewidth=1, alpha=.2)\n",
    "plt.legend(loc=\"best\")\n",
    "plt.ylabel(\"Regression output\")\n",
    "plt.xlabel(\"Input feature\")\n",
    "plt.plot(X[:, 0], y, 'o', c='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(120, 20)\n"
     ]
    }
   ],
   "source": [
    "X_product = np.hstack([X_binned, X * X_binned])\n",
    "print(X_product.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7416ce1ef0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_product, y)\n",
    "\n",
    "line_product = np.hstack([line_binned, line * line_binned])\n",
    "plt.plot(line, reg.predict(line_product), label='linear regression product')\n",
    "\n",
    "plt.vlines(kb.bin_edges_[0], -3, 3, linewidth=1, alpha=.2)\n",
    "\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"Regression output\")\n",
    "plt.xlabel(\"Input feature\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "\n",
    "# include polynomials up to x ** 10:\n",
    "# the default \"include_bias=True\" adds a feature that's constantly 1\n",
    "poly = PolynomialFeatures(degree=10, include_bias=False)\n",
    "poly.fit(X)\n",
    "X_poly = poly.transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_poly.shape: (120, 10)\n"
     ]
    }
   ],
   "source": [
    "print(\"X_poly.shape: {}\".format(X_poly.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Entries of X:\n",
      "[[-0.753]\n",
      " [ 2.704]\n",
      " [ 1.392]\n",
      " [ 0.592]\n",
      " [-2.064]]\n",
      "Entries of X_poly:\n",
      "[[   -0.753     0.567    -0.427     0.321    -0.242     0.182    -0.137\n",
      "      0.103    -0.078     0.058]\n",
      " [    2.704     7.313    19.777    53.482   144.632   391.125  1057.714\n",
      "   2860.36   7735.232 20918.278]\n",
      " [    1.392     1.938     2.697     3.754     5.226     7.274    10.125\n",
      "     14.094    19.618    27.307]\n",
      " [    0.592     0.35      0.207     0.123     0.073     0.043     0.025\n",
      "      0.015     0.009     0.005]\n",
      " [   -2.064     4.26     -8.791    18.144   -37.448    77.289  -159.516\n",
      "    329.222  -679.478  1402.367]]\n"
     ]
    }
   ],
   "source": [
    "print(\"Entries of X:\\n{}\".format(X[:5]))\n",
    "print(\"Entries of X_poly:\\n{}\".format(X_poly[:5]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polynomial feature names:\n",
      "['x0', 'x0^2', 'x0^3', 'x0^4', 'x0^5', 'x0^6', 'x0^7', 'x0^8', 'x0^9', 'x0^10']\n"
     ]
    }
   ],
   "source": [
    "print(\"Polynomial feature names:\\n{}\".format(poly.get_feature_names()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7416c433c8>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_poly, y)\n",
    "\n",
    "line_poly = poly.transform(line)\n",
    "plt.plot(line, reg.predict(line_poly), label='polynomial linear regression')\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"Regression output\")\n",
    "plt.xlabel(\"Input feature\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7416c22f60>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.svm import SVR\n",
    "\n",
    "for gamma in [1, 10]:\n",
    "    svr = SVR(gamma=gamma).fit(X, y)\n",
    "    plt.plot(line, svr.predict(line), label='SVR gamma={}'.format(gamma))\n",
    "\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"Regression output\")\n",
    "plt.xlabel(\"Input feature\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_boston\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "boston = load_boston()\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    boston.data, boston.target, random_state=0)\n",
    "\n",
    "# rescale data\n",
    "scaler = MinMaxScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (379, 13)\n",
      "X_train_poly.shape: (379, 105)\n"
     ]
    }
   ],
   "source": [
    "poly = PolynomialFeatures(degree=2).fit(X_train_scaled)\n",
    "X_train_poly = poly.transform(X_train_scaled)\n",
    "X_test_poly = poly.transform(X_test_scaled)\n",
    "print(\"X_train.shape: {}\".format(X_train.shape))\n",
    "print(\"X_train_poly.shape: {}\".format(X_train_poly.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polynomial feature names:\n",
      "['1', 'x0', 'x1', 'x2', 'x3', 'x4', 'x5', 'x6', 'x7', 'x8', 'x9', 'x10', 'x11', 'x12', 'x0^2', 'x0 x1', 'x0 x2', 'x0 x3', 'x0 x4', 'x0 x5', 'x0 x6', 'x0 x7', 'x0 x8', 'x0 x9', 'x0 x10', 'x0 x11', 'x0 x12', 'x1^2', 'x1 x2', 'x1 x3', 'x1 x4', 'x1 x5', 'x1 x6', 'x1 x7', 'x1 x8', 'x1 x9', 'x1 x10', 'x1 x11', 'x1 x12', 'x2^2', 'x2 x3', 'x2 x4', 'x2 x5', 'x2 x6', 'x2 x7', 'x2 x8', 'x2 x9', 'x2 x10', 'x2 x11', 'x2 x12', 'x3^2', 'x3 x4', 'x3 x5', 'x3 x6', 'x3 x7', 'x3 x8', 'x3 x9', 'x3 x10', 'x3 x11', 'x3 x12', 'x4^2', 'x4 x5', 'x4 x6', 'x4 x7', 'x4 x8', 'x4 x9', 'x4 x10', 'x4 x11', 'x4 x12', 'x5^2', 'x5 x6', 'x5 x7', 'x5 x8', 'x5 x9', 'x5 x10', 'x5 x11', 'x5 x12', 'x6^2', 'x6 x7', 'x6 x8', 'x6 x9', 'x6 x10', 'x6 x11', 'x6 x12', 'x7^2', 'x7 x8', 'x7 x9', 'x7 x10', 'x7 x11', 'x7 x12', 'x8^2', 'x8 x9', 'x8 x10', 'x8 x11', 'x8 x12', 'x9^2', 'x9 x10', 'x9 x11', 'x9 x12', 'x10^2', 'x10 x11', 'x10 x12', 'x11^2', 'x11 x12', 'x12^2']\n"
     ]
    }
   ],
   "source": [
    "print(\"Polynomial feature names:\\n{}\".format(poly.get_feature_names()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score without interactions: 0.621\n",
      "Score with interactions: 0.753\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "ridge = Ridge().fit(X_train_scaled, y_train)\n",
    "print(\"Score without interactions: {:.3f}\".format(\n",
    "    ridge.score(X_test_scaled, y_test)))\n",
    "ridge = Ridge().fit(X_train_poly, y_train)\n",
    "print(\"Score with interactions: {:.3f}\".format(\n",
    "    ridge.score(X_test_poly, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score without interactions: 0.788\n",
      "Score with interactions: 0.761\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "rf = RandomForestRegressor(n_estimators=100).fit(X_train_scaled, y_train)\n",
    "print(\"Score without interactions: {:.3f}\".format(\n",
    "    rf.score(X_test_scaled, y_test)))\n",
    "rf = RandomForestRegressor(n_estimators=100).fit(X_train_poly, y_train)\n",
    "print(\"Score with interactions: {:.3f}\".format(rf.score(X_test_poly, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Univariate Nonlinear Transformations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rnd = np.random.RandomState(0)\n",
    "X_org = rnd.normal(size=(1000, 3))\n",
    "w = rnd.normal(size=3)\n",
    "\n",
    "X = rnd.poisson(10 * np.exp(X_org))\n",
    "y = np.dot(X_org, w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of feature appearances:\n",
      "[28 38 68 48 61 59 45 56 37 40 35 34 36 26 23 26 27 21 23 23 18 21 10  9\n",
      " 17  9  7 14 12  7  3  8  4  5  5  3  4  2  4  1  1  3  2  5  3  8  2  5\n",
      "  2  1  2  3  3  2  2  3  3  0  1  2  1  0  0  3  1  0  0  0  1  3  0  1\n",
      "  0  2  0  1  1  0  0  0  0  1  0  0  2  2  0  1  1  0  0  0  0  1  1  0\n",
      "  0  0  0  0  0  0  1  0  0  0  0  0  1  1  0  0  1  0  0  0  0  0  0  0\n",
      "  1  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1]\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of feature appearances:\\n{}\".format(np.bincount(X[:, 0])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Value')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.bincount(X[:, 0])\n",
    "plt.bar(range(len(bins)), bins, color='grey')\n",
    "plt.ylabel(\"Number of appearances\")\n",
    "plt.xlabel(\"Value\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.622\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
    "score = Ridge().fit(X_train, y_train).score(X_test, y_test)\n",
    "print(\"Test score: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_train_log = np.log(X_train + 1)\n",
    "X_test_log = np.log(X_test + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Value')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(X_train_log[:, 0], bins=25, color='gray')\n",
    "plt.ylabel(\"Number of appearances\")\n",
    "plt.xlabel(\"Value\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.875\n"
     ]
    }
   ],
   "source": [
    "score = Ridge().fit(X_train_log, y_train).score(X_test_log, y_test)\n",
    "print(\"Test score: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Automatic Feature Selection\n",
    "#### Univariate statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (284, 80)\n",
      "X_train_selected.shape: (284, 40)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.feature_selection import SelectPercentile\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "cancer = load_breast_cancer()\n",
    "\n",
    "# get deterministic random numbers\n",
    "rng = np.random.RandomState(42)\n",
    "noise = rng.normal(size=(len(cancer.data), 50))\n",
    "# add noise features to the data\n",
    "# the first 30 features are from the dataset, the next 50 are noise\n",
    "X_w_noise = np.hstack([cancer.data, noise])\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X_w_noise, cancer.target, random_state=0, test_size=.5)\n",
    "# use f_classif (the default) and SelectPercentile to select 50% of features\n",
    "select = SelectPercentile(percentile=50)\n",
    "select.fit(X_train, y_train)\n",
    "# transform training set\n",
    "X_train_selected = select.transform(X_train)\n",
    "\n",
    "print(\"X_train.shape: {}\".format(X_train.shape))\n",
    "print(\"X_train_selected.shape: {}\".format(X_train_selected.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ True  True  True  True  True  True  True  True  True False  True False\n",
      "  True  True  True  True  True  True False False  True  True  True  True\n",
      "  True  True  True  True  True  True False False False  True False  True\n",
      " False False  True False False False False  True False False  True False\n",
      " False  True False  True False False False False False False  True False\n",
      "  True False False False False  True False  True False False False False\n",
      "  True  True False  True False False False False]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = select.get_support()\n",
    "print(mask)\n",
    "# visualize the mask. black is True, white is False\n",
    "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n",
    "plt.xlabel(\"Sample index\")\n",
    "plt.yticks(())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score with all features: 0.930\n",
      "Score with only selected features: 0.940\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# transform test data\n",
    "X_test_selected = select.transform(X_test)\n",
    "\n",
    "lr = LogisticRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "print(\"Score with all features: {:.3f}\".format(lr.score(X_test, y_test)))\n",
    "lr.fit(X_train_selected, y_train)\n",
    "print(\"Score with only selected features: {:.3f}\".format(\n",
    "    lr.score(X_test_selected, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Model-based Feature Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import SelectFromModel\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "select = SelectFromModel(\n",
    "    RandomForestClassifier(n_estimators=100, random_state=42),\n",
    "    threshold=\"median\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (284, 80)\n",
      "X_train_l1.shape: (284, 40)\n"
     ]
    }
   ],
   "source": [
    "select.fit(X_train, y_train)\n",
    "X_train_l1 = select.transform(X_train)\n",
    "print(\"X_train.shape: {}\".format(X_train.shape))\n",
    "print(\"X_train_l1.shape: {}\".format(X_train_l1.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = select.get_support()\n",
    "# visualize the mask. black is True, white is False\n",
    "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n",
    "plt.xlabel(\"Sample index\")\n",
    "plt.yticks(())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.951\n"
     ]
    }
   ],
   "source": [
    "X_test_l1 = select.transform(X_test)\n",
    "score = LogisticRegression().fit(X_train_l1, y_train).score(X_test_l1, y_test)\n",
    "print(\"Test score: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Iterative feature selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.feature_selection import RFE\n",
    "select = RFE(RandomForestClassifier(n_estimators=100, random_state=42),\n",
    "             n_features_to_select=40)\n",
    "\n",
    "select.fit(X_train, y_train)\n",
    "# visualize the selected features:\n",
    "mask = select.get_support()\n",
    "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n",
    "plt.xlabel(\"Sample index\")\n",
    "plt.yticks(())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.951\n"
     ]
    }
   ],
   "source": [
    "X_train_rfe = select.transform(X_train)\n",
    "X_test_rfe = select.transform(X_test)\n",
    "\n",
    "score = LogisticRegression().fit(X_train_rfe, y_train).score(X_test_rfe, y_test)\n",
    "print(\"Test score: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.951\n"
     ]
    }
   ],
   "source": [
    "print(\"Test score: {:.3f}\".format(select.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Utilizing Expert Knowledge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "citibike = mglearn.datasets.load_citibike()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Citibike data:\n",
      "starttime\n",
      "2015-08-01 00:00:00     3\n",
      "2015-08-01 03:00:00     0\n",
      "2015-08-01 06:00:00     9\n",
      "2015-08-01 09:00:00    41\n",
      "2015-08-01 12:00:00    39\n",
      "Freq: 3H, Name: one, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"Citi Bike data:\\n{}\".format(citibike.head()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Rentals')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3))\n",
    "xticks = pd.date_range(start=citibike.index.min(), end=citibike.index.max(),\n",
    "                       freq='D')\n",
    "plt.xticks(xticks, xticks.strftime(\"%a %m-%d\"), rotation=90, ha=\"left\")\n",
    "plt.plot(citibike, linewidth=1)\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Rentals\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# extract the target values (number of rentals)\n",
    "y = citibike.values\n",
    "# convert to POSIX time by dividing by 10**9\n",
    "X = citibike.index.astype(\"int64\").values.reshape(-1, 1) // 10**9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# use the first 184 data points for training, the rest for testing\n",
    "n_train = 184\n",
    "\n",
    "# function to evaluate and plot a regressor on a given feature set\n",
    "def eval_on_features(features, target, regressor):\n",
    "    # split the given features into a training and a test set\n",
    "    X_train, X_test = features[:n_train], features[n_train:]\n",
    "    # also split the target array\n",
    "    y_train, y_test = target[:n_train], target[n_train:]\n",
    "    regressor.fit(X_train, y_train)\n",
    "    print(\"Test-set R^2: {:.2f}\".format(regressor.score(X_test, y_test)))\n",
    "    y_pred = regressor.predict(X_test)\n",
    "    y_pred_train = regressor.predict(X_train)\n",
    "    plt.figure(figsize=(10, 3))\n",
    "\n",
    "    plt.xticks(range(0, len(X), 8), xticks.strftime(\"%a %m-%d\"), rotation=90,\n",
    "               ha=\"left\")\n",
    "\n",
    "    plt.plot(range(n_train), y_train, label=\"train\")\n",
    "    plt.plot(range(n_train, len(y_test) + n_train), y_test, '-', label=\"test\")\n",
    "    plt.plot(range(n_train), y_pred_train, '--', label=\"prediction train\")\n",
    "\n",
    "    plt.plot(range(n_train, len(y_test) + n_train), y_pred, '--',\n",
    "             label=\"prediction test\")\n",
    "    plt.legend(loc=(1.01, 0))\n",
    "    plt.xlabel(\"Date\")\n",
    "    plt.ylabel(\"Rentals\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-set R^2: -0.04\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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5DDsDpumj3lK0DA6xjyhyh4ivLcuUI3ZKs1cQysKZejZlnAeGmJs4fnsgwBCd5NmikC4HEqRNGMiQLrp4bdvsmyVXPChTtyQmF30F5+JWJMx9gWGxbeT4NzYTeY2WEB7c7Ol1Wt1WbJd5obEoXV6yMQkN0Lp8l5OF3IvLSpcPggg9jsJQurzEzLVZF0qXryLsuImnS5eXJ0ItxXHtkuWjG0UxklzL8jLGctJytZLloQ19jLG7LF9Ioz709yXLU8AUKv/lMLL8ePMs5AFFN1ne828MF3mX5Yu0BkBjmJcsD88PjlTfZfkukippf2hZXmqEQp26+U2VZ3MAg4iMh5Xlg7xVQFOd1y9ZHnB0PbYhH2pZnrPjginYaVleeKaTJ4tWlk/CBIn4lN+XLA88Csu7yvg3WV5OoofIP4fR5eWjJbqr+abLi+AZe5ZUsrp8El22y4P5TZeX1hT7NCtZvkhLKVf7kuWxy+Q51XqlytMiqOBxpkqVJ19kNJzi/lLlR3ZBYEe307I8dUAb9uOZnJblAV9Ps51KspLlB8+MbP2wsjzdjlbwZI/jrTaJJTMptMRPaVjL9XHwnrDJ9fJOd5OdH1auB4eYFGb2abk+j1Nj/DysXB+GInKNvZbrx7PB4Kbsv+R6GeOhXmNZJdcLLItyOu1Krg/SKNOUnpVcLzIZxzOoqJLrJfGrSKrzPkuvxwPAZFaP1usFGytDxLjP0ushRPL26BgotF4/9Dufn+v1+kmP1uuzDAvNT11e6fVJ3mWfmKf0ekkeL5PdYfX6KBvv1zpZej34TZuveZqXXs+qUjDjqJRcX+SrFMxd43It18vTYCp+bFbL9UJ2nh4kableNHTiN++/5HoSUIBriHxLrhfxCqSY2py8CQpWilya0nzxYsi0S8aXp+2ca4zPZHxyiLQs8/ZLxqeH1tKmzq5EfNomWD0VRyXi87nsZPQxIv6QX686tRLxST5grfv5hECJ+EJFup+LahGf7kWM5la1iF9Ey5jPE7WID5GqLaRdw+f27GgOxUvDl1yiCeY+zTcRX+Cdg+9Td1Yqvmykypvxx6biB5ls3KA3WsWXsby3MnqJVvH5KFjsBuAYFV+gcMwnVsUXzZP4jxAvEV/yhExPm4gv3aPj11V9v6n4xIt9t+m8EvEFUNM4nU3El7ezwqSKRsSXZpZimfdZIj74Ll/i8CP7tIhPtgZp4YcR8UevLJneeBgVX/KMbn5NnSXjA0Byy57n/ZeMT9AoQDcfKmgZn3wlQ6efSsZPUr7U4JT3lYwvLl9hWsv4oH3LSRilkfHFf4jEnAO0jt8HZZ96/U3GZ38N8nlV95eMT3ci1V2fcr2S8ckEkrSMDFQyvpyDy3FX8fOYpvOgVFrFD8JHwJUp199UfPE9MH3OFLnJ+EOG8W2X8aVevPC4w8r4Qp1LG9inVXwoHUCcrpcrFT8PKInz+qXiS2PwIiMdm4oPWMP3Rz4tFV8oWZKRa+jmSsYXLKF8h9KpZHxKkGyqUxlVMr6QffhKmvL7kvGbKGYQgGlXMr4krp9NWcv4IubCL+OU/Z9kfBYi6rPZKRl/8MkkjOzYdPwobZhgHlbHj0KxhMQeVscXwke1pKnXLx1f147R8b1IxVd9eOn4fFKSeaxqZfwC7JVpv8n4kid+YqtS8QUsE1fNBx9Kxhd5qrrrswYl44vIKAR12peML9tg4JoxeJLxAcfQrtRPy/giPZUR003GD0KLwrQvGX8kEyRovBqhdPzB6qEbaQrzNyFf7s9AdD1uJeRHoeOcxxT+l5AvOgCfb7uQz75r8lfFWwn5SVSMNJF+E/JrzPN5i9bxqSl5iXsK9jcdf8TetTk1aCFfSCwM7yrwLyGfVATDW5zXLyF/fBEwTIZghHxh0i4O3mOEfCFzrczat0J+BZHctN+E/CE7UGvz+cdS8oed+846UVK+Zt5ayicdQOgpqmkln+7Rry3GKPlJRko/IEQr+RqNtZIfpaqueuZS7CVJRAuY5qXYCzEAodq4u1LsATqG5clljGLPmcc4Z2et2Dfp+tfHlUqxzzL795ynMq8U+yyKQ5jPFbRiLxS1zZJQir0QYBi+TCJWsveSXt1dJfgl2Y+BScaww0r2VV6GlOH6MJI9vFF01DYvX5I9SZ3Lk3SppPkk1LilMbl/yf4vUFmggxDzRlpehO7hOR2XXJHXzCl++Xu6r+Qrj4yUv+1gafnGrrR8a79p+da8tHxrV1q+sS8t39iXlr/Zb2L+Zl9qvrXf1HxrXmq+sSs139qXmm/tS8239puav9lvcr61Lz3fmpWeb+xLz7f2pedb+9LzjV3p+dZ+0/M3+03Q3+xL0bf2pehru1H0jX0p+ta+FH1rX4q+td8UfWtfkv5mX5q+tS9N39qVpm/sS9M3dq3pG/vS9K39pulv9puob+1K1bf2pepb+5Oqv5mXqm/tStXXdqXqW/tN1d/sN1l/sy9d39pvur4xL11/sy9d39qXrm/tS9e39puub+1L2N/sN2Xfmpeyb+1L2bf2pewbu1b2jX0p+y/0HHkA7J79CIbtEi//IMcXfmGD+774Ux0fv/hTHXziN/3kh7le3enuCl/9Ic7f/Piz/MgIf34dW77+5AhzrZD33YEq7Gf+hIl2oDJvSRfJ+ktI1dfbtcBiEQpijOnpyrcXZZ4UL8XrjZUdhkLHk6/EruUGQZ1XK9+U9a3eirJ/wD4EwyGQLbtYb1ffVjTWoO99s6/tfDDm29bVeitIL8b5rfwqy9dPv8oSxgn9eKU5T7/J8uwbHVuKMn7cPAaert9i+Xgp4SX7yAg3Mv+aCtcffTFfVylxRTKGp8SSL6h8/um795+evp7y8isUrzzp0v6O31y4/rxMeMH8270V3W5+q0+cfffz5+Xr/Sd0+ybu+s1ZCko/c3zZr55Pr/cf2Pmi9zJ+zM+L+//907vv37/9/P6fn44t7Pdp8PEgDb7YXTHcuX1HV9v/azdtfCn62U7Umfzl8n+I3rlRCmVuZHN0cmVhbQplbmRvYmoKMTEgMCBvYmoKNTUzOAplbmRvYmoKMTYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNjAgPj4Kc3RyZWFtCnicPZBLEsMgDEP3nEJHwPh/nnS6Su6/rQ2dbLAYhPTAfWIioxYngq/EhwalwyTwbBWEezDZEXKE5ARNhrKDJHENDQalwqZjme/JpnXSSqy80X7ZdzRmnXSKLUWHdiH/5/Ui3KPgGusZPA9gMcjaSqXsmTBaZaau8qjotR/T4T0PRKvF5fUGrvDaRzepKCpL6v5EdzTY/pG3+x7fH5llOCQKZW5kc3RyZWFtCmVuZG9iagoxNyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDc0ID4+CnN0cmVhbQp4nDM1N1UwULC0ABKmhuYK5kaWCimGXEA+iJXLBRPLAbPMTMyALENLZJaJsSGQZWJhhsQyNrGAyiJYBkAabE0OzPQcrjQAA3EYkwplbmRzdHJlYW0KZW5kb2JqCjE4IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggODcgPj4Kc3RyZWFtCnicPY67EcAwCEN7pmAE8wmGfXKpnP3bgD9p0EM6TrgJNgzP0e3CzoE3Qe5FL7Aub4AKIYskGfn2zsWiVpnFr6ZF6oQ0SZw3UehOi0rnA+P0Dng+unUdegplbmRzdHJlYW0KZW5kb2JqCjE5IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjI3ID4+CnN0cmVhbQp4nEWQS44DIRBD95zCR6D+cJ6OsurcfzsuOtFssCUo1zO5AxN78chMlG68ZLg7zBWf4Rkwc/hKmGzETOhOXCOUrhThVJ8IjsvevOmgiXtEzqOeBVnVzg1qAWeS5oLtgi7njBU3zsmtRuXN9KPXEL5pdx/XeYf2SOPew1S+zjnVzruKCGkLWdW0vpBsFMkOaz8qTdvOyxCx4GwaVugc3gi7V3cnSxh+v/IwJRM/D936UXxdN6PrFGcnVyZrz3noSelf9cqjD8VxKegXse3MJPdfp1OSqVN7Z+9p/ae4x/sPkG5WOQplbmRzdHJlYW0KZW5kb2JqCjIwIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzM4ID4+CnN0cmVhbQp4nDVSS5JbQQjbv1PoAq5q/s15nJrV5P7bCOysoIEWEpAWOMjESwxRjXLFH3mC8TqBv+vlafw+3oXUgqci/cC1aRvvx5o1UbA0YinMPvb9KCHHU+PfEOi5SBNmZDJyIBmI+7U+f9abTDn8BqRpc/ooSXoQLdjdGnZ8WZBB0pMaluzkh3UtsLoITZgbayIZObUyNc/HnuEynhgjQdUsIEmfuE8VjEgzHjtnLXmQ4XiqFy9+vY3XMo+pl1UFMrYJ5mA7mQmnKCIQv6AkuYm7aOoojmbGmtuFhpIi9909nJz0ur+cRAVeCeEs1hKOGXrKMic7DUqgauUEmGG99oVxmjZKuFPT7V2xr99nJmHc5rCzUjINznFwL5vMESR73TFhEx6HmPfuEYzEvPldbBFcucy5JtOP/SjaSB8U1+dcTZmtKOEfquSJFdf4//zez88/kDd9sQplbmRzdHJlYW0KZW5kb2JqCjIxIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNjQgPj4Kc3RyZWFtCnicMzM0VDBQ0DUCEmaGJgrmRpYKKYZcQD6IlcsFE8sBs8xMzIAsY1NTJJYBkDYyNYPTEBmgAXAGRH8aAClPFE4KZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDg5ID4+CnN0cmVhbQp4nD2NuxHAMAhDe6ZgBGN+1j65VM7+bWwf5wY9BCdhgBurrgEPzg5+hNa+6SMpmtRHsIguMkV57q0om9Z1VMokXMrc+ZPCcNTgHLq/1dpxusTRW/f+04kdmQplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzA0ID4+CnN0cmVhbQp4nD2SO5LDMAxDe52CF8iM+JPk82Qnlff+7T4yyVaASYkAKC91mbKmPCBpJgn/0eHhYjvld9iezczAtUQvE8spz6ErxNxF+bKZjbqyOsWqwzCdW/SonIuGTZOa5ypLGbcLnsO1ieeWfcQPNzSoB3WNS8IN3dVoWQrNcHX/O71H2Xc1PBebVOrUF48XURXm+SFPoofpSuJ8PCghXHswRhYS5FPRQI6zXK3yXkL2DrcassJBaknnsyc82HV6Ty5uF80QD2S5VPhOUezt0DO+7EoJPRK24VjufTuasekamzjsfu9G1sqMrmghfshXJ+slYNxTJkUSZE62WG6L1Z7uoSimc4ZzGSDq2YqGUuZiV6t/DDtvLC/ZLMiUzAsyRqdNnjh4yH6NmvR5led4/QFs83M7CmVuZHN0cmVhbQplbmRvYmoKMjQgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMzAgPj4Kc3RyZWFtCnicNVFJbsMwDLzrFfOBAOIuv8dBT+3/rx3SCWBgaEuczREbGxF4icHPQeTGW9aMmvibyV3xuzwVHgm3gidRBF6Ge9kJLm8Yl/04zHzwXlo5kxpPMiAX2fTwRMhgl0DowOwa1GGbaSf6hoTPjkg1G1lOX0vQS6sQKE/ZfqcLSrSt6s/tsy607WtPONntqSeVTyCeW7ICl41XTBZjGfRE5S7F9EGqs4WehPKifA6y+aghEl2inIEnBgejQDuw57afiVeFoHV1n7aNoRopHU//NjQ1SSLkEyWc2dK4W/j+nnv9/AOmVFOfCmVuZHN0cmVhbQplbmRvYmoKMjUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMjcgPj4Kc3RyZWFtCnicNU87sgMhDOs5hS6QGYxtYM+zmVQv92+fZLINEv5I8vRERyZe5sgIrNnxthYZiBn4FlPxrz3tw4TqPbiHCOXiQphhJJw167ibp+PFv13lM9bBuw2+YpYXBLYwk/WVxZnLdsFYGidxTrIbY9dEbGNd6+kU1hFMKAMhne0wJcgcFSl9sqOMOTpO5InnYqrFLr/vYX3BpjGiwhxXBU/QZFCWPe8moB0X9N/Vjd9JNIteAjKRYGGdJObOWU741WtHx1GLIjEnpBnkMhHSnK5iCqEJxTo7CioVBZfqc8rdPv9oXVtNCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNDUgPj4Kc3RyZWFtCnicRVC7jUMxDOs9BRcIYP0se553SJXbvz1KRnCFIVo/kloSmIjASwyxlG/iR0ZBPQu/F4XiM8TPF4VBzoSkQJz1GRCZeIbaRm7odnDOvMMzjDkCF8VacKbTmfZc2OScBycQzm2U8YxCuklUFXFUn3FM8aqyz43XgaW1bLPTkewhjYRLSSUml35TKv+0KVsq6NpFE7BI5IGTTTThLD9DkmLMoJRR9zC1jvRxspFHddDJ2Zw5LZnZ7qftTHwPWCaZUeUpnecyPiep81xOfe6zHdHkoqVV+5z93pGW8iK126HV6VclUZmN1aeQuDz/jJ/x/gOOoFk+CmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzOTIgPj4Kc3RyZWFtCnicPVJLbgUxCNvPKbhApfBNcp6p3u7df1ubzFSqCi8DtjGUlwypJT/qkogzTH71cl3iUfK9bGpn5iHuLjam+FhyX7qG2HLRmmKxTxzJL8i0VFihVt2jQ/GFKBMPAC3ggQXhvhz/8ReowdewhXLDe2QCYErUbkDGQ9EZSFlBEWH7kRXopFCvbOHvKCBX1KyFoXRiiA2WACm+qw2JmKjZoIeElZKqHdLxjKTwW8FdiWFQW1vbBHhm0BDZ3pGNETPt0RlxWRFrPz3po1EytVEZD01nfPHdMlLz0RXopNLI3cpDZ89CJ2Ak5kmY53Aj4Z7bQQsx9HGvlk9s95gpVpHwBTvKAQO9/d6Sjc974CyMXNvsTCfw0WmnHBOtvh5i/YM/bEubXMcrh0UUqLwoCH7XQRNxfFjF92SjRHe0AdYjE9VoJRAMEsLO7TDyeMZ52d4VtOb0RGijRB7UjhE9KLLF5ZwVsKf8rM2xHJ4PJntvtI+UzMyohBXUdnqots9jHdR3nvv6/AEuAKEZCmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNDcgPj4Kc3RyZWFtCnicTVG7bUQxDOvfFFzgAOtreZ4LUl32b0PJCJDCIKEvKaclFvbGSwzhB1sPvuSRVUN/Hj8x7DMsPcnk1D/muclUFL4VqpuYUBdi4f1oBLwWdC8iK8oH349lDHPO9+CjEJdgJjRgrG9JJhfVvDNkwomhjsNBm1QYd00ULK4VzTPI7VY3sjqzIGx4JRPixgBEBNkXkM1go4yxlZDFch6oCpIFWmDX6RtRi4IrlNYJdKLWxLrM4Kvn9nY3Qy/y4Ki6eH0M60uwwuileyx8rkIfzPRMO3dJI73wphMRZg8FUpmdkZU6PWJ9t0D/n2Ur+PvJz/P9CxUoXCoKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDkwID4+CnN0cmVhbQp4nE2NQRLAIAgD77wiT1BE0P90etL/X6vUDr3ATgKJFkWC9DVqSzDuuDIVa1ApmJSXwFUwXAva7qLK/jJJTJ2G03u3A4Oy8XGD0kn79nF6AKv9egbdD9IcIlgKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE2MyA+PgpzdHJlYW0KeJxFkLl1BDEMQ3NVgRJ4gDrqGT9Hs/2nC2m83kD6eIR4iD0Jw3JdxYXRDT/etsw0vI4y3I31Zcb4qLFATtAHGCITV6NJ9e2KM1Tp4dVirqOiXC86IhLMkuOrQCN8OrLHQ1vbmX46r3/sIe8T/yoq525hAS6q7kD5Uh/x1I/ZUeqaoY8qK2seatq/CLsilLZ9XE5lnLp7B7TCZytX+30DqOc6gAplbmRzdHJlYW0KZW5kb2JqCjMxIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNTIgPj4Kc3RyZWFtCnicMzYzVDBQMLFUMDI2UTA2NAJiE4UUQy6gCIiVywUTywGzQKpyuKDKc2CqcrjSAOkJDcAKZW5kc3RyZWFtCmVuZG9iagozMiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDY4ID4+CnN0cmVhbQp4nDMyt1AwULA0ARKGFiYK5mYGCimGXEC+qYm5Qi4XSAzEygGzDIC0JZyCiFtCNEGUglgQpWYmZhBJOAMilwYAybQV5QplbmRzdHJlYW0KZW5kb2JqCjMzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNDUgPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZclhBWLhdMLAfMAtGWcAoingYAn30MtQplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTYxID4+CnN0cmVhbQp4nEWQSxLDIAxD95xCR/BHBnyedLpK77+tIU2zgKexQAZ3JwSptQUT0QUvbUu6Cz5bCc7GeOg2bjUS5AR1gFak42iUUn25xWmVdPFoNnMrC60THWYOepSjGaAQOhXe7aLkcqbuzvlHcPVf9Uex7pzNxMBk5Q6EZvUp7nybHVFd3WR/0mNu1mt/FfaqsLSspeWE285dM6AE7qkc7f0FqXM6hAplbmRzdHJlYW0KZW5kb2JqCjM1IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzIwID4+CnN0cmVhbQp4nDVRu3HFMAzrNQUX8J34lTSPc6/K278NQDsVYRoEQKq8ZEq5XOqSVbLC5EeH6hRN+T5gpvwO9ZDj6B7ZIbpT1pZ7GAjLxDyljlhNlnu4BYEvDE2JuYXz9wjoKwajMBOBusXfP0CzJDBpcPBTkGutWmKJDjwsFlizK8ytGilUyFV8Oza5BwVycbPQpxyaFLfcgvBliGRHarGvy2Up8rv1CRiEFeaITxSJheeBDmYi8ScDYnv22WJXVy+qERnWSYcHUgTSbG4SMDRFsuqDG9hXxzU/T0fZwclBv4rB+DY4mS9JeV8FoRCPF/4Oz9nIsZJDJBTyfbXAiCNsgBGhT+0jEGUgNEX37plSPiZViu8ARiEcfapXMrwXkdlqhs3/GV3ZKgoGVVkfn0ZwJoNJOPNkowrTUrXTv/vc4/MHY2N6gAplbmRzdHJlYW0KZW5kb2JqCjM2IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjE0ID4+CnN0cmVhbQp4nD1QuxFDMQjrPQUL5M587TfPy6XL/m0knKRCNkISlJpMyZSHOsqSrClPHT5LYoe8h+VuZDYlKkUvk7Al99AK8X2J5hT33dWWs0M0l2g5fgszKqobHdNLNppwKhO6oNzDM/oNbXQDVocesVsg0KRg17YgcscPGAzBmROLIgxKTQb/rXL3UtzvPRxvooiUdPCu+eX0y88tvE49jkS6vfmKa3GmOgpEcEZq8op0YcWyyEOk1QQ1PQNrtQCu3nr5N2hHdBmA7BOJ4zSlHEP/1rjH6wOHilL0CmVuZHN0cmVhbQplbmRvYmoKMzcgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA4MCA+PgpzdHJlYW0KeJxFjLsNwDAIRHumYAR+JmafKJWzfxsgStxwT7p7uDoSMlPeYYaHBJ4MLIZT8QaZo2A1uEZSjZ3so7BuX3WB5npTq/X3BypPdnZxPc3LGfQKZW5kc3RyZWFtCmVuZG9iagozOCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIzNiA+PgpzdHJlYW0KeJxNUEtuRCEM23OKXOBJJCEBzkPVVef+27HDVO0qhhh/SA/pslUe61NidYns8qVNl8oyeRWo5U/b/1EMAm7/0MhBtLeMnWLmEtbFwiQ85TQjGyfXLB+PO08bZoXGxI3jnS4ZYJ8WATVblc2BOW06N0C6kBq3qrPeZFAMIupCzQeTLpyn0ZeIOZ6oYEp3JrWQG1w+1aEDcVq9Crlji5NvxBxZocBh0Exx1l8B1qjJslnIIEmGIc59o3uUCo2oynkrFcIPk6ER9YbVoAaVuYWiqeWS/B3aAjAFtox16QxKgaoAwd8qp32/ASSNXVMKZW5kc3RyZWFtCmVuZG9iagozOSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE1NyA+PgpzdHJlYW0KeJxFkLkRQzEIRHNVQQkSsAjqscfRd/+pF/lKtG8ALYevJVOqHyciptzXaPQweQ6fTSVWLNgmtpMachsWQUoxmHhOMaujt6GZh9TruKiquHVmldNpy8rFf/NoVzOTPcI16ifwTej4nzy0qehboK8LlH1AtTidSVAxfa9igaOcdn8inBjgPhlHmSkjcWJuCuz3GQBmvle4xuMF3QE3eQplbmRzdHJlYW0KZW5kb2JqCjQwIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzMyID4+CnN0cmVhbQp4nC1SOY4kMQzL/Qp+YADr8vGeHkzU+/90SVUFBapsyzzkcsNEJX4skNtRa+LXRmagwvCvq8yF70jbyDqIa8hFXMmWwmdELOQxxDzEgu/b+Bke+azMybMHxi/Z9xlW7KkJy0LGizO0wyqOwyrIsWDrIqp7eFOkw6kk2OOL/z7FcxeCFr4jaMAv+eerI3i+pEXaPWbbtFsPlmlHlRSWg+1pzsvkS+ssV8fj+SDZ3hU7QmpXgKIwd8Z5Lo4ybWVEa2Fng6TGxfbm2I+lBF3oxmWkOAL5mSrCA0qazGyiIP7I6SGnMhCmrulKJ7dRFXfqyVyzubydSTJb90WKzRTO68KZ9XeYMqvNO3mWE6VORfgZe7YEDZ3j6tlrmYVGtznBKyV8NnZ6cvK9mlkPyalISBXTugpOo8gUS9iW+JqKmtLUy/Dfl/cZf/8BM+J8AQplbmRzdHJlYW0KZW5kb2JqCjQxIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNjggPj4Kc3RyZWFtCnicMzM2UzBQsDACEqamhgrmRpYKKYZcQD6IlcsFE8sBs8wszIEsIwuQlhwuQwtjMG1ibKRgZmIGZFkgMSC60gBy+BKRCmVuZHN0cmVhbQplbmRvYmoKNDIgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMTcgPj4Kc3RyZWFtCnicNVJLckMxCNu/U3CBzpi/fZ50smruv62EJyuwLUBCLi9Z0kt+1CXbpcPkVx/3JbFCPo/tmsxSxfcWsxTPLa9HzxG3LQoEURM9+DInFSLUz9ToOnhhlz4DrxBOKRZ4B5MABq/hX3iUToPAOxsy3hGTkRoQJMGaS4tNSJQ9Sfwr5fWklTR0fiYrc/l7cqkUaqPJCBUgWLnYB6QrKR4kEz2JSLJyvTdWiN6QV5LHZyUmGRDdJrFNtMDj3JW0hJmYQgXmWIDVdLO6+hxMWOOwhPEqYRbVg02eNamEZrSOY2TDePfCTImFhsMSUJt9lQmql4/T3AkjpkdNdu3Csls27yFEo/kzLJTBxygkAYdOYyQK0rCAEYE5vbCKveYLORbAiGWdmiwMbWglu3qOhcDQnLOlYcbXntfz/gdFW3ujCmVuZHN0cmVhbQplbmRvYmoKNDMgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNyA+PgpzdHJlYW0KeJwzNrRQMIDDFEMuABqUAuwKZW5kc3RyZWFtCmVuZG9iago0NCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDEzMSA+PgpzdHJlYW0KeJxFj8sNBCEMQ+9U4RLyGT6ph9We2P6v6zCaQUL4QSI78TAIrPPyNtDF8NGiwzf+NtWrY5UsH7p6UlYP6ZCHvPIVUGkwUcSFWUwdQ2HOmMrIljK3G+G2TYOsbJVUrYN2PAYPtqdlqwh+qW1h6izxDMJVXrjHDT+QS613vVW+f0JTMJcKZW5kc3RyZWFtCmVuZG9iago0NSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDMzOCA+PgpzdHJlYW0KeJw1Ujmu3UAM630KXSCAds2c5wWpfu7fhpRfCkO0VoqajhaVafllIVUtky6/7UltiRvy98kKiROSVyXapQyRUPk8hVS/Z8u8vtacESBLlQqTk5LHJQv+DJfeLhznY2s/jyN3PXpgVYyEEgHLFBOja1k6u8Oajfw8pgE/4hFyrli3HGMVSA26cdoV70PzecgaIGaYlooKXVaJFn5B8aBHrX33WFRYINHtHElwjI1QkYB2gdpIDDmzFruoL/pZlJgJdO2LIu6iwBJJzJxiXTr6Dz50LKi/NuPLr45K+kgra0zad6NJacwik66XRW83b309uEDzLsp/Xs0gQVPWKGl80KqdYyiaGWWFdxyaDDTHHIfMEzyHMxKU9H0ofl9LJrookT8ODaF/Xx6jjJwGbwFz0Z+2igMX8dlhrxxghdLFmuR9QCoTemD6/9f4ef78Axy2gFQKZW5kc3RyZWFtCmVuZG9iago0NiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0OCA+PgpzdHJlYW0KeJwtUTmSA0EIy+cVekJz0++xy5H3/+kKygGDhkMgOi1xUMZPEJYr3vLIVbTh75kYwXfBod/KdRsWORAVSNIYVE2oXbwevQd2HGYC86Q1LIMZ6wM/Ywo3enF4TMbZ7XUZNQR712tPZlAyKxdxycQFU3XYyJnDT6aMC+1czw3IuRHWZRikm5XGjIQjTSFSSKHqJqkzQZAEo6tRo40cxX7pyyOdYVUjagz7XEvb13MTzho0OxarPDmlR1ecy8nFCysH/bzNwEVUGqs8EBJwv9tD/Zzs5Dfe0rmzxfT4XnOyvDAVWPHmtRuQTbX4Ny/i+D3j6/n8A6ilWxYKZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE3MSA+PgpzdHJlYW0KeJxNkE0OQiEQg/ecohcwofMDj/NoXOn9t3bw+eKC9EshQ6fDAx1H4kZHhs7oeLDJMQ68CzImXo3zn4zrJI4J6hVtwbq0O+7NLDEnLBMjYGuU3JtHFPjhmAtBguzywxcYRKRrmG81n3WTfn67013UpXX30yMKnMiOUAwbcAXY0z0O3BLO75omv1QpGZs4lA9UF5Gy2QmFqKVil1NVaIziVj3vi17t+QHB9jv7CmVuZHN0cmVhbQplbmRvYmoKNDggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMTAgPj4Kc3RyZWFtCnicNVDLDUMxCLtnChaoFAKBZJ5WvXX/a23QO2ER/0JYyJQIeanJzinpSz46TA+2Lr+xIgutdSXsypognivvoZmysdHY4mBwGiZegBY3YOhpjRo1dOGCpi6VQoHFJfCZfHV76L5PGXhqGXJ2BBFDyWAJaroWTVi0PJ+QTgHi/37D7i3koZLzyp4b+Ruc7fA7s27hJ2p2ItFyFTLUszTHGAgTRR48eUWmcOKz1nfVNBLUZgtOlgGuTj+MDgBgIl5ZgOyuRDlL0o6ln2+8x/cPQABTtAplbmRzdHJlYW0KZW5kb2JqCjE0IDAgb2JqCjw8IC9CYXNlRm9udCAvRGVqYVZ1U2FucyAvQ2hhclByb2NzIDE1IDAgUgovRW5jb2RpbmcgPDwKL0RpZmZlcmVuY2VzIFsgMzIgL3NwYWNlIDQ1IC9oeXBoZW4gNDggL3plcm8gL29uZSAvdHdvIC90aHJlZSAvZm91ciAvZml2ZSAvc2l4IC9zZXZlbgovZWlnaHQgL25pbmUgNjggL0QgNzAgL0YgNzcgL00gODIgL1IgL1MgL1QgODcgL1cgOTcgL2EgOTkgL2MgL2QgL2UgMTA0IC9oCi9pIDEwOCAvbCAxMTAgL24gL28gL3AgMTE0IC9yIC9zIC90IC91IF0KL1R5cGUgL0VuY29kaW5nID4+Ci9GaXJzdENoYXIgMCAvRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Gb250RGVzY3JpcHRvciAxMyAwIFIKL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0xhc3RDaGFyIDI1NSAvTmFtZSAvRGVqYVZ1U2FucwovU3VidHlwZSAvVHlwZTMgL1R5cGUgL0ZvbnQgL1dpZHRocyAxMiAwIFIgPj4KZW5kb2JqCjEzIDAgb2JqCjw8IC9Bc2NlbnQgOTI5IC9DYXBIZWlnaHQgMCAvRGVzY2VudCAtMjM2IC9GbGFncyAzMgovRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Gb250TmFtZSAvRGVqYVZ1U2FucyAvSXRhbGljQW5nbGUgMAovTWF4V2lkdGggMTM0MiAvU3RlbVYgMCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL1hIZWlnaHQgMCA+PgplbmRvYmoKMTIgMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjAwIDY4NSA2MDAgNjAwIDMxOCAzMTggNTE4IDUxOAo1OTAgNTAwIDEwMDAgNTAwIDEwMDAgNTIxIDQwMCAxMDIzIDYwMCA1MjUgNjExIDMxOCA0MDEgNjM2IDYzNiA2MzYgNjM2IDMzNwo1MDAgNTAwIDEwMDAgNDcxIDYxMiA4MzggMzYxIDEwMDAgNTAwIDUwMCA4MzggNDAxIDQwMSA1MDAgNjM2IDYzNiAzMTggNTAwCjQwMSA0NzEgNjEyIDk2OSA5NjkgOTY5IDUzMSA2ODQgNjg0IDY4NCA2ODQgNjg0IDY4NCA5NzQgNjk4IDYzMiA2MzIgNjMyIDYzMgoyOTUgMjk1IDI5NSAyOTUgNzc1IDc0OCA3ODcgNzg3IDc4NyA3ODcgNzg3IDgzOCA3ODcgNzMyIDczMiA3MzIgNzMyIDYxMSA2MDUKNjMwIDYxMyA2MTMgNjEzIDYxMyA2MTMgNjEzIDk4MiA1NTAgNjE1IDYxNSA2MTUgNjE1IDI3OCAyNzggMjc4IDI3OCA2MTIgNjM0CjYxMiA2MTIgNjEyIDYxMiA2MTIgODM4IDYxMiA2MzQgNjM0IDYzNCA2MzQgNTkyIDYzNSA1OTIgXQplbmRvYmoKMTUgMCBvYmoKPDwgL0QgMTYgMCBSIC9GIDE3IDAgUiAvTSAxOCAwIFIgL1IgMTkgMCBSIC9TIDIwIDAgUiAvVCAyMSAwIFIgL1cgMjIgMCBSCi9hIDIzIDAgUiAvYyAyNCAwIFIgL2QgMjUgMCBSIC9lIDI2IDAgUiAvZWlnaHQgMjcgMCBSIC9maXZlIDI4IDAgUgovZm91ciAyOSAwIFIgL2ggMzAgMCBSIC9oeXBoZW4gMzEgMCBSIC9pIDMyIDAgUiAvbCAzMyAwIFIgL24gMzQgMCBSCi9uaW5lIDM1IDAgUiAvbyAzNiAwIFIgL29uZSAzNyAwIFIgL3AgMzggMCBSIC9yIDM5IDAgUiAvcyA0MCAwIFIKL3NldmVuIDQxIDAgUiAvc2l4IDQyIDAgUiAvc3BhY2UgNDMgMCBSIC90IDQ0IDAgUiAvdGhyZWUgNDUgMCBSIC90d28gNDYgMCBSCi91IDQ3IDAgUiAvemVybyA0OCAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDE0IDAgUiA+PgplbmRvYmoKNCAwIG9iago8PCAvQTEgPDwgL0NBIDAgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTIgPDwgL0NBIDEgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTMgPDwgL0NBIDAuOCAvVHlwZSAvRXh0R1N0YXRlIC9jYSAwLjggPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgPj4KZW5kb2JqCjIgMCBvYmoKPDwgL0NvdW50IDEgL0tpZHMgWyAxMCAwIFIgXSAvVHlwZSAvUGFnZXMgPj4KZW5kb2JqCjQ5IDAgb2JqCjw8IC9DcmVhdGlvbkRhdGUgKEQ6MjAxODEwMDkyMzUzMjQtMDQnMDAnKQovQ3JlYXRvciAobWF0cGxvdGxpYiAzLjAuMCwgaHR0cDovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKG1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgMy4wLjApID4+CmVuZG9iagp4cmVmCjAgNTAKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTY4OTEgMDAwMDAgbiAKMDAwMDAxNjY1NCAwMDAwMCBuIAowMDAwMDE2Njg2IDAwMDAwIG4gCjAwMDAwMTY4MjggMDAwMDAgbiAKMDAwMDAxNjg0OSAwMDAwMCBuIAowMDAwMDE2ODcwIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM5OSAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDYwMTIgMDAwMDAgbiAKMDAwMDAxNTIxMCAwMDAwMCBuIAowMDAwMDE1MDEwIDAwMDAwIG4gCjAwMDAwMTQ1MzMgMDAwMDAgbiAKMDAwMDAxNjI2MyAwMDAwMCBuIAowMDAwMDA2MDMzIDAwMDAwIG4gCjAwMDAwMDYyNjYgMDAwMDAgbiAKMDAwMDAwNjQxMiAwMDAwMCBuIAowMDAwMDA2NTcxIDAwMDAwIG4gCjAwMDAwMDY4NzEgMDAwMDAgbiAKMDAwMDAwNzI4MiAwMDAwMCBuIAowMDAwMDA3NDE4IDAwMDAwIG4gCjAwMDAwMDc1NzkgMDAwMDAgbiAKMDAwMDAwNzk1NiAwMDAwMCBuIAowMDAwMDA4MjU5IDAwMDAwIG4gCjAwMDAwMDg1NTkgMDAwMDAgbiAKMDAwMDAwODg3NyAwMDAwMCBuIAowMDAwMDA5MzQyIDAwMDAwIG4gCjAwMDAwMDk2NjIgMDAwMDAgbiAKMDAwMDAwOTgyNCAwMDAwMCBuIAowMDAwMDEwMDYwIDAwMDAwIG4gCjAwMDAwMTAxODQgMDAwMDAgbiAKMDAwMDAxMDMyNCAwMDAwMCBuIAowMDAwMDEwNDQxIDAwMDAwIG4gCjAwMDAwMTA2NzUgMDAwMDAgbiAKMDAwMDAxMTA2OCAwMDAwMCBuIAowMDAwMDExMzU1IDAwMDAwIG4gCjAwMDAwMTE1MDcgMDAwMDAgbiAKMDAwMDAxMTgxNiAwMDAwMCBuIAowMDAwMDEyMDQ2IDAwMDAwIG4gCjAwMDAwMTI0NTEgMDAwMDAgbiAKMDAwMDAxMjU5MSAwMDAwMCBuIAowMDAwMDEyOTgxIDAwMDAwIG4gCjAwMDAwMTMwNzAgMDAwMDAgbiAKMDAwMDAxMzI3NCAwMDAwMCBuIAowMDAwMDEzNjg1IDAwMDAwIG4gCjAwMDAwMTQwMDYgMDAwMDAgbiAKMDAwMDAxNDI1MCAwMDAwMCBuIAowMDAwMDE2OTUxIDAwMDAwIG4gCnRyYWlsZXIKPDwgL0luZm8gNDkgMCBSIC9Sb290IDEgMCBSIC9TaXplIDUwID4+CnN0YXJ0eHJlZgoxNzEwNQolJUVPRgo=\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "regressor = RandomForestRegressor(n_estimators=100, random_state=0)\n",
    "eval_on_features(X, y, regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-set R^2: 0.60\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_hour = citibike.index.hour.values.reshape(-1, 1)\n",
    "eval_on_features(X_hour, y, regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-set R^2: 0.84\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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76RoCgG4HybJem1F7GcUej9l8P8PKwDR1NPoWrcIh1pFN7jDxdVSbcszO0ZwdQnmcybsp5zwYYm5i+/2GgCEqyZOH0nQFSFAWYaDSdFHF+1hm32q5EqFMX5KYXIwdzuXlkDD3JYbFsTTHv7GY2NdoCeHGzR6/TqtlxVeZZwrLqcuT5eQ3pXE6YX7aq1u20NaiwjyHKoeZbJtFmGd+ZDvGMRiJMM9NOO3tGJBPYd7a0ZGu+SzCPKlHYxWORkKFeSs6PN3ucQrzplODtzkO802Ztw0mq4+dVGEel5jMD5FYhPlqX/GxaG8izJs4xu70RZc3wNM0jMMsujyIxHi9+tTlCVOlh5sWD9Hl7Xva40FBFF1+HNX5qpZ6Xb5V+1rB5nV5zjGfvOqKqsuzB4lnXm8jujwJysRxCHwiy1drah40V1HloWO1r5Zc7TdVnkJDJFI7fHGqPJExscKp8uQKrbkVgkWU5/FWa69ivYjyFOoIM1dR3hTxSmyu4vspylPwOZhWDr0ojwfMD+H6MuAU5c157PnQREWUp/EHL+V46inKm3xJzs6Hy09RPlqCpodXBCrKH+ydD+L7KcozebaHzWYr7RttlougdIwZjqFBpXp8pxPuR4KpVE+OMl+Gq/R+k+oBHD14fFDYRak3MWS2g6tOqT/06v5EqScawY7f1X4q9fYNI1ObNq/UV+s7k038i1JvmR3bVUU+lfpp9eHQvrxQz843+97Q5oX6kY1E8+hZnVBfTRh8EPadUE/hz/mQokWob7bs2q8vlkSor5afxOx4rAj1ljXditG2CPU3MHqhXsioQr2iUYR6RaMI9Y6NKtQrHVWoVzyqUK98dEK9AHIR6h8JqUK9EDLZd0BhpAmlikgR8BWSqt8rJVW/V0w6/V44qfq9gFL0e+Gk6vfKSaffCyhVv1dQqn4voFT5XkCp6r2CUtR74aRX72+cVPVeOOnEe+GkivfKSRXvlZMq3isnnXgvnBTxXjmp4r1w0on3wkkn3gsnnXgvnFTx/uSkSvfKSSfdCydVuhdOeun+xkmR7h0nVbpXTqp0r5xcpPsbKJ10L6BU6V5BqdK9gFKlewGlSPfKSSfdCydVuldQOuleQKnSvYJSpXsFpUj3DpSndi+YdNq9YNJp98JJp90LJ512L5x02r1w0mn3wslTu3eYXMT7R0w68V446cR74aQT709OqnavnFTtXjl5avdKSdXuhZKi3SsmVbpXTKp0r5hU6V4x6aT7E5Oi3AslVbhXSopwr5j0wv0NkyrcCyadbi+YVN1eMXnT7ZWRqtsrI1W3V0aqbi+MVN1eGOl0e2Gk0+2FkU63F0aqbn8yUlV7ZaRT7YWRotorI1W0F0aqaK+MdKK9MFJFe2WkivbKSBXtlZEq2isjVbQXRqpoL4xU0V4hqaK9QlJFe4WkivYKSRXtFZIi2isjnWgvjFTRXijpRHuhpBPthZIq2islVbRXSqpoL5BU0V4hqaK9UlJEe6WkE+2FkiraKyVVtBdKnpq9g+Si2d8gqdq8YvJL9n+BzEJX2AODayoX6/rChFiWQfY9c2hg/15ekfJv4PZSvoBbpXwFt0r5Cm6R8pXbTso/ua1KvoDbCfkCbhHyFdxeyL+BW4V8Abfo+Mpt1fGV26rjK7pVx1d0q46v6FYdX9CtOr6g+9TxHblVx1dyq46v5FYd/yS3qvhKbqfiC7lVxRdyq4ov5HYqvpBbVXwlt6r4Sm5V8ZXcTsUXcquKr+RWFV/IrSq+kFtVfCW3qvhKbqfiC7mdii/kVhVfye1UfEG3qPgO3SLjK7qdjC/oVhlf0X3K+I7cTsYXcjsZX9CtMr6iW2R8h27V8QXdTscXdIuOr+QWHV/J7WR8QbfK+IpulfEV0SrjS4erMr6AUmR85aTK+MpJJ+MLKFXGF1Cqii+gVBFfQflQXexdb3jyexe+Hjz/2xtf+DEN7vvsr3J8/OKvcvCJ3/TrHu56udOLT/jqD/n68x5/tt8T4Z9fjyU//LpIs4zsTxzo1uVcf61EHeiwyapG1b836rHfroWFJB0ztBrL45VvL2K2MxJHyQ83FjutCPXN/vr1fJyx+OFq8U2sb3UpYv+AvdjvXByK2Gk36+3q2xOdNem9b/ZzOR+c+bZ0ed4ZpGfj/NZ+gOXrxx9gSccO/fjQ0Dz+/MqTP95YUpTR4+YxYHr4g5WPl5aesx8ZEY7Mf0iFh993cX+ZQm04P5seE8v+FuXzT9+9//T4lyjPf1vilZda6u/x8woPvySTnjH/dm9NcLz+AZ85++7nz6evL7+MWxfxot/spfH5ieOn/cHzq9frb+l80XuKerp+3tz/75/eff/+7ef3//y0LWF/ueHd7mx4L35VtCNhXdGD7f+1mnH8/fOTlcie/OXyf7VFtQkKZW5kc3RyZWFtCmVuZG9iagoxMSAwIG9iago1MDkwCmVuZG9iagoxNiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE2MCA+PgpzdHJlYW0KeJw9kEsSwyAMQ/ecQkfA+H+edLpK7r+tDZ1ssBiE9MB9YiKjFieCr8SHBqXDJPBsFYR7MNkRcoTkBE2GsoMkcQ0NBqXCpmOZ78mmddJKrLzRftl3NGaddIotRYd2If/n9SLco+Aa6xk8D2AxyNpKpeyZMFplpq7yqOi1H9PhPQ9Eq8Xl9Qau8NpHN6koKkvq/kR3NNj+kbf7Ht8fmWU4JAplbmRzdHJlYW0KZW5kb2JqCjE3IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNzQgPj4Kc3RyZWFtCnicMzU3VTBQsLQAEqaG5grmRpYKKYZcQD6IlcsFE8sBs8xMzIAsQ0tklomxIZBlYmGGxDI2sYDKIlgGQBpsTQ7M9ByuNAADcRiTCmVuZHN0cmVhbQplbmRvYmoKMTggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA4NyA+PgpzdHJlYW0KeJw9jrsRwDAIQ3umYATzCYZ9cqmc/duAP2nQQzpOuAk2DM/R7cLOgTdB7kUvsC5vgAohiyQZ+fbOxaJWmcWvpkXqhDRJnDdR6E6LSucD4/QOeD66dR16CmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMjcgPj4Kc3RyZWFtCnicRZBLjgMhEEP3nMJHoP5wno6y6tx/Oy460WywJSjXM7kDE3vxyEyUbrxkuDvMFZ/hGTBz+EqYbMRM6E5cI5SuFOFUnwiOy9686aCJe0TOo54FWdXODWoBZ5Lmgu2CLueMFTfOya1G5c30o9cQvml3H9d5h/ZI497DVL7OOdXOu4oIaQtZ1bS+kGwUyQ5rPypN287LELHgbBpW6BzeCLtXdydLGH6/8jAlEz8P3fpRfF03o+sUZydXJmvPeehJ6V/1yqMPxXEp6Bex7cwk91+nU5KpU3tn72n9p7jH+w+QblY5CmVuZHN0cmVhbQplbmRvYmoKMjAgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMzggPj4Kc3RyZWFtCnicNVJLkltBCNu/U+gCrmr+zXmcmtXk/tsI7KyggRYSkBY4yMRLDFGNcsUfeYLxOoG/6+Vp/D7ehdSCpyL9wLVpG+/HmjVRsDRiKcw+9v0oIcdT498Q6LlIE2ZkMnIgGYj7tT5/1ptMOfwGpGlz+ihJehAt2N0adnxZkEHSkxqW7OSHdS2wughNmBtrIhk5tTI1z8ee4TKeGCNB1SwgSZ+4TxWMSDMeO2cteZDheKoXL369jdcyj6mXVQUytgnmYDuZCacoIhC/oCS5ibto6iiOZsaa24WGkiL33T2cnPS6v5xEBV4J4SzWEo4ZesoyJzsNSqBq5QSYYb32hXGaNkq4U9PtXbGv32cmYdzmsLNSMg3OcXAvm8wRJHvdMWETHoeY9+4RjMS8+V1sEVy5zLkm04/9KNpIHxTX51xNma0o4R+q5IkV1/j//N7Pzz+QN32xCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA2NCA+PgpzdHJlYW0KeJwzMzRUMFDQNQISZoYmCuZGlgophlxAPoiVywUTywGzzEzMgCxjU1MklgGQNjI1g9MQGaABcAZEfxoAKU8UTgplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggODkgPj4Kc3RyZWFtCnicPY27EcAwCEN7pmAEY37WPrlUzv5tbB/nBj0EJ2GAG6uuAQ/ODn6E1r7pIyma1EewiC4yRXnurSib1nVUyiRcytz5k8Jw1OAcur/V2nG6xNFb9/7TiR2ZCmVuZHN0cmVhbQplbmRvYmoKMjMgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMDQgPj4Kc3RyZWFtCnicPZI7ksMwDEN7nYIXyIz4k+TzZCeV9/7tPjLJVoBJiQAoL3WZsqY8IGkmCf/R4eFiO+V32J7NzMC1RC8TyynPoSvE3EX5spmNurI6xarDMJ1b9Kici4ZNk5rnKksZtwuew7WJ55Z9xA83NKgHdY1Lwg3d1WhZCs1wdf87vUfZdzU8F5tU6tQXjxdRFeb5IU+ih+lK4nw8KCFcezBGFhLkU9FAjrNcrfJeQvYOtxqywkFqSeezJzzYdXpPLm4XzRAPZLlU+E5R7O3QM77sSgk9ErbhWO59O5qx6RqbOOx+70bWyoyuaCF+yFcn6yVg3FMmRRJkTrZYbovVnu6hKKZzhnMZIOrZioZS5mJXq38MO28sL9ksyJTMCzJGp02eOHjIfo2a9HmV53j9AWzzczsKZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIzMCA+PgpzdHJlYW0KeJw1UUluwzAMvOsV84EA4i6/x0FP7f+vHdIJYGBoS5zNERsbEXiJwc9B5MZb1oya+JvJXfG7PBUeCbeCJ1EEXoZ72QkubxiX/TjMfPBeWjmTGk8yIBfZ9PBEyGCXQOjA7BrUYZtpJ/qGhM+OSDUbWU5fS9BLqxAoT9l+pwtKtK3qz+2zLrTta0842e2pJ5VPIJ5bsgKXjVdMFmMZ9ETlLsX0QaqzhZ6E8qJ8DrL5qCESXaKcgScGB6NAO7Dntp+JV4WgdXWfto2hGikdT/82NDVJIuQTJZzZ0rhb+P6ee/38A6ZUU58KZW5kc3RyZWFtCmVuZG9iagoyNSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIyNyA+PgpzdHJlYW0KeJw1TzuyAyEM6zmFLpAZjG1gz7OZVC/3b59ksg0S/kjy9ERHJl7myAis2fG2FhmIGfgWU/GvPe3DhOo9uIcI5eJCmGEknDXruJun48W/XeUz1sG7Db5ilhcEtjCT9ZXFmct2wVgaJ3FOshtj10RsY13r6RTWEUwoAyGd7TAlyBwVKX2yo4w5Ok7kiediqsUuv+9hfcGmMaLCHFcFT9BkUJY97yagHRf039WN30k0i14CMpFgYZ0k5s5ZTvjVa0fHUYsiMSekGeQyEdKcrmIKoQnFOjsKKhUFl+pzyt0+/2hdW00KZW5kc3RyZWFtCmVuZG9iagoyNiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0NSA+PgpzdHJlYW0KeJxFULuNQzEM6z0FFwhg/Sx7nndIldu/PUpGcIUhWj+SWhKYiMBLDLGUb+JHRkE9C78XheIzxM8XhUHOhKRAnPUZEJl4htpGbuh2cM68wzOMOQIXxVpwptOZ9lzY5JwHJxDObZTxjEK6SVQVcVSfcUzxqrLPjdeBpbVss9OR7CGNhEtJJSaXflMq/7QpWyro2kUTsEjkgZNNNOEsP0OSYsyglFH3MLWO9HGykUd10MnZnDktmdnup+1MfA9YJplR5Smd5zI+J6nzXE597rMd0eSipVX7nP3ekZbyIrXbodXpVyVRmY3Vp5C4PP+Mn/H+A46gWT4KZW5kc3RyZWFtCmVuZG9iagoyNyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDM5MiA+PgpzdHJlYW0KeJw9UktuBTEI288puECl8E1ynqne7t1/W5vMVKoKLwO2MZSXDKklP+qSiDNMfvVyXeJR8r1samfmIe4uNqb4WHJfuobYctGaYrFPHMkvyLRUWKFW3aND8YUoEw8ALeCBBeG+HP/xF6jB17CFcsN7ZAJgStRuQMZD0RlIWUERYfuRFeikUK9s4e8oIFfUrIWhdGKIDZYAKb6rDYmYqNmgh4SVkqod0vGMpPBbwV2JYVBbW9sEeGbQENnekY0RM+3RGXFZEWs/PemjUTK1URkPTWd88d0yUvPRFeik0sjdykNnz0InYCTmSZjncCPhnttBCzH0ca+WT2z3mClWkfAFO8oBA7393pKNz3vgLIxc2+xMJ/DRaaccE62+HmL9gz9sS5tcxyuHRRSovCgIftdBE3F8WMX3ZKNEd7QB1iMT1WglEAwSws7tMPJ4xnnZ3hW05vREaKNEHtSOET0ossXlnBWwp/yszbEcng8me2+0j5TMzKiEFdR2eqi2z2Md1Hee+/r8AS4AoRkKZW5kc3RyZWFtCmVuZG9iagoyOCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0NyA+PgpzdHJlYW0KeJxNUbttRDEM698UXOAA62t5ngtSXfZvQ8kIkMIgoS8ppyUW9sZLDOEHWw++5JFVQ38ePzHsMyw9yeTUP+a5yVQUvhWqm5hQF2Lh/WgEvBZ0LyIrygffj2UMc8734KMQl2AmNGCsb0kmF9W8M2TCiaGOw0GbVBh3TRQsrhXNM8jtVjeyOrMgbHglE+LGAEQE2ReQzWCjjLGVkMVyHqgKkgVaYNfpG1GLgiuU1gl0otbEuszgq+f2djdDL/LgqLp4fQzrS7DC6KV7LHyuQh/M9Ew7d0kjvfCmExFmDwVSmZ2RlTo9Yn23QP+fZSv4+8nP8/0LFShcKgplbmRzdHJlYW0KZW5kb2JqCjI5IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggOTAgPj4Kc3RyZWFtCnicTY1BEsAgCAPvvCJPUETQ/3R60v9fq9QOvcBOAokWRYL0NWpLMO64MhVrUCmYlJfAVTBcC9ruosr+MklMnYbTe7cDg7LxcYPSSfv2cXoAq/16Bt0P0hwiWAplbmRzdHJlYW0KZW5kb2JqCjMwIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTYzID4+CnN0cmVhbQp4nEWQuXUEMQxDc1WBEniAOuoZP0ez/acLabzeQPp4hHiIPQnDcl3FhdENP962zDS8jjLcjfVlxviosUBO0AcYIhNXo0n17YozVOnh1WKuo6JcLzoiEsyS46tAI3w6ssdDW9uZfjqvf+wh7xP/KirnbmEBLqruQPlSH/HUj9lR6pqhjyorax5q2r8IuyKUtn1cTmWcunsHtMJnK1f7fQOo5zqACmVuZHN0cmVhbQplbmRvYmoKMzEgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA1MiA+PgpzdHJlYW0KeJwzNjNUMFAwsVQwMjZRMDY0AmIThRRDLqAIiJXLBRPLAbNAqnK4oMpzYKpyuNIA6QkNwAplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNjggPj4Kc3RyZWFtCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZcQL6piblCLhdIDMTKAbMMgLQlnIKIW0I0QZSCWBClZiZmEEk4AyKXBgDJtBXlCmVuZHN0cmVhbQplbmRvYmoKMzMgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA0NSA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlyWEFYuF0wsB8wC0ZZwCiKeBgCffQy1CmVuZHN0cmVhbQplbmRvYmoKMzQgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNjEgPj4Kc3RyZWFtCnicRZBLEsMgDEP3nEJH8EcGfJ50ukrvv60hTbOAp7FABncnBKm1BRPRBS9tS7oLPlsJzsZ46DZuNRLkBHWAVqTjaJRSfbnFaZV08Wg2cysLrRMdZg56lKMZoBA6Fd7touRypu7O+Udw9V/1R7HunM3EwGTlDoRm9SnufJsdUV3dZH/SY27Wa38V9qqwtKyl5YTbzl0zoATuqRzt/QWpczqECmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMjAgPj4Kc3RyZWFtCnicNVG7ccUwDOs1BRfwnfiVNI9zr8rbvw1AOxVhGgRAqrxkSrlc6pJVssLkR4fqFE35PmCm/A71kOPoHtkhulPWlnsYCMvEPKWOWE2We7gFgS8MTYm5hfP3COgrBqMwE4G6xd8/QLMkMGlw8FOQa61aYokOPCwWWLMrzK0aKVTIVXw7NrkHBXJxs9CnHJoUt9yC8GWIZEdqsa/LZSnyu/UJGIQV5ohPFImF54EOZiLxJwNie/bZYldXL6oRGdZJhwdSBNJsbhIwNEWy6oMb2FfHNT9PR9nByUG/isH4NjiZL0l5XwWhEI8X/g7P2cixkkMkFPJ9tcCII2yAEaFP7SMQZSA0RffumVI+JlWK7wBGIRx9qlcyvBeR2WqGzf8ZXdkqCgZVWR+fRnAmg0k482SjCtNStdO/+9zj8wdjY3qACmVuZHN0cmVhbQplbmRvYmoKMzYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMTQgPj4Kc3RyZWFtCnicPVC7EUMxCOs9BQvkznztN8/Lpcv+bSScpEI2QhKUmkzJlIc6ypKsKU8dPktih7yH5W5kNiUqRS+TsCX30ArxfYnmFPfd1ZazQzSXaDl+CzMqqhsd00s2mnAqE7qg3MMz+g1tdANWhx6xWyDQpGDXtiByxw8YDMGZE4siDEpNBv+tcvdS3O89HG+iiJR08K755fTLzy28Tj2ORLq9+YprcaY6CkRwRmryinRhxbLIQ6TVBDU9A2u1AK7eevk3aEd0GYDsE4njNKUcQ//WuMfrA4eKUvQKZW5kc3RyZWFtCmVuZG9iagozNyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDgwID4+CnN0cmVhbQp4nEWMuw3AMAhEe6ZgBH4mZp8olbN/GyBK3HBPunu4OhIyU95hhocEngwshlPxBpmjYDW4RlKNneyjsG5fdYHmelOr9fcHKk92dnE9zcsZ9AplbmRzdHJlYW0KZW5kb2JqCjM4IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjM2ID4+CnN0cmVhbQp4nE1QS25EIQzbc4pc4EkkIQHOQ9VV5/7bscNU7SqGGH9ID+myVR7rU2J1iezypU2XyjJ5FajlT9v/UQwCbv/QyEG0t4ydYuYS1sXCJDzlNCMbJ9csH487TxtmhcbEjeOdLhlgnxYBNVuVzYE5bTo3QLqQGreqs95kUAwi6kLNB5MunKfRl4g5nqhgSncmtZAbXD7VoQNxWr0KuWOLk2/EHFmhwGHQTHHWXwHWqMmyWcggSYYhzn2je5QKjajKeSsVwg+ToRH1htWgBpW5haKp5ZL8HdoCMAW2jHXpDEqBqgDB3yqnfb8BJI1dUwplbmRzdHJlYW0KZW5kb2JqCjM5IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTU3ID4+CnN0cmVhbQp4nEWQuRFDMQhEc1VBCRKwCOqxx9F3/6kX+Uq0bwAth68lU6ofJyKm3Ndo9DB5Dp9NJVYs2Ca2kxpyGxZBSjGYeE4xq6O3oZmH1Ou4qKq4dWaV02nLysV/82hXM5M9wjXqJ/BN6PifPLSp6FugrwuUfUC1OJ1JUDF9r2KBo5x2fyKcGOA+GUeZKSNxYm4K7PcZAGa+V7jG4wXdATd5CmVuZHN0cmVhbQplbmRvYmoKNDAgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMzIgPj4Kc3RyZWFtCnicLVI5jiQxDMv9Cn5gAOvy8Z4eTNT7/3RJVQUFqmzLPORyw0QlfiyQ21Fr4tdGZqDC8K+rzIXvSNvIOohryEVcyZbCZ0Qs5DHEPMSC79v4GR75rMzJswfGL9n3GVbsqQnLQsaLM7TDKo7DKsixYOsiqnt4U6TDqSTY44v/PsVzF4IWviNowC/556sjeL6kRdo9Ztu0Ww+WaUeVFJaD7WnOy+RL6yxXx+P5INneFTtCaleAojB3xnkujjJtZURrYWeDpMbF9ubYj6UEXejGZaQ4AvmZKsIDSprMbKIg/sjpIacyEKau6Uont1EVd+rJXLO5vJ1JMlv3RYrNFM7rwpn1d5gyq807eZYTpU5F+Bl7tgQNnePq2WuZhUa3OcErJXw2dnpy8r2aWQ/JqUhIFdO6Ck6jyBRL2Jb4moqa0tTL8N+X9xl//wEz4nwBCmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA2OCA+PgpzdHJlYW0KeJwzMzZTMFCwMAISpqaGCuZGlgophlxAPoiVywUTywGzzCzMgSwjC5CWHC5DC2MwbWJspGBmYgZkWSAxILrSAHL4EpEKZW5kc3RyZWFtCmVuZG9iago0MiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDMxNyA+PgpzdHJlYW0KeJw1UktyQzEI279TcIHOmL99nnSyau6/rYQnK7AtQEIuL1nSS37UJdulw+RXH/clsUI+j+2azFLF9xazFM8tr0fPEbctCgRREz34MicVItTP1Og6eGGXPgOvEE4pFngHkwAGr+FfeJROg8A7GzLeEZORGhAkwZpLi01IlD1J/Cvl9aSVNHR+Jitz+XtyqRRqo8kIFSBYudgHpCspHiQTPYlIsnK9N1aI3pBXksdnJSYZEN0msU20wOPclbSEmZhCBeZYgNV0s7r6HExY47CE8SphFtWDTZ41qYRmtI5jZMN498JMiYWGwxJQm32VCaqXj9PcCSOmR0127cKyWzbvIUSj+TMslMHHKCQBh05jJArSsIARgTm9sIq95gs5FsCIZZ2aLAxtaCW7eo6FwNCcs6Vhxtee1/P+B0Vbe6MKZW5kc3RyZWFtCmVuZG9iago0MyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE3ID4+CnN0cmVhbQp4nDM2tFAwgMMUQy4AGpQC7AplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTMxID4+CnN0cmVhbQp4nEWPyw0EIQxD71ThEvIZPqmH1Z7Y/q/rMJpBQvhBIjvxMAis8/I20MXw0aLDN/421atjlSwfunpSVg/pkIe88hVQaTBRxIVZTB1DYc6YysiWMrcb4bZNg6xslVStg3Y8Bg+2p2WrCH6pbWHqLPEMwlVeuMcNP5BLrXe9Vb5/QlMwlwplbmRzdHJlYW0KZW5kb2JqCjQ1IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzM4ID4+CnN0cmVhbQp4nDVSOa7dQAzrfQpdIIB2zZznBal+7t+GlF8KQ7RWipqOFpVp+WUhVS2TLr/tSW2JG/L3yQqJE5JXJdqlDJFQ+TyFVL9ny7y+1pwRIEuVCpOTksclC/4Ml94uHOdjaz+PI3c9emBVjIQSAcsUE6NrWTq7w5qN/DymAT/iEXKuWLccYxVIDbpx2hXvQ/N5yBogZpiWigpdVokWfkHxoEetffdYVFgg0e0cSXCMjVCRgHaB2kgMObMWu6gv+lmUmAl07Ysi7qLAEknMnGJdOvoPPnQsqL8248uvjkr6SCtrTNp3o0lpzCKTrpdFbzdvfT24QPMuyn9ezSBBU9YoaXzQqp1jKJoZZYV3HJoMNMcch8wTPIczEpT0fSh+X0smuiiRPw4NoX9fHqOMnAZvAXPRn7aKAxfx2WGvHGCF0sWa5H1AKhN6YPr/1/h5/vwDHLaAVAplbmRzdHJlYW0KZW5kb2JqCjQ2IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjQ4ID4+CnN0cmVhbQp4nC1ROZIDQQjL5xV6QnPT77HLkff/6QrKAYOGQyA6LXFQxk8Qlive8shVtOHvmRjBd8Gh38p1GxY5EBVI0hhUTahdvB69B3YcZgLzpDUsgxnrAz9jCjd6cXhMxtntdRk1BHvXa09mUDIrF3HJxAVTddjImcNPpowL7VzPDci5EdZlGKSblcaMhCNNIVJIoeomqTNBkASjq1GjjRzFfunLI51hVSNqDPtcS9vXcxPOGjQ7Fqs8OaVHV5zLycULKwf9vM3ARVQaqzwQEnC/20P9nOzkN97SubPF9Phec7K8MBVY8ea1G5BNtfg3L+L4PePr+fwDqKVbFgplbmRzdHJlYW0KZW5kb2JqCjQ3IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTcxID4+CnN0cmVhbQp4nE2QTQ5CIRCD95yiFzCh8wOP82hc6f23dvD54oL0SyFDp8MDHUfiRkeGzuh4sMkxDrwLMiZejfOfjOskjgnqFW3BurQ77s0sMScsEyNga5Tcm0cU+OGYC0GC7PLDFxhEpGuYbzWfdZN+frvTXdSldffTIwqcyI5QDBtwBdjTPQ7cEs7vmia/VCkZmziUD1QXkbLZCYWopWKXU1VojOJWPe+LXu35AcH2O/sKZW5kc3RyZWFtCmVuZG9iago0OCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIxMCA+PgpzdHJlYW0KeJw1UMsNQzEIu2cKFqgUAoFknla9df9rbdA7YRH/QljIlAh5qcnOKelLPjpMD7Yuv7EiC611JezKmiCeK++hmbKx0djiYHAaJl6AFjdg6GmNGjV04YKmLpVCgcUl8Jl8dXvovk8ZeGoZcnYEEUPJYAlquhZNWLQ8n5BOAeL/fsPuLeShkvPKnhv5G5zt8DuzbuEnanYi0XIVMtSzNMcYCBNFHjx5RaZw4rPWd9U0EtRmC06WAa5OP4wOAGAiXlmA7K5EOUvSjqWfb7zH9w9AAFO0CmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL0Jhc2VGb250IC9EZWphVnVTYW5zIC9DaGFyUHJvY3MgMTUgMCBSCi9FbmNvZGluZyA8PAovRGlmZmVyZW5jZXMgWyAzMiAvc3BhY2UgNDUgL2h5cGhlbiA0OCAvemVybyAvb25lIC90d28gL3RocmVlIC9mb3VyIC9maXZlIC9zaXggL3NldmVuCi9laWdodCAvbmluZSA2OCAvRCA3MCAvRiA3NyAvTSA4MiAvUiAvUyAvVCA4NyAvVyA5NyAvYSA5OSAvYyAvZCAvZSAxMDQgL2gKL2kgMTA4IC9sIDExMCAvbiAvbyAvcCAxMTQgL3IgL3MgL3QgL3UgXQovVHlwZSAvRW5jb2RpbmcgPj4KL0ZpcnN0Q2hhciAwIC9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnREZXNjcmlwdG9yIDEzIDAgUgovRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXSAvTGFzdENoYXIgMjU1IC9OYW1lIC9EZWphVnVTYW5zCi9TdWJ0eXBlIC9UeXBlMyAvVHlwZSAvRm9udCAvV2lkdGhzIDEyIDAgUiA+PgplbmRvYmoKMTMgMCBvYmoKPDwgL0FzY2VudCA5MjkgL0NhcEhlaWdodCAwIC9EZXNjZW50IC0yMzYgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZvbnROYW1lIC9EZWphVnVTYW5zIC9JdGFsaWNBbmdsZSAwCi9NYXhXaWR0aCAxMzQyIC9TdGVtViAwIC9UeXBlIC9Gb250RGVzY3JpcHRvciAvWEhlaWdodCAwID4+CmVuZG9iagoxMiAwIG9iagpbIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwCjYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgMzE4IDQwMSA0NjAgODM4IDYzNgo5NTAgNzgwIDI3NSAzOTAgMzkwIDUwMCA4MzggMzE4IDM2MSAzMTggMzM3IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYKNjM2IDYzNiAzMzcgMzM3IDgzOCA4MzggODM4IDUzMSAxMDAwIDY4NCA2ODYgNjk4IDc3MCA2MzIgNTc1IDc3NSA3NTIgMjk1CjI5NSA2NTYgNTU3IDg2MyA3NDggNzg3IDYwMyA3ODcgNjk1IDYzNSA2MTEgNzMyIDY4NCA5ODkgNjg1IDYxMSA2ODUgMzkwIDMzNwozOTAgODM4IDUwMCA1MDAgNjEzIDYzNSA1NTAgNjM1IDYxNSAzNTIgNjM1IDYzNCAyNzggMjc4IDU3OSAyNzggOTc0IDYzNCA2MTIKNjM1IDYzNSA0MTEgNTIxIDM5MiA2MzQgNTkyIDgxOCA1OTIgNTkyIDUyNSA2MzYgMzM3IDYzNiA4MzggNjAwIDYzNiA2MDAgMzE4CjM1MiA1MTggMTAwMCA1MDAgNTAwIDUwMCAxMzQyIDYzNSA0MDAgMTA3MCA2MDAgNjg1IDYwMCA2MDAgMzE4IDMxOCA1MTggNTE4CjU5MCA1MDAgMTAwMCA1MDAgMTAwMCA1MjEgNDAwIDEwMjMgNjAwIDUyNSA2MTEgMzE4IDQwMSA2MzYgNjM2IDYzNiA2MzYgMzM3CjUwMCA1MDAgMTAwMCA0NzEgNjEyIDgzOCAzNjEgMTAwMCA1MDAgNTAwIDgzOCA0MDEgNDAxIDUwMCA2MzYgNjM2IDMxOCA1MDAKNDAxIDQ3MSA2MTIgOTY5IDk2OSA5NjkgNTMxIDY4NCA2ODQgNjg0IDY4NCA2ODQgNjg0IDk3NCA2OTggNjMyIDYzMiA2MzIgNjMyCjI5NSAyOTUgMjk1IDI5NSA3NzUgNzQ4IDc4NyA3ODcgNzg3IDc4NyA3ODcgODM4IDc4NyA3MzIgNzMyIDczMiA3MzIgNjExIDYwNQo2MzAgNjEzIDYxMyA2MTMgNjEzIDYxMyA2MTMgOTgyIDU1MCA2MTUgNjE1IDYxNSA2MTUgMjc4IDI3OCAyNzggMjc4IDYxMiA2MzQKNjEyIDYxMiA2MTIgNjEyIDYxMiA4MzggNjEyIDYzNCA2MzQgNjM0IDYzNCA1OTIgNjM1IDU5MiBdCmVuZG9iagoxNSAwIG9iago8PCAvRCAxNiAwIFIgL0YgMTcgMCBSIC9NIDE4IDAgUiAvUiAxOSAwIFIgL1MgMjAgMCBSIC9UIDIxIDAgUiAvVyAyMiAwIFIKL2EgMjMgMCBSIC9jIDI0IDAgUiAvZCAyNSAwIFIgL2UgMjYgMCBSIC9laWdodCAyNyAwIFIgL2ZpdmUgMjggMCBSCi9mb3VyIDI5IDAgUiAvaCAzMCAwIFIgL2h5cGhlbiAzMSAwIFIgL2kgMzIgMCBSIC9sIDMzIDAgUiAvbiAzNCAwIFIKL25pbmUgMzUgMCBSIC9vIDM2IDAgUiAvb25lIDM3IDAgUiAvcCAzOCAwIFIgL3IgMzkgMCBSIC9zIDQwIDAgUgovc2V2ZW4gNDEgMCBSIC9zaXggNDIgMCBSIC9zcGFjZSA0MyAwIFIgL3QgNDQgMCBSIC90aHJlZSA0NSAwIFIgL3R3byA0NiAwIFIKL3UgNDcgMCBSIC96ZXJvIDQ4IDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTQgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvQ0EgMCAvVHlwZSAvRXh0R1N0YXRlIC9jYSAxID4+Ci9BMiA8PCAvQ0EgMSAvVHlwZSAvRXh0R1N0YXRlIC9jYSAxID4+Ci9BMyA8PCAvQ0EgMC44IC9UeXBlIC9FeHRHU3RhdGUgL2NhIDAuOCA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCA+PgplbmRvYmoKMiAwIG9iago8PCAvQ291bnQgMSAvS2lkcyBbIDEwIDAgUiBdIC9UeXBlIC9QYWdlcyA+PgplbmRvYmoKNDkgMCBvYmoKPDwgL0NyZWF0aW9uRGF0ZSAoRDoyMDE4MTAwOTIzNTMyNS0wNCcwMCcpCi9DcmVhdG9yIChtYXRwbG90bGliIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAobWF0cGxvdGxpYiBwZGYgYmFja2VuZCAzLjAuMCkgPj4KZW5kb2JqCnhyZWYKMCA1MAowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDAxNjQ0MyAwMDAwMCBuIAowMDAwMDE2MjA2IDAwMDAwIG4gCjAwMDAwMTYyMzggMDAwMDAgbiAKMDAwMDAxNjM4MCAwMDAwMCBuIAowMDAwMDE2NDAxIDAwMDAwIG4gCjAwMDAwMTY0MjIgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwMzk5IDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwNTU2NCAwMDAwMCBuIAowMDAwMDE0NzYyIDAwMDAwIG4gCjAwMDAwMTQ1NjIgMDAwMDAgbiAKMDAwMDAxNDA4NSAwMDAwMCBuIAowMDAwMDE1ODE1IDAwMDAwIG4gCjAwMDAwMDU1ODUgMDAwMDAgbiAKMDAwMDAwNTgxOCAwMDAwMCBuIAowMDAwMDA1OTY0IDAwMDAwIG4gCjAwMDAwMDYxMjMgMDAwMDAgbiAKMDAwMDAwNjQyMyAwMDAwMCBuIAowMDAwMDA2ODM0IDAwMDAwIG4gCjAwMDAwMDY5NzAgMDAwMDAgbiAKMDAwMDAwNzEzMSAwMDAwMCBuIAowMDAwMDA3NTA4IDAwMDAwIG4gCjAwMDAwMDc4MTEgMDAwMDAgbiAKMDAwMDAwODExMSAwMDAwMCBuIAowMDAwMDA4NDI5IDAwMDAwIG4gCjAwMDAwMDg4OTQgMDAwMDAgbiAKMDAwMDAwOTIxNCAwMDAwMCBuIAowMDAwMDA5Mzc2IDAwMDAwIG4gCjAwMDAwMDk2MTIgMDAwMDAgbiAKMDAwMDAwOTczNiAwMDAwMCBuIAowMDAwMDA5ODc2IDAwMDAwIG4gCjAwMDAwMDk5OTMgMDAwMDAgbiAKMDAwMDAxMDIyNyAwMDAwMCBuIAowMDAwMDEwNjIwIDAwMDAwIG4gCjAwMDAwMTA5MDcgMDAwMDAgbiAKMDAwMDAxMTA1OSAwMDAwMCBuIAowMDAwMDExMzY4IDAwMDAwIG4gCjAwMDAwMTE1OTggMDAwMDAgbiAKMDAwMDAxMjAwMyAwMDAwMCBuIAowMDAwMDEyMTQzIDAwMDAwIG4gCjAwMDAwMTI1MzMgMDAwMDAgbiAKMDAwMDAxMjYyMiAwMDAwMCBuIAowMDAwMDEyODI2IDAwMDAwIG4gCjAwMDAwMTMyMzcgMDAwMDAgbiAKMDAwMDAxMzU1OCAwMDAwMCBuIAowMDAwMDEzODAyIDAwMDAwIG4gCjAwMDAwMTY1MDMgMDAwMDAgbiAKdHJhaWxlcgo8PCAvSW5mbyA0OSAwIFIgL1Jvb3QgMSAwIFIgL1NpemUgNTAgPj4Kc3RhcnR4cmVmCjE2NjU3CiUlRU9GCg==\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_hour_week = np.hstack([citibike.index.dayofweek.values.reshape(-1, 1),\n",
    "                         citibike.index.hour.values.reshape(-1, 1)])\n",
    "eval_on_features(X_hour_week, y, regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-set R^2: 0.13\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "eval_on_features(X_hour_week, y, LinearRegression())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "enc = OneHotEncoder()\n",
    "X_hour_week_onehot = enc.fit_transform(X_hour_week).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-set R^2: 0.62\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_on_features(X_hour_week_onehot, y, Ridge())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test-set R^2: 0.85\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poly_transformer = PolynomialFeatures(degree=2, interaction_only=True,\n",
    "                                      include_bias=False)\n",
    "X_hour_week_onehot_poly = poly_transformer.fit_transform(X_hour_week_onehot)\n",
    "lr = Ridge()\n",
    "eval_on_features(X_hour_week_onehot_poly, y, lr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "hour = [\"%02d:00\" % i for i in range(0, 24, 3)]\n",
    "day = [\"Mon\", \"Tue\", \"Wed\", \"Thu\", \"Fri\", \"Sat\", \"Sun\"]\n",
    "features =  day + hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "features_poly = poly_transformer.get_feature_names(features)\n",
    "features_nonzero = np.array(features_poly)[lr.coef_ != 0]\n",
    "coef_nonzero = lr.coef_[lr.coef_ != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Feature magnitude')"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 2))\n",
    "plt.plot(coef_nonzero, 'o')\n",
    "plt.xticks(np.arange(len(coef_nonzero)), features_nonzero, rotation=90)\n",
    "plt.xlabel(\"Feature name\")\n",
    "plt.ylabel(\"Feature magnitude\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary and Outlook"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:py37]",
   "language": "python",
   "name": "conda-env-py37-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}