04-representing-data-feature-engineering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "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": {
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       "    }\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": {
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       "</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",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
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       "      <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>2</th>\n",
       "      <td>38</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>3</th>\n",
       "      <td>53</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>4</th>\n",
       "      <td>28</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 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",
       "2   38              40             0                       0  ...   \n",
       "3   53              40             0                       0  ...   \n",
       "4   28              40             0                       0  ...   \n",
       "\n",
       "   occupation_ Tech-support  occupation_ Transport-moving  income_ <=50K  \\\n",
       "0                         0                             0              1   \n",
       "1                         0                             0              1   \n",
       "2                         0                             0              1   \n",
       "3                         0                             0              1   \n",
       "4                         0                             0              1   \n",
       "\n",
       "   income_ >50K  \n",
       "0             0  \n",
       "1             0  \n",
       "2             0  \n",
       "3             0  \n",
       "4             0  \n",
       "\n",
       "[5 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"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\t3kci\\checkout\\scikit-learn\\sklearn\\linear_model\\_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\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": {
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       "<style scoped>\n",
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       "<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": [
    {
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       "  <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": {
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       "<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",
       "        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": [
    "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"
     ]
    }
   ],
   "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"
     ]
    }
   ],
   "source": [
    "logreg = LogisticRegression(max_iter=1000)\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(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 0x2e3faeeca88>"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "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": {
      "needs_background": "light"
     },
     "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 0x2e3fb3bf888>]"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "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 0x2e3fb436048>"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "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": {},
   "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 0x2e3fb4b1ac8>"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "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 0x2e3fb4f8bc8>"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "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": {},
   "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: 0.808\n",
      "Score with interactions: 0.789\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": {},
   "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": {
      "needs_background": "light"
     },
     "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": {},
   "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": {
      "needs_background": "light"
     },
     "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": {
      "needs_background": "light"
     },
     "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: 0.940\n",
      "Score with only selected features: 0.940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\t3kci\\checkout\\scikit-learn\\sklearn\\linear_model\\_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
      "c:\\users\\t3kci\\checkout\\scikit-learn\\sklearn\\linear_model\\_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\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(max_iter=1000)\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": {},
   "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": {
      "needs_background": "light"
     },
     "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: 0.954\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\t3kci\\checkout\\scikit-learn\\sklearn\\linear_model\\_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
     ]
    }
   ],
   "source": [
    "X_test_l1 = select.transform(X_test)\n",
    "score = LogisticRegression(max_iter=1000).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": "iVBORw0KGgoAAAANSUhEUgAAA44AAAA4CAYAAACyjKZhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAJtElEQVR4nO3da6wcZR3H8e+PIiqiQaAaY4FKRASNFgqKwSACIaAETcQowQSNCTHyQqPEeCEqRl/wxku8gnghUUFFFKKJKUErahShgBaoCpIiBKRtFPGSFKl/X+xTezycLuey293Hfj9JszPPzNl5zv5mZvM/88w0VYUkSZIkSTuzx6Q7IEmSJEmabhaOkiRJkqShLBwlSZIkSUNZOEqSJEmShrJwlCRJkiQNZeEoSZIkSRpqSYVjklOT/C7JXUneO6pOaTySfDnJpiS3zWjbL8m1Se5sr0+fZB81tyQHJvlxkg1Jbk/yjtZufh1I8qQkv0ry65bfha39OUluaPl9M8lek+6r5pZkWZJbkny/zZtdJ5JsTLI+ya1Jbmptnjs7kGTfJFcm+W37/nuZ2fUhyWHtmNv+7+Ek7zS/vi26cEyyDPgscBpwBHBWkiNG1TGNxVeBU2e1vRe4rqoOBa5r85o+jwLvrqrDgWOB89rxZn592AqcWFUvBlYBpyY5FrgI+ETL7y/AWyfYRw33DmDDjHmz68srq2pVVR3d5j139uFTwA+r6vnAixkcg2bXgar6XTvmVgGrgX8C38X8uraUK44vAe6qqrur6hHgCuA1o+mWxqGqrgf+PKv5NcBlbfoy4LW7tFOal6p6oKpubtN/Y/Dl+WzMrws18Pc2+4T2r4ATgStbu/lNqSQrgFcDl7b5YHa989w55ZI8DTge+BJAVT1SVQ9hdj06CfhDVd2D+XVtKYXjs4F7Z8zf19rUl2dW1QMwKE6AZ0y4P3ocSVYCRwI3YH7daEMdbwU2AdcCfwAeqqpH2yqeQ6fXJ4H3AP9u8/tjdj0pYE2SdUnObW2eO6ffIcBm4CttmPilSZ6C2fXojcDlbdr8OraUwjFztNUS3k/S40iyD/Ad4J1V9fCk+6P5q6ptbcjOCgYjNg6fa7Vd2ys9niSnA5uqat3M5jlWNbvpdVxVHcXg1przkhw/6Q5pXvYEjgI+X1VHAv/AYY3dafd/nwF8e9J90dItpXC8DzhwxvwK4P6ldUcT8GCSZwG0100T7o92IskTGBSNX6+qq1qz+XWmDbVay+Be1X2T7NkWeQ6dTscBZyTZyOCWjBMZXIE0u05U1f3tdRODe6xegufOHtwH3FdVN7T5KxkUkmbXl9OAm6vqwTZvfh1bSuF4I3Boe7LcXgwuQ18zmm5pF7oGOKdNnwNcPcG+aCfaPVVfAjZU1cdnLDK/DiRZnmTfNv1k4GQG96n+GDizrWZ+U6iq3ldVK6pqJYPvuR9V1dmYXReSPCXJU7dPA6cAt+G5c+pV1Z+Ae5Mc1ppOAu7A7HpzFjuGqYL5dS1Vix9dk+RVDP7yugz4clV9bFQd0+gluRw4ATgAeBD4EPA94FvAQcAfgddX1ewH6GjCkrwc+Cmwnh33Wb2fwX2O5jflkryIwUMAljH4g923quojSQ5hcBVrP+AW4E1VtXVyPdUwSU4Azq+q082uDy2n77bZPYFvVNXHkuyP586pl2QVg4dS7QXcDbyFdg7F7KZekr0ZPA/lkKr6a2vz2OvYkgpHSZIkSdL/v6UMVZUkSZIk7QYsHCVJkiRJQ1k4SpIkSZKGsnCUJEmSJA1l4ShJkiRJGmrJhWOSc0fREU2G+fXL7Ppmfn0zv36ZXd/Mr19m179RXHF0J+ib+fXL7Ppmfn0zv36ZXd/Mr19m1zmHqkqSJEmShkpVzX/lZP4rS1Ns9erV81533bp1Y+yJdgdz7W+bN29m+fLlj2lfyP62kP1Yo7Wz/LTDuM6d4zp/j/N4mobPYlwW+rsttc//T8feuPbPadnvZ5tEdtP6WezMrj6ehvRjS1U9JiwLR+2WFrjfj7En2h2Ma39byPtKu9q4zp09Hk/T8FmMy0J/t2no87QY1/45Lfv9NOjts5iW4ynJuqo6ena7Q1UlSZIkSUNZOEqSJEmShrJwlCRJkiQNZeEoSZIkSRrKwlGSJEmSNJSFoyRJkiRpKAtHSZIkSdJQFo6SJEmSpKEsHCVJkiRJQ6Wq5r9yshm4Z1bzAcCWUXZKu5T59cvs+mZ+fTO/fpld38yvX2bXj4OravnsxgUVjnNJclNVHb2kN9HEmF+/zK5v5tc38+uX2fXN/Ppldv1zqKokSZIkaSgLR0mSJEnSUKMoHC8ZwXtocsyvX2bXN/N7HEk+kOT2JL9JcmuSl455e2uTzHcY1SVJPpLk5AVuY2OSAxbRPY2Ox17fzK9fZte5Jd/jKEnSqCV5GfBx4ISq2tqKrb2q6v4xbnMtcH5V3TTGbWwEjq4qHxAhSeqKQ1UlSdPoWcCWqtoKUFVbtheNST6Y5MYktyW5JEla+9okn0hyfZINSY5JclWSO5N8tK2zMslvk1zWrmRemWTv2RtPckqSXyS5Ocm3k+wzxzpfTXJmm96Y5MK2/vokz2/t+ydZk+SWJBcDmfHzb0ryq3Y19eIky5Ic3Pp7QJI9kvw0ySmj/3glSVoYC0dJ0jRaAxyY5PdJPpfkFTOWfaaqjqmqFwJPBk6fseyRqjoe+AJwNXAe8ELgzUn2b+scBlxSVS8CHgbePnPD7ermBcDJVXUUcBPwrnn0eUtb//PA+a3tQ8DPqupI4BrgoLaNw4E3AMdV1SpgG3B2Vd0DXNT6/27gjqpaM49tS5I0VhaOkqSpU1V/B1YD5wKbgW8meXNb/MokNyRZD5wIvGDGj17TXtcDt1fVA+2q5d3AgW3ZvVX18zb9NeDlszZ/LHAE8PMktwLnAAfPo9tXtdd1wMo2fXzbBlX1A+Avrf2k9vvd2LZxEnBIW+9S4KnA29hRgEqSNFF7TroDkiTNpaq2AWuBta1IPCfJFcDnGNwneG+SDwNPmvFjW9vrv2dMb5/f/p03++b+2fMBrq2qsxbY5e3b28b/fr/O9TCBAJdV1fses2AwdHZFm90H+NsC+yFJ0sh5xVGSNHWSHJbk0BlNq4B72FEkbmn3HZ65iLc/qD18B+As4Gezlv8SOC7Jc1tf9k7yvEVsB+B64Oz2PqcBT2/t1wFnJnlGW7Zfku1XNS8Cvg58EPjiIrcrSdJIecVRkjSN9gE+nWRf4FHgLuDcqnooyRcZDEXdCNy4iPfewODq5cXAnQzuSfyvqtrchsVenuSJrfkC4PeL2NaF7X1uBn4C/LFt444kFwBrkuwB/As4L8lK4BgG9z5uS/K6JG+pqq8sYtuSJI2M/x2HJGm30Qqz77cH60iSpHlyqKokSZIkaSivOEqSJEmShvKKoyRJkiRpKAtHSZIkSdJQFo6SJEmSpKEsHCVJkiRJQ1k4SpIkSZKGsnCUJEmSJA31H8SSYKSiK3HtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\t3kci\\checkout\\scikit-learn\\sklearn\\linear_model\\_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
     ]
    }
   ],
   "source": [
    "X_train_rfe = select.transform(X_train)\n",
    "X_test_rfe = select.transform(X_test)\n",
    "\n",
    "score = LogisticRegression(max_iter=1000).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": {},
   "outputs": [],
   "source": [
    "citibike = mglearn.datasets.load_citibike()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Citi Bike 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": {
      "needs_background": "light"
     },
     "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": {},
   "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": {},
   "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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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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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c6xn8OCht+CGjsvusy3bTNQQkdDtIFvXajNrDKPZ4zOb7GVZGmqaORt+iVfIQ68gmd5j4OqpNOWbnaM5OhvLpTJ5NOXjSEHMT2+83hDREJfnkpjRdgUxQNmGg0nRRxfvYZt9qsRLJMn0LYmIxdvJc3g4Jc19iWBxbc/wbi4l9jBYXXrnY08dptaz4KvNMYXG6PDg2z6ouP+2jvJyeUzxfunw9Y9487HR56i9rimeEii5/fnoFjNO8dHmTzmzfRZS3D0k29nUT5ZmaOlcKp1lF+UdiFeWVWDR5JRZNXolvmrwDVk3+iVgEeSUWQV6JnSB/I/aC/A1ZBXllFkFemVWQV2oV5G/YqsYrt6rxCi5qvCN3avwiX2q8Jxc13qGLGu/QRY1f6CrFK7pI8Q59SfEOXaR4RRcp3qGLFO/QRYp36CLFL3R6N/sY2xmFii76vEMXfV7Rlz7v0EWed+gizzt0kecd+pLnF7lo845ctHlHvrR5Ry7SvJKLNO/IRZp35Euad+AizS9y0eUduejyjnzp8o5cZHklF1nekS9Z3oEvWd6Te1n+kVw1eSVXTV7JlybvyJ0kfyMXSV7Bk33ak5RYtyMqUr0jV6n+Rq46vZI7nV7IVacXcqfTL3DR6R256PSOXHR6Ry46/SIXkd6Ri0jvyJdIr+BOpF/kItI7chHpHbmI9I5cRPpFLgq9I1eFXsmXQu/QRaFX9KXQe3RR6B26KPQOXRT6hS7yvENXeV7RRZ5XdJHnFX3J8x5d5HmHLvK8Qxd5fqGrNq/oos07dNHmFV20eUVf2rwjF23ekYs278hFm1/kIsw7chHmHbkT5hf5TZgXbhXmFVyFeQVXYV7BVZi/gasqr+Cqyiu4qPLC7VX5RS6qvCMXVd6RiyrvyEWVX+QiyTvymyTvuEWSV/AlyTtwVeQVXBR5By6KvAMXRX6BLznecYsc78iXHO/InRy/yEWOd+QixztyleOV/EmOX9iixTtu0eIdt2jxyu20+MW9tHjPLVq84xYt3nGLFr/QVYhXdBXiFX0J8Q7d6fALXXR4hy46vEMXHd6hiw6/0EWEd+gqwiu6iPCK7kT4hS4ivKJvIvwN3Ynwgu5E+Cd0VeAVXRR4JRcFXslVgBdyFeAduQjwjlwEeEcuAvwiX+q7A1f1XcmX+u7Il/juyEV8d+QivjtyEd8d+U18F3BR3h25KOyO/DP2f4FYQtfXA1NoKhdr6sIc1Fjixj4tzvm3n8srgrwIJyrIqy9VkFdfiiDvfLkEeedKEeSXL0WNd75UNV59udR4FwVOjV/kosY78qXGO3BR4x25qPGLXKV4JRcp3pGLFK/kIsUr+ZLiHbhI8Y5cpHhHrlL8jVx1eCVXHV7JRYdXcqfDL3LR4R266vCCrjq8ojsd/gndifCCriK8onsR/obuRfgbuorwiu5EeEUXEd6hiwi/0EWBd+iqwCu6KPCKvhR4hy4KvEMXBd6h3xR4Ty4K/CIX+d2Rq/yu5E5+X+Qivyu5yO+OfMnvDnzJ755c5PdFLtq7Ixft3ZE77X2RO+19kS/t3YGr9q7kor07ctHeF7kI745chPdnaok9nw2ffEeFz/7Pf1/GZ74Ag+s++00aP372mzR4x2/6Rg73ernSi3f44g/54Ss5/mzfAcKfX88lP34jSKMniv0TgG7dzMM3jChAx49WJKr+jlCP/fZash8Rx1isxvL0yrcXMUdCP46SHy8sdtoOypn9xuq6XSzl6dXCJta3uhSxv8de7LspTm1r2c16e/Xtjs6a9No3+1rOe2e+LV3ut5z0rJ/f2pemfPn0pSnp3KEfHtuXp69M+eQXLrYQZbS4EZORHn/J5MdLS8/Zz4gIZ+Q/hsLjd7K43yZpeXkyp6fAst8f+fjTN99/ePrtkec/4fDKgyjlPb8S4fHbX9Iz5t9Oa+Lhwy/dGey7nz8u1pcfoO2LeJGbvbTk/An4sj+SP1Dv33/zWXrKeHp4v+H/90/vvv3+7cfv//nhurn95fb2emd7e/GrYn4L+4oebf+v1Yzzd5Y/WYnsyV8u/wdsPqX+CmVuZHN0cmVhbQplbmRvYmoKMTEgMCBvYmoKNDgyNgplbmRvYmoKMTYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNjAgPj4Kc3RyZWFtCnicPZBLEsMgDEP3nEJHwPh/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+PgovQTMgPDwgL0NBIDAuOCAvVHlwZSAvRXh0R1N0YXRlIC9jYSAwLjggPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgPj4KZW5kb2JqCjIgMCBvYmoKPDwgL0NvdW50IDEgL0tpZHMgWyAxMCAwIFIgXSAvVHlwZSAvUGFnZXMgPj4KZW5kb2JqCjQ5IDAgb2JqCjw8IC9DcmVhdGlvbkRhdGUgKEQ6MjAyMDA1MjAxMjExNTUtMDQnMDAnKQovQ3JlYXRvciAobWF0cGxvdGxpYiAzLjEuMywgaHR0cDovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKG1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgMy4xLjMpID4+CmVuZG9iagp4cmVmCjAgNTAKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTYxODMgMDAwMDAgbiAKMDAwMDAxNTk0NiAwMDAwMCBuIAowMDAwMDE1OTc4IDAwMDAwIG4gCjAwMDAwMTYxMjAgMDAwMDAgbiAKMDAwMDAxNjE0MSAwMDAwMCBuIAowMDAwMDE2MTYyIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDQwMyAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDUzMDQgMDAwMDAgbiAKMDAwMDAxNDUwMiAwMDAwMCBuIAowMDAwMDE0MzAyIDAwMDAwIG4gCjAwMDAwMTM4MjUgMDAwMDAgbiAKMDAwMDAxNTU1NSAwMDAwMCBuIAowMDAwMDA1MzI1IDAwMDAwIG4gCjAwMDAwMDU1NTggMDAwMDAgbiAKMDAwMDAwNTcwNCAwMDAwMCBuIAowMDAwMDA1ODYzIDAwMDAwIG4gCjAwMDAwMDYxNjMgMDAwMDAgbiAKMDAwMDAwNjU3NCAwMDAwMCBuIAowMDAwMDA2NzEwIDAwMDAwIG4gCjAwMDAwMDY4NzEgMDAwMDAgbiAKMDAwMDAwNzI0OCAwMDAwMCBuIAowMDAwMDA3NTUxIDAwMDAwIG4gCjAwMDAwMDc4NTEgMDAwMDAgbiAKMDAwMDAwODE2OSAwMDAwMCBuIAowMDAwMDA4NjM0IDAwMDAwIG4gCjAwMDAwMDg5NTQgMDAwMDAgbiAKMDAwMDAwOTExNiAwMDAwMCBuIAowMDAwMDA5MzUyIDAwMDAwIG4gCjAwMDAwMDk0NzYgMDAwMDAgbiAKMDAwMDAwOTYxNiAwMDAwMCBuIAowMDAwMDA5NzMzIDAwMDAwIG4gCjAwMDAwMDk5NjcgMDAwMDAgbiAKMDAwMDAxMDM2MCAwMDAwMCBuIAowMDAwMDEwNjQ3IDAwMDAwIG4gCjAwMDAwMTA3OTkgMDAwMDAgbiAKMDAwMDAxMTEwOCAwMDAwMCBuIAowMDAwMDExMzM4IDAwMDAwIG4gCjAwMDAwMTE3NDMgMDAwMDAgbiAKMDAwMDAxMTg4MyAwMDAwMCBuIAowMDAwMDEyMjczIDAwMDAwIG4gCjAwMDAwMTIzNjIgMDAwMDAgbiAKMDAwMDAxMjU2NiAwMDAwMCBuIAowMDAwMDEyOTc3IDAwMDAwIG4gCjAwMDAwMTMyOTggMDAwMDAgbiAKMDAwMDAxMzU0MiAwMDAwMCBuIAowMDAwMDE2MjQzIDAwMDAwIG4gCnRyYWlsZXIKPDwgL0luZm8gNDkgMCBSIC9Sb290IDEgMCBSIC9TaXplIDUwID4+CnN0YXJ0eHJlZgoxNjM5NwolJUVPRgo=\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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": {
      "needs_background": "light"
     },
     "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": {},
   "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": {
      "needs_background": "light"
     },
     "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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YUtOdcBytGGoYHZFzzz1H6O62Pktrq4s4TSZmDLWUki9/eRsPPdRW8H3nsyRlTow2l8Orr/Zy002b6e21zuX+/ZagcnNvOdPmBQKTwKF2hDKk3QrqiZaH2hbQdp9dasiHU1DX1lrfK0GtmCRUTFBLKb8opZwnpVwEXA88KaX8C+Ap4H2ZX7sBuL9SbSgX+wG9bFkNAE8+2V7yPpzTyjD2lRLBfZYPM2VdHgm9PBFWrqs5WnG3diedc6jLTZs3gTtrB7ouMVPlCerRyvIBoyOonTNGhw+7FdQTL4Z6585+br11N//0T9sLvq/rJqkO6/pNGZNjQDcc3/veXn7wg/3ceedhgGxGIDeC2lnYZbI41CFhZZCSySkQQ22aOUFtO9SlhnzY24fDyqFWTDrGIw/1PwKfF0Lsw4qp/uk4tKEobPGwfLklqG1HrBQGC+rJsSgxkU7jb7Ae0knD3cO6XIe63BhsJ7pukkqZCAENDX7AfQz1/L88QMM5nZPKobYHR27P5eg61OUNRHbt6ue55zoRmQCy1lZ37l4kojP/w2/QeG7nhHGo7VkUp3vuRNNk9ly6HRxNJOzPu3NnP4mEwbFjlsB0M1g9cfJmGs/rnDwOta7jzSwvMhJlxlBPBIc6kbBinkOhnLvs0qHe3T+dtrQS1IrJhW/kXykfKeXTwNOZ7w8A547F3y0Xu+NvnhUg0Jygp6d0MRKJaHgCBgtuOED18gixF+aMdjMLUm7avJiZc/2Srh3q8nIP2+3WdYlhSLzeQiH4xWF30DW1XvwzLAFWaiiJYUg8MyOs/uUGAFpblrtuz1gSJ0ZwtiVU0nIiCOryBki/+MVBAD74F/O5Z+0eWls9SCkRorTrI97YzupfrQdgx4pFZbVptLCvyaGuzaSRIjTPun7dnsuJhH0t7NrVz7bWXPRfqYPVNto4et09XHQdBL99adahnsiC2khpRGXY+j7hUhBPJIc6I4ZluJp4ykM1uIqh7jPCPLa9CYCb60EoQa2YJKhKicNgiwffh9Zz1Yl7OdG8p+R9RKM6Uhes/K8tLP/73cT9kdFuZkHKLeySdEwnuw35GK0Yaijf1bQ76BVf3sGBr3yb6ZceL7mzTSYNEkdCaP2ZtHvhvrLaNFakzFxnmzbddbx2yIfbLB3Oa6BcQX3okNVJL/67bVx14l7q1hx15TD3HQhmv+/3d5fVptHCvs6HujaT5D6n23M5kbCvhb7Lnuc/VtxM8xWWqC41G5IXb/Z7Oa1/UpQe12K5c1m2oJ4IDnVGUG+KLeb2Tz/JQa3ZlaA2HbIkIkPQNzmeswqFEtTDYD+M4y3bAIi+/cWS9xGJ6EjDQ/+maQBoi4+MXgOHodwsHymHiC53IVu5DnU5+7Cxp5bnf2EzAKf+22slC+p43ADTQ8/L1rn0nFR44dhEI+0YHKVl6edSSpl3PbkZII1GoSAbW3TuOPNhAE699TVXYR+RDkH72lkAeE8+PiHyOtvX+VDXZtpxL6aZ/ILa/pzzv2QlgzrtW68CpTvUzTTj374EgMT81klRetxwZE8y4lMgbV5GUL9w3MqE+1xipRUGYpZwX8ViNHqjLJpvzTa16U0QicALL8DGjaPeZIViNFGCehjsjv+UfZcAkDpSU/I+IhGd2lP6qFvVC4A8qWBSk1GnXEGd1HMP+5QxPg61c7tyO0a7g+78t7dZP++rLTnkI5EwwGPS/4q1gr1q1Ymy2jRWOEMD9HjpUV7OawncCurRi6G2ReeSoy0AJI+GXS1MjER0utdbi6caz+90tUZitMkJ6sLH2DnbII43jEmbKsnAgXLiaAhwt9bEs9cKp4vMOTwpSo+bqdy5nF7jUhBPJIc6HsdZj6fal2lTKQsTM6J81jxr4e1xvQk2b4b//E/4zndGq6UKRUVQgnoYbOEwN2BVfTIaSo/likQ0pl9yAl+T5UD4T3NXhKJU8tPmuZiizzhhRsJLdedsV20oP+RjeIe6lGpqtkPt66sDoGpGquRFifG4zqJP7WfZF60MDNWrJ4eg1jIiLLqnFtHWWPL2oy+oy3WoMwPdE28BwBvWXaXO8591hLnXWwVEms4fu4WJw1239mDDMGTBgbBmWu9H99VgRqsq08AxxP68L155MQDegPWZS12U2Ecfeo8VwtM781DWoZ7IpcfNVKZyqyeGV58aDrUQcO35Vlij9GQG76WEfcTjmBJmL64GoM1ozBV2iceHd7tdVkxVKEYLJaiHIZUyaXxLB/FZlqssZpQe/xyJ6Pjrcw+74KoODCr7kDdNmfdscRXykQkTiO6txUi5u0zKT5uX+xADHeprr32Biy56umhRHYsZCL9BIGq5eqF58ZJd70TCwN+Qc4Lqz+4m5TJrxliSNq1zaaY9ZYthKD/ko3xBbZ23JtMKvQnOi5csqFMpg9qzO6k9ybqnG1Z3c6KrxIwELnjttV7mzHmQ3/ymcCVA57EpdH3agyOpeaZEpUTbQU4csRbnBedZ57FUh/opnsL4f08A0NN4hKrq0c1hXwnMTMiHBxOSSXc7sR1qwxj/Et0Zd7m2yXKXI2ZmjUIpgjoW49XUUu690yrw02E0oEtH/6MPcV388pfwmc+UnqZPoRhFlKAehnTaZMlNe1g34z4A/DNL73AjET1PhHnDOocovaxuKQx0FN0JaqvjNtOeskuPj0bIh1NomKbkgQeO8dxznfT2FidoYzGds3/6EqH//j0AofmlC+p43MgbHHlDBruT+0vax3igSasT8jelScnSnbDREdSjG/Kx+DN72D/birsNzY9z6HBp9+bA+zLVEeRQrPKzRy++2MXx40meeKJwTvt8QT34OKcz57L2lH5iTe5mSNpo4xVeoZVWV9uPJqmUQfXyftLdlggLzY8DsmRBHScn2lr2XU1VuLzKnmOBHUPda9bSdsLdM7ItFmZjcjlH9GlDi82xIhZDlx5qpocQHgHCYxk7JQrqlLTSmlZV+3nnSUcRq8+GgHV9DPkZN22C48ehdfyvacWbFyWoh8AwrFRtTW/JlTX2N6XpT5fmhEUiWrbjloag88mZ6FT2wTdQALlxsmq6ZrPvv07GTHs4Uf+Gq3ZM//wG3pX6HVXv2+xq+6HCBKJRPevA9/UVJ6ijUZ3G87ogZP2+HvGRLLHSXDyec6j7XpjFS9euoS7aXNI+xgPRb7l/oTkJEqfsK3l7XZec9JVtvCv9W0766rYJEfKx5ObXeXHug8zuW8qeW0/jyNFS70s9m2e95r6LWbvgWpIH68pqVzHkcqsXFnrO1wsN+AzDcRxnlF5oCuB5nudWbuVZnnW1fTFs3drL2rUjD1BSKZPz7nuWK1vv45UPXMgLK64DRMlZPmJYA6qtN6/mvKNXUe2xrvnJ4FADRKLuZhtaY3W8kDyNQ1rz+MdRx2L8LnIxd94n+cufv5uPXtBm5YovUVCnM4L6vBvOYMmP/wnvV74MVZnwpqFCW2yhnZoY+eQVb06KEtRCiG8JIeqEEH4hxDohRKcQ4sOVbtx4kk6bVM1IUr00SpAgez93IRve/Tb6e0oTw86Oe/OHL+D5yy5jsbasEk3OMhoOtZnyEFoQY9oFnUSC7lKKNX96K54qk7qPbnG1vbPdTnHhFNHFCuoevY+aFRFI+/jk2v/lsfnvIdlf2njSGfLRd/cptN0/f1LEsYruOo78bgEAmovMEJpmcsrXt+HxS5b+ze5xD/nQgjFqT4rgM/18vucr7P3GaRw+WNqUeTSq46+3zmW9ZoWOdHZWXpCMVKxopJCPqqOzab1zIQC6cBdu9DiPA7CRymVNuO669bzjHc/T1TW8wNGq4tSd2o80BG33zWPZnGl4vQJdlyVdZ7ag1nr9BAIex6LEietQT5vhY56vAwAj5c5kORS31kQc06eNexx1qi9Ol1lLNGpSO6vGqnYIrh3qQI3j2eq3XlOCWjGRKVZRXCGl7AeuBo4AK4B/qFirJgCplEHTeZ0ALGMZ6UdO4/gD84j2lLafaDQ3texJWjFlla6w58xBDe4EtVWRzeqU3IiwPIT7PNS+Gg3hNfOERn+/VvD74bBd9uCROVQHrPPgZlGiPTjypcfmXI4GVqVE61zqovT2OsWw8LgP+fBW2+eyPJHjO8UKdZifXszCubUIAW1tiZKuc2vmyDqXjQGrqtuJMSggYR+7oYSe8zovdH2Wey4BOrBEXBvu0z4mSAw50yal5ODBOIYhR8ycElxltSW+bRpm2svSpTVUV1ufr5R7yxbUesRP24zX2Xfq08DEzkPtxaTOY4lNI+3unjiWtgT1caPJtUOdTmgYevnH6USHBATTZ1Xhq/K6E9TxeFZQ+wM+Xr1nF09+Zz34Mgschwr5UIJaMQEoVlBnhoe8A/itlHJiVEGoIOm0SWMm3GMFK2hstEbLpVZLjER0PEHrYelPhfBUGexM7yWJy0UoRTDYoS59OrG9/iDzP3zQ2r7cimwuA4vixLg6cjeXvPZInghz41B3T7fi1mvbFhAKuXOvEgkj62pWaWEW/r/93DXrNj7wiae4+WZ3LvxYkKjqZ/rFlgg1XLiaeQM0T2nOoU1SJLgmejeXbnu47DzUwUy6wiX6crr9HZxywwmqT+7l2LHiFyQ5Y6inBWu56JVHOfatb9JLb1ltG4mRHWpnyMfg39H1XOlxw1PeYM7E3XlIkOBDfIibubng+5GInv2cI4VuhM+ywlbCR+az4IYDeL/+B+ZffxgoTVDbMdRabxV/WPp9Nq76I4GZiQntUKNpeDML1N0KahuZ2V/JTUho/Ogdd/KrG+4t6+8DHO+0ckfPXhDmld9s46cPhdmWWlS8oDbNPEEdrA+y/udb2PbAHqJkxLlyqBUTmGKlzp+EELuBFmCdEGIGVFARTgBSKZOa5VYGgIUspKmlh+W37GCrrzThFIloPH/R2/nU499H7pvJBU88ybeb/4nd7K5Es4FCMdQuSo8HcsKibIfa467j7m08CkDdaX154sKNoI7VW05Yfe8cts15hitb7yX4l6+U1J543GDvN0+l7u4rCHRPY8HHDrCjeT1Pt27l9tvdxZmPBbG5RwgvzDhhLkRYvkPtTlDHplnxtLWn9JftGvoXWZXTFrCAdaxjxc/XMff9h0sq7hKJ6CRaw3CskdnVjRhxL3hgP5VdZDqSoHZe54XEYN+CfSy+0YqDd+tQ20jcxe0ewSpONZTD3dmZEzXDCWrTlISXWLMCLc0rqF4cI7Z8P/VnWOe3lNR5tkOd7q5ibmoxAA0t3RNaUB9vTbAtbRWjKdchlghXDnXPEev49x2LlvX3AXojlpyYNieEqZtE44J+M5TN/jEiySSYJmlhmVfB2iqaV1jhWO1paxZJOdSKiUxRglpKeQtwPtAipdSAGPDuSjZsvEmnTYRXIk0IEaJmdTun/cdrvN5Q2gK7SMS60RtqglSHqujbYk3RVbLjHo0YaqcrrZW7iFK467iNtMh+73Tu+vv1gt8Ph+axOptqEcLv9xCal8Azs7Qp/kTCoO3++UzfcAFhrZbejU0ANJxjddyl5MUeS5yutDtBnbt+3IZ86HnnsjzxIALW56nzVjMdqzBLaH5pqfMiEY2NH3wrdV+8kRXhRfS+YnXc923bxBtvVC593sghH8MvSkz7c4MG01PeQNetQ+1j+OJAznze8fjQ11s6beINW5/x8gvm87//bBVdCs23jn8pDvXf8De8fv2fEdtfwyLdEqmNLV0TOuQj5ghX091kUspLkydcOdRev3fkXyoSLdPvVNVUUdNsOcpRM1x8KruM8D5n2hHe9tfnUDerhpknWff3iVRGUCuHWjGBGfbJKIR4b4HXnD/+cbQbNFFIp01eft8aTj65htW7VlOb2kcP0O8vLYjaFtS1tT6qq30cyYiwvewd7SZnGY2QD92RK9vN4icpJWQuFeFxJzT1VGER5sah9jx6Nq/+qIG3X76AGcJ6wHuaS8srbrtt4bCX6mofPa9Y57KxpRspreNcVSWG28W44DyXbgR13vXkka5ioI3MuYwfrC47hjp6MExgWz2Np9ShY8Wyh+bFaX21FEGduy9nzgzSk7kvH39jK7+6eS4HD76zrDYORSmLEgvFUDtz2Ovx8sSQW0Htyfgw85lf8H3n4s7h1ikkkwbeaus8BAgQwqqSGCBpnHoAACAASURBVJhtncdSMn0sYhEd62ZhxNIskUt5Emugm7hv4jrUppZrW50svcYBhoHAROLBj+4uhjpjAjQtrC992wHYmtYXqiIwwyrMEpXB4kM+Mr+3vDkB7zsVgJknWwPdE/Gw1Z8oh1oxgRnJob5mmP9XV7Zp44vdsQUCXjx4aDCsGzsWKk1QR9MJLtv5IL9Y9g2qq730ZJywSjrUoxHyoZm5B5foLD2dmK5L0l3W1F26K1Dy9gB6pipc94ZpZWf5SL+8gIM/WU4zzcz0WaXDfSXmFY8lUyy56XXiq7cRDnvp3Widy4YWK9Z+ok4v24vHtD4/sbVLS95e00ySxy3h2vqrxe4WJWbyJ6faA2W5hrpusvXmFp4+452c7l2Z51CXkqUjEtXAY1Jb62fOnBCfvPR8ABrP6eLw4VjFZhtGTps3fB5q+1y2/noR8bvPcNWG5SwH4BZucbW9HQLmzy6tySffoR76nkilTLZ9bjXb3nUVK1iRPZf2fVnqgl/72K0Q1udraOme4Hmorbat8B/hZM/B4asAFtyBwVyf9ey5unqDK4faDjUZDaf6zOntXBJ6lemL6qlttgR1pJSQD1sMB3L9RdahjoUs7V9IUBtG7tgpQa0YR4Z1qKWUHxurhkw07I6vqsoaczR7pvEGkK7tK2k/SU+C2lP66TAF4bCP6J5afFqATn8nvfTSQMNoN31UQj70TKd58LalzN++Ev6itO3TaZOHp78v+7NpSDyefPe2szPFpz+9ic98ZimXXTZz0D5kb5gD319O/FA1qTnlZflwusuz/ZagDswpUVCLGKd/bxOHE7uY/eTfE91bi9bnJzQvQWCWtQCqrq6wyBhPbFfz6N0LEPtLd6I0zeSl96wh0Jyi6/kZpH/g4nqSdrVGb1mCOjfQ9SCEYBrWoCY0P05nV/HLOvqMCNcav+NAXwPwc776yQv5MD+C2XECsxOkUmY29dpokgv5KGZR4mAxaAtqs4xKiadyKtVUM4tZrra323CCE+jog0JAShHU0T11NMRD1FKLF+t4i+YIpRR3SZDgDu5g3t+1setrK5kfmEXYqIGZUYymymducYtpi1l7pkDT8sTkiOg6IZGmRiSoEoYrh9oW9R37utGSOv7g8OE8w7Ew1AOBVphVQ3qGHfIRQsaPU9S8naahSw/bO2cQfvINVly6mNqZ1YTqAyT6UkTMMHWFBg1Oka0EtWIcKfruEUK8EzgNMnOsgJTy65Vo1EQglTK4YO2TNC3U6eRMZgQbMZIeCCdJkMhOTw6HlJKU35rGqhbVaNVeMD00dM+jc+Z+9rGPFlpGve2D0+a5D/mwOu7RKVc9UKCsXXuCP/7xKB6PKCioxYkGjm1eQNW0FPFZuTg8Nw61vmYbC+f24as9j2nBZvS4F1+9Rpw4YXsF+QjYmQSq0iGqq30gBb2bmphx6QkaW7ombBEJO8xDagLNTfyzLunZMCP7s6ssHbvncuinS6heFiUedJ9JI5UywWMSCFgDl2qq8elVUJOmO1n8tHm/Yf2uHb4gECxjGVvZSuM5XcTjRkUFdXEOdYGQD095ZeQBPspHXW1n04xVzChGjC66mEn+vZu/KHFoUWx/Pvs4hzP/4oE4/sZ00YsSI0R4jMeY/9Ewu762kkCVl4WpxWw6sh/ZUP5iu0phh3yk8ZGSPgLJZGmC2jB4R7VjYbULhzoscucq1hWnYW4ZxY1sQV9VRVXITyDsJRWHRH+quCesphGXAZ45OJOaH29kxaWLEUKw8Ny5JLbsREt5C39GJagVE4RiC7v8GPgA8FmsSKbrgIUVbNe4k06b1K3sxbeiEw8emhoDJI5Yj4VuissamEqZeGrsxXBhS4QBNcfnAfAGlckMMRoOteispX3tLJLHQqQ8+YtKEgljxBRlAzv7Qp2/LYaHcqLSaZMzb3uZc+95nkigZ9B2A78fjuDHX+Ss21/GU5PG7/OQbLXO5Qm9o6jtARLejKDWw9lcuR1PzqR97SyMhG/CTi/bDvXiv9pH4K0HSt5e00y8IZ3mK44x47Ljrgu7NF3QyfSL2kn5Sqtq6CSVMrjijQe46MSv6KQTgaA2k4u3z1N8OFZUWrMTAT03MH4P72Hvx95O5zMzK5ZfvLTCLoN/J3suP72Pus8956oNXbKLf4r9K/8r/9fV9k00ZeOnC6X/LMWhPuXfX2XuV9YTxRK+F3IhwefOQPiKd6hzRV2qsjMXN8f+gbWLrqVr/bSiP9dYY4db7Nfm8FxiZeliUNeJmCF+0X85d0XWuBLU9Y0+pnmsWVctMWD7eBz6ip+R3dndxPbUQtK65Ue3vGsJa4Lb8CaKnAnUtFxRl+pcUZcrv7SGa8/tZ5o3UjjkQwlqxQSh2LR5F0gpPwL0SCn/BSvjR+EVKRmEEEEhxMtCiNeEEDuEEP+SeX2xEOIlIcReIcTvhRATstRcKpVbgR4gQGOjn9i+WoyjdSQobtVyJJKrxlZNdVZQz3j5fL7P9/lz/rwibdc0k7rTe3j7vgeYfW2rK0Fd9dpJHL17Aaf++1Yi1z2e9951161n8eKHOX586Cl2TZNcdeIerpV3cuWRewsKiEhkeEGdCkSt6oZASuYelG4EtQhmFqEFQgghaP3xKWz7/Fn4U8W50wDJjKAOGqHsudzz7yt58cpL6Vg3q2IO9UEOciM3sp71rrY31q5k99dXAlB96cGSt9c0yanfeJULHnuac//4rOvCLkZmEV1auO/07PvSEzCpwnp0fOLQF3kg+AHaN9cWvZ+YtM9l7vyfyZloLy5G660qufR1saRntvP2fQ9Qf1XhgY1zUFZoQZ+5r5lUe8bFrHWXufT//rCNHdWbWZ/c5Gp7sJ6JACkGn0unQz3cosRUymDRJ/bT+JFt2TCSz/AZZv3xWtIdwdIFdZ9VJRGgNhga8e+XS9fBXn7xF/ew56mDrravDeXuI0N6SxeDhoFA0mfW0G+G3VVK1HX8wjpGev+Age6XvgSf/WzRoSQvdC1iXeIsNMM6By0fOJWzg/sJpIucJdC0bNnxqpoBsmC4SolKUCsmCMUKaltBxoUQcwANWDzCNingUinlGcCZwJ8JId4CfBP4jpRyOdADfLz0ZlceK6VTbgV6Y2MV66+6hDf+7EMso7jS4c5qbJagtgSFeaKWuczNTjePNrouOftnG6heGuW8e59zFfJhVWSz2md68zulXbv6SadNdu0aOj4xnTapmm493EJzEwVFmJ1pYSjxkliREx0phxPmJobaFtT1mY6281ensv87pxBMFD/FmfZZt0HQzM02OKnUosQf8SNOcIJv8S1X22v9Vuw+gPS5yfJhZnMf++t0d4J65X4aVlsOctrjvsS3Jahz9yXAovpmzJR3xDLXTuzZhpDMH1CFw9Z5HS5UoSxufJzqpVHOuvO5ggsfRwr5MHfMZdvfrAbcnUuAl9/1Q2v/IXfxxW20sQ/reijHoU4m800LG/veKnZQk+9QW8/YXPEmE9OszALTp//nJfqORXnk68+42n7JHIOrwlbIhoGn9BhoXeeuiJVqMCZDrmKo490xOg3rGaj1Opxk04TWVohEoKuruOZI65j7ajLnsro680fi2Wwiw+J0qB2CWkpJVK+ix6hWgloxoSlW0T0ohGgAvg1sBg4CvxtuA2lhD039mf8SuBT4Q+b1O4BrS2zzmJDUNDx+CboHHz5XlRKd1djC5ERYKQUL3KDrEuHPPcDcONQpnxXHCGAOSLVmC+Hhwj7SaRNpiryfBzKSoHaWNk4K9w61gYEnYCANQV3IWgJgx22WIoK1TDx8WFYTDtvxtZLgnDjVy/orJqidqdLc4CxXjb/0fWmaRBrDn8uR0Ktz7pdWhkOdSGn4MiLMzjLR1GTdm93d6aKzc6R99tqGnKCWSGb87Uus+s4mYhUS1KbHkfZOL11QOwe60ufyupDlpXbcw57s94Uc6mLzUCdTenZwZM82JEjAwg7Ci6MuQj78BIOZLs0jeWfP3VyT/B2xgaEMo0TZ5boNA09mQaIhPVZhkw0b4M47ixOghkHauQzKhUPduq0bPbMPrd8hqGOxXOaM7pFDHKWUaNI69r5a657q70qxx5hPW7K2OLE/hKAG+OlDYX4ZeTtmWglqxcSlWEH9LSllr5TyHqzY6ZOBfxtpIyGEVwjxKtAOPA7sB3qllPYdcASYO8S2nxJCbBRCbOzoKD7OdbSIGRmxmLZu8MZG62tPT7roCmPRqE5kZz3xu0/ndE7PirBYTOcbfIOv8bWyxVIhNM3ME0BuBHX0ihc4/X+sIjamd6Cgth5qbW3DhXzkt6FQfHE0agvqwh2nM/+15nEvqNNYD3M97qU6bJ3HmkVx5r7/EDvEjhG3z7UhjTQE1eQ71Fccup+3732QWKoyHbcobo380NtfspOWO1+wfnAlqM2yBbXhKEKied071HHNug7MhC87w7Mz+BoXPfcES27Zmr2mRsKebaj11GRfEwjC17/K0r95nf5EZQrBSsfhLySYRyw9PqOLprdmnocuziUAjoGum2qJzoFu4ZCP3PkdzmWOa2mEB2Tam83w8QzPsOOT/8uKW3YUbTw4HWr7vvTgwRMw8QZM+mLFV9AshaqQ+4wYAKm4nhWQBh5LDP7iF3D33XDw4Mg7yIR82EgXYtJwPLP0fsdxijrCNHpGXptgpjQkHjyYeDMLhg+9fJRHIqvZkV5YXC7qPEGdy5YkhMCfOdR6ocGREtSKCUKxgjobvCmlTEkp+5yvDYWU0pBSngnMA84FTin0a0Nse5uUskVK2TJjxoxCv1JRkpmYXZHOLCSs8THnmmNcdOguvm38Z3H7SBp0Pd+M/uNLWcMah0Ot81rmny32RhNdl3Q+ba3ET7YFXYV8GCLXmTkFta6b2Y5+JIfaeWaT6cFCJxdDXbjjdLYhLXLHaWClxJFcSbvTN+K+7KCm8fwOzvn9Czxbs3bYbZ10/GIl9/uu5x2dH8iG74DAiFnnNaq5X2w3HPOwFrGuYIWr7cWiDmu2BcCFq6nrMq/aZUor3b01HWWydZ/7Ti+qZYRuMidmEiRofGs79Wf20NVV3P3UsW42r954Di3aeflvZO73SKoyIizxknUud399ZcF1BU4RXSj+V1yxjWV/+7r1w4BzKaUsKmZYOs6lmwG9nYcaBod8pNNm3iB3OEEd06xjLFI58VSPldYxMDNZtEMdJkxTZA6JQ9XMm5dbZCoz10hPsZX6SmT2SusZe86HV7nafuNOL08kzgYcgtoOr2htHXkHuo4pc124kXSRhzqVO8ZaxHGcIo6MOUU41HpmW5/jmR1uss5F3CyyuEsmbZ4QcpBD7fNZg0C90GdUgloxQRhWUAshZgkhVgMhIcRZQoizM/8vhiJzjQFSyl7gaeAtQIMQwu4N5wHHXLW8wuhxD/u+cxLh9WcC1ig57AsQmJ6i0yguy4fdudnTkM6Qj+EW9ZSLrpts//xq7hMf4tE573XlUJuOB6NzatnpAB47NrxD7XGEndjOopNcyEfhjtNZ1U/zDnaovV6BYcgRYy1jWhIz7cGMe/H7rXPhjVjxff2e4lexW39HUBMK5DnUZiJzXvXKuJo3cRO/5bd8HXdZKvNi4F061J6q3DWUMl3ku3W0IXW0uuTtbQbOHAHZXO6BmUm6u4sU1BtrOfiT5ZxZtTLvdZHZbyRdmXMZfW4+279wJu1rZxUU1CPloZaOkBEx4Fx+7GOvMGvWA7S3j9B2x/3sZkBvO9QLWMBqVue9NzCOfTiBHzcz7RziXBYrqC/jMs777d+x779PYf58RwhPRlD3pSpTSn56IMYpgVaae90V6TIMx8BGeqCzMycOjxwpZgeYjtkrN4LazBgdy/1HOeVkRw79EgW1FrXOpV/krulwoxVeF5eBogV1S3Afn71BcN4NZ+a95cs8brVkgWvCGeqiBLViHBnJob4S+E8s4fvfwH9l/n8e+NJwGwohZmTirhFChIDLgV3AU4Bd8eMG4H63ja8kMhJk++dXM/2xy7OvhVLWwq4eWZwISyatbBvBM44TI5Z1NeNxPSuoCy3qKZfRSJvnjJuWDjFki2CAtrahnZ9kWkN4HYJaH9xxO2OoC7nMRsbVPHj7UrRHTrP2mzRIp01WffM1zv35K4AcMeyjJj6NBwLXs+Hs92Rf80Wtcxn1Fi+obXFglx638ehWRxQ3KiPCvHgJEsxbuFUKThGm9flLXqSV1vS8wVHKhQizr6e93zqF6Iv5UV6/5tf8gB8UVwo7GmTLJ89F//UF2ZecIqwYh1pK6Sg9nl+Ix6NlBHWFZhsirzSz79un0v1C8xAhHyMsSsycy1RngMM/y696+dJL3fT366xfP/QiMonMDao2FLe4eiC2Q30WZ9FIY957v/P8lrNu35Cd0RguhjqVNund0oj32PTsa/mCuvjBX2urdb6cgpqM892frIxDvbS+nytCm1gWKT5szImZEdRz/D1cENoJbW25N4sR1LpuOdvA6sAehO7Coc4I6hpPAm/Kcc1HIqxPnMzj8bMwu0cO+dBjSTyY+DwOQZ11qIsX1ACiqgqvL1+a+P22Qz1C2rxkZZ7BCkUxDCuopZR3SCkvAT4qpbzE8f9dUso/jrDv2cBTQoitwCvA41LKB4F/BD4vhNgHTAN+OgqfY9SxOza7UiJAtW5NR0aKFGGJhMGpt76Geeud7GRnnkOd7LP269ahPnAgyre//XrBDkvTTELzY9St7MVfn3YX8pHpuI8/PJve778l+7pTUA/rUOuSHbecgZHy8Pq/noaeHBwHbId8SFk4L68twpJHQqRi1vZ9fRqeKoOlX9jBzL/cw7Q1HSNm+rCPUSiQE0/+uBU7G/cXn+lg/n88x8WbHuFo7V7HokSokpbQrZSgTpDgKZ7iOdzlHbYHRFs+cS4vvfuikgdYmmkQz+TtfmT2e9B7Sxf2dtiQmcovSKKjcw/38ARPsJ3tI+5Hxqo4dPsy/M/lptnzBfXI91MqZTL9Ha0s+dQBIlX5YsGrWVPNlZptkNP6eduGx3jLn54ewqEePg+1Pduw80tncPDn+YmW7NmjXbuGLnCTq7QoiP/zNUUXNSq0j6OH8o+1gcGzM//Ewo8fYObbTwDDh3x4uup4+uyrmPb9XBlW57mMx4sTiAYGhw9bgm3Bgtznyc42VCh8p68zyQ9738kdL2YK2xgG3H8/HDpU1Pb2osaT6ruY5+uC48dzbxYhqE1NR+IBJBcGd1Il3VdK9GDmiV6zr5+XUyezM72Q1gMj3wsN06r4bMMDfGTJq9nXwo0ZQS0DyGLKj9tOs39wtVlfRlBrhRZ+OwW1i0wnCsVoUeyqigeFEB8CFjm3Ga5SopRyK3BWgdcPYMVTT2ji3ijT3toOc3Lx2w3eOkxdkPLF0dCyWQaGIpk0slk+qqlGzwjqF1/s5Lw9aRrPcS+ob711Nz/96RvMmxfigx9ckPeerkvOvmM9My5pB0C79u9L3r8two7cuYhp23Mlim0RDFYMtZQSIQaLZT0l2PvN09j7TctZ5pHB6cad4jwW0wdVpovds4oX/7uJVEeQGcut9vT3a4QW5B7O8z/yxogOda7seO5yD2phq9pcVZI06WyWgeEILu2l4ewefGmYPj2A1ytYtCiMX68iDSTMyoiwn/NzHsfKBb6GNSVvb59LM20N4tJpM5terBiMlIe1C64lGPSQSppoqdIHaInt04n8ZiHprgCiNrfgqZPO7PdrU09yeuD0YffjLD1uEyYMmhd/rU5H/8g5b6NRnWV/u5vpF7dzlKuy5csBfEYVGhCvkKCuWnWcpvMsBzm1ZaRFiQXEQ+ZcSk1gmmCaEo/Huv9ygnroQaIHD5EvXs3O1/tY6jLXdn8sBdWwceGjrOd0zud8ALrIOeMrPtXKibWzRizsAvnnMkgQn1EF4TRxWdw5+Bpfo+//djHt4MXMn5+Loc7NNlRGUMd702j4iWoCEgnYvt1aVNjSAl/+8ojb20k0PEE/RMl3qNvaLIHuHeY+1XQuCO5AIhACV1k+jEy1xk2pFdRujHFGZu44eiI3KNt1JDByFbeMkPUEcs9Rf9CH3yfRdC/pntjI82uaxtrY2XTeleSyVZ3MPCk3c+Gv8gAmemqEkA9dt/77ylswqlC4odhFifcD7wZ0IOb4P2XpnXmINc89wYl3PpJ9rbGhilS7FRfWx8gudSJh4K/P5aG2Xc1k0swuZHMrqO04SWeKKptiQz62sS1P0Dixp5YHljh2iuB43MhbIDjc3yyUGcIZj12o4013BAnNi3P2zzbgu3YLYDnU4YU5J2Xu+w/RGR1eRO30bOeSrQ+x4Gsbsq+FQr5sgYxeRi6Fresmvsy5rPfX0NRUxaOPruHeey/Ea1gdd8KsTPxeO+0j/s52ttNB4Ww4WUGt5QR1KdgzHPYMy1DbD7c4tG/dArrXT2fVdzfT+OmN2ddbkzkRcSB9eMSsE93+DhZ9ei/esw9nXxMIfDFrxuFEauR4z0hEz57LavLjuYORRiK760glKpO7uPHPcynnBjrQUkrLPb/oBKH5scKFXTL3ZfOVbTT/2bHsfSalLEpQe/ESfWoRnU83k67vcRVDfVHbtbx2kxU7/Zp8Lfu68zqt2mm558PFUCeSGiDzBLVAUJPJi5wKFldKPk4cUWVgxHx5IR++tavZ+tnVeDsbht64yDSLhXhlo3W/6/gsR3nvXuuN/tzxP/LqcfqPF34+2SEfW7pmsSW5FNod97mu5zvWBfBgck5wLwt97byhzSQZK11Qn35GgNOrrHz/ne257SPtuWfsmf69I+9oCHc5HASQJLqKc6i7zFo6OgzkgLC0Cy+p4z3VzzO9psD1OrB6onKpFeNEsYJ6npTyA1LKb0kp/8v+X9GWjTN2NTe/kRtXNzZWkTphCepiRFgike9QO+Nuu56bwbF75hPUSp9yhdzCvELhDoPT5g3uNPawh6/yVf6Kvyq4/+gvz2bTX57P9DUd1H4o12k6BTUMHUcdNxLMed9hlt+yg5lXHSViDu4cB4rzgaTTJsHZSWZe1YZniSUW+/o0QvNyD/uX37eGWM/waeV69H7qV/URmJd7qAeDXutcSkGEkTtu57msEZZ4u/zymaxaVc/sdVfw/GWX4js8c8T9uGGkAkD72c9X+Ao3cmPB92M7m+jbVs85v32Rizc/UnIIkC3alv/LFt7y4NMkpw8W+Pv2RZk790F++MN9Q+7DHkRSlbtmD8Yt0dC7qZGz77ppxBSBnXWtnPnjVzCu2Jz3+qy9Z3Lgh8vp7Rx5sGAVXMrdl05Wrv0L1p1yNfL12SPuxw2mNnQqSV2X1J3RzVufXseVh+8v7FBnFhTOu/4wZ/30pezgJp02swPpXbsiww5uUimT8x9+mjkP/ooDlF6KPpk00PsHx5rbgrr1NwuZvcfKXjFcDHX7op28W/8d7R/5Q97rN7R/lnWnvYO+/cGi2hOTubR5TkFd+9pKDnz/JOgaooLmL34BN91kucsu8EjHtXbkCOzLXPuZ8IbON3q4528f4/d//XDB7W1B3Z0IsDG1PGdZO/c5HIZ1LTyTOp0HYufT1Vd6obBwlcksnxX2pDmux/5M6NQK/xFm6cdHPEat2zr5df8lPHtsXt7r17/Hz2frH6AhUITZMEwe6tkLwyzwdxL0jBBDDSqOWjFuFHsHviiEcJcbaJJi5z32mbkbu6HBz/7vnsT8R6+miaYR92GFfOScsIULw7S0NPLe987l0DfO5uX3rWFmYsEIeymMLagHClzIONTSKagHd8y72GX9LoU7vMT26bQ/MYsln93DjE85BXW+gB8qjrrf28e5dz/Paf/xGuc//Awd4aMD2mjmuVeFVvQHr97B6d+33EzTbw8gdA7fsQT5wc9Sd/Pn6Hh8NpG+EbJ86FZn4NVz7kkw6OGFyy7jytu/yVKWDrVplng8f7bBSWPHQjqfnIXRV5wAKBWnyCzk4B7CitkcalHfke+ezouXXwpAaG68ZIc6Hu7hqhP3MOuvX2PWO4+hhQe7Tc8800FbW5L77y+ctEfM7qP2lIxzF8id67qOeez44hns/voqdg8T+2tjl6D36vkdbsvOa9n61+fQd2Dk+O5YzBhSUNuzSJUqPW4681APmL5OpczsYLHzuRkFY6hbv3ohz5z/dgC8ASM7OHLO9kSjOkeOFBZAUaLUfPwlmt5ihWe4caiTSQMjbg2O+tO5v2Ni4umpJX6gJhvLPNxxTJNCeCVeT343dLJvBZGdDURH9iwAiGYEdZgwNTU502LEQlqbNsGxY3D0aOH3R8IxaDEOHYb9mWwfmVjkWKf1tWlhfcHNV8/u4vKQNTA0nF3xtEwI0gip87R4mr3pObRpVl9kFEhNOiKahj/TBzgFdTTTv9R5MgOmEXJRJ/pSdJn1RAfcl8GmajxCFr0oMVt6vNpl6XFQmT4U40axgvqtwCYhxOtCiK1CiG2ZxYZTFrs8st8hqOvq/LT+cgnBJ88pSlDHU2l8NTqYgiBB/H4Pr7xyOffcc0H2YV9M3thC2KEWhRxqXTfzMmxosoBYxRJ/50UuKrh/TZPZmFtRVThtHgydizplagN+zu+4o1Ed4TdY+rndhJdECna8gbPa8IYyrwet7e2BRH1VDY2ehrzXhiKWWSzo1XJiKxj0ovVV8djD7fzkJ/sHDRQGEo1r+Os1pAkhQnnvuam6WArOXMGFBJD9/qVcWnB7XZfZSomegFmyoE6LFIHmXCelicFtOHo8ytLP7abDW3iauvmvt7D8C9YgjmDuWPuPzmTvN07j+APz2LmzHw1t2GwfdoiUz8jvcJ3VEkciFk/jr7Ou44GL8iotqJ1pC7M5tTOkUgZVM6zPFz9QU/B6Sh4PENlhXfeiKncuB96XQ4V99NPP9Js2ZX925pS20dH5E3/i2BAZTZ+acT/n/uF5IDdYfemlLqrXn4X303/Frq+eTv3Z3az6n41owaGn+lPZWcD8c2lnQyombZ5EEhfW35jTkC9c7WaX0AAAIABJREFUvSvamf+RA3SEhhDMdmiASwGmOyol6q9uz4V6ZNzcWJf1tWZ64VnI5lCcFVVW2wxHPmlOz6wjGMGhjveneTieW46kF7ivTcNkyx920tNaOERx+9YkTyesv6c7Zq7OaTzCjfUPsrr2EK+n53LP1zYQ7xnapdYS1rG0Fw9mCWc+exGCWqaHdqjf2J/i+cSpHC0U/aZCPhQThGIF9VXAcuAK4Brg6szXKYueEdR2BgewBDUUFrGFiJNJdp8ODprKrp5uEFoQoytVfJYJJ7mQj8IOtSfgKHHsHdzeHceszvLZ+wo7zKFrdrD8CzuBfEE9OOSj8PYpI/+hlhqwAj0S0Zn3gcOs+u5m3vKnZwpODeeVVs64mvbnrqvzU1fnY8UXd7D9orvoZujY2URGUPvMnENtC7D77jvGjTdu5oc/HD6XbG/KioM0o1WDQjCiJ+3htG9uoW9e6dPnxeAUPYVi7u3PPtQgT9bE8dZYx88TMEqPoTbzz42zgqXN3pVPsuq7m5n1s/sK78RxLj2h3PbOrBzmd3/G+3k/xxk6djQ9lAhr1mho6aI3PHK8eV86jvBKZNyfrdBns+fch7k6chfRt7084n5KRUqZdy8NzAqTSpkE51jPjMTRUMHBtqbJbOlxb8DMhuMMFtSF3f6BM1KFBmgP8AA/42d8kS8W3EdX1Ym8z6DrJldc8Sxr1jzF8893AoKdV97J0pv3oIfjQ4af2AOzKpl/LveGt3PWzzbQ9O79IxZtSpJECoke8zJ/dn5oR+K8ray+YwMdc14vvLEtvFwKMMOxVkV/w+EmJ5NgGEQzDnX1tCHC+nQdr1163HkdFimojQEzHEaBmchX79nFsz94Zciwk2NHNWLSMgjyQsGiUQJCJ7hgJi8nT+LI3giJvqEHHnYFw4EJOnbvNfhd5G1s3j5ymJme0jHx4PUJfFX592XrG0k2pVZwvLvAYkMV8qGYIBQlqKWUh4D5wKWZ7+PFbjtZ0b2DH/Z1dT7CC6P0nLGFrYxs0Ke6/axd8i7Ovf8zg96b/w+vcuWh+3ku8GTJbZNSOkI+CsdQewI50WQUKPW887glqDteL7wauvba3az4R8tRdO7LFtR1ddZ2QznUA11xe6reuR97UWDySLiwI+jIfy1CuZjxtz71BD0330l4psbc9x+iZ/WmYWPaE5m/7Tdzg6Mbb1zKzb+Gq3eu46Svbhu2jDpYMwn7/utkYvedOui9yMIDLP/CLuLziqhu5gKnoC4kgGxBvZ3tBSvfnfbrJ/mzI5bQ9QZN0gU63uEYKMIKDdAiu6yFZMJvFCwzny+o9Wwu7NdmPMesa45Y20WsQWeCYSpwZkKx/DI/tOPgoo1c/MpjeN+9udBm+W3VYxhJDyI+OETH5xf4anTS3tGfNta03EC3d0sj2oBUkk5BfdKXdpIqkFd4zt9vZPWvrCK1niozW7WyWId64LkceF9C7hrrp/A+0tJRKVGmaG9P0d+vYwojex9VeywR6a3RhozZ1+xZwAHn8ri3jYUfO8C0Ne0jzuA5y47n5aCGXK7/Ap/R+iDlOdS2oF7hP4JfDGhnPE6syxLUm363HT09+HPsaK/nlZRV/VQiyK7DW5WJrjx6dHBctfPvD9inXuA4R9qt45OKFB40OAcFeQVQ7cIuCxZQlakHkB4mjaGWsH7H58+XBWnp44TRRE8RmWZTmXMdCA3ObOIPWv1Noc+oQj4UE4WiRLEQ4p+x8kfbloUf+HWlGjURMHzWA8hZTKO21k/TWztI/9VD2TRmw5FKSOJv1NCcnDfoPTvfrZvcxYmEka2yNZRDvfmGt2A+cRo7/vFMUv2DH1BtKSu7x7x/e4E4BabjHAJIeGVWqNkC/qSTLDeo2JCP9ICp5WhUR+u1joG/IV14etefe812NXujCaa9rZ3Y0v00BWvQMoujCn6GDMmsoM4NjmbNCvK+v5iF75QT1J3WN0iQDERGA2z/+7NJ3TY4bZ19jdgCYbQ5i7M4j/P4ET9iOtMHvd+DFd+4m90FCwUJf36nnCwxvdbAsADDM3j7jl2Z/M1v1BQenDhCHbzVlkuuo7PjbX/gvPuetf5O5lzGhkkgZLuaznMJMCtkufNmXRHZBLrq+FPoeur+cfCC3JDXEtm6Z/Q75XQ6N9Dd8onzMPvzhWQyaRCam7uONf/gNtS/tY25789lOElo1vGwB7peryXShxLUA89lQh/8N87hHACWsKTwPhyDZU9PLW1tSYTX5OroXVxx6D6Ez6TGY8Wm++q0IRcm2tVPAwMEdX758eEFdZgwM37/LnZ9+Yy8HNQAQWGdy5QY4hlbrqDONO2swL6s6MySSBDryF2LhcToju4mNiRPye0PL1RXWzHU9fWW0+pMpTfw72sDBbXjPm9rg899jlNf+g0A02cWTvFqOMJW5ns7QErMZIpfnzif+2LnY86ZmxPUsaGfb3Y6O19VvqQIT7Oug3gR6z69RpqzAvs47fzBzzhfRlBruhLUiolLsS7ze4B3kUmVJ6U8BgyxdHpqYPyhhXWnvYOTjp6ffa2uzldylg+AUIERty+baq10Qe2MGS4cQy2J7Gyg6ifvZO+3TiXdm/8wjUQ03nisLvtzzCwkqPNFmCYdiyCFZMXpVic41KJETQ4Q1GJgyIeGJ2gdH3+DVtihzrTBSHpof8LKoNHj7UZ4IBirp7EumM02MJyrGTo8jwM/WE7N8fyBTX7HPbygLpTL2iaQiUfXC8wEjAYf5IPcwi3MYlbB9535fwsehwHnMuGoWmlijlitUxvgahq+wdfc8Uy0i78hXXiQlRmgHfzeyWz+6FtIpUzLWfdIksdCSM1b1Lm0HdaBYQJzq62FXJ7GeF5J50LYAq86MHgBY7WncucynTZ59sK381Dj++h/rWFQYRenQw1g+IcfmAAkMy62PSBctcq6posN+Yhpg8WHHVc+1MDGFuXr33kR0277AMeOJQjOSeANmFQFYdniOuqrLCHlrx/i3iY3cxYU+eehlPLjYcL0/fFkDt+xJC8HNUDIM8xA1zRzQsylALvilE6uq3mWpoDjeq3OLHKNxYgdy/URWgFBbZq5GYqQSFplxJsyYVsrV1pfv/e9IfNLmwMdaqfYfOopOHyYQJ9lnKR6CxsOtkN9TfUG3hbcCuk0sSPddJl1dBgNeGZMpyoT4jWcQ21XMPQPFNQzMgW0UsNn7wEIkeJtoe1c8N5Fg97zBf2DP2P2jytBrZgYFCuo09IKZpMAQojqEX5/0pPqDBLZ2UC9zOUwravzZwV1UXmoF7TS8rvnOXDy4Ap3vkw6Pje5i52CulCWDzuu0l5gNTAn9LPPdrLrX1YS3WONiToiBTpfh0OdPBEkZeQEdctvXiT5vR8Smh8bMm1eeoBDrQ0IVeiPaKx5Zh0A1UujhTvdjHhY/2eXsPVzLei6SX/AEo+1iWnU1fmLcqjD209m603nMK11Rd7rpXTc3WYP0952gtDiwccqlBEEum98FsPcyq34MvWWBopR05R4qjKp1Z5cwa6vrsIZ3v4//A+f5JNZl7sQhsN9O/7gHFJH829/w5DM/mdrkVpwVnLQIMsZO9z/5EJ6N04jlTKyadbiB2uYPTs3OBr2XN59Gfd5PsiSXW/Le73Ja5XADsxM0ts7/HnIDY4GD3Sr/db9bfgL76O9PcmWLSOXYi5EOm1iJn34m1I0rO4mRhQpJRs2dNHXp5FKGRy8zVEOPKTlLXyD3GzDkU+9k4envxeRtAYW0ahOeGGUk1v81NR46ehI0dlZIJwjc18mTwR58aqLOal/UO0t9mOtJ4hSOH+yYVdbTHvo6Ehx7FiC8CJLfJ86Yz47d16ZDfnw1w0tqPXnl/PaX7cwr+fkvNdLuS+BglUSAcKeTGxwIUHtFKkuBdi0QAJdethbvZKoGYTaWpg/33ozHmfuopzALyRGjcyp/eDfLedT9Y8SEHpWUMtPfAJmzIDXX4fbbiuYL9t2qKfVGXys7jFOq8rNXPCalZlJu+Iq6yNqhbt6O3WfHctNLEb/QUuE1wU0aGpyONRDC+pZMwWnVx2gecYAQT3TGuDFtSIKrQxTKdEf8uf9SsHtbJSgVowTxQrqu4QQPwEahBCfBJ4Abq9cs8Yfe+GWs+hAbW1pDrU+vZt5HzhM94yDg96zHbZCMYwj4QzzGMqhPu1bW4jfejtLbt4N0/JF4OOPW4uK9Ij1kGuPDhaJIiNmH192DY/Oei/+tNU5RCIa8z54CCOUJDg3zrFjyYILh8J7l/DQtD/n6dOu4bGF76ZmfX7H3ZXODUikCdECD+vIrjq6X5qWDQ1JpUwStVa8cIM2jfp6f1Gupu1IDhRQuY47MWLIx6G6Xax5Zh2+G14Y9F4o42qaFRLUrbTydb7O3/K37Gb3oPcDBFjEImDwcdA0E09GhOm/uoDX/3UVZjLXuT3Ls0SJFsz2YGO21bPrK6tovvM9bLjmYnofz0/1eKirixmXWwsJPUGDY235gtgwcqLen1nFn0qZDkFdzVvfOj07OBruXCaTBkhBqCq/082ey1mJETN9tM3dwaXbHqL/6qcGvVfjs65zs4ALD3D99RtoaXliyFCn4bCfKWf+6BUuemktXU2H2bixh/PPf5Kbb95CKmVy6PZlaDus2RhfrTYodZ7IzDb4eupIdwWxw6yjUZ0Ln1pH8v/+h1Mvte7HPXsG39eGDsnjQbqeaab90TmEov+fvfeOs+Oqz//fU24v21e7q96rLcmyJUsucm9gDDYG7NgJfAMmgST0moQkQBLIlxK+EEIoCRgTSoyNS9yr5IKrJMuS1aXVanu7d2+f+vvjzNx7587syuEXBwL+6OWXrDt35s7MmTnnOc/5fJ6nxbO9QIEvIywGihQDFVcMybWRVxgb0xgYKBNfIMD3LKkTVZWrLPdMKR/lnV0c/eYyespeHz4voJ455eMEJyif9yJt54z4cqgTqjPRDVptqC9E/FVVITSNFytLeej4XMbMNCxZUmOoi0XOPi9Jt+LIExb9v2E50qZKsu68W0R73Pxnj/LdkfOZUtLw0ENw9KhvfxdQJ5MyablE2E0fLBTg0CEqUoRbfi6+o1kKlulvS3c1p2SHmTQTUCiQOyHGtlTMgpYWwpw8h3rJPDg//hLz5ntXjuI94nqKRuikBaaFIvQbbWQn/c+L6gBqwwxgul9nqF+P35B4tUWJXwJuBX4OLAc+Y9v2/3stT+zXHfK1z3DaD54i21KTXEqnQ1TGItimMAOZTsPZDd1Zso3hr/J2c0BPttweFCdP+bBY8J5DGLNHOfVrLxJeNu7Z/vATJ0ivySCHRAc3VghgopyB2zbEI+IWFuXyOpYhOjXjQCelkhkoW6eXJfSJCNJgK6XjCfScFwCNKLXcQDlkU9D992HnH53BtjMvJVRKkFgyRalsoDWLzr7N6vQA6plYzWzTIC0bx6o60m4kSSLZMuEWncJJBtWCLY4f0v1pAnHFZTX/605lryY+zafZwQ6OcWzaQjFXyq/xPuh6HZiVvU6HNnaV2XbTX4LC6m9m/+dPoWv/Bs/+buyd7K3+v6za9I96gZyu27z4B5t5asvltF91lFO++gKliuED1K+mLYPsqkG0pa3LhNIGQxMzO2cWI1nSa7LQ7E9pSIYdQB0Obsve3iKWxbQ6zzOFplmceddjdF4iJh8Vyhw7Js7hyJFC9dqksnjG1JThkc7zTEwkl7ET/87ldaLd4pzaZAFiJif917C0tJr7uq/mubefDfiNV+oVVrayNbDItfnQcnr/bRHnbHsI9favMjBcID5fXEcHHYB4Hm1dRg5b0xYWutfryk66ESeOrcmEUgbZ8sxya3uMvSz4+6eY964jzJ7tTflIOJMjM2iiW/++/4oAbPvRNnoNMfkxNm6BG2/0ysTlcoRcdjfrf15MB1DLDYDatm3yIwUKWY3oGmdVbXzct//cLpub0v/JZRfWaTTbtrBAtyyyc2v52WdF92CX/H1sa1xnljLB/cXTuTl3MWYuz9Sg6GPSKZGCklYKdKhTPik7T0zDLoeaE6gYGCjo+Znvc282wa35c3jmzl7ftmhTlLRcIBog2VkF1K6e+euA+vX4NcWrVuqwbftB27Y/Ztv2R4FHJEn6vdfwvH7toZ7Wx7zfP4Yer3Xo6XQILBltTAx4J0v7MMOueUTMt83VgW7MLX41kc3q9Fzby9wbjmIli76UDiGbV/vMrgMHg4Ml+tU+Lth9D+lTBTidKPmZLG08QmUkQlQRnagLoopqHlm1iRoJupyCk6AiNPf7qVTI8283JiI1ebM9n1jnWxY2Tbta4L7lpdu4+ODd5CsVzDZxzl1SJ+l0iOKxBIXdbSRJBt4rgNE33M/WZx5AW+jVo5WRSRoil7wcmdlUpCSJATFk+JUhUlKSwtEExvivZuzy8LYBrr76qWnTZ+onbo2yecc4xp/z5+xmtzjPAIbaTRMIrRqi600nyFsC/LiTwjhxwoSnnSC6eYvRlEWkq4QZL3HkSJ63vOVJnntugsNFIe81/kQHdyWvZbDXexxdtygcTlF6uYO2d+xn8Qf3U9DKHkC9eXMbg7+Yw66bNrFOP23ae1V+171sfe4+cj3HPZ9LSJARwKS/4AcfnmPI4h5FLP97uSy0iJc/up7j3w8uyHNTEKZLRXjiiTGuuSa4LTXNou3c2nOvSVo1ZSub1Zlkgp5re1Fmi34llNI9gNowLCQHUKc/uJ3N9z3CmCyON2XkUaIWkq6SOHOQ6Oxi4GTbVWBp2TjGys/tYlekZgM/Pl7h4199HIBNbOIDfIAQ/uX39u3nsuP/nImRV5FCFoPjuWrKRyedAFzP9WQu/lMOfXnl9Jrepx9i3jsPoye9k0QJCeuluQzf38VUeeaJy9CUeG8jptD5r4815fXcGXsbQx+81L/jq2Go9+2DL3whEMwCvDxaY/eNzWfDwoUQE89UZTLP2PEpbEcuVc/4J3kuQ33313bzveyljJspaG1FK+oYTju9NNxC1owHOhUqtklM1hmaVLi7uImXKgsEsN25E4BM51IAFiXGOT16ECXvn4xfsHyCd6S2EXZWqIzJPFOO7Xi6WYV4nPWpE1yffIRVW2cH3ydgdEhjyGip6ki7ISkKaxL9rI8cwi7MPDnSHBdRn6kLsOD0bt6VfpDz2wJs0F1A7U5mpgHUlmkFSgu+Hq/Hf1fMCKglSUpLkvQpSZK+IUnSJZKIPwGOAG/7nznFX1NERAcTl+vNQGRUVaI8FEW11WlzDN0ww2XnGH6GOjEwl6cuP48FT13yXz61bFZn+V/sYcMPnyY2r+jLo9Z006NDXQ+oX3op6yl8AsiUvddh2zaPrr+ce2ddwynffopL+27nuCUk4Spx0SkrkszC9x+g59rewOXvqSUH2HL/Iyy/5X423raN7ObnvNsTwkq8/x/XcvAfVlFusM3VdQs5ahCJgVVybY5LjD/SzbHvLmapupimphBH/3kZT2y6gkuY/j66DFVc8bPLGwvncOgryylMzazNXHYAddj0g7CV2qk8uOgqBv/m7BmPMV18ffZfo//wK/zwqWDt45lk84YZZi97q/9uBNSGYbPjDzfxyrvOg+ue5Mw7tpGJiBxJN22pSJH3837u5M7A39eaJ+l60wlOXP6fXD54O10fep5bbz3BL34xwNe+dpATlpBgLL/YjVkIMTToHdDcCV8oJGOXBCOeN0pVJrp4LMncuXFSQ/M4+p3FSMc7p71XVvc4LadPoET87RX7yrU8uORKKgPT6P46UVHEPYra/rZcGJ3DoS+v5Pht3YFL1G4KwnQpQv+Y+AKV73+V7+x+wP+7FdMz0dWoVN/dqSmdwcQxNv7sSaSuLJk7FlMejHlSPnTdZuLJdia2zUJZMsasS4fIO6YmWUm0pR0yMD5xK3NvPBpYX+Gywk2nTbL8L/ZwILm7uu322/vZM3EMgG57eut1F+QbjpX8cNYPqGXkk5rkRN++g9P+7Rlyab92ePgLb+Ppyy7AzMw8SR0vCkDdaLYEkI5HscoqxWLAu/0qGOp7/3Y737y/nb3/+njg9nozFt2d+DgpHwOH8/zoZxp9Riebo3tpa/fnEMckjZhUplIyydsxdFuBlhaKE7V3+Ml9Cfbrc4Ktvx2ZkVwBDmvdjJrNAlC/JCRdM3HBnjennOd4IkCr32GWQ7I4lp7JV23HU21hkCRoduqIstMTSNufs/lpfivDAXOPrT0nODf2MpEg2/C60IzpATWqc/8a0zvqP3PTbQLa86nvvcjXL/ohz/1ot2/b6/F6/HfFySoFfghMAk8D7wY+BoSBq2zb3vkan9uvN1xArdY6dEmSSKVUtm2+hKG+t9DeNnNnb8fEi51U/AN80mhi5L4e1Atn/ZdPbWpKp8lhl1s3jzI1pVeNSgAMy0Sqx6eReiMNjWiPADJSJsGe/7uYs9bPgk21r7t5dbIMkc4ysTklCg5o1hNiACsoOeIfeIylm1sZ2O9nqMvpDJ2XDGFbkJBBe6zNs73QJEBdeEJ83sj46brFRfvuJj6/xmrktRJH/nUB+fwcVmeWkkgoyLJQU9F1y8dQVa/HKTBz82Pr423a9fzpR+6irW2G5UygIotrjFj+No9Gxe/+qk6J0uJRVODgkm2A17nSwvIsuzcy1Eczw9AMW9jC+3hfdeXDDV23GLm/B7krivyX+7CouVbW1wEMMshTPMXVXO07P/OUo5z5rW0MuHb2YYOREXEeL7wwyeaQyMnvsgQIa5xg6brN6v/7IulZFpKj7FIwS3zC/gSR1E8xNGG0M29enOPHi/T1FVm8OHjFwQ6L58SVt6uPjsJcCocrTI6dJBXLkWuLB4AwWZaIRmXKZYty2fIo9Ni2fVKG2lx/mBDQN2cncJVnW0UzPRMBXdKrMpTZrM6UKp515ZFTGf3zLUzsmfI8U7pu8fx1Z9PcHGLr0w9AZ65qoJQPecHO7LcdZ+phP0P9dGg7l564HUkV73ilrih6fFwjsVS835MnZPrm9tFGm89NMtvST/rUSWyHUewfm8L44ipuOv0i5jfV8qFrgHqa9nDMmtxC0Pqo2YbP3JZ5R6EobPjbcsZjvApAfeCE6BN6DxRpVJ+3bbuasgE12TiXJS1MimOuCveyMXoAWvy5v9elHwfL4mez3k1hvCTsx1tbPYAa4KA2m40BgPrYcZMd+S2UXha/bdiKsFIfGIB4nEzFWV1U4xzUeujuHSXZcCF62UC2JVQFsEDPFlgyxyQ13Etrz/LqNdk2mNk8arDQELomnic1FtCPOqw9hZklLauAOuUnPl6V9XgyCcPDge353C0CSE/0vgpB7Nfj9fgV42QpH4ts236nbdv/AlwHnA688bceTANS1OnsVW9nn06HMEsquamTgyc7IjrtlOIXRfn/Y3E8UaoxyqlVU76lXaNBE9Wu03MeH68Qmy0659ZfbuLA363BOOTV/XTzpUMhGZzq7LIjtWY6Or9nmBuRKiFaNk5wNO+3KDZdN72C6BzNBjOQSqsA1E2zbHreepxC3KucIEwwBPiwcqKTntKKVWYwlVKRJMlxr7QZy06/nGg7uc3J0H9x0K0/X4fVjAWwmm4OaKMM2quJY4M1UFsp+AfdxmLBekB95Eiez31TsNrd+hwSJHzOfzV2WEIyxbVWTHGtriHMJjYRJcphDjPMMI3hqnyEdOddCBtVBYn9+3NkHXfC5jce5qxHHqIw75jvHOZc18usGw+AIxVWNCpkszp6QSEZjRAOy8xZq7Pgjw7yNE8H3iuorbYkAgC1OykaH585jcpwV44kf1uWKDH/huP0XHPc90yUy1ZVbCGIoa5fPTBLfgURVzPaDV3RPAx1LiSeBXUqVQXy9fnHbuqNqkpIpvPMOaodxYhYOeruW4NcjtC8fpJRxd+WeatAbHapWqhaqTvnyUmNxBLRtzzefjd/xp/xMi/7jjHwrn/ngl33oqacyYVRZuyhbq5PXF1169zLXuyvfp/13/vl9OYszkQ/ETDRjScUQs0aWX3mVUBX8jNs+p+HSmqSs7c9yPxvBngG1AOzgJSP+tQAxfa3tVDHqL2vetkLqPNZZxIv1RUKeg5gif8kCcVxBbRsAahdy/KFW+YQDsOY1cTkkL9/m5qyOG50MuWsrhnI8KJjbLR6NZl+ce/2D8W4p7iR4X1jvmP8cMd8vpG9ipLjImtMFTl1ToGL4ztomi3qKnor7Xw9exV3/7/p2V0X07pqHPVRUFOi2PD4zOo4mingSCjpb8vsWIVvZa/gluHNvm0nY6jrtbaV3MnFBF6P1+NXjZMx1NVex7ZtU5Kko7Ztz5xs+lsSLqCOBwBqCHYobIzc/jTSY53MOq3Dty3UorHys7vo2zgMPv5j5piQautqobTuT/loSAuQooaQLpMkwVAvFB122hRLeZOT3u9rusllA7eBJWMNiE61bGrousXoUy28/OENfPrLF3FgaJzs/MP0235AXc3HLUYgVfGpJkj/fAnP9x/kzI/1svH9R6h80StrrmlWtQDLykWQUxq9UyPMurwfdaIFWRaDWffFo2z98b18VdvFP/C3gffLDutIBANqLZan7ewRKiNRTNOuGmP4rkcVnXTM9q82FOITXDF+K8ZYDHhj4P7TxROvHAVndd3N7a2PRkBd37b79+eIOIVo99yS4/feKdrYs79us/wvdtOcjiJbCiagOzbwMjLddDOHOZQps4td9NPPLLyrJpYi2jJixNDDJaSwweiouB+2DSceayI6ptG1SKbj/BF6v5ulVDKroFDXLeS0M6jlI5DUKJilKvB1V1faTymx7r3Psbd3jEZ2txruylEAoNbXHuL0f3+SQaMErAneHwGoVSAh+ye6OXKs/M42iscSvsluPcAOUp+o1wPXZP+qTb3+N4Au11I+LAuyigAcIT1GYukU0YGij6EOt5WJtspIpooNaE5blqNTSEBTpZ3ykMbkggNkEn5A7cpf6tkQ4VbN43o4OamTdBjq8V+20nbBRMvHAAAgAElEQVT+UKAWtfs8aBNhQk06SsKgszOCqtb4GQsLa+4oiSVQ3BsMqCWHoU4GMNSVq7fxhm9u4/D2DHBK4P5QS3GKBuTDx2IK7eeMUjoekAJ0EobatQ0H0AOcP32mKo0Mdc4EQphIHNK6SR2cZNaG+gM4+ysKSki8J+bpm6Czk8J24VCb6kzQ3a3S22swOVLGq8cCljPBCkckKhVbMNQHnRzjZcvIPC8mWbNmKZzot6gEFOuazgQ3GrbRSqDny2A6Q3xK9MlqIoyNNLNTojvZi/sZ6pcmOnk2v5SNTwyyeatvc/V+aJa4D5Gkn6GWoyEqdhjVCniWTgKoC/VtmX0Vxk+vYbzwwgudqqp+F9FB/Va7Tf8WhgW8bBjGuzds2ODPU+PkgHqtJEluJYMExJx/S4Bt23Z6uh0lSZoL3Ax0OSfybdu2vyZJUivwU2ABcAx4m23bv5qw62sYsgOoUw0gLJVSmXP9Ub6++C+4jPO5hmumPcaBv19F+a9WsKG4zrctnDRZ/uE9TGZ7gT/xbb/zzgFefHGSv/qrVT6QlIvUcuFCTZqPoTZNm8yOFprXi9uqxA103SYclpiY0Iie5bCtSZnut/Qx0hQGTq3uX9YMot1lbFOifEykZJRNwabl9zUxNtTOGV85gzT3kgXGdf+s32U15XIEG7BUL+jPv9TOifsM4n+iM8UR9FCA3FvK6TzzESDHIfkgm+95nNKuDuAPAOGyJik2xRmk1mxn4E5F/AP3Y/KjnLP9IQ5+aQWFglGdMDVG5OaLufuGhVzyiRW+bYlIhHBSw55G63WmePF4za5cU2cG1BdxUVUeD4R8opu+s6d0iHf3f4Ir52zhzby5+p2KbrDyc4JZUvYsQQcqDog61/kD8BW+Io4ZoCJiObbKETNOngmkiFlN+QB49j2iiPDCoQGGOECoWWdoqMzChWKAE0oj4hhSPgbkOJ7ex8NzvsfabzWjfFvkv/e0NHGCWr56UEjR6VcbjK4x5pzZS+HBmdOoyk/OZ+Rl+L1NPb5tYQQgUOIGxQnvM1sPsINWNMaoMYBayH8N5ToB8EfXX8b56xaRq7MXz4fFcrSx5igt1z7Esn9aSrl8We2YuskVY7cBIO9cjElNVzp//xJ2/wze8dfnsL3jHiaBguznPlxG28g6KiGSl6F+cMmVNK3IM/vGw9MCaltx8m0nw7CwQHrVFAveto+dzGMdoq9L4Bi7zKBD7bqfpkJ+wBs1xP6l0EnSBJxnOSiHOhURnykJA8OwPID/pIB6uAY+tbJ/5cm1/Q5hcNNd16MknL7FZagLjoKS2cQLlWWseWaCWe+oO4Bh8N3spUiSRPsScV7mRZeAJDFnXRfnvO902he1su9QL2BQDlgRcZnXSFQmN2WJlBFXXm/OHK783CIy/TmGH9rJif58oLmLWxgZicpQgqmxClrOpMlM0OIA6nBCAFxtutQdwHDSNUIBgDrqrMZWpmZQ39B1NFt1fi9AhzruSCCiiMmIUrcCdBJAnat3rCydXNf8tQxVVb/b1dW1sqOjY1KW5Zl1BF+P36iwLEsaHR1dNTQ09F2E0aEvZgTUtm371y1ffRjAR2zbflGSpBTwgiRJDwLvBB62bfsLkiR9Evgkwtb8Nyqyz7VDQiO5ys9Qq2mDsUR/VaUgKGzbrhYUNUp8QQ0QWNNIrf3l15+gvzLKO94xlxUrvPOWfLQ2/1CbdKYGG5zsJqM8dtrl/OhnG3jPu1+gOGWjf8AiHJadHGox2Bvdo2y6bTvZRzLUM4KuNbWtyeCmCVi1fM9kUnzWojbRB2QsPwhzAbVaiaLj1/V1j5WWk0wBetjL6Ol6jaGmIO7VSFhI7ckTtfvhFpYVpelTPlwmLB0JWFp28kNDTfqMgLo8FBNGP6rfINQ9rhIP7qxHnD9rAljTg5MD1Zew8R6AkIP7e/4egBV4wfzUlE50lWhLW5eYmHOAXryV+JqT3mHrMorl2Pfa/mcujbinOfwgzGUkXRZQiZn0BhSitsfEMVy3xBqgrlluS0Ot5IwyU+FJspExIh1RmtrEYDmnrZlnAT1gYuGG25aNqVgAScdvaqb9ASZ/vpyXXuhkwXMLfNtcG3klYVA84Weo4/PzxBcUyOf9E6v+ygjO7tW0kvowKhJ9tyzALKpkd7ai9UTJ1aVjleMCUEfG2ilz2NGhrp2D5gAH25CQDVUAatfBtDfKyLM9zP+b+eywxDNaCvkZyRpDLYBPPaCemNAwpsJcumQdOybFRC/QLdHRqD/69RUoKQ21SaPlQzu4F7MKqF2AO5MOtRwTx0mFA3KonfeyIs+sDLHs9hv4l4/u5AMfXOLb5lqPK3GTQsGkqckLqKesGFkzwdwAQJ07XiMtglK5bNOiQ8kQxkBNREXxHtQY6pL4d4ucp5dZPqdEW9Mp2DGwbbojDkPtgPSOJa10LBGpM8d+HgbKlAIBtcNQRxXAEAy1W3g4Zw7dczrpXt1J5oWDQD4Q0LoM9TlnRbAffZSp0lru2DubharMmxxAHUk5ilQz1Ii4hL2a8LPLEQcgV2YwhkHTuDC+k3LsGMm11/k2u9bjhq0IAF0PqN30HRdQl73vXv5EXVpd6b+elvffHGteB9P/O0OWZbujoyM7NDQ07fLnq7Av+tXCtu1BYND5/5wkSa8AsxHI7Tznaz8AHuM3EFA/96YLKJctkkUvCEun1Sq7czK93HB7GdUMewsEnXCXOe1p9G4XPfhjFgH7XziXFQ1LnmXK7rhNqEknd6Ahh9rpaCNy2NEZNqq5tOPjFZ69+hy+/INFVJIZDgCa4u2AXDtj25CRDIddMDXyeYOetx6nZ36EPHk6oyJlpKgESELJJhJi+VrHm8e9k52E3vs4HbE2mkNJTgBm1AuCKrpZ1cnm5nN54qODXPjhIqyHcK7mXhm1nIF3Blbz4JVvYWA8xz/8h58JqwfUM5m7zGQj74I7JW6iGyYh1fud9/JeQLgSzqNmimLbNgPaSPUTO+YHYSFCPiDtRi5nMPyfs2kqdpDbK1JzGlU+Km5b6jKyA6hdEGZiVnOuU4jBM5ChdhhJF1DLUZOhIXGuyeVZbFOicChNR1ycQ6hZ9xQmanqtGC/yzTfxix+f4KznBVAr9cVZ6KR8LJwlFrXNyPRM1thPVlC0SiQvDADUTgpHEJitj5rRT5CNvKMBnTB9ZkOFgsElx4QSSubvltGYitBXHK4CaiugLaVClBdu3EJzcwjQq4WPbpjJPBIQz3SQBUJpw5N/XH0vdYVI7xx6jxc4QxLt5j67yaRK2mnLiurvn1xGWxsPUzoRozlfeycmnUK6005r5tkB0SbTMdQSYD26gt7eCos/KMyG2qnVYtSMXYxpGWrJUSJKRQMUOlRRlOrWLkwX+bwBtkQqQBmiutoQM8lnNJqa6ibLmsZPc1sp2lH+ILeX5oZ9cydqgNqVc6uPeFLl+tRjoliufgXRBdQV8V41O31jIzNqaqIdFGwWnzOP5rlpWub7teCTbTHS8iCKGZDn7RSPJ5tU5jVN0FZ2iBZFga5a9WCkLQkMUykEHMNhqHtWtKA8McYOB/in5FI15SPcFAVstBlqRAxLDHJBRYlukeFMKSMYBgm5QiKuQYDetRKSkbAxUbDKFeRIxLPvqJmGUowWW0ZtyInPHap5HlS0XzuOlV8H0/97w2m7aZei/0dyeCRJWgCsB54BZjlg2wXd02tk/ZrCtu0qKxEOe29ROh1CdwB1IHvjRKlkcv7Oe7lk4iee3Eo34pGwMEhRrRkNYgZ1Pws+/oNTeGCRWHEINeke50QAXTcBG1WVqsoXbqHhxIRG/kCaUzmVjogAMI0ApB6EWU8uYf/nVpOamkUuZ7Dysy/R86WHmWCCuYlOCkcSZEZsn8SYfrSVgdvmkO5fyMgDXVR215bhH+Zhmm98ifTqLG1RwWracS+Icgu4LE0m0tfD2CNd5HQxuCbLtWzChOQA6hlYyczeFNmdrSQCAFR14G/SZnRlM266j9O+/zRK2g+UVEnFqshIik2hMn1BXGM7DwyUOXhzNwc+70x449MDyQIFjnCEfmpa2lNTOns/tY4FP/k9iscEmGw0CnKLSdEV5t53Jfd2v4XkywKgf4gPcSM30k8/a1nLO3knG9hAY1iO3FVXeS57briAlz98GpYliuNW/tUeLj54N2s+dIwmBwQJhrp2HpUqsyoTdQqwclEBWEp9iWox4eJuwcpJienv4dG/3MjOmzYRi/hXEtKquAdmdGZjB3l1P81njBGO+cc1GRnbAUNTDUxXoWBSdPJxiwFiAeZUmMqoGOgty39sV4u9c3OGdd95BumNL3omcScu/wPu63kzyZwApo0Mdf1Et/mxs3j2mnNJ9glVjdR7nmHlZ3chpUucNXEpd8bexsQ/bfSfgzOZmnymnfvnvoXum2t5CImPPcLmex6lZcNk1Z20sY8zMZEUG9uUmNMj2js2V3ynHlC7DHUorVMMWGY3TZu7om/nzsjbiQVYTbdExLGDUmfqo75IuTEkJKyi+DxTbDiOplVNV+yAokRjqjYZaVED+nmHFT1hdfKzP7mH7d9y9LwdQH118y95c+JJmmUHUDewu1ZZ7C9LFssvXMSWPzyNjsXi+X/lgcPsf+QoWknntEvn8K70g6xrH/WdguWkfLR3R3nLuhHOjTkFpN3dPH3zbrZ/63mmhvJE2kUfW2lYKbAtG8uBAHKLAPN5Z1KVlEtCNQMIpePuLZvW7fCG1Qe5LvkoSjyAoXZyoivTFadCjWVWgzk+SZIIOalner6hDzYM7ils5N9/ViZnxX0pH/k+Mf42y3nOXv47UQL2evya4jVjqN2QJCmJcFj8oG3bU435wDPsdxNwE8C8efNO8u3/3tBMAyWlYZdVX5FaKqVWAfVMDHW5bKKmnQKqAKfERDyEWVCRm3QqVKqOdSA6LS0TJtyiofR2wZnefbNZHX0iDMfbyb0S8udQLx7gKvMnfF/+Met6Ohne1oqui2I5txCsrS1MPi4YCCvcAGYdEGYbCtKTK3nl/laazphNTjGILBcDUzPNvCl6OTesK5PLGWQ+otPSUmMWyvet4NlHWnnrP5zKtz7exrp1zXCdAJU72AHA4F2z6fywC6i9naSpwfM3bGb+whjznSXRSjJLGGjSW6vfi6sRNFPCVHQMDM99dMNlyALZZTfX8yQMtXLOAealNKJPBWdBmSUVOaKRrRRpTjTk3ZMiR442vNKBL7wwSW5vM22PLWBnfwxjPIr9U29h4Qgj/IJf0Esve9nLRjbyKT4F1Fwye3piGM86z6RdrBcfoOIUP9mmTNxIURmKYTgKFJNMkidPggSzmT0tEz7+T2fw1McX8akHL+bLDz/PhMNOt88K0XWFYH8ih+bX7mWzxuDhGoCpGAYTT7eRSoaIOG1ZiIll2FJfnLbl4rmZ1ZrA0iWUqMX4VJG2tP+9mc4pEaApJACAFZ2ZoV7w7QdY2qIhjbw1cLukhSBiktO8IKxQMFAc2b9Sxv8czN97FvdeIc5v/foWeNG7vWiWSa7I0rY5y6x3H6a0zST3nZqb3eiQTnkwXl11abQed9llDLk60XdXntpu2Et3e4XouERrIolVVgONXdoHlrL/J4NMPCXAr/tumJikLz5GqK3CooNN6Jlg0sCdFFqazOyzp5i79AiznGegHlCHCCEbKoQNigGAVRjMSISkkK9GBKhOtM3IzG157I+/zda3lYjsDH527bIKcYNMo+OipqE7Obshwz8B23xWnDN/+QssJJRmf6mQXamADZocYXDPaM1F0AHUbcY4bSEYMgT3rTcwo2ZZ3BNF8gPUJ771PMXJMn/4H9cSdiXnyv770BrXWBwaoKVzNgzX+l5r9hx233WAUqbMqsuWEGkT568ZkgCbDrvr5mArmPQOSJworeYVTZAVqbltEHVW3tJJVLIYtopRNgKVPFqUAqhZCAcw1E0xoBKYi14NTeOBwmlgxzmvqBOO+39DlS00E4yihge2G4bQ8AZUyfAB6lXdBdpjO+hSJ2hP+1ODftdibGxM+e53v9v6yU9+0j9LmyG2bt265Oc///nR9vb2191xponXFFBLkhRCgOkf2bZ9m/PxsCRJ3bZtD0qS1A3Bici2bX8b+DbA6aef/j+6RDKgjfDG7K0O6/d2z7Z0OoTh5B/OBKgLJZ1Qt5N7in95OhZTMIsKIQdQu2AEBJusJsS+uYC7k83q6NkwC//x/fziqwfZ/OGG5UTZxCXWU2eMUBxXqgNvZc4g6/9iLy/3JFlkLAbAjnoHPJehRq8N3JpmUbbKhFt00GVSIQHGe3pi7N+fY3Cw7AHU7u8lEkp1f4B97KNAgfz+NMUjKbrSghmRkt5O0NJlTvxoId1ntCC//Rir1+4iddExADrk2sCdSoYYmlIJt+iUKFVTF9zIkGHZPz9O4XiMeNyvsezJoT4eDKhtbKS4uCfNYb8yBCAMS5o1chU/o+ZK3TU+B88/L1jazRtmsfOfV5LLGUx9x/AsTY8xxr3c6zsWwKQ6TutZI6TaarnkBatEvXKe5mhOYyiEQgK4aJqFjk6ePDJyNX96utCmFCrDMZJKwrNiM/eiSZSmCvkDKTr0bmYxi+6ja9n9tMzAWB0AqKhsO/9Stm7toPzx7bzxK08wknCAaV+cti1ieJQlGSsfwVQNjgxM+gB1hQqRtYOkhhWfXTVAS9hp+xmYfhsbJSXasjUWrHUtaSFsykxp3ve7WDRRnPeyMO4HgWNjGu5sJshUZTx9gote+c/auYS9Cj0jI+KeVfOPG6zHXaYfXUFOVojNK1CUChgYhNsr2KZEd6KFUWciHwSoW48v55XP1Oh1N/1lv3WAUFuF/KEkZ8xewtj2Tp6+8CK+8dCbPRM0FZWRG9/G3v0ZrvrCITZc8MvqtsYJ46L953DPXcMkykGOjcG24250Jp2Jdmzm1QZ9zhAtC03S+/xpIwDlB5cxOlWgvLZhCNH1KgiTtQDQnskgSSIlg0JByNnUAf+hvaP8LHsV7s0xnPznqlufE2HXerwBUFuaU7Qt2Uz2Zcn052iZmybdlaSUrYAE8ZYoVJzUwGKJxiduZWeOlf07sE+9mNIDYSwrQkKuMByZTSlTJt2dpHV+E+muJO9Z9Bzh8UGRY90tZIVkReLS9E5sw6S/bzEvVJZWj5288S21H4rF2BrbjbJ8CZIyzaK2O2kKANSR1hSQoVKZYRg3DA7oszGzCufLwaTbxvZ+rGweVTrft2/B6f8mzRSpBkDdWe6nM+LYmQcZ5PyOxfj4uPK9732vsxFQG4aBOs0KAcDjjz9+6DU/uf/l8ZqlfEiCdvge8Ipt21+p23QnrkSD+PuO1+ocftXIO6kFrqtbfdSnfMwEqKccdssqhJADbnMsplA4msToa/IYdwBkC+VqQd5kpqGYBZu1T/+U8168l+4F4vx8DLXsLCc6MkRKzETXbQzDInFWH/PfdYTh2HE6kgKAyAm9mo8HIFeivPKZU8j/9FTUeRlmXd7PeGiYMUOwitJUUlg9Az09UZBsn5mHkcwRn58n2mwSbitjNonc3Bd4AYDBu3qQZdicWs89nVfz1BvO9Swnuikq4bAMK/tZ+vFXqtt6QrUsoURC5eUPbWDFfW+v5kzWR8aYYvZ1x+i+qt+XvgP1KR/6tFrUFSpIio1RUEgEGRcAI99cz+4PngZl73YTsyp1d5Sjnm27dmVZ9umXaXrrK7Q6Tmrj497BwGUE3VznekCdW/cS5z7xEIfPvZuE7BRn2g1qKYZFeSgK2RgTa3dw5l2PkVn1ctXUpZlmZGRKlNju/GmMqrV9WGf2h3ew7M/F0nL7pSL9ZOjuHlasSLGEJVy5770c/urKao612N/VNZdQVJGf7EapL+4xJSq//b38Z/ptjB31t9UYY2x65H423b49kKFujzQx/kQH+R1+mUo3KnYFWbUxyzKpWICBBND61+/ljtA7kEa9Oa35glY9d/0cvyZvf34cENcaJKvpTm6qajBhowqoF3/oFc586j+Z/fZjnoI+D6B2CgoxZTIXb+fS3jsYOvVZRjWRO1sZiRCLhNCbspz9+IPM/5f7/dfvSMDFOjQuG7qNsb/9OgBPVYSe+eQDc0nEQ4SKCYYf6SQ55c3IU1DI7Woj81w7zVEveKxnqAE2vXI1ez+1jlLG31YDxjDn77iHU34Q7EI4N9HBc9dt4cjHzwrcDo4CTsjE0mSa4sEmW9Z3LmDnTZuwst7tdrmM7tiqv5wNUIXJ1ArZDN3CLjdoG5d1QELG0YB2dahVlb3mQu4rbOCE3k7YSXfQGroWs+L00TLsufcQd37qYQ48eoxSpoxt2cSao8iKTCZj8S/ZK7jlcEAdlLP6VNHh2w91cPPURQAczYiJ4sIz54hUiahKvCOJKlkwWStol2WJFUovK8N9hJq9RERqcZ1TZjzOmkgvK9syqGH/BKgwUeK+E4t4srSqZsBSf6yeNNenHuGaU/t926qXUq5goiBho0aCJ1lrOydYHz1MJOQF5rZWe9cGzFa/akufKLDdr83mxePJwFzy36X4yEc+Mqevry+yYsWKVWvWrFm5adOmZVdeeeXC5cuXrwa46KKLFq9evXrlkiVLVn/pS1+qvtSzZ88+ZXBwUN2/f3940aJFq9/xjnfMX7JkyeqzzjpraT6ff3WpB7/l8Voy1GcBNwK7JUlyjWA+DXwB+JkkSX8IHAeufQ3P4VeKgiHAgF0O6BxSKtp4hMjj67hg61LfdjeymsidswphCCA143GF7esu4ZRTmuh4yQsAJosFXNHR42c8AtRk97J6ntiCAqH2CrP3pZDDJtlcA7vr5LxGjTjFcM6RzbOYnNRpPUtMSlfJK6uV9GpKJ5utuS0qpRj7P3cKzZtakT/1HJuveoYju5JEDywU388loU0YgzTd8W0umZQYeMybr5n8wHYuufQQwzuiXDF2G+ZUCLiW5xG5hsN3zyaZVIkpEeRcHEvzOtNNWTkWf3Af8fYOVEuc19F/XsKRry/nPV+uDdyJhMrxry8iuXQNkcv8AClbKYIqJkdBS8sttBD99Lu4/5YJrv98MKB2J05GLhRYyAZQ+PkaDr+SQ3qP9xzqAfDzPO9Jqzg6PMGqO15ih7WPuW/bSkgf40TmTBZRY05d2bwECaaY8uhQa4tPoABz8otJoDDw87mcfu4SqHucorkW7uu+mssu60L7/E66NgxQvnOMScTA2uyUYxUo8BW+QgstnMM5nmtoe89OOtb0cyTZzawPvEBbXuXA364hevYxbOCPN17CO94ptNRTKfHO1KfPaLqBFDIJhSTCdU6Txl1rKQ/GPC6Vc+ckgFH6+vxMUtEsgwJmUUFV/W3ZFWtl+zkX094eJsDwEYCsVoAIGFMh1M5gPiGpJLAN2adOMVW3+mA0eYs3S5R45o8/xxuuCzG+vYP06ilGOLNqxQ21/GWpGIWmIkRqyjntW0doXj+JHLZIW00s/P67+Nf/N8jmq2qAOlRK8Ow1Z7NyWTPqFaJ/0SWdwfIYhEEfjSN1SzQlI7SfO0plOFrVn3djNH2cWZf3ExlvJzqrjO3oJ78oi4lu5an58D5oa4tQKBQZH694i/moOYK2JRI4vB+KrdAqtXq+N5N5VUbL0bQuQzESPA53Nafp/8kCMonphabc91KfClWVhxpjOrfGKgAGNNMrxaaXDf7tFoMm81wqdohJK8UfHBmlefXc6j5mSbzXEdWkZMgereojZg+H9Q7mqaP0dId4d+FewrO9E5OwCmdGXyHU2kTF0aG2DIuC45KYaBGTqnBrkrIdRgromgpFG9OME1LEtZsOcXPsqPjywjPn1L7c6rRNHaDGNAXzLsuoDdrPifa6yZKrnjGN02EpW2Z/roNWOcJZAQy10pymQ5kC01/w7IY+JcbcsGoF9tPAtPbj9Zrguq16ALVRKPPc0WaapBDPVpaRHUiycLxEJMje/H84JOk//AUr/w1h29e+MNP2L3/5yyfe+MY3xvbt27f37rvvTl177bVLduzYsWfFihUawI9+9KNjs2bNMvP5vLR+/fpVN9xww2RXV5fnJT5+/Hj0lltuObJly5beK664YtHNN9/c8r73vS/A2/53K14zhtq27Sds25Zs2z7Vtu11zn/32LY9btv2hbZtL3X+/o1rhCqgrgQz1GZRxfqnS7ie66c9xpTusNfF4Bc3yAnNjXypNuMuNRTE9BaGAKj0J3jkii/xpspPyTd580JM14jDFJ2iEhfW3KPjJVq3CEC9kpWkSPHyGddz/7w3e8xdau56MortSq0ZZGTRGYcLgs1IkIBUiUhnmf4GhtrVqnVdIqWoyRBDnOAEMSvO+JMdVfDlgtR6hnhKznDKV18k9vvPErZEZ29bErlXmujsqC3vugPpdOxyNQWjEiyHp6DQNDGbUl9i2qJEVznDmApVB+jGcJeuyw15gvVFgnlqaii2bTNkiLZot9to/aMXWfPlHfSVvWYcLqBOOiDbBegWFtIKYaizRF9Bk5ri2beew5aX3+Hdv84pMeQwcqakVxnqFmfm5qbK5Mhh42WAoqtH6XrDAIZTICZHTeIL8thzx4gR4z1nn0NraxgLC6M1Q3pNxtMe4+FhrtJ+Svg73yfkTI5anjmDoc+ejW3KHkA9b554Zvv6/Ks/7sqRVQrOu3WfhZly4Scr7kQ3+HmA6YFgzqg941bce36uBnVlLEJsXpH4ojxZ01sA5QJquegq/BhYFoBN6xax//iTHcRCYToGl5Ld0ep5nqRKmIHb5sFzS1DtWlsOV0TRlTkm7l2z6sgXtlUoNADJI2sfZfM9jzPrHAdYRQxGGGEw0oeeUwkdFEWObd0yq/9hBz9JfN+zf4YMnX/zGMs/s5v2lHgmj317CT8yf+yrXyi3j9Bx4RDlsL8QzO1jp3svUylRv1IomNV0scaovZfq9IB6XpGm9RNkNK8SkV6s9XdlO+RxTsyPFihpMkU7guoUwlXGvWDQdNJYInWvKPwAACAASURBVIqXobZtm4GKmKR2q+PIXbNIyBVCZe/vR6MSm6L7Oa1nAsUpHDd1s2o7Hm8VfVy0PVU9R9vwPo/bjrbzb7lL6N0n7q+JwpQdZ7SvQCiqMnudUPrQSzq/2NXB7fktNVk9oDJZ4MXyYvYZ8wlFRTssO38BN/7gzV4mOhajV+9k5/EE2UF/WxpO0WlIMgMZ6iogz0/veqk5rHFYmT4tpL/cxD5tDvnRhrx+vbZPmYiYKDjtmd9zlGfLy/mltpKIMyv5XWeoG+PUU08tuGAa4Itf/OKs5cuXr9qwYcPKoaGh0J49e3zLP7Nnz65s2bKlBLB+/frisWPHgpf7fsfiNS9K/N8YRdPp7AMY6nRa3LKgHMn6yJnipZfKwYDaHbQDbXmnYjz/e5s5/UdPU2kwNjhRGoZmMIeThLudXG7Z+x1XNzhmJpjEMXaZsDliHifcomMOJ+mYJWjMlNmMWcx4AHXOztH1phNE5+modggNAexKdhHblIhVxIAdISIKj6IGAw0Djq2K62oKJ7AtkMMWMjJXcRXjExo/NmRSKRUDg1N/9hCGqlEsvqG6f3V5W1cI2442cFwcs7299u4mEgodFw4xeNo4A7TRg9esw029QZv+UXftx6cDYu7ArU+FiHUFA+rUxmHmrh5gxBqFOk+zFCnewlu4nds9Gs/DwxWkdvHvTqWD4co4NjBW8N7HRkDtMtT99CM3lSn1x5gTmUVzswBVmYYUITfdQlVlVBdQy0aVoXYBdYQIUaKUKVOi5CmkdSdHMSUmNJBVm9azRpEMhXXquhpQx+Rrqz7GeS9K7Fn5h9X9K5a4r5JZa0tDrficEgGm3no/F163kyO/sGh0O8zrJYg6hWYBEYspKDEDO62jmQZhxf+9TKVu5WiamHjjg5x75V5GX4oBtaLBUs5Gz4YINenYSW/eravkU+qLIzmgYKKc86xOuYBarcTQqLmxJpfliHRUKA9GKR5JEonIdRM0r1MiiImue88NyWDUcEDSpFMUSggjF0JN6QyPZUkmais6Jq4DbARLk5HDVnXVaPTBLlqSAsi1NUdIfuwVnrf3YfP+aopXjhwd1x0gsjdNT6tYyVi4IkxE9feVTy+9nbMe2sX4R/1jbbWPDSAtQKg6rPjAEcymHAOZC1nQ2er7ThVQ56ZnqK333s/53zjCifvmAMurn4s0AfEMlO2wYDWdIrzciJgspaRSNX9cm2xQO3FSNqIhCyo1p8RMf46SGSImlWmWCzX5ukZ216iliLjg1dSsqu14os2RqAypRCSdih2iMp4jOqsm8Fc1WwyrKA7JfjQiiu7mbuiuHlcJK/QOyEAH9vhENRe7MJpne/kUmo0CmxydZySJ1nkN8n2JBC9VFnJkoJvkoQmaur3pIbpz7SpmYA41ySTbSmvI9aa4IFsm1hTgjJkXREFYnb5w8fmhdo4VF3DlsSmSdYX6ej2gdrTH0TQIhcjtPyFOISGhOLJ9lfxvBqA+GZP8PxXxeLx60+++++7U448/nnr++ef3pVIpa+PGjctLpZKPeA2Hw9WbriiKHfSd38V4/SYExEydvWv8UWgf5CVe8smUuRGdaOOZN5+DfcvZgdtjMYUNNz/F+ldu5jme82wrFAy0cQd4xLxM2KDDajKWqoKeRme5KqC2vAz1QUXoxbKvZv7hgpnJyRoQG40McuYd24j90RNVMxADHXXbKdwRfjsrn66ZwEQ0AfQG8w1mlw4IS4QjmGXRsadJ807eydmHhbtkKqWioJA+Z4D2rSNkS7VrrTj5prKpELHFOc5/1xEW3HSQjo7aAJ1Mqsx/zyEyb72fwxymMfIOoJa06RnJ3JsfZuOt28nIwYslqq0y+lAXk8+2BSqFAKRu3MGGHz7NibA3TzpEiFMdF8p6hvrIkTyxueJ622knbIgBdKLsZYDqUz6gxlDvQ7TlxJMdNKXDNDWFiM0p0Cf1etwVR1LHuLTvdvjkLwhLNUC9ilW8l/dW0zv6+oqoJfG8NGpRS47LYVQOYTsTk6E753DBt/+OP+VPPdcassPIIZuiVXsvXHUKyVSIOvX5ufW7KaYFK9vWVmtPpa1EanmOMd1vnlpjNacHYRe+fA+XD93O8dJg4HeyTqGhPc3KEYDROUHr5nEKIW9bVMbCPHO1uF9Syvveuwx1qS9e1amfri3D5QSTz7cytUuAIzcNa/zJDkAiElEY2PIoa7/5LEW59sxk1UmWfWoPoYteQXVWjkzZQC/KTL3cBEM1sGVlBLAYLnldTA0nHSwZiWA6ai9LWcoZz7+dI99YRkuLOPfWphhGXsWWbE8fV1X5qCgkHUOWjef6zY6gVp+gh/yFhW5bSpXp22Hen+5hxWdepi8fLEbwalI+3HSxouHtIxNyhasTTwBQthxAPTEBL7xQZUCTcomIM7Gp+AC108dGLFZcvIhl54t0uMGXxWphjzohahjb2nigtIH/GN9IYbhWDFqeqnBY72KgmPQw1FpRR5KlKkMNEFXEc1Ma8Wo1Wg4MUiJqNRsi1ZVi3dUrWX7hour3ZEUmHJYACW209l65LLsi2YRiTj9fDiAV4nHCkqNfHmDOYjgrqqpkBMveJRIc1WdxqDSL0kRwUaDuAurpu2lCbsZHgwxj3C6yNfYSAGVnwu6mfeSPimcn1RYlIot+TMv+bhcmNjU1mYVCIRD7ZTIZpampyUylUtaOHTuiu3btCq7Cfz0C43VAHRAlFwwEgDBX7zT5mfv5K/6KQYIHbjsXZfCOuUT3Lw7cHospSGFLSGM1gPJ8ScMsiN+x4t6Xf9QSA7eaSZNyjCwaNZgLL85i1/tOZ9PkhZTvW07/j+ej6xbHEwcBiPfWZAjTn36Ysx9/UDDfTrjssGwp1aVlQ3IKqCyZ5liNvUw6rmyjlQb7ccdNLRmNYDkDt8uuuux+KhVCQsLOiU7QXY4H0Kqsplp1PANILy940i4SCRVjSpxjo6kJ1AZuWZ++py4sP0jPNX1MSQHiwkCPPo8nL76AvR/YWNX1bgz3+CXbDx7q0yncOHy4UAXUbbQRNcUAmtG9y6IxYsxlLgtZyBf5Ip/jcwC8gijSHH+ig1RKpbk5xNmPP8Sjb/6/HgvsMhVic0pI6ZIHUM9lLpdxWRXs33DDM5zYa/vOEwCHNYoo4SrTL0dNOttjPsvnhC2eSU2tA9S2aHfJVIi4SieyTfsNr6AokmN0IqI1Ku5V/bPgRvEkaQIAVl4AqPFScL5m+8QCHlz6Rsb/5oJpjxF2JnD1+e8gUkD0CbFNbpoOUCeqLoSTlWBAHdfSPH7GZfzyyvMAaDtbDPoTT4pVo0hEZmDlcyz840MU60B9JjzKqr/bhXLFS4Tq2nJh70YeOeUNcGuNtrOzol1Gy96JietgmoiEq4C6nXbaXjiDsUe7qko9bW2RQOk89xosTa5ahj/DM9zJnY23kYQstgcZ7RQtZ6KrT79yJJVEvzBaCG7LZprp/5eVDN42d1pAHTYjzu81vJeaRlQWz2XZDgkA9v3vw+c/T26n6CdTcomwI4dXaQBhhgNGo2G49NPncO77zwBgwAXUijM5T6UYNFsZMNupjNSuY2KgwN2FM3niWDuKk0Nt6hbr37qKP3ngBs58Z61uJhYS719p1Ps8mS6gDqvVmoLOFR1s/dONLDt/gfc+OGl1lbHaMarSfTJEU+I6jzzVx76HjnjvVSxWUysJSJcwCuLehhSvEko1VJWIQ7BUJoJ1oFXJYp46wqzW6Rlq9xr1khfUK6bOHFW8Q2VnvHIBdW5Q9OmpriRhp5ixkpnZzv63Pbq6uswNGzbkly5duvqTn/zknPpt11xzTdYwDGnZsmWrPv3pT/esXbv2d/tm/Rfj9ZSPgOiaWMJzn9zCwmQ3XOnd5jLUeiZEhOmVPtxUjmg0GIBFowqmYzpQtiqeqc2hxMucs/0h8Y8GJmxcFkvL4VwzKVV0cnqD+UHpQDNH71rGKX92GuUvwu7HRtEftokensfQvkHWD9ZAvrx8iPbZo4z+Rw1MVounTIWQ84gYUq2Aqt5EoVlOMwpkzAYw6qR8JCI1hnqb9QTL5aVk8xHPcexCBNpKTGq1Aaf+HGJmbZKsZtKe/NlkUsUYmF51RS7EGNveQby/zbfNjbARo8j0Rj01Z73pC6QUQwxIJcvbXsc4xg/4ARDAUM+rMdRxEmSBKdN7DpudP40xYA+ARDUXvbk5jJHzTyx025HnMtVqmoC7guHG5KTGE0+MsWlMtIvPLdGZHEXUEJIz0VNipif1xo2klCDDJHq4WC2IcydHsqnQWqipB5T64ixalECuk8nqSDiTD7PoK6hzV45mWm2g6EzOtOB8Tb0gUziUJtzmTyFwwwX9vomunSM+X7SP2qJhGBaqKl7cKqA+Hqd1rgAFGd3bluFdS9n+jQv5yLvXoapDVUdTF1CPPylSM6JRpfpMVuR6pt+ZZFqyB1DXuyS6IRcEoB7TGnJ/HWCUikXJlGsTXXeFqgaow+zPhInNKVGgUFXwqJg6KGBVZNarp3IRF/EQD/ny7gFSigDUVoDzZckBuLI+PUOtlEU7jJWCQdhsZrP7gxuEo+3fTgOonRWRsu1tS6uiE3LY9rIdFikCQ6I+Jb+vD4iQjOjoDqDWprx9bE9PiPNiu2iZ4/VIqDHUjplXKkVYtcEAbbJ2HVXZPFmkZECtuE5WZOS6riYasqAE5fEGltyxDZcjKmoqDoUCxnkXBd6HSCJEPqNTqStgt5y0FUW2mb22i3VvXcnOW1+hMN7QjyqKAKOa/z5ALR9dncEAMKwCOmjjwZOjzg6ZtySfgnXTT3Td9Gwfi24YRCUJSZZqgN7R7c45KXCp7ibMfUABtMzMdva/C3HXXXcdDfo8FovZ27ZtOxi0rb+/fzdAd3c3Bw8e3ON+/tnPfnY46Pu/i/E6Qx0Q8Vwb/T9Z4EmNcMMF1JVJ0YFPB6gHmw6z7M9fRll7InC7LEvVpetCw3Jk3qh1/kpzxSMn13VgHQf/YSWJoR6aVQE+jHC5QXJODOiqKtc5JVqEH1/PL994Ht1arVo9ZIhBK1NXNKNbLkOtehhq7aO3svXZ+zC6as6PbWGxzJyTcl4XLQdQx9QQljNwf0/+Dp/gE4xNiut1AbXkFGlljXqG2jkHU6VrcglDd4vc6FjBaxKcSKjoU9MD6ln9q3ji3IuRbvWDUjciDjtckoOXAifLBULNGrHk9MpALqBuHLgHGWQ3QmKt/v4cOVLANiQUPcwsZlVXGwrWqyMEPlP+PA8svhJtfyvhsExzcygYULvpFpZMi97O0F09GIfaeYRHeJiHyZPn0UdHsCzQHEDdeB8lhyGLKmGYSFLqj3Fp7x3cduYXfZKPCUlch9qkVyeV1WI8U6VFb2fwDvFelU/EWbnSq4HdFBYpRFJcY3TUC8SWjW/gkVMvJ/Od6YvjpZMA6pks5N2ISo7UGV42Lr+gl02/ELKCx/55qaeIdcAWBaLFY8nqPciZ3nMwx+OMb5tFS6GbaExGiRmAzdg/buLQl1eQ3SFAfiQiE3HUULQ6QK1XJ5kqPaMreOry81Dv2kimVARsD6BWdi3myDeXIk16V2xdBaCmeJSDX1rB8b87jTu4g2MLngXsWspHazjQLbGkizaRDIWQFKquZjRK5gGkHOdKK8C5Mj7ZztFvLUHaM9e3zY2Q7mgLl4MBtWEIZSBZnr49q6sNDStHx4YUfpC7BICtsd2C0XSK5jKD4u+mtEIk4fT3DXm3rS0SayNHmddtM3E8y/D+MUzDYtn5C5nfY9OhOCt2qVQ1jaE+D7sGniUWnzOPd/3kGs77s02B17CmJ895sV20tXuv0apjqM//0Gau/Pz5nDhSYHi/35nXNZ6p1KVsmKUaQw2Qd3PHO/yr/GFHplLL+vvYaFSiRxmjZQaH0ogzb6pMTFOYOIOOtRtVhrpe19yyGKkk+WV5Bef92UZuXOvgRIehzuTEPum5zYQjEgomVvk3I4f69fjti9cBdUC4VeVBWrcuCCyNzwyohzoOsurzL2GdGjgRBEB2mDZXvcANdzkUYOdNGz2Fi7F9S9jzifW0ZOZUByw5pXnUAMKrRpj/fw4zEj9OaOEkzRvGqRi6xyXRjYjpgNk6E4t6Jqzt0Grun3cV3Xe/ARaP0HLGBOloLQXjIvV89n90I6NPt3jysPd+YBNPXXoec+QeDn5sE7s/dBoALUYbn/2LAwCccoooflFK4nj17KxumpglBdlUiUblanpEsuxlFhMJZcaUD5ddnglAubnmZTm4LR8M3csbJm9l8V/uDNwOoJouoPYOKm7aQN+P5vN/fvmF6ueHD+fZedMm3vfE11jDGppCCcyyTLHiz1F04wf8gK/zdUqUyE0ZFI+kSDpWvwJQ+5/JKkNtqSzMr+KXbzqP0s/W8WN+zDf4BnnyPPSQYNV23rSJ+O9/3CObZ9s2Y493MHjnbJqVFKG/vJHt5woWrBjJVPWx3ah3S3SZUxcIypZKOFxry2JfnJUrvfm39RrM9VrWAHIpytTuFpRx76TK8x2H1ZwyggfuPennOf3fnyRxkT/f3o3/j73zDo/jOs/9b/r2XfRCsIAAwSqSEpu6KInqXbIky7Ijl+smx0V2nOumXNuJHTuxk3sTN7lGduzIkmw1q1pWoSSrkRQpdhIAC0iQINpige07O/ePM7O7s9gFoOTa8XPN73n0gNrdqWfmnPd85/3e1wHUWbm8LcX59P1iLvv+fqmriPX60Xex5b3roKcJo2cO3f+0kNBxN1h0+hVdlzmv916uStyLXpcmsH0JO/7qNKyc6G9cgLqEOpN1Mv15hXC2lhNPtJLrreOJy7/KlRP34p1bvObQC2t58yNr0PpK9ISBvL30HvZ7OPDthfT9Yh6P8ziDl/4WkFwZ6kqUj6SjhpET7e5k5isBascKngrmLDXH57Ptw2vRX1o+6TsnnInuWLbyJPNg4hi1Z52gtjNTVWrNoYuV03cc58Iuo58Fer8AdOMCuJ+i9nCasZ+GRoX5XR4u9L5BR0vZe+ncB03j/k88wT0fepRULM2621Zw7VWeogNiMGjzlyFbYmfuZKgVGXSvRqgpgBHQufejj/MfH/oNE0PF33a05VlhHCDsd9MhTMvJUGvMXTuL+s5afveNl3n4s09Pug9GcLL9t1NYaasFMn7C5o43VgfU6dhk+s78lXXcGHyRtfX9k74rbG+v1FbLDmfiGVJ5jbxSffVJtX0EXBlq0ySaD7AzM4++N44XjXXsyZFiZlEwqVvUzOntMf4y8gir11dfrTwZJ+O/EicBdYXoDeyi81O7MZZMLobRNBmPRy4MNtUAddrOdjqDQqWQ7axm3HR3Uk5BV+93FnD03rkuoDo2Jv4dDmusZjX7P3Em/ffPcRlJhC4+wKk/epXd/m1of38f6zc9SV9kL0NN3Wi1aVcRmOOwN54rDlqZEhDmxSt4oQkZpSFOPivRoheFjlexCuvRU5nYF3KZuwy9XMuJp1oJ6wEmXpjNxF4BnI694aG/P8U559Rzxx1dACi2G9h4vggIanoW84jvZup/eDOGoRT5xpa7MwwEihzqSm0xnk4ie3J4p6BrOMVTGaVyhnrCFPuV09WVgbS8nckqG7gd2kBuXKOnp5TyIe53x/wgCgoXRK/kEe/bOfGt01zb/4JfcCM38it+xQu8wDM8Q5x4wczHUZ0ppXxUKiKT80rR9dLKMmwNI1sy9dTz29+KFTszoXKgu8wYJmux89OnsfmG9bRILei6TKBTAI9Wya2oAm5A7WRwjWPNbHnvOsIvrUXxmkROE7zeZJ9/Uoa64FwZyhaedSeKtuPV21LNOIC6Mgg77j1E2y2HMDqiFb8H8CliH1nZncnK2ADbqW8olQb0Hmvl8E86qFHDBPYtYMenVhHsdevUxxfvY9k3NxOd003eXp1SfCazZrn7CMNQCu9lTi0+T8X3stiWWStL0h9F8eQJ5YoTDUeSstz0yfjqzTw5+xpmmYI6KbeJ+5A/ahdI1hY51BP7guR7GgpUIXESGqObaskcChMjVigErgSoAzblQwlki+ZAdkxlIe+ENy/uQcysPDn6Hb/j3BefZt77q0+OvLK92iCXA2p7Fc8xe0omC0ocXXo/53h34m8I0NQeYplxiAaPu285fjjBjvRcBif0gpqGo/SBt6Q9g0G0CtndfEmG2gkzl+f4rkFO7BvGEyrpa5z9lbn8nV+zl2v9v6emTbxD0SPivYy0TXY+bTu1hYVaH75skXJhZXMomCiKMGcZ2CMmR8EKgNrwqkjkXSYqhZhBdtmwAXU5F92JLZuS3BW7gld3VH+3ndXWXKmMYontuOZV3Xrbpsm13he5PfIbgp3NSH4bbJ90SzwZf6A4yaGuEAcatrHsG29g/bByJky4JU5tP55RBKgx8pMlgpxQcjYQzLkBtUMbcAbu0dEMs2Z56aOPw12vEFxsEgpptNNO8pGljPXGicVyNDreATbnVZc1pKTtBtbxNOaX9jI7ehq1tRcVjuWzHfYc0AiQy08euBNBsYyYOOgnEnQDy5YWD3v2CPvxZcvCWJZV4o4nYxgKxgLR2fdv8tDW5uW++84odJCe3jns6U6xLlTMVpZKhJmhcfRa0WnX6zWlhy5QPqycRL6C5NLWpb/h6uRG5Hs3AKdP+h4E7xcgo1VWbInb7oPKlIC6Mk0gaQnpLTOu0mtngBKJHAMjcVRNoa1NdPJ1teI5cVYRnMiQIUcOCangBPkDfsCBtqM0X9VB6IiQlguHNbK91TnUiqUg6yaelgTSwiSWZDHR4+cHTx2iu3sCTZPIZi0X6AexrA7F5VZdl/Hbbdkqu7OfADdwAz+/tY6BJxTin7WPPRLm8E86CDd0IXUVgU16wDMJUM9lLuZDpzHwpIfoO9yD99bIS5z641fw71wx6bhOaDagjltVTChsRRyH6lQp2rJzOXx3O95d7tWQjJLGD/jnT9B02VGGUmN02QWnwnYc6uv1Apgtl9bMLjhM5zV7GXtzQUH6r+2WQ/hWZQm8rjHRK55Dw5DxSuK9zJYA6tLJUSo0zOK/3Ya5xIMiWyQP+gl6i9fkb8gRWT3Mcf0I0Fm8hmEPySPitw3nDLHgM8L1MnNIrBY5GeraWp0dn1qF954aVr5WLJCbE1vI82suZd48H7y/eG2OQVBprJPWcctpfYweVEhcbRIOF8HziHqCyKphtLrqrpaBfIj+4x6S8crcXGfSpGarv5eLjp/Ot9dlOWfJfLi6+LnTP/WlatmsdLLw8CABq+w44XBVU5OevUk2JU/ljIE8mi05d3TbABODCeoVr2Buqyp4POj295nxYv/iUD4UBYYPjPLyj99AVmSsvEWgwefSgY7lfRzJzMa/K8rc84rn0KxGQZuAkId9zxzg+W8LtajwrMmqK6fdshwe+Dsh15fNgqbRvijAX0YegaXLSJUUWzuSfaWxcHaWhcMPI11/56TvsvE0WAqqqk2yR3eitk6l7eggfr3ymJqxlTv0KVYSVy6G5YcfQTvrtuKH2SxZG8bsfqKHo4EQV0ohGkZGIBYDy0IOhURbOBOTxEkO9cn4w8TJDHWFcLKMzjJ+eYRCWiErWq2QrQioq2eoc1vb2PHXK2kfcS97piWxbf36ATo/tZuDCbGUtolNDLztYdo/vL/gXuZwukszUZZdrOiRNSRblSEaFmok8Z6gi/LhZJGSJZbVtXuX8XjLddQ+cCmZphOs/fVGjr/rvsL2pcVoI4wQuW4fTVccJRoVoCKXs1j4he0s/eo20nKKxusOsPz/bBHbdwf5+McX0NRUHPzrXj2dze86E09vscCndHm8Rqrh8E/nsfdvl9LY4AZCgYBK/69m80LTX/BxPj7pHqclW47Jqj7otlitDD7TRLKvclslLNEBTwXCGjadziOBG2n57SWuzx2Vkc5P7WHrh/+Bvezl4MEE7bfv4/LovTyo/FrcA3vVoBxQOyBKQ8OwC6z2s59Br7Dxddq/lPJRCqj14w3s/dulBHcvZqCml0v7H6T+ew+Ic+sJcPvtol0uu6yF5gsHWfzIQ3w7873C9tmshXd2nMCcFCYmyQ8+zIpvCfnUFiYD6rnMRe1uIztiFCkfJZOjiBTh8L+1s/crS8GSWLTIPfh30EHovouFS16ZpvbRQA9z39OLMa+yGguA940lvPa2s2ncXxl0OxKTU010V+ZWseXdZzD8cLvrc1MRz1LDhQOc8djzHOQgIFQunmz+JTWnD9LQYOCvz1F3zgmOBd1qCabNX9YlvaBU0nHHHkZveoyWs4qZQ8OQqTMbGNseJjNWBBj5HGRGdJS0h3RgjIVf2IlyvWiLeE/AxaG2lh9i/etPcujMp1zn4FiPG4bMws/vpH69oPvEu0U7OBxqp48ofx4dXWyPRyFIkAu4gOu4bhL1B8RqhdRfQ3bUmKS3v2/xs6zf9CScvWfSdk4s33cpT7Rcj/nQqRW/j5vTv5eNSgOjr9UT73P/xgHU41mdF1PLGD0oVk2O0sTO9BzGTB9EIsRNnTfT89jb6wbbZsYGxLqCaoj7/tIPtnD/x5+gzxF+CgZBkmhqVunSjhD2FJ/nfEkBYnoiS8+Lfex/XvhORma5J5kn4h5+m1jFm5vKMvUlWtZ7nu4tmMKUbw+IYr1yQFlCW/EEDZZevoBVb1+GrEyGBZLfJ+r9KoDRl+7t4TtjV7F1tHnyce1YdorBDYGXWDSvsopH1l6xcCYflUL1auiSiVTqlFiSoQaITUAyb8DoKNmBYSwLMTECjif9/HvsAh7/5fGqxzgZJ+O/Eicz1BXCWep1NEzLIxhU2fWj+fzLO27irGVzKv4mZ2c7Sw0yykPpbaX7Pzw0XbegNIlUAIE1a0aoWTPCwVfXAYs5zGEAYjvChM/RiBKl4V27aFuadmfDHFUGWUfKaVhAyisG7HhPwAWo280OHr+nB21v0e7aTCqkj3vxZP0QGKL12iM4e08dDBK8pPjYHOYw1kcfp3NpE2O962avsAAAIABJREFUooPOZvPM//g+jPo0WbLUXltckp3YH6Tj7OKxoGisUupMd3zhFi7Y+STRIwN4jJvZctuZANR/T5+8rSUxMVHZ5TBj30uHF1spzkyfx3suTNLZGcBWpXNFUpp+4PapBmZcI510D7yxTAJnxdxqGCNKlBM9QULLxpB9ucLzEY0c4YLtjzKxL0gud3VBPcKRKfvJXX20vEOGIAVTlnhPgOB8h/KhceC7C7BeXsA59xY50NrRZnZ/cQU3fGExnjPcy97xnmI7XHxxE0deN6hZO0L3xEHH84JsNs/6zU9gNKQZ5wokbxEUlJvoOOG37aIdSkSstp/22/eRnu/DY7Sw5T2iQLStzVuYEJSGM1mcRPmw27LaewkQGm2l/1cppAsr8yTT9kTXM8VEt5pTYk51g8uo7YS4iU3sXvg7IqtW0ZAxUDpOcM5Xnqa7by9QXA3KyzkUwJC0QkGyp1mcjzpUXHkxDIWLB6/hY8sNuroC8Pfi85pdp/DY5Raf/GQXxi3u1ZRyQB2SBEBOG+4Jv/WJR1n33gnwr0IqMa6K7haZ2FIONcDwcJocuYILYiKVBcnC41GQkFw65JVCuKCmJ1l/OxQMbYq2dMB9KeXNdc32RNepA6kUzrNY3pbZsl2mbEm6PdpCdkRrOc/7JisjEWJJhWeTK2k6lCyxhRESdwCqrqDaWtUOoA232pPEgHi/lq70s3TXJmiYW9i+s1Njduhx5FXnE9PdALawvR3esAFkSJY5ub4aaydnwpp03pXRrqlA+cgks8TVWpR8jlAiIUBmCaAG2PDpMydtVwiHm1wBUDsSgppWvWjbuRfV3BIz6Twgo3ungCSVrMdzOWE3XhIpS4OREV742R72jF3JBZlhFgEYHobzHpThk0WJJ+MPEycz1BUiK03d2YdCGukTXoyh+oKDXXnkdLEPL9U7+2r249KLi9ny3nVE3xCD7EhWZOT66AMgtjNMfb3BKKP4P/kcC/56tytDLZUA6lL9ZSsPiQMBlzPdufnz2HTL2Rx7pAiOXHQNyX0PlMEaVwFQCNF563XpAgDKZPLIhjgHFRWp5Bzi3UHmz3dz9IywSaArxqhW5KynPROElsSwQgkXz7LU1AWELKEsi2OW8zQBspLoPB1DkUoxnWW1s2IwFR++mvW4EQ8xuqkWMy2uYYIJenvjBJeKNp2NKFyTZZnQsjECXeMuAOEA6s2vxDh+2P2cxHsDJRlqnfj+EEd/W0ctRaqCI82mabJQ6SiJFqmFU04JYxgyV17ZQktAPG/RfMy1vazbGWY0VLPYls1Mzkh1003wjo3MeU9P4X7G5hxgxbc3EVu+w9WW5XQP53r15f3UnTtQWPFwwqHTaFVWjmB6K3qHJ++daqLryxFcEsVschv95DX3+cRsQO1MdMd3RqivNwgpok/IlclZOnKFuqxPkv4zRottZhhyAdSXPpNOW6qqJDTBSyLeE3QB6hpFZOVyXjegllcfoOXaI+iGJFxO7TixTdwPB1BHIjpzbuvlvKGf8d18ccXilfAzXJv/Dxo+9wLTRZQoHd9+lpXff5WREfe9c5IWulW9fyyaTlUGQM5KzFSrgBO1x1n+7ddRrtni+rzMxZvUqACKwxnRN9XKMejsxKgVbZnOusGiA6gVTUHV3YAuvGyu0MObawPoCrQRFRO/nMbrVws61IXtKwJqSCXdfcu25Dw2pRdiWlIhSw6VKR/7nz3ITw+cyiupRQVQvGfzKD+LXcBrBytktMtiAh8/j53P/T89Mem7rF0kqE7Bh7f8ftKWSnK4MqBO20Wijl52pTg+onD/+Nls3FgymczlyJatjqQsHUZHGT4yQRYVb0Q8H4XCzFTlLPmfSwwNDSlf+9rXqnOtpogvf/nLjePj4ydxY5U4eWMqhFNZ77jXlYdTCBaLVbcfzydVMiN6QUKrUnhbUrTeeIhu307X5+mdDRz+SQeJ18WS+pgZI0++AKjHd0ZYtKjolKiFM+7iIwdQK25AnTzqQ8mrroHXyQaWXsuJzjc5/TfPMbFuK7pc3L77m4swDriVCwqAuj5d2Ecmky+AMAGoxfH2fHEZE/smA+rksn1s2Psb+i8sLk87VAfFUgtgFSYDakmSiMzNcv4bj/FZ6bOUh6PR7XBSK4XXL6MGs2SMKp29Mj1NIDO3n7OffZpjlz/q+nzF4Qt5fs2lHPiWKMAcyY7Rc2CckA2o5yBWOJy2VMNZhoeLmeSCkUZaIRktDurGRIh8Si08i87fsbEs+XwxSx4PDdJ02VFyTUN41CIIM5MKHf5ZvPrqhXR3X8bcuX7mRERWN17izpfNuttSsYsvpbinIqA+znHkq96g6bL+QlGiaV+DamllgHrywD/OOAc/+CPW3PPSJMpHWp1+pUBrnaDrszs51PVKxe8dTrKP6s9DX3AfF+58jPavvOz6fO/XF/P8uouRXhB25BOMY2G5Vo4aGgzCmg2ojTLtY8WZ6GquSaaRDBLSiwDfMOQCsB0dK3kWSqgz3kmA2p2hrtMEVzUfKMso2nUGXk0rA9Tifjj9gaJIGJKBrFqMZouydSnbwbQSxaM8LCwCl3XTfPVRjhwpK3bVpq8xmZh1mEv6HsDzpYcqfp+SnclR9bbMBmPMv30/xlkHXZ8vVPvY4N3CPLs7S8VSWBYM25b0df/nS7BgAXqd6N8ypnuoLABqQ0Ur6Z+8NR70ua3w/e/Dxz5mX6uHqOknNlTyPDi+4apacEp0ohxQe2psWc/Sxymfx7TEdrLu3kclyocjm5extAKwT8YyjORDJHPTL1TLfi9D+TAjw5NXAjP26oOuV4cTfQMK3xu7ksdeqHysbAFQV1f5yORljpr1DA65ixIDUopGT7xw31KWjjUyyvCArWrVJsYbPSzuYyZdXS/7zyGGh4eVH/3oR43T/3Jy3HXXXU0TExMncWOVOHljKkTGsJcSM5XBcDCo4Zs/ztOn/Jif8tOKv5G+cgOP1b2NlsS8qsfxdo2y9t6X2Dz/MdfnDhDx5W09WyYYYIAMGZJHvWgZL3Pm+EoAdbYAZi3LKugGG7JW0EcGSPQEqKszXBlmI5TH3xkjExkt6CQnIoM0X9GP2TiMIdtKJN1BdvzVadQOFZctoegCqNeniY6JDiyTzaMYRRDmDNzpEx7qa72Foi0nHGWInFEcdHO21a1WBsIqmYl4VYPwyihH5b5J32Vt63bnPCvFUX8PV8buY9kvnnFradux4PdX8frbz8Qfm6xk4ITiy1K//gTpVjc/r5C1tx32jo6N0j3ajxrI4UkFCxOSgjpGOOPK5hUBtczwm8XnUbczms69VFWZ5nXjLP3mZh5JP148/uJdnPHY84ycuhmvDajjPQEe8d/Ealbj9RYLIzub6u17Fi8YdZQDas3W9W14+oICp7s0nBUbraYom5eTipOj0kG3Uoa6VDZvEqDWRFvqVd5LALVxgiVf3cbgytcrf9/XxNALDQSt6lm5gG4DNE+uMDkxTYuxHi+jr9XjHxYTiQl5gkEGharKmI/MkIf6eoOIDaitMrk4J0NtyDrWoys5/G+Cox1KNBSArCyLttzuf52r0/ew7McvFHjPx1e8ysUHHmJk/UYMpQhMUt/cwMgr9S7DpXqPuD4rkCJPEYA4q1c+3UCxVxvO2PU2zIRKOKyhlKhOOP3PWK4IqDO2i6o6A7ZgqWLL4cNuYJ/1CFDnzVVe4QMIBw28bUmorVyn4pjeTEWrCxn2d0bJs2SaNEtDLPX0MWu2LXcZzzFhecjkJDwhA998kcwwGkSmP226JxCmXayr6Cpnvn8V53x4NQARBwzX1RWoFAcPW9w9fhEvbCv2xfv3pnho4nR29kiuDPWpb1tCwwJ3MawnItohlYG8Y49ompj28K3oKqrNPV55/eKKoNSwnRBTeb2gclHQwlanhwF62FZCykzuH1P2apBnCiUlo9Z29a2wPYAjHjIVoNbsLLyzUmP/D6s83dyyuJtTrhZJi5SlkxhJkE5bGFIGf7N4Fwz7PlYSKvlzik996lNtfX19xqJFi5Z88IMfbLvzzjubli1btrirq2vJHXfc0QoQi8Xk9evXdy5cuHDJggULlv7gBz+o+bu/+7vGEydOaOedd17XunXruv67r+NPMU5yqCtFTsZMKoJDXCFCIRU1kKOvfTMSg/wFfzHpN07xzlT6xwYGSYq0BCcya3bRPneQcJ3NzZMnXFmwhQuDyLJUzGqGskTtTFY+D69edy6Kluf+zBrqnojz4qYM8/5HD/EeN90DYJf+Jhft/w3HHp5FIvFOYeXtKEOgFGgCki6up7SY0LkGOaeBkWUsbWc+7B7LykrImiy+R7jrlWenAcI2qMz5S4wP7Ay1iuKSSSvPUEMRhKXkJHnyyCXzRNO2bg9J1QGUo+ethrOkUvlJbebrncfRX0YJfKz64O9IrZllPNuR8QRIFpkRcd7HxkfZnUywkmJ2GsBjU4O0UI7B4WIq6iIuYuu/B4lu9dL/6zk89N6z+InxfeQTgp7hZKYB6han6LxjL68lvVzD5YAbzPo02zbbMMGSWLrIrZjSObeGZ8ZVtGCOBAn8+MnkTCTFwjIlFEVh0fwaXgROXVf5XjgTF6MhTXy7OLbjzqeiutqyEqD24AFLQvWbjJZp3mZ08Xx4pgDUQYduUcHuGsB796W8+IMDvOuupqr7cJRvVH+OWCxLJKK73DJ9pp8JIKnEC6tGmW4BgmbP9jI+oWKZEpIni4lZyOZmB72Y+4IEJD/arvkMDx1hzrsPUJtuJGFTd5zVGE3SkPU8ajDL6GiW5maFjBHHNy+OdTSDVxXPU27QR/T+RaSOjrgy1JGAl+yYhhbOkiBBgAB58oXJtlfXClz00YkkoE/qGwJ50ZalzpnpvLPaMP3QoaNDXkbxmhzudzvk5eyJrs+s3pZNAfv58Fc2DFn66/fw9/+ylXdfXL0tw5UAtasYTwcypEyVYVkcr649Ukg6qCEfEnlMFMxECsVnv+c2qFMMldo54YJDYnl2GUALOWC0OLGJjpoczDVTF5OZZ/OfvTWegoV5ach+L4aUIW3ppCcyeMMerGy2CKhVGdV+r3y1lbP13rA476SlFzLUhcLKGQBqNeRHYQgzr5DLmC7OdtLmp08lTarXBOx7UPn7cxfGSOzsIdR4c/Vz8NouxdkSQO20parisSkdKdXPUFYcr06OIUXExFUJ+ZDJY+blSdfw3xLXXVfdoeq/Eg88sHmqr7/5zW8eufLKK7179uzZ9etf/zp033331bz55pu7Lctiw4YNnY8//nhgYGBAbW5uzj733HPdILLadXV15ne/+92m559/fl9LS0v15fk/4ziZoa4QXT+4nUd8N+NLVpfNy41NrUNdtB6fwlBErqx3q133Biu+vQl/g9hHSoszzjhKxmB8R6QARBQU5IyOJMNIUizTOzJniqSioOCPNrD1/WtJ3PwBdv/NcldBIpRkBINF3V9TKvKfPaq4Tt+cBOHTRiYBagBPRnRezsCbyonrsbLi2vVzuwFov31/ZUAtiyxQPlgCqGXnHLSCfbskFTmepeH3qWRjto17mV20/P2L2PLedUSk8KTtCtuXZIcr8ahnYg7jgLC87k5/PHH6v3Jt/j8ILhYUj+6BIbT5QoKwy1NUkVBQICmu7cR4MSO4ilUk7l1BotdeCehr4UZuRN0iNI5Li/p8NiiPl0ggFicmaoHyIdurB+UKG/Pn+8kOu+3HkzkBZqysaINUndCqTTdP5lIChBH3WW9IF3jMjrqFxvSUDwkJPeeYDbkzk76BVqKba/Bmq09sQgV3vsqAeiZOiY48oeIzC3z2RMKk67M7OeVfX0cJi+c7pRUnusNviGvp6AgQCuqF57G0fxj427N5euFVLEqfgmHIKB6TzIhOQ76pkKF27k/xvcwVOMTF91LBqxgk+nxkj/sqWo+HQmrB+dJpS8fV0kzLeAwF1dTJZ2SiCTHpdIoAC/uwRFvGlSIYdhxMVapnEp2QkNCyoi37hsos0L3imAGr+spRvW1DrwSzLjDqRO54gNj2GoKe6rSRsK1sIXlyxdWnTIa9mVlsy8y3pzsmFjBs2oB6XrHfl2QZw+6L0oNFdZmrVo/x0fBDtC8V28SO2+6KFQC1XiOeydJCyLzTT6sSqqEwZ3Urs0+drJoDgNeLV8ogS1bBsVEYw0jI5JFkCSNg4Kv1TqKPFHYRcQC1UeBQO0oj1bZxhc+Hbk+MM4mylSMbUHv8UySP6p1Mf+VjzQ7FWagfxQhOQeeyAXVpTSK5HDlLxlJUGjprOfXGJbQ3pIptqYxDRLSn5PNh2Cuf5c6Xf67xxBNPhDZu3BhasmTJkqVLly7p6enx7Nmzx3PaaaclX3jhhdCHP/zhWU888USgrq6uctX/yXDFyQx1hXCWWD1VDCQiEa1gy1sJUJuY+O//HhsGVTwD66sex3HxKlcPsOxsSm2+nvGUjJnJs4ENPP65eh749m7e/oViZk/LeEjrGcayokN3Zu+ObrDQepbY80qeVL+PlrPdHVbpwB2LZWlt9RZBmKTilQzyWQlZszjlnzfTuPWCSdfhywWYyIyRtG2z09kcE90BUdTZBdYPNmDe8TA7PnUq7ztlMhiqt/meVjCJhYWEVMhqapJGJKLj8ynMmuV1LUk74Zi7aCGRWS1dAo5vnMvhJwzCN1RfFi7lL8eHc64suInJgdOfouOOMXy+pVX34VXENpbmHmwcNYOxzXV0f3MR49tqGfp9HWctncs57zrL9Vsl5cH0Zjgx4ZaFK6WAJHfVclPnTTz10hbgkBtQ2/bliRLZvLwzMZFUarQg3f+0kM5P7uXse14nGLzRdZz2dj99/zQPPWyifkQHBdKmPXplFfDAJVzCdrazlrUV74MDqI2GFOMTzgStCOrDYQ2/X6G+3qi42gBCgSNDkgnTDajn33crP/7CDs74bPW2jGgC0JTTLUBweuNaDNmTKxT9VTy+PTFRfDlGhzK0t/uJx3O03nCYyKpRan95NnfPv5oPvH0J/q+O0W7OZ8uLYXRdprXVy+BgmtyYjl4jssNO1r5UClJbMgAj8PLl6/n6j6/lF2GR6XYy+KUT3QKgLkyONMJKiJcvOZ+lHzlC+pT9sKPJNdkMhTReveRcaoM+Gn8v6JJOXUI+I+PxKOgHZ5EY1kltmgWYkyartWqYOJDS44WVH8dGXrWmB9QAXstLlgRHR91GOqG/fQ8PP9PLZf+jels69SdaOMPoaGbSZL7SRGLSPlRxHxVfjkwmL+5vJsMb6U4GEjXcNMfPX0buBuCV1EJUTaKu3Z1IMRSTfB5y0QmYa2fDMwLgYuj0vtxHYiTJBZ88g45zJqs+aU52dhKglpBVBcOvc+GnzqB/+wmGekepn+9eOcLr5R3BZ1Hb5yDNerfY3rbPlm1HxtW3LGP1Lcuq3gensDFp6eTjCWTchZXTht+PLuVIWgaZeAZfpNgWF13iJ/nURgx/dddLvVH0CxlTEbTEcmdLByVrUzgl2gog2TJA/auJszn+Si03vSvPubevgS8/ztP94p2rU2IFQI3Xyyn6AcyauplNIv7QMU0m+Y8RlmXxiU984tinP/3pofLvtmzZsutXv/pV+POf//ysp59+OvaNb3zjWKV9nIxinATUFaJ04KsUzc0esiWav+U0gyRJ5EgK3dLwxarfYocmkFPKZss2oF4cO41veWs544w6+D3s2T1OPqW6MntGzsdELMFYWoCoXC7P6l+8RGhBnKOsI7F4Pyu+9xoDj7XC4TbOPddd3OsM3Fooy5idjXOywxoaAcXPto+s4dTvv0a8J1gxQ/3uvZ/j7LUbWb1aDARK2sPTS69m5coIvAH6tgXcH7oR8jLzr5mcoW5vjZCbEDQah2og7W6jZ9cYZy1ow+tVeP31DVUHTr9fZOO8bUmiRF2ubQMDIlPZ2Fhd5cODBysPWjBH7HAaKJ5jihSD5z/HolUq3ruqL0cG7IHbtbQMZG3t4pqhuWz7q2JG+prgmXQxy/Xb5jfX8uzv++ksyQW8wivkztmBtquWjo/t5adX/4IMbycWE9VUpbzZoK0p7mgtg3u1wacbjO8SA1u4dvK99PtVRr+zjuPHUySv9cIckDIqv79kPZ0LAvAtWM1qfs7PqxalaWgoGQP0NBP2BCtvWeRzEhoaHo/Ca69twO9XqtpFB6wgMUZI6OOuz0s1lKtF2OMjn5OQjZxL7g1EW1o//g6X/6uCb+P6qvtwuOGKzyxMZuJxE8Uvjh8hQuJAguSIysVcTMuudfzz3U/R1eVDUSSCQZWXNlzA7JYA9S8Un8XSfsU6rZflV29mz5eWEQ7qhYnRpAx1KMvoEffKkYIwXKpZN0TzR7aRDc+j9snZtLUVl/uDQZXYjgimX3Hdg+HHZ5OaAOM8Gd/eTn7ddi1XXNYIHJsEqOsjPqJRDS2SZYIJQoQKRkGaNLOhIySFiDHMUM6tmJLrizD6Wj2ej1Tfj47IoCuePCcOxqmr0wtykmnSHLr5P1gxN0fArKxTDcW2DDeC7DxvmUzRXc9f7BdO9+xl3Z03Yy5zO1zedsp+pN4e8JW4qpTQRgZ3jrDj0f2srfW6gGbhOuodMCmDZYEk2RxsBdkGdke2Hue3X3+Jrgvmcdmd57l34PWiSSakSibK2RxheQK1QoKhUsiKjMcjkUoJRRMfJRzqmYBLrxePlGEMP4mRlKvwcf5swDgMRnUGgxoJodgEqFwyi+YrKZDOmrzWHcST6uDUKQC15hXbuBRaSnSoHdoLNTWc4XmJeiXGLHWoCKh9Ps7w7oH6NghWHw/+f49wOGzG43EZ4LLLLot98YtfbP3ABz4wEg6H8wcOHNB0Xbey2azU2NiYu/3220eCwWD+7rvvrgPw+/3m2NiY3NJSZTXlzzz+YNM0SZJ+LEnSCUmSdpR8VitJ0m8lSdpv/62Zah//HXGIQ/R+4Rus/dXGqhbHra1eyMtYcR0Ly2WkAcWsdW68SFeoFH5VdL551Q3CHK3f2XZBTEwZJUGCXbvEsmkp9/Sm33+BR8M3Edtl85BzFqHlUUKrh8iRIz2rn/YPdnP6QxuRNJOLLnLzDUuLCguUjxL+sq7L+DsEsIn3BGhqmtwR1QV9gFRQGnGAg6NLahgy5MV9mD9/coZ69mwv6UGx3zHLzs6+3MX2j6+mZUQMbkuWhJgzp3I2KxBQSRwSIHiQovTeCCMob3+F1hsPVZwIOCEj2hJgJOkGcU7b5mLalFlNv2bvX3dTRpzVhyUdxUIjRZE4//zJRdbL917Grs+tZPRgEWTcwz20/P2zeGcnMNPi+JvYRCwm9luaoQ7LdpW7VlTpyDvZYUlBUST8neK7+lzlIm+HktPbK36XzyiceKoVc9O84vlPo/AQGZrNyMt1TGTFZEb6yQU8rN3CogPninuxJMTcudW5s42Ic8tEilnNLFkScryggVwtggGtqhV94b2MabY+cuVwQJjqL9It4vEcil/cS4dz72RInXvlPNvBoEa8J8jIPo/rXi148EGuHL+XQd+RQnGn4jMJBtVJlI9SOUoH1DvUGRUVTZPwd4jjxnsCrFrllrP0+1UkSUwETFNkMb142Xrz+bx+0zkYhiLuQV5m507xzpVTPmprdbZ/8jRa77u+QIOp3XUKWz+4hsCB+VXvX2msVE/h2MOzONGfK9DRYGY28hISJMRxH332EKHQg/zzP+8DRFumTt1Dy/VHpsxQe/Awl7l06u0FZ1ay2YJ2sRYoUw0KhyZxa6XAZNm7x7fXcs/4uYyO5gtAzpGPm3QO9fZ7mdeLdAu7TRz+smP7HW6pQIFxKC2pIo3JMGTeHXqad87bWvXay+PK6yPcEngWIyfOYVajxQq9h8amGaw2+Hws1PtYXdePt6asL51BdhlFQbef38yQewUuPZHhtaP1vJ7umjpD7Tfo0o7Q1VQy3uZyBadEVVc4uu04ByYi+OU0K41e6pXxgrFLNQv3P7dobm42V61aNbFgwYKlTz75ZOjGG28cWbNmzaKurq4l1113XUc0GlU2b97sXbly5eJFixYt+frXv97yN3/zN8cAbrvttqHLLrtswcmixMrxh8xQ/xvwLXDJYHwG+J1lWV+TJOkz9v//zz/gObzlGGOMfHgCvdaHPlAZDLe2ihczF9PQ/JlCVtWJUhA2VaGG385Q57VsgeoAIPsEMJ3XLGbWoQ++xrutX5I7cw3qkXZhQGJHTUQMCI5mbzabR/EUM8x4i9nvtuYACxa4AW2AAORBr80QHbeXyQ83cPyRVk731qNHZGrX2bbjvYGKwLTciMOhnTgZ/tJMfyUOdTCosfeGcxkbsuDJIDS4tbCnC79fpf/Xszl3/kKaTylKuR3JH6Xtr7fg2dgwZYYagLgBwQyjZbxdpy2zMW1K3m1A83LknjnUeAJwbfFzR7v4lK56njp3Lyu+vQl13xwS4bMIlzkNOhSIoaEiXcHRXs6nZdSAGJC66WZ8XLRxaVFiWAsynpPI6imyZNHQCpQPzX7Vuz6zC4DZnsquZrMWW9RKJ9gzcZD1NLqk2mYaF73wMX709ldoutG2z7b3oc9wH++V3s3C2a1kT/iwfiiWh/ezn54vfo2zL2zA2Lyy6rZ+v0LyiA85o5FpLrOBL2nLqSZHOjqhr7+Lh+4d5MoPimc6Hs+hOoDaa7D6nheJ33yYo3yL3l7xzHR0iGfbWTUotx6X/RnUQA4jq6J4xXcLPr2bQK4UUNvFZfjAlNFCOYZjNgizM9SaJNRSFn5ByG2m+r2F1aHCsWSJedcfp+6GHp5IRbjCLwxmikC2qHV98KDY/+WXu5/Hujqdw/+rA1Ofj+dG8d4bB+Zw8PtjhP7nzDJU71Pew50fqmf0WIr+/hRz5vg4xCESH3qQjtl+amvPnXJ78/417O6O8dI9PSST8OyzJ7jjjq6SyZE6JaDW0Pjf/G/3h+l0QbtY8Xn499j5DOfDfCT8MGqgAj/fMTUpAdRDcY0RM4gpKQX3+o/BAAAgAElEQVTqxBv37RKUg7LQfRqKlCdrqeSGRlH9/oJKiGzTLd58aC8A/roKSQOvl92Z2Ww5soBFv9zBqpuXuVwSZxqzFtXAY2Ngr2Z2zsrR6dsO82ZQG+f3c6rRC/4hKDGOiR2fYM9raWozLXTq1fXhAS5s6kWKjaFbG1yfO5xsXcpNCagVQ+My/yboKlmRcGWoVe7/xJNIEnw0JGpu8PuL+/R6GTX9jI96qB2ME2ioPqn//z0eeeSRA6X/f+edd7qKYpYuXZq+4YYbdpVv9/nPf/7E5z//+coFNCfjD5ehtixrIzBS9vE1wN32v+/GBT3+NGIckaHMDBtVKR8tLWJwGXmxkVOZvNxYANTj6pTZNJ9H5/Hm62j++GcLYDpv5QuZsPaWMBdsf5Smd+4jK2UZ2xqhszPgAjeRiOjEHImxXM4qmKpoaOSCxWzlRRc1TVpmV1CQ4gL4DKVE5kB6ciWvXL2eOYPL0DS5YE+c6vdWBNT7ardw/tbHaPi4kCo7rh7hiuh91Hz3fqCYddN1mVmzKlehh4/PY+yNWo732VmM5gFqzxzE8k+fTfD7Ffp+Op+5Gy+jnSKt4nhcOApaMc+U7QCQv+tCXrnqXPKj7usrXW2YCoT5PBqbbjmbgf9VXK61sLAMAermNkU4+9nfEVo2hu/67QV7+9JQ26I0bDjGsFyks2Wtog61p7V4L5zVgFIJwpqwwdgbNfiOzioUZ+bvPo8nZ19DZ7+b87ygrjIg8l+6n3NffJrtbc+J40hjLP7KVnxve7PqtU/ah99tSvJWJkcAs41WrKEguYxUcLhz3svsiD5lVtPvV3l2xeXsOedWF/UH3G051eRIQqJxqIOxLbUlGWqzMKGJ6AFabxCc57/kL9kbPwgUM9Q+n8K8D3Rzys+fZbP5RnG/jsKGqmNFSkw+VLkwMXLeFQmJlscuZ/NtpxfOQdrWzr6vLaF2dLbrXib7fKxaNXmxL7IoSdsth9htCbCWtbLIDRNotWl0XXY9zx//+AKuvdZNQapkP15qPT7TmD1bgMS+PnH/BxhAv3AfDRcM0NpafeUIIPTMmez/+lIGhSt3IVvvPN+5cW1KQF0xSjLURsRHNC/a7TtjVxFLTn5GXzlUw92xDezbVHwvTVP0o4pXJz5UuTDdCUmSuHrBIW4OPIccF/1xXdCkXT1GuKxIPNhYAVB7PGQslaFciOjhMecExF/lLShVlE8MypwSp4xy23I7hg9EeXmLxY7M3Gn309GcYb52HC1Xpt5jA2qNqQF14bvS6s7StgzqqIaCZcEzyRXkLLmYnQbweHg93cUDI2s49NrRKc/1ZJyM/0z8sZn5TZZlHQOw/1YVF5ck6QOSJG2SJGnT4OBgtZ/9P48ioNarcjXr6nQ0TeLlm87g08nP04CblzyBXSA4pk+tDOFTSA94ScWLMkCxZIpcXMVMKAR8BqFlogPVUj7Gd0UmSY290vYoG/Y9jHqRmEwKQF10tguNCuCUHjTYsKGyvFTjv93Ec2suITEoOqYiZUN2TSqS3eFJy8IAsp4nvCKKt3OMTCZPMp9BC2eRvW7B//Z2P7JcmfPn0DkcvVrrHS9y7ku/Zbipt/LNK4lq7njHJgSgVlPVC5+c8O9eyPHftJEp47w7bZkbm5om4FB7HMABdhGYYpHPyNQGvUj2rTRyXuYyd9I+dnb+jrN++yzZFfsLnzmqCl5VJ/amWLHwW/4CoC7NUEciGs+vvZTmf3p/gcqTG9NIHvHjk9z34MzZlVfsaiVBTYmpgm4xpkRZ+LldGFfuqPj7ShEIqEhqnrhN+eD9v+P8rY9xomn/1BuWRPlEsfBejhhTcqincr2MI4CEaMupgUjBWMUGsxPJtNDjNiVCXg+yKt5ZA4PDvxeg0Fl9kSSJ+tVjtF53hN704cI+HelJv2YQGBErBLlx8T45WuClhZqd+8+h76fzxcoNIL3Wya7PrqRpbL7rvYxtj0zKUAOo4wIojuRFXuNgto9LjzzIOc8/jSxLNDeL816/voF//MfJBWV1dQaR1cPEzn2VfQiqxdCcPcx9fzdSU2zS7yuFhcXsZeBfECu826VJC2e1r1qU87odcF/sY986oM6n0pgogIUa8Nj/BgmL4JzJlvWpvE40HyA+XFKbkC8C6lpbFUSdYqI3p02hWY0ix8W1L5+d4OrAq7QvcmfE6ztqJ28sSfg9ok+OD4lneORwjO9Gr+DeA4tmeNXQuz/F7xIrONgvzn1oOE9/rpZUdgYwQNfJKgZHUmEOvVx8plMxkRjwSFmYJkNdcIwssx9Pj4s2NaTs1IBaVYnnDQaiSkGlw8pmydmrb5qhkrPrLHZk5qGQL/KnARSFsJ6hXh5DU/68zV1Oxh8m/mSLEi3L+j7wfYDVq1f/0Z5+V4Y6UrmjkSSJ1lYvhw4lOHYsOYkXPITIZCT7fHjOm0I2zwbbjiwbQDau8GjjTdTWajBc8uNt8wDBP3WdiydLYMEENIgBLpfLuzLU8/ecw30/O8HAo63826bK85emoQVEN2UZv9w28/BO4GlJIBk5dF3m+XUXo4azhK1IxUKyGpsKbzSniMWyBfMHyTZ0cQb/SnQPJxov7mfFVa+zWVe4luuxbBMMTZ7+EfX7VWTdZKCum1cZYx3rADiRFJORqXSLi/uYbPUMMGw3QvKID+/sKZQhPApGYxKpM0GMGCFCSEhEv7SBA4fHCb2veB2nqSsLKxKl0WCI+5j2FAecjG3s0lTnZ+RXy9iaUnjob27l4XFhpVzKoY5ExL9LLbuLlA1xvPfu+QJDqRidKytnqJv0WnqBpEc8TxnbGU8yZ54J27LgUa7JPkz0O+uAi6ApSnhFFLbOzFFhlFGW/Pg52sZyjI1dwqxZXvdEt2WKugR/devx0vfSt3Tq5ypx5huc+sPNnOj3AcsZT6UZeaWOhgaDYKB4z5eznJ/2CqDY0VHsB6SYAIrDWTExsaziypFXM5i1cx2/eWgAY2cHbIQVK8L8+tdnikJeO5zJqwPqi5l+CVWVeG71Jej1aXzJmor1BUZC9BVRSZxDIpMFHaHYArz3ve3U1xtceWVLxdWDlhYPLdccwffRnbxBC110MbL2NU597z6yDy+e8v45cZjDmD/6FqfvDtH3iFC1GUpFwQNm1Cg8s9XCs3iY1rcdJvp6LYlDgQKgdtoydcRH4JS3Nozl4ml0sqAqSCWSe3O8o0jy5PsgFDIyJEtcK03L1qn26iy7YjaSLDF3TWv1g4bsfjtmT0TKKBtv/94VJKMpQs2VJSH9XmAU4sP2Kks6SwaNbH7mcsADx7LsyLTjG+1nHvDydpXeiXO5st+kY7qNJYmYVsuvhtcR+dZr3HaGUDNJ2lrxXikzbYa6N1HHieQiOvYP07Ci+Pn4CTFJCMjJaQH1k4lV9O1o5Npdg8xdO4tc0q4rUCykkmTNHHVQUD7CbrnUdQ39rBvdCWtune6KT8bJeMvxx85QD0iS1AJg//2T4+I4mY/MSPUMNYjBRlLzdJ8YnFSU2JnvZNcXlnPsobYpixK9XoUFn9lJ+ss/YwsCIDlAwAEGYw8sJDeh8tg7RRFQuXZvgyYyGnJdgnTaJJt1Z6g9ssHB7y1gYd0sGhsrL68W7cdtwPORp7i0/0EGWvagaTKjr9Uz+NuWqoV9NQgg6GlJMjaWLZg/OCDMWaKfClAHlkRp/2A3fQGRxbRUW9FBmibrgchKKoEcve/7Ef/CvxRc/kYyAlD78tV1i51QVh9k4d9s57j/oOvzPHnMYR+JQ/6ppdY8Csu/vYnFjz7IdrYDonhs4JcdHPpxB+GwxgY24MHDrVTuzFs8IjtmheMFIOxInYV9Xtrbwhz83gKG93gL/FyXmYeT1R1PFxwWpZteYd0DGxmuFWvmVy1axXtWnl/1Omb5BE0iF7ABrD1gvxVAHVRsLeiAGCidtiy1sZ8qdHRCl/XSfNVRRqMCxJROdKemfCgs/cctnN39S56znnN954CwxOGp2xIgNr+bue/rJRYSzpfpMYWNZ1xC8z+/D79f5eD3O8gnVN6ZfxcHDojrbG8vPt9yTLynw3mxSmKaxffSo+h4VfFeemLi3ZEkieuum+XaR67jCO0f2ctoWCxPZ2cfo2HDMXK+OJIkMbGtnhNPtk4qSHTClxYgblwV70Eya0+0cop9r1RuuWXOJOdSJ1pbvaRP2JrgiH04EoiGMrO2dFbvvHPjHHYoH3F7opvzV1V6cWLi/FdYe9+LdL1NTApGRjJYluVqy7eaodalHB+OPMqHLh4Gw2CZfgCVHGfPqqwK5qsTk6P4WHGiWshQ+zwomsLyqxdWLii0Y/9oiGcSyzm6W6wWJJIWE3mPoCUATQvrmbeurer2fr/4XWLEpnKlbcOmtzCCe+vEs+VYmDvFqrIxs/sXtC9vfDCJZTuIFjLUcmbaDHXPSIBX04sY6HWvbjiAOjgdoNY0fJI4XiJqFzznc1zs28z6NaKPWX7NQlRD4Ryv6INdGWoo0l4SU9N0TsbJ+M/EHxtQPwzcZv/7NuChP/Lxp43SgbvaQANisFn+r5v47umf5Hmed303K93Ovq8sY+x3s6ccMHw+Fd/cONLCYwwwAEwG1Os23cLjzdcR7w7R3OyZpA7hZIc9zQLM5nJ5Dv9kPrGHFqKisnZtLc3NHj74wepV+clle1n+7dcZahNcSyc7rCtuq+iZAOroWKZAU5DyYuA+7zxRFHjVVdUzOE1esY9xKWafgw2oZzBw+/0q2REdKaWTIFFY2o+aYl9TuSQ6kT11P4u/tJ2h2oOuzy/lUvo2vJu9X142JX3H45FJD4j7E6WoTuEUaobDGh/mw/yYHzOrTC7PiRrZactUibKD2L7G7ylMSN58UwCSQEB1UWjCYY2l//AG5j3f5CmeAkBefIyWa4+Q8bmXWavF3LD9fNUI+/FCW+ZmDlpqVVtXPGTTd5y2lKefHIEw2rEmDFS/yUBc3MtSDrUzAawUqiqj+/MYjWlGs+6Bez3r2XTTOfTfN2fKtoSinnZCsxVuSt7LQEBl64fW8vqytyP315HJ5GlsNFzATouLSdwoAlBnMsWVIxW1MNGeqo852rGFFd/aTLJD1A9ZN7/EWb99lpHGg0Bx5acS3QOg1SsmR3F9TKgR2SY9ToZ6uqip0chH7XoRO9Nu2n2D46A6XfjwoWd8qD6TvjEBggfTYl9Tmbo40d4kEgbX3FJHIKBimhaxWI466hh7sZnY9rBLOnJGYdv1SYYOhsEF3m28P/w4dQ2V28LfINoyMVGkc5k2EFZ8M5Nf6x812J6Zz4BNe/ndjhA/il3Kwf0zU5zw2deYGMtg5S3MtHgvFXnmi7e+BnG/kxlx7o7EvGLMcKJbE8QrpTGzeRKj4ryLlI9MkWddbXvbVjwTc1+zJEv45DRBOTFthtpn6/o7x1cxWaz3sXSheKbXf2wd7//1zdTX2P1iOaA+qfRxMv6A8YeUzfsP4GVgoSRJRyRJeh/wNeAiSZL2AxfZ//8nFetYx9BdKxnbUltRIs6J1lZh7QtFbqYTM3FJBJGhLs8A9Vi9bNj7CLO/+SwAf/+VFWRit2Cab6O//8pJnEMHzBrNKaLRLLmcxbYPr2X0SxciI7NkSYhjx67iQx+qvqiXbDvK/Nv3E58luHFFAKSVAerK98OLFyupovpNhuLjBZqAbIpB4KKLmjh+/CouuaSysgRAW1AM/knDlq3THEA9sww1SDAoQNAJe+EjlbDIRjVq1eouiU548iJzkZAmZy4EJUeaMqtpGJPbcoQRwrdup+WaPkIhDRm5oC9cKQpt2ZJkcFAMHNf8+zd4xHcTNeEioN66VQCSUv40CMqHmVCQ5KI7XmlbziTa6sNkx1UkwyROvGDk8VYy1A26GMTkiD1oaU5Wc+bARx4SbdZviommm3c7dSGblLTbIeueRNRnmzhy32wSe2qmLZCslcU1pOzncSKRRVLz+P2qoAdZErETEj09jsKHexXEkxTgZVwRz0I6Y7LjU6fRfecqlwX7VGDQmZikPXamX3Ey/TZn1L6GSgWJAKuXN5KNaliKyTjjgvLBzNtSkiQCeTEZHbQBdd6WPnMcVGcSNVnxbg9Y4r2M5sSzGVGmn+jOqRfXtniVUVIkmWYDG3j1kos4+st5/6miRECAN01DkkCXTKik8AH4mu3JVQkGW+I9wmL9EIp3ZoDa4zgV2rQR01YQVPSZnbvqMzCkDPm8RTKWLtiGV2CoVA2vA6izKpgmpp1lnuk5UFcnQC8QGxDPZGqsBFCXg9eyMPzimSl3KVx76ym8P/wEp+gHp81Qe+0MdXLUTrOXUWckWRLAvdbmop8E1Cfjjxh/SJWPWyzLarEsS7Msq82yrB9ZljVsWdaFlmUtsP+Wq4D8t8c61rHjMysY21YzpXZxS4uH3Jjo4MsB9fPSczRdfhTfNOOFANS27J2d1RzLjRPoGkdvKe5TliVkWaqY7Y4gOgxPc5JoNFugCjhOiTOJiCxONO21B27ZljlTygF15fshIUFUDEYD6WEytvmDnC8O3NMt7c6rFYOu6XODh5mAMIf/bB0XA4YDqJW7LuXRmhtZGK1u/OBE0HYZ7B0YKRiIgKB8zMSu2jBkMoPi/oyaoi37zKMs/IfX6fjknhkN+qVt6UjnRUdMzKRKTY1OV5e4vkce6Qfc/GkQBVyOnrcDqFHeGt2iqclD+pgYdEaskQJ1pLQtp4tGj23wU2sPWoot1TbDrCaAHhX3YtBuy+u5np3/42xGX62btpBNSdma5jk3oHYUQ6ajewDU6+IacjZtZbTxANdk76HnPT8sFKcmEibd3Y4GtZvO5LXpFhM23SKTtuj914UM3LUcCanAHa6vrw7I6u2JSa7sndAksa0zoVqzpkIhGwJon3iqhfgz88iRI5V763z4Gnti4ejD5+1z8Kozb8sWRRRDjxm2SkZ/LcO/r6eeyQWA5eG4mMaJU1tra8WPZDBNi0TCRJKmfi8rxcDhOHfHNvDUJo9ApA5VIVg5Y+6fJe5vPFM8zgXerVzsewPJMzNA7a0V15G03UPzdhcj6zM8d6+X5foB1qyvRZLAzNiUjxkau5SeQ8IyIJUqCoV4Zjg5amgg5ABq22pd1oS+9EwAtW7biqcnyhSOTBMsC0mRp1YtqUD5GI9meSM9n94jZfehwRYKqCt7xk5SPv6fh8/nOxXg4MGD2qWXXjqlQP2Xv/zlxvHx8QKoOO+88zqHhobe2gtcIX72s59FNm/ePHWmpUL8/Oc/D3/uc5+rnul7i/En4L/5pxXptEk0mkVRpEIHXilaW71MdAsQ+RqvYSJ6JxOTf498nzMefR6Pb+rb6/NNzmqOZwUIkbMzG7BKM9Sj0TRpM0tk9TCeBdFptixGrWIP3F4359VQ1EIxG1QH1AD6C8vZ+9UlJEcVPCea2PHXK/G9fsqMz6HT7gClmqQwgLAz1N4ZZ6ghc9QNqB2XxKnO24kLlwrVC/n0bm7/6GYsyyJPnlu5laUv3oOsm1OqfMiyhDcjjj+QFsv8owlxP6W0XlXdpDRK2/LEoDh3pyCtpkbj2mtnsWRJqFCYVZ7dbGoyCqDeAUBF/vLMslBer8L2t1/AE7OuxR9txMooJA75UMan56E7UWdbyesNKaEYo7013i2ANy7uxagqQFjrxHz2/2gO1lBw2kI2jolt3/RsLryXFhY/VX5C51/twuefvv9utilIVki0YcISA7mGhqJIeL1CnssxRSkH1IFchMFnG6k/JoyJyt1XL720mX/8x+XceWf14r6mwjnY1BlnomtPjn74w9X87GdrC7J05bFiRYQt7ziH3110Jp5EiJT51gF1o10oO6HYKx7/iQx1myEAda52jEQih3H/ebxw1sW0Z6b3hmixtdpf4zXqGsV5Dw2n6U4dQvHlREHyDN6t0khNZInmA0yk7P55GkDta6tnhd7LCu9B8YFpQj4vwPgMZesK2eGEaMP8W8xQU1vLmd7dnLlaxhv2lADqmW0O4HWy5JYwmCmewwzbsr5+EqC+9LNn8eGax5mrDU4qACyPSIdImvT2yQUdbsuyyKdsgD2dfJ+q4pXdgHp0OMfG5HLe2JF3//Zd74LbboOVZZr1JzPUM4pcbubFrk7Mmzcv+8QTT0wpy3XXXXc1TUxMFIDR888/311fX29Otc1M4sEHH4y8+eabFTMt2Wz1Yvhbb7117Ktf/erx/+rxnTgJqMviqfEXaLjoGI0t2pQddWurh2MPzCbfH+IoR/k9vwdsYxjJJH3CwCNPnb3wehUyZYB6Imdzw7IzzHzgRfrNKvZ9dSnRWJqYPMb615+k5p8fnNH2APWGzXkN2rN2tUi3KF0an8ocpeH589j9+ZVkB/zoQ3V0/+MSQjuXvoVzsMFkQ5qj/UkOvu9SnjnlchqpLPVXGg7fPN0nQN9/BlBvCJ5NTbqBQNc4T8Wf42c/O0SMGClSyL4c+YwybWbTmZgM52xAnRRgTM7MbHJkYFD3xQ/xRPP1DA6mGWOM3e/9Duse2EhNjU4goPLgg2cWOMTlGepgUEOeEOBqxLT1agvZ4ZkDoOB4E6l+H4MDGWoOLOSpedcS/vkVM94+ItmAuj7NRDzL6MMdHPhuJ+EZcNmdCKXE4DvuFSorx46J96KlxTvtagebOpjYH2DEOMFGNgIiY/9M4HG6PrsLn3d6ENPqE5ktuSZJPm+RssTxjbx4lpxVkddfF21drvQT8nh46YINLHzyJgAmsknm3NZL/RWCVuXxKPzVXy1kwYLqPOIG+71Ua1KkUqZrogtw8cXNvPOdk+UXnfB6FZYuDZHPw7ZtYzSOdPDyFeeR/Pnqaa+/cB8CNeRzkviPPJYkaAI+debWzY2S4OX75sbp60vS3y/u5XQrDSCs7ltpZYABItf0AHBsPMpn/Hdwaf8Db53uAWRtZQjNWX0z7GupAqiVSJD1gR2sUXZBNouZSHE8F2H4LRj9+poE2Eymbb8BG//JMwXUTsZ1SEww6xo0zvLsYFFraoqN3OH9v+ydeXxV1bX4v+ve3ORmHsmcGIaQMI8iYxUZBEVFkQpSUVunWlufra3P2teibZ+11r7W36tVVKxDbbXi9CpOCM7MggjIpIQwhpB5nu7+/bHPTS4hwzlJGMT95XM+3Jxz1j773HXuOeusvfZa0SHEh9SQ4C5HVVW1eKhD7RvUkS6tu0prIiGVlfoFIyysU4M4a+pAYl0VVNR7+OKt3YAO//jL7KU8Wz65c4M6wEPtD/losEYTPa1rRmRkwOzZx79xfMMN6h07dgT37t170OWXX57Vv3//gTNmzOjj9xinpaUNueOOO1JGjRqVs2TJktitW7eGTJo0KXvQoEEDRo0albNx40YvwPbt24OHDx+eO3jw4AG33XZbamDb2dnZg0Ab5DfeeGN6//79B/bv33/gb3/728Tf/OY3iUeOHPGce+65/f2VFtPS0oYcOnQoCGDRokVJ2dnZg7Kzswfde++9if42+/TpM2jevHln9evXb9CECROyKysrj3kAvPPOO+HLly+P+cUvfpGem5s7cOvWrSFjxozJufXWW9POPvvsnN/85jdJzz33XPTQoUNzBwwYMHD8+PH99+3bFwTw0EMPxS9cuDATYM6cOVnXXnttxogRI3LT09OHPPnkk44reZ+2afNOBT58PBn/EBPeVuwZfWOH+6amhqIaXRz563CSf/0BL/AC4xnfXPq6Oj+8wwwfoB94tQXHGtTVTZZB3Wh/SDXulRnsfGIP5Yt9BKX6Z/LbV22SNURPtD62CjDCXC6doquxUXVomAZWSwws5GKXEEKo35ZIWQHs8ZZRvSeC8r0uQm08uJtTpe0JJxKd6k6hSHz9CaaWBpHgnt5pG27cXBXybf7CX8j5r6386858xi3Ub7bV+dpI7WxoOTEkFh+6GApAWZ1+6Lgb7RuzyY1pNJSWU3S0gVpqqc88SLQvnDgrvCg7O5J//OMc5sxZxdixxw+Z++NSSxrL9K/b76F2EL+clBTC7t2VHDlS16VKiR487PnZeAr3uKj8nwYO/nkE+fnVxO2xf39Kqspg1YsZRFYloiYolgY/T9//OETy+vGdyoZ7g9nxm8GMemo17/Iuk5l8bMo8OyEf7ngqPo+lckcUZTkN1Il+gPvLkkdEBHH0aD0ffXQUlwvOOefYsAv/6JY/Fr6kqYyRf1tNw8EI4BZb30G0aCMspFedHqlwmC0FYOTZ0ew4cphPtuYzql8aBcvSyPlWQueCFqlJEfy/4Hn85Mc5uP7gonD+VaxeU8RPP+4gRVwrxjKWv9xRzo6/N7E9vZxDtUWIp6nTWHjQv8u5zGUJS3BFaL0dbtQvzNX5YV0zqGv1nAiPP1tMJwY1LpfeVlYGFRVUl9TzfOV5RNTU8j2bx/Qm62u/eUKgU4M6Pp4qXwhFX5QRvqeE+BgXo727Ib1zh0PzabhdfGd4HuzYAdUXcmnv3TQcKCAqZZK9BhISGODZR/++bkJvW6jXlVkv7p2EewC4esUzJmoPmyrSiY7SNlHFkSp8TQrlElsGdZy7grnRHxO+6EHAb1AHHW9Qt8dpFvJxGZe1W6byGq7ZO5vZRwFe4ZWEp3iq3bfnl3l5g91j5uXleR999NG86dOnV82dOzfrgQce6HXvvfcWAHi9Xt+GDRt2AIwbN67/4sWL9w4ZMqRuxYoV4d///vczV69evfOWW27JvP766wtvvfXWovvuu69XW8d48MEHe+3duzdk69at2zweDwUFBe6kpKSmv/71r0nvv//+zpSUlGNc4B9++GHYc889F79hw4YvlFKMGjVqwJQpUyoSEhKa8vPzvc8+++xX48eP33vhhRf2efrpp2NvueWW5nDhadOmVU2dOrV01qxZZdddd12Jf31paal73bp1OwAKCwvd8+bN2+5yufjjH/+YcO+99yY/9thj+1v3u6CgwLN+/frtmzZt8l522WX9Atuzg/FQB1BNNUoUDWUekuI7zl3sr5a4/Yj7NpEAACAASURBVJFMetELhaKY4pYHd35YpwZYWJibukOhHH4hi3GM033w6Qe3x2ffA9SSf7glZZ3dmfwAKRHaGAiK08c+8MvxrL74W80pr/zGVEeTNEOT6+g15TAFEXspiygg7dt7acpwlhUx9JfX8PH5UzmU13hc/uSO8D9UC99O5cGiR5j5+U1Uq2o8vWoJSa4lNcleidnzOI++lQPZ/cAAvthefowRFhLi6nRoOTMkmQ8mTCP7H9cCUF6vX1A8jfZ16S/sUVjYkvquqc51TIGLmTNTKCq6lN/8ZvBx8vFBVrYUlx6ir1yXTMEbKUS67IdsJE4/xJiXPuCDiLdpbHRW5dBP9SuDOfhiJtWVvi4Z5X2qB7Bu7iTqlg2kllrWnPU6A377GakpnRfpiYgIYv/fs5jw2VX8F/8F4Oh3CZBEEl9eModPrx1HSUk9daJfVEPF76FuMYTuv3/ocQWXMjLCcIc1kld7kCqqqLHil538Lv2ZRsStKClpaI6HdzLa0Ou7nzPz0MusTX8joOy4/T6kpnpBCYcO6XtDba0PlBDqoFJiL3oxPGgIdYdDWftZATEvPc6s8n+RnGIv5HESk3iUR8nYqat9FirttKjZ1x2DmhaDupOQD4Di4F581ZBMxZ4Cmmq0Lt3iIMNGaiyxrgpipAIaGrDmA9oP+UhIYEd9Oi+viWbLv3d1rVIitBiUNTVESxUJ7gqCbGYqISGBEFcDYWWHEREa65t49Ob3eab8fFR05wY1IuRkB3FlxAdkxFrpMANT5nVWGMbtJliaSJVCoq183c0earvX9CWXwOLFcPHF9vY/A0lOTq6fPn16FcDVV19d9MknnzQ/HBYuXFgCUFZW5tq4cWPE3Llz++bm5g685ZZbzjpy5IgH4NNPP4244YYbigFuuummoraOsWLFiqibb7650GO9JCUlJXUY1vHee+9FXHjhhaVRUVG+6Oho30UXXVSycuXKSIC0tLS68ePH1wCMGDGiOi8vz9YFO3/+/Gaje8+ePcGTJk3K7t+//8CHHnooefv27W0Oj11yySWlbrebUaNG1RYVFdm/0VoYD3UALdXYgknuJEwgLi6Y4GAXpUd9/LzmV2SEJuPG3Rz6UbMvjOgOYm5BezwbyoJZM2887116OYRArbI8YQ4Mam/vMpJn7eeIK5FeSstJo/0bbXJoLJXbo6g5GEpDvI+yVckczo8i6n+1IRoe7qampomUlPaHaOsG72bCj1ZQuKqQpvJ0zr75YypX+dDJXOwRWKL4rAc+ILm+CYIv6FTOP/xeUSjMv3ALGzaUsGz9EBgOjSUhhGfanElPEP8d/Gv+9NRL+Hw1HKo/AsFQkx9uywjLTI2i+JNeHBmhv6eKeu0FCVb2dVk2fi3j3vyIgo0NNFiTFH117uMqVLbXn+TwGNbcOoob5g6BcyHv5+PYv7+GpL32PVlRmfWoy/azf8eXhA1qZGbhG5RtGgMM71TWT0v1yia8ww4Tk96I22PfAPGPeJSWNhyT4aOvjTCB8PAgVJOLtG3nEDLMekHxjxztCye2k9+ln9jYYPLyqikpaaDBVUsIEOrS9wX/S+z8+Rn85CfHxwJnZoYx4vE1lM7fyzo81DZZ3nkHv8tooimY9ANWfVRC8Yf17Lt7Fl/uK2PRv+3PoclJTGYXOh92fuRucu/ZjLep89hlP/6wDH+YRldKjwOMHq1f2j/ddRgvWpdpNnQJ2ksdSmhzlo+SIKvYUn44kV0wqHU1PQ8e/zn4jcyo9kOS1pZksqMqiukbD5M4LEP3y0HKutDYMBZmboDSUqioYHLSHmqPlhOVfJ69Bnr1ak4ZV1VUTUlBDYX1acRWBtOmi7A9wsJoUG6krJIgf5ysndLjoGOkg4KgogLq6qitaKK2ugmXBCMxnWdSApCMdNi1E/bvh8GDm0NHIl01zZk62sXl0n1taNAhG2FhNNRbL/wd1Iw4hg50fCqw61mezeyjfm91d2kdMhf4d2RkpA+gqamJyMjIxu3bt29rqw2Xq+OLXymFiP03TqXa3zU4OLh5o9vtVjU1NbaU7T8XgFtvvTXztttuO7xgwYKyf//735H33ntvm0NsXq+3+Vgd9ak9jIc6gMAHd0feWPBXS9QP16aD0bit8rUtnrBwJk/u+FYXFORi8OAolIJVq/RDIigvld3/k0PM4d62+102aQ1j/+8DjmRua05zRoP9B02wBLNh/GV8PGUKZWUNx5QeB3jwwWE88MDQY8oitybOiiesjyin0cry4VbOHnaZmdqrl3+4nITLvyLz2j22vJp+4+3IkTrWri2mqUnx/DJdKlmVO5v4Gxzsol+/CJSCXWU6m0Z1vr0wgZYXAm181NQ34qt3EaLs96ExsYikCw5TEV3Q7KH21bqOK8HcHmlJEez5Sw6u1TkAXcr6Eu/Sxk9lUBkN7lpCEupwBTubNxIz6RD9frqNPSqPwUvf4ry1bzdPNLUlHxOMN6Wa6sz85mqVDUXBzSNDHdG6FH0TTc1x9TX5YeTkdJ7/GPREUE90PUdLa2gM0l7JcLc2Au+5ZxB33pnD44+PbjOmOyMjlNrDLXnJa5r8Hmr7vwlBiI3Sv7mSknpqD4VSvScCr9v+C9rQDJ3zvC6snL0hu8n95RaCRu+1LZ+aGsqg+zcS9uwTrGENGc+9xLlr38QV6mzSUvH5HzDq7x+zrVgfu7E4pMN84m0RmlFN5rVfUhlleajzw8nIsGeUB9J8f/NaurjySrj0Ushtv4x3mBVuUnWkksYabdg6MaiBFg94WRmpwaX08RQQEmXz3hAXR7jfoC6uIW9XDW9Un822fPvXAsAbm2N5uOxivvqshLcP9eXtqpE0Ntm8N7hcEB/P21Uj+fuN/6Z4r1Wgx0aGj2bSdfGavLUH+PCR9ZTs1yNpnVZJ9JOVxdra/rzxi7epOFJFg1+XDkZdvukcOnQoePny5eEAzz33XNz48eOPK1IQFxfnS09Pr1+yZEksgM/nY9WqVaEAI0eOrHzsscfiAB577LE2U/VMnTq1/JFHHunlnxBYUFDgBggPD28qKys77qF+/vnnVy5btiymoqLCVV5e7lq2bFns5MmTK+yeU0RERFN5eXm7xkJFRYU7MzOzAeBvf/tb5+mFuogxqIECCniZl/mCLwBd3tjORDa/x9bvvSmmmC9r9QOj7kA4113XuVE8bVoSoRlVvLZjPZVU4vo8iy0/HkXKQfsT+qJ8+mZWHVIeUCramTEbWC0x+QebyP3VZnwe3dbChVnccUdOh/IJbm2ENUZW0mhVUwtyOABy8NLXuLjqBfb12YDbq2+UoTZusoHZNwb/cQPnffoGG3wbAXBXdx4i0JoBl1Yw4Leb2OLV1Str9tkLE8jMDKPv7V9Qc9OrHOAAaZ+cz2sh84hbca7tY/srX9Z6ywNCPty2DWq/R9E/RC9xVQT3qsVBlABJIfp+Uxta3qxLt0Ndhs/YxeDfbyLPuxMJ9uvS/ryAmBgP4958j4THlrKZzQDUF4fYmsgWWEZ+CUtYyEI+4iNA67K9vM2tiXr4BS4qfZGv1FcUvZHJxhvGMLRuJABTpiTxu98NbTfzS2ZmGHWHdV9LVAl1Tf4COc4e/H69l5TUB4Tf2H85Sg7R8dIhKTXkH9TPJ7eyfzGkpHgJim4gOK2SYooJHVRE7NnFhNksBuLni9h1ZFy1l9BRuhqhVNmYXNqKtdMeZ+STa2g4W9+na/aFHTcZ1A4pETUMD9lNil926FC49toOwyfCo7UeqotraKr1F1VxeODoaBqVi6bScuchGx4P4dY9uqqwkibrRdnt4EUZIMRyDNSU1bGzshdfNGR27hkOJCGBIl8UR/MrObhF54jvikH9ybomPn1+KztX5AHo/NadhXwADBvGnoZkdm4so6KgCtWkcOEjyGsG2+3Sp0+f2iVLlsT3799/YElJSdAdd9xR2NZ+//jHP7568sknE3JycgZmZ2cPWrp0aQzAww8/nL948eLEwYMHDygrK2vzAr799tsL09PT63Nzcwfl5OQMfOKJJ+IArrnmmqMzZ87M9k9K9DNx4sTqq666qmjkyJEDRo0aNeDqq68unDBhgu2ZowsWLCh+6KGHkgcMGDBw69atx71l3n333Qfnz5/fd9SoUTnx8fHOU5jYxFyFwMu8zFu81RwzrD3UnRvUfg/1wYO1/JN/8jzPk7JqKv93cS6zL00nOdlGdompSayZsYY90w+zk2SqqqxZ9DY8on5irawK9aEV1Fulql0OH9xRUR5cIU0Ul9eQdusWPDH1SJl9j2JSsD+RflWXDerEsCh2A0WqiF6Ar1EI8XTehj+NWU1NE65gHzEjSgiO1S8DwXXODerY2V+SM24bvr2ZTK2Yy9vraukb3nk/MjJCSZx+mPAZhzjMYcrKdMhMTJR9QzLZKj/eGFHZ4qGucx0X8tEeKSleEi84yL6RBykghVEfvYInrp76spnQQVGZQNLDrfLjURU0WdeT2+dMl56acBRQJqW4ghSqSfDa0KWfmBgPRS8mEj20lHd5F9AvunYmsgWGm0Tgo9r613Agguq8CEb92J5B7akLowE4Ul/MnncjqKzsx7D72vdiBhId7YFSrf8j9cUk+FPWOZgsDMDNbzPt3h3krY8h7fcrSVB1NAZPBuwZki25zWv58q0yEoEg7N8bYmI8NBXr7/xIXXFz+fRwr/1rGmCwDCaPPDKv01m1PLXOf5d9qgZQHHUAidOhVNX5YfSZbG9+RCBnRVdxVugWGHSpbZnwWC/QRFVpHU1+D7VDp+jL2zPIL+vH5ZsLOFSUhq82kZENYPebDE+MhANQXVJLk5VW1RXkzKoPjfAAjVSX1dFkXQeuUAe67NWLtKCjHGmKYdsbOlOHVxocG9QZ7kIKSae6WNtMkVID4TYmyw4bRpj8G9DVEsf2KWPs0XdQ599p/xy+4bhcLp577rn81usPHDjweeDfubm59R9++OGu1vvl5ubWb9q0abv/b3/auZycnPpdu3ZtBfB4PDz++OP7gWMm/t19991H7r777ubJVYHHXLRoUcGiRYsKAvcPbBPAP3myNdOnT6/68ssvm/dbu3btjsDt3/nOd0q/853vHJdL+Ec/+lER6CHQpUuX5gVuq66u3tjWsTrCeKiheUKgP86ywUbIBxwbX3gWegLuzpCtNFV5uPm6jj26fr71rV40HLUM86oiyuMPEj/xCJ7Yuk4kW+jV7B2uIOZwFitHzcD7d/uxywBpf36bS2qfZ7N7E+LPAW03tg5ICtPptVwxtTQFteTsdUKfBP1CUxVqVWWrc9meyOb3SiZ9NRSAsCwdmxfW5NyD1b9Ojw7UVPkYlX8B1V9F2nrBSUryNuvySF0x5eXaIG6d3q4j/Masiq4itDaKvUv6UPRuqu3iFampofT+/i58C99jD3sQjzaAvA4KcWTGxuGrdyERdTQEa0+305ej4Br9vZd79CRpX719XYIO+Ti4VMeq+n+X9UUhHcbx+/FPGKysbGQo+nrIbszh9fRLqFyfxODB9uIovXV6iH7H4QIqKxtJTw/tsBBLICJClM+q3FlfTJ3PeQ5o0MVxwvtUUaxKiJmWT9rcfThI2EIEEbiagvBEN1DepEd2nehSRAht0N/DgVqth6Y6F6EOPYL+e2x4b/27DG10bggPVjqvfWNpCKV3zKL8s9jj8n/bwio9bssjahHWSx+nuqKhxUPt0KD2h5jUFFWysTyDNXW5NCn7HubgpDjcNNFQ56O2pmse6rBoff1WlesXZcGHy2ZxGgDi4+nn0aFwFVa1RK+rvtMc1M0kJoLHQ0Zjiz034WwXce4K6G0jzDEnhzCPlX3pYHFz1Uuxm0vbYDiBGIMaGMQgIiyPz/5rLuWLRUNseqj1w/3jj48ySA0CJYSNKqDvwBDOPz/R1rEjIoKIc2uP2cavDlA9+30mfbicqkz7cY7+YV1fdBVSE0zZp3EEFzqaqoKnUZ9vcVMZLmvymJMh+tjoEOqsFID10dog9ld0s4u/1HJomvZA+erdtos2REbqY3137ERcVVovB17IJHHfQEd9AJgQPRzVJPiyD1JQpofJ7Ri0LpcQXK2Nj33lR9k78xUmb34d38DjnAHt4g+3CE6uQeUlsPF7Yyl9crjt4fHUVC/1R1uqJbYY1PYNoOSksOZ0jvVRWpdODWq/EVYRbBnUdZ1nSQnE63VRtjqxuZIoQF2B15GH+ujROgYxCBcuvnTtwh3ewJAh0bazXEQ0acN7V8ERki/Zz+i79zYb93boFaRfdItVCYn7B/Ca90rcf5htWx4grEl/j+VS1vyi66SoiiDEWl7qsLO0AeT0RTfSKj9+pFHPD/HVu5pTY9olhxy8tS2x6xFiL449kFHeIfgaBXdEPbtejaGhLPi4ku92OFLi4kBjPLUN9s8hLFF/B1VVipSMEOZFrOTc/vaLZ4HfOww1xdU0WY9et4PQGemVQLjLqhBojR66nXqoreIulRWWPD5nbwYJCaS4iwn3thRSCXUS8uF2Q2oqqUFFuvqvSxjizdPx4f36dS7v8RCaaOX03pHfUnrcgfPnm0xrj6+hZzEGNdpYGINOydQ0IJ+G4pAOi5j4mT1bew6XLj3AXbfupqEsCHeIj9HrX3RkPPRL0Mb39sMFNFmTnyI89ifbpIZrI8wdX01DgzaGnUxCAwiu1Q+mEl8pLivmNcTBgzsqykOtVbK6IkRnq0np5cx75E8TFpFjVWWrs395/td/DeCWW/oyZ3Ym/Yt1qfHyrdFklw911AeAEdkp1OwLQzw+nmn6O0CbOZ/bIsIygA5WF1MbW0T0kDJCIx2UgQ8oP75zp/YodlSxszUpKaHUBVRL9OvS6+DlKCkphIJlqRx+8SyUT6g95CXI4QTTsAbLAInWo3u+eme3GhEhJsrLoVf0EPH2ewaz9/4RtiayjRundfXKKwcIqvOSRRY+l4/4SYWMHm0/F3aU0udQ662gzw92ws3L2X/sCGaHpIbqflR5ymioV/jq3M15rO3iN2arXBXNsehOdAlwq/sHHL5+drMOPOJMl/7y44XBOv5Z1dl/0fXjxs2IhrMBqPgiiqz8dtPvtktKdAyl6+KQIEVjzj6Cg122Yupb80l+Ai9WTuLQPvtFUcJT9HdQVSuEuH0kBZURF+PQOxyjdV9TVovP8ky7nITOJCRwefjH3DinvjkDgdOQj7B4HWpTUqGP7xYFTmLZe/VCBPrGtcxjyww6Yt9DDZCRQbA0kZTmQfkUB76wUv327WtLPCxLZ7mpzi9g+Y54ni2fzIG8b2ahFsPpxTfeoFZK8atfbeXV/7TiXWfsQYQOM1r4yc2N4okndNWxhx/+kqovtVFaF2p7cioAw7J0ed39FUX4gq2y0h77MYbpkfrBHRRfS0HSDoYvXkPjOGcvoaENuu+lYoVbNAgusX95REV5WDtnEssSLuft0VN4L+NKvnvWLEd96EMf3A3BhPfRnrTy9fa97Ndd15u//GUkHo+Li3udB0DqnH22RhpaExERhCrW33/ThesBuOEGe1lX/MZHUUMJTdakzuhg+w/9aKKp/TiTQ6+ls3XfIaKHlRCfXe+o71JuTUysKUJcoHzgsVl63N/Gjv8Yy+q5E3Atns6Rt1LwNjjzBMaVpdFYGUR9rL6eVL3zWfgxMZ7msI/UOftITfXa8tSPHh3L8OExHD1az0svHWg2Yse/8Z7tCYnQosuQpFrc4Vb5dAcG8VlxCay66FzSnlh4XOlx231wW964kApcQdqICnEyiQwYznAmxY1g650jUD4IqXf2optSl0lDRRDVkfpFWTnw7AYyLWJi8+dsTx/H8m634CvWfR++eC1ZWWG43c6MWoCGRi3jCXeQmjQllmsj3+b6AZubwwycekW9sfqeUlPe0Oyhtl3YBSAhgWh3NaEVRxlqRRR6Hcy1AYjvHUMwDZTX6r67xdeJxPF9AJrDPmLclWQEFdr3UENzHHWM9axbV5IBEREt1SA7IXRAFgA1BeWUVnso8kWjHDyrDIYTxTf+KhQRXnvtICv/pG920cNL6T2rmCCbb/7z52fy05/qu5s8PhVRwlzmOurD0CydErEhtLI5D3WUAyMsJsLL8r6X8O+ouZRGHCbrhi9pzLbvSQMItzyrh7N0RoXGUmeeNLdbcBdHU1/kxVfnZsKwdMIdeNlBe2dnHlgAQN5jfdl+7RRH8n7O9up8ydFDS0ka1jXPhfupKSgf7PjtIKZPT7KdTSDRKqFeJqXNBnVMqH0Dxo0b+e0VbLrhHLbFbGDypjeIvdl2ESwAwq1QhTWu1YDOxe0EEWl+EXn1mRJ2/X4ggyqceRRjJJrPfjAa1+FY1s0bz+ffnupIHvQEy8KVSUiVF1+Di9R+9n6TIsJNN2mD7dFHv+I6rkM1CTt/N9CRhzrBCtkISawlyDKovdh/QctMj6BgWRqFq2PIT93EpI/fpvGitbblAeKCLM/fWD03qL7EQ7DH+cvJtGlJ1OSH8+k140jcPcyRbEZ0HJtuHEPwM1P56i/ZFL5oz5PYmiEyBNcnuey6fyCDhjgP+QAofWwUqknY/2xWlzJ8sH49DfVWMZB4+zmJJTqaaHc1nsoy9u8sZ3n1cLYfdjaxMjRB9/fL/S5ACJZGXA4m6vqNWY4eJa2Xj/NCP6N/jrPRitCsFC4I38DsiE9Icx8lOaTckby/D2k1eYyZP4AZoevB69WLXc7S842GB+9CXJAaVKTDPWx6yqMGZ5EUUk50YzENNfrlJijM2fdgMJwIvvEGNeiHja/OTcPT4ynfFkX40RRH8vffP4RVq87njT9dyTPyDFdypSP5eCuG2ptejSdeT+iLCrFvhIkInpJYmqqDqKzT8i6HafP8w9sNnhoqvojC8+bZjuQBoqJajjltmv1CIoEsSLmQ1dOnsunGMY6r8/nx4OGymitJqE1heLb9IhiB5LpyWBZ3BV/8ckizcWaHjNAkitfEU783BiK0MR8X5swj6B8dOXxUD6t6xdnDIsqKT6326jyx7mWjHckDzQZ1ZWUjZ6dkc8WlWY7kIyKC2Pd0bxp/cA0Hns+i4UvnqT/nzctENbh5q+8s3hs5kxQHw8pXXZVJeLib998vZO/yKJbFz2H3PcMZNMh+G33dWWxYOJYdvx5MaJJ+OXLiofbnSN63r5pKbynx448iic4MmESvvje4e+lRmy//J9dxOBfAxIkJhIS42Pdsb0IdTFAFPVfkwD+zyPvfXDbfejYFD5zj+PigQ+ueGHgPr9x2IyOGxXUu0Abhh9NYFj+HrXcNo29fhxMSDxzA98c/UevT5+9JcOBV9RcEKS+n6FAtW+uzOFTq0Jj1x2H79G9rxLn2S8ADxxjUQdLEsJA9BIU4zBqTkkKfy8/mrKAjXBH5ERenbu9cJpCwMAgNxVVfy7jzYkgKKrVd1KWZESMgIoLEQ1u5aXw+E7xbbYd7AKQMSmTef09gXOh2avy6NAa14TTAGNS0GH9vfrc3KwbNoleosxuEiDB2bDwhIW7CCW8u8mKXDDJ4gAdIC03Am1xL7SEvKcHODJCYmGBCEms4OnoNAMFVzjxAMaLPufyLKFYMvZDzKy50JA8cE9/aVYPaGxJEWnEOII7y7bZmYeg8HvM+TCRd84QNGBBFQ1kwyYlhXHxxm0WV2mRgRF8+GDudsuoaghKrqS3wkhbqbIJobLqPhPMKCF6oPcxh9c6ux3hPLL56F0ffSWHNZZM4r9y5Lv1Zbs46K4znnx9re8TGj860IZQUOi877mfBAm0UVxfoh6WTeNmoKA9XXZUJwLRpH9BQFszQwbGOQi4yInux75neZFydR3BKNVFEkYB9IygzM4y0eXm47vw/dk56FQBPpbPrsY83gy//lMPeJ/tw6NU0vvrjAMfxy6An1U6caOWkdlgEw/+9r12rQz6cVkkMJCYmmBEj7I8StCY+PpiGsmDwuZx5qKurUff9jpVF/ahQYXijQohMdGCQezxsaBrAs6Xn8d5yHdIXHu5MDwm5SUwO3URfz0ESYmHUnRc5kicmRueMLi+Hw4f1OofhPwBccw0MHqw/O53MJ9Ji2G/f3tIvJ4SEwOTJ+uOWT3EJjgxqADViBCvT5mhdSj1RSV0YrTD0CGFhYSMA8vLyPDNmzOjQ+3TvvfcmVlRUNN+Ezz333H5Hjx7tdlWeZ555JmbDhg3O4zuBTz75JPT55593+FbYNsagpsV709SkYxTtpMzrSUIIoR/9+Haf85DaYEL+OIfeGc70m3nbFmYWvIwvsZSSdXGML3c2xJ6sktl4wxi2/XwYqtHFBVPSHMlDi0GdmuplwICuGbJA87C803jTnuTSS1MZNy6eP/xhqCNjMCMjlJDEWnxD8misdnPohzPIPsuZARF8+ztMXPkuwbEN1GxJYEGc/Xy5AOm1WbwWciUfTZ/MoVcymHF+uiN50MV8zjknjldfnWA7VVwg/tR1paV6SLYrL0dRUR7mz89s/tvpBLQ77shhwIBIUlK8ZGSEcuutNrIIBBAbG0zKZfvJuv5LXA0e7uIuRx7q9PQwUmbvJ+bCPQCUboxlXKmz3+XQpEz6fXAJh+8+j/zvX8B3v2O/bHhr7rorlzFj4pg1y9kI3DnnxDF+fDwpKTrLynXXZXW5D90lcIKuo5R5SrGlsQ9b6nvjDnZz8W/Ob6mUaJNC4iiyJokmuMoYNtXZ7yq8bypDJ6cy6+IIrnphgePj43JBnOXZX7dOZ8wYZL8AWDNuN/z0pzBsGEx1HopFjhXA/eab+n+nBjXAtFZpXR0a1Ls/2MuWrY24XYpZw4vxnGXf6WHonMZG57VPsrKyGt58882vOtrn0UcfTaqsrGx+oL7//vu7ExISnJXhbYNXXnklZvPmzc5nKAPr168Pe/3113vEoDaFXWjx3rz7rs5I0JWJbD3Bxa5ZTPJOJOYB5zeo0MSWiWvbrprKvM3OblC9QmPY+7g2ODIyQunf3/kbvz/f8tSpSY6roAXinzjWzy2VxwAAIABJREFU1ZCPniApycsnn5zvWC4zM4y6I6F8MG46iaOqePP3lzmeODU0oTe70FUa/zn4gebMH3ZJTQkD9DHT0kLJzXX+cnPFFelccYVzQ9yPP3Xd3r1WqrYu6vLGG/vw+OPaILVTdjyQ/v0j2bZtRpeOC/oF8fAr6ez474HcNuNcckfaK+riJzTUjdofC+i0iVu+PZUFm7IdtSEivPTSeEcy7TFlShJr1jgfOQoPD+Ljj53/Fk4E8fEtLzSODOrwcHIe+D5fLlrJkMsGkTrEXlrTQGIiFVjzzWfHf0rI1BucNSCiDVn8v84ukJAAR6y6GN/7HmRlda2dqChYtKhrstOmwfLlcEhnfXGU4cNPRgYMHAjbtumS7DYnJPpZ/eQmAC74r/NIOy/L+fG/oezYsSN4xowZ2SNGjKjasmVLWJ8+fWr/9a9/5UVGRvrS0tKGzJ8//+jKlSujbrrppiMTJkyovvnmmzOLi4uDvF6v7/HHH987YsSI2u3btwfPmzevT2Njo0yZMqUssO1Zs2Zl79q1a2tjYyO33HJL+nvvvRcFukKiUoojR454zj333P6xsbGNa9as2ZmWljZk/fr1X6SkpDQuWrQo6e9//3sCwNVXX134y1/+8siOHTuCZ86cmT1mzJjK9evXRyQlJdW/9dZbuyMiIpT/uO+880748uXLY1avXh15//33pyxduvRLgLb6vmTJktj77rsv1eVyqcjIyKaPPvpo53333ZdaW1vrys3NjfjJT35y6IYbbijp6vd7SgxqEZkB/BlwA48rpX53KvoRyNSpSafcoAYcG09+vCtHs2tfNXsezub6S3NtFwLxE1h8pKsG8Vln6Uk6F17ozAPWGn/aMyfp4k4XoqM9Ou3cIXjo+qkMGGB/4pOfGczAh48ZzOjS9RCYq3nq1MRuvdx0Fb/xW24VkIiP75ouR4+OZfToWNavL6F//66PenQFt1tITQ1j96IRzLnRfvn4QFzLh7GrqZ49j2Rz7czcZs+9oWsEXkdOJyUGR3q59A8zuvx7GNyngcaiXQwO3kP45IkQ2iWHWPdIT9dG6NSpMKPrL4vdIjtbG/J5efrvrnioQfd/2zbIzXWWug+45L4p1Fc10Ktf12LxTxf+PPmpdmd7T7x51N5RVw4+CrDh+S0JHz2y4az29r1t5TW2Z67n5eV5H3300bzp06dXzZ07N+uBBx7o5a9A6PV6fRs2bNgBMG7cuP6LFy/eO2TIkLoVK1aEf//7389cvXr1zltuuSXz+uuvL7z11luL7rvvvjbfhB588MFee/fuDdm6des2j8dDQUGBOykpqemvf/1r0vvvv78zJSXlGBf4hx9+GPbcc8/Fb9iw4QulFKNGjRowZcqUioSEhKb8/Hzvs88++9X48eP3XnjhhX2efvrp2FtuuaXYLztt2rSqqVOnls6aNavsuuuuK+mo77/73e9S3n777Z29e/duOHr0qNvr9aq77rrr4Pr168Offvpp+wUj2uGk391FxA38BZiGLku5TkReU0ptO9l9CWTatCTuuktXwbSTg/p0I6Yhnq136vzLN93kfBZ+T8Q///rXg5k5M4XZs7s3/DZ4cDSvvjqhS17yU42I8Prrkygvb2DyZOdeMIAEEljIwi73ITA0oqu67C6DB0fzwgtjycurRgTHYQZ+RISXXx7Phg0ljBlz8h+eL788noqKxi6FvQCkhiTyqvW7vPFG56niDMfiN6gTE0OaR0Gc0J2Xy4heEUwMXaf/uOCCLrfTLebP1/HPY8c6NkJ7DBF9/o8+qv/uiocaYOJEHcOd7WzUBiA65eS+XJ9JJCcn10+fPr0K4Oqrry566KGHEoECgIULF5YAlJWVuTZu3Bgxd+7cZmOivr5eAD799NOIN95440uAm266qejXv/71cUOZK1asiLr55psLPVaMflJSUodhHe+9917EhRdeWBoVFeUDuOiii0pWrlwZOXfu3NK0tLS68ePH1wCMGDGiOi8vr8ObcUd9Hz16dOWCBQuy5syZU7JgwYIue6Lb41S4S8YAu5VSXwGIyD+BS4FTalAPHx5DXFwwxcX1p9RD3VViYvSFO3FiAgMHOveKBhrUU6Z0zRBMSvJy2WXOY6/b4pJLvr4xcU5yHZ8IAg3qKVNOjUENMHduRo+0k54eRnq6sxRlPcXZZ3fPiM/M1P0+55w4hg3roifP0Ix/1KpLJce7iz/TR79+0OcUvRzFxMCkSafm2IF861vw1FNQW9t1D7WIfjH4BmPXszzqysFH/d7q7tL6pTLw78jISB9AU1MTkZGRjdu3b2/TLnO5XKqt9X6UUohIh/u03r89goODmze63W5VU1PTYfxgR31/7rnn8lesWBH+2muvRQ8fPnzQpk2berRq5KkIUk0D9gX8vd9adwwicqOIrBeR9YWF9sv9dhW3W7jttmz6949oDjn4OjFzZjIpKV4WLXJeahsgPT2USZMSWLjwLBITv34vFIYWsrLCmDQpgQULMklONro8lVx6aSpJSSHcc08XJo8ZjmPcuHiSk73diu/vMqNGQWwszJt38o99uhEWBnPm6NjnAQNOdW8MDjh06FDw8uXLwwGee+65uPHjx1e23icuLs6Xnp5ev2TJklgAn8/HqlWrQgFGjhxZ+dhjj8UBPPbYY20aS1OnTi1/5JFHejVYRZAKCgrcAOHh4U1lZWXH2Z3nn39+5bJly2IqKipc5eXlrmXLlsVOnjzZdoW8iIiIpvLycldnfd+6dWvI+eefX/WnP/3pYGxsbONXX30VHBUV1RQ4UbI7nAqDuq1xquNeT5RSi5VSo5VSo3s5nLDQVX75y4Hs2DHzaxm7O316MgcPXtxlj2RQkIsPPpjMU0+N6eGeGU42fl0++2zX8gUbeo4pU5I4fPgSLriga/nQDcdy1lnhHDw4i5/8JOfkH3zIEFiyRBvWBrjiCli8WL9kGL429OnTp3bJkiXx/fv3H1hSUhJ0xx13tOmx/Mc//vHVk08+mZCTkzMwOzt70NKlS2MAHn744fzFixcnDh48eEBZWVmbk7Vuv/32wvT09Prc3NxBOTk5A5944ok40JMTZ86cmX3OOecck65o4sSJ1VdddVXRyJEjB4waNWrA1VdfXThhwgTbVdkWLFhQ/NBDDyUPGDBg4NatW0Pa6/vtt9+e3r9//4HZ2dmDxo4dWzF27NiamTNnVuzcuTM0Nzd34GOPPdati1k6crWfCERkHLBIKXWB9fddAEqp+9qTGT16tFq/fv1J6qHBYDAYDAZD1xGRDUqpY6pqffbZZ3nDhg3rkdCNrhCYieNU9eHrzmeffZYwbNiwrLa2nQoP9TogW0R6i0gwMA947RT0w2AwGAwGg8Fg6DYnfVKiUqpRRG4F3kKnzVuilDJvSwaDwWAwGAwniJycnHrjnT5xnJKkqEqpZcCyU3Fsg8FgMBgMhlOAz+fzSWdZMgynJz6fTwBfe9tN6XGDwWAwGAyGE8+WwsLCaMswM3yN8Pl8UlhYGA1saW+fkz4psSuISCGw9wQfJgHo7mSB7rZxquVNH06fPpwJ52D60DPypg+mDz0pb/pwcjhLKXVMirINGzYkBgUFPQ4Mxjg0v274gC2NjY3Xjxo16khbO3wtDOqTgYisbz0j92S3carlTR9Onz6cCedg+tAz8qYPpg89KW/6YDCcGMwbksFgMBgMBoPB0A2MQW0wGAwGg8FgMHQDY1C3sPg0aONUy5s+nD59OBPOwfShZ+RNH0wfelLe9MFgOAGYGGqDwWAwGAwGg6EbGA+1wWAwGAwGg8HQDYxBbTAYDAaDwWAwdANjUBsMBoPBYDAYDN3AGNSdICK5p7oPXUVEnuymfG8Rufzr9h2ISKaIxFifs0TkChEZ3MW2YkUksouySSIyUkRGiEhSV9poo82fO9g3V0SmiEhEq/UzeqIvXUFEErsh2+3rUUT6icgcERloc/+Yrh7LLy8iPxeRa62/7xSRV0TkPhGJdtBOXxG5Q0T+LCIPisjNTuRPB0QkSkT6trF+aDfajOtmny5xsG9sq7/nicgfReS7Dto4R0SirM+hInKPiPyfiNz/ddKniERY99XbReSHIjJDRLpkT4hIXOvv1mD4OmIM6s55285OIpIhIv8UkQ+tB6gnYNsrNuRzReQNEXndenj+TURKRWStiAywIf9Sq+VlYK7/b5vn8ErA50uBFcDFwKt+g6AT+VtFJMH63E9EPrDOYY2IDLHZh5dE5DutjUC7iMh/Au8Dq0XkeuBNYCbwvIj82GYbqSLytIiUoStxbRWRfBFZFKjXDuSHi8hq4D3g98ADwPsislpERnblvAK42c5OIvIj4FXgh8AWS59+/tuGfLKI/FVE/iIi8da5fy4iL4hIis0+xLVa4oG11ktKp4ZQd69HS25lwDV5NbCMluvhhzaaOCoiy0Xke100rp8F4oHxIvIukAX8GV116ymb5/Aj4BHAC5wNhAIZwCoROc+GfLSI/E5EtotIkbV8Ya3r1guD1f4bNvb5NrAdWCoiW0Xk7IDNf7N5nAlWv7dahuk7wHoR2Sci42zIX95qmQMs9v9towvvBrR1F3A9sBWYJSIP2jkHYAlQbX3+MxAN3G+t69QBIiKfisgvpI0XE7uIyGjrd/Gs9dx6R0TKRGSdiIywIf9tYCUwA7gVGANcDWxycJ/PtJ6XhcAaYJ2IHLHWZXX13Ky2P++OvMHQZZRS3/gFeKid5f8B5TbbeAdt7Ay35D4B4q1tG23If4A2Fuajy6zPA8Ra964N+c/QD+8p1jIVOOT/2+Y5bAz4/AnQ2/qcAHxmQ35rwOfXgcusz+cBH9vswwHgRaAYeAG4DAh2oMutaIMjHqgAelnrw4EtNttYAZxnfb4c+B9L/jfAYhvym4Bz2lg/1ub3WNzOUgI02jyHz4EI63MWsB64zcH1+CbaGP9PYDNwJ5BprXvVZh98wJ5WS4P1/1cn+nq09t0S8HldwG8yDNhs83ucBfwdKEK/pMwDQm0ef5P1vwAH2tpmsw/ugH6/Z33OtKnLtyz9JQesS7bWvWOzDyPbWUYBh2z+JlKsz2PQxvXldq9Ha7+1wBBgHPpFd2JA3zq9vwCNwL/RRu2T1lJh/b/E4fX4acDvy4P9e8sXgW04vR6s384fgHzr+7gdSLVz7Fbf40z0s2YfcIW1fgqwyob8ZiDM+pwAvGV9Hgp8YrMPq4Ar/de1tc5t/bZW25C/vJ1lDlDo5Pswi1l6ajnlHTgdFuumeiNwTRvLUZttbGr193fQxl3f1jfOduQDb9a7W22zI+8Gfmo9PIdY6zo1Wto7DrC2vf51IL8j4PO6Vts6NV4CjwNEor0ey4BC66E33Yb85oDv4wjgCthm96H3Wau/NwR83m5DflcH23bbkN8HpFrnELgEAftsnsO2Vn9HoI3kP9p8cAdej/mtttk1BO+wjjkkYN2ek3U9+vcD0qzPKwFvwPWx1WEfQoFvAy+hjevn7FyPaC9kOlAOZFrrY1vrqIM2PgdCAuQCr8dOr+nA36WTba32a0K/aK5sY6mxcw6t/k4BNgA/wsb9rY1r8otW2+zcI89Ge5m/T0vKWCfX43a0QT+sjXuE3d/Ev4DrrM9PAqOtz/1pdc+0cT1OAh4GDlt6uLEL32Pr37ad+/znAd9faKv27N5jO7pHtrstYJ8G9MjGk20sFXZ1ahaz9OQShAG052qLUuqT1htEZJHNNjwi4lVK1QIopZ4VkcNoAzfchrw74PMfW20L7kxYKdUEPCAiLwD/IyL54Fi/w0SkHO1NCxGRZKXUYREJbtW/9nhRRP4G3Au8LCL/gTY+pqA9KnZQAEqpCuAZ4BkrPODbaG9pZyE4n4rIc+jv/F3gKRF5Ezgf2GazD4Ui8h20ATEHyAMQEcFemNQbIvI68DTaOAY9RL8QbWB2xrNAhlLqYOsNln7tcFhEhiulNgEopSpFZBbaO2dnWDbwPJ/uYFu7KKX+ICL/RF+P+4BfYenXJt29HkF78N4WkaXoF9wV1vUwCRtD7Nax/edTgx41eUF0vOtsG/K/B3Zan68HnhSRerQOfmPzHB5HD4mvBr6FDhFARHqhRy46Y6+I/Ax4SilVYMkmAdfScn12xhfATUqpXa03WLrtjAoR6auU+hJAKXXICld5BRhksw+B191drbbZuUeuE5Fp6FGWFSJyJ86ux0K0AQtQLiIp1nnEo73fdrge+LOI/ALtZV9lfX/7rG22UUp9CHxohS5NQ3t87RQ7qRWR6egXPSUis5VSr4jIuegXp85YBrwpIu+jPd3/guZ4dulIMIANIvIwOuwp8B55DfoluDM2A39QSm1pvUFEptrsg8HQs5xqi/50WIA4rCGsbrRxO3BuG+tHYGNYFbgJawix1fp+wJ+60J9Lgft76PuJAcbZ3PdadEzcUbTnfxs6ZjfapvwH3exrEHooc571eTzwv8DPgHCbbWSiDactaOPWP1QdD8yx2cZMdNzr/6GHmR8BLuwJfdg8fjoBQ/yttk2wIX9vB9fji13oz8XAauDwybwerf2j0V7J/0GHY90J5NqUvaMH+uvBCluyPo8F0h22MQi4wm6/W8nGoo3w7bSED31hrYuz2cYVQE4722bbkB8GZLfz3Syw2YdL2rpPo0cBf+bwO0mzfuOORvHaaSuord9KJzKR1ncyCkhyIPfPHujvMLSj5w0gFx3LXYp+4ez03mC1cSF6BGpawDoX1kiKDflg6zf5JtrjvcX6fIudNtAvxJntbBvd3e/ILGbpymIqJbbCestWSqmSU92XriAio9APCwUcVEpt6EIbSa3aKOjZXp4cvu66bAsRyVZteAkdthGhlKrsqT45OG4o0Fe14VX6JvJ11uU3GRFxKz0iGLgu9ky6zxgMBueYLB/0zIxjEQkSkZtE5E0R2Swin4nO2nGz2MsM0V35KSKyE/gdLZMz7heRnSIyxeY5jJD2s1N0OvvbaiNXdGqwh0Sn+LpTbGQp6ak2AnR5hO7r8o2u6KKTtu0MyXbEu53v0il2Q1/aRESu64qcUqrGb0x3tY2APnR7Jn93dfF10qW0pFAMb7XedgpF6UYaRulmFiRrP7f1u/y1iExote0XJ0H+XNGhdEdEZJmInBWw2ZYuRWSodT/dJyKLJSBdnIistdlGt9Nhnga6DBORn4nIT0XEKyLXiMhrIvL71n2yKX+tE3mD4URgPNSAiKwC/oQeym6y1rmBucB/KKXG2mjjH+hhs6eA/dbqdHRMWJxS6soTLL8NmKWU+qrV+r7Av5VSdlLvbULHSa5ptX4s8KhSalgn8neiwy3+2eoc5qGHKn9now/dauM00WV7KeEEPZkpvRP51jH0gfLfVUp1mq9W2k8RKMDdSqku5+8VkXylVGZX5e22Ie2nMhPgEaVULxvH6a4uvva6FJ127wfoMI/h6Gwvr1rbPlVKdZrKsbttiE5xtxQd9vM9dKjDxUqpIhHZqJSyk67tcXSWk7XoCcvvK6V+7KAP3ZVfZ/X9c3S88r3ocJV1Ds7hI3Ts/Gp0zPR1wCVKqS/ttHEG6fIFdOx0KJBj9eUFdGhYslLq6hMpbzCcCIxBDYjILqVUttNtrfbboZTKaWfbTqVU/xMsvwsdX9l6KNKDnhHfr+Mz6PR72N1ZG6I95IOUUg2t1gejMyrY+R671cZpossmdOrDwAk6yvo7TSnV4QQqEalEx3zXtbH5fqVUQkfyVhu16BGGtiZL3a6U6jD/sIhsbm8T0F8pFWKjD91qQ0Qa0Onq2rpJXaGU6rTgTg/o4kzQ5efomPNK0aM0LwLPKKX+7MAA6lYbIrJJKTU84O/voCcWXgL8y6YhuFkpNdT6HISeIJiAfgFfbaMP3ZX/LNCpIDrn8ovoWOJ7bJ5D6+9hMnoi4dXAwzaM2TNFl5uUUsNFRNDpXVOUUsr6+zO/nk6UvMFwIjBZPjTdnXEMUCIic4GlSikfgOjKUXPR+YNPtPxTwBrLu+o/h0y0Z/dvNs+hu9kpfOh0b3tbrU+xttmhu22cDrr8Cp37+7jMJmIvI8I6dCqqVW3IL7IhDzpP7ittxdCLLnjTGUnABRx/voLOCW2H7rbREzP5u6uLM0GXbn+ctVIqT3R2jRdFhyzYzcrQ3Ta6mwUJAjJ5KKUagRtF5JfobDx2hvm7K98oIknKmlOilPpcdNaQf6NzvdtBRCRaKVVmtbFSdIGZpejJ8Z1xpugSS1aJyDJlefasv217+borbzD0KOo0mBl5qhe6OePYaiMLeB6dWmmntRRa63qfaHmrjSHAL4C/orNK/AIY6vC76HJ2CnTlrN3o2eOLreVNa92Mk9HGaaLLHwDD2tn2QxvyvbCZkaSDNnKAhHa2dZpVAHgCq3BGG9s6zb/cE23QAzP5e0AXZ4IuVwDDW60LQr84N9nsQ7faoJtZkKx9n23rHoAOnWg4CfIXtP4OrPWxwK9snsNVwNg21mcCj32DdPk4bWcR6gt8dKLlzWKWE7GYkI8TgOi8pKKUOnoq5APaGaqUam/Y3W4byUqpww72d6EroaWhvR370QUL7OQ37bE2eoqe0kUP9OOk69JwYjjZuhSRdHSFzeP2F5EJSqmPT0YbZyJGlz2PiIjqhmHSXXmDoauYLB/tICKfdlVWKVWklDoqXcwC0F35AP7WTXnQSfxto5TyKaVWK6WWKqVeRHvIHRnCPdFGIKdSlwF9+NrpsjUicmN3O9DdNrqjy4A2vlG6VErtb208+fVg13jqiTZaY3TZjNElLbroqjHcXXmDobsYg7p97MajdcToUyzfE+fQ3TZu7oE+dLcNo8ueacPosmfkjS41Rpc904bRZc/IGwzdwhjU7fN6D7Rx5BTL2y1t3BGPdVP+dHjgGF1qjC41RpdGlz0lb3SpORN0aTB0CxNDbSEiQUrP/EZ0YvhcdFna4lPbM/uIyHjgiFJqt+jc0WPRKfPectBGJlCulCq1UiqNBrarLla3E5F0pdT+zvfsuTaMLpvbMLo8DTC6bN7f6BKjS4PhjOVUz4o8HRbgWqAInc1hJjpV1rvotGvzbbYxGliJnkmeAbyDLg6yDhhxEuQfRFcGXA/8yvp8D7rq4e9snsN/AnuA7eiZ79vRmRq2Aj+2IR8H/NKSFeBudKaQB4BYm33oVhtGl0aXRpdGl0aXRpdmMcvJXk55B06HBZ1eLQHoDZQDfa31ScBmm22stW4u860byxXW+inAqpMgvxUdwhOOzvsbYa33AFtsnsNWdOWpeKAC6GWtD7fTBnpyzf3otH3vAf8PnfrsXuBVm33oVhtGl0aXRpdGl0aXRpdmMcvJXk55B06HBdgU8Plgq212bxAbAz7nt7ftBMpvsf4PsW72XutvN7rCoJ1z2BwgcwRwtW7fzveI9nocaO87PpFtGF0aXRpdGl0aXRpdmsUsJ3sxlRI1+SJyHxAJbBeRB4GXgKnosqZ2qBWR6UA0oERktlLqFRE5F7CT8q278m+KyHuAF53K6XkR+QQ4F7CbCulTEXkO7S15F3hKRN4Ezge22ZB3iUgs+nuMEJEspStxxRNQpewEt2F0qTG61BhdGl32lLzRpeZM0KXB0POcaov+dFiAKOAudHxbBHAFOqbsYSDFZhvD0KVX30BP0PgzOqZrKzD+RMtbbUzCqkwH9LfO5yoCvCCdyAehh9DmWZ/HA/8L/Awb1d4s2QJrmQMst5YDwI02+9CtNowujS6NLo0ujS6NLs1ilpO9mCwfZxiWlyENUOjhuKIuthOHzpFf4lDOjc4e0ygiQcBw9LCiXc9Fj7RxJmB0eeZgdHnmYHRpMBjawoR8ACISjX7jng0kom+UR4BX0bO3S222c4HVRvPNFnhF2Uyp1B15ERmK9hAkoT0NAOkichj4gVLqMxttZAK/Rw8/lulVEgWsAP5TKZVn4zQigBkiEngOu23I9UgbRpfNbRhdtrRjdGl02W15o8vmc/ja69JgOBEYDzUgIm+hb2hPKaskq4gko9MDTVFKTbPRxp/QQ4BPA/58nunAQmCXUuq2Eyy/EbhVtSodKyITgf9VSg23cQ6rgD8BLyqr1LflyZgL/IdSamwn8gvR6aTeJuCBA0wD7lFKPW2jD91qw+iyeV+jS4wurX2NLntG3uiSM0OXBsMJ4VTGm5wuC7CjK9ta7beznfWC/oGfaPl29wF22zyHjtqw04cdQEwb62PbO7+ebsPo0ujS6NLo0ujS6NIsZjnZiyk9rtkrIj8TkST/ChFJEpE70Tku7VArImPaWH82UHsS5N8RkVdFZI6IjLGWOSLyKjrpvR02iMjDInKOiKRayzki8jCw0Ya8oIfeWuOzttmhu20YXWqMLjVGl0aXPSVvdKk5E3RpMPQ4JoZacyV6xvL7IpJorSsAXgO+bbONa4G/ikgkLUNQGejE99eeaHml1C0icjFwKTqmTKx2ngD+z+Y5LAS+h67+5W9jnyX/hA3536LTQr1Ny401Ez2U+GubfehuG0aXGqNLzbUYXRpd9oC80WUzX3tdGgwnAhND3cNYsWTNN1tlxZidLPlTjej8phdw7APnLeVgJntPtNETGF0aXfaU/KnG6LLn5E81Rpc9J28w9CTGoDYYDAaDwWAwGLqBiaE2GAwGg8FgMBi6gTGoAxCREDvrDKc/RpdnDkaXZw5Gl2cORpcGw7GYkI8ARORTpdTIztbZaMeNTv7fPOlTKZV/MuRFpB/wFyBZKTVMdDGCi5RS99mQ/XFH25VSf7TTh9MBo0ujyzbaMbo8xRhdGl220c4p06XB0JOYLB8cM7EhVERG0JI6KAoIc9jWD9FJ8wvQaYhApygaejLkgceBn6Nv+ACfA/8AOr3ZA5HW/zno9EOvWX9fDHxg8/iIyB7aSMuklOpjQ/YFpdS3ReTzVm2IbkJ1+D0YXTZjdHlsW0aXRpc9Io/R5ZmkS4OhxzAGteYCdKqddCDQQ1CBvnE64TYgRylV1MW+dFc+XCn1iYi+xyk7mziiAAAItElEQVSllIg02BFUSt0DYKVTGqmUqrD+XgT8y0EfRgd89qKrgMXZlPVXuJrl4HiBGF1idNlOX4wuWzC6NLo0ujQYepKTUT3m67IAc3qgjZVA0CmUfxPoDXxq/T0beNNhG9uBkIC/Q4Dt3fxePnKwrxtYbnRpdGl0aXRpdGl0eaLkzWKWnlyMhzoApdRSEbkIGIR+6/evv9dBM18B74nI60BdQBt2Y+O6K38rukBArojsBQ4B823K+nkGWCsiL6OHzy4DnrYrLCKBMXQutDclsp3dj0Mp1SQi1SISrZQqsyvXqg2jS43Rpcbo0uiyp+SNLjljdGkw9BjGoA5ARB5Bx4BNRsfJXQGsddhMvrUEW4tTuiWvlNoNnC8i0ehJp6VdaOO3IvIGMMladZ1Syk5ZXD8PBnxuBPKwX0HLTy3wuYi8A1QF9O1HdoSNLpvbMLrUGF0aXfaIvNGl5kzQpcHQk5gsHwGIyGal1NCA/yOAl5RS009BXyLR4XmVDuXajGFTSv23w3YmAtlKqSdFpBcQoZTa46SN7iAi17S1Xin1lE15o8uWdowuewijS6NLo8tm+a+9Lg2GnsR4qI+lxvq/WkRSgSJ0rJxtRGQlbc++Pt+m/GD0cGCc9fdRYKFSaqvNLjQFfPYCFwF2Zf19+BV6CDEHeBLwAM8CE2zKhwBzgCyOTWXU6VCgiGQqpfLt3tQ7wOgSo8uAvhhdGl365Y0ujS4Nhh7HGNTH8m8RiQEeAD5F/9Afc9jGHQGfveibXqMD+cXAj5VSKwFE5DyrD+PtCCv1/9u7txC7rjqO499fklpDYtOqLRWCDmqCtWrTqqCthEIveCki2CIUFREsCEa09FWMl4f2Rai0YvJk8SFFjFRRNIpo1URFmksbQRAMpdpUA0ml1lZN8vdh7Zk5uc2cnXMyl9PvBzZzbmufdebH7Flnr8uu+wbvJ7kPeKTH+0Mbz3ct7XdAVT3dnQEY1veBfwKPMTCubUiPANcBJNlZVR/uWX6aWTZm2ZilWU4zS7OUxs4G9YCq+kp3c2eSHwIv7ztho6oeO+2h3Uke7bGLNdMHh25/v0yypk8dTnMx8IaeZf5bVZWkAM7j/ddX1Xt7lpmWgdvzrql6LmY5wywxy45ZNmY5yyylMbFBDSR5J/BUVT3T3f847Zvyk0m2VtXRHvsaXAt0BfB24Moe1flLki/QurEAPgrMO64uyaqqOp5kH7NdaCuB1wC9xvYB30myDbg0yaeAT9LvzMOeJG+tqid6vi+c2v3Xe4C/WZ7BLDHLjlk2Znn220OZhCylC8FJiUCSvcDNVXU0yWbgYWALsAm4qqpu77Gv6StYhdZ1dQj4clX9ZsjylwFfAt7T7eNXwNaqOjbfZ6iq65IMnik5DjxTVX27BElyC3BrV4ddVfWzIcocpF2tahWwgbak0X8Y8gpc3T5O0GacB1gN/Hv6qW4fl8xT3izP3J9ZmqVZzpY3y5d4ltKFYIMaSHKgqq7pbj8IHKmqrd39/VW1aTHrN4wk+6rq2hH38TlgN7CvqvqMY5suf4x2UD2rqnpyhOoNWwezxCyXCrOcqYNZYpbSJHPIR7NyujsPuAm4a+C5oX5Hc3WD0b4xz9kNluQHcz1fVR+cpwqXJ7l7jvLDLHS/HrifdsGCx4E9tIP/b4fsxju0EAf0eZhlY5aYZccsMcsxmoQspbGzQd3sAB5NW3LnBeDXAEneSJtJPYxtwM1duc3Avcx2g22nLXo/l3cDT3V1+T2nThwZxkpg7XmUm1FV9wAkeRltSafr6cb2JXm2qt48zy6uGMM/nFGZJWY5wCzNcppZjsckZCmNnQ1qZq5a9XPa5JKf1uw4mBW0P/JhrBz4Vv0RYHtV7aTNgN4/RPkrgVtol7C9E/gRsKOGX0/zcPW75OtcVgOXAOu67WlgmMkvI//DGZVZnsEszdIsG7McgwnJUhq/qnIbwwYcBFZ1t/8EbB58rue+LgY+ARwBtgxZZt8YPsN2WvfjT2gTPd4HXNaj/N7FzsEszdIszdIsl/a22Fm6uV2IzTPU4zNyN1ja1a8+QPvWPQV8HfjekO9/U8/6ns1raQenPwN/A/4KPNuj/KR0u5mlWc4wyyXDLM1yxohZSmPnKh9jlORdzHaDPd89thFYW1V75yn7EPAW4MfAw1V18ELX9xz1CHA1bWzf9V2djtImzXxxnrKvrB5rkC5lZmmW3evMcgkxS7PsXrckspQG2aBeIpKcpK0NCqcutj/U2qAXoD7rgRtoB/zbgFdV1aULWYflyiwnh1lODrOcHEstSwlsUGtAks/SDu43AP+jW86p+/lEVZ1cxOqpB7OcHGY5OcxSmlyOodagKeC7wOer6vAi10WjmcIsJ8UUZjkppjBLaSJ5hlqSJEkawYrFroAkSZK0nNmgliRJkkZgg1rSRElyIsn+JH9MciDJ3UnmPNYlmUpy50LVUZI0WWxQS5o0L1TVpqq6mnZ54vcDc67vS5ssZoNaknRenJQoaaIk+VdVrR24/3rgD8CrgdcB3wbWdE9/pqr2JPkdcBVwCHiIdtW1e4EbaVe2e7Cqti3Yh5AkLSs2qCVNlNMb1N1jx4A3Ac8BJ6vqxSQbgB1V9Y4kNwL3VNVt3evvAq6oqq92lzjeDdxRVYcW9MNIkpYF16GW9FKQ7udFwANJNgEngI3neP2twNuS3N7dXwdsoJ3BliTpFDaoJU20bsjHCeAftLHUfweuoc0hefFcxYAtVbVrQSopSVrWnJQoaWIluRz4JvBAtfFt64DD3SWePwas7F76HPCKgaK7gE8nuajbz8Yka5Ak6Sw8Qy1p0qxOsp82vOM4bRLi17rnvgHsTHIH8Avg+e7xx4HjSQ4A3wLup638sTdJgCPAhxbqA0iSlhcnJUqSJEkjcMiHJEmSNAIb1JIkSdIIbFBLkiRJI7BBLUmSJI3ABrUkSZI0AhvUkiRJ0ghsUEuSJEkjsEEtSZIkjeD/rJGIHhpy9H8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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": {},
   "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": {
    "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": {
      "needs_background": "light"
     },
     "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:root] *",
   "language": "python",
   "name": "conda-root-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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}