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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3w2UbvTCAZe_"
   },
   "source": [
    "# **Introduction**\n",
    "\n",
    "This codebase was to created to make it easier for machine learning researchers to create innovation in the medical field. Combining machine learning with the medical field would decrease false diagnoses and save lives.\n",
    "\n",
    "This codebase is focused on **predicting lung diseases** from a breathing sounds dataset. 8 experiments were conducted on 5 different machine learning models. In addition, a novel data augmentation algorithm was performed and tested.\n",
    "\n",
    "The following experiments were conducted on 4 classical machine learning methods (decision tree, random forest, SVM, XGBoost):\n",
    "\n",
    "\n",
    "*   Using all features to train the models\n",
    "*   Using less complex models to decrease overfitting\n",
    "* Using class weights to counter dataset unbalancedness\n",
    "* Using fewer features to decrease noise in the data\n",
    "\n",
    "Experiments on the deep learning model (CNN) were as follows:\n",
    "\n",
    "* Using all features to train the model\n",
    "* Using class weights to counter dataset unbalancedness\n",
    "* Using a novel data augmentation algorithm\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "BnrzifihAZfB"
   },
   "source": [
    "# Project licence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jLCKruxwAZfE"
   },
   "source": [
    "*MIT License*\n",
    "\n",
    "*Copyright (c) 2020 Richard Annilo*\n",
    "\n",
    "*Permission is hereby granted, free of charge, to any person obtaining a copy\n",
    "of this software and associated documentation files (the \"Software\"), to deal\n",
    "in the Software without restriction, including without limitation the rights\n",
    "to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
    "copies of the Software, and to permit persons to whom the Software is\n",
    "furnished to do so, subject to the following conditions:*\n",
    "\n",
    "*The above copyright notice and this permission notice shall be included in all\n",
    "copies or substantial portions of the Software.*\n",
    "\n",
    "*THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
    "IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
    "FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n",
    "AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
    "LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
    "OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n",
    "SOFTWARE.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "AqmUDqtwAZfG"
   },
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Qi3dOT5lAZfI"
   },
   "outputs": [],
   "source": [
    "#Data analysis\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "#Graphing\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#Standardizing\n",
    "from sklearn import preprocessing\n",
    "\n",
    "#Principal component analysis\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "#Machine learning models\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from xgboost import XGBClassifier\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "#Cross validation\n",
    "from sklearn.model_selection import cross_validate, cross_val_predict\n",
    "\n",
    "#For evaluating the model\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "\n",
    "from random import randint, shuffle, seed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dwaW-S_TAZfc"
   },
   "source": [
    "# Classical machine learning (ML)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6SLlrpLIAZfe"
   },
   "source": [
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9QCKQvGxAZfg"
   },
   "outputs": [],
   "source": [
    "#Reading data\n",
    "all_data = pd.read_csv(\"dataframes/all_tabular_data.csv\")\n",
    "classes = pd.read_pickle(\"dataframes/class-codes-for-per-patient-mfcc.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xAd7HYKdAZfm",
    "outputId": "e7e1b616-708f-44ab-ae03-aae2a35b2f73",
    "scrolled": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>patient</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>crackles</th>\n",
       "      <th>wheezes</th>\n",
       "      <th>zero_crossing_rate</th>\n",
       "      <th>spectral_centroid_mean</th>\n",
       "      <th>spectral_centroid_median</th>\n",
       "      <th>spectral_centroid_std</th>\n",
       "      <th>...</th>\n",
       "      <th>spectral_rolloff_85_median</th>\n",
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       "      <th>spectral_rolloff_75_mean</th>\n",
       "      <th>spectral_rolloff_75_median</th>\n",
       "      <th>spectral_rolloff_75_std</th>\n",
       "      <th>spectral_flatness_mean</th>\n",
       "      <th>spectral_flatness_median</th>\n",
       "      <th>spectral_flatness_std</th>\n",
       "      <th>spectral_entropy</th>\n",
       "      <th>diagnosis</th>\n",
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       "      <td>1</td>\n",
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       "      <td>...</td>\n",
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       "      <td>3</td>\n",
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       "    <tr>\n",
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       "      <td>2.074980e-06</td>\n",
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       "      <td>8.690406</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>226</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
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       "      <td>145.632929</td>\n",
       "      <td>133.236122</td>\n",
       "      <td>64.223154</td>\n",
       "      <td>...</td>\n",
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       "      <td>93.969844</td>\n",
       "      <td>61.010742</td>\n",
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       "      <td>8.891812</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>121 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     patient    age  sex        bmi  crackles   wheezes  zero_crossing_rate  \\\n",
       "0        101   3.00    0  19.385777  0.000000  0.000000            0.002713   \n",
       "1        102   0.75    0  18.389942  0.000000  0.000000            0.003031   \n",
       "2        104  70.00    0  28.470000  0.009500  0.065150            0.007286   \n",
       "3        105   7.00    0  17.558299  0.000000  0.000000            0.069309   \n",
       "4        106  73.00    0  21.000000  0.200700  0.175750            0.007756   \n",
       "..       ...    ...  ...        ...       ...       ...                 ...   \n",
       "116      221  74.00    0  29.000000  0.126058  0.247383            0.003041   \n",
       "117      222  60.00    1  28.890000  0.065367  0.036433            0.001961   \n",
       "118      224  10.00    0  15.795393  0.000000  0.000000            0.002395   \n",
       "119      225   0.83    1  14.243974  0.000000  0.000000            0.003059   \n",
       "120      226   4.00    1  15.741352  0.217800  0.000000            0.003210   \n",
       "\n",
       "     spectral_centroid_mean  spectral_centroid_median  spectral_centroid_std  \\\n",
       "0                146.551481                135.855248              61.455844   \n",
       "1                197.777325                187.539653              63.049716   \n",
       "2                149.458585                123.613367              95.038534   \n",
       "3               1092.148070               1147.489130             216.221842   \n",
       "4                405.075250                380.033249             180.290639   \n",
       "..                      ...                       ...                    ...   \n",
       "116              127.813532                119.158537              58.227103   \n",
       "117               88.856447                 75.580731              54.860390   \n",
       "118              225.201549                200.689195             115.959811   \n",
       "119              163.351050                133.352034              95.327831   \n",
       "120              145.632929                133.236122              64.223154   \n",
       "\n",
       "     ...  spectral_rolloff_85_median  spectral_rolloff_85_std  \\\n",
       "0    ...                  102.282715               104.563370   \n",
       "1    ...                  161.499023               129.124686   \n",
       "2    ...                  218.920898               228.061253   \n",
       "3    ...                 1754.956055               601.826815   \n",
       "4    ...                  336.456299               521.688671   \n",
       "..   ...                         ...                      ...   \n",
       "116  ...                  137.722778               118.081860   \n",
       "117  ...                   71.777344               139.503106   \n",
       "118  ...                   80.749512               127.925877   \n",
       "119  ...                   86.132812               201.884572   \n",
       "120  ...                  100.488281               134.357919   \n",
       "\n",
       "     spectral_rolloff_75_mean  spectral_rolloff_75_median  \\\n",
       "0                   73.353923                   64.599609   \n",
       "1                  103.710235                   75.366211   \n",
       "2                  185.988189                  116.638184   \n",
       "3                 1389.510767                 1550.390625   \n",
       "4                  236.951230                  164.190674   \n",
       "..                        ...                         ...   \n",
       "116                 89.020819                   66.842651   \n",
       "117                 56.630067                   43.066406   \n",
       "118                 57.539402                   53.833008   \n",
       "119                 87.887115                   53.833008   \n",
       "120                 93.969844                   61.010742   \n",
       "\n",
       "     spectral_rolloff_75_std  spectral_flatness_mean  \\\n",
       "0                  55.733985            3.749142e-06   \n",
       "1                  87.366072            7.673706e-06   \n",
       "2                 174.092799            2.647871e-07   \n",
       "3                 432.260171            5.737754e-04   \n",
       "4                 172.703812            2.629885e-04   \n",
       "..                       ...                     ...   \n",
       "116                65.982144            2.517377e-06   \n",
       "117                65.928248            2.966836e-07   \n",
       "118                49.853650            1.463903e-05   \n",
       "119                88.783025            4.653738e-06   \n",
       "120                82.025675            3.444826e-06   \n",
       "\n",
       "     spectral_flatness_median  spectral_flatness_std  spectral_entropy  \\\n",
       "0                2.188023e-06               0.000008          9.143678   \n",
       "1                4.801093e-06               0.000008          8.496269   \n",
       "2                2.324849e-09               0.000006         10.405459   \n",
       "3                5.362760e-04               0.000372         12.188940   \n",
       "4                1.687654e-04               0.000292          9.723333   \n",
       "..                        ...                    ...               ...   \n",
       "116              1.281133e-06               0.000010          8.128614   \n",
       "117              2.086953e-10               0.000011          9.722198   \n",
       "118              6.089167e-06               0.000044          8.945704   \n",
       "119              2.074980e-06               0.000009          8.690406   \n",
       "120              2.086721e-06               0.000005          8.891812   \n",
       "\n",
       "     diagnosis  \n",
       "0            5  \n",
       "1            3  \n",
       "2            2  \n",
       "3            5  \n",
       "4            2  \n",
       "..         ...  \n",
       "116          2  \n",
       "117          2  \n",
       "118          3  \n",
       "119          3  \n",
       "120          4  \n",
       "\n",
       "[121 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Here are all tabular features and diagnoses for all patients\n",
    "#This is pre-prepared\n",
    "all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "80xMyjpzAZfu",
    "outputId": "df4d33f4-d34f-42df-c684-1341bc465a0f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['patient', 'age', 'sex', 'bmi', 'crackles', 'wheezes', 'zero_crossing_rate', 'spectral_centroid_mean', 'spectral_centroid_median', 'spectral_centroid_std', 'root_mean_square_mean', 'root_mean_square_median', 'root_mean_square_std', 'spectral_rolloff_85_mean', 'spectral_rolloff_85_median', 'spectral_rolloff_85_std', 'spectral_rolloff_75_mean', 'spectral_rolloff_75_median', 'spectral_rolloff_75_std', 'spectral_flatness_mean', 'spectral_flatness_median', 'spectral_flatness_std', 'spectral_entropy', 'diagnosis']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Here are the features included\n",
    "print(list(all_data.columns))\n",
    "len(list(all_data.columns))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2CP0v_heAZf3"
   },
   "source": [
    "Let's look at the distribution of classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9k8Qp2YTAZf3",
    "outputId": "d6e87ae0-faf2-4a02-9a15-20908d1051a6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Bronchiectasis', 'Bronchiolitis', 'COPD', 'Healthy', 'Pneumonia', 'URTI']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bronchiectasis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bronchiolitis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>COPD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Healthy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pneumonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>URTI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                0\n",
       "0  Bronchiectasis\n",
       "1   Bronchiolitis\n",
       "2            COPD\n",
       "3         Healthy\n",
       "4       Pneumonia\n",
       "5            URTI"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class_list = list(classes[0]) #For convenience\n",
    "print(class_list)\n",
    "classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dVdizZwVAZf8",
    "outputId": "1e92337c-59fb-42af-b880-202e732ec198"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 6 artists>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "indexes = list(all_data.diagnosis.value_counts().index)\n",
    "value_counts = list(all_data.diagnosis.value_counts())\n",
    "x_vals = [classes.loc[i][0] for i in indexes]\n",
    "plt.figure(figsize=(16,5))\n",
    "plt.bar(x_vals, value_counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QgYPVo-8AZgC"
   },
   "source": [
    "Does not look too good. COPD has more than 10 times more patients in our dataset than Bronchiolitis or Pneumonia. This will most likely impact the performance of our models, because they will want to focus on predicting COPD while ignoring Bronchiolitis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Y0C-1AsbAZgD",
    "outputId": "d7063e5e-51b9-43e3-c940-c6fa5cd81f9d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2    63\n",
       "3    26\n",
       "5    13\n",
       "0     7\n",
       "4     6\n",
       "1     6\n",
       "Name: diagnosis, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.diagnosis.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lHkL3LgMAZgJ"
   },
   "source": [
    "The results are gathered by running 5-fold cross validation 10 times and box-plotting the results. This is done in order for the results to be as robust as possible and not be varying because of randomness. Only one 5-fold CV appeared to be quite susceptible to random fluctuations.\n",
    "\n",
    "The main metric to compare models against each other was chosen to be the macro average of F1-score. F1-score because it takes into account both recall and precision. Macro average, because it takes each class with equal weight no matter how many samples there are in each class. Because our data is very imbalanced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_and_shuffle(all_data):\n",
    "    _all_data = all_data.sample(frac=1)\n",
    "    data_x = _all_data.iloc[:, 1:-1]\n",
    "    data_y = _all_data.diagnosis\n",
    "    standard_data_x = preprocessing.scale(data_x.to_numpy())\n",
    "    return data_x, standard_data_x, data_y\n",
    "\n",
    "data_x, standard_data_x, data_y = normalize_and_shuffle(all_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "81mvImx1AZge"
   },
   "source": [
    "## Experiment 1. Training and evaluating with all of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "wW6xk8UPAZgf"
   },
   "outputs": [],
   "source": [
    "models = [\n",
    "    (\"Decision tree\", DecisionTreeClassifier()),\n",
    "    (\"Random forest\", RandomForestClassifier(n_estimators=300, max_samples=0.3, max_features=0.9)),\n",
    "    (\"XGBoost\", XGBClassifier(learning_rate=0.1, n_estimators=91, min_child_weight=3, max_depth=4, gamma=0.1, reg_alpha=0.01)),\n",
    "    (\"Random forest\", RandomForestClassifier(n_estimators=300)),\n",
    "    (\"SVM\", SVC(kernel=\"sigmoid\", gamma=0.02, C=46))\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8HjTwB18AZgj"
   },
   "outputs": [],
   "source": [
    "scoring = {'f1_macro': 'f1_macro',\n",
    "          'f1_micro': 'f1_micro',\n",
    "          'accuracy':'accuracy'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Artbl_PIAZgp"
   },
   "outputs": [],
   "source": [
    "#The following are global variables\n",
    "\n",
    "times = 10 #The number of times we will run cross validation\n",
    "\n",
    "f1_scores = {} #F1-macro-averages\n",
    "f1_micros = {} #F1-micro-averages\n",
    "f1_train_scores = {} #F1-train-marco-averages\n",
    "y_preds = {} #Predicted diagnoses\n",
    "estimators = {} #The models that are trained during cross validation\n",
    "y_actuals = list(data_y)*times #The acutual diagnoses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "KfLqUO6zAZgv",
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for item in models:    \n",
    "    name = item[0]\n",
    "    model = item[1]\n",
    "    temp_f1 = []\n",
    "    temp_f1_micro = []\n",
    "    temp_y_preds = []\n",
    "    temp_f1_train = []\n",
    "    temp_estimators = []\n",
    "    \n",
    "    for _ in range(times):\n",
    "        #Random shuffle\n",
    "        standard_data_x, data_y = normalize_and_shuffle(all_data)\n",
    "        \n",
    "        cv = cross_validate(estimator=model, \n",
    "                            X=standard_data_x, \n",
    "                            y=data_y, \n",
    "                            cv=5, #Number of folds\n",
    "                            scoring=scoring, \n",
    "                            verbose=0, \n",
    "                            return_train_score=True,\n",
    "                            return_estimator=True) #Returns scores\n",
    "        cv_pred = cross_val_predict(estimator=model, X=standard_data_x, y=data_y, cv=5) #Returns predictions\n",
    "        temp_f1.extend(cv[\"test_f1_macro\"])\n",
    "        temp_f1_micro.extend(cv[\"test_f1_micro\"])\n",
    "        temp_f1_train.extend(cv[\"train_f1_macro\"])\n",
    "        temp_estimators.extend(cv[\"estimator\"])\n",
    "        temp_y_preds.extend(cv_pred)\n",
    "        \n",
    "    f1_scores[name] = temp_f1\n",
    "    f1_micros[name] = temp_f1_micro\n",
    "    f1_train_scores[name] = temp_f1_train\n",
    "    y_preds[name] = temp_y_preds\n",
    "    if (item == \"SVM\"):\n",
    "        print(temp_y_preds)\n",
    "    estimators[name] = temp_estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "HCnPBHReAZgz"
   },
   "outputs": [],
   "source": [
    "#Plots boxplots\n",
    "def plot_boxplots(xticks, data, font_scale = 1.5, figsize = (16,7), title = \"Untitled graph\", ylabel = \"F1 macro-average\", rotation = 0, baseline = 0.1, models=None, order=None, palette=None):\n",
    "    \n",
    "    temp_xticks = xticks.copy()\n",
    "    temp_data = data.copy()\n",
    "    \n",
    "    if (models != None):\n",
    "        for x in xticks:\n",
    "            if (x not in models):\n",
    "                i = xticks.index(x)\n",
    "                temp_xticks.remove(x)\n",
    "                temp_data.remove(data[i])\n",
    "    \n",
    "    plt.figure(figsize=figsize)\n",
    "    sns.set(font_scale=font_scale)\n",
    "    \n",
    "    all_pal = {\"Decision tree\": \"maroon\", \n",
    "              \"Decision tree (class weights)\": \"indianred\", \n",
    "              \"Decision tree (fewer features)\": \"r\", \n",
    "              \"SVM\": \"darksalmon\", \n",
    "              \"SVM (class weights)\": \"coral\", \n",
    "              \"SVM (fewer features)\": \"orangered\", \n",
    "              \"XGBoost\": \"royalblue\", \n",
    "              \"XGBoost (class weights)\": \"steelblue\", \n",
    "              \"XGBoost (fewer features)\": \"skyblue\", \n",
    "              \"Random forest\": \"darkgreen\", \n",
    "              \"Random forest (class weights)\": \"forestgreen\", \n",
    "              \"Random forest (fewer features)\": \"lightgreen\"}\n",
    "\n",
    "    graph = sns.violinplot(data=temp_data, order=order, palette=palette, inner=\"points\")\n",
    "    plt.xticks(plt.xticks()[0], temp_xticks)\n",
    "    \n",
    "    graph.axhline(baseline, color=\"black\", linestyle=\"--\")\n",
    "    graph.text(x = -0.4, y = baseline+0.02, s=\"majority class baseline\", fontsize=15)\n",
    "    \n",
    "    plt.title(title)\n",
    "    plt.ylabel(ylabel)\n",
    "    graph.set_xticklabels(graph.get_xticklabels(), rotation=rotation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Tvnojj07AZg4"
   },
   "outputs": [],
   "source": [
    "#Plots confusion matrices\n",
    "def plot_confusion_matrix(y_pred, y_true, classes, title = \"Untitled confusion matrix\", rotation = 0):\n",
    "    cm = confusion_matrix(y_pred=y_pred, y_true=y_true)\n",
    "    df_cm = pd.DataFrame(cm, index = classes, columns = classes)\n",
    "    plt.figure(figsize = (10,7))\n",
    "    plt.title(title)\n",
    "    graph = sns.heatmap(df_cm, annot=True, fmt='g')\n",
    "    graph.set_xticklabels(graph.get_xticklabels(), rotation=rotation)\n",
    "    plt.ylabel(\"Actual\")\n",
    "    plt.xlabel(\"Predicted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MJ0kA8QDAZg8"
   },
   "outputs": [],
   "source": [
    "#Sorting dictionary by average value and separating keys and values.\n",
    "def prepare_dict(d):\n",
    "    #Source: https://stackoverflow.com/questions/30558440/sorting-a-dictionary-by-average-of-list-in-value\n",
    "    keys = []\n",
    "    for key in sorted(d, key=lambda k: sum(d[k]) / len(d[k]), reverse=True):\n",
    "        keys.append(key)\n",
    "    values = [d[key] for key in keys]\n",
    "    return keys, values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "a_o0W4UgAZhB"
   },
   "source": [
    "#### Plotting results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Sh3FcEeOAZhB"
   },
   "outputs": [],
   "source": [
    "keys, values = prepare_dict(f1_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM 0.4938 +/- 0.1285\n",
      "Decision tree 0.471 +/- 0.1004\n",
      "XGBoost 0.4562 +/- 0.1241\n",
      "Random forest 0.3826 +/- 0.1105\n"
     ]
    }
   ],
   "source": [
    "for key, value in zip(keys, values):\n",
    "    print(key, round(np.array(value).mean(), 4), \"+/-\", round(np.array(value).std(), 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "GCJeX0J6AZhJ",
    "outputId": "4e87506f-357e-40ab-d962-b83dc3d61526"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fs14JfNFa+0iQgYmIyMSiOcQiIiIiIiJyWlIPMUTxq63WMvAafyIiIiIiIjIxefjTatYBJ3s/oITYT4ZfDDoIERERERERyapr8JeVfJUSYr9nmKamVhIJDR8XERERERGZTFzXobQ0H1K5X29KiFPDpBOJpBJiERERERGRyeuUKbJah1hEREREREROS0qIRURERERE5LSkhFhEREREREROS0qIRURERERE5LSkhFhEREREREROS0qIRURERERE5LSkhFhEREREREROS0qIRURERERE5LSkhFhEREREREROS6EgGzfGRIHvAJ8CSoFK4GvW2meHceyngX8DzgeagAeA/7bWtmQvYhEREREREZksgu4hvh34CnA38GUgATxpjHnrYAcZY74M3AEcBv4vcBtwHfCIMcbJZsAiIiIiIiIyOQTWQ2yMuRL4BPAVa+2vUtvuBKqAHwNvG+C4KPBtYBnwXmttMrX9JeAx4EPAw1n/AURERERERGRCC7KH+KNAF3BzeoO1tgO4BbjaGDN9gOMuAoqBBelkOHXs40AL8PGsRSwiIiIiIiKTRpAJ8WXAK/3M+V0LOMClAxwXTd229/NYO3B5ZsITERERGV/a2lqprj7IyZMdQYciIjIpBFlUazpQ08/22tTtjAGO2wkkgauAu9IbjTEGqABiowmmrKxgNIeJiIiI5MwXv/Rf7N+3n8svv5xvf/vbQYcjIjLhBZkQx4CT/Wzv6PX4Kay1DcaYhcB1xhgLPALMBH6DPwR7VAlxY2MLiURy6B1FREREAlJffwSA2sN1HDlyIuBoREQmBtd1BuwADXLIdDuvDX/uLa/X4wP5R+AJ4BfAbuAFYAt+US0tuyQiIiKTTjKZ5ORJvy+ho2Owt0kiIjJcQSbEtfjDpvtKbzs00IHW2mZr7YeAs4E/BmZbaz+VOnZnpgMVERERCVp3dxeJnh5ACbGISKYEOWR6E/BlY0xBn8Jab07dVg51AmvtAeAAgDGmBLgC+GWmAxUREREJWlubnwQ7YZeO9g6SySSO4wQclYjIxBZkD/GDQBj4bHpDao3hvwNWWmsPpbbNMsbMG8b5fggkgBuyEKuIiIhIoNra/P4DNx4imUzS0aFK0yIiYxVYD7G1do0x5gHgJ6k1h3cDn8EfBv23vXa9E39Y9KsfgRpjvgZcAKwBuoEPA+8B/tFauzcnP4CIiIhIDrW1tQHg5Yfpae6kra2VWGxUtURFRCQlyCHTAJ8Gvpu6LQU2A++31q4c4rjNwIdSXwAbgPdZa5/KVqAiIiIiQWptbQXAzQ+9er+srDzIkEREJrxAE2JrbQfw76mvgfZ5ez/bHsOvKC0iIiJyWmhp8ZdZ8grCALS2amENEZGxCnIOsYiIiIgM06sJcWEEgBMntA6xiMhYKSEWERERmQBOnDgBjoOXGjJ94sTxgCMSEZn4lBCLiIiITAAnThzHi4Zwot6r90VEZGyUEIuIiIhMAMePN+PmuTiug5cX4vjx5qBDEhGZ8JQQi4iIiEwAx5qPQcR/6+ZEPZqblRCLiIyVEmIRERGRCeDYsSacPH+4tBN1OXasKeCIREQmPiXEIiIiIuNcIpHgeHMzbp5fUMvN82g6djTgqEREJj4lxCIiIiLj3IkTx0kkEngxv4fYzQtxvLmZRCIRcGQiIhObEmIRERGRca6pye8NdmOpHuKY5/caq7CWiMiYKCEWERERGecaGxuB3gmxf3v0aGNgMYmITAZKiEVERETGuaNHGwBw46HX3TY2NgQWk4jIZKCEWERERGSca2xswPFcnNSyS0qIRUQyQwmxiIiIyDjX2NiAFw/jOA4AbsTDDXtKiEVExkgJsYiIiMg4V1dfhxN//ds2Nz/EkSP1AUUkIjI5KCEWERERGceSySRHjtTj5Ydft92Ne9TV1wUUlYjI5KCEWERERGQca2k5wcmODtyCPglxfpiGhiNai1hEZAxCQQcgMhq7du04Ze3FWCzOvHkXvjq/SkREZDKoT/UCe/mvf9vm5Yfp6O7m2LEmpkwpCyI0EZEJTwmxTDgNDUf4wQ++1e9jX/vad5g799zcBiQiIpJFdXWHAfD69BCn79fVHVZCLCIyShoyLRPOrl07AcibeRXxc95L/Jz3Epv1TgB2794RZGgiIiIZV1d3GBx/iHRvbq+EWERERkc9xDLh7N27G8cNESqcieO89pmOF8lnz57dAUYmIiKSeXV1tYTiERz39VOC3JiH47kcPlwbUGQiIhOfeohlwtm1awduXsnrkmEAJzqFnbvUQywiIpPLodpDOAXeKdsdx8ErCHP48KEAohIRmRyUEMuE0t7ezr59e/FiZ5zymBevoOloIw0NRwKITEREJPMSiQR1h2vxCiP9Pu4Whjh0qCbHUYmITB5KiGVC2bnTkkwm8PL7S4j9bdu3b811WCIiIllx9GgjXV1deIXhfh/3CsI0NjbQ1dWZ48hERCYHJcQyoWzfvhXHcfFi5ac85kaLccN5bNtWFUBkIiIimVdb6w+HHjAhLoyQTCZVWEtEZJSUEMuEsnHTetx4BY57aj04x3Fw49PYvKWSnp6eAKITERHJrNpafzj0QEOm04myhk2LiIyOEmKZMOrqaqmvO0yoYOaA+4QKZtDe1sru3TtzGJmIiEh2HDpUgxcN4UZPLaoFqYTYUUIsIjJaSohlwti4cQPgJ70DCeVPx3FcNm1an6uwREREsqamphq3cOBVMh3PJZQf4dCh6hxGJSIyeSghlgljzZpVeHmluJGCAfdxvDBefCpr1qwmkUjkMDoREZHMSiaT1NQcxB1g/nCaUxiiukYJsYjIaCghlgmhru4w+/fvIVR09pD7horPpqmpUcOmRURkQjt2rImOjg68ov7nD6eFCiPU1x2mu7s7R5GJiEweSohlQliz5iUAQkVnDblvqHAmjhti9eqV2Q5LREQka9LzgkNDJMReUdhfr1iVpkVERmzgSSk5YIyJAt8BPgWUApXA16y1zw7j2HcBXwfm4yf2rwC/tNYuzF7EEoREIsELLzyHl38Gbjh/yP0dN4xXMJNVq1bysY99kmg0moMoRUREMqum5iAwcIXptHQPck1NNTNnnpn1uEREJpOge4hvB74C3A18GUgATxpj3jrYQcaYDwBP4yf03wS+AfQAC4wx12UzYMm9bdu2cPRoA+GSc4d9TLh0Lh0d7axbtzqLkYmIiGRPTU21X2E6r/8K02mvVZrWPGIRkZEKLCE2xlwJfAL4D2vtf1hrbwTeCRwAfjzE4V8AaoFrrbXXW2uvB64FDgGfzmLYEoDlzz2LG8ojVDjwckt9ebEKvGgRy5cvzWJkIiIi2VNdc3DQCtNpjucSKohQo8JaIiIjFmQP8UeBLuDm9AZrbQdwC3C1MWb6IMcWAU3W2pO9jj0JNAHt2QlXgnDkSD2bNq4nVHwOjjP4J+S9OY5DqGQue/fuZvfuXVmMUEREJPOSySSHaqpxh5g/nOYWhjhYvT/LUYmITD5BJsSXAa9Ya1v6bF8LOMClgxz7PHCRMea7xpi5qa/vAucDP89OuBKEZ555EnAIl5434mPDxXNwvQhLlizOfGAiIiJZdPRoIydPnhyyoFaaVxThyJEjdHV1ZjkyEZHJJciEeDr+sOe+0ttmDHLs94GFwNeAXamvfwH+zFr7TCaDlOC0trb4xbSKZuGG4yM+3vHChErmsH79Wo4cqc9ChCIiItnxakGtosHXIE7ziiIkEwlqa/t7ayUiIgMJssp0DDjZz/aOXo8P5CSwA3gAWAR4wOeAhcaYa62160YaTFlZwUgPkSx75pnH6Ow8SXzmvFGfI1x6Pl1Hd7B8+VN84QtfyGB0IiIi2dPc3AAw5BrEaen9TpxooKLi4qzFJSIy2QSZELcD/a2Hk9fr8YH8BrgSeJO1NgFgjFkIbAV+BVw10mAaG1tIJJIjPUyypK2tlUWLHiZUeCZeXsmoz+OG44RK5vD008/wzne+j/LyigxGKSIikh07duzGi4VxI8Orn+EVhHEch1de2cVFF12R5ehERCYW13UG7AANcsh0Lf6w6b7S2w71d5AxJgJ8Fng8nQwDWGu7gCeBK40xga6vLGP39NNP0tHRTqT8ojGfK1J2AclkksWLH8lAZCIiItlXXT28CtNpjuvgFarStIjISAWZEG8C5hlj+qbqb07dVg5wXBl+z3Z/H5mGU485GYlQAnH8+HGWLHki1TtcOubzueF8QiVzePHF56irO5yBCEVERLInkUhwqLbaX194BNzCENU1B7IUlYjI5BRkQvwgfgL72fQGY0wU+DtgpbX2UGrbLGNM70mk9cAx4C+MMeFexxYAHwSqUr3FMkE99tgiTnaeJFJxScbOGSm/iCQuDz20IGPnFBERyYbGxga6Orv6nT/c1dhBu22iq7HjlMe8wjANDQ10dqrStIjIcAWWEFtr1+AXxfqJMebHxpjPAcuAs4Gv9tr1TmB7r+N6gJ8BFwCrjDH/Yoz5V/zlms4EvpejH0GyoK7uMMuXP0O4eA5etChj53VDMcJTDC+/vEbrEouIyLiWHvbcNyHuauzg+Ipa2rY2cXxF7SlJsVcUgWSS2tp+Z52JiEg/guwhBvg08D+p21/j9xi/31q7crCDrLXfBz4J9ADfBL4LHAf+wlqrLsAJbOHCe0niEinPfIXMSNk83HCM++67k0QiMfQBIiIiAaitrQE4Zch0d0M79KQKgPYk/fu9pBPoQ4c0j1hEZLgCLT5lre0A/j31NdA+bx9g+73AvdmJTIJQVbWZjRtfJlJxCW54sFW3Rsdxw0TK57Nnz1pWr17JH/3RNRlvQ0REZKxqaqr7rTAdKo+Bd8xPij3Hv9+LVxAGx1FCLCIyAkH3EIsA0N3dzT333IEXLSQyxWStnVDxOXixMhYsuJf29rastSMiIjJaNTXV/VaYDpflUXT1dOIXlVJ09XTCZXmve9xxHUKFEWpqanIVqojIhKeEWMaFpUufoq6ulkjFpTju8NZcHA3HcYhOvZwTJ5p55JGHstaOiIjIaCQSCWprawasMB0uyyNmSk9JhtPcwhA1hw5mM0QRkUlFCbEErqHhCIsWPUioYAZewYyst+fFygiXzOWZZ5Zw4MC+rLcnIiIyXEePNtLZ2dlvhenh8ArDNBw5QleXKk2LiAyHEmIJVDKZ5J57bqe7J0F02hU4Tm6WkI6e8QYcL8Ltt9+sAlsiIjJupOf/jnQN4jSvKEIymaS2tjaTYYmITFpKiCVQ69evo7JyI5Hyi3HD+Tlr1/EiRM64lH379rB8+TM5a1dERGQwhw6lK0yPtoc4XWla84hFRIZDCbEEprW1hTvvuhUvr5TwlPNz3n6o6GxC+dN44IH7aWxsyHn7IiIifR06VIOXF8KNjq6ehipNi4iMTKDLLsnp7f7776Gl5QTx2e/BcXL/2YzjOESnvZG2vU9xxx238JWv/EfOhmyLTGQPPbSANav95eKjeXl8+cv/Tnl5RcBRiUwO1TUH+60wPVyO5xAqCCshFhEZJvUQSyC2bt3CypXPE5kyDy+vNLA43EgBkYpLqKqqZNWqFYHFITKRrF71IonWJio4QU1NNdZuDzokkUkhmUz6PcSjHC6d5haGqK5WpWkRkeFQQiw5197exq233ogXLSJSfnHQ4RAuPRcvXsE999zBsWNNQYcjMq51dnZytOkol5yRx0fnFeM6DocPq3iPSCY0NjbQefLkqCtMp3lFEY4cqVelaRGRYVBCLDm3cOG9NDUdJTr9yqyuOTxcjuOSN+1NdJw8yZ133kIymQw6JJFx6/DhWpJJKI+H8FyHKbEQtbUq3iOSCa9WmM5AQuxXmj6UibBERCY1JcSSU9u2VfH888sITzF4sfKgw3mVGy0iUj6fTZs2sDo1N1JETnXw4H4Apub7cxzPiLtaz1skQ2pq0gnx6JZcSksn1OnziYjIwJQQS860t7dxyy034EWLiFYEP1S6r/CU8/Fi5dx99+0aOi0ygIMH9xNyHabE/NEd0/JDNDQ00NbWFnBkIhNfdfVBvHgYNzK20VNeQRjHdTSPWERkGJQQS868fqj0+Ctw7jguedOvpOPkSe64Q0OnRfqzZ88uphWE8FIV2acX+D1Z+/btCTIskUnhwMF9Y6ownWMR8mYAACAASURBVOa4Dl5h5NURHSIiMjAlxJITVVWbx+VQ6b78odOXUFm5gZdeejHocETGle7ubvbv28uZha8N50x/v3v3rqDCEpkUuru7OVxbi1c8tvnDaW5RmIPVBzJyLhGRyUwJsWRdW1sbt952Y2qo9PygwxlSeMp5ftXpe++kqUlDp0XS9u/fR1d3N2f1SohjYZeK/DC7dtoAIxOZ+GprD9HT00OoOJqR84WKIzQfO8aJE8czcj4RkclKCbFk3YIFd3OsqYno9DePi6rSQ0kPnT55spPb77hJQ6dFUrZvrwJgdp8erNlFIXbs2E53d3cQYYlMCunidKGSzPQQh0qiqfNq2LSIyGCUEEtWVVVt5sUXnyNSZvBiZUGHM2xupJBIxXy2bN6kodMiKdu2VTGtIEx+5PX/OuaURDjZ2cmePRo2LTJa+/fvwwm5uAVjqzCdlh56rSrwIiKDU0IsWdPe3s5tt92El1rSaKIJl742dFpVp+V019bWxs6dljklp75Zn10SwXUcNm/eFEBkIpPDvv178IoiOKmCdWPlRj1C8TD79+/NyPlERCYrJcSSNQ8+eB9NTY1Ep105IYZK9+U4LnnT3sTJkye5667bNHRaTmtVVZX09PRgppw6vzEWcjm7OMzGDesCiExk4uvp6WH//r2ESjMzXDrNLY2wWyM3REQGpYRYssLa7SxfvtRf2zc+fqtKD8WNFhEuv5iNG19m3bo1QYcjEpgNG14mHvE4q6j/4ZxmSpTaw7XU1h7KcWQiE19tbQ1dnV2ESocuqNXV2EG7baKrsWPIfUOlURobGmhpOZGJMEVEJiUlxJJxXV2d/lDpSAHRikuCDmfMIlMMXmwKd999G62tLUGHI5JzHR0dbNr4MhdO8YdG9+fC8igOsHbtqtwGJzIJ7NmzG2DIhLirsYPjK2pp29rE8RW1QybF6fOlzy8iIqdSQiwZ9/jjj1Bff5jI1DfiuKGgwxkzx3GJTnsTLa0tLFx4b9DhiOTcxo0v09nVxfwz8gbcpyjqcXZxhFWrXtT0ApER2rVrB140NGRBre6GduhJvb56kv79QYRKo+A47Nq1I1OhiohMOhM/W5FxpaammsWLHyVUdDahgmlBh5MxXl4p4VLDiy8+x1VXvY3zz58XdEgiObNyxfMU54UGHC6ddskZeTy6s57du3dy7rnn5yg6kYnP7tiOO2Xoglqh8hh4x/yk2HP8+4NwQi6hkig7tU64yJh0dXXy6//5Gc3NzXghj09/+jrOOWdu0GFJhqiHWDImmUxy5523gBsiOvWyoMPJuGjFxXiRAm6//Wattyqnjfr6OrZt38rlU6MDDpdOu6giSsRzee65Z3MUncjE19zczJH6esJlA4/ASAuX5VF09XTiF5VSdPX0YR0TKvMLa+n/lsjo1dYeYuu2KroO17J//z6qqjYHHZJkkBJiyZjVq1eyc6clXH4Jbmjof9KZ0FG3iZZdj9NRl/3lXhw3ROSMyzh8+BBLlz6V9fZExoPnn1+G68BlUwfviQKIei7zK6KsW7uKlhbNtxcZDmu3AxAqH97/zXBZHjFTOqxkGCBUFqO7q4u9ezWPWGS0jh5tBOCqeD4xz3v1vkwOSoglI9ra2rj//nvwYmWES+bkpM2Ouk10HX2FZFcLXUdfyUlSHCqcSahgBg8//JD+GMqkd/JkB88/9yxmSpSi6PCWTrtyRoyu7m6ef35ZlqMTmRy2b6/CDXuESoauMD0a4Yq8VDtbs3J+kdPB0aNHAShwXQocl8bGhoAjkkxSQiwZ8eijf+DEiWaiU68Ycg5UpnSfqB70frZEp15OV3c3Cx9QgS2Z3FaufJG29jbeemZ82MdMzQ8zpyTCs0uf1BBNkWGo2roZrzyK42bnf6cb8QiV5rF165asnF/kdFBfX0fIcYg7LoWOw5H6uqBDkgxSQixjVldXy9KlSwgXz8GLTclZu25e2aD3s9ZupIBwqWHtmlXs3r0zJ22K5FpPTw9LnnqMMwsjnFU4eDGtvt46M86x5mZWr16ZpehEJof6+joaGxoIVww9JWEsQhVRdu/eSXt7W1bbEZms6usPU+SFcByHYs+joaGBRCIRdFiSIUqIZcwWLrwPHJfIGfNz2q7jhQa9n02R8gtwwzHuvfdOLTEjk9KaNS9xpKGBq8+KjXjUx7mlEaYVhHn88UV6wyAyiMrKjQBEpg1/FMZoRKbFSSQSbN1aldV2RCar2kM1FKf+Fxa7Hj2JHhoajgQclWSKEmIZE2u3s3Hjy4SmzMMNZfcT7r76vkXPzUDtVFtumEj5fPbu3c26dWty2LJI9iUSCR5/bBFT88OcP2Xk8xodx+FtZ8Wpr69n7dpVWYhQZHKorNxAqDCCN8T6w2MVmpKHG/GorNyQ1XZEJqOurk6OHDnCFM+vpZG+ranJzVQ9yb5A1yE2xkSB7wCfAkqBSuBr1tpB1+wwxuwDzh7g4V3W2vMyGKYMIJlM8uCDC3DDcSJTTM7bDxefQ1fzXkgmwHEJF5+T0/ZDxbPxmnbwhz8s5Ior3oTnDa/okMh4t2rVCg7XHeYv5xUPudTSQOaVRZmaH+bhRQ/wxje+mVBIy96L9Nbe3sYrdjuROQVZb8txHUJTY2yq3EAikcB11R8iMly1tbUkkgmmpEYilqbe71VXH+Syy64IMjTJkKD/It4OfAW4G/gykACeNMa8dYjj/gU/ie799fXUY09nJVI5xebNm9i9ewfhsgtx3Ny/2fXi5cRnvZNIxSXEZ70TL16e0/YdxyVcfjH19YdZufKFnLYtki1dXV08vGghMwrCXFg++qq3ruPwjrPj1B+p1+tDpB+VlRtJ9PQQmZ6fk/Yi0+O0trSwc6fNSXsik8WBA/uA13qGI45LUSj06naZ+AL7yN4YcyXwCeAr1tpfpbbdCVQBPwbeNtCx1tqH+zlfOiG+J/PRSl/JZJKHHlqAFynI2TJL/fHi5TlPhHsLFczEi5Xx8MMP8ta3Xk04nN1hbyLZtnz5UhqPHuVvLi4Zc8V4MyXKmUURHnn4Ad7ylj8iGs3N+uQiE8HatavwYmFCZdlZbqmvyLQ4jueydu0qjLkgJ22KTAb79u0h7LqUuK+NBKxwXPZpbe9JI8ge4o8CXcDN6Q3W2g7gFuBqY8z0EZ7vr4G91tqXMheiDKSycgPV1QcIl12E4wQ90CA4juMQKZ/PsWNN6gWTCa+lpYVHH3mIuaUR5pZExnw+x3F4z+x8jjU389RTizMQocjk0NbWxpYtlYRnjrxo3Wg5IZfwtBhr162mp6cnJ22KTAZ79+ymwvVeN4XojFCIxqONHD9+PMDIJFOCzGQuA16x1rb02b4Wvz7SpcM9kTHmMuACQAvD5kAymeTRRxfhRQoIFQ80lfv04eVPxYuV8fjjj2jdVZnQHn30D7R3tPGecwoy9iZ9VnGEC8ujPPnEozQ1Hc3IOUUmuvXr19LT00PkzOzPH+4tcmY+rS0tbN+uatMiw3HyZAf7D+xjap86GNNC/ohATUGYHIJMiKcDtf1sT2+bMYJzfTJ1q+HSObBtWxX79u0hNGXead07nOY4DpGyCzl6tIE1azRAQSam6uqDLFu2hMunxpian9mh/+8+p5BETzcLF+pPtAjAiyueI1QYIVSam+HSaZFp+bgRjxUrNKJJZDh27dpJIpFgRuj1/xcrvBAhx8Ha7QFFJpkUZNnPGHCyn+0dvR4fkjHGxZ+LvNGO4VlZVpbbT2knsmXLnsILx3Je1Xk88wpm4OWVsHTpk3zoQ+/P2RA4kUxIJpP84hd3EfVcrp2d+b+FpXkeV50Z5/k1q/jQhz7I/Pm5XbNcZDypqalh184dxC+akvP/FY7nEDkrnw0b1pGXB4WFhTltX2SiOXhwNw4wrU8Psec4TPVC7NyxjYoKvY4muiAT4nagv49G83o9Phx/DMwEfjmWYBobW0gkkmM5xWmhpqaajRs3EqmYj+NqmaE0x3EIlZ7H/v3rePHFNVxwwUVBhyQybKtXr6Sqqoo/PbeQeDg7oz6uOjOfyvqTXP+b6/nWt3+kZZjktPXYY0+AA9FZwXwQHz27kI7dx1m8eAnXXvveQGIQmShWr1rDtFCYSD8jIs8Kh1l94AA7duyntHRKANHJSLiuM2AHaJDjXWvxh033ld52aJjn+ST+ck33ZSIoGdzSpU/huB7hknODDmXcCRfNxg3lsWTJE0GHIjJsra0t3HfvncwsDHPFtGENzBmViOfwvjkFHKo9pNeInLa6urp47vllhKfGcWPBfCgUKokSKo3y7LJnSCbVESAykObmYxw4uJ9Zof6nEc0K+8Unt2ypzGVYkgVBJsSbgHnGmL6p+ptTt0M+u4wxUeAjwHPW2uEm0DJKbW1tvPTSCkKFs3BDuZ33NBE4rkeoeA6bN2+ioeFI0OGIDMsDD9xHa+sJPnBu4esqaGaDKYtyQVmURx95kPr6uqy2JTIerV27itaWFvLmFgUaR3ROEYdrD7F9+9ZA4xAZzzZt2gC8lvj2NcX1KPA8Nm1an8uwJAtGlBAbYwqNMf/PGLPCGLPTGPPW1Pby1PZ5Izjdg0AY+Gyv80eBvwNWphNcY8ysQc77fqAEFdPKidWrV9LV1Um4VL3DAwmXzgWSvPDC8qBDERnS9u1beeGF5bxlRpzpBblZQ/t9cwtxSXD7bTeqd0pOK8lkkqVLlxAqjBA+I3ujMYYjemY+XjTE0qVLAo1DZDx7ed0air0QZV7/UwQdx+GcUJiqLZtpb2/LcXSSScNOiI0xFcDLwDeAMmAOqcJX1toG4DPA54Z7PmvtGuAB4CfGmB8bYz4HLAPOBr7aa9c7gYGKZX0SvzDXQ8NtV0YnmUyyfPlSvLxS3DzNkxiIG84nVDCdF15YrnUeZVw7ebKD22+7gSmxEG8/O3dzGYuiHu+Znc8rdjvPP78sZ+2KBG3Xrh3s37+X6JzCwAsvOp5LZHYBlZUbqKs7HGgsIuNRS8sJtm+vYk44POjrdW4kSndPN5WVG3MYnWTaSHqIvwdMwx/SfA3+WsG9PQJcO8L2Pw38T+r21/g9xu+31q4c6kBjTBHwp8Bia23zCNuVEdq/fy81NQcJlcwJ/B/5eBcqmcvx481UVW0OOhSRAT300AKONDTwZ+cVEvFy+5q+fFqMc0oiLFxwt6YXyGnj8cWP4EVDRM8eHxVp8+YWgQtPPfV40KGIjDtr164mkUxybnjwKYLTvBAFnseql17MUWSSDSNJiD8A/M5auwHob5zbHuCskTRure2w1v67tXa6tTbPWnultXZpn33ebq095d2atfa4tTZmrf3ISNqU0XnppRU4jku46OygQxn3QgXTcUNRXtIfRxmntm/fytKlS7hyeozZxf3Pjcomx3H4s/OKSHR3cestvyeRSOQ8BpFcOnBgP1s2byIytxAnFGT5lte4eSEiswpYseJ5mpqagg5HZFxZ8eJzlIXClA+xIoLjOJwfjlC1dYteRxPYSP4qlwO7Bnk8wWtLJskk0t3dzarVK/EKZuB4uX/zPNE4jodXOIsNG1+mra016HBEXqetrY1bbv5fyuJh3nVOcD1VpXke753jD51+9lnNY5TJ7YknHsUNueTNCbaYVl+x80voSfSwZMnioEMRGTeqqw+yb/9e5g1QTKsvE8kjmUyqI2QCG0lCfBiYO8jjlwEHxhaOjEfbt2+lteUEoeLZQYcyYYSLZ9PT3c369euCDkXkde6++1aajh3lw+cVjGmo9MHjnbx4sJWDxztHfY7Lp8Y4b0qUBx64j+rqg6M+j8h4Vl19kLXrVhGZU4gb6b84T1C8/DCRswpYtvwZjh1T75YIwLJlT+M5DudFhreiSonnMSMUZvmypzXiaYIaSUL8BHCdMeaUtYONMW/Gnwf8SKYCk/Fj3bo1uF6YUH5/y0YHq6etgZMN2+hpawg6lNdx86bgRQpYt25N0KGIvGrVqhWsXv0Sf3xWPmcVjX60x8HjndyxpYll+1q4Y0vTqJNix3H40HmFRN0kN/z+13R2jj65FhmvFj38AG7II3Z+SdCh9Cs+r5Se7m4WL9ZbOJG2tlZeWvkC54UjxNzhp0kXR/M42nSUysoNWYxOsmUkCfG3gW5gI/BD/HnEnzHG3Ae8ABwCfpzxCCVQ3d3drF+/Fjd/Bo47vj7Z7mlroO3AcjqPbKbtwPJxlRQ7joNbcCbbtm2htbUl6HBEqK+v4647b2FWUYRrZuWP6Vz7mrvoSfj/BHoS/v3RKoh4fPi8QmoO1bBwoVbQk8ll7949bNzwMtFzi8Zd73CaVxAmcnYBy597VkXu5LT3wgvP0dnVxcXRkS2Ndk44QoHn8fSSJ7IUmWTTsBNia+1h4C3AGuDv8atMfwr4GPA0cI219mg2gpTgvPLKVtrb2wgXzQo6lFN0t9VDMrW0UTLh3x9HwkVnkUgkXl3YXSQoXV2d/O63v8RJdPMXpghvjJXiZxeH8Vz/n4Dn+vfH4rwpUd46M86yZc+wbt3qMZ1LZLxIJpM88OC9uBGPvHOLgw5nULF5pSRJsGjRA0GHIhKY7u5unl6ymBnhMBVDFNPqy3Uc5kei2B2vsGfPYCWXZDwaUalDa+1Ba+2HgCn4yy+9Baiw1n7QWludjQAlWBs3rsdxQ3j5U4MO5RSh+BngeIADjuvfH0fcvCl44TgbNr4cdChymrv//rs5cPAAHz6vkJK8sfdSnVUU4TPzS3nn7AI+M790TMOv066dXcCZhRFuu/UGrYsqk0Jl5UZe2b6NvAtKcMPjo7L0QLx4iOjcYlatWsHevXuCDkckEKtWreBY8zEuG2HvcNqF0TyirssTTzyW4cgk20b1Fzq15NE6a+1a9QpPXslkkg0b1uPlT8NxR/ZJWS548XLis95BpGI+8VnvwIuXBx3S6/jDpmdQtWWz5kZKYF566UWWL1/KH82MY8qGVyBkOM4qinDNGOci9xZyHT46rwgn0c311/+Ckyc7MnJekSB0d3ezYMHdhAoj5J2T2crSXY0dtNsmuhoz+xqJmRK8aIj77r+TZLK/1TVFJq+enh4WP/4w5aEQZ4VGN+op4rhcHImyccM6qqtVZ3giGXaWY4wZasxsEmgHGq21+ks6Cezfv5fm5ibypp8fdCgD8uLl4y4R7i1UMJP2pl1s21bFpZdeHnQ4cprZt28Pd9x+E7OLI1x7TkHQ4QypJM/jI6aQe7ZWc+utN/D5z/8fnDEO7xYJwvLlS6mrO0zhW6fiuJl7Dnc1dnB8RS30JME7RtHV0wmXZWbFSzfskndBCbs27WD9+rW88Y1vzsh5RSaCl156kfoj9fxJfuGY/u9cEo2xpfMkjzzyEF/4wlcyGKFk00h6iPcBewf52gfUAceNMQ8bY96Q0Ugl5zZv3gSAVzD+qktPFF78DBw3xObNG4MORU4zzc3NXP+bXxAPwV/OKx7zvOG+MrHsUn/OLY1y7dl+hfYnn9SwM5l4mpuP8YdFCwmfESM8LZ7Rc3c3tPvJMEBP0r+fQdHZhYSKo9x7350apSGnje7ubh579A9UhMLMHubawwPJc10uiURZv34d+/fvy0yAknUjSYi/A2zA7wl+Cvif1NeS1Lb1wC+A54A/BVYYYy7LZLCSW5s2bcCLleGGMvPp8+nIcT28+FQqKzdqCJrkTGdnJ7/59U85cfwYH59XRH4ks/MXDx7v5PbNTTy7r4XbN49+2aWBXHVmnIvKozz04P2sX782o+cWybYFC+6hs/Mk+W8oy/gIh1B5DNLrh3uOfz+DHNchfmkZx5qaePTRRRk9t8h4tXz5UhoaG7gyL5aR1+wleTHyXI8HH7gvA9FJLozkXdI2YDbwBmvtn1pr/2/q6/3AZcAcYI219oPAFalj/l9Go5WcOX68mX379uKNw7WHexuv6xD35hXMoKnpKDU1qjsn2ZdIJLj55t+xd+8e/uL8QmYUjq0CdH8q6zp6d1JRWZfZniTHcfjw+cXMLIpw442/Ze/e3Rk9v0i2vPLKNlavXkneecV4hZmZX99buCyPoqunE7+oNKPDpfu2ET27gCVLFuv/lkx6bW1tPPrIQ5wZDo967nBfUcfl8mgeW7dtoapqc0bOKdk1koT4v4HfWmu39n3AWrsF+B3w9dT9zcBNwDWZCFJyb+vWLUCSUMGMoEMZ0Hheh7i3UGrIeVVVZcCRyGSXTCZZuPBeXn55Le86p4ALyrM1uqPvaIfMj34Iew6fuKCIfC/Jr375E1WelnGvq6uTO+64GS8/TMyUZK2dcFkeMVOalWQ4LX5xGYQc7rjjZhKJRNbaEQna4sWP0NrWylvy8jM6ouPiaB5FXoiFC+7Wa2gCGElCbIDBVmyvT+2Tth0oHE1QErwtWypxQ3m4eaVBhzKg8b4OcZobjuPllbBlixJiya4nn3yMp59+giunx/ijmZmdu9jbG6bGeo/a5A1TMztsM60g4vHJi4rpOdnGz3/2A44da8pKOyKZ8Oiji6irO0z80jKc0PheZmkobtQjNn8Ku3bt4Lnnng06HJGsqK+v4+mnn+D8SHTE6w4PxXMc3pIXo7qmmhdeWJ7Rc0vmjeQvdh3w4f4eMMY4wJ+n9kmrALQk0wSUSCT8hDg+dVxXePXXIU49hR1n3K1D3Jsbn4bd8QodHSpSItnxwgvLefDB+7m4Io8/mTu2KplDOasowt9eUsq1swv420sysw7xQCriIf76omKOHzvKL37+Q1paWrLWlshoHTiwjyeffIzorAIiU7P3YVQuRWcVED4jxsIH7qWxcXyOwBIZiwUL7sZNJnlLLDuv2TnhCDNCYf7w0P20tbVmpQ3JjJEkxLcA1xpjFhtj3mOMmZ36ei+wGHh7ap+0PwU2ZS5UyZX9+/fR2try6lDfcS3Z53acChVMJ9HTwyuvbAs6FJmEVqx4njtuv4lzS6N8+Pwi3Bx8kJXpdYgHc2ZhmI9fUERtbQ0//9kPaG1VUizjR3d3N7fcegNOxCV+SVnQ4WSM4zjkX1ZOd08Xd9xxswpDyqRSVbWZjRvXc1kkj3zXy0objuNwVSyfltZWFi16MCttSGaMJCH+PnAD8D7gSWB36usJ4E/w5wx/D8AYkwfciYpqTUjpua5e/rSAIxmcP0Q6PS9j/A6ZBvBi5ThuSPOIJeNWrnyB2269gXNKInz8wmJCGVzzdDyZWxrl4xcUU129n5//7Af6tF3Gjccff5iDB/YTe0MZbiQ7b6yD4uWHybuolKqqzRr2KZNGV1cXd991K8VeiEvzsjPlJ608FOKiaB7Llj3NgQP7stqWjN6wE2JrbcJa+0/AxcB/ATemvv4buNha+3lrbTK1b4e19gZr7bpsBC3ZtXlzJV5syrhfbsnxIoPeH08c18ONn0Hl5k36lF0y5oUXlnNrKhn+qwtLCE/SZDjt/ClRPjavmIMH9vPTn3yfEyeOBx2SnOb27t3DY48vInJWAdGZ+UGHkxV5c4oIV8S47/67qK+vG/oAkXHuqacWU3+knqtjcbwcjKh6c16cPMflrjtvVYGtcWrEVR+stdustT+x1v5T6uvH1lqNA50kWltb2LNnJ158fPcOAyR7Oge9P96E8qfT2HBE1XIlI5566nFuv/0m5pZE+MSFJYS9yZ0Mp5myKB+/sJia6v386Iff5ujRxqBDktNUZ2cnN950PW40RP4bcjdUun3PcY6vOET7ntx8IOQ4DvlXVNCd6ObmW/5Xb+hlQquvr+Pxx/7AnHCEWeHcdKREXZe35MXYvWcXK1Y8n5M2ZWQmdhlEybitW6tIJsf3cktpE6mHGF5bfmnLFk2tl9FLJpM89NACFi68l4vKo3ziwmIip0kynHb+lCh/c3EJRxvq+OEPvsnhw7VBhySnoYUL76Xu8GHil+duqHT7nuO0bWqgq76Dtk0NOUuKvXiI+CVT2LVzB08++XhO2hTJtGQyyd133waJBFfFczuiw0SizAiFWbjgHo4fb85p2zK0EdUYN8aUAtcBbwZKOTWhTlprr81QbBKALVs24YaiuLEpQYcypInWQ+xGCvCiRVRu3sS73/2+oMORCairq4vbbruR1atXcvm0GB84tzAnBbTGo9nFET4zv4R7tjbz/e99gy/9n3/j/PPnBR2WnCY2bdrAsmVPk3ducU6rSncdajnlfmxOUU7ajswqIFLXxqJFC7nggguZM+fcnLQrkikvv7yGqqrNXBXLpyBLhbQG4jgO18TzeeBEMwsW3MM//MM/57R9Gdywe4iNMWcDW4CfAO8C3gHMB96GX2H6YmBO5kOUXEkkEmyq3Jhabmn8Dx7wl13yAAccb1wvu5Tm5k/HvrKd9vb2oEORCaalpYWf//wHrF69kneeXcAHT+NkOG1GQZjrLikhRhc/++n3Wb36paBDktPAsWNN3HLr7wmVRIlflNsPj8MzCga9n02O45B/aTlOnsf//v7X+j8mE0pbWxv33H07FaEwF0eDqZEzxQtxaTSPVatWsH371kBikP6NJOv5HlACXAucBzjAx4Ei4IfACeCaTAcoubNnzy5aW04QKpgZdCjD4sXLic96B5GK+cRnvQMvXh50SEMKFcygp6ebbdu2BB2KTCCHDtXw/e99g927dvARU8TbZuWP6zXCc2lKLMTfX1LCzAKPG2+8nocfflBzHCVrEokEN930O9ra2yh4UwVOjqcrxOYUEb+0nPAZecQvLc9Z73CaG/HIf2MFjY0N3HXXrSoSKRPGQw/dz4kTx/njWH6gHyZfkRen2Atxx+030dU1vkc2nk5GkhBfC9xkrV3Oa6u+OtbaNmvt1/B7j3+c6QAldyorN4LjTIz1h1O8eDnR8gsnRDIM4MUrcL0ImzZtCDoUmSA2bFjH9777dVqONfDpi0uYf0Z2l4iYiOJhl09dXMKlU/N49NE/8Jvf/Jy2tragw5JJaPHiR9i+fSvxS6bgFQZTtyJUHCFcESNUHEz74fI8YvNKWb16pQoEyYSwe/cunlu+lIujeVSEnrZ26wAAIABJREFURjRb9HUOd3exob2Nw91doz5HyHG4Jhan/kg9ixc/OurzSGaNJCEuA6pS36efCb3fmT0DvDsTQUkw1m9YhxerGPfFqXrraWvgZMM2etoagg5lWBzHxc2fxqZNG+jp6Qk6HBnHEokEDz/8INdf/0vKIgk+d2kpZwf0BngiCLkOHzqviPfPLWTL5k1877tf59ChmqDDkknE2u08/PCD/hJLswsDiaGrsYPjK2pp29rE8RW1dDV2BBJHbF4J4YoYd919GzU11YHEIDIcPT093HHHTcQ9jytjo5/vf7i7i8dONLO2o43HTjSPKSk+KxzhvEiUxYsfobb20KjPI5kzkoT4CJCeLHMC6ABm93o8wusTZJlAamtrOFx7iFDhmUGHMmw9bQ20HVhO55HNtB1YPmGS4lDhWbS2trBzp/3/7N13fFzVnf//123TZ6RRs2RL7ua6Y2xKCJAE0kghCd8EUjaBsEk22eT73U32l7YJhBZaQgmhhGowBkK3sTEYG1uucm9yva6yZKvY6mWk0bTfHzMiRsiSxhrpjmbO8/HQY3xGmpm37auZe+4553PMjiIkqaamJh584B4WLXqLWSNs/HCmlwzr0BYAGY4kSeLikQ5umJFJS8Np7rzjj5SUrDU7lpACmpub+McTf0dxabhm5Zi2ZCFY2w6h2CS9UCTaNoEkSbguyiWiRHjssYfw+83pmAtCX5YvX8qJExVcbnNgGUB9nMpAgBDRKbKhWHsgPml3okYivDDvWbH0IAnEc2TsBc4HMAwjAmwGfq7r+mhd18cC/wEcSHhCYUhs374VANU9PNYPAwR9pyASG2WNhKPtYUB15SPJCtu2bTE7ipCE9u/fy623/o6Dxj6+NsnD1yd50GSxXjgeYzMs/HSWl3w7PPPMP5g790n8fr/ZsYRhKhwO88STj9DS2ozzolwkzbyik2qOHbrWLStStG0S2abivDCX6uoq5omTeiEJ1dfXsXDh64zRLIwb4J7DIzWNWBlXlFh7IByyzCU2O8bB/WzcuH5AzyUMXDzv6m8Dl+q63vXuewfR4lrHgCOxP9+Z2HjCUNm8ZROKPRtZG9p92Qbio1Wm5WFRZRpAkjUURz5btm4SxX+EDwWDQRYseJ37778bS7Cdn8zyMjvfLopnnSOPVeGGGZl8qsjJ+nWrufOOP1JRUW52LGEYWrjwDQ7s34fj/GzUTKupWbRsG57LC3BM8+K5vAAt25xquR/mybNjnxJdT7xq1QemZhGE7v75z/mEAwEutw+8EGW+qnGNO4OLbQ6ucWeQrw6sQwwwxWIjT9V49ZX5+HxtA34+4dz1u0NsGMbjhmFMMAyjPdZeCVwKPAw8CHzKMAyxOnwYqq6uoqK8DNU92uwocRmOVaa7qJ7RNDc1imnTAgA1NdXcc/dtLF68gJm5Vn4yK5MRzoF/2KY7RZK4aqyL70/PpLm+hjvv+CPLlr0rLkQJ/bZr1w7eeWch1jFubGOHtqLz2WjZNuy61/TOcBf75Ey0EQ5efvkFjh07YnYcQQBgz55Stm3bzGyrHY+SmCVH+arGbLsjIZ1hADlWYKu5pYUFC95IyHMK56ZfpdZ0XVeAUUCrYRj1XfcbhrEV2DpI2YQhsnnzBgBUT5HJSeKnOHKGVUe4i+oehSSrbN68AV2fYnYcwSSRSIS1a1fxz5fnIUdCXDc5g2m5yXGSm0omeK385yyNRYebeeWVFyndtYMf/fg/8XqHdg9ZYXg5ffoUTz39GGqmFeesbLPjJC1JknBdmEvzqkoefewhbrv1btzu5Lh4IKSnYDDIyy89T4aiMsuW3OWN8lSNaVYbxSuX8elPX0Vh4fA7F08F/R0h1oCjwI8GMYtggkgkQsmGddHtgLRzr74nxEeSVRTXSDZt2kAwGDQ7jmCCxsYG/v7wX3n++acpsMPPLvCKzvAgclpkvjMlg2smujl0cD+33PwbNmxYJ9Y9Cj3y+/088uiD+IN+XBfnISnmrRseDmSrguviPBobG3jiiUfELAzBVMXFy6muqeaTNgfKMFh2dLHNgSZJ/PPleeIzyST9eoc3DKMDqAXEBPcUc/ToYU7VVKNmjDU7StrRMsbi87VRWrrD7CjCEIpEImzcuJ6b//gb9u7ZxRfHu7hhRqaoIj0EJEliToGDn13gJVsL8fTTj/PIIw/S1NRkdjQhiUQiEebPn8uJinKcc3JRXGL5Qn+oXiuO87PZv38vCxa8ZnYcIU21trawcMEbFGkWxgyw8FV3idiHuCc2WeYiq539B/axc+e2hD630D/x7E79LvBV4PFEvbiu61aixbl+AHiBXcAfDcNY0c/Hfw/4JTAN8AO7gd8YhrE5URlT3fr1a5BkFW2YrR9OBYozH1mzs27dGmbPvsjsOMIQaGpqZP7859i+fQuFHo1vTM0ixxHP27CQCNl2lZtmZrLxpI+Vpdu5+eZf8/3v38TFF18qipgJFBd/QEnJWuyTM7EUiJlT8bCN8xBs8LNkySLGjp3AnDnis00YWosXL6Sjo51PejIT+n7etQ9xCFA6SFhhrS5TrTb2Bvy8/trLzJx5AUqC1j0L/RPPHKDfAgW6rs/TdX2GruuJmNv3PPAr4EXgv4Ew8J6u65f29UBd1/8MzAP2xB57O9Fq1/kJyJUW/H4/GzeWoLhGISniCvhQkyQZxT2G0tIdNDU1mh1HGESRSIT169fwxz/8mtKdW/ncWBf/PtMrOsMmkiWJTxY6+ekFWWTKnTz55KM88sgDNDQ0mB1NMNHhwwd5+Z8voI1wYJ/iNTvOsOQ8PxvNa+OZZx6nqqrS7DhCGjl9+hQrVyxjssVKlpLYz9dE70PcnSJJXGK1U11Tzdq1qxL63ELfpP7OVdd1PUz0OJBitz2JGIbR30JdFwObgF8ZhvG32H02oh3cSsMwPtXLYz8JrAO+aRjGgn79Bc5uLHCsrq6VcDi95u2vW7eauXOfxD7mqmGzZVGqCfubaTv6Lt/85rf5yle+bnYcYRDU1dUyb94z7NlTSpHHwtcnuUVHOMmEI5HoaPHxNjSLlW9/5wdcccVnxGhxmmlsbOC22/+AL9SO+zMFyBYxQnOuQr4gLcWV5HpzueWWP2O3J3dhIyE1PPPMP9i8YR3f9WTikhP7+/uREWISP0IM0YvnC1ubaXfYue8vf8diGdjeycJHybJEdrYLYBxQ9pHvxfE8L8S+5p3x5+5f8+N4vm8BAeCZrjtia5WfBS7Xdb2gl8f+N7DFMIwFuq7Luq674nhdIaa4+AMUawaKPdfsKGlLtnpQnHmsWrVCFCFJMeFwmBUrlnHzzb/h4P49fGm8m5tmZorOcBLqGi3+z9lZ5FnDPP/809x//12cOlVjdjRhiASDQR57/G+0trXgvCRXdIYHSHGoOC/OpbqmmmeffUIUChIGXU1NFRs2rGOaxZbwzjAMzj7E3UmSxMU2O03NzaxevTLhzy+cXb/PzAzD+GGCX/sC4IBhGK3d7t9MdBR6FlB1lsd+FnhF1/W7gf8HuHRdP050/fFLCc6Zko4fL+PYsSNYR1wgRkFMpmVOpO5kCXv2lDJz5iyz4wgJUFl5kueee5IjRw4zwWvhqxOz8NpS6wS7ormTsqYAYzM0ijypcRU7265y44xMtle3s/zQAW655bdce+31fP7zV4v1XCnu1Vdf5MjhQ7guykPNsJodJyVouXYc071s376Fd99dzFe+8jWzIwkpbPHihSgwqNss5avaoHSEzzRKszBS03h3yUI+/emrxCjxEDFzqKIAONnD/V2d4JE9PUjXdS+QDXyH6DT+3wH1wC+AF3Vd953LNOrYEHraeOmlFciKipYxzuwoAxLy1RL0nUJ15A3L/YghuiexotlZs+YDPvvZK8yOIwxAIBDgzTff5NVXX0GT4BvneTg/z5ZyF50qmjuZt7uBUBgUGW6c4U2ZTrEsSVxY4OC8LCtLDrfw2msvsX3bRv7rv/+bceOG9/ul0LPi4mJWrFiGbWIG1qL0OhcYbLaJGQQb/Lz11qvMmjWNWbPERV8h8Wpqati4cT0zLFYc8vDfIu1Cq51Fzc2Ulm7mS1/6ktlx0kJcHWJd1xXg34AvACOA3xqGsSPWSb0GWGEYRk+d3J7YiVaG7q7jjO/3pOvTKhv4hGEYm2LZFgCHgT8BcXeI02kNcXNzE6tWrUbxjEVShu9JbMhXi6+8GCIhOiUFx+grh2WnWJIUlIwJbN++ndLSAxQUjDI7knAOjhw5zPPPPcnJypNMy7HypQkeXJbh/8Hck7KmAKFwrLhIONpOlQ5xF49V4TtTM9hX6+fdo2X88pe/5Etfuoavfe1aNC21/q7prLz8OH9/5BG0HDuO6Vlmx0k5kiThmp1Lc3MV99x7L7fdejc5OWKZlpBYr776JkQizBzE0eGhNFLVyFM13nzjTWbP/iRyCnTyk8EZa4g//r3+Pomu6w5gNdHK0F8HriK6VRJAM3Av8J9x5GoHepqXZDvj+2d7HMCxrs4wgGEYfuAN4Hyxprh3q1atIBQKYvGeZ3aUAQn6TkEkFG1EwtH2MKV5JyLJCsuXLzU7ihAnv7+Df/5zPnff9Sda6mr47tRMrpuSmbKdYYCxGRqKHF3bosjRdiqSJIlpuTZ+MTuLmbkWlix5mz/d8jsOHjxgdjQhAdraWnnk0QeIqOC6OBdJTq2ZHMlCUmVcn8ijo7ODRx97iECg0+xIQgrx+XysWb2CCZplUNYOm0GSJGZabdScqmHXrh1mx0kL8Zyx3QZcCFwLjCd6LgSAYRgh4C3gi3E8XxXRadPddd13tlr99URHlnuqdlITy5URR4604vf7Wb58KaqrANnqMTvOgKiOPJAUQAJJHtaVsmXVhuoZw7p1a2hubjI7jtBP+/bt4Zabf8vy5e8xp8DOz2d70bNTf/1hkcfC1ePdjM+M3qba6HB3Dk3mG+dl8IPpmfib67j33juYP38u7e1nu24rJLtwOMzTTz9OfX0dzotzkW2i2N1gUlwazjk5lB8v46WX5pkdR0ghGzasw9/ZyUxrInaDTR4TNAtORaG4eLnZUdJCPB3i64CnDMN4m+h+wd0dJrqFUX/tBCb3MJp7Sex2V08PMgwjHHtsT/NKC4muK66PI0daWbduNW1trWjZU8yOMmCKIwfH6Cux5M4YttOlz2TJmkwwGOCDD943O4rQB5/Px7x5z3D//XcTaW/kpplevjrRg01N3VHhM1U0d/Lu4RaONEZvK5rTY8RngtfKz2dn8YmRDlYVf8AtN/+GPXtKzY4lnIP33nuH0tKd2GdkoWWn1ol0srKMdGI7L4M1a4pZv36N2XGEFBCJRFi9egU5sSnGg606GGB7u4/qYGL3IO6JLElM1izs3VNKbe3pQX+9dBfP2dtIztJJjfEB7jie7w1AA37cdYeu61bgJmC9YRiVsftG67o+udtjXweKdF3//BmP9QDXAyWGYYjL9j0IhUIsXboExZ6dMlstKY4crDlTh31nGKJbMKmuUaxYsYyOjo6+HyCYYvfuXdxy869Zs2Ylnyx08LNZWYzJSO0R0u7WV7R9eFU0HGunC4sicfUENzed70X2N/Pgg/cyd+6T+Hw+s6MJ/bR//17eeutVLIVObOOH30ypQF0H7UYDgbrh9znhmJqFlmtn3gvPcuJEudlxhGGurOwYJ05UMHUIKjF37UO8ucPH4pamIekUT7HYiBAdzBIGVzwd4jp6HpXtMo2zT3P+mNj639eBv+i6fp+u6/8BrATGEK0c3eUFYH+3h/8DOAC8qev67bqu/xJYD2QC/9vfDOlm06YS6upOo2VPSbmqt6nCkjOV9nafmCKThNrb23n++ad56KH7UANt/Oj8LL4wzo2mpN/vUl17qNd2OhjtsfDTC7K4vNDB+vWrueWW37Bv3x6zYwl9aGpq5Ikn/o7i0nBdkDvsPgsDdR00r6vCt7eB5nVVw65TLMkSrotyiSgRHnn0QbHsQBiQTZtKUCSJidrgL1WqDAQIESsmGWsPNreiMErT2LRxvdjLe5DF0yFeAdwUK671EbqujwP+HYi3ItANwMOx278THTH+smEY63t7kGEYPuBK4G2i+xDfAzQBn+vrsekqHA6zaPECFFsmqit1qhiHfLX4a/cR8tWaHSUhFHs2qjOf9957B7+/pyLsghkMYz+3/ul3rF1TzGWFDn46y0uhOzULSfVHtl3ptZ0uNFnic+Pc/GhmFoq/lfvvv5sXX3xe/O4mqXA4zJNPPkqrrw3nxXlI2vBb4hCsbYdQ7MQ4FIm2hxnZpuK8KJfTp08xf/5ccaIvnJNwOMzmTSUUqRrWIajCPFLTiFWtQYm1h8JEzUrNqRrKy48Pyeulq3iqSNwObAW2AP8kepHk6ti05Z8RLXR1TzwvbhhGB/Cb2NfZfuYzZ7m/GvhBPK+XzrZu3cSpmmpsoz457K6In02qbLvUnZYzjdbjK1i9eiVf+ILYf85MwWCQBQteZ+l7i/HaVW6a6WV0mk2P7sllRU4O1ncSJnpV9bIip9mRTFXo0fiPWV5WlLWycuUy9uzZyc9+9l+MHTve7GjCGZYseZsDB/bhnJ2DOkx/j9UcO8gNdP3yqTnDc5sZLdeOfbKXjRvXM2XKNK644jNmRxKGmaNHD9PY1Mgc59BsLJOvanzS4eRoZyfjLRbyh2DNMsB4zcJaSWLLlo2MGTN2SF4zHfX7kophGIeBzwJB4A6iF0l+TXR6cwXwWcMwKgYjpDAw4XCYhW+/iWLNQHUXmR0nYT667VJoWG+7dCbVkYvqzGPJkkVipMlENTXV3H3Xn3jvvcXMzrfz0wtEZ7hLkcfCTed7+exYFzed7035KtP9YVEkvjTBzY0zvHQ013PXXbeydOkSwuGealAKQ+3gwQMsXPgGliIX1jHxlDsRBot9ciZarp35Lz7HyZMnzI4jDDO7dm1HAsaoQ/P5Ux0MUOJr42TsdijWEAPYZJl8RWXXzu1D8nrpKq45BoZhbDMM43xgJvBt4DvAHMMwZhqG0VvBLcFEmzdvpLqqEi1nWsqMDgNIiqXX9nCm5UynpaWJVas+MDtKWtqwYR233fp7aioruH5KBtdM8mBVht/0ysFU5LFwRZFTdIa7GZdp4WezvEzKVHnttZf420P30dQktlIzk8/n48mnHkVxarhm5Qzrz8FgbTtnVrQbjlOmu0iShOvCXCJyhCefepRgMGh2JGEY2bVzOwVDNF0azFlD3GWMpnGy8gR1damxPDAZ9fso0nX9w0VihmHsMQzjdcMwXjMMQ+wYncRCoRAL334junY4hUaHASKhzl7bw5nqyEN1juCdJYtExekhFAgEeOGFZ3n66cfJt8PPLvAyNUdsySLEx6HJfHtKBl+d6ObA/j3cftv/cuTIIbNjpa0XX3yOhoYGHBfmDMt1w2dSc+zQVchPkYbtlOkusl3FcUE2JyrKWbDgdbPjCMNEU1MjJ06eYPQQreMF89YQA4zWohee9+7dPWSvmW7i+WSo1HX9QV3XZw1aGiHhNmxYx6maarTs1BodhtQeIQaw5MygrbWFFSvEvsRDoaGhnvvuu4NVq1ZwWaGDG2ZkkmFNz2JR/VHR3Mnaira02YM4XpIkcWGBgx+f70XqbOXee++guPgDUUBoiG3evIGNG9dHp+dmDf+LW1q2Dc/lBTimefFcXpASeyhbRjqxjnXz3tLFGEb3TUUE4eO6jpNRQ7SOF6JriK9xZ3CxzcE17owhW0MM4JUVHIoifj8GUTwd4qPAL4Ftuq7v0nX9f3RdHzFIuYQECAaDLFz4Joo9C9VdaHachEvlEWKI7rGsukay5N3F+Hzps8+rGY4cOcRtt/4vJ44f4/opGXx+nBslxS4gJVJFcyfzdjewsqyVebsbRKe4F/kujf8438s4j8L8+XN5/vmnxdTQIdLY2MC8F55Fy7Jh1zPNjpMwWrYNu+5Nic5wF+fMbFSnhaeeflxsxST06cCBfVhkmRwlntrAA5evasy2O4a0MwzRC6wFssL+fXvERdVBEk9RrUuB84C7ATdwP1Ch6/o7uq5fp+t6ag3PpYA1a4qpr6/FkjMj5UaHITqtGCk2gUVSou0UY8mdQUe7j6VLl5gdJWVt27aFv9x3J2qonR+fL6ZI90dZU4BQOLaWKhxtC2dn12S+Ny2TK4qcrF27iocf/ivt7T6zY6W0SCTCCy/MpcPfgXNODpKcep+BqURSZRxzcmior+PNN18xO46Q5A4dPMAIWUFOwXPbsylQNRqbGqmvrzM7SkqKt6jWYcMwbjEMYzzRfYDnA5cDrwLVuq4/MQgZhXPg9/tZtOgtFEcuijPf7DiDQnHk4Bh9JZbcGSmz5VJ3is2L6i5i2bL3aG4WhXkS7YMP3ufxxx5ihF3mRzO95DmH9mrzcDU2Q0ORY2up5Ghb6J0sSXx2rIuvTfKwf99u7r3ndhoaGsyOlbK2bNnIzp3bsE/JRHGL6/XDgZZtwzbRw8qVy8XUUOGs2tvbqaw8OeSjtBCtNL293TdkFabP1PX3PXLk8JC/djo45+oShmGsNgzjR0A+8JPYc/0kUcGEgVmx4n2am5uw5M5MydHhLoojB2vO1JTsDHex5s6gs7OTd9552+woKWXJkrd5+eV5nJdt5YYZmbgsw7vYzlAq8li4pMCB16ZwSYFDVJqOw+x8O9+blklN1Unuvec2cbV/ELS0NDP/xedQvTZsEzPMjpNwrbvraHi/nNbdqXfsOKZmoTotzJ37JJ2dYimG8HFlZUeJAHnq0F7Arg4GWNTSxKYOH4tamoa8U5ylKKiSJAo0DpIBnQHqun4V8ATwEOAB6hMRShgYn6+NJUsWoboKUB25ZscRBki2etAyxlJc/AG1tafNjpMSlixZxJtvvsqMXBvfnpKBRUndi0aDYWuVj/UnfdR3hFh/0sfWKjH9Nx4TvVZumJ5Jc2Md9913Bw0N4qMzkd544xV8bW04Z6feVOnW3XX4DzURbgviP9SUcp1iSZVxXJDN6dOnePfdRWbHEZLQ0aNHABgxxOuHDX8HodifQ7H2UFIkiRxF5dhRMUI8GOLuEOu6PlnX9bt1XT8OLAe+C6wEvgmMTHA+4RwsXbqE9nYfltyZZkcREsSSO51wJMLbb79ldpRh7/33l/Dmm68wI9fGtbonrdYgJcr+Wn+vbaFvhR6N70/LoLmhjvvuvUPsVZwgR44cYu3aVVgnelAzUm/mQqCyrdd2KtDy7FgKnSx5dxGnTtWYHUdIMmVlR8hQ1SHbfziZ5CoK5eVlhEKhvn9YiEs8+xD/X13XNwN7gd8Dp4FfAaMMw/iGYRgLDMMQlVVM1tTUxLJl76F6RqPYvGbHERJE1pyomRMoKVlDVVWl2XGGrW3btvDqqy8xNcfKN0Rn+JxNybH22hb6p8hj4fvTMmior+XRRx4gEBBTRAciHA7zwvy5KHYNx+TU/PzTRjp7bacK54xsIoR56eV5ZkcRksyxo4fJlYa+M6xbbXRtxKjE2kMtT1HpDASoqjo55K+d6uI5ov4OFAIPADMMw7jQMIy/G4ZROzjRhHOxZMnbdAY6seZMNzuKkGCW7KkgKSxY+LrZUYal48fLePqpRxnl1rj2vAyxrZKQFIo8Fr4xyc2Ro4d57rmnxJYaA7Bu3Woqyo9jn+5F0lJz9MjarQPcvZ0qZLuKbUomu0t3Ulq6w+w4QpJoamqivqGB3CFePwzRolZfc2dwic3B14Z4H+IuXX/vY8eODvlrp7p4PjG+DBQahvFbwzD2DlYg4dzV19dRXPwBmmccstVjdhwhwWTVhpals3XLJsrLy8yOM6y0t/t49JH7sckRvjM1A02sGR4QMWU6sabl2rhyjJONG0tYuXKZ2XGGJb+/g7cWvIaWZcNSmJqdRIBgbXuv7VRim5CB6rLw2msvEw6HzY4jJIFjx6Lrh/MUc3Y2MGsf4i6ZsoJVlj/8dxASJ559iJcahiHekZLY4sULCIfDWHKnmR1lyIR8tfhr9xHypcdEBUuWjqxYWLBAjBLH45VXXqS+oZ5vTXbjtih9P0DolZgynXifKnIy0Rs9+a+pqTI7zrCzfPlSmpuasE/PSumdFUKd4V7bqUSSJWxTM6msPMmGDevMjiMkgaNHDyOBKSPEyUCSJHJlhcOHD5odJeXEfUTpuj4CuBDw0kOH2jCMFxKQS4jTqVM1rF27CjVzArKWulfHzxTy1eI7vhII04mMY8xVKb39EoCkWFCzdHbt2sGRI4eZMGGi2ZGSXmnpTtauXcVlhQ5Gi+2BEuLCAgfHGzs53NjJxEwLFxY4zI407EmSxNcmeXh8Rz3PPP0P/vcPtyGnYdGYc9HS0sySdxdhKXCg5Qz9ur6hFG7y99pONZZRTjSvjTffepWLL/4Emibew9PZoUMGOaqGlsIXvfqSr6psO3mC9nYfdrv47E2UeIpqybqu/wM4ASwC5gHP9fAlmGDRoreIIEXXmaaJzqZjQNfV8XCsnfosWechqzYxStwP4XCYV155gRyHxpVjXGbHSRlbq3zsrvXTHoywu9Yvtl1KEI9V4epxLo4cPczmzRvNjjNsLFv2Lv6ODuzTssyOMui0ka5e26lGkiTs07w0NjSwZs0qs+MIJgoGgxw9cph8Jb1neRWoGpFIROxHnGDxXH7+NfBT4J/AjYBEtNr0L4BDwFbg84kOKPStpqaaDRvWo2ZORNbsZscZMt2vD6bL9UJJ1tCydPbt2y2mzfRhw4Z1VFdXc9UYB2qK7UdqJrGGePDMzLMxwqmxcMFrBINBs+Mkvba2Vj744H0so5yoaTADxD7eg2NWDlqeDcesHOzjU79eiJprQ8u2seTdt8XvRBo7cuQQgWCAUSat3wWoDgbY3u6jOmjepjojVA1Fkti3b49pGVJRPB3iG4GlhmHcALwXu2+bYRhPAHOAnNitMMTeeWchSBKW7MlmRxlSWsY46Cq9L8nRdprQvJOQVRtvv/2m2VGSVjgcZtGV5ZXjAAAgAElEQVTbbzDSrTElW6xxTSSxhnjwyJLElWMcnDp9is2bN5gdJ+mtWLEMv9+PfXKm2VGGjH28B8/lI9OiMwzRUWKbnkljQwMlJWvNjiOYZPfuXciSxCjNnA5xdTDA4pYmNnf4WNzSZFqnWJMk8hWV3aW7THn9VBVPh3g8sDT25655qhqAYRhtRKdL/zhx0YT+OHWqhpKSddG1w2r6jA4DKI4crCNmozjzo7cpvn74TJKsombp7N27myNHDpsdJykdPHiA07W1fGKkPaWL7JjhwgIHl41ykGVTuGyUQ6whTjA9y0q2Q2Xt2lVmR0lqfn8Hy5a9i6XAgZohLsqkMm2EHc1r450lC0XF6TRVums7IxQViwl7EANUBgKEgAgQirXNUqRpnKw8QV1dehSUHQrxHFXtQNf/fivRYyLvjO9XA0UJyiX009Kl7wBgyZpicpKhF/LV4q/ZQaitOnqbJpWmu1i8E5FVK0uWLDQ7SlJat241VlVmSnZqF9kxQ0VzJxsqfdR3hNhQ6aOiudPsSClFkiTOz7ViGPs5ffqU2XGS1oYN6/H5fNgmpc/ocLqSJAnrJA+1p0+LfYnTUGXlSU6cPMF4E4uqjdQ0FKLL85RY2yzjtegFwC1bRK2JRImnQ3wcmABgGEYAOAxcfcb3PwfUJC6a0JfGxgbWrl2NmjEurdYOdwn6TkEkFG1EwtF2GpFkDTVzEjt3bufEiQqz4ySVcDjMzh3bmJxlEXsOD4L1FW2EI9E/hyPRtpBYM/Ki7+k7d24zOUlyikQiLFv2LmqmFVUsiUgLlpFOFIfGsmXv9f3DQkrZtKkECZhgMe93PV/VuMadwcU2B9e4M0zbixggQ1HIUzU2blhvWoZUE0+HeCVw7Rnt+cB3dV0v1nV9FXAd8FoCswl9WLbsPUKhUNqtHe6iOvL41yEsxdrpxZI1CUlWeffdRWZHSSqVlSfxtfsYl5n6RXbM0NJt79PubWHgvDaFTJvKwYOG2VGS0t69u6mursI2wSOWRKQJSZawjnNz4MA+TpwoNzuOMERCoRDr161mpKbhNHkrunxVY7bdYWpnuMskzUJ5xXHKy8vMjpIS4jmy7gd+rut61+WZe4BHgfOBacBTwK2JjSecTXu7j+LiD1A9RcgWt9lxTBTpdpteJMWKmjmBzZs3UF9fZ3acpNFVfbvIY/6HViq6IN/ea1tIjCK3yuFDB8yOkZRWrVqBYlWxFKb2tkPCR1nHupEUidWrV5odRRgiO3Zspb6hnhkWsfzpTLrFiibLLF++tO8fFvqk9vcHDcOoAqrOaIeA/4p9CUNs7drV+P0dOAp0s6OYJtB0jDM7xIGmY2lVWKuLxTuJtvqDrFixjOuu+67ZcZJCTU01qiyRZUvv/QoHS1cRrf21fqbkWEVRrUGS51TZfboZv78Dq1WcDHZpampi585tWCZEO0fppv1oM4HKVrSRrrSpNN1FtipoI52sL1nLddd9D4tFzAJKZZFIhPffX4JHURlj4vrhZGSVZXTNwsaN6/nWt75DRoaopTAQ5s49EM5JKBRi2bL3UBy5KPZss+OYpvuYcHqOEYNscaG6CyletYKOjg6z4ySF+vo6PDZVTKUcRBcWOPjBDK/oDA8ijzX6ES1mf3xUSckawuEwtrHpNzuq/Wgzvp21BE514NtZS/vRZrMjDTnbWDcd7e1s27bZ7CjCINuzp5QjRw4z02JFFp/nHzPTaiccCrF48QKzowx759wh1nV9hK7rIV3Xr0pkIKFvpaU7qK+vRfOeZ3YUU1kyxhGt9wcgxdrpyZKl09HuY+NGUWABoLm5EVe/578IQnJyW6IzHJqamkxOkjwikQir1xSjZdtQ3Ok3YhSobO21nQ7UHBuqy8LqNcVmRxEGUTgc5rVXX8KjqEwVM2R6lKEoTLXaWLVqBdXVVX0/QDirgY4Qi8s1JlixYjmK5kB1jzI7ipAkZHs2is3LihXLiETSdaz8X0LBEIos3p6E4a1rNnAoFDI3SBIpKzvKqZpqLGPSc+2wNtLVazsdSJKEVuTkoLFf7MOawtauXcXJyhNcYrOjiNHhs7rQ5kABXnvtJXH+NwBiyvQwU1NTzb59u1EyxiOZtDl5suhpDXG6kiQJNXMiJ09WcOiQqEobDofFm9sgq2juZG1Fm9iDeBB1nQNGIqKKd5eSknVIioRlpNPsKKawj/dgnZSB7FSxTspIuzXEXaxF0QsBmzaVmJxEGAz19XW8+sqLjFQ1Joi1w71yyDJzrDZ27tzOpk0bzI4zbIlzxmFmzZpikCS0zAlmRzGdWEP8UVrGGGRFix4jaU6zWAiE0/2IGDwVzZ3M293AyrJW5u1uEJ3iQRIMRY9hTZwQAhAMBtm4aT1avgPZkp4F8wJ1HfiPNhNuC+I/2kygLj3rRiguDS3bxvqSNWZHERIsEonw3NynCAU6udLhSqpaINXBANvbfVQHA2ZH+YjzrXZGqBovzp9LY2OD2XGGpYF0iDuB1YD4lx8ioVCI9evXoDoLkDWxzYli8/baTjeSrKK4i9iyZRPt7e1mxzGVy+WiXcwyHTRlTQFC4ehFqFA42hYSzxeMdoidzvSbFtuTAwf20tba+uHoYDoK1rZD7EIJoUi0naYshU6qKis5caLC7ChCAi1b9i579+3mEzY7HiV5LnxVBwMsbmlic4ePxS1NSdUpliWJKx1OOjvaefqpx8Qym3NwzmVnDMNoAK4cyIvH9jS+A/gB4AV2AX80DGNFH4+7jZ73PK4xDCN/IJmS2d69pTQ3N2EbNd3sKEkhEurstZ2OtIzx+BqPsmXLRj71qQH9eg5rLpebtoCYZjpYxmZoKHK0M6zI0baQeL7YMex2p1815Z5s2rQBWVPQRqRvZXM1xw5KY7RTrEjRdpqyjHLRVlrH5s0bKCwsMjuOkAB79+7mtddeZrxmYVqS7TtcGQgQInYhONbOV5Pns8+rqFxhd1J8YB9vvPEK3/72v5kdaViJu0Os67oEXACMj911FNhhGMa5zE98Hvgm8DfgMPBD4D1d1z9tGEZ/JsL/FPCd0U7pS6UlJeuQVSuqe6TZUZKC6sijU1IgEgZJRnXkmR3JdLI9G8XqoaRkbVp3iHNycvF1hvAHw1hVsTIk0Yo8Fm6c4aWsKcDYDI0ij5jSOxgaOkJoqorbnZ7rRM8UCATYtm0zWoE9Lfce7qJl23DMyP5wH2ItO7k6DUNJtilouXY2blrPtddel1RTa4X4nTpVwxOPP4xXUbjK6U66/8+RmobSEe0MK7F2splstVEbCvL++0sYPXoMl156udmRho24OsS6rl8NPA6M6fatMl3Xf24YxvtxPNfFwHeAXxmG8bfYfS8Ae4D7gE/142leMwyjsb+vOZz5/R3s2LENxTUaSUqeKSRmUhw5OEZfSdB3CtWRh+LIMTuS6SRJQnGP5uDBvTQ0NOD1puc08tzcEUC0Q5HvEh3iwVDksYiO8CCr7wiRk5uLLItjeM+eUjo6OnAXpuwksH4J1HXg210HoQiBOj9qhiWtO8WWQie1209TVnaMcePG9/0AISk1NjbwwP13E/R38HVXBlqSdYYB8lWNa9wZVAYCjNS0pBodPtOldid14RBzn30Ct9vN9Onnmx1pWOj3p6yu65cBi4hObX4Y+I/Y18Ox+xbpuv7JOF77W0AAeKbrDsMwOoBngct1XS/ox3NIuq57YqPWKW3Xrh0EAp2ontFmR0kqiiMHa85U0Rk+g+YZDUTYunWj2VFMk58fffs47RPraAbL1iof83c3sLXK1/cPC+ekrj1MQYHYXg9gy5aNyBYFLS99pwiDWEPcnWWkE0mS2LIlfT/vhrvW1hbu/+tdNNbX8RWnm4wkWjfcXb6qMdvuSNrOMIAiSVztcOOVZR75+4McPHjA7EjDQjyXnf8EVANTDcP4H8Mwno19/Q8wDaiJ/Ux/XQAcMAyj+67ym4nubzyrH89RDjQBTbquz9V1PSuO1x9WtmzZiKzZRcdP6JNs9aDYvGzenL4nCAUFI5FlmRpf8hS9SCVbq3y8c7iFI42dvHO4RXSKB0FnKEJde4DCQnERtLOzk+07tqKNdCCl+f7i0TXEsX+DNF9DDCBbFNQ8O5s2bxB7sA5Dra2tPPDAPdRUV/Elh4sRSdzRHE6sssxXnB6cRPjbQ/dx5MhhsyMlvXimTF8C3G8YRlX3bxiGUaXr+tPA/xfH8xUAJ3u4v+v5e1so2wA8AmwkWu36KqLriWfrun6JYRj+OHIAkJ2dvFUrOzs72b2nFMVZlPZ7D3cX8tWKKdM9UFyjOHp0L6oaTNtp00WFhVS3VJsdIyXtqG7/WPvCgvQtdDQYTvmCRCIwbZpObm56F9XasGEDnX4/7sL0fC87k1hD/HGWQicN205TX1/J5MmTzY4j9FN9fT33//VOTp44wRccbkaJ7eUSyiHLXON0s6ithfv/+mduvuUWZs3qz1hjeoqnQ2wBWnr5fnPsZ/rLDvTUce044/s9Mgzj4W53vaHr+h7gMeAG4Ok4cgBQV9dKOEn3LS0t3UGn3489T0ydO1PIV4uvvBgiITolBcfoK0WnOEZ1j6Kzdg/Fxeu44orPmB3HFIVFY9m55SSRSCTpinMMd6Fu75Xd28LAVbZEZzdkZRVw+nRvH72pb/nyFShWFS3NR0NBrCHuiaXAgU+WWLZsJdnZ4jxpODh1qob7/3oXTQ31fNnpplB0hgeFS1b4utPDkrZmbrvtNn72s//HnDkXmx3LNLIsnXUANJ7hxv3Ad3Rd/1gnOnbft2M/01/tgLWH+21nfD8eTxCtOP3ZOB+X9Hbu3I6saCiiivJHBH2nIBJbIxoJR9sCALI1E8XiZMeObWZHMc348RNo6wzR6BfbLyWa0m3aave2MHAnWwJ43G6ysrLNjmKqjo4OduzcjjpKTJcGsYa4J7JFQR1hZ9PmEsJh8X6f7I4dO8Ldd91Ka0MD14jO8KBzyjJfd3rIkWQef/xhVqzod/3jtBJPh/gfRKdNr9B1/Su6ro+LfX0VWBH73uNxPF8V0WnT3XXdVxnHc2EYRpjoFOyUW0e8e08psj0PSU7eQgNmUB15ICmAJLZd6kaSJGRHPvv3703bDdrHjZsARDsWQmJdkG/vtS0M3MnWEOPGT0r72Q07d24nGAhgLXSaHSUpiDXEPbMWumhuauLQIcPsKEIvNm0q4d57bgefj6+73GLN8BCxyjLXuDyMVjVeemkeL7wwl2AwaHaspNLvDrFhGM8AfwUuJ1pt+nDs6+3YfX81DOPZOF57JzBZ1/XuY9eXxG53xfFc6LquAUXA6Xgel+xOnaqhrvY0inOE2VGSTte2S5bcGWK6dA8UZz5+fwfHjh0xO4opCgtHo2kaFc2iQ5xoFxY4+OpENxMyLXx1olusH04wXyBMrS/AxImTzI5iuk2b1qPYNdQ0nxbcRcu24bm8AMc0L57LC9J+unQXS4EDSZXZuHG92VGEHoTDYRYufIMnn3yUHCT+j8tDlhLXzq/CAGmSxNVON7Osdlat+oCHHryX1tbudY3TV1wVmgzD+B0wBfg98GTs63fAFMMwfh/na78BaMCPu+7Qdd0K3ASsNwyjMnbfaF3XP1IlQdf13B6e7zdEp1un1FyA/fv3AtHOjSDEQ3VGR8z37dtjchJzqKrKuHHjqRAjxINihFNlbKaFEU5xUpNoJ2LH7IQJ6d0hbmlpZvfuXWiFjrQfKT+Tlm3DrntFZ/gMkiqjFTjYvGUjgYB4z08mbW2tPPLIAyxa9BaTLVaucXmwi73VTSFLEpc6nFzpcGEY+7nj9j9w/Pgxs2MlhX6dycQ6qpcAVYZhHCQ6UjwghmFs0nX9deAvsT2HjwA3AmOAH57xoy8Anya6FVOX47quvwLsIVqY60rgm8A64OWBZksmBw8eQNZsyJb0rjLak5CvFt/xlUCYTmQcY64So8RnkBQris2b1nvQTZyos/TQQTpDESyKOKFOlIrmTubtbiAUBkWGG2d4KfKIdWCJUtEcQJZlxo0bb3YUU23evJFwOIx1dPLuAmGGQF0Hwdp21By76BSfwVrkoqWimt27dzJ79kVmxxGAsrKjPPboQzQ01HO53cl0q01c3EoCk602MhWF5Y0N3PXnW/m37/+QT33qyrT+v+nvJZoQ0XXCX0rw698APBy7/TvREeMvG4bR15yXl4BPALcDDwIzgDuBLxiGkVKT4g8eNJBtOWl9kJ5NZ9MxoKuARjjWFs4k27M5fPhQ2q4jnjjxPMKRyIcVe4XEKGsKEApDBAiFo20hccqbA4wuGoPVmt6dnZINa1EzrKgZPdXfTE+Bug6a11bi29tA89pKAnUdfT8oTWh5dhSbSknJOrOjpL1IJMKqVSu4665b8Tc18nWXhxk2uziXTSL5qsa3XBkUyDLz5j3Ds88+gd+fvu8n/RohNgwjqOt6NR8dpR0wwzA6iE51/k0vP/OZHu77SSJzJKumpkbq6k5jzRP7hvWk+8Eo3mY/TrHn0NFwmBMnKhgzZqzZcYbcxInnAdEOxthMMYKZKGMzNGQpWuxWlqJtITFC4QiVrUE+fZFudhRTVVWd5NjRIzimp1ydzAHxl7eceR0Yf3mLGCWOkWQJrdDBzl3baWlpxu32mB0pLbW1tfL880+zbdsWijQLn3W4xBTpJGWXZb7sdLOtw0dJyVqOHD7Ez/7zv9LyfDGeI/R14Hpd18VRPUSOHTsKREf5hI/TMsbxr26wFGsLZ1Jix05Z2VGTk5jD5XJRkF9ARXOn2VEEoV+q2oIEQmEmTTrP7CimWrduDUiSmC4txMU6xk04FGLjxhKzo6SlgwcP8KdbfseO7Vv5hN3BV5xu0RlOcrIkcZHdyddcHlrrTvPnP9/CsmXvpt0WZvFUQ3mG6Frd5bqu/w04RHTf348wDKM8QdnSXnl5GQCKNdPcIMlMkiASid4KHyNpLmRF+/BYSkeTzpvM5g1rCEciyOI4SYiypgDh2Fao4Ui0LdYQJ0bXxZuJE9N3hDgUCrFu/WosI+zINlG07UzW0W78x2OjxHK0LfyLmmFF9VpZu24Vn//81WbHSRvBYJDFixfwzjsL8cgK17o85IktlYaVUZqF6xWVYl8rr7zyInv2lPLv//5TMjO9ZkcbEvF80uwhumRMAj7Ty8+JzXITpLy8DMXqRlLEm0pPgr5TEIldwYpECPpOiaJa3UiShGTNpOx4mdlRTDNx4nmsWVNMrS9EnqiInBBjMzQUmQ+Laokp04lT0RwgOzsbrzc9TkJ6snv3Llqam3FNEdsNdqdl2/BcMVIU1eqFdbSLE7vKKSs7ytix6V2YbihUVVXy1FOPcvx4GbrFyuUOJxZJjAoPRzZZ5mqnm72dHWzYu5tbbv4tP7zpJ8yZc7HZ0QZdPGeHdxDtEAtD5MSJE0iWDLNjJC3VkUenpEQ7xZKM6sgzO1JSkq2ZVJ6sIBKJpGVBi66ppxUtnaJDnCBFHgs3zvBS1hRgbIYmRocTJBKJUNESYtoFk/v+4RS2evUKFJuKRexvLZwDS5EL354G1qwpFh3iQRSJRFi5cjmvvfoSSjjMF5xuJlhEAbzhTpIkplvtjFI1VvjaeOyxv3HZZZ/ie9+7Abs9dd+T+312aBjGbYOYQ+gmGAxSW3sK1Zu+0+b6ojhycIy+kqDvFKojT4wOn4VsceNv6KC5uYmMjPSbfp+Xl4/L6aSiOcAcsZ13whR5LKIjnGCN/jAt/mBa7z9cX19HaelObOdlIMnpdwGvL11VpqNTphvwXDFSjBJ3I1sULKMclGxYx/XX/xs2m/j3SbSGhgbmzn2CvXt3U6RZuNKdgVOsFU4pXkXlWpcnWnBr/RoO7N/Lj3/yc3R9itnRBoU4epNUXd1pwuEwskVUSRQGpmsP6+rqKpOTmEOSJCZO0qloSc+tp4Tho2v9cDoX1Fq7dhWRSATrWLE2tic9VZkWPs46zkOn38+mTaK4VqJt3ryBW27+Dca+PVxhd/IVp1t0hlOUIklcbHfyDXcGgaYm/nLfnbz22ksEAqm31WK/j2Bd13+h6/oHvXx/ma7rP01MLOH06VMASBanyUmSV8hXi6+8mM7TpfjKiwn5as2OlJRkS7RKa9cxlY4mTdKp8wVo60yvqonC8FLRHMBqtVBYONrsKKYIhUKsWr0iup+sU6xLF86dmhXdv3pl8XIiEbHaLxHa2lp58slHeeKJR3AFAnzLncF0sbdwWshXNa53ZzDFYmPp0iXcfvsfKC8/bnashIrnks4PiVaWPpuDwL8PKI3woYaGBgBkNXXn6w9UtKhWbNQvEo62hY+RVDvwr2MqHXXtR1zRIrZfEpJXRUuQCeMnIafpaMvOndtpamzENl7MjDob62j3v87cRJXps5IkCetYFxXlxzl27IjZcYa9/fv38qdbfsvmTSVcZHNwrcuDVxE1OdKJJkl82uniyy4PjTXV3HnHH3nvvcUpsz1TPJ+6k4DdvXx/b+xnhARoaKgH/tWZET5OdeSBpACSKKrVC0lWkVUrjY31Zkcxzdix41AVhfKm1JvmI6SGjmCYmtYAk85L34JaxcXLURwaWr64EHw2XVWmHdO8Yv1wHyyj3ciqTHHxWSc3Cn0IBAK8+upL3P/Xu4i0tPJ/3BlcaHeILQzT2BjNwvWuDEYrKq+//k/++pc/U1c3/GdoxtMh1oDe3nltfXxfiENzcxOyakWSxS5WZ9NVVMuSOwPH6CtFUa1eSKqN5uYms2OYRtMsjB03nvIW0SEWklNFc4AI/5rNkG5qaqrZt28PljEuUUyrD1q2DbvuFZ3hPsiajFbkZNOmElpbW82OM+ycPHmCO+/4I++/v4QpFhvfcmek/d7Ce/3tLG5pYq+/3ewoprLLMl90urnS4eLo4YP86ZbfDvv1+vF0iA8Cn+/l+18AxLyUBGlvbxf7D/eD4sjBmjNVdIb7Imn4fD6zU5hK16dQ2RKkMyTWkwnJ53hzJ7IsM3Fiek60WrVqBUgSNlFMS0gg2zgPwWCQkpI1ZkcZNiKRCKtXr+SO2/9IXVUVX3Z5+LTThZbmo8J7/e2s8bVxIhhgja8t7TvFkiQx2WrjelcGnmCIJ598lLlzn8Tv7zA72jmJp0P8T+ALuq7fqev6h3tt6Lqu6bp+O9EO8cuJDpiu2tvbQRId4r6EfLX4a/eJglp9kTV87en95n3eeVMIRyIfVvIVhGRyvCnA2LHjsFrTb9QvEOhk7dpiLAUOZLtYlygkjpppRcuyieJa/eTz+XjiH39n3rxnGCHB9e4Mxmhiez2Ao52dvbbTlUdR+IbLw2ybnXXrVnP7bX+goqLc7Fhxi6dD/BCwBvgjUKnr+jpd19cBVcAtwDrggcRHTE9+f0dsfaxwNqLKdP9JskpHx/C8apcoEyeehyzLlIl1xAlR0dzJ2oo2cYEhAfyhMCdbguj6VLOjmGLr1s34fD5RTEsYFNbxbk7V1HDgwD6zoyS148fLuO3W37N16yYusTv4qtODI00L/PUkR1F6baczWZK4xO7kGpeH5trT3HnHzaxZU2x2rLj0+0g3DCNAdBT498AJ4ILYVwXwW+BzhmGIM6MEiV7JTO/pKX35aJXpkKgy3YdIilQCPFd2u53x48ZztFG8TQ1URXMnz5c2sKKsledLG0SneICONwUIRyJMnTrd7CimWLV6BarLgpqbfqPj5yJQ10G70UCgLr0vcvaXZZQT2aKwZs1Ks6MkrZKStdx915/oaGzgG+4MZtscYjulbjq7zTDo3hagULNwnSuDfFni+eefZt68Z4bNnsVxzU2KdYr/EvsSBlEkEhH94T5IiqXXtnAG8cEGwJSpM3jn6GHaA2Hsmrjyfa521XTQtRQ7FIm2izzi9+9cHW3sRFVVJk3SzY4y5Kqrqzh00MAxLUucgPdDoK6D5nVV0V88pRHP5QWiuFYfJEXGUuRk67Yt/FtrKy6Xy+xISSMYDPLKKy+ycuUyRmoanxejwmdVHwr22haiHLLMV5weNnf4WL16JeXHy/jF//0VWVnZZkfrlTjqk5QkSSAuPvUqEurstS2cQVzJBGDGjPOJROCIGCUekNbOUK9tIT6HGwLo+hQslvS7qLB27SqQJKyjRSelP4K17Zx5NSpYm961IfrLOsZNKBhk48b1ZkdJGj5fGw8+cA8rVy7jfKuda0RnuFfd59il95y73smSxCfsTr7gdHOivIw7bv8DZWVHzY7Vq7irV+i6PgK4EPDSQ4faMIwXEpAr7VmtVoiIq0+9ESPE/RcJB7HbxZ7W48dPxOlwcKjez3QxPVNIAvXtQWp9AT4/c5bZUYZcOBxmfckaLCPsophWP6k5dlAaYyPEUrQt9EnNtKJ6raxdt4rPfe6LZscxXX19HQ8+eC/VVZVc5XChp2Exv3iNVDVOhUIfaQu9m2Cx4lUU3m1r4d577+AXv/gVM2acb3asHvX7E0jXdRl4DPgxvY8siw5xAtjtDtEh7oMYIY5DOIDDkWV2CtPJssyMmRdQum0joUgERUzRPCcui9xrW+g/o94PwMyZF5icZOgZxn6am5pw6XlmRxk2tGwbnssLCNa2o+bYxXTpOFgKnVTsPk51dRX5+QVmxzHNiRPlPPjAvfhamvmK002hqCLdL2IN8bnJUlSudXl4t62Fh//2F2784U+44orPmB3rY+I5i/k18FOi2y/dSHSF6++BXwCHgK30vk+xEAe73SE6eH1QHXmxStwSSEq0LfQsEsDhcJidIinMmXMRvkCI46La9DnLd2m9toX+21/bSeGoQkaMyDc7ypDbtKkEWZWx5Iv3pnho2Tbsuld0huNkLYxOy9+0qcTkJOY5caKC++69k0BrC99wekRnOA6+boVJu7eFs3PKCl93eRilajz33FOsXp18Be7i6RDfCCw1DOMG4L3YfdsMw3gCmAPkxG6FBMjKyiIc9BMJi1His1EcOThGX4kldwaO0VeiOHLMjpSUIpEIkYAPr1eMEI+19WMAACAASURBVANMnz4TTdPYd1pUaD1X1a3BXttC/zT7Q1Q0dzLnwkvMjjLkgsEgW7duQi1wIKlihkE8RJXpcyPbVbRcOxs3pec64qqqk/z1L38Gfwdfd3rIVsUyhXh0X18t1lvHxyLJfMnpZrRm4YV5z7B+/RqzI31EPP+b44GlsT93XRbRAAzDaAOeIzqdWkiA7Oxo5y4caDM5iTDshQOEQ4EPj6l0Z7XamDVrDvvqOgmGxZSncyGKaiXGntMdRICLL/6E2VGG3NGjh/H5fFhGitHheATqOmheW4lvbwPNaytFpzhO2kgHNdXVnDpVY3aUIVVbe5q/3Pdngu0+rnG6yRB76MZNt9ro+ldTYm0hPook8UWnm1Gaxty5T7J16yazI30ong5xO9A1x7CVaA3kM+eoVgNFCcqV9nJycgGIdIoO8dmEfLX4yovpPF2Kr7yYkK/W7EhJKdzZCkB2dq7JSZLHpZdeji8Q4kiDWJZwLsQa4sTYfdrP2DFjKSgYZXaUIbdnTylIElquKAoVD395y7+GJMKxttBvlhHRCzB795aanGTodHZ28ugjD9DR2sI1TjdeRYwMn4t8VeMyh5PC2G2+KKp1TlRJ4mqnhxGKyjNPP86JE+VmRwLi6xAfBybAh/sRHwauPuP7nwPS65LbIBo5MnqCFPI3mpwkeQV9pyASG5mKhKNt4WPCsWNo1KhCk5Mkj+nTZ+J2udhRI7YsORdiDfHAVbcGqGoNcOknP2V2FFOU7t6JlmVFtoiRKmHoyE4V1amxe/cus6MMiUgkwvz5cymvKOcqu4ts0Rk+Z9XBACW+Nk7GbquDog7JudJiI8VaOMyjjzyIz2f+4F88HeKVwLVntOcD39V1vVjX9VXAdcBrCcyW1hwOJ1nZOYQ7GsyOkrSiRbVih7AkiaJaZxHqaMRisaZl0Z6zUVWVyy7/DAfr/bSI6b5xaw9Gem0LfdtW3Y6qqlx66eVmRxly7e0+yo+XoeaJ0eG4dV9vLdZfx0WSJJRcG/sP7COSBlWCS0rWsn79GubY7IxNw33OE6kyECBEdHpsKNYWzp1Dlvm8w0Vt7Wmee+5ps+PE1SG+H/i5ruvWWPse4FHgfGAa8BRwa2LjpbdxY8cR8YsOca8i3W6Fjwn76ykqGoMsCkB8xKc/fSXhCGyvFqPE8bKrUq9toXf+UJjS034uuugTuFwus+MMuYqK6BQ51Wvt4yeF7sJN/l7bQt9UrxV/RwenT6f2rDKfz8drr75EvqpxoU2s1R+okZpGbF8TlFhbGJgCVeNCq51t2zbz/7N33+FRX3fe999TpRlJIwkJCQkQxcCPXkxvpjdjML1X05spbnHsxIk3ZTf33teW+9nnua9s9t442d3sJtnNbry5nc0mdhKMbYoxxRgGMB31Nr382vPHiJgIEBKM9JtyXtelaziyNPMxjDTz/Z1zvufcubOGZmn12gm3210BVNw1VoHnmz6EdtCnTz8+/vg4mhzAbMsyOk7CiS2RvrOZSkcJVotO083omoIWqqdv3/Rr2vMwxcUlDBw4mBOfn2dityysZlHUtVZI0TERuw5lQswQt9XpqjARRWPatJlGRzHE9evXALDmihmrtrKVZiNXh/9oLLTNnefdjRvXKSoqNjhN+/nP//wZPr+POTl5mE3i9e1xdbHaWJCTS7ksU2qziT3EcTIs08EFOcqP/uktvv7mn2ExqOGbmDJKYIMGDQVADYit2fcTWyJtajYW7qYGq9F1jUGDhhgdJSHNnj0PX0Tls1rRqbUteubasJibrpSbY2OhdTRd52hFiF49e/PEE32NjmOImzdvYMmwYsoU+4fbytHbhXN4IbaiTJzDC3H0dhkdKelYcu1gMnHjxjWjo7Qbr9fDf//ql/S3Z9BZHK8kJDCrycT4TAflFeUcO/ahcTna+g2SJPUF+gIF3F2NNHG73T+IQy6BWBMklyuXYKASW15vo+MknFjDsS/WTKuRRjFD3IwSqMJitdK3r2R0lIQ0ePAwuhR34cPbdQzpnIlJXEVvle4uOxuH5HPNI9Mz10Z3l5jpa62L9RHqggrL5jydts+3xsZ6TE5L2v7/Py5Hb5cohB+DyWLG6rDS2Ji6TUuPHv0AVVMZlpljdJSUUanIvO3zoAKWMCzIyRWzxHHSy2bHZbHy/vu/M6yvRqsLYkmSSoC3gBlNn7rfK5kOiII4TkwmE8OGjeD9D46gawoms7jKdzfFd+uesT2/j0FpEo+u62j+WwzoPwi7aKZxX2azmbnzFvD97/8tnzdG6SP2NLZad5ddFMJtpOs6798MUVhQyKhRY42OYxifz4dJHNX1yOS6MEptCGuhA1uBOAv1UZjsZvz+1D2y6sj7v6ez1UYn0VU6bu7XVEsUxPFhMpnoa7Nx8vw5Ghrqyc/v1OEZ2vKK9F1gGvCXwNKmPzf/mB7vgOlu7NgJ6KqM4q94+BenGWtOtxbH6U4N1aJGA4wfP9HoKAltwoTJ5OXlcfhm0OgoQoq75pG55Ysy7+kFhu2TSgQ+vxdTRvr+/z8OuS6M93A5wXMNeA+XI9eJ7R6PxGbG5/ManaJdeL0ebty8zhOi6VNciaZa7auPPQOdpjPqDdCWS0fTgb9yu90vxuvBmzpWvwmsB/KB08Brbrf7N228n/8LzGvKdyBe+RJB//4DycnJJeS9js3V3eg4CcWSkQd3tfaJjYU7FO8NrFYbw4ePNDpKQrNarcybt4Af/eiHXGuM0jNPzHoK7eN3NwK4XC4mTZpidBRDRSIRTC6xXPpRRG74vuglqcXGYpb4EVhNhCOpecJAZWVsAkWcORxfoqlW+8ozWzCbTH94/na0tswQ+4HLcX787wMHgX8A9hP7Nf+OJEnjW3sHkiTNB56Kc66EYTabGT9+Ioq/HE1OzV/ejyrWZVpvNhYAdE1G9V7nySdH4XCIsz4fZsqUGbhcLn570/jD4YXUdLUxyjVPlPnzF2GzpfdFl4yMDHTRmVwwkK5oOFL0KKI7BUWeWazCEJKH2WQi12JJioL4P4G4nREhSdIYYBXwstvtftntdn+X2Cz0DeDPWnkfduAvgO/EK1cimjZtJug6cmO8r0ckN9Fl+sFkz3U0NcrMmXOMjpIU7HY78+c/y7XGKFcbo0bHSQo3vVEO3wxw0yv+vh5G13V+eyNArsvFlCliZ5HD4URXtId/oXCPjLKcL965mZvGQtsppOzF4nA4tozeLprWxVWlIvNzn4ej4SA/93moVGSjI6UcOxAOGzP515aC+AWglyRJfyFJUm9Jkh73J20ZIAPfu/MJt9sdBv4OmNTUxOth9gMO4M8fM0tCKy7uwtChw1E8V9A11eg4CeN+XaaF2JtvpfES3ct6pu2xLo9i6tQZ5Ofl8ZvrAXRdzF615KY3yltnG3j3mp+3zjaIovghPm+Mct0TZcHCpaLBHeB0ONFlURA/CltBJs6hTccuDS0Uy6UflaKRmZmaBfGdQj8qXsfiyh0Jc+cduNo0FuJLxoTTaczKjVYXxG63u5FYl+nngUuAIkmS2uxDacNjjwAuuN1uf7PPHyM27Te8pW+WJKkL8BXgy263O+W74cyaNRdNDiF7rhodJWHcr8u0AKq/HDXsYfasueJYkzaw2ewsWLiUW94oF+tFgdeSax4ZVWvqtqnFxsL9abrOu9cDFBQU8NRT04yOkxCKiorR/Yq48PQI5LowwbN1yNVNt6KpVpvpqobilyku7mJ0lHZxp6CIiJ8vIclEdOMuVLW6IJYk6WViy5OrgLeJHa/U/OOHbXjsEuB+C8XvfK70Id//bcBNbP9xyhs4cDC9e/dBqftMzBI3EV2m76XrOtHaT+ncuYhx40R36baaNGkKRZ2L+M31AJp4M/FADqvprrUZsbFwf5/VRij3ySxatByrVTS5AejRoxdqWEEPi9eytlJqQ6A2/fSpemwstInqiYKuU1bW0+go7aK0NPZeqEZtyxyV8DBSRiZ3dmVbmsZC/AQ0lYCq0rWrMQ2E2/LqvA/4LTDX7XbHYzrAAUTu8/nwXf/9vpr2H28Aprjd7ri8ay0oyI7H3bSrTZs28NWvfhW58Qr2TmIprOgyfS/Fdxs13MC6XQfp0kX8fTyKTZs38Z3vfIcz1WGGF6fmkrrHFWrWEKn5WIhRtdjscFlZdxYsmJvWRy3dbejQAfzTP4HSGMHuEBcJ2sJa6ABLY6wotphiY6FNFE9sBdCIEYPo3Dn19mAXFvYj1+WiPBxhoCja4qaL1cZEZxZXolF62+2iy3SclSuxCzjjxo005OeyLa9EnYAfx6kYBggBGff5fOZd//0eTXuX/wr4V7fb/X6cslBX50fTEvtNXdeuT9Cnr8SVa59hy+2JyZLeP4z36zJtcRYaF8hguq4h156hqLgLAwc+SU2Nz+hISalfv6H0KOvJezduMahzJjazmP1srmeuDas5tlzaYo6NhXudrAxRH1JYt2gl9fUpv7On1VyuIiwWC3JNCHtJltFxkoqtIJOM3i7k8gC20iyxh/gRyDUhsrKzMZudKfs6KfUfxKcfH0PVdSxi61RcVCoyR4IBVKBCkSmwWEVRHEc35CiOzExycjq328+l2Wx64ARoW5pqnQbK4pIopoLYsunm7nyu/AHftxgYA/x/kiT1vPPR9N9cTeOUvGRqMplYvWodmhwiUnvO6DiGszqLwNR0TLrJnPZdpuX6S6gRL6tXrRczUY/BbDazfMUaPGGF4+WiiLmf7i47c3vn0DsvdtvdJRpFNRdRNX53M0jfvv0YNmyE0XESSmZmJkOGDEO+HRL7iNsodMVL5JIHLaAQueQhdMVrdKSkoisaSmWI0aPGpnSPjQkTJhFUVa7Koh9GvIimWu0npGl8LkcZN36yYe9f21IQvwZslyRpVJwe+xTQX5Kk5qX62Kbb0w/4vjJiud8Frt71AbC56c9T4pQx4fTq9QQTJ05BabiIFk3NK5utZXEWklE8AktWcew2jWeHNSWMXPcpgwcPZejQFvvRCa0wcOBgBg8awuFbIUKiG+49bnqj/PKKjyuNsVvRZfpeH94K4o+qrFixNqXfeD+q0aPHoYZklPr77ZwSHiRy3dviWGhZtDKIpmiMHj3O6CjtavDgYRQWFHJOFG1xE9S0FsfCo7sQDaPqeuyYWYO0Zcn0euA28JEkSR8CV4DmHTF0t9u9pZX391PgRWAr8JcAkiRlECtqj7jd7vKmz5UBTrfbfaHp+94Grt3n/n5G7KzkvwNOtjJDUlq2bCUnThwlUvkxmd2npO2bLTVYS6TqE9BV1GANloy8tC2KI9WnQFdZvXp92j4f4m3Z8jV8/Wuv8v6tALN6pd4+s8dxvy7TYpb4C/6oyge3Q4wcOVocffYAw4ePxGq1ErnhE8t+20BX9RbHQssiN/zk5OQgSQOMjtKuzGYz02fM4cc//kfKZZlSm1ja+9iav7USb7XiQtZ1zkQjSP36062bMQ21oG0F8aa7/jyx6aM5HWhVQex2u49KkvQT4DtNZw5/DmwEejR7rB8Qm/E1NX3f501f+0ckSQL43O12/3trHj+Z5ebmsXz5av7hH/4exXMVW15voyMZQglWg950TUbX0nYPseKvQPFc45lnFlFS0tXoOCmjrKwH4ydM5uhH7zO6xElepliGfofoMt2y394IoOiwdOkqo6MkLIfDwbhxEzny4WG0AfmYM0VzrdYwWUwtjoUHU7xR5MogcxcsxmxuywLJ5DR9+iz++1e/4EN/gCVWl7hY/riaX3sS16Li4nQ4RFBVWbrM2NfLVr8Cud3u9vjtsQH4k6bbfOAM8LTb7T7SDo+VUqZOncFHHx3hytVTWLJLMFtTctt0i6zOIqImM+gamExpuYdYV2WiVScoLi5hwYLFRsdJOYsXL+fYsQ9577qfxVKu0XEShugy/WC1QYWTlSGmTptFly73a5Mh3DF//kKOHPk9ocsesgYXGB0nKWT0cBFsqP2jsdA6IXcjdrudWbPmGh2lQ9jtdhYtXsHf//13uSxH6Wu/Xx9bQTBOQNM4FQ3z5JOj6dOnn6FZDL1E5na7w263+yW3213idrsz3W73GLfb/etmXzPV7XY/9LKW2+02ud3uA+2XNrGYzWY2b96OyaQRqTiRvo1J9Ga3aSZSfQo1GmTLlh3YxJKouCsoKGTmzLmcqQ5T6Y9Xg/3k13xGWMwQf+E31/zY7HYWLFhidJSEV1xcwqhRY4le9aNFxZnEQvtRAzLRWwGmTp1Jdnb6bIGZOPEpyrqX8UE4SETseRUSzPtBP7rJzPLlxq+mSv01IymspKSUZUtXovhvIzfes4o85cWOXbrzC15vGqcPxRf7d58792nDr6ylsvnzF+JwOPn1tYDRURKGmCG+v5veKOfrIsybt5DcXLGioDUWLFiEpqiEzjcYHSUpyOX+FsfC/QXP1mO1Wpkz52mjo3Qos9nM5ud2ENY0PgiJ17DH4Wy2zL75WGibK9EIV+Qozy5aSnGx8aupxL9mkps1ax4DBgwmWn0KLZJe3SbT+dglTQkRqTxOt+5lLF68wug4KS0rK5tnFizickOEKw2iIy58cQ6xCbCKc4gB0HWd/74awJWTw+zZ6fWm+3F061bGtKkzCV/xojSKn6+HsZVmtzgW7hWtChItD7DgmcXk53cyOk6H69GjF3PmPsOFaISb4himR1ZotbY4FlovrGm8Hw7SrVt35syZb3QcQBTESc9sNrN16y4yMzMIV3yErqXPsrN0PXZJ13Ui5Ucxo7Jzxz6xVLoDzJgxm075nfjvawG0dN2ecJfuLjsbh+QzvWc2G4fkiw7TgLs+wg1vlGcXLSczU3RNboslS1aQlZVN8FRd+m7/aSVrrv2L7ramprHwQLqqEzpdT1FxMXPnJsYbbyM8++xSSrqU8F4oQFgsnX4kEU1vcSy0jq7r/C7oJ6zrbNmyC2uCXFgQBXEKyM/PZ+uWnaih+tjxO2nizrFLaqAydhusffg3pYBo3WcogUrWrNlAaanoKt0RbDY7S5aupMIvc65GnOsIsaJ4cvcsUQwDqq7zm2tBuhR3YfLkqUbHSTpZWdmsWrkOuT5M5Ep6rXRqK6U29Ee9M5TakKF5El3oQgOKP8q6tZvT+uKx3W5n+469hHSd3wf94sLTIyi12bDStDKqaSy03cWmpdKLFq+gR4+eRsf5A1EQp4gRI0YyZ8585IZLyN4bRsfpEPc7dinVKYEqojWfMnbsBKZMmW50nLQybtxEunfrzrs3gijiyrBwl1OVIWqCMkuXrU6Yq93JZsKEyQwaNITgpw0oXrGs84FslpbHwh/ItSFCFxuZMGEygwcPNTqO4Xr06MXixSv4XI5yMSq2J7RVF6uNCc4sujbddrGKgritvKrK++Egffv0Y968Z4yO80dEQZxCli5dSe/efYhUHkdNg/3E6baHWJNDRCo+ori4Cxs3bhVnCnYws9nMipXraAgpHK8IGh1HSBARVeO9m0H6PNGXJ58cZXScpGUymdiyZSdOh5PAiRp0VVx0ui9ZbXksAKBFVQInaiks7MzatZuMjpMw5s17hn59Jd4PB/Gq4rnTFpWKzAfBALebbisVcfJEW2i6zm+Cfsw2O9u270m4s8ATK43wWKxWK7t378fpyCRy+310NbV/WC3OQpxl07B3HoKzbFpK7yHWNZVI+RGsJo09ew6IPYoGGTRoCIMGDeH3N0OEZLEPS4APbwXxR1RWrFwrLlI9pry8fJ7bvAOlMULwXL3RcRKStdABlqbnmcUUGwt/RNd1Aqdq0cIKO7bvw+EQf0d3mM1mtm3fg8Vu59dBv+iJ0QblsoxCbMeC0jQWWu9kOESlIrNh41YKCzsbHececSuIJUl6TZIkJV73JzyaTp0K2LvnAFrUT7j8o5TfJ2JxFpJRODCli2GASNVJlGAtW7fupFu37kbHSWvLl68hLKv8/qY4wiLd+aIqR26HGDlyjDj6LE5GjBjJtGkzCV/2ELkljhRqzlaQiXNIAbaiptsCcXG0ufAVL9FbARY9u5wnnuhjdJyEU1BQyIaNW6lSZD4Jiz3orZVhNrU4Fh6sWpE5EQ4ybuwExo2bYHSc+4r3DLF4diQASRrAqlXrUPy3idaeMzpOu1KDtURqP0vphlrRhs+RGz/n6acXMmrUWKPjpL2ysh5MnDSFYxUh6kPpew3wpjfK4ZsBbqbxfs93r/nRMLF8+Wqjo6SUVavW06v3EwRP1qJ40vf5dT9yXZjg2Trk6qbbOtHk725yTYjgmXqGD3+S+fMXGh0nYY0dO4HRo8dxIhKiVknf17G2EF2mH42i67wbCpCbm8fadZuMjvNALXb/kCSprA33lfeYWYQ4mjlzDtevX+WDDw5jzsjD5upmdKS4U4O1BG+8B7pK1GRJyWXTSrCaaNXHDBo0hCVLxHnDiWLx4hUcO/oB/33Vz8qB6fer76Y3yltnG1A1sJhJy6OXKvwyp6rCzJo9j6KiYqPjpBSbzcbePYf42tdfJXC0mpypJZjtonkUNHWVvrO/WtVRakNilriJGlQIHKuhqKiYrVt3J9wexUSzfv1m3BfO8W7Iz9LsXCxiy0eLSm02rGFQAQuiy3RrHQ8FaVAUDm3ZQVZW4p6b/rDfFteAq638ONRuKYU2M5lMbNy4hV69niBS8RFquNHoSHGX6l2mNTlA5PYHdO5cxK5dz4sX9wSSn5/P/GcWc74uwtXG9JvBuuaRUbSmvVRabJxOdF3nnSt+srKyWLhwidFxUlJ+fj579xxEC6n4j1Wji9kYQOwhfhBd0fAfrcKKhf3Pv4DT6TQ6UsLLzs5hw8at1CkKZyNi6fTDdLHaWJCTy5hMJwtyckWX6VaoUxVOR0JMmjSFwYOHGR2nRQ97h60AbuD/bcXHsfaLKTwKm83Ovn2HcOXkELl9GE1JraVVqdxlWtdkwrcOY7ea2L//RZzOLKMjCc3MmfM0BZ068c4VP2qavVl3WE0tjlPdpzURbniiLFm6SvxstqO+fSU2rH8OuTpE4HRtyvfEaA1bQSauSSU4B+XjmlQiZoeJXaDyH69GbYyyY8c+Skq6Gh0paYwYMYphQ4dzIhLGr4mu0w/TxWrjSYdTFMOtoOs6h4MBnM4sVqxYY3Sch3rYgYmfAUG3273vYXckSdJrwJi4pBLiJi8vn+eff4Fvf/vrhG8fwdF9KiZzaiw9u9NlWglWY3UWpcxyaV3XCN/+CC3iYffBVygpKTU6knAfdrudVas38jd/8xccLQ8yoVv6FEYhRcdEbIbY1DROF2FF41fX/JR1L+Opp6YZHSflPfXUNKqqKnnnnbexZNtw9E2/LQrN2QoyRSF8l+DZeqIVQVav3sDw4U8aHSepmEwm1qzdxOuvvchHoSAzs3KMjiSkiMtylApFZvP6zWRnJ/7z6mEzxCeBYZIkibWaSaxXr95s27YLNVhDuPK4uMqe4CLVZ1D8t1mzZgODBw81Oo7QgiefHMWQwUP57Y0g3kj6XF3vmWvDYo4VwxZzbJwufnsjgD+isn7DVrGNoYMsXbqSkSPHEDxbT+S26O4ufCF8xUv4sofp02cza9Zco+Mkpc6di5g5ax6XohHqVdFgS3h8mq5zIhyia2k3Jk58yug4rfKwV/N3iC2Fbs0U1e+BNx87kdAuRo8ex6JFy1A814jWnTc6TlzEmmq9S7TmDMEb76ZEp2m58Qpy/QWmTZvJjBlzjI4jPITJZGLtus3oJjO/+NyXNheburvsbBySz/Se2WnVUOu2T+ZoeZCnpkwXx7l0ILPZzLZtu+nVqzeBEzWis7IAQLQ8QOB0LUOGDmf16vVGx0lqc+fOJ8Nu5+NQ0OgoQgq4FI3QqCosWrwsaS4ct5jS7Xb/xO12T3O73bcedkdut/uw2+3+evyiCfG2YMFixowdT7TmDLL3ptFxHpvsuQq6FhvoWmycxJRANZHKEwwYMJjVqzcYHUdopaKiYhYtXo67LsK52ojRcYR2omg6P7/kI9eVy/Llib8fKtXY7Xb273+ZwoJC/B9WofrSr5md8AW5Loz/eA09evRi967nsVhSYyuYUXJyXMycNZfLchSfmj6rnYT2cToaoVvXbowYMcroKK2WHGW7EBcmk4ktz+2gd+8+RCqOoobqjY70WJrPxSXz3JwW9REpP0JRUTF79uzHan3Y9n4hkcye/TQ9e/TknSt+/FHN6Djt7s6xS+9e8/PW2Ya0OIv48M0AVQGZDRu3ig62BnG5XLxw6FWcGU58H1ShpfE54OlM9UXxf1hFYadCDh54mYwMsZ86HqZMmQHAxai4sCs8ulpFoU6RmTptVtLMDsNDCmJJksZIktSpo8II7S/WefoF8vJyCd8+jCYn7/IYe24vvngKm5vGyUdXo4RvHSbTbuXgwZdF19okZLFY2LJ1NxHNxM8veVN+6fQ1j4zadOySmgbHLt30Rjl8M8C4cRMZPnyk0XHSWlFRMQcPvIJFNuH7sApNTv0LUMIXtJCC74MqHHYHL7zwKi5XrtGRUkZhYWekfgNwy9GUfw0T2s+FaBiLxcKYMeONjtImDyvdPwT+0KVAkqRsSZL+SZKkge0bS2hPubm5HDzwMjazTvjWYXQtOa+yW5yFOHtMx955KM4e05Oyy7Sua4RuH0GXA+zbd4iiomKjIwmPqGvXbixfvpqL9RE+rkztMx175towN520ZDaldlOtiKrxs4s+8vM7sW7dZqPjCMQaRe7dexDNK+P/qApdFW/e04Ema/g+qMIimzh08Evi9bIdjBk7Ho+q4NXEhSbh0dxUFQYNGkJ2drbRUdrkYQVx88MlM4BVQJf2iSN0lG7durNr1z60SCPh8o+S9mqgxVlIRuHAJC2GdSKVJ1EDVWzatBVJGmB0JOExzZgxh0GDhvDLK34q/Kk9a5oOdF3n7UteGsIq27bvFUulE8jgwcN47rkdyDUh/B9XJ+1rmNA6uqrj/6gKzSezd+8hevXqbXSklNS3rwRApSJezjDwOgAAIABJREFUv4S2C2kajYpC3779jY7SZsmzuFuIu6FDR7By5ToU3y2iNWeMjpN25IZLyI2XmTdvAZMmTTE6jhAHd7rhZue4+MkFLyElNa+yX/PIaE31h6an7pLpYxUhPq2JsGTJCvr1S74X+FQ3YcJkli9fTfRWgOCZurQpiuW6MCF3Q9p029Z1Hf+JauSaEFu27BTHEbaj0tKuODIzqVSSc+WgYKzqpmO7+vTpa3CSthMFcZqbNWsuU6ZMJ1p3Htlzzeg4aUPxVxCp+oThw0eydOlKo+MIceRy5bJ7z0EaIxo/c3vRUvBNusNq+kMTO71pnGpueKL86oqfYUOHM2/eAqPjCA8wd+4zzJo1j/DnXsKXPEbHaXdyXRjv4XKC5xrwHi5P+aJY13WCZ+qI3g6wYsUaxo+fZHSklGY2m+ncuYiALjpNC23n12LPm6Ki5FtILAriNGcymVi7dhP9+g0gUnkcNZT8Z/kmOi3iJVL+IV27dmP79j1J1YVPaJ0+ffqxevUGLtZH+PVVv9Fx4i6k6C2Ok119SOGfL3gp6NyZrdt2i5/RBGYymVi5ci2jR48j+Gk9kRs+oyO1q8gNH9xZeKKR8v+/4Usewp97mTVrHnPmzDc6TlrIznERTsELuUL7CzctHcvOTr7msK052+VpSZLulPpOYhMCyyVJGn6fr9XdbvdfxC2d0CGsVit79x7g62++TsPtIzh6zMRsS44nsxqsRQlWY3UWJcU+Yl2NEr59GIcjg/37XyQzUxwXkapmzJhNRcVt3n33vylwWhjZJXX2nzafEU6lGeKwovGjz7xgyeDAgVfIykquxiDpyGw2s3XrLjxeD5c+voApw4K9OHV+3tJV5IaP4Kf1jBo9lpUr12Iypc7vmUTmcDiQ72khJEBsb3W5LFNqs9HFmrrNJB9VVNexWCzYbHajo7RZawriNU0fd9vxgK/VAVEQJ6Hs7BwO7H+Jb3zjq4RvH8FRNh2TObHPwlWDtQRvvAe6StRkwVk2LaGLYl3XCN/+AF0O8vyh1yks7Gx0JKGdrV69geqqSn7x2VmybRakggyjI8VFSNExEfuFbyJ1ZohlVedHn3moC6u88MLLdOlSYnQkoZVsNhvP73uBb337a1QeLcf8VAnWvNT4ebtbRlkOketNs8Tm2DgVydUhAidr6ScNYNtWsUqjI4VCIUSpd69KReZtnwcVsIRhQU6uKIqbsZtMqKqKLMvYbMn1d/Ow3zDT2vgxvd2SCu2ua9du7Ny5DzXUQLjieMI3KFGC1XBnn4uuxcYJLFJ9GiVQycaNW/7QyVFIbRaLhV2799O9e09+csHDdU/U6Ehx0TPXhsUcK4Yt5tQ4dknVdX56wcMNT5StW3cxYMAgoyMJbeR0Onnh0JfIyXbh/7AaNZh6jYFsBZm4JpfiHJSPa3IptoLUW2WkeKP4j1bTpUsJz+87lHRvrJOd3+clU0wQ36NcllGJXQhWm8bCH8tsOo/R70++rWItTgG63e7fdVQQITEMGzaCJUuW82//9mPkzDzsBYl7FJDVWUTUZAFdA5MZq7PI6EgPJHuuIte7mTFjNpMnTzU6jtCBHA4nBw99iT/99tf4p8+q2Tg4j9Kc5H6D191lZ+OQfK55ZHrm2ujuSr7lUXfTdJ2fX/Tiro+wdu0mxo2baHQk4RHl53fi0MEv8a1vvYH/wypynirBbEut2UVbQWZKFsIAWkjB/0EVWY4sDh54BaczObZvpQpd16mrraXMlFo/M/FQarNhCceKYUvTWPhjWU3Pm7q6GvLz8w1O0zbiGS/cY/78Zxk1aiyR6jMo/gqj4zyQxVmIs2wa9s5DEnq5tBqqJ1J5AkkawMqV64yOIxjA5XLx4kuvke3K4wfnGin3Jf+V5e4uO5O7Z6VEMfwfF72crg6zePFyZsyYbXQk4TF1717G3r2H0Hwy/qNV6Fpir3YSYnRFw/dhFRbFxKGDr4htRQaoqakmEApSJJYC36OL1caCnFzGZDrFcukH6GyNzbNevXrF4CRtJwpi4R4mk4ktW3ZQ2rUrkYoP0aKJu/TB4iwko3BgwhbDmhImUn6EvNw8du3aj9Wa2PuyhfbTqVMBr3zpDbJc+fzgnIfbSV4U3/RGOXwzwE1v8i4Dv7sYXrRoGQsWLDY6khAngwYNYePGrbG9qKdrE34LULrTdR3/8WpUT5Rdu/bTo0cvoyOlpStXPgegyCLeq9xPF6uNJx1OUQw/QJbZQrbFytWrl42O0maiIBbuKyMjk+f3vYDdZiV8+wi6lnp7sdqbrmuEyz8ELcK+fQdxuVxGRxIMVljYmVde+SpZrjx+8Glj0u4pvumN8tbZBt695uetsw1JWRQrms6/XvD8oRheuHCJ0ZGEOJs8eSrz5i0gctVH+HOv0XGEFgTP1ROtCLJq1XqGDRthdJy0de7cGTLMZvItFqOjCEmqi9nMuU/PoGnaw784gRhaEEuSlCFJ0p9JklQuSVJIkqSPJEma0YrvWytJ0ruSJFVKkhSRJOmaJEl/L0lSj47InS6KiorZuWMPariRcOUJcYW9jaI1Z1EDVWzcsIWePXsbHUdIEIWFnXn11a+RX1jEDz9txF0XMTpSm13zyKhaU3MRLTZOJlFV50efNXKuNsLy5atFMZzCli5dyYgRIwmerSNaGTQ6jnAf4Wtewhc9TJ06k5kz5xgdJ22pqsqpTz6mh9WGRRxxdV+ViszJUJBKJble8zpSL3sGPr+fy5cvGh2lTYyeIf4+cBD4B2A/sYME3pEkafxDvm8YcBv4c2AX8BYwFzh+15nJQhwMHTqCZ59dguK5htz4udFxkobsu0W07jxTpkxn0qQpRscREkynTgV86Utfo1v3HvzL+UZOV4WMjtQmydxlOihr/PDTRq40ymzevJ158xYYHUloR2azme3b99C9WxmB4zUoSbiaIZXJtWGCp+oYMHAwa9ZsEGcNG+jixQsEggF6JuEZsh3hzrFLx8JB3vZ5RFH8AGU2G2aTiZMnjxsdpU0MK4glSRoDrAJedrvdL7vd7u8SO7bpBvBnLX1v09evd7vdf+52u/+P2+1+A5gPdAZE16I4W7BgMYMGDSFadRI1VG90nISnRX1EK45RVtaTNWs2GB1HSFAul4uXXv4K/aSB/Oyil9/d8CfNKozuLjtze+fQOy92myyNtepCCn93poGKoMbu3ftFx/c0kZGRyf79L5GV6STwUTVaVDU6kgCoQYXA0WoKCzuze9fzoseGwY4c+T12s5kyURDflzh2qXXsJjM9rDY+/OB9FCV5tlsaOUO8DJCB7935hNvtDgN/B0ySJKmkjfd3vek2Lz7xhDvuXGHPzcsjUv4BuiqusD+IrqmEb39Aht3K3r0HsYkXFqEFDoeDQ4e+xIQJk3nveoD/uORFTYKOuDe9UX55xceVxthtMuwhvumN8ndnGgmbMnj55dcZOXKM0ZGEDtSpU0Gs83RIxX+sWnSeNpiuaPg/qsJqsnJg/0tkZWUbHSmthUJBjh/7iD5WOzYxS39fpTYbFppWRiGOXWpJf3sGPr+Ps2dPGR2l1YwsiEcAF9xud/MWxseIPd+GP+wOJEnqJElSkSRJo4C/b/r0b+IbUwDIyXGxZ/cBdCVIuPxo0sxkdbRI1Seo4Qa2bdstjowQWsVqtbJly04WLlzCqaow/3CukaCc2M0ornlklKY9xEoS7CE+Wx3irbONZOcW8Prrb9KnTz+jIwkG6NtXYsP655CrQwQ/FaudjKLrOv6TNSieCDt37KOkpKvRkdLe0aMfIisyUkaG0VESljh2qfXKbHacFgu///17RkdpNSML4hLgfofc3vlcaSvu4yJQBRwHJgB73W538vztJ5knnujD8uWrUfy3kRsuGR0n4cjeG8iNl5k79xmGD3/S6DhCEjGZTCxatIytW3dx06fyvdMN1AQTd6mRw2pqcZwoNF3nN9f8/KvbS+8n+vHa629SXNzWxUdCKnnqqWlMnz6b8GUPkZuJe6RgKgtf9hC9FWDJ4hWio3SC+O17v6bAaqVYHLfUInHsUuuYTSYkm50zZ05RX19ndJxWMfKZ7wDu1141fNd/f5glQBbQn9je4ZxHDVNQIJbrtMbatSu5cuUiJ058jMVRiMXRyehICUGL+ohWHqefJLFjxxaxF0p4JM8++zSS1JtvfuNP+N7pBpZKLvp1Srwr9iFFx0RshtjUNE40EUXjZxe9XKiLMHv2bHbu3IlNLHETgH37dlFRcRP3STcWlw1rbuL9jLVErguj1IawFjqwFWQaHadN7szOjx8/nk2b1okmWgng0qVL3Lh5ncmOLPHvIcTNQHsmn4RDfPzxB6xZs8boOA9l5Lv2EHC/V6HMu/57i9xu9++b/viOJEn/DnwqSZLf7Xb/P20NU1fnRxN7ilpl/fptXLr0Ob6KD3H0mI3Jkt5vMnVdJVz+EXa7jW1b99DQkFwdg4XEUlDQlde/8k3++q/+Bz86d4NpPbKZ3N2ZUG9U7nSZVrXE7DJdF1L45/NeaoMKq1evZ+bMuTQ2hvniequQ7rZv38cbX3uVwNEacqaWYLYnx7mrcl0Y7/sVoOpgacQ1qSRpimI1qBA4XkNxcRfWrdtKba2YoU8EP//5L7CaTPQVy6WFOHJZLHS32fjlO79kxoz5mM1GH2wEZrPpgROgRqarILZsurk7nytvy5253e6rwMfA2sfMJTxEdnY2O3fuRYv6CVd9bHQcw0VrzqKG6tjy3HYKCgqNjiOkgE6dCnj1y19nzNjxvHvdz4/Pe4goibOvuLvLzsYh+Uzvmc3GIfkJ1WX6Yn2Evz3VQBA7L774ZWbNmpdQFxOExJCbm8fePQdjTbZO1CRNXwylNhQrhgFUPTZOArqqEzhajRULz+97AYejNYsAhfYWjUY5+tERetvsZJiML1iE1NLfnklDYwPnz58zOspDGfnsPwX0lySpeak+tun29CPcpwPIfaxUQqv069efBQsWx84n9lwzOo5hlEAl0boLTJkyXXStFeIqIyOD7dv3snLlWi7UR/nemUZqE2hfcXeXncndsxKmGNZ0nd/d8POjc410LunGG298iwEDBhkdS0hgffr0Y/Wq9ciVQULuRqPjtIq10PHFOzdz0zgJBM7WITeE2bp1t2iilUA++eQEoXAYyS5mh1ujUpE5GQqKM4hbqafNTobZzPvv/87oKA9lZEH8U8AGbL3zCUmSMoDNwBG3213e9LkySZL63/2NkiTd075XkqSRxDpTiynLDrJgwWL69OlHtOpjtKgxS5/UYC2R2s9Qg7Ud/ti6EiFScZQuXUpZtWp9hz++kPpMJhNz5sznhRdeJYSdvz3dwPnaxFj2e9Mb5fDNQEIcuRRSNP75Mw/vXQ8wdtwEvvzlr4su70KrTJ8+i7FjJxA630C0Omh0nJQUueEjcsXL3LnPMHLkaKPjCHc5ceIYWRYLXUWTqIeqVGTe9nk4Fg7yts8jiuJWsJpM9LbaOH3q44Q/k9iwgtjtdh8FfgJ8R5KkP5MkaTvwLtADeOWuL/0BcL7Zt1+XJOn7kiS9IEnSDkmS/hr4HeAD/qQD4guAxWJh+/Y92KwWwhVH0fWOXdKpBmsJ3niPaM0Zgjfe69CiWNd1wpXHQY2yc+deMsTeG6EdDRw4mDe+9m1KuvXgX857+PVVH5qBSzxveqO8dbaBd6/5eetsg6FFcVVA5m9PNXC5UWbt2o1s27ZH/DwKrWYymdi0aSslJaUEj9eiJtAqjPtRakNw56VWI+GXTCueKMFTdfTtJ7F06Uqj4wh3URSFc5+epofFJraVtEK5LKMSayapNo2Fh+thsxOORHC7m5dyicXoDQMbgL9quv1rYjPGT7vd7iMP+b6/AYYBXwH+F/As8GNgpNvtvth+cYXmCgs7s2HDc6jBGqJ1HftkV4LVoKuxga7Gxh312J6rKL5bLF26grKynh32uEL6Kigo5NVX3+Cpp6bx/q0g//BpI4GoMfuKr3lk1KZziFUDzyE+Ux3ie6cbUW1OXnnlK8yYMUe8sRPaLCMjk717DmHBQuBYNXoCN9i0FjrA0vQct5gSesm0LmsEjlWT5cxm187nsViSo3FZurh0yU04EqGHLTG2vSS6UpuNO68upqax8HDdbHasJhNnz54yOkqLDD0bxu12h4GXmj4e9DVT7/O5B3690PHGjZvIqVMnOX7iGNaskg47islksbc4bi9a1E+0+hP69RvAnDnzO+QxBQHAZrOzadM2nniiLz/84f/hu6cbWN7fRbecjn1hNrrLtKLp/OqKj2MVIfr1ldi1ez+5uXkdmkFILSUlpTy3eTv/+3//L4Kf1pM1tMDoSPdlK8jENakk4Y9d0nUd/8kaVL/M7pdfIS8v3+hIQjPXrl0BoIs4JrJV6lTl7sUZ1KmKOI+4FWwmEwUWK9euXTU6SouMniEWUoDJZGL9+udwuVxEKo+ia2qHPK6uRlsct8tj6hrhiqPYrBa2bduVEG3khfQzefJUXnvt61idLv7+TAMnKjp276ORXaa9EZW3zjZyrCLE7NlP8+JLr4liWIiLMWPGM2PGbMKXPURuJ+6RQIonilwTQvEYv3//QcJXvERvB1iyZCWSNMDoOMJ93Lp1k2yLlUzxPqZVLkTCLY6FByswW7h183pCd/MXPwVCXGRnZ7N1yw7UsIdIzZkOeUyrswhMFsAEJkts3M7k+ouowRrWrdskjlgSDNWjRy/e+Nq3GTBgMP952cfPL3mRO3CppxFdpq97onz3VAPVYdi583lWrVqHVcxuCHG0cuU6evXqTfBkHao/8fYIhq54CZ6qRa4OEzxVS+iK1+hI95Drw4TO1jN06HDmzXvG6DjCA1RVlpMntpi0WvOCSRRQrZdvsRAMhfD5fEZHeSDx7ynEzeDBw5g6dSZyvbtD9vNanIU4y6Zh7zwEZ9k0LM72LVDViIdo7VlGjBjFhAmT2/WxBKE1srNzOHDwFZ55ZhEnK0N8/0wDnkjHrNDoSLquc/R2kLfONuLMK+D1r3yDMWPGGR1LSEFWq5Xduw+QacvAf7QaXU2c878B5HJ/i2OjaRGVwLEa8vM7sXXrbrGKKoHJsoxVFMSt1slibXEsPNid55mqJm7TQvGbSoirFSvWUFDYmWjFMXSt/Z/4FmchGYUD270Y1nWNSMVRnA4HGzduEY17hIRhNptZsmQFe/YcpC5q5runGriewEsp20rWdP79opd3rvgYMnQ4X/3qN+natZvRsYQUVlBQyPbte1E8EQKn6oyO80dspdktjo2k6zr+EzUQ0diz+yDZ2YmTTbiXqqqIdzKtV9hsNVLzsfBgd4pNVU3cC/aiIBbiKjMzk61bdqJG/USqTxsdJ26idedRQ/Vs2PAcLleu0XEE4R4jR47mK1/9Btl5hbx1tpHjHbyvuD14IyrfP9PA6eowCxcuYd++F3A6s4yOJaSBoUOH88wzi4hc9xG+ljjL/By9XTiHF2IrysQ5vBBHb5fRkf4g5G5ErgqyZs0GevXqbXQc4SEyMjKJJvCezkQTabYlqflYeLBI0/PMbk/cIxFFQSzEnSQNYObMucgNl1ACVUbHeWxquBG59hyjRo9l9GixTFNIXCUlXfnKV7/BoEFD+MVlH/95yYuapC/at3wyf3u6gdqIiT17DrJo0TKx/FLoUIsWLaN//4EET9ehNEaMjvMHjt4uXJNKE6oYjlYHCZ1vYMzY8UydOtPoOEIrdOteRr2uJXSjo0RSarNx5+AwC+LYpbaoUxVc2Tm4XInzO6s58e5CaBdLl66ksLCIaOXxdl06rQZridR+hhqsbZf713WNSOVxnFlZrFu7uV0eQxDiyenMYv+Bl5k3bwEnKkP847lGQkpi7YN8mHM1Yb5/poGM7Hxee/1NRo4cbXQkIQ2ZzWZ27NhHTnYOgWM1aNHEWO4n14UJuRuQ6xKjy60aVAger6VLcQmbNm4TW4qSRLduZYRUlYCeXK8PRtKa3QqtU6updO/R0+gYLRIFsdAuMjIy2LJlR2zpdM3ZdnkMNVhL8Pq7RGvOELz+brsUxXK9GzVUx/p1mxP6ypYg3M1sNrN8+Wqee24H130Kf3e6kfpQ4jazuEPXdX5/w89PLnjo2asPr3/lG3TrVmZ0LCGN5ebmsmf3AbSgQuDjWsNn0+S6MN7D5QTPNeA9XG54UaxrOoFj1Vh0M3v3HiIzMzHPRRbuNWjQEAAuRRNn9UMi+yQc5M5Pv940Fh6uXlWoUxQGDhxsdJQWiYJYaDeSNIBp02Jdp9ujWI16rnL39brYOH60iJdo7ac8+eRoRo8eG9f7FoSOMGnSFF588TVC2PjemUZu+RLvGJk7VF3n55e8vHs9wLhxE3np5dfFRSghIfTtK7FixRqiFQHClzyGZonc8P3RNFXkhrH7m4Nn65Drw2zevJ3S0q6GZhHaprS0K3379uN8NGr4hZ5kENC0FsfC/X0WCWOxWJg4cYrRUVokCmKhXS1btpr8/AIiVcfRtfguN2u+KCuei7R0XSdceYKMjAzWr98sloAJSUuSBvD6V/4EZ04+b51t5FJ94s0GRFWdf/7MwydVseZZ27btxib2ZwkJZNaseYwaNYbguXrk6pDRcRJC5Kaf8OdeZs6cy9ixE4yOIzyCqVNn4lEVrsipczJBexmQkdniWLhXUNNwy1FGjRqT8Be4RUEstCtH0zFFathDtO6zuN63LbcXmJqewiZzbBwncuPnqMFqVq9aR25uXtzuVxCMUFxcwmuvv0lJaTd+9Fkjp6oS5w19UNb4wdlGLjdE2bBhC4sWLRMXoISEYzKZ2Lx5B12KSwgcr0ENGrMFIaMs54t3buamsQEUT5TAJ7U80acvK1asMSSD8PhGjx5Ht27dORIOEhEznkKcHQn6UU0mFi5cYnSUhxIFsdDuhg4dztixE5DrzqNG4rfczOIsxFk2HXvnoTjLpsftLGJNDiLXnKb/gEFMmpTYSzwEobVyc/N45Utv0L//IP79ojchjmXyRzXeOttIZUhjz54DTJ06w+hIgvBADoeDffsOYcFC4Fg1utrxy0xtBZm4JpfiHJSPa3IptoKOn6XSZI3A0WqyHVns2X0AqziPNWlZrVY2b95BUNP4KGT8a0IiuxAJtzgW/ti1aJTLcpSFC5dQUpL42ylEQSx0iNWrN+BwOIhUnojrXhWLs5CMwoFxK4YBIlUnMZtg08atYqZKSCkOh4P9B15i2LAR/OKyjw9vBwzL4o2ofP9sI/VR2L//JZ58UnSSFhJfSUlXtm7ZhVwfJnCmfU43eBhbQSYOKd+QYljXdQInqtGCCrt3HyAvL7/DMwjx1atXb2bPfprPomFR5LXAaTK3OBa+0KiqvBcKUFralXnzFhgdp1XEv6bQIVwuFytXrkUN1iA3fm50nAdSfLdRfLd49tklFBUVGx1HEOLOZrOzZ89BRo4czX9d8RtSFPuiKm992ohPNXHo0Jf+0O1UEJLBqFFjmDdvAZGrPsLXjG1q1dFC7kaiFUFWrlyHJA0wOo4QJ0uXrmTAgEH8LhTglthPfF8jHM4Wx0JMUNP4RcCH1eHg+edfTJoVJKIgFjrMpElT6NdvAHLNGTQlcfYw3qFrMtHqk5SUdmPOnPlGxxGEdmO1Wtm583lGjhzDf13x83EHLp8Oyho//NSDXzHzwgtfFm+qhaS0ZMkK+g8YSPB0LUpD4jWqaw/RyiChzxoYN24iM2fOMTqOEEdWq5U9ew5SUtKV/wr6qVES/5i+jlanKi2OBYjoGr8M+AiZTOw/8HJSTSyJgljoMCaTiY0bt2BCJVJ1yug494jUnEONBti8aWvSXNEShEdlsVjYsWMvgwcP5T8v+zhb3f5L5SKKxj+ea6Q+rLHv+Rfp06dfuz+mILQHi8XCrp3Pk5ebj/9oNVokvqcoJBrVLxM4UUPXbt3YKLYTpSSn08nBQ6+QnZvHzwNeMVPczJVotMVxugtqGj/3+6jRVHbu2scTT/QxOlKbiIJY6FAlJaXMm7cAxXsdJVBldJw/UMONyA0XmTx5qniTLqSNO7MCfftJ/PtFL9c87fcCr+o6P3V7qQgo7Np9gIEDB7fbYwlCR8jJcbFv7yGI6viPVaNrqXmWq65o+I9Wk2HNYN/eF8jIyDA6ktBOOnUq4LXX36SwSwn/N+Dj82h6rH5ojd52e4vjdOZRVX7m9+I1mzhw4GVGjBhldKQ2EwWx0OGeeWYRBQWFRKtOouvGX1XXdZ1I1cc4HQ6WLVtldBxB6FAZGRns2/cCnYuK+ZfzXupC7bMM7FdXfFyqj7B27WZGjBjZLo8hCB2tZ8/ebNq4FbkmRPDTeqPjxJ2u6/hP1qB4I+zauS+plkAKjyY/vxOvvvoGvXr34VcBHyfDwbg2Q01WgzIcPOXMopvVxlPOLAZlOIyOlBBuy1F+5veiZWbwyitfYfDgoUZHeiSiIBY6nN1uZ+3aTagRD3L9JaPjoHivowZrWL58NTk5iX1wuCC0h6ysbA4cfAWzPZN/+sxLWInveZQnKoIcLQ8xe/bTTJs2M673LQhGmzjxKWbMmE34sofITX+7P55cFybkbkCua/9tDuHLHqK3AixdsorBg4e1++MJiSErK5sXX3qN0aPGcjQU5J2AT5xTTKwoXpCTK4phYhfLToaCvO33ktu5M19+7U169XrC6FiPTBTEgiGGD3+SIUOHE607hyYb12BLV2WiNafp0aMXkydPNSyHIBitqKiYvXsP0RBWePuSN24zAuV+mXeu+Bk8eCgrVqyJy30KQqJZuXIdffr2I3CyFqWx/ZaZynVhvO9XEDzXgPf9inYtiuXq2Kz3yJGjefrp5Dg6RYgfu93Ozl3Ps2bNRm6pCj/1e0WzLQGAsKbxTsDH0XCQ0WPG8dU3vkWXLiVGx3osoiAWDLNm9QbMaERqThuW4U5Bvm7dZsxm8eMgpDdJGsDixSs5VxvheMXjX6gKKxo/ueDF5cpl27bd4mej8yBIAAAgAElEQVRMSFlWq5U9uw+Qk50Ta7IVbZ/tQEptCNSmi1WqHhu3AzUo4z9eQ5cupTz33E7RRCtNmUwmZs6cw5defQNLTg7/5vfwcSiIlqZLqCsVmZOhIJWKbHQUw9yQo/zY7+GWqrB27SZ27NhHZmbHn4keb+LdiWCY4uIuzJ07H8VzDTVU1+GPr0V9yPUXmTjxqaTrhicI7WXevGcYMmQYv7rqpzb4eLMBv7ziwxNR2blrv9iOIKS83Ny8WJOtsIb/eE277Lu0FjrA0lScWkyxcZzpqob/o2psJivP73sBh0MsD013TzzRl6+/+aeMHDmGY+EgP/N7aUizY4cqFZm3fR6OhYO87fOkXVEc1TV+G/DxC78XV+divvzam8yYMTtlLpaJglgw1NNPP0t2jotI9Scd3rQhUn0am83G0qUrO/RxBSGRmc1mnntuB/YMB/9xyffIMwGX6iOcqgrz9NPP0revFOeUgpCYnniiL+vWbUauip3ZG2+2gkxck0pwDsrHNakEW0F8Z2Z0XSfwSWzZ947te5J+GaQQP9nZOezavZ+dO58nYLfzE5+HT8LpM1tcLsuogA6oTeN0cUuO8mOfhwtylHnzFvC1r3+LXr16Gx0rrkRBLBjK4XCwbOlK1GAtiu9mhz2uEqhG8d1i/vyF5OXld9jjCkIyyM3NY83ajdz0RjlW3vYlmRFV4+3LfkpLSlmwYHE7JBSExDVlynQmT55KyN1ItDwQ9/u3FWTikPLjXgwDRK76iNzws2DBYoYPF93ghXuNGTOOb3zzzxk6/Ek+CgX5qd+bFrOlpTYbFsAEWJrGqS6oafw64ONtvxdHpwJeffUNli9fjc2WekdOiYJYMNykSVPo1q0MueZMhxzDpOs60ZpT5OV1Ys6c+e3+eIKQjMaPn8SgQUP47Y0AAblt3UXfvxnEG1HYtHk7tjR40yAIza1bt4myHj0JfFyL6k+OYkGuDxM8U8fgwUN59tmlRscRElhubi579x5iz54DqFlZ/Mzn4XcBf0p3ou5itTHBmUXXptsu1tR9bdN0nU8jIf7Z18gVVWHhwiW8+SffoU+ffkZHazeiIBYMZzabWbFiNWrUj9zwebs/nuK7iRqqZ+nSFdjFweqCcF8mk4lVq9YT1XR+e731R8k0hlU+vB1k7NgJKf3iKQgtsdns7N1zkExbBv6j1ehxPsos3rSISuBYDfn5ndi+fa9ogCc8lMlkYuTIMXzzW/+T2bPncV6O8CO/hwuRcEqeW1ypyBwJBrjVdJuqs+JViszP/F4OBwP06tefN9/8MxYtWpby75fFbzwhIQwaNJT+/Qci132GrrbfLxld15Brz1Ja2o3x4ye12+MIQiro2rUbU6bM4OPKEPWh1jVQ+e0NPyazhWXLVrVzOkFIbIWFndm5cx+KN0LgVG3CFgm6ruM/UQNRnX17D5GdnW10JCGJOBwOVq1az1e/+k1KynryXtDPv6XgMmp3JMydNYxq0ziVBDSNdwM+/s3nIezIZNu23bz00muUlJQaHa1DiIJYSAgmk4nly9egKWGi9e52exy58QpqxMeyZSvFFXBBaIVnnlmM2WzhyK3gQ7+2MaxypjrClKkzKCgo7IB0gpDYBg8exoJnFhO54Sdy3Wd0nPsKXWhErgqyds1GevToZXQcIUn16NGTL7/2dbZu3UXE6eBnPg+/CfgIaO2/FU54dKqu80k4yI98jVxWZObNW8C3//QvGD9+Usp0kG4NUREICaNXr96MGDEKpeEiuhqN+/3rmopSf55evfowbNiTcb9/QUhF+fn5TJo8lVPVYbyRlt/YfHArgMlsZu7cZzoonSAkvmefXUr/AQMJnq5HaYwYHeePyNUhQucbGDtuAlOmTDc6jpDkzGYzEyZM5tt/+pfMn7+Qz1WFH/liZxfLCbpCorWkjEwsTX+2NI2Tma7rXIlG+Befh49CQQYOGcY3vvk/WL58NQ6H0+h4HU4UxEJCWbRoGZoabZdZYrnxCmo0wJIly9PqqpcgPK65c59B1XROVj6443RE0ThVHWHs2Al06lTQgekEIbGZzWZ2bN9HTnYOgeM1CbOfWAurBE7UUNylCxs3bBWvi0LcZGZmsnTpKr75zT9nyLAnORYO8s++Ri4m8f7iLlYbC3NyGZvpZGFOblI31apRFH7u9/JfAR/OzkUcOvQK+/e/RHFx+h6zJgpiIaF0717GqFFj4z5LfGd2uE+ffgwcODhu9ysI6aCoqJhBg4ZwsirywDMnz9aEiaoa06bN7OB0gpD4cnNz2bF9L4o/SuB0ndFxYvuGP64BBXbvOkBmZnLPdgmJqaiomL37DvHKK1+hoGt3ftO0vzhZz/DtYrXxpMOZtMWwX1P5TcDHT32NeDMyWL/+Od78k/+fvfuOjqpa+zj+TUIqBAi9d9z03lQEBCugUlQQVBQriggoNlS8dr167YrYG2IFK6/Y27VcEREEtwoqHanpmSQz8/5xhpBGQpmZk0x+n7Wywux9zpxnJRNmnrP3fvZddOnS3e3QXFfNzYsbY+KBm4GzgBRgOTDbWvtxOeeNAcYB/YCGwDrgHeBWa21qSIOWkDvppNH88MN35O76nfh6nYPynHmpf+HNy+Lkk8foLrjIQRg8eBiP/rKCNbtyaV8nvkT/sq05NG3ajDZt2rkQnUjF17FjZ0YMP4X33nuL2IaJxDdzr3hVzh+pzrrhiefQvHkL1+KQqsGYjtxw4618++3XvP7ay7yVupvWsXEMSKxO7ZiY8p9ADkmu38dPOdks9+Tgj47mxBNPYsSIU0hKqnpTo/fF7RHiZ4EZwIvA5YAPWGyMObyc8+YBHYEXgGnAB4HvXxtjdJuzkmvevAVdu/Ugf9fv+H37V9m2LH6/j/xdv9K8RSs6d+4ahAhFqp7u3XuSkJDAqu0lK2vuzvGyMT2vyhXhEDlQp5wyltZt2pK1bAferEN/fzsY+bs9ZP+yix49ejN06LGuxCBVz971xfcxevRpbIyCV9J381VWBjkRvH+xm3x+P6s8Oc467pxsevXtz+2338tpp52hZLgY10aIjTH9gPHADGvt/YG254GVwF3AoDJOP9Va+1mx51sKPBd4zmdDELKE0YjhJ7Pi55/I272WuDqHtpdpfvpGvJ50Tho5WR/WRQ5SbGwsPXr0ZvnSbxnp8xMTvfdvaU+S3Lt3P7fCE6kUqlWrxsUXXcYNN15N5tJtJA9sFNb3Jb/XT+bS7dSokczkyRfqPVHCLj4+npNOGs2gQUezcOFrfPnlZ/yWl0uv+AS6xicSo9dkUKzLy+WbnCx25ufTrm17xo0/i7ZtNYNrX9wcIT4VyAOe3NNgrc0BngIGGmP2ubK7eDIcsDDwvWMQYxSXHHZYB1q3bkf+7t8PuQBD3q7fqFuvPr169Q1SdCJVU69efcnO87Ihvej6r9925tK0aTMaNmzkUmQilUf9+g04Y/xZ5G3LJmdtWlivnbV6F/mpHiafexE1aiSH9doihdWqVZtzzrmAf/3rTtp36sI32Vm8kp7K2lxPpS28VRHs9ObzbkYq72WkEVM7hUsumc61192kZLgcbibEPYFfrbUZxdq/B6KAHgf4fHs+iW0/1MCkYjj++BPxetLxZmw66OfwZu/Em7WN4449QfsOixyijh07ERUVxdrdewve5Xr9rE/PU1EOkQMwaNDRdOnSjeyVu/CmB3+bwdLk7cgh5/fdHHXUELp37xmWa4qUp1mz5syceQ0zZ15NUv0GfJCZztsZaWzLd2dJQWWV7fPxRVYGr6btZntMDOPGTeS22++lT59+mgmyH9wsqtUY2FhK++bA9yYH+HxXA17gzYMJpm5d94pbSOmOP34or7zyEum7fqNactODeo7cnZaEhARGjRqp9RIih6h+/WTatW3Ln/+s4+iWTtv6tFy8Pj8DBvShfn2NOInsryuvnMkll1xC5rIdJB8V2qnTfq+frGU7qFu3LlOnTtH7oVQ4Rx89kEGDDmfJkiW88PzzvJG+m8Pi4hmQWJ0kDWjsk9fvZ4Unm6WeHPKBESNHMn78eGrVquV2aJWKmwlxIlDaDvU5hfr3izFmAnAecIe1ds3BBLNjRwY+n6ZoVDRDhgxj4cLX8OWmEx13YB+2/V4P3owNDBoylMxML5mZ6SGKUqTqaN3mMD5ZuwZvYB3xhvQ8oqKgfv3mbNumvzGR/RfH6adP5Nlnn8DzdzoJrWqG7ErZv+0mP83DWdOn6f1QKrQ+fQbSqVMv3n13ER8uWcyf6bvprfXFpVqXl8vXOVnszs+na5dujBt/Fk2aNCU3F70flyI6OmqfA6Bu3nLJBkru3QEJhfrLZYw5Cmfd8XvADcEJTSqKgQMHExUVRd7utQd8bl7qX/h9XgYNGhqCyESqpjZt2pLv8/P5uky+25TFrzs8NGrYWCNOIgdh4MDBtGt/GNkrd+HL8YbkGt70XHLsbvr07U+3bpoqLRVfUlISp58+gVtvu5sOnbvxTXYWr6an8ndeeJYXVHSpXi/vZ6TxXkYacSl1uPzyWcyYeQ1NmhzcbEpxNyHejDNturg9beUuHDXGdAfeBn4GxllrQ/NuIq5JSalDt249yU/7C79//8vy+/1+8lP/pGXLNrRo0TKEEYpULe3bdyA2NpYv1meyeE06mzPy6dylm9thiVRK0dHRnDPpAvBC5sodQX9+v99P5k87iI+PZ+KESUF/fpFQatiwMdNnXMX06bOIq1OH9zPSWJyRRrqvan7cz/f7+T47k1fSd7MlCk477QxuufXfqgkQBG5Omf4JuNwYU6NYYa3+ge/LyzrZGNMW+D/gH2CEtTYzNGGK2wYNGsLy5T/izdxCtRr7t7Tc59mNN2c3gwaNDnF0IlVLSkoKDz74OLm5e+/Uq1qtyMFr0qQpJ54wgvfee5u8NjWJrZNQ/kn7KW9zFnnbsjltwiRq1aodtOcVCadu3XrSqVNXlix5n7cWvcGCtFT6JCTQrQpNo16fl8uX2VmkevPp3/8Ixo2bSO3aKW6HFTHcHCF+HYgFzt/TYIyJB84FvrbWbgq0tTDGdCh8ojGmEbAE8AHHW2tVWTqCde3ag8TEJPJS/97vc/JS/yI6Opq+fQeEMDKRqik+PoHk5JoFX6pgKXJohg8/heTkZLJ/3hm0LWf8Pj/ZK3fRqFFjhgwZFpTnFHFLtWrVGD78ZG67/R46d+3Ot9lZvJ6Rypb8vPJPrsQyfT4+zEjj3Yw04uvU4corr+Oii6YqGQ4y10aIrbXfGWNeA+4O7Dm8BpgEtATOKXTo88BgnK2Y9vg/oA1wN86exQML9a2x1n4TytglvKpVq0a/fgP44ssv8PvyiYou+2Xr9/vwpa+na9ceGrkSEZEKLzExkbFjx/Pss0+QuyGT+OaHvvNFzppU8jNyOeOCs6lWzc0JgSLBU69efaZdfiXLlv3ASy8+y8Ldu+gan0D/xOrERtDNWb/fz2+5Hr7OycIbFc2oUady4okjiY2Nczu0iOT2/5BnA7cEvqfgrAUebq39upzz9mx4eVUpfc8BSogjTP/+R/D555+Qn7GZ2JrNyzzWm70Db14W/fsfHqboREREDs3AgYP56KP/Y8vqrcQ1rU5U9MF/uPfl+cixqXTu3JWuXbVHuESWqKgoevXqS6dOXXn99Zf55JMP+Ts/nyGJSTSNgIQxw+fl86xM1uXl0q5teyafdzGNGpVWdkmCJSpYU3MqsVbAn9p2qWLzer1cfvnF5FarR2LTshPdnK0/4U39nQcfeFyVb0VEpNJYtmwpDz10L9V71Seh1cHPcMr6dRfZq3Zxww230rp1myBGKFLxWLuap5+ay7bt2+gSn8CASjpa7Pf7sYFRYX90DKeeNp5hw44nWvswB0WhbZdaA38V6XMjIJEDFRMTQ8+evfFlbi6z2rTf78eXuZGOHTopGRYRkUqlR49etGjZihy7G/9B3qT35fnw/JFG9+49lQxLlWBMR26+5S6OOeYEVnpyeDMjlR35+W6HdUA8Ph8fZabzaVYGLdu24+Zb7uLYY09UMhwm+ilLpdGzZ2983ly8Wdv2eYw/Nx2vJ51evfqEMTIREZFDFxUVxehRp+HNzMOzLqP8E0qRsyYVX66XUaNODXJ0IhVXfHwCEyaczRVXXEt+YhJvZKSyIic7aEXqQmlLfh6vZaSxNj+PMWNO5+qrb6Rhw0Zuh1WlKCGWSqNjx85ER0fjzdy6z2PyM7cA0KWL1kyJiEjl061bD5o2a4ZnTdoBf5j3e/3krk2nS5dutGzZOkQRilRcnTt35eZb7qJTl258lZ3J/2Wm4yljZqGb/H4/y3KyWJSeSnzt2lx73U2MHDlKo8Iu0E9cKo3ExCTatGmHN2vLPo/Jz9xCvfoNqF+/QRgjExERCY6oqCiOO3Y4+ake8rflHNC5uRsy8Obkc9xxw0MUnUjFV7NmLaZPv4rx489inTefNzPS2OWtWFOo8/x+PsxM59vsLHr36cdN/7qTtm3bux1WlaWEWCqVLl264c3eid+bW6LP7/fhz95G1y7dXIhMREQkOAYMOIIayclk/5G63+f4/X5y1qTRqHETOnfuGsLoRCq+qKgojjvuRGbNmk1+fDxvZqTxV27Jz45uSPN6WZiRytq8XE49dTxTplyuujcuU0Islcphh3UAwJu1vUSfL2c3Pm9ewTEiIiKVUWxsHEcPOYa8LVl4s/ZvZMu7y0P+bg/HHnMCUZWwwq5IKBjTkTk33UGjps1ZnJnGzznZrsazNT+PNzPSyKoWy/QZVzN8+Mn6e60AlBBLpdK6dVtnHXF2ycJa3mwnSW7f3oQ7LBERkaAaOHAwAJ516ft1fM7fGVSrVo3+/Y8IZVgilU7duvW4bva/6NWzD19nZ/JddqYrxbbW5eXyTmY61VNSuOHGW7VHeAWihFgqlfj4eFq0aFWQ/Bbmzd5OSkod6tSp60JkIiIiwVO/fgMOMx3JW1f+h3e/10fexkx69+6nqZcipYiLi+OSS6czePBQfszJ5rOsDHxhTIp/y81hcWY6DZs0Zfb1N9OoUeOwXVvKp4RYKp02bdri9+wu8QHB79lFmzZtXYpKREQkuI4aOJj8jFzyd3rKPC53Sxa+XG/BqLKIlBQdHc3ZZ5/HySeP4ddcD59mZYRlpPj3XA8fZ2bQvr3hmmvmUKtW7ZBfUw6MEmKpdFq2bI3Pm4cvd+80Mr83F68nnVat2rgYmYiISPD07NmH6JgYcjdllnlc7qYsqteoQceOncMUmUjlFBUVxahRpzJ69Gn8luvhi6zQTp9em+vh48x0zGEdmDHzGs3gqKCUEEulsyfp9eXsLGjz5uwC0L6LIiISMZKSkujYoRP5m7P3+aHd7/OTvyWbnj36aP9Skf00cuQoRow4mVW5OXyTnRWSa6zLy+XDrAzatGnHtMtnERcXF5LryKHT/5xS6TRu3ITo6Gh8nr3bUez5d/PmLdwKS0REJOh69+5HfkYu3rS8UvvztmXjy/PSq1fvMEcmUnlFRUUxZsw4hg07juWebFZ5DmzP7/Ls8ubzYVYGTZo2Y8bMq0lMTAzq80twKSGWSqdatWo0aNAInyetoM3nSSMxMYmaNWu5GJmIiEhwde/eC4C8raWPYuVtzaJatWp06qS9h0UORFRUFGeccTZdunTjy+xMNuWVftPpQOX4fCzOzCA+qTqXXz6LpKTqQXleCR0lxFIpNWvWDH9eoYQ4N5UmTZpqLzcREYkoKSkpNGrUmLxtpe+fmr/NQ/v2RtMxRQ5CdHQ0F188jQYNGvJBVgYZPu8hPZ/f7+ejrAwy8HPZtCuoW7dekCKVUFJCLJVSw4aN8eZm4vf7nIa8DBo3buJuUCIiIiHQqVMXvDs8+H1F1xH7crzkp3ro1KmLS5GJVH5JSUlcNu1KfDHRh1x5eoUnh/V5uUyYMIl27Q4LYpQSSkqIK7mpUy/k+uuvCtrzDRzYhzfeeKXg8VtvvckXX3wWtOc/0OvvS4MGDcHvw5+Xhd+Xjzcvm/r1G4Y9jnApHk+wf+8iIlJxdezYGV++j/xdRbdfytvhjBp36NDJjbBEIkbjxk0Yf8bZbMjLY8VBrife6c3n25wsunfrwZAhw4IcoYRSNbcDkENzxRXXUK1a8H6Nc+c+Q5Mme0da3357IW3atGXQoCFBu0YwNGjgJL856z+DqOhAWwMXIwqvYP/eRUSk4mrbtj0A+bs8xNZNKGjP3+khJiZGOyyIBMHgwUP5adlSvlu5nFaxcdSMidnvc/1+P59lZZKYlMQ5516kJXyVjD5RV3KtWwdn312PJ4f4+AS6dKkcRTlat27LwIFDyM529maMi4uvUlPGgvV7FxGRiq927RRq1a5N9s4cYG/xSO8uDy1atNINUpEgiIqK4uxJ53HtNTP5JjuT42vU3O9zba6Hrfl5nDfpPGrVUoHXykb/g4bYbbfdxNq1azjvvIt49NEH2Lx5E7169eGGG24mLS2Nu+66ldWrf6Fly9Zce+2NtGvXvuDcl19+kY8/XsL69X8TFxdPx46dmTZtJs2aNS84ZurUC6lduza33np3QdvSpf9j7tyHWbPmd6pXr8HgwUO55JJpBZuB//jjD0ybdjH33vsQb775Kj/++ANDhx7LtdfeyMCBfZgxYxZjx45j6tQLsXY11q5m8eJ3Abjuujn89ddaPv30E159dVGRO2Dvv/8Od999GwsXLiYlJaXUn0dq6m4ef/wRvv76C9LT02nYsBGjR5/K6adPKPX4//73K159dT5//PE7ubm5tGrVmvPPv5h+/QYwefKFAPzzz1Yeeug+zjhjLFlZWdSrV49jjz2BCy6YAsDatWt4+OH7Wb36F/LycmnYsBFjxpzO2LGnl/m7y8vL4/777+GDD97H7/dx/PHDmTp1BrGxsQBs376defMeYdmyH9mxYzsNGjRk6NBjOPfcCwqOAXjhhWd499232LbtH6pXr0H79obZs+cUFFpIS0vlscce5quvPiczM4PDDuvAZZfNpHPnfSf4xX/vTz31OG+++Sr33fcI99xzJ2vW/E6LFi2ZPn0W3bv3LHLuO+8s4pVX5rNx43rq1KnLmDGnMXHipDJ/FiIi4q62bdrz82/LCx77/X68u3Np072di1GJRJY6deoyYuQpLFr0OhvzcmkaW36xuly/j+882bRu3YbDDx8Yhigl2JQQh8HWrVt48sm5XHDBFHJycrjvvn9z9923sXnzZk46aRQTJpzN448/wk03XccLL7xakGRu27aVsWNPp2HDRmRlZbJo0RtcfPFkFixYSI0aNUq91tq1a7jiisvo27c/t956N//8s4W5cx9m06aN/Oc/DxU59s47b2H48JM4/fQJpVanvOKKa7j++qto0qQpkyadD0DTps3o3Lkr8+e/wLJlS+nVq0/B8e+//w5HHnnUPpNhjyeHyy67iF27dnHuuRfQsmUrNmxYz8aN6/f5s9u8eSNHHjmIM844i+joKL799r9ceeU0Hn54Ht269QDg1lvn4PF4uOqq2dSoUYNNmzaybt1fBc9x9dUzadWqFTfeeDOxsXGsW/c3mZmZ+7zmHgsWvETnzl248cZb+PPPtTzxxKPExcVz6aWXA05yX7NmLS67bAbJycmsX7+Op5+ex+7du7jqqtkALF78Ls8//wxTplxG69ZtSEtLZenS/5GT46xPyc3NZfr0S0hPz+CSS6aRklKHRYteZ/r0S1iw4M0Dqk6Yk5PDbbfdxOmnT6BOnbo888wTzJ49i9dff5eEBGeK3fz5z/P4448wYcLZ9OrVm19//ZUnn5xLQkICY8eO2+9riYhIeLVs2Zoff/wf/jwfUbHR+DLz8eX7aNGipduhiUSUE04Yyeeffcx3GRmMrhZb7vTnlTk5ZHm9TJgwieholWeqjJQQh0F6ehqPP/4MTZs2A2DNmt+ZP/8FZs++iRNPHBk4ys+sWdP5+++/aNXKWQs0bdoVBc/h9Xrp27c/I0cex5dfflbovKKee+5JGjVqzJ13/oeYwNqH5ORazJlzLStX/kyXLt0Kjj366GEFo6ilad26DQkJidSunVJkKnVKSgpdu3bn/fffKUiIN27cwPLly7jzzv/s8/kWL36PP/9cy9NPv0j79gaA3r377vN4oEiS5vP56NmzD3/+uZZ3332rICFevfoX5sy5jYEDBwEUSdJ3797N5s0bufPOe2nb1rmL3qdPvzKvuUdSUhK33HIX0dHRHH74keTl5fL8809z1lnnULNmLdq2bcfUqdMLju/atTsJCYnceefNzJhxFbGxsaxe/Qv9+vVnzJjTCo4bPHhowb+XLHmftWvX8MILr9K8eYuC+CZMGMuCBS8VJN/7w+PxMG3aFQU/03r16nHuuRP56acfGTDgCDIzM3jmmSeYNOm8gtH1vn0H4PHk8NxzTzNq1KkFrxkREalYmjZtCkB+ei6xdRLwpuUG2pu5GZZIxImLi2P4iFN46aVn2ZyfT5NCs/6Ky/P7+TnXQ5cu3QrW+kvlo9sYYdCoUeMib1hNmzpTngsng3vatm37p6Bt5coVTJ9+CcOHD2Pw4P4MGzaQ7Ows1q9ft89rrVq1ikGDhhRJbIYMGUpMTAw///xTkWMPZVrHyJGn8Pnnn5CVlQU4I6F16tShf//D93nOjz/+QPv2piAZ3h///LOVW2+dw6hRJzJ4cH+GDBnA999/W+Rn0K7dYTz++MO8//47bNmypcj5NWvWpEGDhtxzz+18/PESdu3aud/XHjhwcJE7fYMHD8Xj8bB27RrAma726qvzOfPM0xg69EiGDBnAzTdfT25uLlu3OnG0b2/45pv/8tRTj7Nq1Uq83qL72/3vf99jTEcaN25Cfn4++fn5APTo0Ytff12137ECxMbG0rNn74LHrVo564z3vKZWrlxBdnY2Rx99TMG18vPz6dWrDzt37ijy2hMRkYqlSRPnc4Q3PQ+A/EBC3LhxU9diEolURx01hJrJyfzoKX3/7z1+9a7Dp5cAACAASURBVOSQ7fMycuSoMEUmoaAR4jCoUSO5yOM960sLt+9py8113uC2bNnCzJlT6dixM7NmXUu9evWJjY1l1qzpBceUZseO7aSk1C3SFhMTQ61atUlLSyvSXqdO0eMOxNChx/LAA/fyyScfMmLEySxe/C7HHz+izMIeqamp1Ku3/1OAfT4f11wzk6ysLM4//yKaNm1OYmIiTz45l127dhUcd/PNdzBv3qM8+OB/yMhIp127w5g6dTp9+vQjOjqa++57hHnzHuGOO27G4/HQtWt3pk+/ksMO61Dm9VNS6hR77EwF37FjOwCvvjqfRx99kAkTzqZnz94kJyezevUq/vOfu8jNdbbGGDHiZLKyMnn77YU888wT1KpVi1NOGct5511ETEwMqam7+eWXFQwZMqDE9Q/0rn9SUlKRBH7va8qJJTV1NwBnnVX62umtW7fSqFHjA7qmiIiER4MGDYmJicGb7nwG8KbnUTslhcTERJcjE4k8cXFxDDvmBBYufI1Ur5dapcyg8/v9/JLnoU3rNuV+ppSKTQlxBfXdd//F48nhzjvvLXizy8/PJy0ttczz6tatV2IU1Ov1Bta7Fq2WdygV4RMTExk27DgWL36XRo0as3XrFkaMOLnMc2rVqsWGDfteL1zchg3r+e03yz33PMiAAUcUtHs8RfdhrF+/AbNn34TP52PVql94+ul5XHPNTN54411q1apNy5atuO22f5Ofn8/y5ct47LGHmDVrOgsXvl/mWo/iP8c9Sfiedb2ffvoxQ4YM5aKLLi045q+//ixyTnR0NOPGTWTcuIls3bqFJUv+jyeeeJQGDRowatSp1KxZiw4dOnHlldeUuH7sfhRyOBDJyc7v/+6776dOnTol+rUOTUSk4oqOjqZO3XqkZmYA4M/Kp2GD5uWcJSIHa+DAwSxa9Dq/5ubQP7F6if6t3nx25edzymDtOVzZacp0BeXxeIiKiioy9fmTTz4qMeW2uE6dOvPFF58VOe7zzz/F6/UWrLk9ELGxsQUjjMWNHHkKy5cv4+mn59G5c1datmxV5nP17t2X33+3/PHH7/t17T2Jb+GCX1u2bGbFiuWlHh8dHU2XLl2ZPPkCcnJySkyfrlatGr1792XcuAns2LGdjIz0Mq//1Vef4/P5Ch5//vknxMfH06ZN20B8OSWS1iVLFu/z+Ro2bMRZZ51D06bNChLn3r37smHDeho2bESHDp2KfO1Z8xwsXbp0Iz4+nu3bt5W4VocOnUhKKvmfvYiIVBwNGzTEl+UsrfFlealfv4HLEYlErpSUOnTp0g2bl4vf7y/Rbz0e4uLi6Nu35Cw/qVw0QlxB9e7dF5/Px+23/4uRI0/hzz/X8vLLL5SYfl2cUzBpItdeeyWjR4/ln3/+4bHHHqJfv8OLFNTaXy1atOT777/lu+++oVatWjRu3IRatWoD0LlzF1q3bsPPP//ErFnXlftcJ5wwgjfffI2ZM6cyefIFtGjRik2bNrJ+/TqmTLmsxPEtW7aiQYOGPPzwfZx//hSysjJ56qnHi3wAyMjIYObMqZxwwgiaN29BXl4eCxa8SN26dWnVqhV//PE7jzxyP8OGHUuTJs1IT0/jpZeep127w6hZs+x94rKysrjhhqs56aTR/PnnWp577ilGjz6t4Ly+ffvz+uuv0KlTF5o2bcaSJYvZsGFDkee4++7bqFmzFp07d6F69RosW7aUDRvWM2XKtIKfyVtvvcFll13E+PFn0qRJU9LSUlm16hfq1q3LuHETy/257q/k5GQmT76QBx64hy1bNtOjRy98Ph/r16/jxx9/4I477gnatUREJPjq1auPd9UK0r7ajDc7TwmxSIgNGHAkK1Ys5x9vPg2r7S2u5ff7+dObR/defbVsIQIoIa6g2rZtx3XXzeHpp+fxxRef0a5de2655S7mzLm2lKP3zn1u06Yt99zzII8//gizZ19FUlJ1jjnmeC65ZNpBxTFp0nls3bqVG2+8hszMTK67bg7Dh59U0H/UUUPYtGkjxxxzXLnPFR8fz4MPPsbcuQ/z5JOPk5WVSaNGjRk9+rRSj4+Li+O22+7mP/+5i+uvv5oGDRpw9tmTWbZsaUFhq7i4ONq2bcdrr73MP/9sJSEhgc6du/Kf/zxCfHwCdevWpU6dOjz33DPs2LGNGjWS6dmzd0FCWpbx4yeyadNGbrppNn6/jxEjTikyPfqccy5g9+7dPPHEYwAMHnw006dfydVXzyg4pkuXbrzzzkLeeutNcnM9NGvWnKuvns2gQUMK/Uwe58kn5/L00/PYuXMHKSl16Nixc0HV7GCaOHES9erV55VX5rNgwUvExcXRvHkLhg07NujXEhGR4OrbdwAbNq7H7/MTUzumxD7zIhJcXbv2IDoqilWeHLyFBolTfV6yvV569uyz75Ol0ogqbQpAFdMK+HPHjgx8vsr3s5g8+Uw6dOhYsO9tuF1wwdm0aNGSG264xZXri4iIiIiEyj3/vp1Vq1eWaI+tVo377n9MS84qiejoKOrWrQHQGvircJ9GiCupHTu2s3TpD6xZ8zujRo0N+/V//XUVS5f+j9WrVzFz5tVhv76IiIiISKhdPOWyUrc8rV07RclwhFBCXEl9/PESnn76CY477kSOP3542K9//vlnU6NGMhdd5GwNJSIiIiISaWrUSNZn3Qjn6pRpY0w8cDNwFpACLAdmW2s/Lue8fsA5QH+gKxBrrT3YTYRaUYmnTIuIiIiIiMi+lTVl2u1tl54FZgAvApcDPmCxMebwcs4bDlwQ+PeakEUnIiIiIiIiEcu1hDgwyjseuMpae5W1dh4wFFgH3FXO6Y8BNa21vYEPQhupiIiIiIiIRCI3R4hPBfKAJ/c0WGtzgKeAgcaYxvs60Vq71VqbHfoQRUREREREJFK5mRD3BH611mYUa/8eZ2PdHuEPSURERERERKoKN6tMNwY2ltK+OfC9SRhj4cILz2XLli0Fj08+eTSTJ19AVlYWEyacWuL48eMnMn78RHbs2MF5551Vov+cc85j1KixbNy4gUsvvbBE/5Qpl3H88Sfyxx+/c+WVl5fonzFjFoMHH82KFT9zww3XlOi/7ro59OvXn++//47bb/9Xif5bbrmTrl278fnnn3Lfff8u0X/PPQ/Qrl17PvhgMY899lCJ/kcemUfTps1YtOgNnn32qRL9Tz31AnXr1mXBgpdYsOClEv3z579OUlISTz/9BG+/vbBE/6JF7weu8yAffvh/RfoSEhJYsOBNAO699y6+/PLzIv0pKXV45pkXAbj11pv44Yfvi/Q3btyExx5zJh5cf/3VrFy5okh/27btuPfeBwG44opprFnzR5H+Ll26cuutzqz9KVPOZ/PmTUX6+/Tpx/XX3wTAueeeya5dO4v0H3XUYK64wtmKavz4MeTk5BTpP/bYE7j00mkAjBpVskK4Xnt67YFee3rt6bVXmF57eu2BXnt67em1V5heewf22mvUqBFvvPFaiePA3YQ4EfCU0p5TqD9sYmNjiI2NKXicnJxA/frJZGUVbS/eHxXlKbW/Zs1E6tdPJienRqn9tWo5/Tt3Vi+1v3btJOrXT6ZOndL7U1Kc/pSUpFL769SpTv36ydSuXXZ/rVqJpfbXrVuD+vWTqVmz9P569WpQr14yyckJpfbXr59MUlJSmf0ANWrEl+iPi6tW0F+9esn++Pi9/UlJcSX6ExJiC/oTE8vuT0iILdGfmBhXZn9S0t7++PhqJfqrV48v6I+Lq4bXW7S/Ro29/WW9tvTa02tPr72i9NrTa0+vPb329NorSq89vfb02tu/115px+zh2rZLxpiVwEZr7fHF2jsBvwDnW2tL3i4o+Tz3A5dr2yUREREREREprqJuu7QZZ9p0cXvaNpXSJyIiIiIiIhIUbibEPwEdjDE1irX3D3xfHuZ4REREREREpApxMyF+HYgFzt/TYIyJB84FvrbWbgq0tTDGdHAnRBEREREREYlUrhXVstZ+Z4x5Dbg7sOfwGmAS0BI4p9ChzwODcbZiAsAY0xLYU26tX6Dt+sDj5dbad0IbvYiIiIiIiFR2blaZBjgbuCXwPQX4GRhurf26nPNaB84rbM/j5wAlxCIiIiIiIlIm16pMVyBtgT927cpUlWkREREREZEIEx0dRUpKdYB2ODOTC7g9QlwRNAb2/IBEREREREQkMu1ZqltAI8QQD/TF2QbK63IsIiIiIiIiElwxOMnw/wBP4Q4lxCIiIiIiIlIlubntkoiIiIiIiIhrlBCLiIiIiIhIlaSEWERERERERKokJcQiIiIiIiJSJSkhFhERERERkSpJCbGIiIiIiIhUSUqIRUREREREpEpSQiwiIiIiIiJVkhJiERERERGRAGPM08aY/mX09zPGPB3OmCR0lBCLiEi5jDEdjDHzjTGbjDG5xpihgfZ6xpjnjDGHux2jiIhIkJwDtC2jvzUwKTyhSKgpIRYRkTIZY3oB/wOGAF8CMXv6rLXbgfbAFFeCE4lgxhivMWZCGf3jjDHecMYkIgA0AbLdDkKCo5rbAYiUxxhz9oGeY619PhSxiFRRdwHrgf5APHBasf4lwJnhDkqkCogqpz8G8IcjEJFIZ4w5BTilUNOFxphjSjm0NnAM8H1YApOQU0IslcGz7H3DL+/DAYFjlRCLBM/hwPXW2nRjTFwp/Rtw7paLSPCVmvAaY2oCxwPbwxuOSMTqAIwO/NsP9AG6FzvGD2QCnwBXhi80CSUlxFJZeID3gJeBNS7HIlLVeAFfGf2NcT4giMghMsbMAW4MPPQDLxpjXtzH4VHA/WEJTCTCWWvvwpkRhTHGB1xorZ3vblQSDkqIpTLoB0wATgfG4KxlnA+8aq3d4mZgIlXE9zh/ew8W7zDGJOIUFvky3EGJRKhvcf7WooBpwAfAr8WO2TNKtRR4K6zRiVQB1lrVWapCovx+LT2RysEYEwUcDYwHxgI1gS9wkuM3rLW7XQxPJGIZY44APgUWAwtw/uYuB1Jxpoy1A46w1v7kWpAiEcgY8www11r7nduxiFQlxpgWQAtr7VeF2rrivOclAC9baxe5FZ8ElxJiqZSMMbHAicAZwEk4sx0utdY+5WpgIhEqUFjkUZzkt7C1ONPKPgl/VCJVU+A9MM5aq6UKIiFgjFkE1LTWFmwxiDNTIw7nZnAT4DRr7ZvuRSnBoukAUilZa/NwRoc/BX7B+Q9KRX1EQsRa+xFggN7AOJybUf2Aw5QMi4SGMWa8Mea+Ym2zgQxgtzFmoTGmhjvRiUS0fsCHhR6fCVQHugEtA30qqhUhtIZYKpXAesVTcNYUHwfkAe8At+CssxKRELHW+oFlgS8RCb0rgOV7Hhhj+uK8370NrAKmA7OBa12JTiRy1QEK16kZCXxqrf0LwBizELjDhbgkBJQQS4VnjKkGnIAzInUKzuv2A+Ac4G1rbZZ70YlUDcaY+sAMYAhQD5hkrf3GGFMXZz3xAmvtKhdDFIlEbSm6jeAZwGZgrLXWG5g6PRYlxCLBto3AzENjTBJwBHBdof44lEdFDP0ipTLYAtQCPsf54P26tTbV3ZBEqg5jTFucKtK1cEar2gKJANbaHcaY0UB9YIprQYpEpnig8E3f44HF1lpv4PFq4NKwRyUS+T4CLjHGrMapWRMLFC6i1QlY70ZgEnxKiKUyqIMzNbpX4Ovfxpiyjvdba+uGIzCRKuLfOHsRd8LZ6uWfYv1v44xSiUhw/YmzlvEp47zxdQTmFOpvhLOeWESC6xrgMOB1IBe4stB06QTgNJwdFyQCKCGWyuB5nD0XRcQdQ4HbrbV/B6ZIF/cX0Cy8IYlUCY8DDxhjmgCdgQ3Ae4X6j8ApLCkiQWSt3QocaYypBWRba3MLdUcBw9AIccRQQiwVnrX2HLdjEKniqgHpZfTXxZnFISJBZK19yBiTAwzHWTZ0l7U2G8AYUwdnhHiuiyGKRLTSlugF/gaXl3K4VFJKiKXCM8ZcA8y31q5zOxaRKmo5TlX3x4p3GGNicLZh+j7cQYlUBdbaJ4AnSmnfCfQJf0QiVYMxpgNwI3uLSZ5grf0ksCfxvcBca+03LoYoQaKEWCqD24HbjDH/BV4CXrPW7nA5JpGq5A7gLWPM/cBrgbZ6xphBOFU3uwLHuhWcSKQL3HjqjbP/KcDfwNJCxbVEJIiMMb1wZmWk4xSVPHVPn7V2uzGmPU4hSSXEESDa7QBE9sORwCNAO+BRYJMx5h1jzPjAvsQiEkLW2neB84BJwBeB5peBT4EBwDnW2k9dCk8kohljJuCsVfwGeCXw9Q2w3hhzhpuxiUSwu3D+7gxOJfeoYv1LcNbwSwRQQiwVnrX2G2vtNKApzrTNl4CBONX9/jHGvGCMOTFwB11EQsBa+yxO4ayxwNU4I8PjgBbW2hddDE0kYhljxgIvAltxRqOGBL6mBNpeNMaMcSs+kQh2ODDPWptO6YVdNxDYp1gqP02ZlkrDWuvD2RfuI2PMxThFRs4AxgATge3GmFeBl621X7sXqUjkCMzCmAV8a61dQtF9GEUktK7DGQ0+uliV2y+MMc/gTOmcDbzpRnAiEcwL+Mrob4yzDaFEAI0QS6Vkrc211i6y1o4DGgBnASuAS3A+IIhIEASqaV4DtHA7FpEqqBPOTd7c4h3W2jycmVKdwh6VSOT7HmfApYTAjeJJOGuLJQJohFgqNWNMNHAUzlTqvoHmEiXyReSQ/Ah0dDsIkSoonbL3+G5O2VuiicjBmQN8aoxZBCwItHU2xjQDrsSZLn3qvk6WykUjxFIpGWMGGmMeATYD7wGnAYuB0Tj7MopI8MwAJhpjJmmtvkhYvQtMM8aU+OAdWF98GfBO2KMSiXDW2v8CI3BmYMwPND8APAskASOttT+5E50EW5TfX9o6cZGKxxjTA2fN8HicO+Y+4BOcIltvWmszXAxPJGIZY37EWZrQGMjCKSaSXewwv7W2d7hjE4lkxpj6OMuADLAR+C3Q1R7nffBXYIi1dps7EYpENmNMFNAd528uGlgD/BioayMRQgmxVHjGmBtxEuHDcMref49zt26BtfYfN2MTqQqMMZ9RepXNIqy1R4c+GpGqxRiTAFwEnEjRfYjfx6mCm+NWbCKRKLBG+BHgPWvtG27HI6GnhFgqPGOMD7A4SfB8a+0al0MSERERkQhljEkHZlhrn3Q7Fgk9FdWSyqCPtfbH0jqMMYcBp+MUN/gVeNZamxbO4EQinTHmbOALa+1f++hvCQy21j4f1sBEqojA2v3e7B0h/gtn2qbXtaBEItvXQD9ACXEVoKJaUhkcYYz5zRhTr3CjMWYEsBy4GbgYuB/4sfhxInLIngGOKKN/QOAYEQkyY8wEYD3OfsSvBL6+BdYbY85wMzaRCDYVGGaMmWOMUbHWCKcRYqkMTgbWWGu372kwxlTDuWvnA84FfsCpBngbMBunKq6IBEdUOf3VgfxwBCJSlQQqSb+Ic/P3JpyZUAAdgCnAi8YYj7X2TXciFIlY/wNigRuBG40xHqD4en2/tbZu2COToFNCLJVBJ+CJYm1DgIbA7dba5wJtvxhjugPDUUIsckiMMd2AHoWajgrciCquNs4MDRuWwESqlutwRoaPttbmFmr/whjzDE4F6tmAEmKR4HqL/SgmKZFBCbFUBnVxposVNgznP6qFxdq/BsaEIyiRCDcamBP4tx+nyu1F+zh2J3BWOIISqWI6AbOKJcMAWGvzjDHzgX+HPyyRyGatPcftGCR8lBBLZbAVKL5+4yic/VCXF2vPDXyJyKGZCyzCmS79I84o1PvFjvEDmcBfKu4jEhLpOPsN70vzwDEiInKQlBBLZfADMMkY85C1Nt0Y0xHoD7xlrS2+brEDsCHsEYpEGGvtVpybURhjjgZWa99vkbB7F5hmjPnBWvt64Y7A+uLLgJddiUwkwhlj6gLX4NSoKbwH+LvAXdbaHW7FJsGlfYilwjPGdMUpbrATWAH0BWoAh1trlxY7dg3wibX2grAHKiIiEkTGmPo464QNsBH4LdDVHmfk+FdgiLV2mzsRikQmY0wr4CucbT2/ZW9BOwMcjvP3ONBa+7crAUpQadslqfCstSuAocAyoAXwPTC8lGR4CM406tfCHaOIiEiwBRLdXsBMYBXQNPC1Gqd4ZG8lwyIhcTfODgqHW2uPsNZODnwdibPVYPXAMRIBNEIsIiIiIiISYIzZCTxgrf3XPvpvAqZZa+uENTAJCY0Qi4iIiFQSxpjEwFRqEQmdeCCtjP7UwDESATRCLCIiIlKBGGN6AacCscAr1tofjDFHAg8APQOHbQVustbOcylMkYhljPkaqAkcYa1NL9aXDPwXSLXWDnQjPgkuJcQiIiIiFYQxZhDwAc7oUz7gA8YB83FGpb7FSZQPB1KAM6y1r7oTrUhkMsYMAxYD24Cn2FvQzgDnAg2AE6y1n7gToQSTEmIRESmXMSYFOANog/MhPKrYIX5r7XlhD0wkwhhjPsApIDkUZ3eFecBo4GfgWGttduC42sA3wG5r7eEuhSsSsYwxxwD/BroX6/oJmGWt/Tj8UUkoaB9iEREpkzHmeOB1nKqaacCuUg7T3VWR4OgO3GOt3QxgjPk3cBYwd08yDGCt3W2MeRqY406YIpHDGNMC2Fbsb+wjoKcxphGF9iG21m5xI0YJHSXEIiJSnnuBLcCYwDZoIhI6DYDNhR7v+fC9qZRjNwGJIY9IJPL9iXPjaT6AMeYT4DZr7ceBBFhJcARTlWkRESlPO+BBJcMiYePfx79FJDRyKHpzaQjQ0J1QJNw0QiwiIuX5A6jhdhAiVUhzY0y3wL9rB763McZsL3ZcizDGJBLJfgYuN8Z42LvdUm9jTEZZJ1lr3w55ZBJyKqolIiJlMsaMwdnu5Uhr7Tq34xGJZMYYHyVHhaNKaStot9bGhDwwkQhmjOkPvAY0CzT5KVk8sjj97UUIjRCLiEh5BuJsPfGrMeb/gPWAt9gxfmvtFWGPTCTynOt2ACJVjbX2O2NMG6AtzlTpz4DbgI/cjEvCQyPEIiJSpsCIVXl0p1xERCKCMeYZnMru37kdi4SeEmIRERERERGpkjRlWkRERKQCMcaMANKstV8GHlcHHirl0L+ttf8Ka3AiIhFGCbGIiOwXY0wXYDjQMtD0N/CetfYX96ISiSzGmKHA28CoQs0JwDlAJpBfqL2mMeZLa+0n4YtQRCSyKCEWEZEyGWOigceA83Gqbu75QF4NuMMY8yRwsbVWa3BEDt25wE/W2ndK6TulcPJrjFkGTAaUEIuIHKRotwMQEZEK7zrgAmAe0AFntCoBMMBcnET5WteiE4ksR+KMEO+PN4EjQhiLiEjE0wixiIiU5xxggbV2SrH234FLjTEpwHnA7eEOTCQCNcFZjlBYNvA4sKFY+0agcTiCEhGJVEqIRUSkPM2Ae8vo/xIYE6ZYRCKdB6heuMFamwUUvyEFkAjkhSMokarIGNMUaA2k4CwZKsJau7+zOaQCU0IsIiLl2YgzjfOxffQPDBwjIofuD5y/qUf249ijcGZqiEgQGWNaAk8CQwNNJZJhwA/EhC0oCRklxCIiUp7ngTnGmN3AfdbaNQDGmLbAdGA8cJN74YlElEXADcaYvtba/+3rIGNMP5yZGbeELTKRquM5oD9wJ/AdkOpuOBJKUX6/ioKKiMi+GWNigKeAs3HuiBeuMh2F88HhPGutz50IRSKHMSYZWA7UBf4FvGyt3VyovzEwEbgB2AH0sNamuRGrSKQyxmQDd2qf76pBCbGIiOwXY0w3Su5D/L619mf3ohKJPMaYdsBCoDPOTajdQAZQA6iNcyNqFTDaWqsp0yJBZoyxwFxr7X1uxyKhp4RYREREpIIJzMw4HRiJs91ZTSAd+BV4F3jVWpu/72cQkYNljJkEXAMcbq3d7XY8ElpKiEVEREQqCGPMAGvtt/t5bAxwpbX2rhCHJVLlGGMmA3cDb+FseeYtdojfWqs1/BFACbGIiBRhjPEBPiDJWpsbeFzem4XfWqtCjSKHyBjjxdlz+Fpr7T4L+RhjBuNUou5orVWlW5EgMsb0Bd4BGpRxmF9/e5FBH15ERKS4mylaPGvPYxEJvX8DM4DRxpiZ1tqXC3caY+rj7As+EfgNODb8IYpEvLk4a/XHoSrTEU8jxCIiIiIViDGmC84H8sOBj4BLrLVrjDFTgFuBROA24G5rbZ57kYpEJmNMFnCdtfZ+t2OR0NMIsYiIHBRjTGsgwVq72u1YRCKJtXYlMNAYcwHOPqgrjDFrgE7A/wFTrbV/uhmjSIRbjVPVXaqAaLcDEBGRis0YM80Ys6BY2xPAH8BKY8wPxpiy1lmJyMF5GXgfSMDZgmklMEnJsEjIXQ1MMcb0djsQCT2NEIuISHnOBz7f88AYMww4D6egzwrgDmAOcKkr0YlEIGPMWOB+oCHwILADuBb41RhzjbX2STfjE4lwlwBpwPfGmJ+BdZReZXps2COToFNCLCIi5WkJrCr0+DRgrbX2MgBjTFPgbDcCE4k0xpiWODebTgR+AE621i4L9L0c6JtnjDkHmGKtXeFWrCIRrBdOMcl1QO3AV3EqxBQhlBCLiEh5othbcRqcqrbvF3r8N9AorBGJRK5VQC4wFZhrrS340G2t/QM43hgzHqfS9FJjzAPW2lnuhCoSmay1rdyOQcJHa4hFRKQ8BVu7GGP6Aa2BxYX6mwG7XYhLJBItBIy19rHCyXBh1toFQAdgHjA9nMGJiEQabbskIiJlCoxGzccp6NMc2Aj0sNbmB/o/A7KttSe6FqRIFWWM6W2tXep2HCKRyBgzAhiBs3QInBlR71pr39/3WVLZKCEWEZFyGWOOBYbjjAQ/aq3dFmivAzwJvGCtXehiiCIiIkFhjEnEma1xLM6SoY2BrqY4S06XAGOstdnuRCjBpIRYREREREQkwBhzDzADuA542FqbGWhPwtlR4Q7gPq3fjwxKiEVERERERAKMMeuBd6y1l+yj/zFgIO7JNAAAB2tJREFUpLW2eXgjk1BQlWkRESnCGPMn4AM6WGvzAo/Lu3vqt9a2DX10IiIiIVcfp27GvqwAzg1TLBJiSohFRKS4z3ESYF+xxyIiIlXBWpxiWo/uo39E4BiJAJoyLSIiIiIiEmCMmQo8CLwL3I+z/SCAAaYBI4Fp1tpH3IlQgkkJsYiIiIiISCHGmJuAa4DYYl15wB3W2n+FPSgJCSXEIiJSJmPMtcAIa+3AffR/BSyy1t4T3shERERCxxhTDziGovsQf2St3e5eVBJsWkMsIiLlORN4v4z+r4FJgBJiERGJGIHEd4HbcUhoKSEWEZHytGbv+qnS/B44RkREpNIxxrQ4mPOsteuCHYuEnxJiEREpTybQrIz+loAnTLGIiIgE218c3G4KMUGOQ1yghFhERMrzOXCRMWautXZz4Q5jTFPgQuALVyITERE5dJMpmhBHA5fj3PB9CbCB9g7ABJwE+sEwxichpIRYRETKcwPwLfCLMeYJ4JdAexfgfJz3khtcik1EROSQWGufLfzYGDMbSADaWWt3FOu7CfgKaBSu+CS0ot0OQEREKjZr7WpgME4iPAt4NvB1JbASGGytXelWfCIiIkF2MTCveDIMYK3dBjwBTAl7VBISGiEWEZFyWWt/Ao4KbEHRJtC8VltPiIhIBKoLJJXRnxg4RiKA9iEWEREREREJMMZ8AnQFjrHWLi/W1wP4EFhhrR3qRnwSXBohFhGRchljOgA3AkOAesAJ1tpPAiPG9wJzrbXfuBiiiIhIsEwFPgOWGmO+xtleEKA9cCSwC7jMndAk2LSGWEREymSM6QX8DycZ/pJC20wEpky3R2upREQkQlhrV+GMED8ENAQmBr4a4lSX7mqt/WXfzyCViUaIRUSkPHcB64H+QDxwWrH+JcCZ4Q5KREQkVKy1W4EZgS+JYBohFhGR8hyOU20znaL7NO6xAWgS3pBEREREDp1GiEVEpDxewFdGf2MgM0yxiIiIhJwxpiNwLs7OCilAVLFD/NbaYWEPTIJOI8QiIlKe74ExpXUYYxKBSThri0VERCo9Y8xZwAqcwlntcHKmqGJfyqMihEaIRUSkPHOAT40xi4AFgbbOxphmwJU406VPdSs4ERGRILsJ+AlnR4XtLsciIaY7GyIiUiZr7X+BEUAnYH6g+QHgWSAJGGmt/cmd6ERERIKuCfCUkuGqQSPEIiJSLmvtR8YYA/Rg7/SxNcCP1tqy1heLiIhUNitw6mNIFRDl95dWMFRERERERKTqMcYMAl4BRllrv3M7HgktJcQiIlImY8wxwLFAWyAZSAf+AJZYaz9xMzYREZFgM8a8CRigA/AzsA5nx4XC/NbaseGOTYJPCbGIiJQqUDTrdaAvJbebAGdP4m+B0621G8MZm4iISKgYY/7CeY8ri99a2yb00UioKSEWEZESjDHxwA9AR2Ae8CLwC5AB1AC6AGcCFwArgX7W2lx3ohURERE5OCqqJSIipTkT6AyMs9a+VqwvFfga+NoY8ynOVkwTgWfCG6KIiIjIodEIsYj8f3t3DGJHFUYB+CwRY6EYEESLFYnFDxYRwUYrK0FlK0EQq2BhVrDQxkLBRsRGsBEtFBQiCrZRiEgUsbBV0vxWYqEiosZAVIJZi9mFZfclecV7b8jO98HjMXducdozd+Ze2KeqTiW5sbsfnGPul0nOd/fGsnMBwCpV1U1Jbs6M42q7+8fVJ2LRrBADMMs9Sd6ac+7pJM8sMQsArFRVbSZ5PsmVvhM+tKI4LNG+Jx0AkOSWJD/NOffn7fkAcM2rqhNJ3sxwosJLGTaWfCPJa0l+SfJtkqdGC8hCKcQAzHJDknk3ybqY5PASswDAKj2b5HR3P5xhY8kk+aS7X0xyd4YjCD0IPiC8Mg3A5axX1bE55t2x9CQAsDp3ZVghToaHvklyfZJ097mqeifDp0Kvj5CNBVOIAbicV7d/V7OWq5/XCADXinPZ7knd/VdVXUiyvuv++SS3jRGMxVOIAZjl+NgBAGAkZzNsLrnjmySbVfVphk9On07y/RjBWDyFGIB9uvv9sTMAwEhOJjlRVYe7+98kLyf5PMnOMUsXkzw2VjgWyznEAAAAV1BVR5NsJPkvyWfdbYX4gFCIAQAAmCTHLgEAAMypqh6qqjNj52AxfEMMAACQpKruy3Ds0h9Jvuruf3bdezzJC0nuTfLnOAlZNIUYAACYtKo6kuRUkvt3Df9aVY8k+TvJBxmK8A9Jnkvy7qozshwKMQAAMHWvJHkgyUdJvk5yZ5LNJO8luTXDivETST7u7kvjRGQZFGIAAGDqNpJ82N1P7gxU1dkMhfhMkke3j2DigLGpFgAAMHW3J/liz9jO9dvK8MGlEAMAAFN3XZILe8Z2rn9fcRZWyCvTAAAAyXpVHdt1fWT7/2hV/bZ3cnd/t5pYLNPa1tbW2BkAAABGU1WXkswqRmszxteSbHX3oaUHY+msEAMAAFN3fOwAjMMKMQAAAJNkUy0AAAAmSSEGAABgkhRiAAAAJkkhBgAAYJIUYgAAACZJIQYAAGCS/gd3OzWBD5mzlAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, title=\"Test performances using all features\", rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "m8EeZuX6AZhO",
    "outputId": "37f7138c-27c8-47e8-d644-8d934a85c098",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "keys, values = prepare_dict(f1_train_scores)\n",
    "plot_boxplots(keys, values, title=\"Training performances using all features\", ylabel=\"F1 macro-averages\", baseline = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "cwkyR-STAZhb",
    "outputId": "62e708f4-3bb9-4470-e35f-23a72d2e9449"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "keys, values = prepare_dict(f1_micros)\n",
    "plot_boxplots(keys, values, title=\"Test micro-average scores using all features\", ylabel=\"F1 micro-averages\", baseline = 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "sHd88SF2AZhh"
   },
   "source": [
    "#### Plotting confusion matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "LAxOTpS1AZhj",
    "outputId": "0a947b60-f5be-464b-89dd-8d7474032fd2",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(y_preds[\"SVM\"], y_actuals, class_list, rotation = 20, title=\"SVM confusion matrix with all features\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ttAztvcgAZhs",
    "outputId": "5315df0d-788e-49bc-e266-af630b7cf9c7",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(y_preds[\"Decision tree\"],\n",
    "                      y_actuals,\n",
    "                      class_list,\n",
    "                      rotation = 20,\n",
    "                      title=\"Decision tree with maximum features\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "j7TbRUshAZh0",
    "outputId": "bcfb9065-f4fb-4727-800b-640215ece173",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(y_preds[\"Random forest\"],\n",
    "                      y_actuals,\n",
    "                      class_list,\n",
    "                      rotation = 20,\n",
    "                      title=\"Random forest using all features\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "B83D2I-vAZh5",
    "outputId": "00de8ca6-c772-4e21-a808-04426c5eb45b"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(y_preds[\"XGBoost\"],\n",
    "                      y_actuals,\n",
    "                      class_list,\n",
    "                      rotation = 20,\n",
    "                      title=\"XGBoost with maximum features\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2Z3SDf56AZh_"
   },
   "source": [
    "#### PCA analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2Td21BJeAZiB"
   },
   "outputs": [],
   "source": [
    "def get_pca_scatterplot(principal_components, data_y, class_list, title=\"Untitled scatterplot\"):\n",
    "    scat_data = principal_components.copy()\n",
    "    scat_data[\"diagnosis\"] = data_y\n",
    "    scat_data.set_index(\"diagnosis\", inplace=True)\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(10, 10))\n",
    "    for i in range(6):\n",
    "        sns.scatterplot(scat_data.loc[i, :][0], scat_data.loc[i, :][1], s=70)\n",
    "    sns.set(font_scale=1.3)\n",
    "    ax.set(ylabel = \"\", xlabel= \"\")\n",
    "    legend1 = ax.legend(class_list,\n",
    "                        loc=\"lower right\", title=\"Classes\")\n",
    "    plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "eZLJI6ImAZiE"
   },
   "outputs": [],
   "source": [
    "#temp_data = data_x[[\"crackles\", \"wheezes\", \"age\", \"root_mean_square_mean\"]]\n",
    "temp_data = standard_data_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "U7tL5ATNAZiI",
    "outputId": "a5bde961-33f3-4ef1-fdca-1620bfc34d8b",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The 8 components account for 0.9400544571191471 of variance\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-3.097337</td>\n",
       "      <td>0.485134</td>\n",
       "      <td>0.607252</td>\n",
       "      <td>2.048723</td>\n",
       "      <td>-0.749905</td>\n",
       "      <td>1.351635</td>\n",
       "      <td>0.371856</td>\n",
       "      <td>1.121791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.926007</td>\n",
       "      <td>2.993040</td>\n",
       "      <td>1.191993</td>\n",
       "      <td>-0.140314</td>\n",
       "      <td>-0.488505</td>\n",
       "      <td>-1.286281</td>\n",
       "      <td>0.684297</td>\n",
       "      <td>0.088343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.177646</td>\n",
       "      <td>1.113760</td>\n",
       "      <td>1.242311</td>\n",
       "      <td>-0.694682</td>\n",
       "      <td>-0.730067</td>\n",
       "      <td>-0.673017</td>\n",
       "      <td>1.093327</td>\n",
       "      <td>0.530894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.609183</td>\n",
       "      <td>4.162831</td>\n",
       "      <td>2.968460</td>\n",
       "      <td>0.159411</td>\n",
       "      <td>0.772755</td>\n",
       "      <td>1.038265</td>\n",
       "      <td>-0.411072</td>\n",
       "      <td>-0.140264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.267676</td>\n",
       "      <td>-1.814015</td>\n",
       "      <td>0.665720</td>\n",
       "      <td>0.953599</td>\n",
       "      <td>-0.572466</td>\n",
       "      <td>0.128866</td>\n",
       "      <td>0.995137</td>\n",
       "      <td>0.300502</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3         4         5         6  \\\n",
       "0 -3.097337  0.485134  0.607252  2.048723 -0.749905  1.351635  0.371856   \n",
       "1  1.926007  2.993040  1.191993 -0.140314 -0.488505 -1.286281  0.684297   \n",
       "2  2.177646  1.113760  1.242311 -0.694682 -0.730067 -0.673017  1.093327   \n",
       "3  2.609183  4.162831  2.968460  0.159411  0.772755  1.038265 -0.411072   \n",
       "4 -2.267676 -1.814015  0.665720  0.953599 -0.572466  0.128866  0.995137   \n",
       "\n",
       "          7  \n",
       "0  1.121791  \n",
       "1  0.088343  \n",
       "2  0.530894  \n",
       "3 -0.140264  \n",
       "4  0.300502  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_components = 8\n",
    "pca = PCA(n_components)\n",
    "principal_components = pca.fit_transform(temp_data)\n",
    "print(\"The\", n_components, \"components account for\", np.sum(pca.explained_variance_ratio_), \"of variance\")\n",
    "principal_components = pd.DataFrame(principal_components)\n",
    "principal_components.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "fxWgk8omAZiO",
    "outputId": "be34a0ae-aaa3-4b67-ca51-b1640e6c9ba0"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_pca_scatterplot(principal_components, data_y, class_list, \"Principal component scatterplot for all features\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "223cmUEzAZiS"
   },
   "source": [
    "#### Feature importance analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "NcQaN5lEAZiW"
   },
   "outputs": [],
   "source": [
    "#Sum of all importances for all estimators used in cross validation\n",
    "importances = [0] * len(classes)\n",
    "for est in estimators[\"Decision tree\"]:\n",
    "    importance = est.feature_importances_\n",
    "    for i in range(len(importances)):\n",
    "        importances[i] += importance[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "p1_5ggdtAZic"
   },
   "outputs": [],
   "source": [
    "sorted_indices = np.argsort(importances)\n",
    "sorted_importances = np.sort(importances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hvn7Ys7DAZii",
    "outputId": "d062a58c-270d-43e8-a699-f178d7edfcf2",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "\n",
    "plt.title('Feature Importances for Decision tree')\n",
    "plt.barh(range(len(sorted_indices)), sorted_importances, color='b', align='center')\n",
    "plt.yticks(range(len(sorted_indices)), [class_list[i] for i in sorted_indices])\n",
    "plt.xlabel('Relative Importance')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sum of all importances for all estimators used in cross validation\n",
    "importances = [0] * len(classes)\n",
    "for est in estimators[\"Random forest\"]:\n",
    "    importance = est.feature_importances_\n",
    "    for i in range(len(importances)):\n",
    "        importances[i] += importance[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_indices = np.argsort(importances)\n",
    "sorted_importances = np.sort(importances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "\n",
    "plt.title('Feature Importances for Random forest')\n",
    "plt.barh(range(len(sorted_indices)), sorted_importances, color='b', align='center')\n",
    "plt.yticks(range(len(sorted_indices)), [class_list[i] for i in sorted_indices])\n",
    "plt.xlabel('Relative Importance')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EYmNZmckAZim"
   },
   "source": [
    "From this we learn the following:\n",
    "\n",
    "1. RF and XGBoost are performing worse than DT, because they focus too much on the **majority classes**. A solution to this would be to introduce **class weights**.\n",
    "2. There are a lot of **irrelevant features**. Removing them might improve the results.\n",
    "\n",
    "The following 2 experiments aim to amend these issues."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LiW1H7soAZjW"
   },
   "source": [
    "## Experiment 2. Introducing class weights to models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Generating class weights for each data instance\n",
    "#Code source \"https://stackoverflow.com/questions/45811201/how-to-set-weights-in-multi-class-classification-in-xgboost-for-imbalanced-data\"\n",
    "def CreateBalancedSampleWeights(y_train, largest_class_weight_coef):\n",
    "    classes = np.unique(y_train, axis = 0)\n",
    "    classes.sort()\n",
    "    class_samples = np.bincount(y_train)\n",
    "    total_samples = class_samples.sum()\n",
    "    n_classes = len(class_samples)\n",
    "    weights = total_samples / (n_classes * class_samples * 1.0)\n",
    "    class_weight_dict = {key : value for (key, value) in zip(classes, weights)}\n",
    "    class_weight_dict[classes[1]] = class_weight_dict[classes[1]] * 9999999 #largest_class_weight_coef\n",
    "    sample_weights = [class_weight_dict[y] for y in y_train]\n",
    "    return sample_weights\n",
    "\n",
    "largest_class_weight_coef = data_y.value_counts(normalize=1).iloc[0] #occurance rate of most frequent class\n",
    "weights = CreateBalancedSampleWeights(data_y, largest_class_weight_coef)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3xDdFzEOAZjZ"
   },
   "outputs": [],
   "source": [
    "models = [\n",
    "    (\"Decision tree (class weights)\", DecisionTreeClassifier(class_weight=\"balanced\")),\n",
    "    (\"Random forest (class weights)\", RandomForestClassifier(n_estimators=250, class_weight=\"balanced\", max_samples=0.3, max_features=0.9)),\n",
    "    (\"XGBoost (class weights)\", XGBClassifier(weigths=weights, learning_rate=0.1, n_estimators=91, min_child_weight=3, max_depth=4, gamma=0.1, reg_alpha=0.01)),\n",
    "    (\"SVM (class weights)\", SVC(kernel=\"sigmoid\", C=12, gamma=0.0055, class_weight=\"balanced\")),\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "D-zpu89oAZjg"
   },
   "outputs": [],
   "source": [
    "for item in models:    \n",
    "    name = item[0]\n",
    "    model = item[1]\n",
    "    temp_f1 = []\n",
    "    temp_f1_micro = []\n",
    "    temp_y_preds = []\n",
    "    temp_f1_train = []\n",
    "    temp_estimators = []\n",
    "    \n",
    "    for _ in range(times):\n",
    "        standard_data_x, data_y = normalize_and_shuffle(all_data)\n",
    "        cv = cross_validate(estimator=model, \n",
    "                            X=standard_data_x, \n",
    "                            y=data_y, \n",
    "                            cv=5, \n",
    "                            scoring=scoring, \n",
    "                            verbose=0, \n",
    "                            return_train_score=True,\n",
    "                            return_estimator=True)\n",
    "        cv_pred = cross_val_predict(estimator=model, X=standard_data_x, y=data_y, cv=5)\n",
    "        temp_f1.extend(cv[\"test_f1_macro\"])\n",
    "        temp_f1_micro.extend(cv[\"test_f1_micro\"])\n",
    "        temp_f1_train.extend(cv[\"train_f1_macro\"])\n",
    "        temp_estimators.extend(cv[\"estimator\"])\n",
    "        temp_y_preds.extend(cv_pred)\n",
    "        \n",
    "    f1_scores[name] = temp_f1\n",
    "    f1_micros[name] = temp_f1_micro\n",
    "    f1_train_scores[name] = temp_f1_train\n",
    "    y_preds[name] = temp_y_preds\n",
    "    estimators[name] = temp_estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8gtoTS3HAZjm"
   },
   "outputs": [],
   "source": [
    "keys, values = prepare_dict(f1_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "RZ7YbCdhAZjs",
    "outputId": "9ab17945-0629-4f5a-bcd0-2889ef2e7ae1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, title=\"Model performances on all data\", rotation=10, models=[\"Decision tree (class weights)\", \"Random forest (class weights)\", \"XGBoost (class weights)\", \"SVM (class weights)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "T-QuciozAZj3",
    "outputId": "3c377478-edff-4a2b-b1a7-34700d795d62"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, title=\"Model performances on all data\", models=[\"Decision tree (class weights)\", \"Decision tree\"], figsize=(8,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "L1-D1Z1EAZj-",
    "outputId": "4159ce46-58f9-48f7-938a-d994c7d611b9"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, title=\"Model performances on all data\", models=[\"Random forest (class weights)\", \"Random forest (size limit)\", \"Random forest\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#XGBOOST BOXPLOTS\n",
    "plot_boxplots(keys, values, title=\"Model performances on all data\", models=[\"XGBoost (class weights)\", \"XGBoost\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "d7K3BduvAZkD",
    "outputId": "ee994a23-c6ed-4eb8-fe05-df0fe24c770c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, title=\"Model performances on all data\", models=[\"SVM (class weights)\", \"SVM\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "N4s3RP6uAZkP"
   },
   "source": [
    "**Results**: Decision tree, Random forest and SVM improved from introducing class weights. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "IfIMaSTyAZkQ"
   },
   "source": [
    "## Experiment 3. Training with fewer features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "HEsLHQ_VAZkR",
    "outputId": "b39a2d6d-2f01-4b41-e354-67e392bb7de8"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZUlFRUVb/1a5dW9HR0Tp+/LilvIuLi6R/vt2MiYlRVFSUcubMKU9PT6tyz0L37t1tvgHevHmz7t+/rzZt2tjUv1atWoqPj9eBAwfSfMx8+fLZdI8JDAyUYRjq0qWLzXJJOnv2rM1+OnXqZHV3K0uWLGrfvr2uX79u6YKwd+9e3blzR6GhoVZl3dzc1KVLF8XExOjgwYNW+3V3d091/3knJyfLt5n379/XjRs3FBUVpSpVqkhSku3Ypk0bqzplzpxZvr6+Vl1Odu/erevXr6tnz57KlSuXzT4Sv1FPTZslHnPr1q26e/duqp5ncuLi4rRz5075+vrafCue2JXl66+/ttkuqdffk0h8bjExMZZl69evV4kSJVSyZEmr8xIXF6fKlSvrm2++sYyn2bBhg+zs7DR8+HCbuxUp3b2Q/nlNXbp0SUePHk1VnX/44Qf99ddfatu2rTw8PCzLnZyc1LNnTyUkJGjbtm1W2zg6Olq+HU+U+O17Uu+VtOjRo4fNstRc257GdSTxjnZS46c2bNggSRo6dKjNOCE7O7tHPr/E625CQoKio6MVFRWlMmXKyMXFxer9mviaioiIsOrm96DECQIOHjxocxf+cQQFBenixYs6f/68ZT++vr6qW7eufvvtN129etWyPHv27Jaucr/88ot+++03NWvWTHfv3rU6xxUrVlTGjBm1b9++ZI8bFxen3bt3W7r5JbKzs0txprb69etbTUZib2+vihUr6tKlSzZdQZOSeL527dpl9V5NTmL7p+Xc4tmiexhgcoUKFbJ8GE3KmTNnZBiG1fSsD0v8IyT9M15h8uTJOnLkiG7fvm1VLrEb0rOS1P5Pnz4tSSnO+PJg/VOrQIECNsuyZMmS5LrELhrXr1+32SapmWSKFy8uSZaxHpGRkZKkEiVKPLJsIk9Pz0d+QE3K4sWLtXz5cp06dUoJCQlW627evGlTPrFb14OyZctm9VwTA0ypUqVSPHZq2qx58+basGGDpk2bprlz58rf31/VqlVT06ZNlTdv3hSPk9K+Y2NjkzzPOXLkUM6cOZP8rYWn/fpO/AD0YBg8c+aM7t+/r8qVKye73fXr15UrVy6dO3dOefLkUY4cOVJ97KFDh+r1119Xx44dlTt3blWsWFG1atVS/fr1U5xl7HFeo4llEuXOndvmg3riB7uk3itpkVTbpOba9jSuI4nhwzAMm3Xnzp2Tg4NDsmNdHmXfvn2aPn26jh8/bgmtiR58v4aGhmrHjh167733NG7cOAUGBqpGjRpq3Lix5XXi6empV199VbNnz1bVqlVVqlQpVa5cWQ0bNpSvr+8j6xIUFKQpU6bo4MGDlm6VrVu3VqVKlST9M96pQYMGOnLkiKpUqWI5L4nneNKkSZo0aVKS+07pHF+5ckV3795VkSJFbNYltSxRctcuSbpx44alK2FygoKC1LRpU61atUrr1q2zjGlp1KhRktf1xPZ/nDCK54vQArzgDMOQg4ODZs6cmeyH38QPKJGRkerSpYuyZs2qfv36qUiRIsqUKZPs7Ow0evToRw4mTZTSxTylfWTKlCnJ+kv/9F13d3dPcrsnmd45pW/Wk1uX1IeWZ+VRf3CTMmvWLI0fP17Vq1dXaGiocuXKpQwZMuiPP/7QO++8YxNipOS/uU/Lc01Nm2XMmFELFy7U8ePHtWfPHh05ckSTJ09WWFiYPvvsM9WpUyfVx0+rpF5/T+LkyZOSrD9wGYahUqVKWfWrf9jTmAktMDBQX3/9tfbu3atDhw5ZxkaUKFFCS5cutQTzpyGl99DTeK84ODgkOctZaq5tT+M6khgKnlYQS/Tdd9/p1VdfVeHChTVs2DAVKFDA8locNGiQ1fs1R44cCg8P1zfffKP9+/frm2++0ZgxYzRlyhTNnj3bMgZs2LBhateunXbu3KkjR45oxYoVmj17tvr06aN//etfKdanbNmycnFx0cGDBxUYGKi///5bQUFBcnd3V4kSJXTgwAEVKFBA0dHRVuNZEs9xr169VLVq1ST3/bRn+ZNSvuv4OK8/Ozs7TZgwQb1799bu3bv17bffavbs2Zo2bZpGjhypTp06WZW/ceOGJCl79uxPVnE8dYQW4AVXqFAh7d+/XwUKFHjkN8kRERGKjY3V7NmzVb58ectywzB07do1m98lSC6cODg4yM3NzXJxf1Bqf004caBjjhw5UryjlN5Onz6t4OBgq2WnTp2S9N9vAhP//9tvv6lixYo22z9Y5kmsX79enp6emjVrllUbJTVDWWokvn5OnDiR4p2CtLSZn5+fpUvIxYsX1bJlS02ePDlNocXd3V2ZMmXSb7/9ZrPu2rVrunr1qlX3k2dl5cqVkmT1uihUqJCioqJUuXLlR35TW7hwYe3atUtRUVFputvi6uqqhg0bqmHDhpKkhQsXasyYMQoPD1f37t2T3ObB1+jDEl+jSd2dfBJp/cY6Nde2p3EdyZ8/v1xcXJKcFa1w4cLat2+ffv31V5UpUyZV+/3yyy8VHx+v2bNnW3VziomJUXR0tE15BwcHBQUFWQLDzz//rLZt22r69OmaPn26pZynp6dCQ0MVGhqqO3fu6JVXXtHMmTPVo0ePFMNDhgwZFBgYaAktGTNmtEyMEBQUpB07dlheJw+GlsQ2cHR0TNM5zpkzpzJmzKjff//dZl1Sy1LrUa+zxBnFXn31VV2/fl0hISGaMGGCTWhJbH8vL68nrhOeLsa0AC+4xJmrPvvssyT7QCf+zoX032+sHv52atmyZbp27ZrNti4uLkkGE+mfDwlHjx61Gqdw7dq1R065+bDGjRsrQ4YMmjJlSpJjHm7evGnTnSI9LF261Ko/9M2bN7V8+XJly5bNEgCrVq0qZ2dnLVq0yKrrXUxMjBYvXixXV1erDwEpSZwlK6nzb29vLzs7O6t2vH//fpKzhqVG9erVlS1bNs2ZM8dqytlEicdLTZsl1S88X758yp49e7KvrUdxdHRUcHCwfvjhB+3fv99q3YwZM2QYRpLT/D5Nc+fO1aZNm1SmTBk1aNDAsrxly5b666+/kv1Rxwffj82aNZNhGPr0009t3pOP+gY5qfOaOCtZSncKfH19lTt3bq1evdqqK8+9e/c0d+5c2dvbP/W7Xy4uLoqPj3+s8QQPSs217WlcRxwdHVWuXLkkp8Ju2rSppS4P7+dRbZXcnYLp06fbbJtUuxYvXlxOTk6W90t0dLTNHW1nZ2cVLVpUhmEk2T30YUFBQbp69aqWLFmigIAAy+8ABQUF6cKFC1q3bp1y586tokWLWrbx8fFRsWLFtHTpUpsuhNJ/x9clx9HRUdWrV9d3331nNY7HMAzNmzfvkXV+FBcXlySf+/Xr123Oc7Zs2ZQ/f37dvn3bpj2PHz+u3LlzP5cfcEbqcKcFeMElTu85bdo0tWrVSg0aNFCuXLn0999/68cff9S+ffssf4SDg4M1ceJEDRs2TJ07d5arq6u+/fZb7d27N8lvV/39/bVmzRpNmTJFRYoUsXygcXZ2VpcuXTRixAh169ZNzZo1040bN7RixQoVKFAgVWNQ8ufPr/fee0+jRo1S48aN1bx5c+XLl09RUVE6efKktm3bpi1btjzzXx1/lKxZs6pdu3Zq1aqVZRrjv/76Sx9//LHlD3727Nk1dOhQjRkzRu3atVPLli2VkJCgNWvWKDIyUmPGjHnsH4709fWVnZ2dpk2bpqioKLm4uKhgwYIqW7asGjRooMmTJ+vVV19V3bp1FR0drQ0bNjzxDwlmzpxZH374oQYPHqxmzZpZpjy+evWq9uzZo969eys4ODhVbRYWFqZDhw4pODhYBQoUUEJCgrZv365z587Z/P5DagwdOlQHDhxQ37591blzZxUoUECHDx/W5s2bValSJcuv2D+pM2fOWH5TJDY2VufPn9eOHTt05swZlS1bVmFhYVbdp7p37679+/fro48+0oEDB1SxYkVlzpxZf/75pw4cOKDMmTNbPqA1adJEERERCg8P19mzZ1WrVi25ubnp7NmzOnDggNavX59svRo0aKDAwECVLVvW8n5fsWKFnJyc1KhRo2S3c3R01LvvvqtBgwapbdu2CgkJkYuLizZu3Kjvv/9e/fv3fyp3Ax/k7++vL774QqNGjVL16tWVIUMG+fv7K3/+/Clul5pr29O6jjRs2FB79+7VTz/9ZHVHpVy5curRo4fmzp2rNm3aqGHDhvLw8FBkZKQ2b96sNWvWWL5oeFj9+vW1aNEi9ezZU+3bt5eDg4P27t2r06dP20wh//bbb+vq1auqUqWK8ufPr9jYWG3cuFGxsbGWCTv27dunDz74QPXr11fhwoXl4uKiH3/8UeHh4SpXrtxjfdhO/PLk9OnTatasmWV5xYoV5eDgoFOnTtm8h+zt7TVu3Di98soratasmdq0aaPixYsrNjZW586dU0REhN58880Ufwx5yJAh2r9/v1555RV16dLFMuVxYtB+knEk/v7+2rNnj0aPHi0/Pz85ODiocuXKWrNmjZYsWaK6devK09PTMkX8gQMH1LRpU6vrZnR0tI4ePaoOHTqkuR54dggtwEtg0KBB8vHx0eLFizV//nzFxsYqZ86cKlGihOVHCqV/bu/PnDlTEydO1PTp0y3fLC5ZskTvvvuu1TeX0j+/axEdHa1FixYpOjpahmFo165dypMnj1q2bKnLly9r6dKl+uijj+Tp6alBgwYpLi4u1bOQtWvXTkWLFtXcuXO1bNkyxcTEKFu2bCpatKiGDBmSpq4zT9vw4cN18OBBLV68WFevXlWRIkU0ceJEq984kWQZYzJv3jxNnTpVdnZ2KlWqlKZPn275/YPHUbBgQX344YeaPXu23n//fd2/f19t27ZV2bJl1adPH0lSeHi4xo4dKw8PD8sHtQc/gKRFvXr1tGTJEs2YMUMrV67UrVu3lDNnTpUvX94yUFt6/DarV6+erl69qk2bNunq1atydnZW4cKFNWbMGLVp0ybN9SxYsKBWrVqlSZMmae3atYqOjlaePHnUt29fvfbaa09tlrC9e/dq7969srOzk4uLizw8PFS6dGkNGjRI9erVszmOk5OTZs2apSVLlmj9+vWaOnWqJClXrlzy8/NTq1atLGXt7Ow0adIkLVmyRKtXr9bnn38ue3t7FSxY0NLlKzk9e/bU7t27tXDhQsXExMjd3V0BAQHq06fPIweL16tXT3PnztX06dM1a9YsxcfHq1ixYho7duwTtUlymjdvrhMnTmjTpk3atGmTEhISNG7cuEeGFunxr23S07mONG3aVOPGjdO6detsuoG9+eabKlWqlJYuXarZs2fLMAzlyZNHwcHBli8uklKhQgVNnjxZ//nPfzRx4kRlypRJVatW1eLFi9WuXTursi1bttTatWu1Zs0aRUVFyc3NTcWLF1dYWJjl7mHp0qVVt25dHTp0yBKo8+bNq379+qU4C9eDSpcuraxZs+rGjRtWd3/d3NxUpkwZff/990neFfbx8dGaNWs0Y8YMbdu2TV988YUyZ86s/PnzKyQkxDKYPznFixfX4sWLNW7cOC1YsEDOzs6qVauWRo0apXr16qVpjF+iV155RRcvXtSmTZu0ZMkSGYahJUuWKCgoSCdPntSOHTt0+fJlOTg4qECBAhoxYoTNrHibN2/W3bt31b59+zTXA8+OnfE8R5wCwAtm5cqVGjlypJYsWWI1DgjAy2natGmaN2+etm3b9lQnNEDyjh8/rnbt2mn48OGWH3993gzDUIsWLVSkSBFNnjw5XeqAlDGmBQAA4P/16NHDqhsfnq6Hf1vFMAzNnj1bkpKdlex52LJli86cOaNhw4alWx2QMrqHAQAA/D9nZ2ft3Lkzvavx0mrWrJmqVq0qLy8v3b59W9u2bdPRo0fVrFkzlSxZMt3q9eBMfDAnQgsAAACeizp16mjnzp1at26d4uLiVLBgQQ0ZMkS9evVK76rB5BjTAgAAAMDUGNMCAAAAwNQILQAAAABMjTEteCzXrt1SQgI9Cc3A3d1VV6+m7pel8ezQHuZCe5gL7WEutIf50Cb/ZW9vp+zZk/6RVonQgseUkGAQWkyEtjAX2sNcaA9zoT3MhfYwH9rk8dA9DAAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmG+qJa8AACAASURBVBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICp2RmGYaR3JQAAAACkvzt34xR9M/a5H9fe3k7u7q7Jrnd8jnXBC6znhxH6+9rzfwEDAADg+dkwoYWi07sSSaB7GAAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMDVCCwAAAABTI7QAAAAAMLWXPrTUrl1b/fr1e2S58PBweXt7KzIy8jnU6tmYOnWqvL2907saAAAAwFPl+DiFwsPD9dZbb1ktc3d3V8mSJdW3b19VrFjxmVTuZbJx40ZdvnxZ3bt3T++qAAAAAC+UxwotiYYMGaK8efPKMAxdvnxZq1atUo8ePbRs2TL5+vo+qzo+Fy1atFCTJk3k5OT0TPa/ceNGnThx4pmGltdee029e/d+ZvsHAAAA0kOqQkvNmjVVqlQpy+PmzZurRo0a2rJlS7Kh5fbt23JxcXmyWj4HDg4OcnBwSO9qPBFHR0c5OqaqSQEAAADTe6IxLdmzZ5ejo6Pi4uIkSYcOHZK3t7e++uorTZgwQdWqVVO5cuUs5c+fP6+BAweqQoUK8vPzU8eOHXXo0CGrfSaOLTl27JjGjBmjoKAg+fv7q3///oqKirKpw86dO9W5c2cFBAQoMDBQHTp00NatW23KHT58WG3atJGvr6/q1KmjtWvXJnnch8e07NixQx06dJC/v78CAwPVv39/nTt3zmb/3333nXr16qXy5csrICBALVu21MqVKyVJXbt21bZt23Tx4kV5e3vL29tbtWvXliTdu3dPkydPVuvWrRUYGCh/f3916tRJBw8etDnGxo0b1bp1awUEBKhcuXJq1qyZFixYYFmf1JiWffv2qWPHjpZ6NWjQQJ999pnNvgEAAACzStXX8jdv3rQEh8uXL2vu3Lmys7NTo0aNrMqFhYXJ2dlZr776qm7duiVJunLlijp27Kh79+6pa9eucnV11apVq9SzZ0/NmTNHlSpVstrH+++/r2zZsmnAgAGKjIzUggUL9MEHH2jSpEmWMitXrtTIkSMtY2syZ86sn376Sfv27VPdunUt5c6ePavBgwcrJCRErVu31qpVqzRixAiVKVNGJUqUSPb5hoeH6+2331ZwcLDeeOMN3bp1S4sWLVKnTp20bt065cyZU5K0e/du9evXT7lz51b37t3l7u6ukydPaufOnQoJCVHfvn1169Yt/fHHH5axQZkzZ5YkxcTEaOXKlWratKlCQkJ069YtrVq1Sr169dLKlSstd7b27dunf/3rX6pfv77atWun+Ph4nTp1SkePHlW3bt2SrP9vv/2mPn36qFy5choyZIjs7e117tw5ffvtt49ubAAAAMAkUhVaQkNDrR67uLho4sSJ8vPzs1oeFxenpUuXKmPGjJZlM2fO1JUrV7R8+XL5+/tLktq2bavGjRvrk08+UXh4uNU+cuTIodmzZ8vOzk6SlJCQoEWLFik6Olpubm6Kjo7W2LFjFRAQoIULF1qNRTEMw2pfp0+f1rJlyyx3fRo1aqSaNWsqPDxcb775ZpLP9datWxo7dqw6d+6sd99917K8UaNGatq0qebPn69hw4YpPj5e//73v5UnTx6tWbNGbm5uNvWoWrWqlixZouvXr6tFixZWx8maNau2b99uVf927dqpUaNGWrRokcaOHSvpnztKJUqU0NSpU5Osb1L27dunjBkzat68eS981zcAAAD870pVaHn//ffl6ekpSfr777/1xRdfaNiwYZozZ47Kly9vKdeqVSurwCJJu3btUkBAgCWwSFKWLFnUqlUrzZw5U5cvX5aHh4dlXYcOHSyBRZLKly+v+fPn6+LFiypZsqT27t2r27dvq0+fPjaD5x/cTpK8vb2tuqnlyJFDRYoU0YULF5J9rvv371d0dLQaNWpk1S0tc+bMKlmypA4fPixJ+umnn3Tx4kW9++67VoElqXok5cGxNAkJCbp586YSEhLk4+Ojn3/+2epc/fnnnzp+/LhNSExOlixZFBsbqz179ig4OPixtgEAAMD/Ng8Pt0cXes5SFVr8/PysBuI3aNBA9erV05gxY7RmzRrL8gIFCths+8cff1gFh0RFixa1rH8wtOTNm9eqXJYsWST900VNkiVwpNS9K1G+fPlslmXNmlU3btxIdpuzZ89Kkjp37pzk+oIFC0qSZQzM49QjOWvWrNHcuXP1+++/6/79+5blD57HTp066auvvlK7du1UoEABVa1aVQ0bNlSVKlWS3W/jxo21cuVK9enTRx4eHqpSpYrq1aununXrPlagAgAAwP+ey5ejn/sx7e3t5O7umuz6J5pqKlOmTPLz89PWrVt1+/Zty3JnZ+cn2a0kJdud6eGuX4/D3j718w0kHmfChAnKkSOHzfqH7ySl1bp16zRixAjVrVtXPXv2lLu7uxwcHDRjxgyrO0Hu7u5au3at9u3bp927d2v37t1avny52rRpY+lC9jBnZ2ctWbJEhw4d0q5du7Rnzx6tW7dOVatW1axZs+gyBgAAgBfCE8+Pmzhz2IOhJSn58uXT77//brM8cVlSd0NSkthN7bfffkvyzs6TSryT4uHhYTNJQFLlfvvttxTLJXdnY8uWLSpYsKDCwsKsykyZMsWmrJOTk2rVqqVatWrJMAyNHj1aS5YsUd++fS3n42H29vaqXLmyKleurBEjRmjWrFkaP368Dh8+rMqVKydbXwAAAMAsnmjK45s3b+rYsWPKmTOn3N3dUyxbs2ZNfffdd/r+++8ty6KjoxUeHq4yZcpYdQ17HFWrVpWLi4tmzJihe/fuWa1Ly92Yh1WrVk2urq6aMWOGJZg9KHGcS+nSpZU/f37Nnz9f0dHWt9IerEemTJls1kv/vaP0YNnjx4/r2LFjVuWuXbtm9djOzs4yvfHdu3eTfA4PbyPJ0r0vuW0AAAAAs0nVnZZdu3bp119/lfTPlMerVq3S9evXNWrUqEeOkejdu7c2btyoXr16WU15fO3aNU2YMCHVFXdzc9OIESP03nvvKSQkRE2aNFHmzJn1888/y8nJSaNGjUr1Ph/e/7vvvqsRI0aoTZs2aty4sbJly6aLFy9q+/btqlOnjoYMGSIHBweNGjVK/fr1U8uWLdWqVSvlzJlTp06d0qVLlxQWFiZJ8vHx0YYNG/TRRx/J19dXLi4uql27toKDgxUREaH+/fsrODhYkZGR+uKLL1S8eHGru1cjR47UjRs3FBQUpNy5c+vPP//U4sWLVapUKRUrVizJ5zBt2jQdOXJENWrUUIECBRQVFaWlS5cqT548CgwMfKLzAwAAADwvqQotEydOtPzb2dlZXl5emjBhgpo2bfrIbXPmzKlly5bp008/1YIFC3Tv3j2VKVMmyd9oeVzt27eXu7u7Zs2apc8//1wZMmRQ8eLF9eqrr6Zpfw9r2bKlcufOrZkzZ2rmzJmKi4tTnjx5VLFiRTVp0sRSrmbNmpo/f77CwsI0Z84cSVLhwoWtBvG3b99eP/30k9asWaP58+crf/78ql27tlq3bm2ZCnrv3r0qXry4Pv30U23evNkyQ5kkNW/eXCtWrNDSpUt18+ZNeXh4qGHDhhowYECyY3Zq166tixcvKjw8XNeuXVP27NlVsWJFDRgwwGamMwAAAMCs7Iyn0ZcKL72eH0bo72ux6V0NAAAAPEMbJrQw5exhTzSmBQAAAACeNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFMjtAAAAAAwNUILAAAAAFOzMwzDSO9KAAAAAEh/d+7GKfpm7HM/rr29ndzdXZNd7/gc64IX2NWrMUpIIN+agYeHmy5fjk7vauD/0R7mQnuYC+1hLrSH+dAmj4/uYQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMjdACAAAAwNQILQAAAABMzTG9K4AXg7u7a3pXAQ/w8HBL7yrgAbSHudAeqXfnbpyib8amdzUAIFmEFjyWnh9G6O9r/EEDgJfRhgktFJ3elQCAFNA9DAAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqh5SXRtWtXde3aNb2rAQAAADx1juldgaSEh4frrbfesjzOmDGj8ufPrzp16qhPnz5yc3NLx9oBAAAAeJ5MGVoSDRkyRHnz5lVsbKz279+vWbNm6fDhw1q+fLns7OzSu3qmMmfOnPSuAgAAAPBMmDq01KxZU6VKlZIkdejQQQMHDtSWLVv03XffqVy5culcO3NxcnJK7yoAAAAAz8QLNaalUqVKkqSLFy9q6tSp8vb21oULFzR8+HAFBgYqMDBQb731lmJjY222Xb16tVq1aqWyZcuqUqVKevPNN3XlyhWrMt7e3po6darNtrVr19aIESMsj8PDw+Xt7a2jR49q1KhRqlSpkipUqKCPPvpICQkJunLligYMGKBy5cqpSpUqSd4FuXr1qt566y0FBQXJ19dXrVq10ubNm63KHDp0SN7e3oqIiNDnn3+u6tWry9fXV926ddO5c+esyj48puXevXuaPHmyWrdurcDAQPn7+6tTp046ePDgY5xpAAAAwDxeqNBy4cIFSVK2bNksywYOHKg7d+5o6NChatSokcLDwxUWFma1XVhYmEaOHKlixYrprbfeUufOnbVt2zaFhobqzp07aa7P+++/r0uXLmngwIGqUqWK5s+frxkzZqhnz57KmjWrhg0bpsKFC2vcuHE6cuSIZbs7d+6oa9eu+vLLL9WqVSu98cYbcnJy0qBBg7Ru3Tqb40yfPl3bt29Xr1691Lt3bx0/flzDhg1LsW4xMTFauXKlKlasqGHDhun1119XVFSUevXqpV9++SXNzxkAAAB43kzdPezmzZuKiorSnTt3tG/fPi1dulTu7u4qX768jh07Jkny9fXVBx98YNnm+vXrWrVqld544w1JUmRkpKZNm6Y33nhDPXr0sJSrUaOGOnTooDVr1qhjx45pql+ePHk0Y8YMSVLnzp3VuHFjTZ48WX379tXgwYMlSU2bNlX16tUVHh6u8uXLS5KWL1+u06dPa+LEiWrcuLGkf7q/hYSEaNy4cWrcuLEyZMhgOU5cXJzCw8Mty7JmzaoxY8bo119/lZeXV5J1y5o1q7Zv327Vbaxdu3Zq1KiRFi1apLFjx6bpOQMAAADPm6lDS2hoqNXjokWL6pNPPlGmTJksyzp06GBVpnz58vr6668VExMjV1dXbd26VYZhqF69eoqKirKU8/T0lIeHhw4fPpzm0NK2bVurx35+fjp9+rTV8ixZsqhIkSKKjIy0LNu9e7dy586tRo0aWZY5OTmpY8eOGjVqlH766Sf5+/tb1rVp08YqxCSGnwsXLiQbWhwcHOTg4CBJSkhI0M2bN5WQkCAfHx/9/PPPaXq+AICXl4fHs5mZ81ntF2lDe5gPbfJ4TB1a3n//fXl6esrBwUG5cuVSkSJFbMrkzZvX6nGWLFkkSTdu3JCrq6vOnj2rhIQE1a1bN8ljPBhkUuvhY7u6uia53M3NTTdv3rQ8vnjxogoXLmwzA1rRokUlSX/88YdVaEnuOT64z6SsWbNGc+fO1e+//6779+9blhcoUCDF7QAA/3suX45+6vv08HB7JvtF2tAe5kOb/Je9vZ3c3V2TXW/q0OLn52eZPSw5iXcTHmYYhqR/7jI4ODho1qxZSU6TnBgAUhIfH5+qYye1PLE+afGo55iUdevWacSIEapbt6569uwpd3d3OTg4aMaMGZaxQQAAAMCLwNSh5Wnw9PRUfHy8ChUq9Mg7DFmzZrW5e3Hv3j1dvnz5qdYpf/78OnXqlAzDsApSv//+uyQpX758T3yMLVu2qGDBggoLC7M6xpQpU5543wAAAMDz9ELNHpYW9erVk729vT7//HObdQkJCbp+/brlccGCBa1m+ZKkFStWJHunJa1q1KihS5cuWU1xfO/ePS1btkw5c+ZUmTJlnvgYiXdnHrwbc/z4ccsEBgAAAMCL4qW/01KoUCENHDhQkyZN0oULF1SrVi1lypRJFy5c0JYtW/Taa68pJCREkhQSEqJRo0ZpwIABqlKlik6cOKG9e/cqe/bsT7VO7du31/LlyzV8+HD98MMPyps3rzZu3KhffvlF48aNsxp0n1bBwcGKiIhQ//79FRwcrMjISH3xxRcqXry4bt++/RSeBQAAAPB8vPShRZJee+01FSpUSAsXLtTUqVNlZ2enfPnyqW7duqpSpYqlXLt27RQZGalVq1Zpz549CgwM1Lx589S9e/enWh9nZ2ctXLhQEyZM0OrVq3Xr1i0VL15ckyZNsppR7Em0bt1aV65c0fLly7V3714VL15cn376qTZv3qzDhw8/lWMAAAAAz4Od8SQjxPE/o+eHEfr7Wmx6VwMA8AxsmNCC2cP+B9Ae5kOb/NejZg976ce0AAAAAHixEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpOaZ3BfBimDOyfnpXAQDwjNy5G5feVQCAFBFa8FiuXo1RQoKR3tWAJA8PN12+HJ3e1cD/oz3MhfYAgJcT3cMAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpEVoAAAAAmBqhBQAAAICpOaZ3BfBicHd3Te8q4AEeHm7pXYUX2p27cYq+GZve1QAAAI+J0ILH0vPDCP19jQ95eDlsmNBC0eldCQAA8NjoHgYAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0GICtWvX1ogRIx67bL9+/Z5xjQAAAADzILRICg8Pl7e3t3755Zck17do0UJdu3Z9bvU5ffq0pk6dqsjIyOd2TAAAAMCsCC0m9PvvvyssLEwXL15M76oAAAAA6Y7QAgAAAMDUCC1pkJCQoDlz5qhRo0by8fFRtWrVNHr0aN26dcuq3OrVqxUaGqrKlSvLx8dHjRs31tKlS1Pcd3h4uPr37y9JCg0Nlbe3t7y9vXXo0CGrcocPH1abNm3k6+urOnXqaO3atZZ1Bw8elLe3t77++mub/a9YsULe3t46depUWp8+AAAA8Fw5pncFzOTmzZuKioqyWZ6QkGD1+J133tGGDRvUpk0bdevWTefOndPixYt16tQpzZ8/X3Z2dpKkZcuWqUSJEqpdu7YcHR21Y8cOvf/++zIMQ507d06yDhUqVFC3bt20YMEC9e3bV0WLFpUkFStWzFLm7NmzGjx4sEJCQtS6dWutWrVKI0aMUJkyZVSiRAlVqlRJefPm1YYNG1SvXj2r/W/YsEGlS5dW8eLFn+hcAQAAAM8LoeUBoaGhya6rWLGiJOnIkSMKDw/XlClT1KBBA8t6X19fDRkyRHv27FGNGjUkSYsXL5azs7OlTJcuXdSzZ0/Nmzcv2dBSsGBBVaxYUQsWLFCVKlVUqVIlmzKnT5/WsmXLVK5cOUlSo0aNVLNmTYWHh+vNN9+UnZ2dmjVrpgULFigmJkaurq6SpD///FPffPON3nzzzVSeGQAAACD9EFoe8P7778vT09Nm+ahRoyz/3rx5s7Jly6YKFSpY3ZUpX768HBwcdPjwYUtoeTCwREdH6/79+6pYsaL27t2r6Ohoubm5pame3t7elsAiSTly5FCRIkV04cIFy7KWLVtq5syZioiIUOvWrSVJX375pezs7NSkSZM0HRd4mXh4pO3996z3hSdHe5gL7WEutIf50CaPh9DyAD8/P5UqVcpmuYuLi+Xf586d0/Xr11W5cuUk9/FgkPn22281depUHTt2TLGxsVblniS05MuXz2ZZ1qxZdePGDcvjYsWKqUyZMvryyy8toWXDhg0KCgpSrly50nRc4GVy+XL0U9mPh4fbU9sXnhztYS60h7nQHuZDm/yXvb2d3N1dk11PaEmlhIQEeXh4aNy4cUmuTwwE58+fV/fu3VW0aFGNGDFCefPmVYYMGbRr1y7Nnz/fZpxMatjbP978CS1bttTHH3+sK1euKCoqSidPntTHH3+c5uMCAAAA6YHQkkqenp46dOiQypcvLycnp2TLbd++Xffu3dP06dOt7ow8PAvYs9S0aVN98skn2rhxo65cuSJnZ2ebgfkAAACA2THlcSo1aNBA9+/f18yZM23W3bt3TzExMZIkBwcHSZJhGJb10dHRWr169SOPkdgdLTr6yW4X5siRQ9WrV9eGDRu0ceNG1a5d2zIoHwAAAHhRcKcllYKCghQSEqKpU6fqxx9/VOXKlWVvb6+zZ8/qq6++0vjx41WlShVVrVpVGTJkUN++fdWhQwfdunVLK1eulLu7uy5fvpziMUqWLClHR0fNmjVL0dHRcnJyUlBQkNzd3VNd3+bNm2vIkCGSpHfffTdNzxkAAABIT4SWNBg9erTKlCmjFStWaMKECXJyclKBAgUUEhKikiVLSpKKFi2qKVOmaNKkSfrkk0+UM2dOdezYUTly5NDbb7+d4v5z5MihDz74QNOnT9c777yj+Ph4LVy4ME2hpU6dOnJzc5Ojo6OqV6+epucLAAAApCc748H+S3jp3L9/X9WqVVOTJk303nvvpXk/PT+M0N/XYh9dEHgBbJjQgtnDXlK0h7nQHuZCe5gPbfJfj5o9jDEtL7mIiAhdv35dLVq0SO+qAAAAAGlC97CX1PHjx3Xy5EmFhYXJ399ffn5+6V0lAAAAIE0ILS+pZcuWaf369SpVqpTGjh2b3tUBAAAA0ozQ8pL6+OOP+SFJAAAAvBQY0wIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAADA1AgtAAAAAEyN0AIAAAD8X3v3Ht9z/f9//L4NY7ZZm3Vyig/vzXEbISM0EsIcm9NURoWKlTIfOghRWcpG3xl9KjGiER+ffOLj9EFRfZwqh4iYDsawMdvMXr8/+u2dtw1Ts/dTu10vF5eLPV/P9/P1eL2fabvv9Xy+3jAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjFbG2QXg5jB3fAdnlwAUm6zsXGeXAAAArgOhBUVy8uRZ5eVZzi4Dkvz9vZSamuHsMgAAmb8E7AAAIABJREFUAEoMy8MAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaGWcXQBuDn5+ns4u4YqysnOVkX7e2WUAAADgBiG0oEiiJn2m46fMDAYrYsOV4ewiAAAAcMOwPAwAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRyji7gL+aH3/8UXPmzNHmzZt1/Phxubu7KzAwUA8++KB69+6tcuXKSZJycnI0f/58LV++XIcPH5aLi4tsNpt69+6tnj17ytXVMU8GBATY/+7i4qJbb71V9erV01NPPaX69esX2s/NzU1eXl6qXr26mjVrpr59+6patWo3+B0AAAAAihehpRitXbtWo0aNUoUKFRQeHq46deooKytLX375pSZNmqSUlBQ9//zzOnfunIYMGaL//e9/at++vR566CFdvHhRa9as0bhx47Rx40ZNnz5dbm5uDuO3atVK3bp1k2VZOnTokObPn6+IiAh99NFHqlevXqH90tPT9e2332r+/PmaN2+eJk6cqPDw8JJ+awAAAIA/jNBSTI4cOaJnn31W1apV0wcffCA/Pz/7scjISB04cEBffvmlJGnKlCn63//+pwkTJqhv3772fgMHDtSbb76phIQEJSYm6oknnnA4R61atRwCR0hIiB5//HElJSVp4sSJV+wnSaNGjdLgwYM1btw42Ww21a1bt1ivHwAAALhR2NNSTObMmaPMzExNnjzZIbDkq127tvr166eff/5ZycnJCg0NdQgs+UaOHKmaNWtq7ty5On/+/FXP2axZM0nSsWPHrlnfHXfcoalTp+rChQuaM2dOEa8KAAAAcD5CSzFZt26dqlevruDg4Kv227hxoy5evHjFJVpubm7q0qWL0tPTtX379quOdfToUUmSj49PkWoMCgpSjRo1tGXLliL1BwAAAExAaCkGZ8+e1fHjx1WnTp1r9j148KAkxw3zl8s/lt83X3Z2ttLS0nTy5El99dVXGjt2rCSpQ4cORa61du3aSktL09mzZ4v8GgAAAMCZ2NNSDPIDQMWKFa/Z99y5c9fsm3/s8mCxaNEiLVq0yP61h4eHoqOj1bFjxyLX6uHhYa/D09OzyK8znb+/l7NLKFGl7XpNx3yYhfkwC/NhFubDPMxJ0RBaikH+D//5geRq8gPJ1fpeKdh06NBB/fr1k4uLizw9PVWnTh2VL1/+umrNzMwsdOybXWpqhrNLKDH+/l6l6npNx3yYhfkwC/NhFubDPMzJ71xdXeTnd+VfqBNaioGnp6f8/f31/fffX7NvrVq1JEn79u274hO89u3bJ+m3pVyXuv322xUaGvqnav3+++/l6+v7l7rLAgAAgL829rQUk/vuu09HjhzRzp07r9qvdevWcnNz0/Llyws9fvHiRa1cuVLe3t4KCQkp1hp37typI0eOqGXLlsU6LgAAAHAjEVqKyZAhQ1ShQgWNHz9eaWlpBY4fPHhQCxcu1J133qnw8HBt3rxZixcvLtAvLi5OP/zwg6KiolShQoViq++XX35RTEyMypYtqyFDhhTbuAAAAMCNxvKwYlKjRg1NmzZN0dHR6tSpk7p3767atWsrOztbX3/9tT777DM98sgjkqRx48bp0KFDGj9+vDZu3KjQ0FDl5eVpzZo12rJlizp06KChQ4f+4Vp++OEHffLJJ7IsSxkZGfr222+1atUqWZalqVOnKjAwsJiuGgAAALjxCC3FqH379vrkk080d+5crV69WvPnz5e7u7vq1q2rF198UT179pT02x6YDz74QPPmzdOKFSv02muvycXFRTabTZMmTVKvXr3k6vrHb4Jt2rRJmzZtkpubmzw9PVW9enUNGDBAffv2VbVq1YrrcgEAAIASQWgpZrVq1dLkyZOv2a9cuXKKiopSVFRUkcbN35xfXP0AAACAmwV7WgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABitjLMLwM1h7vgOzi7hirKyc51dAgAAAG4gQguK5OTJs8rLs5xdBgAAAEohlocBAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxWxtkF4Obg5+fp7BIKlZWdq4z0884uAwAAADcQoQVFEjXpMx0/ZV44WBEbrgxnFwEAAIAbiuVhAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjFbG2QWUFjExMVqzZo2++uqrQo8HBARo0KBBGjdunJKTkzV27Fj7sTJlysjf31/33XefRo0apUqVKkmSpk+frv/7v/+75rl79+6tyZMnq1+/fsrOzlZycnLxXBQAAABQAggtBouOjtYdd9yhrKwsbd26VQsWLNCePXuUlJQkFxcXderUSbVq1bL3T0lJ0YwZM9SvXz+FhITY22vUqOGM8gEAAIBiQWgxWJs2bVS3bl1JUkREhCRp5cqV2r17txo1aqTAwEAFBgba++/evVszZsxQSEiIwsPDnVIzAAAAUNzY03ITadKkiSTpyJEjTq4EAAAAKDmElpvIsWPHJEne3t5OrgQAAAAoOSwPM1h6errS0tKUlZWlbdu2KSkpSb6+vmratKmzSwMAAABKDKHFYIMGDXL42maz6dVXX1WFChWcVJGZ/P29nF1CiSuN12wy5sMszIdZmA+zMB/mYU6KhtBiEBcXF4evJ0yYoOrVq+v06dNauHChDhw4QGApRGpqhrNLKFH+/l6l7ppNxnyYhfkwC/NhFubDPMzJ71xdXeTn53nl4yVYS6lWrlw5ZWdnF3rs/PnzkiR3d3eH9qCgIIWGhqpz585KTExUpUqVNHr0aOXl5d3wegEAAABTEFpKyJ133qmcnBylpKQUOHbo0CF7nytxd3fXk08+qT179ujTTz+9YXUCAAAApiG0lJDWrVtLkubPn1/g2IIFC+Tq6qpWrVpddYyOHTuqSpUqSkxMvCE1AgAAACZiT0sJqVevnnr27Kl3331Xhw4dUosWLZSXl6f//ve/2rx5swYPHqxq1apddQw3NzcNGjRIU6ZM0caNG+1BCAAAAPgr405LCZo8ebLGjh2rn376SbGxsXrrrbd0+vRpvfLKKxozZkyRxujdu7e8vLy42wIAAIBSw8WyLMvZRcB8UZM+0/FT551dRgErYsNL3VM3eNKIWZgPszAfZmE+zMJ8mIc5+R1PDwMAAABwUyO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGhlnF0Abg5zx3dwdgmFysrOdXYJAAAAuMEILSiSkyfPKi/PcnYZAAAAKIVYHgYAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMFoZZxeAm4Ofn+c1+2Rl5yoj/XwJVAMAAIDShNCCIoma9JmOn7p6IFkRG66MEqoHAAAApQfLwwAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFarkNYWJiGDx9+zX7JyckKCAhQSkrKHzpHTEzMHxrrz5wXAAAAMFWZkj5hcnKyxo4d69Dm5+enwMBAPfHEE2rWrFlJl3TTSUpKkru7u3r27OnsUgAAAIAbrsRDS77o6GjdcccdsixLqampWrJkiQYPHqykpCQ1bNjQWWUVi/DwcD344IMqV67cDRlr4cKF8vb2LhBaivO8AAAAgCmcFlratGmjunXr2r/u1q2bWrdurX//+99XDC2ZmZny8PAoqRL/MDc3N7m5uZX4WMV5XgAAAMAUxuxpueWWW1SmTBnl5uZKkrZu3aqAgAB9+umnio2NVatWrdS4cWN7/yNHjujpp59W06ZNFRQUpH79+mnr1q0OY+bv8dixY4cmT56se+65R8HBwRoxYoTS0tIK1LB+/XoNGDBAISEhatKkifr27as1a9YU6Ldt2zb16tVLDRs2VLt27bRs2bJCz3v53pIPP/xQnTp1UoMGDdS6dWtNnTpV58+fv+r7cvlYYWFh2rt3r7Zt26aAgAAFBAQoMjLyiufdvXu3oqKi1Lx5czVq1EhhYWEFlucBAAAAJnPanZb09HR7cEhNTdW7774rFxcXderUyaFffHy8ypcvr6FDh+rcuXOSpBMnTqhfv37KyclRZGSkPD09tWTJEkVFRWnu3Llq3ry5wxgTJkyQj4+PnnrqKaWkpOj999/XK6+8orfeesveZ/HixRo/frx9b03FihX17bffavPmzWrfvr293+HDhzVq1Cj16dNHPXv21JIlSxQTE6P69eurTp06V7zeuLg4xcfHq1WrVhowYID279+v9957T/v379fcuXPl4uJSpPft73//uyZPnqzy5cvriSeekCRVrly50L4nT55UVFSUqlatqmHDhsnDw0MpKSlavXp1kc4FAAAAmMBpoWXQoEEOX3t4eGj69OkKCgpyaM/NzdWCBQvk7u5ub5s9e7ZOnDihRYsWKTg4WJLUu3dvde7cWa+99pqSk5MdxvD19dWcOXPswSAvL0/z5s1TRkaGvLy8lJGRoVdffVUhISH64IMPHPaEWJblMNbBgweVlJRkv+vTqVMntWnTRsnJyRozZkyh15qWlqaEhAS1adNGCQkJ9jqqVq2q2NhYrVu3TmFhYUV639q3b6+4uDh5e3srPDz8qn23b9+uM2fOaNWqVfL19bW3P/PMM0U6FwAAAGACp4WWCRMmqHr16pKk48ePa+HChRo9erTmzp2ru+++296vR48eDoFFkjZs2KCQkBB7YJEkb29v9ejRQ7Nnz1Zqaqr8/f3tx/r27etwJ+Puu+/We++9p2PHjikwMFCbNm1SZmamHn/88QKb2C+/AxIQEOCwTM3X11c1a9bU0aNHr3itW7Zs0YULF/Twww87jDdgwADNmDFD69evL3JouR5eXl6SpNWrV6tPnz5ydb3xqwH9/b1u+DnA+2wa5sMszIdZmA+zMB/mYU6KxmmhJSgoyGEj/gMPPKD7779fkydP1tKlS+3tVatWLfDan376ySE45KtVq5b9+KWh5Y477nDo5+3tLem3JWqS7IHjasu78t15550F2ipVqqQzZ85c8TU//fSTJKlmzZoO7RUrVtStt95qP17cmjVrpgceeEAvvvii3nzzTTVv3lxhYWHq3LnzDXvCWGpqxg0ZF7/z9/fifTYI82EW5sMszIdZmA/zMCe/c3V1kZ+f55WPl2AtV1WhQgUFBQXpu+++U2Zmpr29fPnyf3rsKz1R6/KlX0VREncriouLi4tmzJihjz76SH379tWxY8c0ZswY9e7d274/CAAAADCdUT+B5z857NLQUpg777xThw4dKtCe31bY3ZCryV+m9v3331/X64oqv57La87MzNTx48evu96ibtrPFxQUpOjoaH388ceaPn269u3bp3/961/XNQYAAADgLMaElvT0dO3YsUOVK1eWn5/fVfu2adNG27dv165du+xtGRkZSk5OVv369R2WhhVFy5Yt5eHhoYSEBOXk5Dgc+yN3Yy4XGhqqsmXLat68eQ7jLViwQBcuXFDbtm2va7wKFSrYl7ZdzZkzZwrUn78k7/LrBAAAAEzltD0tGzZs0P79+yX99sjjJUuW6PTp03rppZeueSfhscce08qVKzVkyBCHRx6fOnVKsbGx112Ll5eXYmJi9OKLL6pPnz568MEHVbFiRX333XcqV66cXnrppT90jfl8fX31+OOPKz4+Xo899pjatm2r/fv366OPPlLLli113333Xdd49evX14cffqhZs2apRo0a8vX1VYsWLQr0W7p0qZKSktSuXTtVr15d58+f1+LFi+Xp6anWrVv/qWsCAAAASorTQsv06dPtfy9fvrxsNptiY2PVpUuXa762cuXKSkpK0htvvKH3339fOTk5ql+/fqGf0VJUERER8vPzU2JiombOnKmyZcuqdu3aGjp06B8a73JPPfWUfHx8NH/+fE2ZMkW33HKLBg0apJEjR173cq9hw4YpJSVFc+bM0blz59SsWbNCQ0uzZs20e/duffrppzpx4oS8vLzUqFEjvf7666pWrVqxXBcAAABwo7lYxbH+CX95UZM+0/FT56/aZ0VsOE/AKAE8acQszIdZmA+zMB9mYT7Mw5z87qZ5ehgAAAAAFIbQAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYrYyzC8DNYe74Dtfsk5WdWwKVAAAAoLQhtKBITp48q7w8y9llAAAAoBRieRgAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNEILQAAAACMRmgBAAAAYDRCCwAAAACjEVoAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFgAAAABGI7QAAAAAMBqhBQAAAIDRCC0AAAAAjEZoAQAAAGA0QgsAAAAAoxFaAAAAABitjLMLwM3B1dXF2SXgEsyHWZgPszAfZmE+zMJ8mIc5+c213gcXy7KsEqoFAAAAAK4by8MAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAAAAAKMRWgAAAAAYjdACAAAAwGiEFhQqJydHb7zxhlq1aqVGjRrpoYce0ueff+7sskqlXbt2acKECercubOCg4PVtm1bRUdH68cff3R2afj/EhMTFRAQoPDwcGeXUmrt2rVLjz32mJo2baqQkBB169ZNycnJzi6rVDp8+LBGjRql1q1bKzg4WJ07d9bs2bOVk5Pj7NL+8o4fP65p06YpMjJSISEhCggI0NatWwvt+5///Ec9evRQw4YN1bZtW8XHxys3N7eEK/5rK8p8nDp1SnPmzFH//v11zz336O6771ZERIQ+/fRTJ1VtLkILChUTE6P3339f3bp107hx4+Tq6qqhQ4dq+/btzi6t1JkzZ45Wr16t0NBQjRs3Tg899JC2bdum7t276+DBg84ur9RLTU3VO++8Iw8PD2eXUmpt2LBB/fv3V25urkaOHKkxY8YoNDRUP//8s7NLK3V+/fVX9enTR7t27dLAgQM1duxY1a9fX7GxsRo3bpyzy/vLO3TokBITE/Xrr78qICDgiv02bNigESNGqFKlSnrhhRfUvn17zZw5U1OmTCnBav/6ijIfO3bs0FtvvSUfHx8NGzZM0dHRcnd316hRozRz5swSrthwFnCZnTt3WjabzfrHP/5hb8vKyrLat29v9e/f33mFlVJff/21lZ2d7dB26NAhq0GDBtaYMWOcVBXyjRkzxoqMjLQGDhxodevWzdnllDrp6elWixYtrIkTJzq7FFiWlZCQYNlsNmv//v0O7U899ZRVr149Kycnx0mVlQ4ZGRlWWlqaZVmWtXr1astms1lffPFFgX6dO3e2evToYeXm5trb3nzzTSswMNA6dOhQSZX7l1eU+Thy5IiVkpLi0JaXl2cNGjTIatSokXX+/PkSq9d03GlBAatWrVLZsmXVp08fe5u7u7t69+6tr7/+WsePH3didaVP48aNVa5cOYe2u+66S3Xq1OFOi5Pt2rVLy5cv19ixY51dSqm1YsUKpaena+TIkZKks2fPyrIsJ1dVep07d06S5Ofn59BeuXJllSlTRm5ubs4oq9Tw9PTULbfcctU+Bw4c0IEDBxQREeEwH/3791deXp4+++yzG11mqVGU+ahWrZqqVKni0Obi4qL27dsrKytLx44du5El3lQILShgz549qlmzpipWrOjQ3qhRI1mWpT179jipMuSzLEsnTpy45v8MceNYlqWJEyeqe/fuqlu3rrPLKbU+//xz1apVSxs2bFCbNm3UpEkTNWvWTNOmTdPFixedXV6p07RpU0nSuHHjtHfvXv38889avny5li5dqqFDh8rVlR87nO27776TJDVo0MCh/bbbbtPtt99uPw7nOnHihCTxff4SZZxdAMyTmpqq2267rUC7v7+/JHGnxQDLly/Xr7/+qujoaGeXUmotW7ZMBw4cYM2xk/3444/65ZdfFBMToyFDhqhevXpat26dEhMTlZ2dzT6KEtaqVSuNHDlSCQkJWrt2rb396aef1ogRI5xYGfKlpqZK+v17+qX8/f35Hm+A06dPa/HixWrWrJl8fX2dXY4xCC0oICsrS2XLli3Q7u7uLknKzs4u6ZJwiYMHD+qVV15RkyZNeFqVk5w9e1axsbF67LHHdOuttzq7nFItMzNTZ86c0bPPPqvHHntMktShQwdlZmYqKSlJw4YN45t+CatataqaNWum+++/Xz4+Plq/fr3i4uLk6+urfv36Obu8Ui8rK0uSCiw7ln77Pn/+/PmSLgmXyMvL0+jRo5WRkaHx48c7uxyjEFpQQPny5XXhwoUC7flhJT+8oOSlpqbq8ccfV6VKlfT222+z1MJJ3nnnHZUtW1aPPvqos0sp9cqXLy9J6tKli0N7165dtWrVKu3evVtt2rRxRmml0sqVK/XSSy9p1apV9jv2HTp0kGVZev3119W5c2dVqlTJyVWWbvn/Zgp7BHV2drb9OJxj4sSJ2rRpk6ZNm3bVJ8CVRvzEgwKudHs4/5Yyv1l2joyMDA0dOlQZGRmaM2dOobf2ceMdP35c77//vvr3768TJ04oJSVFKSkpys7O1oULF5SSkqIzZ844u8xSI//fQeXKlR3a879mLkrWggULVL9+/QJLjMPCwpSZmam9e/c6qTLky/83k/89/VKpqal8j3ei+Ph4LViwQM8991yBX8SA0IJCBAYG6tChQ/anwOTbuXOn/ThKVnZ2tp544gkdPnxYCQkJqlWrlrNLKrVOnjypCxcuaNq0aWrXrp39z86dO3Xw4EG1a9dOiYmJzi6z1Khfv76k3z4f5FK//PKLJLE0rISdOHGi0Acg5N+95+EIzpf/4JBvvvnGof31gR8CAAAPfklEQVTXX3/VL7/8woNFnGT+/PmKi4vTI488oqioKGeXYyRCCwro2LGjLly4oMWLF9vbcnJylJycrMaNGxe6SR83zsWLFzVq1Cjt2LFDb7/9toKDg51dUqlWtWpVzZw5s8CfOnXqqEqVKpo5c6a6d+/u7DJLjY4dO0qSlixZYm+zLEuLFy+Wh4cH/15KWM2aNfXNN9/oyJEjDu0rV66Um5sby10MUKdOHdWqVUuLFi1yCJFJSUlydXVVhw4dnFhd6fSvf/1LkyZNUteuXRUTE+PscozFnhYUEBQUpI4dO2ratGlKTU1V9erVtXTpUv300098Wq4TTJ06VWvXrtV9992n06dP65NPPrEfq1ixotq3b+/E6kofLy+vQt/z999/X25ubsxHCWvQoIG6d++uhIQEnTx5UvXq1dOGDRu0adMmPffcc/L09HR2iaVKVFSUNm7cqH79+mnAgAGqVKmS1q9fr40bN6pv374FPr8FxW/WrFmSZP8cr08++URff/21vL29NXDgQEnS888/r2HDhikqKkqdO3fW/v37NX/+fEVERKhmzZpOq/2v6FrzsWvXLj3//PPy8fFRixYttHz5cofXt2zZssDy19LKxeJTuFCI7OxsvfXWW1qxYoXOnDmjgIAAPfPMMwoNDXV2aaVOZGSktm3bVuixKlWqODxWFM4TGRmp9PR0h1CJkpGTk6NZs2Zp2bJlOnHihKpWrapHHnlEffv2dXZppdKuXbsUFxenPXv26PTp06pSpYp69eqlqKgoPlyyBFzpbtbl3y/WrFmj+Ph4HTx4UL6+vurVq5eGDx+uMmX4fXZxutZ8JCcnX/UDij/44AM1b978RpV3UyG0AAAAADAae1oAAAAAGI3QAgAAAMBohBYAAAAARiO0AAAAADAaoQUAAACA0QgtAAAAAIxGaAEAAABgNEILAKDYxMTEXPHD1P6s5ORkBQQEaOvWrTdkfACAuQgtAFCKbN26VQEBAQ5/QkJC1KNHD7333nvKzc11en1xcXFKT093ah1XEhkZqZCQEGeXUWzS09MVFxdHEARgPEILAJRCXbp00euvv67XXntNI0aMUG5urqZMmaIJEyY4ta5t27YpPj6+0NASHh6uXbt2qWnTpk6o7K8pPT1d8fHx2rZtm7NLAYCrKuPsAgAAJa9evXoKDw+3f92/f3916tRJixcvVnR0tHx9fZ1YXeHc3Nzk5ubm7DL+ErKyslSmDD8CALh5cKcFACAPDw8FBQXJsiwdOXKkwPHdu3drxIgRat68uRo0aKAHHnhA77zzTpGWkx08eFAvv/yyHnzwQYWEhCgoKEg9e/bU4sWLHfrFxMQoPj5ektSuXTv78rW4uDhJBfe0bNiwQQEBAfrggw8KPW9ERITuueceXbhwwd52+PBhPffcc2rVqpUaNGigsLAwvfbaa8rMzCzaG1WI/H08p06dUkxMjJo3b66QkBANHz5cqampkqRFixapU6dOatiwoTp27Kg1a9Y4jJGSkmK/1n/+85/q2rWrGjZsqLZt2youLq7Q93nv3r32OWnYsKE6d+6sxMREXbx4sdD60tLSNHbsWIWGhio4OFjLly9Xu3btJEnx8fH29zssLMz+2vnz52vw4MG699571aBBA7Vq1UqjR49WSkpKgXoCAgIUExOj7du3a+DAgQoODlbz5s01btw4nTt3rkD/1NRUTZo0Se3atVODBg3UokULPfroo9q8ebNDvxsxZwBuPvyaBQAgSTp69KgkqVKlSg7t69ev15NPPqkaNWpo8ODBqlSpknbs2KEZM2Zoz549mjFjxlXH3bZtm7766iu1bdtWVatW1fnz57Vq1SqNHz9eaWlpevzxxyX9FjLOnj2r1atXa+zYsbrlllsk6Yob+1u1aiV/f38tW7ZMgwYNcjh2+PBh7dixQ5GRkSpbtqwk6ZtvvtHDDz8sb29vRURE6LbbbtPevXs1b948bd++XfPmzbP3/SOGDBmi22+/XU8//bSOHDmiefPm6cknn9T999+vjz76SL1791a5cuU0b948jRw5UqtWrVK1atUcxli7dq2OHj2qAQMGqHLlylq7dq3i4+P1008/acqUKfZ+u3fvVmRkpMqUKWPvu27dOk2bNk179+5VbGxsgfoeffRRVa5cWcOHD1dmZqZat26tsWPHasqUKbr//vt1//33S5IqVqxof827776r4OBgRUZGysfHR/v379eSJUv0xRdfaMWKFfY5yrdnzx498cQT6tmzp7p06aJt27ZpyZIlcnV11cSJE+39UlJS1K9fP508eVLh4eFq0KCBzp8/r507d2rLli1q2bJlicwZgJuIBQAoNb744gvLZrNZcXFx1smTJ62TJ09ae/futV5++WXLZrNZvXv3duiflZVlhYaGWv3797cuXLjgcOwf//iHZbPZrC+++MLeNmbMGMtmszn0O3fuXIE6Ll68aA0cONBq3LixlZOTY2+fMWOGZbPZrKNHjxZ4zccff1zgfFOnTrVsNpv1/fffO/SdPn26ZbPZrG+++cbe1rVrV+uBBx6wMjIyHPp+9tlnls1msz7++OMC57zcwIEDreDgYIe2/Gt++eWXHdpfffVVy2azWW3atHE45549eyybzWZNmzbN3nb06FHLZrNZgYGBDjXn5eVZw4cPt2w2m7V9+3Z7e0REhFW3bl1rz549Dn2ffvppy2azWVu2bClQ37PPPlvgevLPO2PGjEKvt7C527Jli2Wz2azZs2c7tNtsNisgIMDasWOHQ/vQoUOtevXqWWfPnrW3DRkyxLLZbNbGjRsLjH/x4kX734tjzgD8NbA8DABKobi4OLVo0UItWrRQt27dtGDBAnXo0EGzZs1y6Ld582adOHFCPXv2VHp6utLS0ux/Wrdube9zNR4eHva/Z2dn69SpUzp9+rRatmyps2fP6ocffvjD19GjRw9J0rJly+xtlmVp+fLlstlsql+/viRp37592rdvn7p06aKcnByH62jSpIk8PDyueR3X8vDDDzt8fffdd0v67QECnp6e9vbAwEB5enrqxx9/LDBGaGiovWZJcnFx0ZAhQyRJq1evliSdPHlS27dvV1hYmAIDAx36Dhs2zKHvpaKioq77mvLnLi8vTxkZGUpLS1NAQIC8vLy0a9euAv2Dg4MVFBTk0HbPPfcoNzdXx44dkySdPn1a//3vf3Xvvffq3nvvLTCGq+tvP5qUxJwBuHmwPAwASqGIiAh17NhRFy5c0P79+zVnzhz98ssvcnd3d+h38OBBSdLf//73K4514sSJq57r3Llzio+P16effqqff/65wPE/83jj/GCyYsUKPfPMM3J1ddWXX36pY8eO6bnnnrP3y7+OuLg4+x6Z672Oa7l8qZe3t7ckqWrVqgX6VqpUSadOnSrQ/re//a1AW+3atSX9vnwvfz9JfvulatWqJVdXV3vfS911113XuIKCPv/8c82aNUs7d+5Udna2w7EzZ84U6H/5eyBJPj4+kn4LK5J05MgRWZalevXqXfXcJTFnAG4ehBYAKIVq1Kih0NBQSVKbNm3UpEkT9e/fXy+99JKmT59u72dZliTp+eefV926dQsd69Zbb73quZ599lmtX79eDz30kJo2bSofHx+5ublpw4YNeu+995SXl/enriU8PFyvvvqqvvjiC4WGhmrZsmVyc3NTt27dCvTN31RemPyQ8Udd6clmpjzxrEKFCtfVf9euXYqKilL16tX17LPPqmrVqipfvrxcXFwUHR1t/2/jUle71sL6F8WNnDMANw9CCwBAjRs3Vnh4uJYtW6bIyEg1btxY0u+/na9QoYI95FyP9PR0rV+/XuHh4XrllVccjm3ZsqVAfxcXl+s+R9euXfXGG29o2bJlaty4sf79738rNDTUIUzVqFFD0m9Lj/7IdZSU/LsLlzpw4ICk3+9i5N+5yW+/1A8//KC8vLxC73gU5mrv9z//+U9dvHhRiYmJDuNlZmb+qbtj1atXl4uLi/bs2XPVfjfLnAEoGexpAQBIkoYPHy43NzeHp4G1atVKfn5+SkxMtC/vuVRWVpbOnj17xTHz9ydc/lv248ePF3jksfT7HorClh5dia+vr+69916tXr1aK1as0NmzZ+17XfLVq1dPNptNCxcuLHTpVG5ubqHXV9K2bNmib7/91v61ZVmaM2eOJKl9+/aSJD8/P4WEhGjdunXav3+/Q9/Zs2dLkv1JYNdytff7SndNEhIS/tTdMR8fH7Vu3VobN24sNLjm/7dys8wZgJLBnRYAgKTffrPduXNnrVixQl999ZXuvvtueXh46LXXXtOIESPUsWNH9erVSzVq1FB6erp++OEHrV69WvHx8WrevHmhY3p6eqply5Zavny5ypcvr4YNG+rYsWNatGiRqlatWuCHzvxN3NOmTVPXrl3l7u6uOnXqyGazXbX2Hj16aO3atZo6daq8vLzsP+Dnc3Fx0euvv66HH35Y3bp1U69evVS7dm1lZWXpxx9/1OrVq/XMM8+oZ8+ef+Id/PMCAwP18MMPa8CAAfL399d//vMfbdmyReHh4QoJCbH3GzdunCIjIzVgwAD1799f/v7+WrdunTZt2qQuXbqoRYsWRTrfLbfcoho1amjlypWqVq2aKleurAoVKigsLEzt27fXe++9p6FDhyoiIkJly5bV5s2btW/fvgKPOr5eL7zwgr777jsNHTpU3bt3V/369ZWdna2dO3eqSpUqeu65526aOQNQMggtAAC7YcOGaeXKlXr77bc1b948SdK9996rJUuWaPbs2Vq+fLlOnTolb29vVa9eXY888sgVP0cl3xtvvKHY2FitXbtWS5cu1V133aXo6GiVKVNGY8eOdejbpEkTjR49WgsXLtQLL7yg3NxcPfnkk9cMLW3btpWPj49Onz6tPn36FHiggCTVrVtXS5cuVUJCgtauXauFCxeqYsWKqlKlinr06FHkH/RvpLCwMNWsWVMJCQk6dOiQ/Pz8NHz4cA0fPtyhX8OGDbVw4ULNmDFDSUlJyszMVLVq1TR69GgNHjz4us45bdo0vfrqq5o+fbrOnz+vKlWqKCwsTE2aNFFcXJxmzZqlt99+W+7u7goNDdWHH36ogQMH/qnrrFatmj7++GPNnDlTGzdu1CeffCJvb28FBgYqIiLC3u9mmDMAJcPF+qM74wAAQLFISUlRu3bt9OSTT+qpp55ydjkAYBz2tAAAAAAwGqEFAAAAgNEILQAAAACMxp4WAAAAAEbjTgsAAAAAoxFaAAAAABiN0AIAAADAaIQWAAAAAEYjtAAAAAAwGqEFAAAAgNH+H7KVlMpsQ6YZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sum of all importances for all estimators used in cross validation\n",
    "importances = [0] * len(classes)\n",
    "for est in estimators[\"Decision tree (class weights)\"]:\n",
    "    importance = est.feature_importances_\n",
    "    for i in range(len(importances)):\n",
    "        importances[i] += importance[i]\n",
    "        \n",
    "sorted_indices = np.argsort(importances)\n",
    "sorted_importances = np.sort(importances)\n",
    "\n",
    "plt.figure(figsize=(12,12))\n",
    "\n",
    "plt.title('Feature Importances for Decision tree (class weights)')\n",
    "plt.barh(range(len(sorted_indices)), sorted_importances, color='b', align='center')\n",
    "plt.yticks(range(len(sorted_indices)), [class_list[i] for i in sorted_indices])\n",
    "plt.xlabel('Relative Importance')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Rnu3P48mAZkc"
   },
   "source": [
    "The following features have been selected because they show the largest difference between classes on the PCA plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "gUCwq__pAZkd"
   },
   "outputs": [],
   "source": [
    "fewer_features = [\"wheezes\",\"crackles\",\"age\", \"root_mean_square_mean\", \"spectral_entropy\", \"spectral_flatness_mean\", \"zero_crossing_rate\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hAip7Z4ZAZki",
    "outputId": "d2b42406-7c94-44ae-e5c1-172593926cc8"
   },
   "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>wheezes</th>\n",
       "      <th>crackles</th>\n",
       "      <th>age</th>\n",
       "      <th>root_mean_square_mean</th>\n",
       "      <th>spectral_entropy</th>\n",
       "      <th>spectral_flatness_mean</th>\n",
       "      <th>zero_crossing_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.055238</td>\n",
       "      <td>7.966445</td>\n",
       "      <td>8.236557e-06</td>\n",
       "      <td>0.002126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>0.12705</td>\n",
       "      <td>0.165912</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.202099</td>\n",
       "      <td>9.821928</td>\n",
       "      <td>4.233091e-07</td>\n",
       "      <td>0.003351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.256000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.044596</td>\n",
       "      <td>8.664429</td>\n",
       "      <td>2.015691e-06</td>\n",
       "      <td>0.002494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.010289</td>\n",
       "      <td>10.101103</td>\n",
       "      <td>7.313458e-05</td>\n",
       "      <td>0.006250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.100400</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.114882</td>\n",
       "      <td>8.328352</td>\n",
       "      <td>1.593174e-05</td>\n",
       "      <td>0.002681</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     wheezes  crackles   age  root_mean_square_mean  spectral_entropy  \\\n",
       "87   0.00000  0.000000  74.0               0.055238          7.966445   \n",
       "113  0.12705  0.165912  75.0               0.202099          9.821928   \n",
       "25   0.00000  0.256000   6.0               0.044596          8.664429   \n",
       "92   0.00000  0.000000  21.0               0.010289         10.101103   \n",
       "107  0.00000  0.100400  83.0               0.114882          8.328352   \n",
       "\n",
       "     spectral_flatness_mean  zero_crossing_rate  \n",
       "87             8.236557e-06            0.002126  \n",
       "113            4.233091e-07            0.003351  \n",
       "25             2.015691e-06            0.002494  \n",
       "92             7.313458e-05            0.006250  \n",
       "107            1.593174e-05            0.002681  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sml_data_x = data_x[fewer_features]\n",
    "sml_data_x.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "o6NohzmiAZkn",
    "outputId": "871357c1-887d-43c9-f3b3-e48a82564ebf"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA accounts for 0.9999754612010476 of the variance\n"
     ]
    }
   ],
   "source": [
    "pca = PCA(2)\n",
    "principal_components = pca.fit_transform(sml_data_x)\n",
    "principal_components = pd.DataFrame(principal_components)\n",
    "print(\"PCA accounts for\", sum(pca.explained_variance_ratio_), \"of the variance\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PhhNOBX3AZkt",
    "outputId": "cebd99f9-6c48-4dbf-afef-80e2c8dee2a7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_pca_scatterplot(principal_components, data_y, class_list, \"Principal component scatterplot for fewer features\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GW78RYCbAZk1"
   },
   "source": [
    "Do these class similarities make sense?\n",
    "1. Healthy people are similar to URTI. That makes sense. There is practically no way you can tell apart a person with URTI and a healthy person by listening to their lungs.\n",
    "\n",
    "2. COPD patients are similar to Pneumonia. This makes some sense. Both diseases can have crackles and wheezes.\n",
    "\n",
    "3. COPD patients are similar to Bronchiectasis. This makes some sense, since Bronchiectasis can be a result of COPD."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "        -1.66650041e-01, -1.32481849e+00, -3.95448431e-01,\n",
       "        -5.31437679e-01],\n",
       "       [-5.18278091e-01, -2.21745854e-01,  1.10473520e+00,\n",
       "         3.65024648e-01,  6.34815746e-01,  1.03058174e+00,\n",
       "         5.68934953e-01],\n",
       "       [ 9.68308648e-01, -3.19495880e-01, -1.33449531e+00,\n",
       "        -5.40477082e-01,  4.93475269e-01, -4.01962938e-01,\n",
       "        -2.70325001e-01],\n",
       "       [ 2.58889050e-01,  1.99941951e+00,  9.79646453e-01,\n",
       "         2.12993353e+00,  5.19616763e-01,  7.00040628e-01,\n",
       "        -2.61868828e-02],\n",
       "       [ 5.28229530e-01, -5.64099761e-01,  1.10473520e+00,\n",
       "         2.39708723e-01, -1.82023583e+00, -3.99025958e-01,\n",
       "        -5.87936760e-01],\n",
       "       [ 6.25044703e-01,  1.32186122e-01,  9.79646453e-01,\n",
       "         1.58250673e+00,  1.44457707e+00,  8.86436885e-01,\n",
       "         8.59793217e-01],\n",
       "       [ 1.44043616e+00, -7.93601811e-01, -1.33449531e+00,\n",
       "        -8.52429118e-01, -1.21953838e-01, -3.98055502e-01,\n",
       "        -2.96923030e-01],\n",
       "       [-5.99152942e-01, -6.35642773e-01,  7.29468965e-01,\n",
       "         9.16781979e-01,  4.92363542e-01,  1.23998185e+00,\n",
       "         5.86360429e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.30322312e+00,\n",
       "        -6.62672587e-01, -1.22345157e+00, -3.68329125e-01,\n",
       "        -4.56488377e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.27195093e+00,\n",
       "        -4.12507335e-01, -8.33360704e-01, -3.92896649e-01,\n",
       "        -5.45692831e-01],\n",
       "       [ 1.24519285e+00, -3.58241989e-01,  6.04380221e-01,\n",
       "        -6.29968401e-01,  1.06020082e+00, -4.06693579e-01,\n",
       "         7.64053972e-02],\n",
       "       [-6.51307572e-01, -1.68608334e-01,  7.92013337e-01,\n",
       "         2.03943436e-01,  2.57668805e-01,  7.38823505e-01,\n",
       "        -1.06763265e-01],\n",
       "       [-4.76213927e-01, -3.31394292e-01, -1.30322312e+00,\n",
       "        -9.80665709e-01, -2.92734706e-01, -3.75444200e-01,\n",
       "        -3.89083927e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.20940656e+00,\n",
       "         1.05471432e+00, -6.64743262e-01, -4.06417446e-01,\n",
       "        -5.93325903e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.05304563e+00,\n",
       "        -5.13599960e-01, -4.33557465e-01, -3.98098183e-01,\n",
       "        -5.92109000e-01],\n",
       "       [ 1.36393691e+00, -1.43765497e-01,  5.10563664e-01,\n",
       "         7.10590697e-01,  4.35624734e-01, -4.06741293e-01,\n",
       "        -5.72765487e-01],\n",
       "       [ 2.25723991e-01, -3.93174505e-01,  5.41835850e-01,\n",
       "        -4.38339179e-01,  1.13576287e+00, -4.06682463e-01,\n",
       "        -1.24371094e-02],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.14686219e+00,\n",
       "        -9.00350694e-01,  3.69050781e+00, -6.38621017e-02,\n",
       "         6.85273149e+00],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.30322312e+00,\n",
       "        -1.07898558e+00, -1.70056756e+00, -3.60589797e-01,\n",
       "        -2.59894401e-01],\n",
       "       [ 3.19936300e+00, -6.38617376e-01, -1.27195093e+00,\n",
       "        -3.28723461e-01,  4.20002877e-01, -4.02714464e-01,\n",
       "        -3.13901728e-01],\n",
       "       [-6.51307572e-01,  5.87529173e-01, -1.30322312e+00,\n",
       "        -6.89544178e-01, -1.65127762e-01, -3.69407098e-01,\n",
       "        -3.99323192e-01],\n",
       "       [-5.50628726e-01,  8.39517923e-02,  8.54557709e-01,\n",
       "         1.75506296e+00, -1.66467871e+00, -4.06765826e-01,\n",
       "        -6.85481848e-01],\n",
       "       [ 1.18040125e+00,  1.04332986e+00,  9.17102081e-01,\n",
       "        -6.13808966e-02,  5.55266901e-01, -2.49641838e-01,\n",
       "         4.34745591e-03],\n",
       "       [-1.13519947e-01,  3.45596158e+00, -1.34481513e+00,\n",
       "         1.02872786e-01,  8.91899548e-02, -3.97189451e-01,\n",
       "        -4.74417067e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.27195093e+00,\n",
       "        -7.23659240e-01, -3.78998878e-01, -4.00642663e-01,\n",
       "        -4.76850874e-01],\n",
       "       [ 2.93776475e+00, -4.86988902e-01,  7.92013337e-01,\n",
       "        -4.92983574e-01, -4.09453985e-01, -3.97897798e-01,\n",
       "        -4.31767504e-01],\n",
       "       [-6.51307572e-01,  1.50279159e+00, -1.27195093e+00,\n",
       "        -6.42380459e-02,  1.22921932e-01, -4.05720552e-01,\n",
       "        -5.17877899e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01,  4.48019292e-01,\n",
       "        -4.05645638e-01,  1.08328787e+00, -4.06613695e-01,\n",
       "        -2.93359477e-01],\n",
       "       [ 8.79868490e-01,  1.31140107e-01,  8.54557709e-01,\n",
       "         1.66642271e+00,  1.19305701e+00,  1.14802225e-01,\n",
       "         1.08504444e-01],\n",
       "       [-6.51307572e-01,  1.19983973e+00, -1.24067875e+00,\n",
       "        -4.20984022e-01, -5.02086154e-01, -4.04789764e-01,\n",
       "        -5.01420731e-01],\n",
       "       [ 4.00687358e-01, -7.33823735e-01,  1.04219082e+00,\n",
       "         1.86011448e+00,  8.33012128e-01,  6.53134622e-01,\n",
       "         1.78364626e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -9.27956889e-01,\n",
       "        -8.06455868e-01,  2.08195342e-01, -3.90398586e-01,\n",
       "         7.89771608e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.27195093e+00,\n",
       "        -6.96775896e-01, -1.81816699e-01, -4.04607853e-01,\n",
       "        -5.56818804e-01],\n",
       "       [-1.27163608e-01, -4.17262547e-01,  7.29468965e-01,\n",
       "        -1.03621377e+00,  3.38266237e-01,  7.69533042e-01,\n",
       "         7.20107846e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01, -1.33981158e+00,\n",
       "        -6.48726607e-01, -7.58192578e-01, -4.04067111e-01,\n",
       "        -5.18225586e-01],\n",
       "       [-2.71590599e-01, -1.95325279e-01,  5.10563664e-01,\n",
       "         1.89683108e+00,  5.53823202e-01, -4.06671636e-01,\n",
       "        -6.40458962e-01],\n",
       "       [ 3.72979283e-01,  8.00402497e-02,  7.60741151e-01,\n",
       "         1.85548797e+00,  1.47582852e-01,  6.86145699e-01,\n",
       "        -8.40381515e-02],\n",
       "       [ 2.36059740e+00,  2.22541818e+00,  1.13600738e+00,\n",
       "        -6.24881786e-01,  3.23771227e-01,  5.95239507e-01,\n",
       "         1.07307488e+00],\n",
       "       [-6.51307572e-01,  3.11319581e+00,  8.54557709e-01,\n",
       "        -5.54721350e-01, -1.26381449e+00, -4.06086754e-01,\n",
       "        -6.48086551e-01],\n",
       "       [ 2.95930405e+00,  1.45152339e-01, -1.34481513e+00,\n",
       "        -4.71873081e-01, -4.58406278e-02, -3.68119324e-01,\n",
       "        -2.77742316e-01],\n",
       "       [-6.51307572e-01, -3.28465452e-01,  4.48019292e-01,\n",
       "         2.51039520e+00,  1.51222789e-01,  7.85524350e-01,\n",
       "         8.59321294e-02],\n",
       "       [ 2.25962428e+00,  1.51864263e-01, -1.30322312e+00,\n",
       "        -1.94438395e-01, -9.77949169e-03, -4.05126256e-01,\n",
       "        -5.11967226e-01],\n",
       "       [-6.51307572e-01, -5.46410554e-01,  5.73108035e-01,\n",
       "        -9.22275117e-02,  5.11622457e-01,  1.13331743e+00,\n",
       "         1.09795571e+00],\n",
       "       [-6.51307572e-01,  1.77325163e+00,  1.97841804e-01,\n",
       "        -7.02557664e-01,  5.26954402e-01, -3.92808990e-01,\n",
       "        -1.79754749e-01],\n",
       "       [-6.51307572e-01, -7.93601811e-01,  6.04380221e-01,\n",
       "        -1.17619649e+00,  2.50660467e+00,  1.04257451e-01,\n",
       "         4.28748327e+00],\n",
       "       [-2.25454813e-01,  7.00398036e-02,  9.79646453e-01,\n",
       "         2.41480955e+00, -9.58179934e-01, -4.06640113e-01,\n",
       "        -6.44661950e-01],\n",
       "       [ 2.77014158e-02, -7.06651882e-01,  8.23285523e-01,\n",
       "        -5.43227361e-01,  1.42265182e+00, -4.06690703e-01,\n",
       "        -4.79437501e-02],\n",
       "       [ 2.55465978e-01,  1.91593432e-01,  9.17102081e-01,\n",
       "         1.20943639e+00,  9.94534108e-01,  8.41112056e-01,\n",
       "         8.80240441e-02]])"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Standardizing data, necessary for SVM\n",
    "standard_sml_data_x = preprocessing.scale(sml_data_x.to_numpy())\n",
    "standard_sml_data_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FJJM-JK9AZk2"
   },
   "outputs": [],
   "source": [
    "models = [\n",
    "    (\"Decision tree (fewer features)\", DecisionTreeClassifier()),\n",
    "    (\"Random forest (fewer features)\", RandomForestClassifier(n_estimators=300, max_samples=0.3, max_features=0.8)),\n",
    "    (\"XGBoost (fewer features)\", XGBClassifier(learning_rate=0.1, n_estimators=62, min_child_weight=3, max_depth=3, gamma=0)),\n",
    "    (\"SVM (fewer features)\", SVC(kernel=\"sigmoid\", C=40, gamma=0.025))\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/gpfs/hpc/home/rannilo/venv/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "sml_data_x[\"diagnosis\"] = data_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FlRQ4sluAZk9"
   },
   "outputs": [],
   "source": [
    "for item in models:    \n",
    "    name = item[0]\n",
    "    model = item[1]\n",
    "    temp_f1 = []\n",
    "    temp_f1_micro = []\n",
    "    temp_y_preds = []\n",
    "    temp_f1_train = []\n",
    "    temp_estimators = []\n",
    "    \n",
    "    for _ in range(times):\n",
    "        cv = cross_validate(estimator=model, \n",
    "                            X=standard_sml_data_x, \n",
    "                            y=data_y, \n",
    "                            cv=5, \n",
    "                            scoring=scoring, \n",
    "                            verbose=0, \n",
    "                            return_train_score=True,\n",
    "                            return_estimator=True)\n",
    "        cv_pred = cross_val_predict(estimator=model, X=sml_data_x, y=data_y, cv=5)\n",
    "        temp_f1.extend(cv[\"test_f1_macro\"])\n",
    "        temp_f1_micro.extend(cv[\"test_f1_micro\"])\n",
    "        temp_f1_train.extend(cv[\"train_f1_macro\"])\n",
    "        temp_estimators.extend(cv[\"estimator\"])\n",
    "        temp_y_preds.extend(cv_pred)\n",
    "        \n",
    "    f1_scores[name] = temp_f1\n",
    "    f1_micros[name] = temp_f1_micro\n",
    "    f1_train_scores[name] = temp_f1_train\n",
    "    y_preds[name] = temp_y_preds\n",
    "    estimators[name] = temp_estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "t7uuMSYaAZlD"
   },
   "outputs": [],
   "source": [
    "keys, values = prepare_dict(f1_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "khZfBATcAZlK",
    "outputId": "3b8fb013-97e1-4509-e5cb-3f80f898a2bd"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, rotation = 20, title = \"Model performances\", models=[\"Random forest (fewer features)\", \"XGBoost (fewer features)\", \"SVM (fewer features)\", \"Decision tree (fewer features)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "nw2wpKxJAZlO",
    "outputId": "d2d50a69-2e81-4682-d55e-6e585bf902dd"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, rotation = 20, title = \"Model performances\", models=[\"Random forest\", \"Random forest (class weights)\", \"Random forest (fewer features)\", \"Random forest (size limit)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dhJIZtxyAZlT",
    "outputId": "43a78438-606f-4054-a130-f488649aecb1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, rotation = 20, title = \"Model performances\", models=[\"SVM\", \"SVM (class weights)\", \"SVM (fewer features)\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "BYK-VvJ3AZlY"
   },
   "source": [
    "**Results**: Having fewer features helps all of the models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "DUEtuAoSAZlZ"
   },
   "source": [
    "### Conclusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "AVgCTx7wAZlg",
    "outputId": "50264f16-d244-4307-bcbd-48d23c3662ab"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM (fewer features) 0.6395 +/- 0.1472\n",
      "XGBoost (fewer features) 0.6101 +/- 0.0973\n",
      "Decision tree (class weights) 0.5293 +/- 0.1335\n",
      "Decision tree (fewer features) 0.5158 +/- 0.0955\n",
      "SVM (class weights) 0.5124 +/- 0.0969\n",
      "SVM 0.4938 +/- 0.1285\n",
      "Decision tree 0.471 +/- 0.1004\n",
      "XGBoost 0.4562 +/- 0.1241\n",
      "XGBoost (class weights) 0.4515 +/- 0.1255\n",
      "Random forest (fewer features) 0.4306 +/- 0.0803\n",
      "Random forest (class weights) 0.3888 +/- 0.0933\n",
      "Random forest 0.3826 +/- 0.1105\n"
     ]
    }
   ],
   "source": [
    "keys, values = prepare_dict(f1_scores)\n",
    "for key, values in zip(keys, values):\n",
    "    print(key, round(np.array(values).mean(), 4), \"+/-\", round(np.array(values).std(), 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "E6xqgVssAZlk",
    "outputId": "c0606857-ba05-4a6a-d2a0-ebfd57a47230"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplots(keys, values, rotation = 90, title = \"Model performances\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SKMl5MRzAZlq"
   },
   "source": [
    "The best versions of each model are the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "fSiC-vyOAZlr",
    "outputId": "cf67acaf-e0f9-4ae9-87a6-731bce62ce6c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision tree (class weights) score is 0.5293\n",
      "SVM (fewer features) 0.6395\n",
      "XGBoost (fewer features) score is 0.6101\n",
      "Random forest (fewer features) score is 0.4306\n"
     ]
    }
   ],
   "source": [
    "print(\"Decision tree (class weights) score is\", round(np.average(f1_scores[\"Decision tree (class weights)\"]), 4))\n",
    "print(\"SVM (fewer features)\", round(np.average(f1_scores[\"SVM (fewer features)\"]), 4))\n",
    "print(\"XGBoost (fewer features) score is\", round(np.average(f1_scores[\"XGBoost (fewer features)\"]), 4))\n",
    "print(\"Random forest (fewer features) score is\", round(np.average(f1_scores[\"Random forest (fewer features)\"]), 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "kQ2_R06FAZlv"
   },
   "source": [
    "Let's see if deep learning can do any better"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ak3iM2YPAZlw"
   },
   "source": [
    "# Deep learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qrLGtuR7AZly",
    "outputId": "f541b970-ec8b-47aa-ee66-95d7b0ede3f6"
   },
   "outputs": [],
   "source": [
    "#Random operations\n",
    "from random import randint, shuffle\n",
    "\n",
    "from sklearn.metrics import f1_score\n",
    "\n",
    "#Modules for the CNN\n",
    "from keras.utils import to_categorical #Data prepration\n",
    "from keras.models import Sequential #Layers\n",
    "from keras.layers import Dense, Dropout, Conv2D, MaxPooling2D, GlobalAveragePooling2D\n",
    "from keras.optimizers import Adam #Optimizer\n",
    "from keras import regularizers #Regularizer\n",
    "from keras.callbacks import EarlyStopping\n",
    "\n",
    "#Item-wise addition of two lists\n",
    "from operator import add"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xC4V6yNoAZl5"
   },
   "source": [
    "### Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "407xHS27AZl5"
   },
   "outputs": [],
   "source": [
    "#Patients split into 5 folds. Selected such that each fold contains patient with every different disease.\n",
    "patient_folds = np.load(\"dataframes/equal_patient_folds.npy\", allow_pickle=True)\n",
    "#Pre-made dataframe containing all patients with all MFCCs\n",
    "patient_mfccs_and_diagnosis = pd.read_pickle(\"dataframes/per-patient-mfccs\")\n",
    "#Class names\n",
    "classes = pd.read_pickle(\"dataframes/class-codes-for-per-patient-mfcc.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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>patient</th>\n",
       "      <th>mfcc</th>\n",
       "      <th>diagnosis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101</td>\n",
       "      <td>[[[-364.57965, -403.9055, -474.42746, -457.100...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>102</td>\n",
       "      <td>[[[-290.7765, -330.7425, -501.79575, -537.1029...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>104</td>\n",
       "      <td>[[[-627.436, -524.2886, -430.52365, -415.77765...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>105</td>\n",
       "      <td>[[[-121.048325, -109.187744, -93.11778, -87.04...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>106</td>\n",
       "      <td>[[[-366.1252, -357.4237, -362.106, -361.76382,...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>222</td>\n",
       "      <td>[[[-182.06856, -223.55498, -290.90335, -274.43...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>223</td>\n",
       "      <td>[[[-401.4958, -387.4599, -380.213, -299.84357,...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>224</td>\n",
       "      <td>[[[-386.45297, -425.72656, -475.7035, -432.176...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>225</td>\n",
       "      <td>[[[-408.5572, -441.47882, -470.48624, -465.227...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>226</td>\n",
       "      <td>[[[-491.12094, -490.7043, -489.44363, -478.739...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>123 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     patient                                               mfcc  diagnosis\n",
       "0        101  [[[-364.57965, -403.9055, -474.42746, -457.100...          5\n",
       "1        102  [[[-290.7765, -330.7425, -501.79575, -537.1029...          3\n",
       "2        104  [[[-627.436, -524.2886, -430.52365, -415.77765...          2\n",
       "3        105  [[[-121.048325, -109.187744, -93.11778, -87.04...          5\n",
       "4        106  [[[-366.1252, -357.4237, -362.106, -361.76382,...          2\n",
       "..       ...                                                ...        ...\n",
       "118      222  [[[-182.06856, -223.55498, -290.90335, -274.43...          2\n",
       "119      223  [[[-401.4958, -387.4599, -380.213, -299.84357,...          2\n",
       "120      224  [[[-386.45297, -425.72656, -475.7035, -432.176...          3\n",
       "121      225  [[[-408.5572, -441.47882, -470.48624, -465.227...          3\n",
       "122      226  [[[-491.12094, -490.7043, -489.44363, -478.739...          4\n",
       "\n",
       "[123 rows x 3 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patient_mfccs_and_diagnosis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "cdBRX7CcAZl-",
    "outputId": "1c6dd62b-810b-426b-e150-556f01acb8cc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Bronchiectasis', 'Bronchiolitis', 'COPD', 'Healthy', 'Pneumonia', 'URTI']"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes = list(classes[0])\n",
    "classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-eCantKpAZmD",
    "outputId": "635e050e-e1cc-4740-cbf7-09ca592546d0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list([106, 132, 123, 225, 178, 118, 133, 140, 145, 205, 173, 198, 188, 126, 194, 116, 208, 112, 141, 189, 128, 162, 135, 174]),\n",
       "       list([137, 134, 179, 102, 168, 124, 209, 155, 185, 151, 130, 150, 172, 129, 216, 131, 154, 167, 221, 101, 219, 110, 143, 113]),\n",
       "       list([223, 121, 200, 190, 214, 193, 183, 211, 105, 217, 160, 146, 207, 181, 122, 199, 180, 164, 120, 127, 157, 111, 206, 202]),\n",
       "       list([201, 186, 169, 195, 148, 107, 144, 226, 196, 114, 171, 184, 158, 136, 161, 224, 177, 175, 166, 203, 153, 187, 142, 117]),\n",
       "       list([163, 156, 138, 197, 212, 204, 170, 165, 218, 104, 109, 210, 149, 147, 159, 176, 222, 215, 192, 119, 191, 152, 139, 182, 213, 125, 220])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patient_folds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "RzQebf7EAZmR",
    "outputId": "911ea553-cbf0-43d2-ce93-fdfedf518817"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(917, 40, 431)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Contains 20 MFCCs (one for each soundfile) with the size 40x431.\n",
    "temp_all = []\n",
    "for _, row in patient_mfccs_and_diagnosis.iterrows():\n",
    "    temp_all.extend(row.mfcc)\n",
    "np.array(temp_all).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "K4yksF2MAZmX"
   },
   "outputs": [],
   "source": [
    "temp_diagnosis_per_soundfile = []\n",
    "for _, row in patient_mfccs_and_diagnosis.iterrows():\n",
    "    temp_diagnosis_per_soundfile.extend(len(row.mfcc)*[classes[row.diagnosis]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14781806b8d0>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "pd.array(temp_diagnosis_per_soundfile).value_counts().plot(kind=\"bar\", title=\"Diagnosis counts for soundfiles\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-I762kV6AZmf"
   },
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UQgQ_RnEAZmf"
   },
   "outputs": [],
   "source": [
    "#Storing hyperparameters here\n",
    "class Config(object):\n",
    "    def __init__(self, n_mfcc, max_frames, sample_rate, max_audio_duration, batch_size, epochs):\n",
    "        self.n_mfcc = n_mfcc\n",
    "        self.max_frames = max_frames\n",
    "        self.sample_rate = sample_rate\n",
    "        self.max_audio_duration = max_audio_duration\n",
    "        self.max_audio_length = max_audio_duration * sample_rate\n",
    "        self.batch_size = batch_size\n",
    "        self.epochs = epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8CcpiEASAZml"
   },
   "outputs": [],
   "source": [
    "config = Config(n_mfcc=40, \n",
    "                max_frames=862, \n",
    "                sample_rate = 11025, \n",
    "                max_audio_duration = 20, \n",
    "                batch_size = 64, \n",
    "                epochs = 700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "e_7gQz_iAZmp"
   },
   "outputs": [],
   "source": [
    "#Returns CNN model\n",
    "\n",
    "def get_model(config):\n",
    "    \n",
    "    model = Sequential()\n",
    "    model.add(Conv2D(filters=16, kernel_size=2, input_shape=(40,431,1), activation='relu', kernel_regularizer=regularizers.l2(0.01)))\n",
    "    model.add(MaxPooling2D(pool_size=2))\n",
    "    model.add(Dropout(0.4))\n",
    "    \n",
    "    model.add(Conv2D(filters=32, kernel_size=2, activation='relu', kernel_regularizer=regularizers.l2(0.01)))\n",
    "    model.add(MaxPooling2D(pool_size=2))\n",
    "    model.add(Dropout(0.4))\n",
    "\n",
    "    model.add(Conv2D(filters=64, kernel_size=2, activation='relu', kernel_regularizer=regularizers.l2(0.01)))\n",
    "    model.add(MaxPooling2D(pool_size=2))\n",
    "    model.add(Dropout(0.4))\n",
    "    \n",
    "    model.add(GlobalAveragePooling2D())\n",
    "\n",
    "    model.add(Dense(len(classes), activation='softmax'))\n",
    "    \n",
    "    model.compile(loss='categorical_crossentropy', \n",
    "                  metrics=['accuracy'], \n",
    "                  optimizer=Adam(amsgrad=True)) \n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "nR0xG9PZAZmt"
   },
   "outputs": [],
   "source": [
    "#Global variables\n",
    "cnn_f1_scores = {}\n",
    "cnn_f1_train_scores = {}\n",
    "cnn_y_preds = {}\n",
    "cnn_y_train_preds = {}\n",
    "cnn_histories = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "uLpnBnG9AZmy"
   },
   "outputs": [],
   "source": [
    "#These are the actual diagnoses\n",
    "temp_df = patient_mfccs_and_diagnosis.copy()\n",
    "temp_df.set_index(\"patient\", inplace=True) #To be able to get row by patient\n",
    "cnn_y_actuals = []\n",
    "for fold in patient_folds:\n",
    "    for patient in fold:\n",
    "        cnn_y_actuals.append(temp_df.loc[patient].diagnosis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1ZBXNImHAZm1",
    "outputId": "e7f8b35f-28e0-4248-b42a-82ab87b10e1b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list([106, 132, 123, 225, 178, 118, 133, 140, 145, 205, 173, 198, 188, 126, 194, 116, 208, 112, 141, 189, 128, 162, 135, 174]),\n",
       "       list([137, 134, 179, 102, 168, 124, 209, 155, 185, 151, 130, 150, 172, 129, 216, 131, 154, 167, 221, 101, 219, 110, 143, 113]),\n",
       "       list([223, 121, 200, 190, 214, 193, 183, 211, 105, 217, 160, 146, 207, 181, 122, 199, 180, 164, 120, 127, 157, 111, 206, 202]),\n",
       "       list([201, 186, 169, 195, 148, 107, 144, 226, 196, 114, 171, 184, 158, 136, 161, 224, 177, 175, 166, 203, 153, 187, 142, 117]),\n",
       "       list([163, 156, 138, 197, 212, 204, 170, 165, 218, 104, 109, 210, 149, 147, 159, 176, 222, 215, 192, 119, 191, 152, 139, 182, 213, 125, 220])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patient_folds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87     4\n",
       "113    2\n",
       "25     5\n",
       "92     0\n",
       "107    2\n",
       "      ..\n",
       "65     0\n",
       "8      0\n",
       "7      2\n",
       "2      2\n",
       "68     2\n",
       "Name: diagnosis, Length: 121, dtype: int64"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3ZBIRJt-AZm5"
   },
   "outputs": [],
   "source": [
    "#Training + testing\n",
    "#5 foldy CV\n",
    "\n",
    "#Predicting the diagnosis of each patient \n",
    "#by summing the prediction probabilities \n",
    "#of each soundfile for each patient\n",
    "\n",
    "def get_results_with_model(dataframe, patient_folds, class_weights = None, fold_nr=None, verbose=0):\n",
    "    histories = []\n",
    "    predicted_y = []\n",
    "    train_predicted_y = []\n",
    "    f1_scores = []\n",
    "    f1_train_scores = []\n",
    "    \n",
    "    if fold_nr is not None:\n",
    "        patient_folds = [patient_folds[fold_nr]]\n",
    "    for _ in range(9):\n",
    "        for test_patients in patient_folds:\n",
    "            X_train = []\n",
    "            y_train = []\n",
    "            test_rows = []\n",
    "            train_rows = []\n",
    "\n",
    "            #Gathering train and test rows\n",
    "            for _, row in dataframe.iterrows():\n",
    "                if (row.patient in test_patients):\n",
    "                    test_rows.append(row)\n",
    "                else:\n",
    "                    train_rows.append(row)\n",
    "\n",
    "            #Data preparation\n",
    "            shuffle(train_rows)\n",
    "\n",
    "            for row in train_rows:\n",
    "                np.array(row.mfcc)\n",
    "                X_train.extend(row.mfcc)\n",
    "                y_train.extend([row.diagnosis]*len(row.mfcc))\n",
    "\n",
    "            X_train = np.array(X_train)\n",
    "            X_train = np.expand_dims(X_train, -1)\n",
    "\n",
    "            y_train = np.array(y_train)\n",
    "            y_train = to_categorical(y_train)\n",
    "\n",
    "            val_split = int(len(X_train)*0.2)\n",
    "            X_val = X_train[:val_split]\n",
    "            y_val = y_train[:val_split]\n",
    "            X_train = X_train[val_split:]\n",
    "            y_train = y_train[val_split:]\n",
    "\n",
    "            #Training\n",
    "            model = get_model(config)\n",
    "            es = EarlyStopping(monitor='val_loss', mode='min', verbose=verbose, patience=50)\n",
    "            history = model.fit(x=X_train, \n",
    "                                y=y_train, \n",
    "                                batch_size=config.batch_size, \n",
    "                                epochs=config.epochs, \n",
    "                                validation_data=(X_val, y_val), \n",
    "                                verbose=verbose,\n",
    "                                callbacks=[es],\n",
    "                               class_weight=class_weights)    \n",
    "            histories.append(history)\n",
    "\n",
    "            #Getting results with the model\n",
    "            cur_fold_test_predicted = []\n",
    "            cur_fold_test_actuals = []\n",
    "            cur_fold_train_predicted = []\n",
    "            cur_fold_train_actuals = []\n",
    "\n",
    "            #Test results\n",
    "            for row in test_rows:\n",
    "                mfccs = row.mfcc\n",
    "                patient = row.patient\n",
    "                summed_predictions = [0]*6 #Sum of predictions for one patient\n",
    "                for mfcc in mfccs: #All soundfiles for one patient\n",
    "                    x = np.array([mfcc])\n",
    "                    x = np.expand_dims(x, -1)\n",
    "                    prediction = model.predict(x)\n",
    "                    summed_predictions = list(map(add, summed_predictions, prediction))\n",
    "                cur_fold_test_predicted.append(np.argmax(summed_predictions)) #Diagnosis with highest prediction probability\n",
    "                cur_fold_test_actuals.append(row.diagnosis)\n",
    "\n",
    "            #Train results\n",
    "            for row in train_rows:\n",
    "                mfccs = row.mfcc\n",
    "                patient = row.patient\n",
    "                summed_predictions = [0]*6\n",
    "                for mfcc in mfccs:\n",
    "                    x = np.array([mfcc])\n",
    "                    x = np.expand_dims(x, -1)\n",
    "                    prediction = model.predict(x)\n",
    "                    summed_predictions = list(map(add, summed_predictions, prediction))\n",
    "                cur_fold_train_predicted.append(np.argmax(summed_predictions)) \n",
    "                cur_fold_train_actuals.append(row.diagnosis)\n",
    "\n",
    "            f1_scores.append(f1_score(y_pred=cur_fold_test_predicted, y_true=cur_fold_test_actuals, average=\"macro\"))\n",
    "            f1_train_scores.append(f1_score(y_pred=cur_fold_train_predicted, y_true=cur_fold_train_actuals, average=\"macro\"))\n",
    "            predicted_y.append(cur_fold_test_predicted) \n",
    "            train_predicted_y.append(cur_fold_train_predicted)\n",
    "    return histories, predicted_y, train_predicted_y, f1_scores, f1_train_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7uYey5JLAZnA",
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Remove to train on all folds. Currently training on one fold for speed.\n",
    "histories, predicted_y, train_predicted_y, f1_scores, f1_train_scores = get_results_with_model(patient_mfccs_and_diagnosis, patient_folds, verbose=0, fold_nr=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SQjqsTuIAZnG"
   },
   "outputs": [],
   "source": [
    "cnn_f1_scores[\"CNN\"] = f1_scores\n",
    "cnn_f1_train_scores[\"CNN\"] = f1_train_scores\n",
    "cnn_y_preds[\"CNN\"] = predicted_y\n",
    "cnn_y_train_preds[\"CNN\"] = train_predicted_y\n",
    "cnn_histories[\"CNN\"] = histories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3666680254200383"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean((np.array(cnn_f1_scores[\"CNN\"])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UnvpLggTAZnK",
    "outputId": "b4485f08-0085-475f-991a-75c69f0d60ba",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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z29QO6FcaTbKqVCoqKyspLy9n0KBBqNVqkpKSTMrMnDnTyIHT19eXDh06GPXvwIEDgN7EK5X+dptERES0ybkJwNXVlaioKPbv3099fb0hPSYmBrVazeTJkw1pzf02tFot1dXVlJeX069fPwAuXLjQpjabc+TIEVQqFbNmzTLyCfH19WXs2LEm+W9lLNvK/v37kcvlJiue0aNHExAQwP79+03KTJ061XCqAsDW1pbQ0FCysrLa1GbT86DT6aipqaG8vJzu3bsbrFNN7N69G41Gw4svvtjinnLTmDRtDSxcuNBk9X27zslubm5ER0ebpJubmxssZ2q12nBNBg4cCBjfFzt37kQmk7Fw4UITeZrfw9OnT0cQBDZv3mxIq6mpYd++fQwbNuyWHfLPnz9PSUkJM2bMwMXFxZBuYWHBU089hVarNdlulslkzJkzp03119bWAtyWb87kyZPp0qULy5YtM9R3M+RyOQsWLKC4uJhVq1bdctut8fLLL7Ny5Uqjf82tW7fy7DSn6V329NNPG6WPGzeu3RaUtrzbb5UpU6YYPe/du3fH3NwcX19fBg8ebEiXSCRERkaSn59vMqdJJBKTfj788MP4+PgYxgFgx44dODo68tBDD1FeXm74V1tby5AhQ8jIyCA/P9+onhEjRrTZet5kAW3JStf0Lm7KcyP+kFs8/v7+LaYXFxezZMkSDh061KKptKamxujF0RpNJvsmJBIJDg4OVFZWtkm+68sDBoWqsrKSjh07kpubC7S8LXCjrYLrUalULF++nB07dpCTk4MgCEa/t+S/0Zp8zfvXJF9AQIBJ3sDAQM6cOdMm+SZNmkRsbCz79u0zvHS2b99uUF6as2PHDr7//nuuXLmCRqO5aT9uRk5Ozg37cD23MpZtJTc3F29v7xYnly5durB3714Tp7O2XKcbcfToUZYtW8aFCxdMXmTN/UqaFNPrX7zXk5mZiVwup0uXLm1qvz107NixRSVHEARWr17NTz/9RFpamok/U/NrkpmZiZeXV4uLl+YEBgbSq1cvtmzZwksvvYRMJmPnzp00NjYafF9uhaZnpvmeexNNaU33ZBPu7u5tdvBvujfq6upuWUaZTMYrr7zCvHnzWLFiBQsWLGhTubFjx/Ltt9+yYsWKO77NExwcfEPfm1t5dq4vL5fLW3yvBwQEtCueU1ve7bdKS3Xb29u3GF7D3t4eQRCorq7G1dXVkO7q6mpy/zf18+jRo2g0GszMzEhLS6OyspL+/fu3Kk9paSne3t6Gv1ubd1vC0tISoEWjQJPvWFOeG/GHVFBaOn6m1WqZM2cOubm5zJ49m27dumFnZ4dUKmX9+vXs3bu3RWfNlmi+2mrO9RNWe8u3p4628s4777Bx40YmTJjACy+8gJOTE3K5nISEBD777LMW22vNT+BOywYwfPhw7O3t2bZtG5MmTSIzM5OEhATmzJlj5FOyc+dOFi5cSEREBG+++SYeHh5YWFjQ2NjIvHnz2nztbodbGcu7ye1cp7Nnz/Lss88SGBjIwoUL8fHxMTw38+fPv6vjeSNryvWKZxOtvayWL1/OkiVLGDx4MHPmzMHNzQ25XE5ubi5vvvnmLV+T6dOn8/e//52jR48yZMgQNm3ahLe3t8Ey83vRlpd0E87Ozri6unL16lXUavUtH2MfNmwYvXr1YtWqVcycObNNZSQSCa+99hpz5sxh6dKld8UX5Y9AW9/trT0DN3I0bu15vxvziSAIeHh4sGjRolbzXL+wa8+xb3d3dwCKiopMfmtKa4s/5x9SQWmJixcvkpaWxiuvvMJzzz1n9FvTKZ/7iSbTYkZGhslvLaW1xo4dO4iKiuLjjz82Sk9JSbkt+Zq09vT0dJMbKS0trc31mJubM3bsWH766ScKCwsNpxmab++A3qpiY2PD6tWrjcyCycnJt9oFw4okPT3dJK5OS31oz1i2d0vD19eXuLg46urqjMy4AFevXsXJyemOHqvduXMnOp2Ob7/91uj6VVVVmazAmyx2ycnJRium6/H39+fUqVOkpqbe0LnNwcHB0FZzBEEgLy8PJyenNvdj+/btdOrUieXLlxuNeXNzdXP5Tp48SWVl5U2tKE0njzZt2oSnpyeXLl1i/vz5N5wMbkbT/Xb16lWT35rSWlolt4eRI0eybt06YmJiTJx828Nrr73Go48+ypdfftnmMv379ycqKop169a1O5bK7XC7z06HDh04ffo0OTk5RlsUgiCQnp5+V2R2cHAgOzvbJP16C9qdprS01OT+b+qnt7e3YVHo7+/P6dOniYyMvCshEUJCQjAzM2vxJF/T9nJbIvj+IX1QWqLpxXK9Rnnp0iUOHz58L0S6IR06dEChULB3716jvUuVSsXq1avbVIcgCMhkMpM+19bWtrmO1hgxYgQA3333ndFqOz4+vs3bO01MnjwZnU7H9u3b2bFjB8HBwSYTnEwmQyKRGLUlCILRKY32MmjQIORyOWvWrDE6kpqTk8PPP/9slLe9Y9lklm/rts+IESNQq9V89913Run79+8nLS3NMN53itZWYy2N59ixYzEzM+OLL75ocfugaUwmTJgAwOLFi1Gr1S3mgd8UnhMnThjl2bJlS5u3p5po6kfz+lUqFStWrDDJO2HCBLRaLYsXLza5jtf/bWFhQXR0NLGxsSxfvhypVMqUKVPaJdv1dO/eHTc3NzZu3Gh0KkWlUrFy5UpkMtltx/t47rnncHR05P333ycxMbHFPLGxsezdu/eG9URERDBy5Eg2b97cZt860Cs2arWazz77rMXf8/LySEtLu6NHkm/32WmKqvu///3PKH337t0tHr+9E/j7+1NeXm50lFar1d4VH57mCIJg0s+YmBjy8vKMogtPnDgRtVrNp59+2mI9paWltyWHg4MDgwYN4vjx40aLwZqaGjZv3oxCobj5CR7+RBaUoKAg/P39Wbp0KdXV1fj7+5OWlsbGjRsJCgri0qVL91pEE15//XWeeeYZpk+fzqOPPoqNjQ0xMTFtXp1LJBJGjRrF1q1befXVV+nbty8lJSVs2rQJZ2fn23r4goODmTZtGj/99BNPPvkkI0aMoKSkhLVr1xISEtIuy0ZERAT+/v5888031NbW8s9//tMkz+jRo4mNjWXOnDlMmDABlUrF3r17TSbC9uDi4sILL7zAp59+ymOPPUZ0dDR1dXWsW7eOwMBAI6fX9o5leHg4EomEr776ipKSEqysrPDz82t1VTBjxgy2b9/Ol19+SVZWFj179iQjI4N169bh7u7O3/72t1vuZ0uMHDmSH3/8kblz5zJt2jRkMhlHjhwhKyvL6Hgx6FeoCxcu5P333yc6OpqJEyfi5eVFQUEBBw4cYMmSJQQGBtK7d29mz57N6tWrmTJlCmPGjMHV1dWg8MXExGBhYUFwcDCRkZGsXr0ajUZDly5dDEe42+uUOHr0aL788kuee+45hg8fTnV1NTt37mzR+W7ixIns37+fjRs3kpaWxtChQ7G1tSUjI4MzZ86wdetWo/wzZszghx9+YPfu3URFRd3QetQWmo6aLliwgKlTpzJt2jSsrKzYuXMnFy9e5KWXXmp3/6/Hy8uLr7/+mhdeeIEZM2YwcuRIIiMjDZFkjxw5QkJCAu+///5N63rllVc4ePBgu5y/Q0JCGD9+fKuxVBYsWMD58+c5duzYDY/+tofbfXaGDx9OVFQUGzZsoLy8nP79+5OZmcmmTZvo3Llzi5aO2+XRRx9lzZo1/PWvf+Xxxx9HJpPx888/3/VtYjc3N7Zt20Z+fj69evUiPT3dME7PP/+8IV90dDRHjhzhu+++IzExkYceeghHR0cKCws5e/YspaWl7Yp51RILFy7kzJkzPPHEEzzxxBNYW1uzfv16KisrWbx4cZvq+NMoKObm5qxYsYIPP/yQzZs3o1QqUSgUfPLJJ8TFxd2XCsrAgQP55ptvWLJkCcuWLcPBwYHx48czYsQIZs6c2ab96TfffBM7Ozv279/Pvn378Pb2ZtasWXTu3Jlnn332tuR766238PDwYNOmTXzwwQd06tSJd955h6SkpHZvvUyaNIlPP/0UMzOzFmM4PPLIIzQ0NLBmzRoWLVqEg4MDI0aMYP78+bflFzBv3jzs7OxYvXo1H3/8MT4+PsybNw+pVGryHZD2jGXHjh15++23+e6773jrrbdQq9XMmDGjVQXF3Nyc77//nq+++oq9e/eyZ88ew/V++eWX79jLvIn+/fvzySefGHw4rKysGDhwID/88AOPPPKISf45c+bg7+/PypUrWbVqFWq1Gg8PD/r3728k2xtvvEG3bt1Yt24dK1asQBAEvLy8GDFihJFP0ZIlS3jnnXfYsmULoI8WumbNGv7+97+bBH67EfPmzUMikbB161ZOnjyJu7s748ePZ9y4cSbRpiUSCZ9//jlr1qxhy5YtfPHFF5iZmbV6aqtLly5EREQQHx9vEhb+VhkzZgwODg4sXbqUb775Bq1WS+fOnVm0aJHJtuatEhkZye7duw3f4jl69CgqlQoXFxd69OjB8uXLGTJkyE3rCQgIYOrUqWzYsKFd7b/88svs2bPnthYP7eF2nx2JRMIXX3zBJ598wu7duzly5AjBwcF8/fXXbNy48a4oKAEBAXz++ed89tlnLFmyBGdnZyZPnszYsWPbHCX9VrC1tWXp0qW8//77fPTRR0gkEoYOHcrrr79udDpNIpHw8ccf079/fzZt2sTSpUvRarW4uroSGhrKrFmzbluWwMBAfvzxRz755BOWLVtm+BbPd999R58+fdpUh0T4vT3/RG7Kjh07WLhwIV999dUdN/2LiIj8xuzZs0lNTeXw4cP3zacSRERE9PxpfFD+iOh0OpNjWCqVilWrVmFubt7mLz6KiIi0n9TUVE6fPs2kSZNE5URE5D7kT7PF80ektraWcePGMWHCBINTVUxMDKmpqcyfP/+mJxFERETaT3x8POnp6Xz//fdYWlq2OVCaiIjI74uooNxDLC0tGThwIPv27TN4TQcEBPDOO+8wffr0eyydiMifk9WrV7Nnzx78/Pz45JNP2hSPQURE5PdH9EERERERERERue8QfVBERERERERE7jtEBUVERERERETkvkP0QblGRUUdOt2d2e1ycbGlrKxtXwr9M/Eg9vtB7DM8mP1+EPsMD2a//+x9lkolODnZ3DzjPUZUUK6h0wl3TEFpqu9B5EHs94PYZ3gw+/0g9hkezH4/iH2+3xC3eERERERERETuO0QFRUREREREROS+Q1RQRERERERERO47RAVFRERERERE5L5DVFBERERERERE7jtEBUVERERERETkvkNUUERERERERETuO0QFRUREREREROS+Q1RQREREREQeCMqqGnn7+zPklvx5o8T+mRAVFBERERGRdlNe3Uhhef09laFBqSGjoLrN+WN+zSKzsIbDCfl3USqRO4WooIiIiIiItJsvtiTy5ZbEe9L2ip1JnL1czO5fs3jvhziq61V8vukClzLKWy1TUaPk2IV8JBI4c7kYrU7X5vYOnstl/S+pd0J0NFodX2y+QHxKyR2p78+M+C0eERERkXtMRkE1HT3tkEokd60NjVZHTnEtnbzsjdIrapR8G5PE46OC8HC2blNdGQXVZBXWAHorhpWFfirZFJuGnbWc0X38AP33bFbtuUygjwMPhXvfkX5U1Cg5eamQmnoVKo0OrU5g/5kcEq6WotHq6Ohpx97T2aTmVtGziytDe/ogk0lZtecyggBTBwfyU2waV7Ir6erv3KY2f4nLpai8gQkD/bGxlLeab+Ohq1hbmDF+gL9R+v6zORxOyMfF3pLQTs7Ep5ZS26AmQuGGTieQmF6GVifQpYMDdtbmRmXT8qs4cDYXX3dbxvXr2O7x+iMjKigiIiIi95C0vCre/SGOFyaHEhnkfkt1CILAd7uT6RviQWiAS4t5thxJZ8+pbP77dF+8XX/7ku2h+FySMivYfiyDZ6O7mZT7bucl7CxlDOnhY0g7nJBn+P/sohqC/JxIzixn969ZeDhbGxSUzYfTOHqhgILyehMF5edTWeh0Ag/396e8upF1v6QyvGcHgjs6GeXTCQIxJzLR6gQmDQogPb8KgKt5VegE/Qf9DsTlApCUWcGnP50no7xwt6gAACAASURBVKAaT2dr1h+8SnpBNXZW5lxIK2PWKAVRYV7sOpnJ3tM5hHR0QtKKUljboOZ/u5IY2cuXgjL9VlZiWhn9unka8qjUWkqqGvFxtUGp1nLgbA4arUBBWT35pXVIpdA72INNsWl0cLchKbOcxPQyAFJzqyivbiQ+tZS1+1MAMJNJmTYkkJG9fQ19/PDHc1jIZXS9blweBMQtHhEREZE7wNp9KZy/WtrucslZFYB+wroZBWV1fL01kYKyOqP09IJqjicWcvxiYYvl8kpq2X8mB4Ar2RWGdI1Wx9HzBcikEk4lF1FUoZ+IiyvqWbrtImcvF7M19ipbDqej1ui3REorGzh5qYgenV0ByCysQanWsubaJFtcXo9SpeVUUhE/n8rG0lxGbnGtQZlIy6si5mQmPx1KY/uxDHKLa3l71VnirpSw5Wi6Qd4vNl+grlHNt7uS2Xo0gz2ns9EJAmn5ep+TRpUWlVqHVCJBqdJiZy1HJwik51cza6SCd5/px9QhgZxOLuaXc7mM6u3L0AgfzOUyogd2IjG9jIRU4+tVWtVAYnoZGflVbDmSzoW0MlbsSgJAIoGE667vil1JvPm/U+w6kUlKTiUarYCTnQW/XirEykJGo0qrt6pYmvHaoxE8PjoICTBtaCAAxy8W8vOpLAJ97PnXrEiC/BzZeOgqWYU1xCbk8eWWRJzsLHj/uf4MukMWqD8SogVFRETkT0F5dSM2lnIszGV3tN6KGiUAbm52hnac7Cw4lVTEhfQyhkb44GJvyS/ncskrrSX82sR9M5QqLY1qLSm5lYDelN+ERqsjv7QOHzcbZFIpNfUqjl0oIOZkFvVKDa4OVkwf1pmswhp+icuFa0aAzFYcRjcfTsdCLsNMJuFKTiUllY24OFgilUBVnYonxgSxdn8qP/+axZyxIWw9msGZy8WcuVyMVCqhtkHNuZQS+nb1YN0vqUgkMGuUgqyiGjILa1i5O5nCsnqG9vTh0Lk84lKKWb3nCl06ONC3qwdr9qVQWtlAVZ2K99ecA8DLxZqCsno+3XSe+kY1g3t4czghn9ziWlbtuUxafjWbY9M4eakQdycriisaKK9uJD2vClcHS0qrGgHoHeLOqaQiorp7cTG9HJlUwuBr1p6xff1QqbW4OFgyqPtvE/zwyA4cu1DAhkNX6d7ZBalEwtkrJXwbk4RK/Ztvio2lGdV1KuRmUiKD3Ii7UsJH6+KZNKgTDUoNcVdK8HS2ZsuRdLxcrDGTSfjP3D5otTocbC1QqbVsP5ZBkJ8TtlZyHgr3pqfCDVsrOfEppWw9olfIZo8OpnMHB54e35V/fXOS/3x/BgBfd1uendAVW6vWt5X+zIgKioiIyD1HEAQ2H06ncwcHw8ocoLJWia2VHDPZjY29Wp2O/3x/hr5dPfjLCEW72y8qr8fFwdLQTnW9ih/3p+DpbM3+szk0qrQMjfQlsosrH6+LZ2JUJ2IT8qisVXE6qZiJUf4ApORUcS6lhKTMcmaOVBhtHwiCQHFlAx5O1jQoNbz3Q5zBj0IigazCWtQaHXFXitlw8CpVdSqc7CxwdbAko6AajVYgpKMTdQ1qkjL1zqBbj+pX+aDXUYoqGqhv1GBt+durPbuohoSrpUwa1In80jriU0sN1hAAha8jUd29yCmu5XBCPn1DPDidXESwnyNXsiuZMULB/lNZHE7Iw8vFmvjUUqYMDsDZ3hJ/TztOJxchCDBlcAB9Qzw4dC6Pnw6lodUJ/HViKJW1egUvp7iWuJQSrCzMWDA9HH9PO/71za+UVjUypIc3kx8K4HhiAZ9sTKCyVoWVhRmxCfnIpBKmDA5k6baL5BbXkVlYw+AePiRcLUGp1jE43JtTSUWEB7oytm9HZFIJUql+3CUSCZMGBZhcbzOZlIlRnfh620W2Hc3g/NUycktqCfS2Z9rQzlTUq0lMLWFoTx/eXR1HoLc9o3v7UdugJr+0jg9/jEenE/BwtuatJ3vzwY/xZBRUE+znaKRMmMtlTBva2ajtpt/nTwkj9lwe9UoNYQF6XxgHG3OeHBtCYnoZg7p7E+hj3+oW1IOA7K233nrrXgtxP9DQoOKaBfK2sbGxoL5edWcq+wPxIPb7Qewz6J0G84pr6OBu2+YyFTVKfjyQQrCfI3IzvZWjpLKBnw5dpai8gW3HMkhMKyMq3AsLuYxf4nL5ZMN5ZFIJEomE2IQ8g1NjbYMaAQwKRXp+Nb/E5aLTCQzu4UNtg5rVe6/g72lncOBsjSvZFfzn+7McOZ9Pg1KDt4s1p5OK2Xs6hys5lXi72NA72J1f4nKvnf4QuJJTSaNKy8yRCi6klZFeUI1OJyAAZy+XkF5QzbCeHdh8OA1bazlOdhbsOZ3N55sS6R7owubDaVzJqUSl0aHRCvQKciO3pI6C0jp2ncyig7sN4/t3NPzePcCVueOCGdO3I7UNan5NKqJ7oAubDqXRwc2G6nq9BSKrsIbQTs5oBYE1+65Q26hm969ZNCg1/DW6G40qLfGppdhbyxnX35+OHrY89XBXzGRSfFxtORCXy7HEQszlUl6f2ZORvf0Y3MuXsop6jiUWohP0Cs+z0d2wMJdRWavkYkY5kx8K4OH+HbG2NGP/2VxqG9SEBbgwNMIHG0szYn7NwtZKzslLRQwK82JIhI/BMpOWV8VfJ4biZKdXEOsaNEQGuREV5kV8aimRCjeGRXZgzyn9Fk9OcS2jevvS2ceRQB8H+oR40D/UEz8PO8zlMuRmbfNc8HSx5szlYs6llCI3kzBjWBceHd4FdycrIkI8Ce7ggLOdJVqdQGSQG8EdnejfzZMBoV5U1Snp3tmF2aOCsLGS4+dhy9EL+Qzr2YHOHRza1L6FXEaQnxOhAS5GSoi3qw0RXdxwtre8a8qJRCLB+jpn3PsR0YIiInKfczq5iPpGDUMifG6e+S5SUaNk29F0Jg0KYFVMEpbmMnoFuxuUhNoGNRY3mCD2n8nheGIhXTo4GhwmDyfkc+R8AQAeztaUVjawKTaN/l09WLs/BQl6H43s4lrirpQwrGcHcoprWLb9En4edswcqeDo+Xzkcn2buSW1aLQ6ElJLOXGxEKVKywuPhBlkqKpTsSn2KjX1avw8bBkc7sPOE5nYW8vp6GnHrhOZnL1SjIONOV4u1sybGIq7kxXmchmWVnJ2HctgbD8/fv41G0dbc4ZEeHMquYiruVV083ciu7iWmno1AFdyKjkQl0t6QTXPTwplx7FMAH7cn0JafjXRA/2pa9Rw6FweY/t15OyVEuJSShjSw5u/jFRgJpMytGcHk3Hs1smZLUfSWbFT7xvx0tTugH61fjghn+SsCs5eKaawrJ7TycVYyGU8Orwz1pZygwPqmL4dGdPXz6heFwdLpgwOpKCsjhG9fHGwtQD0k1nfrh5sO5bBkfP5BHrbY2+jn9xG9OpApMINV0crQz2+7rak5FTSN8TDIJenszWx8fnoBIHBPX7bahk/wJ+B3b1wu1Z+bL+OjL12UkWl1nIxo5yxff2wtzbH1krO2SvFSCUSuvo7G1kq3Ju131akEgmzRgVx7EIBM4Z1NvTpeh55yNgCY2sl56mHuxqldfKy571n++Fib9luOURaR1RQRETuc7YdzaC0qpFewe53bC+6UaVBKpFgLv/NX2PPqWy8XKxb9aFYuz+FcyklFFU0oNLoUGl0nEspoU+IB4Ig8M6qM3Rws+XFKd1Nyqo1Oo4l6hWR81dL6dvVA5lUQlJmOd6uNng4WTExqhMnLhay/2wOBaV12FrJ6alw5VRSMRbXFJBTSUV6q4SVnJScSt5bE4dSpUUi0W9xaLQCeSV1pOTo/TriUkpYsvE8fULc6dzBgY/XxVNTr8bT2ZrE9DJiTmYhCHqnxbF9O3I6uYhl2y9RUFbP2H5+RhaiZyaG0T/EHS8XG7RaAV93W2RSKX1DPLiaW0WQnxM9uriRll/Fr5eKDKc10vOreX/NOXSCQFiAC4npZVhbmDG6jx9yMylDenjj42bLiMgOeLvaMLiH9w1Xzh097LCzllNUUc/oPn64Ovw2ObvYW7DzRCZSiYTXHu2BtaUcN0crw5aPl4sNb8/tg7ebTYt1X6+0NOHhbE1HTzuyCmuM7g+ZVGqknAAEeNmTVVhDjy6/5Qvwtqe4ooE5Y4KNxlRuJm1VuTCXy3iu2akibxdrUnKr6OLrcMeeg5COToTcodMxHk5tO6It0nZEBUVE5D6goKyOo+cL8HW3pX/ob8cYq+tUhmidJy8WGo4f3ghBEKhr1GBuJmXH8UwcbMyRySRU16mYGNUJiUTC4vUJSKUS/jGzJ1KJhJLKBjYeuoqNpRnvPdsPiUTCjmMZjB/gj72N+TVTeAlyMykpOZVYWciwtjDjwNlceircqKlXU1LZSEllI8cTCwjwtsfS3AwnO/0q/HhiAbUNanzcbLiUWc4bK37F2c6SrMIaJkZ1IjqqEwD2NuYcPJdHWn41o/v44udux5HzBSjVWgB2nshAqxP4x8yefLsrieziWoL9HLmcXUmvYHfOXi4ms7CalNxKQgOcsbYwIy2vmu9iknGyt0Cp0vLPWZF09LSjtKqBwwn55JXUGY7Q9gp2x+tYBgVl9YQHGitqUqkELxf9xP7o8C6G9L5dPUhML6NPiDvuTtZEdffi10tFXLymoNhYmlGv1PDilDBsreQkppcxolcHw9aTj5t+wv7LyLb5zkilEt6Y3QszqQTn61bsI3r5klFQzYhI31a3GtqzLdecfl09yCqsIaLLjZ2AJwz0Z3APb6OttceGd2HiwE4mykx78HK1ISW3yshHSeTPjaigiIj8ztQ3qqlt1OBib0FtvZoVu5JIyvzt6Gd+WR1TBuuPITZZAmyt5MQm5DG8VwekEglqjRaJRGLkPHroXC7uztYUVzTww94rONiYU1Vn7B/TrZMzHk7WhqOaxxMLGNTdmyPn9RE2G1VaVu6+jFKtJTmrAm9XG2QyCd//fBl/TzuG9ezAd7uTiQhyR+HjwPc/X2bx+gSGR+q3IqwszPg2JhnQWzSeje5GbYOaH/enEOhtz4SB/nz60wUq1ErKq/XOk107/RYsy9HWgofCvTh0Lo/BPXxobkhwd7SiuLKBjp52eDpbs2B6ODX1aizNZfxvVxLRA/1Jyijn/NUyiisaGNLDhzF9/VCqtby/Jo7c4jpemRFOR0/9aRxXByvDODchlUh4dHgXDifk09mnbb4EtlZyXp4WbvjbQi7DwdacyloVFuYy/t+c3shkUoOy9n+ze+HncWtKQvOxaImm+CN3g+GRHVD4OhoUqtawsjAz8fuxtpRjfYMAZ23B95pi1eMmCpLInwdRQRERuYZWp0OChIoaJTtPZAIQPdAfZ3tLBEFAoxXa7IB3PYIgUFmr4nJ2Bat+voxKoyPYzxEPZ2tScip55KEABoZ5sfVoOjEnswjt5EyQnxMpOZWYy6XMGNaZb2OSOX6hAD8POz7ffAFzuYxnJ3TF3cmK6joVa/al4GRvgYVchou9JfY2cmaNCsLdyYpGlYYlG88TG59PWKBeIXCxt2BzbBqRCjeOXiggPNCVzh0c2HI4HZ0gIJVIyCys4XJ2BZ287Fn4aARSqYQzl4sZN6AT3o6W6ASB1XuuUNeoQSKB/8ztzdU8/XHZvadz+GHvFRqUGsI7u/LcxG5IJRK6+TsxuIcPP5/Koqi8gU5edkZjNW1oZ/qHeuLpbI0gCNhayZFKYGB3L7YeSTf4NjSf9F59NALQbyU0xaoI8nME9ArD3x+LoLSqET8P47ZaIizAhbBWgp21FXdHK6pqVXg6WZtugXjbt1Lq/sZMJjWJQvt7Mqi7F/6e9ni2MdqtyB8fUUERua8QBAGdICCT3rkYgi3VKQgCgoDhOGJtg5r3fojD30t/6uPYhQIkEr3S8tTDXTmeWMiGg6l8OG8AluYyTiUVYWMlZ9i12BhN4bcDve0J8jPd095zKpufYtMA6OzjQJcODvx8KpvL2ZUM6eFtCI09c6SC5Mxy1uxP4fWZPUnOqiDQ24EBoZ4cOZ/P2gMpaDQCDrbm1DWoeWfVWaQSCV4u1iDBYJV4cmywSWCn/t08OXqhgLpGNTaWZjw9visf/BjPBz/GU12nYnivDnTzd6Z/N08Ky+rY/WsWFzPKKK9WMqSHjyG+yILp4bi52VFSUsOg7l5sO5JObkktPm42uDpYGXwiPJys+e+qs/i62/LcxG5YXPN3aVImunRwoKpOZXKtLeQyAr311guJRMLQCB9kMgm9g91JTC+jXzePVq/17NFB7DiRSWWt0shKYW0px+82V/Dtwc3RitTcKjycb31LQ8QYuZnsD6vcidwaooIicl/xU2waJxILeH5yGApf/QpYJwgIbVBamiJVNv+eSXl1I19t1X/Q7I3ZvfRRJ9VaFq9PwM5azotTuqNSa1m2/SKF5fUUltdjLpfSt6s7NpZyDsXnMTGqE0mZ5dQ1aricXUFSZgW/xOViZy1nUKQfWYU1vL82DpVah4eTFe892w+1RsfBc3kMCPXEXC7l51PZdOngwNCePkQq3JHJJKTmVpGeX204tQD6yfnx0UF8vimRV786jkqtY2RvXyQSCY+PDuKbHUl06+TEmL4d0ekELqaXkXC1lPjUUkb28iUlp5Liynr6hJhO4iN6deDExUIupJURGeRGkJ8TCl9HUnIqiejiSrdrR3id7CxwsrPgUmYFl65tPTVZI65HJpXSK9idg+fy8L/OOtHJy55/zY7Ew8naoJw0x8HWwnBS5EZMbnaK4l+zIm+Y19XRirnjQm5a592m6VSKuNoXEbl1RAVF5L6hslbJgbP6WBYfrYvnzSd6kV5QTcyJTCQSCS9O6Y6vu61h+6E5giCwaO05HGzMeWFymCFt8YYEisob0AkCxy4UUFbVSGpupWEb4mpeFesOpJBZUMOMYZ3ZdiwDpUrL4B4+uDpYcig+jwNnc8m89mG0vadzSMmpNEzsMccz2Babip2VnIf6ebP1aAaXsys5diGfk5eKSM+vws/DjtoGNdOHdiawmV/DS1O7U1zRYJjMmuge6MqCGeGsP5DKqN6+BktIBzdb3n6qj1HeQeHeDOzuxcX0MoL8nKiuU+mP+7YQTdXLxYZ/zurJ6r1XDMd8pw0JZMPBqzw2ootJfv9rvhoWctkNfSb6hHjoFZQWzP9NlpAHDTdHvfOqqKCIiNw6YqC2a4iB2m6f1vqdWVhNRn614QREa2w7msHVvCreeLwX51JKOHulmF8vFeHjZkttg5rY+DzCAlxYtPYcpVWNONpakJhehp+HHZmFNWw7qj994etui4eTNbkltew6kcWs0UEUltVz/GIhqbmVNCg1jOrtS3p+Nb9eKqSqTs0Lk0OJ6u6NTKp3PB3XryPWlnLS86tJyiw3hNUuq25EbiblzSd6cTq5mOMX8tEJ8Mr0HvTo4sqh+DxOJxeTUVCDn7stydmVJGdV0KOzq5GlBPTHKJscJ6/H3dGKYT07GBw6b4REIsHD2RozmRQbS3mrdYLeavFQuLfhSKSzvSWDwr1bdGA0N5Oy/2wuwX6ODAwz3i5qfq2d7S3o6GlHZJD7TSO+/pFpz3NtaW5GclYF4/v73zRQ3P3Og/g++7P3WQzUJvJAoXci1ZFwtZTaejUDwzwNsRx+2JtCTnEN/32mH0mZ5fQOdjf5ZPmljHL2n81hYKgXAd72TBvSme92J6PwdeS1R3tQUaPkzf+d4v0151Cqtew7k8PBc7lotHonynMpJZjLpbjYW/LllkTsrOWEXjsd0rOLK3ZWcrYeTefJsSGG45eF5fXEXSnhqYdDiFC4ATC2b0fG9v1NkejR2dUQSjykoxPJWRX0vhaPZMJAf45cKGDO6CDD0c3Rffw4eamQ6KhODI3wZvH6BDxdbJjZxiOk9xMuDpYE+TrSt6vnDfNJJBIiurj9TlL9MXBztOKdp/reazFERP7QSAThTtkN/tiUldWi092ZoWhyILyXVNYqibtSQmSQG47X9vlLqxo4f7WMvl092hXoKLuohuyiWnoFu2FpbqrT1tSrePeHOIorGgxpgd72FJbrA0ltufZBLDtrOTX1arr6OzGouzeHzuVSWF6Pws+JxLQyXB0seWN2JJbmZugEgbgrJYR0dDLIGnMyk82H0xka4UN1nYq6RjWVtfr/Nig19O/myYSB/vqvqP6aTb1SQycve958oleL/aqqU5FZUH3Dj7tV1Ch59avjALzxeCTLtl9k/iPdDZaN++Fa3wsexH4/iH2GB7Pff/Y+S6USXFxu76j774FoQbkHXMosx9XeEo9r+9OZhdV8G5PMw/060q+b8Wo1JacSG0uzm8YeaE58Sglfb7uIVqf3u/jnrJ5kFFTz4bp4BAHOpZTwyoxwk1MtX25JxMHGnNljgqmuU5FwtRRHW3P+tyuZ2gY1Gw6m8tzEboR2ciGjoJpNsWkUVzTg5WpNWVUjM0YocLE1p6iinp9/zcbCXGZQTrr6O5GUWUGwnyNJmXpHU3dHKwJ9HEjOLCeiiytTBgcaFCCpRH9qozmj+/jhYm9JRBc3g4/FlewKvtp6kV7B7jwyOBAHG3MevmZWX7MvhR6dWz8u6mBjftMvzzrZWdDRw46aBhWBPg589PzANl8HEREREZFbR1RQfmc0Wh1fbL5AJ097/jGzJ6eTi/guJhmVRnftCOVvCoogCHy97SIu9ha8+URvNFodJy4WUl2nIj61FGtLM16a0h0zmYS4KyX4e9rRqNLyza4kfN1teaiHNz/sucLWo+kIgj6OweRBAWw8dJV5iw/j4WSNr4ctl7Mq6ObvTHxqKTKpBIWvI9/tvoxGq//iqZWFmf5bIsczWLLxPK89GsGqny/TqNIgN5NxMb2cMX38mDU2xLDqeLi/P9lFNfzn+zME+jjw14mhnL9aSv9QT/0RXUs5oQHOJs6uN8JMJjVR4IL8nPj8b4NM8g7pof8Y2fVKzq0wZ2wwDUrNbdcjIiIiItJ2RAXldyarsAaVWseVnEo2HrzKntPZdO7ggEajo7C8geo6FZsOp5GaW8XMEV2orlNRXaciq7CGDQdTuZytjyzq7mRFRkE1y3dcQiqVcPZyMTaWZugEsJTLmP9IGM72lpxPLSXhahkONub4udsypq8fjrbmZBfXciW7kviUUlwdLTl+sRAPJyuKKhpYsTMJdycrno3uRmZBNX4edgT6OBAa4MwbK07xzc5LVNWqeGZCV8ICXPj1UiGDunub9NXPw47nJ4Xi6mCFrZWcgWFegD4ex91GKpUYwpffLm1xVBURERERubOICsrvTFPocplUwp7T2YQGOPPiI91ZfzCVXy8VsfN4JicvFqLTCazZn2Io9+G6c6jUOp56OITIIDcs5DK2H8tgx/FMJBIY29ePC2llSKUSXrymnAAo/Bw5n1ZGWVUjD4XrFYR+3Tzp99s3uNBodRxOyCcswJnvf77M5exKZo5S0MnL3ihypKW5GWP6+rHuQCq2VnJ6BbkhN5Mxolfr34eJDLp9C4aIiIiIyIOHqKD8TmQWVrPuQCoqtQ4vF2u6dHAgPb+av0Z3Q24mxdPJmgalhvirJSh8HdHqBFJyKrG3luPmZEVaXjVzxgYbrBAAkwYFMLqPH1KJBAtzGVOG6L8r0nzbpCnYmUarw9+z5SiMZjKp4Vsqj41QkJZfRWinln03Hgr3Zt/pbPqHeiE3M421ISIiIiIicicQFZS7hEar47NNFxjb14+u/s4cOJtLaq4+ONhD4d7MHhME/KZMeLroHWbLq5UMCPXEydaClJxKuvg6MmGAP9lFtUR19zJpp3mMhZb8OTp62GEul6JS6wyBt26Er7ut4aNcLWEhl/H+c/2RSdvuOyIiIiIiItJe/rxRle4xJZUNXMoo51B8Hiq1lnMpeidWmVRCWIALUonESKFoHnEywNuByCB3LM1ldA90wc/DrkXlpC2YyaQEejtgbibFy/XORLU0k0kNMU5EREQeDAStGk1hys0z3kG0RVcRtC07qOtqStFVF/+u8jShLc9FUDfeWtnCVJqiewiqerRlOXdStD8VooJylygsqwfgYkY551JLaFRpmTI4kC9eHkRPhenRVhd7S0MUzgBve+xtzFkyP4qosFtTTJozMaoTfxmpuKMf4BMREXmwUF86SMOO99Bkxv8u7elqy6nf/i7qi/tMfhM0Sup3LaLhwFe/iyzN0ZblUL/53zQc+Jr2hhHTFqdTv+NdtPnJAKjid1G/49121/OgIM5Yd4nCCr2ColRpWbsvBQdbc4I7OmJpbtai9UEqleDhZIW7oxX210IQW5jL7oilQuHraPj2isitIeg06CoL77UYf1q0pVkIOu29FgNdfSW62rLbqkPQqNCW57a7nLY8B01m/G23fz26mhJ0DdWt/i4IAtqSjBYnSW15LoJWDYAm6xwAjSfXImhuHAZeEAS0Zdkt/qatyEMQdKZyVhUaWUt0lfmA0KJCpEqIQagpRVeWox/vkswbTvJCY22brC266hI0mfGoSlq2agiCgPL4D4CANucCmixj2XQ1pTcca12V/h0iXLvG2oo8UDfq/6FXygRV/U3lfFAQFZS7RGFZPTaWZpibSalXanj64a43tWBMGOjPI4MDbphH5N6gPLqauo3/RFucdq9F+dOhyYqnfsv/Q3P113stCo2Hv6V+2zsIqoabZ75RHVvfatcWgKDVUL/tvzTs+4yGX5bectst0fDzEhpiPmpVAdSVZFC/9T8mlgpdfSX1m/9NddxeBGUd2sJUZF5BCDWlqFNP3LBNbU4i9Zv/rZ+Am6FOP0P9T2+gOrfTOH9pJnUb/0nj4W9/a7+yQP9b0VWjSV/QKFGd34PExhkEHar4ndRvfQtt7sUWZRF0Oup3f0TD3s9uKDNAw4GvaNj3Gfk/vNmiEqVJPYG2MAWLgbOROniivrDnt3Yaa6lb9xoN+z5vtf4m5VPXUHOtj4WGsrrGGuo3/5v6nYsQdKZtaq3BCAAAIABJREFUP4iICspdoqi8Hm9XG6YOCWTuuBC6XfsuzI3oE+JBnxCP30E6U3Q1JTddFbW7zqqi1l+KjTXo6qv0K63rXmJtQVDWISjrjOusr0RorL0lWVtDV1uO+spR1FeOAAKNx35A0OnQNVTfcKUE+tWnJi/JaLLTVub/1ge1El1NSTP5qxA0ymblc/Tl1Y0IGhWa/GT9nnzT/rVaabLaFlT16OoqfquzrqLVPfzWEHRaw+TQat/qqm55D775SlnQqGg8sVZf53XKX/OxMUqvLEDQaRE0KnT1lc3qLUKTe8mo/6B/+be0KhVUDUZ5BUFAW5SGUF+JMm5bm/oiCDp0NaWGvzV5SWjSToFWg7Y0q8Uy2op8NLmXjGTSVeSCRonEzhVdSWaL10wQdEZWPEFZZ3ytKwv0/a+vMs5TmY+uPAd10sEW5Wla1SvPbjUez5IMEHQ05qWgybkAgg6LPtOQ2LmaWA60pVlo8pMN7xBdddE1mZrJq25EeXIdAKqEXQaLhiDoaDz2AwgCmqsn0eRfbiaXhCZrhaGt3CTQqrDoNVlfV6JesdJknmuxf+rkQ+hKs/TvuJtspehqSsDMHF1DDcI1+XR1FQiqBgRlHcpTG5C6ByIPGYzMKxhdxf9n787jo6jvx4+/ZmavXCSQbEI4EsIZFLk9gKiFiqaIRxWxhwceeFT9Vlor+ENbv61HVarUVr8VqxUjxQKCqHjhgQIeKCqo5RC5CZDlyJ29Zub3x+xurg3swoYYeD8fDx4ks7Ozn5nN7rzn/Xl/PlP/efZ99pK1/iGyZ2aV9Xk1vZWYehAz9Ddueqvwr1qA6avG2L+dwLr698qoPnDEn7X2TgKUVrLnYB2dOyVzzvDujYYG/xCZvhpq5k3HH6Wv90gZlWXUzLuL4KaPoz7uXfoEtYv/ROCbpdTOn05w139j3rapB6h9+U/ULPrfyBei6a+jduG91C17OiHtB+uLqWb+dLwfPIOSmonzzEkY+7YS3P4VdW/OpO6VBzCDgajPDW7/itoFd1O35GF8n/wHsIrjauf9P+vLHvCtmk/NvOnWF6e3mtoFd1O75BFM0yC49UtqF9xjPf/zRfi/fou61x6idvF96Ls3WM//dB61C+9tdKXnXfkCtS/9PpTS9lDzn6l447wi933yH2rmT2+xq8H017Hzn3dQ++qDcV/p6WWbqZl3V+SkEti4ArNqH0pSOrpna2S9wHcfUTP3d/ibnFSN6v3UzJ+O75MXqXvzMaudddaXfc3Lf6Tu9Ueoe31GfVuDPmoW3Uvt4vuanfS9K2ZT++qD9etWecBfi5KcQeCbpTF10/g+nUfN3N8R3PMdAP61b6K4rNFyxr6tzdYPlq6jdv506l5/xDoph49LaN/thWeDEcSIErQHv19lZfFC7fIun03twj9YwXrAS83CP1jbbfB+h4MkJSkd/+rFUS8YIu+zHsDfICMQbpNv9/cEt32FktQBNbsntrzB6Lv+GwmmAxtXUrvwD9S99lDk+WYo0DGrGwRvmz/DrDmAa8xNgIn/23et19m9EaPse5wjr0BJ6RjZhlG+BzUrHyWpA8Gd39ZvZ/uXYE/C1nuEdaxD7QhuXxM1APGvfSP0RH+kKyUaM+gHXw22bqc02v/aV/+M79N5BDYsx6yrxFV0JYqiombkYPqqrQDYV0Ng3TLrWCent/gaRuh4mHWVGFVlEPrsGpVlBNZ/iH3AWLTcQvxrrDabpkntov/F9/miFrd5PJMApRXU1AWorPE3GpnzQxbcsRZ0P0aTavJwhqPRsur99Vfwhh65gjOqD1hXtYaO4a2yrmZMA33fdsyA10rThq40DW8V+p4NmFX78H38b6sNW1db22x6VeytsrIGoWyJUbEH32cvWVfhlWX417wOgG/1y5i15eg7v22UsbCyEvWZIaN8D3rZ5kYndf3ALvS9m5r98618AYwAScW3k3LpH7H3KwJHEoH/vofh2YxRsYeKVa82O1Zm0I935RzUjFy07gMJbvsC0zTQ91onseCW1dbdn7d+Abof74oSvB/NwfRWYezdhP+r1/F+PAe1Y1dUd0GkPUqKlYXTyzaFgpjV1nMq9oTeF8M6Vt4qvB//G+/KEgj6CW5djX/dskbvVbT91fduIrBlNYFvl4JpENz2FUZtefPj8smL6NUHMPZtw//lK5Er4WbvVehK3gx4rX+GYbXJNAlu/dw6Ftu+ROmQg63PCIwD2zGNIKa/Ft8nL1rv66oF1pV5IHQS2vYVmIYVQJSuA18Nvk/nWUGbrwat60kYB3dZx6R8N75P51m1CgdLI10YRm2FNSJl21eYlWVW3UmVB92zBQDXj65HcSTjW1nS6G9dr61s9F7rB3YS+PptwMS38nnr7796H1rnvijJGeierVbwFNlGEN+KEpS0LGw9hhHc/hWmHsSorbCCGUcS9p6nWe+xZ0ujTAgQ+vsxI5kCfe8mzLpKfKtfJrjzGwj6UTO7o3s2W5/DKk/kJOsYdjGmrxp97yaaMqv2o7jS0Lr0t45v+PVCAVbw4B6C29dgyxuEoqjY8geDHrCClAZZBSU1M5I9CH+Gjar6IDf892crGI6a5o7UYRihrKKtx1DUTt0w66z9Nir2oGZ0Ru3Uvb52wzQIbluDrfsAFM2G6i4AQOt6MmbNAYwmdS+mYWBWH0BJc4faddD6rmrwnhjVB6yfQ6+rdTsZRbOj79tqvaeVZeh7vkMv24ySmomW1QMANT030k4r42iipGVhNsisGlX7Gn2HhvfZrKvELN9bv97+7YCJ1rkPWpdCzOoDVoalsgyzrqLZfp0o2nQeFL/fz1//+lcWL15MZWUlhYWFTJkyhREjRhz2uR999BH/93//x8aNGzEMg549e3L11Vczbty4Y9DyQ9vlsboZ2k2AEvpSCn8JQKjafPH9OAaPw3nqpdbj5bupmff/cJ3zK+w9T8X/1RL8a14n5WcPUzNvGvsHjcF78ADBnV+jpmVFtuldWUJw40pQNJIvmm59mE0T1V2AsX87ascu1sli5BV433sKfe93pPzyUfB7qZ33/zC9VSgpnXCeNgHv+7MA60sOVcP/1WuomXkEvllqbc+zheCub7EXDLf6nhf+ATUrn6Tzbie49Qu8S/9mPb9vEUk/uh7/umX4lj/X4rFxDLsYW97gyO+27gOtFD6gugs4uGIBTnsnvEufxDHoJzhPm4B/zeuYVR5c59+JWVuOd8daDM+WyMkiuH0N9v3bMGsOWAFIKKNiP+U8jLLN+D9bAIBr/DSC274k8N/3UBxJaN0GoO/5DsOzFWPftshVanDz5/hXL8Zx6qWYlWXWFWeoRsAx/BKCmz7Gt/w5fJoD149vwvvuk3CIbh/FlQY2B4ENH+JbNT/qVWfakHOpLduFf/XL+L9YjOvHN+NbUVL/Xp16Kd5lT+MsuopA6ErZ3n80hmeL9T6VbcGoLEPftQ77yT9Gy+pBQA9iHNhlZVXqqnCNvgHvB89S99pDqJ26k3zJHwhu/wolNROCfpS0LLTcQgJr38Cs2AuaHefIX1I7fzreD/8VyTTZ+owEfx2+1YtR0nPwLn0SrXOfyH4FNq7Av+ollJSOoNrQcgtxnH4Zvg//RXDTx9j7jMT73lPs2PUNjrOuw/vOEziGXIC+ez04knAOvwTfyhL0HWsxaivQcvujZvVA3/UtNf/+Dfb+o3GN/CXB71dhlJeSdO6vMbECzLrXZ6Dv+Q7FlYqW1QOlQzY4kvF/+Sq+5c/hOucW7D1PtT6T4b+fbV9hLzwbs+YAiiuNwLfvWMGVIxnHgHPxfvAM/rVv4V81DyWlE0paFvbeZ+D76AWC277Eltuv0XtpVO9DSc3Elj8Y38oXrMxFRmcMz1aUlI6YNQch4EXLtz4HWm4hOJLwr/sAdee3mN4qkn7y28iFA4BZE86g1AcoZl0lOFNQNBtKckZ9EFO+G2wOlJSOKM5UjPI9mEE/ZvUB1PRcTEcKge8+wjRNjIOlmHUV2LoPtNqS0xu9dB2uUVdYGdsdX6Nl5de/prcKTAMtK59glQd913/xrZxD0vg7sXXpj2/F8wS+X0XqLx+LtFlNzcKRnU/QszUUbJgY5bsw/bVooYAIQM2wbtnR8HtT69yX4HcfYeoBzNpyal68E8epE3AOPt9qf1V9gGJU1HejhrNiSnJH1IAPMDFrDkSC5oavcSJp0wBl2rRpvP3221x11VXk5+ezaNEiJk+eTElJCUOGDGnxee+//z4333wzQ4YM4bbbbgNgyZIlTJkyhZqaGi677LJjtQtRVdZYV+zpqc42bUcsTCMY6XIwKvZa0b5phq50dfxrXsfeZxRqRmf0PaEruM2fYe95KsEtn0HAS2DDCgj6qVxdnx4OZ2OMij1QsRcttx9GuRWsKK40lOQMki+cjllbTnDnN/iWP4f/i8WRTIq+5zuCmz7F9NXgHPFzfB+/iPf9p1E7dsU54hdWsZ63iuD2NXjf/huKM4Wk4imhbqVP0LJ7YVbts7Iq28sJrFuG/8tXUTt1Q8vpTWDdMgJd+uNbNR+tc18cQy5ofnDsTrScPo0W2fIHE/z+U5QO2SSdcwu18/8f3rf/Dpj417yBmtkd/1evYet1OrauJ1k1MYpKcNtX1hWpzWHVOHy2EFBIKp6CGarV0XL7Wleme75DSe6I1qkrZu1BAnoAsy5gfTnqQXTPZiuoVBQrSFv7pvVeffUaAK4fTQbNjqJqqDm9cZz8Y/Q9G6l7bxbet/8GzmSSzrkV1OgzAauZ3fGveYPA12+B5sA19jYUm6N+Bc1G1inD8OwtR9+zEe/y2Xjf+T9Q1NB7NRfvsn8C4FthjXgA8H00By23H84Rv6B24R+s2hMjiC1/MGpKRwDrfVm/DPtJo7H3GYmW05vgti/xfTwX/+cvRwIax6CfoNhdgELw+0/R936HljcIrWNX1I7d0HdvQM3Kx3n65dbfSs0BgvPq3yt993rQ7KAH8X/1OuETguouQNFs2PudSWDdB1Ymx9AJbl4FgHdp6L3+4hXAxHnmJOwFw60A5cBO8NWgJKejJaWhb7cC/8C372DvO4rg1i9QkjOsE33QD5rNagfW1bvWdxSKoqC5e6CHujx9H/8bW/dTQLNbV9E2J4ZncySodZ51Db4P/4WxdxO2XmegZluzSYf/FsyaA9gKhlsBbm4h+rav4IyfWVkumwNFs1uBQEYutjwrQAlsXI7WbQBmXQWOoRfh/2IxaDZsXQcAoGg2HIPH4181Hx0F+8lj0LLyUdNzCOxej2makeDZaNDFY9ZVooa6v5TkDIxQRtGo2Iua3hlFUVBcqaHuyb2AiZqeg+lMhkAdZl0FZqVVs6F2tO6z5RhYjL33GagdslHSczA8W6ysVMVuFHtSJJununvAls8Jbl+LFXDsRtfsBNZ/CEBw17cQynQoKRk4c3vh+/pDKzgDMEN/HyeNieyPkpYFilZfZ6NoaNm9rAClrgp97/dgmvi/WIy99xmhvzc/oIQClD0orjRrf0MBipqcgREaNWVU7Ytkscyag5gBb+hv/sTRZl08a9euZcmSJdxxxx3ceeedXH755cyePZvc3FxmzJhxyOfOmTMHt9vN7NmzueKKK7jiiiuYPXs22dnZLF68+BjtQcvCdwFuD7OtBrd8Af46tK4nQ8CLWVtOYP0yDM8WnCN+AZoD70cvWCntcMp359cYlWWRICSwfhkAalIqSnoOjsHnA1hfclUezMq9aN0G4BzxMyuTsGMttvzBVoo2LctKGSsK/tUvo6R3BtWG/4tXCKz/APuAsThOOQ97/7MBE2fRVdi6nWw9N6UjzmEXASaO0y9DTeqALW8QwS2fUzP3DnyrF4GioWbk4lsxG7PmAM6iq3Ce8XOU1Ey8y54Gvxdn0dXYup/S/F/nvs2Gedu6DwTVhi1/CGpaFhlFl1ntOuNnYHda/f+qzfodrCvjzn0IbFyJWVmG/aQxoGjoO9ai5vRCTeqA1rkPti6FKIqKYnNi6zYArZP1BRxOJwOoWT1Qs3pYoyg2LEfL6YOa1QPCxZah/zV3AbYuhWid+1hf+s4UbPlDQkWFJs5TJ2DLHxx9n7ufgpqcga3HUAAcQy/AXjCs8Tpd+qOoGorNga3bAFwjfwmY2E8513qvCs8ifPJGUbHlD8GWP8QKYEZdhZqZh5Kaib59DThTrHZ2yEZxphJY9z6KMxXn8Eusfe6QjX3AuWh5g6yTrhG0ugKSM1DsLhS7E+eIn1vvTajNth5DAAVX0VXYup5kBWpp7lAQauI84+fgSMLWbYB1Feyvtf7uNBtatjWKTlFUXEVXWd1lHzyDkp5DxshLrOeP/CXYXajuAuz9zgJnihU4lG222pzSES2nt3X8TpuA4krDu/x5gju/wZY32HpP7E7rM+dIttoDkeBCy+5lHaszJ2HWHCSwYYVVjKkHcAw4ByBUk6Bg69If5+kTI/uvpncGmxP8taidutVvD7DlD8Go2ENw25fUzLsL3yf/sa7qQxkUNS0LNTMf/1dLqHvtIes5eQOxd8pF63oyir3+gstxynmoGbkoSWn171VGLgT9mDUHI9kRM9R9AlaAoiRZt9tQkjMwa8qt1y/fbbU79HkhUBcpPlUzOlvbxQpkwvUySqp1Kw7F5kDtkB35rOj7tlq1WQvuoWbu7yLdquHPkR6aaM6sLcf35asoyRngTCG47ctIUKUkZ+DI7QmBusj6YZq7R+RnRbWhdnBbXTwVe1A6uK0sHFYRrO7ZApoNTPB/+WrkWKgZna0A5mCptW/OZMyaA6HXTo9kn83q/RgN6rKMivouoRNFm2VQ3nzzTex2e6Nsh9PpZMKECTz22GOUlZWRnR39RnPV1dWkp6fjcNRf1TkcDtLT03E62z5roetWJN6WAYrpr0NxJFk/G3p9qlXVrLSvomAGfPg+eRG1U3ccA4up2/Ut+t7v8H32ElqX/tgHjAVFwffRHIJbPrdSzJrdSpeHCj/R7Fa3QnIG3a57mP0VPhRHCrYeQzEq9kaG/mlZPbB1PwUl1eqjtXUpjLRVTc4g+aK7MWoOYsstpO79p9B3fI2SnIFz2MUAOEddgf3ksZETd5j9lGK0rgMiX8auEb8g2GMovo/+jb7rv2hd+pN0zi0Ed69HTXNH0r/JF9+DvneTVSfSMfa7HivOFJIvuTfyJZIx8mJ8mYWonbphKxiGvm8bWmZeJCMA4BhyQaRw09ZtAPZep2NU72+ULm7x9dJzwO6CoA8tMw9CV1dmzQEcZ11DcPsajL2bUHN6Y+zdhJLmtr7ko7APGIvWpX/kWB2KLbcfyRfdjZp9+GHvtvzBJE+4DzXDmmvHWXQV9lPOQ+vYFVtuv8jJxKzeHznZJI/7HfrBndaVs2p9DSVdMA2jYg+au6DRPiiKYr2HO79BsTnROvdtvF89T0W9+PeooffWMXg8tp6nWserAceQ8djyh6BldreCYkcSvo/nYpTvxt6vCFv+UNQGBY6auwfJl/wRo3IvWue+dOyei7/LELRO3a1Aw5WCEpo6QE3LjIxCUpIz0LqeHDp+vVCTO1rBMGDrUd9d6DrrWgh4UTpko3XuHamncAwah63X6WiduuH75D+hbID1vWbvW2TVTG3/ygoQHEnY+haRnJGLmt0TRVHRsvLR92zEMXg8akZu5Jjb+47Cv2aJNQzWNAlu+RzH0Aut2pU06z1KOvfW+sJaexKquyedf34PByobdwkqms3KgAb9KM4U6xiEggzjwA7w1YDdZdVIeatQHMmY3srI34iakgFG0MqKVO9D7WN16ytO630PX/woKZ0i2zfKd1sZGc0eCXQa0tw9CH7/KcHvPkJJzcSs3k9wh/X9o2bkWp+jULeeWVNu/a117guqir59LYqrg/X96ErFkWV9RoKhCdXQbKAHG10wACjpnSMZFDU9BzXULrOuEmPfVtTMPNTUTIJbv7QCUqyuYaN8N0bZFuwnjbbqlHw1VveXzQEpnQAllEHZhpbTB33vd1Z7G3RfnQjaLIOybt06CgoKSElJabR84MCBmKbJunXrWnzuaaedxnfffcfMmTPZvn0727dvZ+bMmWzdupVrr722tZt+WHpoZIOmtU2AEtz5DdWzb4l8uHwfzaHmxTutf//+bWTCJf+Xr0SyCmpH64vDt6LEyiqMugJFUbCfNAY1s7v1RX5gO/a+RaA5CG5djZKeg9b1JMC6urd1yER1paGoKlp2r8gXFoRSrICtcx/sBcMiXzphWnYv7AXDUVyp1tU24DzjZ5EgS1FtzYITsE5eWmb3SKZDcaViLxje6Ko6vKzhh1tNzrCWxRGcRNraqVsk1aooauT11TQ39oLhkSu6MFu3Adh6ngqKgpbVA81dYK2XGv2GjI33T0XL7onaqZt11Z2Vb2UlCoZj635K5IrfedplVqHjIQKKpsfqsPuZ0xtFie0rQuvULXKyVlRb5LiqGbkoNod1pZtRP5pNzehsHf8GwZLWqVuLx0WxObD3GGplz6K0X8vuiRLqslLszmbBCdS/V1B/MmmYXdA6dmn+d5nZ3WpTUgfr+Z1Cz+/gRnHU15iFA2+wAhRFUULHT8HWZ6R1IrQ50bqcVH8MktNR03OsdbN7RY614kiKHBc1LROjar+VvbS7UNJzrIyVZkd1h7M9SqP3Ss3uCapm/X1k5Ue65xRHkpWtMU3U9M5W9+qW1ZH2W69n/Q3bC4ZHjrU9o/7E2+h4ulJRU+unTwh/3sPDhMPHtvY/d+H76N+YdVWNMihgjeAJtye8TcAaxRQKFpTUTNBsVmF89X6U1Mzok12GggfTV41jwLnW9vdYdUhKUnrkNcEqlg1vy5Y32Oou3vaFtZ6iYg9911gZFMXKIHXIaRb8ax27WBmUyj2hjFIoQKmtsIKLrAJr+3UVkVE+Wuh9w9QbBeNqqH1WjU46wZ1fQ6AOW6/TrTafgBNFtlkGxePxkJPTfM4Pt9uqti4ra3nWv5tuuont27fzj3/8g//7P2tIXXJyMk8++SSjRo06ovZkZrZ8g7x4fb3NShW6s9JwZ6UcZu3E83z6pTUK45M55Fz3CNu3fo4rfwBpg0az/53Z2HZ9RXpBb3aufYvUgaPJPmUopmmw1ebA9FaRfsZFZPatz3B4z7+J0uenA9Cx3yBsp59L4EApztzeVP93JeXb19Ah3yq8c7vrb0hopPVmK2BLd5PTPfaZbM2i8/Hm98SVP+CIZ9I1s0bj7ZyDq2tfFJv9iLYRq4b73BLj0l/jL9uGq1v8Q86DP/0fTD2IvVMakEaHq+7D4c5DdSZhZp6Dt1s3kvJOxp/7J9SkVGyph29PIsSy3z90xpnn4+/dH1f3wsOvTMv77HF3pipUF+LO64aW3Hg9/WfTCFbtx9n58EFpo+d1yiFYuR9NM1CzupGdnQ7Z6fiu+TNaSkbU91of+wuCw3+MM7dzs8fMrDH4unfH1sHN9r/dgLHhfQAyu+fhPMT7Gct7bWalstXuRPVY3SppBf0p3/Utpq8a5cAWTG81KZlZdHKnUVfXhd2A4+D3eIFOPXrhcqdRV53NboCKXWipHa39BXydumCv24furcDeKSdqe4y0k9n6GoBCzunnsOvr19FrKlCTO5DduSOl6Zl4w8WmB3aAHqRDbldSB4xk27KnMSv24uzSJ7JtNSkVo64aLSWDrhffiuGvw5HZ+HUDI8ex45u3QQ+S3jWf1G5dqAHs5VvxBrxk9Cwkuc+pbPvgGfRd35J68pmk5vdkT2ieu6y+J3Fg5xfU7gVnRlbktf0dc/DtsoKrnKFFlH7zJg7vvuPiMxePNgtQvF4vdnvzE0e4i8bn8zV7LMzhcNCjRw+Ki4sZO3Ysuq4zb948br/9dp577jkGDhwYd3v276/GMBJzPwQ9VINSUV6LLcpshK3JNA1qNn6GkuYmsG8nO+f9BaO2EnoV4e08DLXbF1Rv+oK6g/vAZscc9FM8HmtWQyUjF+oq0QuLI8sAcHXF1reI4MYV1DhzUR050DkXrwnBFOtKwxv6v9HzwOqTzezRbPlhpfSget9RTrqWnEf1QS/QepMcud1pse+bsytV8R4HAEKFceHnOrtAZRAI/Z6UR7WnCsiAOqDuSF4jPnHt9w+dK7b35VD77LOFMgyqxv5qUGqarqeC5q5/D2MUcGQQKF+HUluF1rlv/eurmYd+r22HeC1HLnitDFkgVGNREUxCaWH9eN5rpUNnfHusri5fWihjqaj4924FTOoMJx5PFUbA+p6v2mQVEleaaVR5qtC9VhYoWF6Gmt0z8rpmajZ1e7ZB0Ictf3CL7VEzcsGRzME6DdJyoKYCXOl4PFUE7aGTu6qhh0bs1JKKv8pA69wXvXQduqMDHk+VFQh06Ax1mzCT0jnotQP2KMc0Fcegcfi/eIUaeybeigBodqq/szJTNc7OeGtA69zHup3DkEupDA9DtjkoN9Lxq9bnO2BLjeyX7rKyKWpmdw76XZjpXag7uC9hnzlVVRJ6Ud5a2ixAcblcBALNJ7kKByaHqiX505/+xNdff82CBQtQQ2nln/zkJ4wfP54HHniAF198sXUaHSM9FOiox6AGxQz4IpP9gDV3gVlXiWv0DQS+X0Vwy+dWl0B3a/IhW95gghtXopeuwznqikapW9ePbkBR1Ui3SkOuUVei9zodNb1x1kvrfgpJxbejdR8QtX1J590embhKiONVuFsq3L2TKEpqJvhrMf21jbrIEsF19rUEd61DTe3UYt1SvOwnj8H34b8Aq1s3adwd6J4t+EOzrNZ38ViZEbNyrzUZW6i7rGE71OT6Oi6tS6H1XUZ9gWzUfTrnlkiXlpreGX3PxshrKSnWSV/L7hUpfg1vy5Y3GL10XaNuIDU9x6rrarAsGsfQC9HcPdFyQkXpSR2s7qOkDqihriLX2ddh+uusUTrhfcrMt75vQ9+PakqD127QLgBX0ZUtTgp5PGuzAMXtdkftxvF4rGFkLRXI+v1+FixYwI033hgwkIP5AAAgAElEQVQJTgDsdjtnnnkmc+fOJRgMYrO13QjqcAaltWtQ/N+8g++jOYSHcUYoKrbuA9Fy+lCz61urfzvUt27rNgBUG2rHrtj7j2n0tGg1HpFN2p2RIKfRckVtNE9IUydaUZc4MYVrOA53MotXuHgVaFTTlZBtp3fGkeBthodnGwd2oDhTre+bBhdQkQDF5gRHEvjrGn1/NCqObnAsw0OgwZqnpCUNa5rC85QooUBHDU10qHUpjAQo4eNryx+M75O5KKn1QVF4Ijb1MO+potqsousG+2hW7w+N2ArVBTWoS1NcadbowlBRdLgwuOH+hieWC29XDf1+ommzs3hhYSElJSXU1NQ0KpRds2ZN5PFoysvLCQaD6HrzKZuDwSDBYLDNb10dDGVQbAnMoDSdUtysOYBv1Ty03L6RotIwNaOzVVzmSiXp/N+huuqzJIojiaSf/MYq8jvMzQuFELEJX/Ee7mR2pNuF+hPuD5miqCSNvRWjvDSSSQqf6AGUpPpsqprcEcNf1+j7S7E5QXOA7m80ZbyalmXNKHtgxyEzKI3aEgq+wpkJe78zrQxw+PzgSIpkbtT0HJJ+8pv6AtbQMog/6AxnRLT86BduiqqRNO63kdF04aCs4evY+4ywhhy7Dz+K7njWZgFKcXExzz77LPPnz2fSpEmAlR1ZuHAhQ4cOjRTQlpaWUldXR69eVkV4ZmYmHTp0YOnSpdx6662ROpaamhref/99+vbtG7W25VgKDzNOVBeP74tX8H++sPkDmgPXj64/ZHRtazIkE8DW9aQoawohjpSSnAGaLTIPRsK2m1afLVA7tM2NROOlpnZqNLonPAoHPdj4YimlI4q/NjI8PLLclWpNitbkWNryB+M/sAO1Q2zZBC3UJRZ+TxRHEra8QZH5nJpmYsKz00b2IzQkOt73VE1OR9ds2ELDiqNp+B0czio13F/F7sIemtfnRNZmAcqgQYMoLi5mxowZeDwe8vLyWLRoEaWlpTz4YP0NvKZOncqqVavYsMGqaNY0jWuvvZaZM2dy+eWXc+GFF2IYBgsWLGDPnj1MnTq1rXYpIjLMOEEZiuD2NSjpOdj7jGy0XOvS/4RN/QnxQ6KoKknn/joyXD9h203qAKoNJalDo4nS2hNFVVE75FjDZJ31Q7OdZ1xu3bKgSc2O4kqxpvFvkrlwDCy27k8VYwZFzcjFNeYmbHmDGm8/PJz3MNtRO3axnt9CJqQljiEXYOt1Rszvl637QFw/mhyZqE/Ua9Op7h9++GFmzpzJ4sWLqaiooF+/fsyaNYthw4Yd8nk333wz3bp14/nnn+eJJ57A7/fTr18//v73vzN27Nhj1PqWBcMTtR1FDYpRW0Hda3/GMfwSjP3bsfcfjXPoRYlqohAiwaLVaB0tRVFR0jIPWXfRHqjpnTF9NY3m1Yk2Vw00qMlIyWiyPMWaMj4O0dZXXB2sGpC0Qx9TRVHifj2w6k2azoV0yNfRbNj7Htn0GMe7Ng1QnE4nU6dOPWTWo6SkJOryCy64gAsuiHL/lB8AXTdQAPUoqvl9q+ZZd2P9bAHogUZTLAshThyuMydFHVnXnjiGXxKZzv1wlAb362kNiqriOudXLQZI4oejTQOU45VumEeVPQnu2Wjd/deRbN2llfqZWIUQJxZbl/5t3YSjpnXqCocYJdiQ4kq1urWcrTdPh73g0Fl68cMgwzhaQVA3jrj+xDR0fCtKUFI64To7NG2/3ZXwIYZCCPFDZB9wDq4fXZ/Q+WRE+yQZlFagG2bMNwo0ag5St/RvJP3oBgIbPiSwcYU10drYW62qcpt1/5VY74kihBDtmZbRBS0jscXGon2SAKUV6LoR8xDj4PerMMo241+/jMB/30dNz8Ex+HxsPYahKAqus65pNB+AEEIIcSKQAKUVxFODEtxu3Ysi8O27oAdwnnppo2FxR1JFLoQQQrR30m/QCoK6EdMssqavBn33RqtqXQ+AzYF2HBTECSGEEEdLApRWoOtmTF08wZ3fgKnjPH0iALauJ0dudCWEEEKcyKSLpxVYRbKHj/2MSuvGiLZep+GoLGs246EQQghxopIApRUEdSO2GpSgDxQFNAfOUy9t/YYJIYQQ7YR08bQCXTfRYhjDbwa8YHPJeH8hhBCiCQlQWoFuxJhBCfja7Q3AhBBCiNYkAUor0PXYalDMgBfsrmPQIiGEEKJ9kQClFQSN2CZqM4OSQRFCCCGikQClFVgZlFi6eLwokkERQgghmpEApRXEWoNiBnxgkwyKEEII0ZQEKK0gqJvYYrmbsXTxCCGEEFFJgNIKYr1ZoJVBkS4eIYQQoikJUFqBNZNsbPOgSAZFCCGEaE4ClFag64e/m7FpmqF5UCSDIoQQQjQlAUorCBrG4WeSNYJg6iAZFCGEEKIZCVBagR7LvXgCPgDJoAghhBBRSIDSCmK5m7EZ8AKgyDBjIYQQohkJUFpBUDcPO4rHDGVQZKp7IYQQojkJUFqBrhuHH8UTDHfxOI5Bi4QQQoj2RQKUVqAbMYziCXXxyDwoQgghRHMSoLQCK4NymEMrRbJCCCFEiyRASTDDNDFMDtvFYwZDRbIyzFgIIYRoRgKUBDMME4ghQJEiWSGEEKJFEqAkmK6HApRD1KDoB0sxq/YBkkERQgghorG1dQOON7phALQ4k6ypB6l95X7w1VgLZB4UIYQQohnJoCRYMNzFo0U/tPruDfXBiaKgqNqxapoQQgjRbkiAkmCHq0EJbv+q/hfTPBZNEkIIIdodCVASLFyDEm0mWdM0CW77Cq1L/2PdLCGEEKJdkQAlwSI1KNEClMq9mFUebD1PBZvMICuEEEK0RIpkE0w3Wh7Fo3u2WI/l9Cb1ir9iGsFj2jYhhBCivZAAJcHCAYotykyyumcraHbUjl1QVBuHuVuPEEIIccKSLp4EO1QNirFvK2pmdxRV4kIhhBDiUCRASTC9hVE8pmmg79uGltWjDVolhBBCtC8SoCSY0UINilmxFwJeNHdBWzRLCCGEaFckQEmwlmaS1Q/sAEDNzDvmbRJCCCHaGwlQEqzFmWSDfgAUR9KxbpIQQgjR7sQVoEyfPp01a9a0VluOCy3OJBueNVaRmFAIIYQ4nLjOlosWLeJnP/sZ48eP57nnnuPgwYOt1a52q6VRPKZpdf3Qwk0EhRBCCFEvrgDlgw8+YMqUKQQCAf785z9z9tlnM2XKFFauXNla7Wt3WpxJVjIoQgghRMziOlu63W5uuOEG3nrrLUpKSvjJT37CsmXLuP766xkzZgxPPPEEu3fvjnl7fr+fRx55hKKiIgYOHMjEiRP5+OOPY37+q6++yoQJExg8eDCnnXYaV1xxBWvXro1nlxJOb6kGRTIoQgghRMyO+HL+1FNP5aGHHmL58uXce++9ZGZm8ve//51zzjmHyZMn884772Ae5m6906ZNY/bs2Vx44YVMnz4dVVWZPHkyX3755WFf/7HHHmPatGn06dOH6dOnc8stt9C9e3c8Hs+R7lJC1M8k2zSDEg5QJIMihBBCHM5RT2nq9/uprq6muroa0zRJSkpi7dq1rFixgt69ezNz5kx69erV7Hlr165lyZIl3HXXXUyaNAmAiy++mPHjxzNjxgzmzJnT4mt+8cUXPPXUU/ztb39j7NixR7sLCdXiTLKRLh7JoAghhBCHc0SX86ZpsmzZMm699VbOOussHnnkEdLS0rjvvvtYvnw5y5cv509/+hMej4e777476jbefPNN7HY7l112WWSZ0+lkwoQJrF69mrKyshZf//nnn+eUU05h7NixGIZBTU3NkexGqzhcDYoiGRQhhBDisOLKoGzfvp2XXnqJRYsW4fF4SE1N5fLLL2fixIn069ev0boTJkzA6/Xy0EMPRd3WunXrKCgoICUlpdHygQMHYpom69atIzs7O+pzP/74Y84//3weffRRSkpKqK2tpWvXrtx+++1ceOGF8exSwhlSgyKEEEIctbgClHPPPReAwYMHM2XKFMaNG4fT6Wxx/a5du+J2u6M+5vF4yMnJabY8vH5LGZSKigrKy8tZsmQJmqZxxx13kJGRwZw5c/jd735HUlLSEXX7ZGamxv2caFzJDgCy3Wl0SHFElpenOPABWe4OqMfxZG1ud1pbN+GYOxH3GU7M/T4R9xlOzP0+Eff5hyauAOXKK69k4sSJ9OnTJ6b1R48ezejRo6M+5vV6sdvtzZaHAx6fzxf1ebW1tQCUl5czb948Bg0aBMDYsWMZO3YsTzzxxBEFKPv3V0eyH0ejosJrte9gDb7a+n3wVVnL9+2vQbEFj/p1fojc7jQ8nqq2bsYxdSLuM5yY+30i7jOcmPt9vO+zqioJuyhvTXHPJBtrcHI4LpeLQCDQbHk4MGkpMxNe3q1bt0hwAuBwODjvvPNYv359m9aktFyDEuriQbp4hBBCiMOJK0B5/fXXufPOO1t8fOrUqbz55psxbcvtdkftxgkPE26p/iQjIwOHw0FWVlazx7KysjBNk+rq6pja0BrCWZjmo3hCAYoqRbJCCCHE4cR1tnzhhRdQD3GCVVWVF154IaZtFRYWsmXLlmbZjvC9fgoLC1t8jf79+7N3795mj+3ZswdN00hPT4+pDa1BN0zSlDr8b8/E9DXYt8icMBKgCCGEEIcT19ny+++/p3///i0+ftJJJ7Fp06aYtlVcXEwgEGD+/PmRZX6/n4ULFzJ06NBIAW1paSnff/99s+fu3r270RT71dXVvPHGGwwZMgSXyxXPbiXU8MJsrhuVir5jLUZ5g1l1ZRSPEEIIEbO4imTr6urQNK3FxxVFibn+Y9CgQRQXFzNjxgw8Hg95eXksWrSI0tJSHnzwwch6U6dOZdWqVWzYsCGy7Oc//znz58/ntttuY9KkSXTo0IGXXnqJqqoqfvOb38SzSwnXzZ1KX1sOe/9Lk5l0TUBBkQBFCCGEOKy4MijdunVj9erVLT6+evVqunTpEvP2Hn74Ya688koWL17MfffdRzAYZNasWQwbNuyQz0tKSuL555/nxz/+MS+88AKPPvooqamp/Otf/zrsc4+JcGASKYwFDEOyJ0IIIUSM4sqgjB07llmzZjFy5MhGM8ACLFiwgDfffJPrrrsu5u05nU6mTp3K1KlTW1ynpKQk6nK3280jjzwS82sdU5EApUkGRWaRFUIIIWISV4AyefJk3n33XX7/+98ze/bsSCHrhg0b2LRpEwUFBdx0002t0tD2xIxkTsyGCyWDIoQQQsQorgAlNTWVuXPn8pe//IU33ngjUhCbnp7Oz3/+c26//XZSU3/4k7+0unCAYtR38ZimdPEIIYQQsYr7bsZpaWnce++9/OEPf+DgwYMAdOzYUYo/G2oxgyJdPEIIIUQs4g5QwhRFoVOnTolsy3HDjFYkKxkUIYQQImZHFKDous7mzZupqKhoMpTWcuqppx51w9q1cGDS8NiYhmRQhBBCiBjFHaDMmjWLp59++pDTya9bt+6oGtXuGdECFBNFAhQhhBAiJnGdMefPn8+jjz5KYWEht99+O6ZpcvXVV3PdddeRnp7OgAEDeOCBB1qrre2GGW2YsXTxCCGEEDGLK0CZO3cugwcPpqSkhIkTJwJw9tlnc8cdd/DKK6+wa9cudF1vlYa2K6EuHpOGNShSJCuEEELEKq4z5ubNmykuLgaIjNoxQt0Z2dnZTJw4keeffz7BTWyHwpkTo2mAIhkUIYQQIhZxBSiqqpKUlARAcnIyAOXl5ZHHu3btyrZt2xLYvHYqyjBja/I2CVCEEEKIWMQVoHTp0oWdO3cC4HA4yM3N5fPPP488/vXXX5Oenp7YFrZDZgtFsqjSxSOEEELEIq5RPMOHD2fZsmX89re/BaC4uJjZs2fj9XoxTZNXXnmFSy+9tFUa2r60UCQrGRQhhBAiJnEFKFdddRWFhYV4vV5cLhe33XYbW7Zs4eWXXwZg1KhRkeDlRFafQZEiWSGEEOJIxBWg9OzZk549e0Z+T05O5h//+AdVVVWoqkpKSkrCG9gutTDMWG4HIIQQQsQm5kv6mpoa7rrrLt54441mj6WlpUlw0lDUe/HITLJCCCFErGI+Y6akpPD6668fcgZZERLlbsbSxSOEEELELq4zZq9evdi1a1drteW4EZ5J1myYQUHmQRFCCCFiFVeAcv311zN37ly2bNnSWu05PkQZZmwaMtW9EEIIEau4imQ3b95Mbm4uF1xwAaNHjyY/Px+Xy9VoHUVRuOWWWxLayHYnUiRrNFwoXTxCCCFEjOIKUP7+979Hfl66dGnUdSRACc8aS/OJ2iSDIoQQQsQkrgDl3Xffba12HF+iBijSxSOEEELEKq4ApWvXrq3VjuNLtC4eGcUjhBBCxEzOmK0gehePgSIBihBCCBGTuDIod91112HXURSFBx544IgbdFyIZE6Mxsuki0cIIYSISVwByqJFiw67jgQotDDVvQmq1jbtEUIIIdqZuAKU9evXN1um6zo7duzg2WefZePGjfzzn/9MWOPaq/DNAs2G86CYBooS1+EWQgghTlhHXRShaRo9evTgj3/8IxkZGTzyyCOJaFf71lIGRWpQhBBCiJgk9Ix55pln8vbbbydyk+1TpEi26SgeqUERQgghYpHQAKW8vJza2tpEbrJdamkUD0iAIoQQQsQiIUURlZWVfPTRR8yePZuTTz45EZts32QeFCGEEOKoxBWgFBYWorTQTWGaJunp6UybNi0hDWvXwjcLpOk8KJJBEUIIIWIRV4By8cUXRz3JZmRk0KNHD84//3xSU1MT1rj2ypQiWSGEEOKoxBWg/PnPf26tdhxfotWgIBO1CSGEELGSS/rWEG0Uj2FIBkUIIYSIUVxnzDlz5jBp0qQWH7/22mt58cUXj7ZN7V8oc9Joojaki0cIIYSIVVxnzIULF5Kfn9/i4z169OCll1466ka1d6bMgyKEEEIclbgClG3bttG3b98WH+/duzfbtm076ka1ey3NgyIBihBCCBGTuAKUYDCI3+9v8XG/34/P5zvqRrV3ZtRhxtLFI4QQQsQqrjNmjx49WLlyZYuPr1ixgry8vKNuVLsXdaI2mQdFCCGEiFVcAcr555/PypUrmTlzZqNMSiAQ4PHHH2flypWMHz8+4Y1sd2QeFCGEEOKoxDUPyqRJk/jwww/5xz/+wdy5c+nZsycAmzdvpqKiguHDh3PNNde0SkPbFalBEUIIIY5KXAGK3W7n2Wef5bnnnuO1115j3bp1gNX1c8MNN3DVVVdht9tbpaHtSfSbBUoGRQghhIhV3DcLtNvtTJ48mcmTJ7dGe44PUYYZm5JBEUIIIWIml/StIcpEbZJBEUIIIWIX1xnz8ccfP2QR7AUXXMCTTz4Z8/b8fj+PPPIIRUVFDBw4kIkTJ/Lxxx/H0yQAJk+eTL9+/bj//vvjfm5rqA9MGo/iAcmgCCGEELGIK0BZunQpI0eObPHxUaNG8dZbb8W8vWnTpjF79mwuvPBCpk+fjqqqTJ48mS+//DLmbSxbtozPP/885vWPCaOFGhRVMihCCCFELOI6Y+7cuTMycieagoICdu7cGdO21q5dy5IlS7jjjju48847ufzyy5k9eza5ubnMmDEjpm34/X4efPBBrrvuupjWP2ZaKpKVDIoQQggRk7gv6SsrK1t8rKKiAsMwWny8oTfffBO73c5ll10WWeZ0OpkwYQKrV6+mrKzssNt4/vnn8Xq9P7gAJfooHgNFMihCCCFETOI6Y/bp04f33nsv6mOmafLee+9RUFAQ07bWrVtHQUEBKSkpjZYPHDgQ0zQjQ5hb4vF4ePLJJ5kyZQpJSUmx7cCxEnUmWcmgCCGEELGKa5jxhAkT+P3vf8+0adO488476dSpEwAHDhzgkUceYc2aNdxzzz0xbcvj8ZCTk9NsudvtBjhsBuXRRx+loKCAiy66KJ5daFFmZmpCtgOwKxSgOB0abncaAFWmQXKKi06h349X7uN8/6I5EfcZTsz9PhH3GU7M/T4R9/mHJq4AZeLEiaxatYqXX36ZxYsXR4IJj8eDaZqMGzeOX/ziFzFty+v1Rp3Uzel0AhzypoNr167l5ZdfpqSkJGH3t9m/vxrDMA+/YgzCNwv0ef14PFWhUT0mtXUBdE9VQl7jh8jtTsNzHO9fNCfiPsOJud8n4j7Dibnfx/s+q6qS0Ivy1hL3RG0zZsxgzJgxvPrqq2zfvh2AU045hQsuuIDi4uKYt+NyuQgEAs2WhwOTcKDSlGma3H///Zx77rkMHz483uYfG2bTuxmH/pd5UIQQQoiYxB2gAIwbN45x48Yd1Qu73e6o3TgejweA7OzsqM9bunQpa9euZcqUKc1GDFVXV7Nz506ysrJwuVxH1b6j0rRINvy7zCQrhBBCxOSIApSvv/6atWvXRh21oygKt9xyy2G3UVhYSElJCTU1NY0KZdesWRN5PJrS0lIMw+Dqq69u9tjChQtZuHAhTz/9NGeddVY8u5RQZmQm2SaBimRQhBBCiJjEFaB4vV5uvfVWVq5ciWmaKIoSORmHf441QCkuLubZZ59l/vz5TJo0CbDmNVm4cCFDhw6NFNCWlpZSV1dHr169ABgzZgzdunVrtr1bbrmF0aNHM2HCBE4++eR4divxmmVQwgGKZFCEEEKIWMQVoDzxxBOsXLmSm266iREjRnDVVVfx5z//mczMTGbNmoXX6+Whhx6KaVuDBg2iuLiYGTNm4PF4yMvLY9GiRZSWlvLggw9G1ps6dSqrVq1iw4YNAOTl5ZGXlxd1m927d+ecc86JZ5daR9ObBYb+VySDIoQQQsQkrjPmW2+9RXFxMb/+9a/p06cPADk5OZx55pn861//IhAIsGjRopi39/DDD3PllVeyePFi7rvvPoLBILNmzWLYsGHx7cUPTdPMiWRQhBBCiLjElUHZvXt3pDtG0zSAyEgcm83G+eefz9y5c/ntb38b0/acTidTp05l6tSpLa5TUlIS07bCGZYfAtNoMopHimSFEEKIuMQVoKSkpKDreuRnVVUbjcRJS0tj3759iW1he9QgcxIsXd8gQJEuHiGEECIWcZ0x8/Ly2Lp1K2BlUHr37h25e7FpmixdupTc3NyEN7LdaVB74vt4Dv7VL1u/SwZFCCGEiElcAcqIESN46623IlmUyy+/nOXLl3POOedw7rnn8tFHH3HppZe2SkPbk0bDi/UgZjA0K65kUIQQQoiYxNXFc8MNN3DRRRdFhhb/8pe/xO/388orr6CqKlOmTGHy5Mmt0tB2pUEXj2kYKHpoxlwJUIQQQoiYxF2D0rNnz0bLrrnmGq655pqENqrdC2VQTNMAU8cMSpGsEEIIEY8jmklWHJrZcHixYcg8KEIIIUSc5IzZGhreLNA0MCNdPJJBEUIIIWIhAUprMBrMIGvoEAzftVkCFCGEECIWEqC0goZdPKZpQDiDosrhFkIIIWIhZ8zW0HCYsaETmVFWMihCCCFETCRAaQ0Ni2Qj9SjIMGMhhBAiRnLGbAVmoxqUhgGKZFCEEEKIWEiA0hoaTHWPqdcvlwyKEEIIERM5Y7aGUBePaZr13T3IPChCCCFErOSMmWDWCJ5QUGIEGz8oXTxCCCFETCRASbQGGRNrBE8DEqAIIYQQMZEAJdEajtrRm2ZQ5HALIYQQsZAzZqI1CFBM6eIRQgghjogEKAnXsItHMihCCCHEkZAzZqI1nPdElxoUIYQQ4khIgJJwZgs/IxkUIYQQIkZyxky0hhmUpiRAEUIIIWIiZ8wEM5tmTRpQpItHCCGEiIkEKIkWngdF0Zo/JgGKEEIIERMJUBItPMxYjRagyOEWQgghYiFnzEQLZ1DUKIdWMihCCCFETCRASbRDZVCQAEUIIYSIhQQoiRYKUJRoAUq0rIoQQgghmpEzZqJFuniiZVDkcAshhBCxkDNmoh2qi0eVLh4hhBAiFhKgJNohhhkrcriFEEKImMgZM8HMSA2KjOIRQgghjpStrRtw3DlUDYrMgyKEOAp1dTVUV5ej68HDr5wgZWUqxqFu4XEcas/7rGk2UlMzSEpKaeumHDUJUBJNZpIVQrSCuroaqqoOkpHhxm53HLNbZ9hsKsFg+zxZH6n2us+maRII+Ckv9wC0+yBFLukT7ZAzyUqAIoQ4MtXV5WRkuHE4nHJfLxGVoig4HE4yMtxUV5e3dXOOmgQoiRbKoESdB0W6eIQQR0jXg9jtjrZuhmgH7HbHMe0GbC1yxky0SAZFimSFEIklmRMRi+Pl70QClESLBChRynskgyKEEELERM6YiXaImwUqEqAIIYQQMZEzZoKF50GJmi05TtJuQgjRHhQVDeeZZ55q62aIIyQBSqJFimSli0cIIQ7nm2++5plnnqKqqqqtmyJ+YGQelESTYcZCCBGz//73a/71r6cZN+4C0tLSErrtd99diaZFu3GraA/kkj7Ros0kG/5ZAhQhhDgiuq7j9/vjeo7T6cRmk+vw9koClISLUiRrC81dIF08QggR8cwzT/H4448CcNllF1JUNJyiouHs3l1KUdFw/vrXv/DGG6/xi19cypgxI/nmm7UA/PvfJdx007WMG/djxowZxbXXXsH777/TbPtNa1CeeeYpioqGU1q6iz/96fecd97ZnHfe2TzwwP/i9XqPzU6LmLVpaOn3+/nrX//K4sWLqayspLCwkClTpjBixIhDPu/tt9/m9ddfZ+3atezfv5/c3FxGjx7Nr371q4SnCOMWun+D0mCqe8XmxPTXSQZFCCEaOPvsMZSW7uStt97gf/7nN6SnZwCQkdERgM8++4T33nubn/70MtLS0sjKygJgwYIXGTXqLMaOLSYYDPDOO29zzz3TePjhmYwcWXTY17377jvp0qUbN910Gxs3rufVV18mI6Mjv/rV/7Tezoq4tWmAMm3aNN5++22uuuoq8vPzWbRoEZMnT6akpIQhQ4a0+Lx77rmH7OxsLrroIrp06cKGDRsoKSlh+fLlvPTSSzidzmO4F2Dw9UIAACAASURBVE1FqUHR7Nb/kkERQiTQyq93s2Lt7lZ9DUWp77luSdHAXEadkhv3tnv37kO/fv156603OPPMH5Gb26XR4zt2bKekZB55efmNls+d+xJOpyvy+6WXXs611/6S//xnTkwBSmHhSdx55/TI7xUVFSxZslgClB+YNgtQ1q5dy5IlS7jrrruYNGkSABdffDHjx49nxowZzJkzp8XnPv7445x++umNlg0YMICpU6eyZMkSLrnkktZs+qEZzbt4FJsj1PEjGRQhhIjV0KHDmwUnQKPgpLKyEsMwGDhwCO+881ZM27344ksb/T5o0GA+/PB9amqqSUlJPbpGi4RpswDlzTffxG63c9lll0WWOZ1OJkyYwGOPPUZZWRnZ2dlRn9s0OAE455xzAPj+++9bp8ExMokyk6zNASjHzfTDQogfhlGnHFnmIh5teWffphmVsJUrlzN79jNs2rSxUeFsrN+xOTmdG/2eltYBgKqqKglQfkDaLEBZt24dBQUFpKQ0vh30wIEDMU2TdevWtRigRLNv3z4AOnbsmNB2xi2cCw135yiqNSeKdO8IIURcGmZKwtas+ZJp037DoEFD+M1vppKZmYXNZuP1119l6dI3Y9quGm0aCMA8XF+WOKbaLEDxeDzk5OQ0W+52uwEoKyuLa3tPP/00mqZx7rnnHlF7MjMTEzVX73PiBVJSkyjHuqux3eVAVxXc7jYu4D0GToR9bOpE3Gc4Mfe7Lfe5rEzFZmubC53WfF1NUyP/N30dVW3+2h9++B4Oh5PHH38Sh6P+7s5vvPFa1LaqqhJZpqpKZJ2G64WXN2xDWx3rRFFVtd1/RtssQPF6vdjt9mbLwwWuPp8v5m29+uqrLFiwgBtvvJG8vLwjas/+/dUYxtFHz4GKWgBqvToApqIQ0BVAweM5vmdKdLvTjvt9bOpE3Gc4Mfe7rffZMIw26Wpp7S4eh8PKklRUVJCd3bjrxTCI8toqigJ+fxA11JW+e3cpH374PtB8fcMwI8vC3/HBYONjGV6u69bytuzWShTDMFr8e1VVJWEX5a2pzQIUl8tFIBBotjwcmMQ6Eufzzz9n+vTp/OhHP+LXv/51Qtt4RJrOJKto1s/SxSOEEM3061cIwKxZT/LjH5+LzWZj1KizWlx/5Mgi/vOfOfz2t7cxdux5HDx4kIUL59O1a3e+//67Y9VscQy0WYDidrujduN4PB6AmOpP1q9fz80330y/fv147LHHfhhTGjedSVYN16BIgawQQjTVt28hN954CwsXzufTTz/GMAzmz3+lxfWHDTuVadPu4YUXZvP444+Sm9uFm2++jd27SyVAOc60WYBSWFhISUkJNTU1jQpl16xZE3n8ULZv3871119Pp06deOqpp0hOTm7V9sYscrNANfS/ZFCEEOJQrrzyGq688ppGy1as+LzF9cePv4jx4y9qtvy662485Dauu+7GZusAjBt3AePGXRBPk8Ux0GZnzeLiYgKBAPPnz48s8/v9LFy4kKFDh0YKaEtLS5sNHfZ4PFx77bUoisIzzzxDp06djmnbDyncxROeSVZRQZMMihBCCBGPNsugDBo0iOLiYmbMmIHH4yEvL49FixZRWlrKgw8+GFlv6tSprFq1ig0bNkSWXX/99ezYsYPrr7+e1atXs3r16shjeXl5h5yFtrWZzWpQVBRVQ5EMihBCCBGzNp3q/uGHH2bmzJksXryYiooK+vXrx6xZsxg2bNghn7d+/XoA/vnPfzZ77Kc//WmbBijNa1A0lA7ZKGlZbdcmIYQQop1p0wDF6XQydepUpk6d2uI6JSUlzZY1zKb84IQyKEqDIlnH4PE4Bo9vw0YJIYQQ7UubBijHpSYZFEXRZIp7IYQQIk5SGJFokSJZtfH/QgghhIiZnD0TLco8KEIIIYSIj5w9E63pKJ4WbkolhBBCiJZJgJJokYnaGsyDIoQQQoi4yNkzwcxmRbJyiIUQQoh4ydkz0Zp18cghFkIIIeIlZ89EkxoUIYRoE/fffy8TJtTfU2f37lKKiobz+uuvxv3cRHjmmacoKhqe0G2eSCRASbRwDYoMMxZCiBNCSclzfPjhsrZuxnFHzp6JFuVePEIIIY69zp1zeffdlZx33rhWfZ05c55j+fJlzZZfffV1vPvuylZ97eOZzCSbaDYHit0VCUwU6eIRQog2oSgKTqezzV7fZrNhs8lp9kjJ5X2COU4aQ5er74fw9PaSQRFCiKjee+8dioqGs3btV80ee+GF5zjzzFPZu3cPa9Z8yd13T+WSS85n9OgRXHLJ+Tz++F/w+byH3H5LNSgffriMK6+cyJgxI7nyyol88MH7UZ//73+XcNNN1zJu3I8ZM2YU1157Be+//06jdYqKhlNdXc0bb7xGUdFwioqGc//99wLRa1CCwSDPPjuLyy67iNGjRzBx4kU899w/0XW92Xb/+te/sGzZu1xxxURGjx7BFVdM5JNPPjrkPh9PJLRLMMWRhNOdDeXrrAWSQRFCiKhGjiwiKSmJ9957h4EDBzd67L333mHAgFPIyenM3Lkl+HxefvrTCXTokM66dd/y0kvzKCsr4777HorrNVet+oS7776TgoKe3HjjLVRUVPDgg/+L253dbN0FC15k1KizGDu2mGAwwDvvvM0990zj4YdnMnJkEQD33PNHHnnkAfr168+FF/4UgK5du7X4+g899P/bu/e4qOq8geMfGC5yscREUbwrMxSCiG4hmAlYGtuuIiJKoC6paeqmtl43d922y1aubq2ZZmrPZhlm+pD6EIps9jwaXjO8kCDeMETHUGAUGC7n+cPl5DigQCAz8H2/Xr5ezm++55zf91zgy+/85syrJCVtJyzsKfz8niU9/Ts+/HAVly/nMX/+yyaxR48e5t//TiEiYjROTs5s3vwZL788jy++2M6DD7apU97WSAqUxlI1giIfMxZCiGq1atWKoKBBfP31bl588SX1i1V//PEimZk/8OKLfwBg2rSZODq2UpcbMWIUnp5d+OCD98jLy8PDw6PW23z//Xdp186d999fi7OzCwD9+gUwe/YMPDw6msRu3PiFyXYjI6OJj3+WhIRP1AJl2LBwli9/i06dPO851yUrK5OkpO2MHBnJH/6w8D/rHIOra2sSE7cQGRlN795eavz58+fYsOFzOnXyBCAgYAATJ44jJSWZyMjoWudsraRAaSxyi0cI0cjKMvdSduqbRt2GjY3Nzw+grIG9bjD22uB6rT809El2795FevpR+vbtB0Bq6i5sbW0JCRkKYFIkFBcXU1paiq+vH4qikJX1Q60LlKtXr5KVlcmECc+pxQnAr34VSPfuPSkpKTaJv327hYWFVFZW4ufXj5SU5HrlmpZ2a8JsdPSzJu3R0TEkJm7h22/3mhQojz4aqBYnAL17e+Hi4kJu7o/12r61kQKlkdhUTe+xkVs8QghRk8DAYJydXdi9e6dJgeLn50+7du0AyMvLY+3aVfzf/31DUVGhyfIGg6HW28rLuwRA585dzN7r2rUbmZk/mLTt3fu//Nd/reX06UyMRqPaXjXSU1d5eZfQaDRmt4A8Pbug0Wi4fPmSSXuHDuaFV+vWD1BUVFSv7VsbKVAay39OYBu5xSOEaCT22uB6j1zUlp2dLeXllY22fkdHR4KDH2fPnlRmzZpLbu6PZGVlMmfOfAAqKiqYPfsFiooKefbZ8XTr1p1WrZy4elXPa68tuefoTn19//13LFgwh759+zFnznweeqgddnZ2/M//bGPXrq8aZZt3sq1hDmNj5WxppEBpLOocFBlBEUKIuwkNHcquXV9x9OgRjh9PR6PREBISBsCZM6fJybnAH/+4hKeffkZd5uDBtDpvp2qOycWLOWbvXbhw3uT111+n4uDgwLJlK3BwcFDbq38qbe1GVDw8OlJRUcGPP16kS5euavuPP16koqKCDh063mXplkf+vG8s6hyU+g0FCiFES/HYY0G4uLiQmrqL1NQU/P374+bWFqh+FEFRFD7//LM6b6ddu3Z4eWlJStrOzZs31PaDB9M4d+6MSaytrS02NjZUVv48enTpUm61D2RzcnLCYLj3bZfAwFujXZs2bTRpr8qlauKtuEVGUBqLjcxBEUKI2nBwcGDQoCdITk6iuPgm8+b9UX2vW7fueHp25r33/oFefwUXFxe+/jq13vMwnn9+BvPmzWLatOcID/8NhYWFfPFFAj169KS4+OdJskFBg0hI+ISXXprJk08O49q1a2zZ8jmenl3Izs4yWadO582hQwf47LMNtGvnTseOnvj49DHbtpeXlqeffoatWz+nqKgQPz9/0tOPkpKSzDPPjKBXr971yqm5khGUxlJVoMgcFCGEuKewsKcoLr6JRqPhiSdC1HY7OzvefHM5vXtr+fjjj1i/fg2dO3fl5Zf/Uq/tBAYG8de//o2KigpWr36PPXv+zcKFf8bb+xGTuP79f8WCBYv56aefePfdZaSkJDNt2kwGDx5its7p02eh0z3MmjXvs2TJH/nv/95c4/bnz3+Z+PgpnDhxjHff/TsnThxj0qSpzJ27qF75NGc2SkuZbXMPP/1koLKyYXaFu3trLp/P4caGWTj4/xrHR6MaZL2Wzt29NXp9y5hdXqUl5gwtM++mzjkv7zweHt3u+3Ybe5KsJWoOOd/tfLG1teGhh1zvc4/qTv68bzTyHBQhhBCivuS3Z2ORB7UJIYQQ9Sa/PRuJjToHRSbJCiGEEHUlBUpjke/iEUIIIepNfns2lqonycotHiGEEKLO5LdnY7F3wiFgBHbdApq6J0IIIYTVkQe1NRIbGxscB0Q0dTeEEM2Ioij1/qI60XI0l6eHyAiKEEJYAY3GjrIy470DRYtXVmZEo7H+8QcpUIQQwgq4urbh+nU9RmNps/kLWTQsRVEwGku5fl2Pq2ubpu7OL2b9JZYQQrQATk4uABQUXKWiovy+bdfW1tbkC/NaAmvOWaOxo3VrN/V8sWZSoAghhJVwcnK57794mvoR/02hJeZsieQWjxBCCCEsjhQoQgghhLA4UqAIIYQQwuJIgSKEEEIIiyMFihBCCCEsjnyK5z9sbRv26YwNvT5r0RLzbok5Q8vMuyXmDC0z7+acs7XkZqPIE3+EEEIIYWHkFo8QQgghLI4UKEIIIYSwOFKgCCGEEMLiSIEihBBCCIsjBYoQQgghLI4UKEIIIYSwOFKgCCGEEMLiSIEihBBCCIsjBYoQQgghLI4UKEIIIYSwOFKgNBCj0cjbb7/NoEGD8PPzY8yYMXz77bdN3a0GsX//fnQ6XbX/srOzTWKPHDnCuHHj6Nu3L8HBwbz66qsUFxc3Uc9r78qVKyxdupS4uDj69euHTqdj//791cbu3r2biIgIfH19GTJkCCtWrKC8vNwsrrCwkMWLFxMYGIi/vz/jx48nIyOjsVOpk9rmHRoaWu3xX7p0qVmspeednp7OX/7yF8LDw/H392fIkCHMnj2b8+fPm8XW9ny29Ou/tjnHxcVVe5xnz55ttk5Lzxng2LFjTJ8+nZCQEPz8/AgODua5557jyJEjZrHN5Vg3J/JlgQ1kwYIF7Ny5k/Hjx9OtWze2bt3K5MmT+fjjj+nXr19Td69BTJgwAR8fH5O2Dh06qP/PyMhg4sSJ9O7dmwULFpCXl8e6deu4ePEiq1atut/drZOzZ8+yZs0aunXrhk6n47vvvqs2bs+ePUyfPp3AwEAWL15MZmYm7733HteuXWPx4sVqXGVlJVOmTCEzM5P4+Hjc3Nz49NNPiYuLY8uWLXTt2vV+pXZXtc0bwMfHhwkTJpi0abVak9fWkPeHH37IkSNHGD58ODqdDr1ezyeffMLIkSPZvHkzvXr1Aup2Plv69V/bnAE6derErFmzTJb39PQ0W6el5wyQk5NDRUUFUVFRuLu7U1RUxLZt24iNjWXNmjUEBwcDzetYNyuK+MW+//57RavVKuvXr1fbSkpKlKFDhyoxMTFN17EGkpaWpmi1WmXXrl13jZs0aZLy+OOPKwaDQW3btGmTotVqlX379jV2N3+RoqIiJT8/X1EURdm1a5ei1WqVtLQ0s7jw8HAlIiJCKS8vV9uWLVumeHt7K2fPnlXbduzYYbbPfvrpJ2XAgAHK3LlzGy+ROqpt3iEhIcq0adPuuT5ryPvw4cNKaWmpSdvZs2eVPn36KPPnz1fbans+W8P1X9ucY2Njld/+9rf3XJ815FyTmzdvKkFBQcqUKVPUtuZ0rJsTucXTAL766ivs7e2JiopS2xwdHRk9ejSHDx/mypUrTdi7hmUwGKq9nWEwGNi3bx8jR47ExcVFbR8xYgTOzs4kJSXdz27WmaurK25ubneNOX36NKdPnyY6OhqNRqO2x8TEUFlZyc6dO9W25ORk2rdvT1hYmNrWtm1bnn76aVJSUigrK2v4JOqhNnnfzmg03vWWnTXkHRAQgIODg0lb9+7d8fLyUm9Z1uV8tobrvzY53668vJwbN27UuD5ryLkmTk5OtG3blsLCQqD5HevmRAqUBpCRkUGPHj1MTm4APz8/FEWxqPvvv8TcuXPp378/ffv2JT4+nlOnTqnvnTp1ivLycvr06WOyjIODAw8//HCz2AcnT54EMMuxQ4cOeHh4qO/DrXPCx8cHGxsbk1hfX19u3LjBhQsXGr/DDWzv3r34+/vj7+/P0KFDSUhIMIux1rwVReHq1atqsVaX89lar/87c66SnZ2Nv78/AQEBDBo0iFWrVlFZWWkSY205GwwG8vPzOXPmDMuWLSMzM5OBAwcCLeNYWyuZg9IA9Hq9yVyMKu7u7gBWX1Xb29szbNgwBg8ejJubG6dOnWLdunXExMSwefNmevTogV6vB37O+Xbu7u4cPXr0fne7wd0rx9uPs16vJzAw0Cyuffv2wK1z4vb7/pZOq9UyYMAAunfvzrVr19i0aRN/+tOfKCgoYMqUKWqcteb95ZdfcvnyZXUyaF3OZ2u9/u/MGaBLly489thj6HQ6DAYD27dvZ/ny5eTm5vLKK6+ocdaW86JFi0hOTgZu/TwbO3YsU6dOBVrGsbZWUqA0gJKSEuzt7c3aHR0dASgtLb3fXWpQAQEBBAQEqK/DwsIIDQ0lMjKSFStW8Pe//52SkhIAs2FkuLUfqt63ZvfK8fZbHyUlJdXGVbVZ2/64c6LgqFGjiImJYeXKlYwbN47WrVsD1pl3dnY2r7zyCv3792fEiBHAvY/17XlY4/VfXc4Ar7/+uklcREQEL774Ips2bWLixIn07NkTsL6cp0+fTnR0NHl5eSQmJmI0GikrK8PBwaHZH2trJrd4GkCrVq2qvbdedbJWnbzNibe3NwMHDiQtLQ24tQ/g1hyFO5WWlqrvW7O65NiqVatq46rarH1/aDQaJkyYQHFxscknf6wtb71ez/PPP8+DDz7IO++8g63trR+JdT3W1nT915RzTeLj41EUxeTj59aWs06nIzg4mMjISNauXcuJEydYuHAh0LyPtbWTAqUB3Dm8X6Vq6LBqeLu56dixIwUFBcDPQ5xVOd9Or9c3i31QlxxrOieq2prD/vDw8ABQzwGwrryLioqYPHkyRUVFfPjhhyZD/A1xrC3x+r9bzjWpy3G2xJzvZG9vT1hYGDt37qSkpKTZHuvmQAqUBuDt7c3Zs2fNZr1///336vvNUU5OjjrBTqvVYmdnx/Hjx01ijEYjGRkZPPzww03RxQZVlcOdOV6+fJm8vDyTHL29vTlx4gSKopjEpqen4+zsbBHPA/mlcnJygFuf0qliLXmXlpYydepUzp07x+rVq9VbF1Xqcj5by/V/r5xrUtNxtoaca1JSUoKiKNy4caNZHuvmQgqUBjB8+HDKysr4/PPP1Taj0ciWLVsICAiodlKVNcnPzzdrO3ToEPv372fQoEEAtG7dmoEDB5KYmGhy8SYmJnLz5k2GDx9+3/rbWLy8vOjZsycJCQlUVFSo7Rs3bsTW1pannnpKbRs+fDhXrlxh9+7dalt+fj5fffUVYWFh1d7HtlTXr183+xRHaWkpa9euxcXFBX9/f7XdGvKuqKhg1qxZHD16lHfeecek/1Xqcj5bw/Vfm5wNBoPZbY6KigpWr16Nra2t+qkXsI6cofqfXQaDgeTkZDp27MhDDz3U7I51cyKTZBtA3759GT58OEuXLkWv19O1a1e2bt1Kbm4ub7zxRlN37xebNWsWTk5O9OvXDzc3N7KyskhISMDNzY2ZM2eqcbNnz2bs2LHExcURFRVFXl4e69evZ/DgwQQFBTVhBrWzcuVKAPW5EImJiRw+fJgHHniA2NhYAObNm8e0adN47rnnCA8PJzMzk08++YTo6Gh69OihrmvYsGH4+/szb9489YmqGzdupLKy0mSfWYJ75Z2amsqqVasYNmwYnp6eXL9+na1bt3Lu3DmWLFli8pFLa8j7b3/7G6mpqYSEhHD9+nUSExPV91xcXBg6dChQ+/PZGq7/2uR84sQJXnrpJZ555hm6du3KzZs3SUpK4vjx40yePJkuXbqoy1hDznDrZ5ejoyP9+vXD3d2dS5cusWXLFvLy8li2bJka15yOdXNio9w5FivqpbS0lH/84x9s27aNgoICdDodc+bMsYpfzPfyr3/9i23btnHhwgUMBgNt27Zl0KBBzJw5k06dOpnEHjp0iKVLl3Ly5ElcXV0JDw9nzpw5ODs7N1Hva0+n01Xb7unpSWpqqvo6JSWFFStWkJ2dTdu2bYmMjOSFF17Azs603i8oKOCtt94iJSWF0tJSfH19WbBggdnXBTS1e+V9/PhxVqxYwcmTJ8nPz8fBwQEfHx/i4+MJCQkxW87S846Li+PAgQPVvnfnsa7t+Wzp139tcs7JyeHtt9/m+PHjXL16FVtbW7y8vIiJiSEiIsJsOUvPGWDz5s0kJiZy+vRpCgsLad26Nf7+/sTHx/Poo4+axDaXY92cSIEihBBCCIsjc1CEEEIIYXGkQBFCCCGExZECRQghhBAWRwoUIYQQQlgcKVCEEEIIYXGkQBFCCCGExZECRQghhBAWRwoUIYRVCQ0NJS4urqm7IYRoZFKgCCGEEMLiSIEihBBCCIsjBYoQQgghLI58m7EQAqPRyLp169QvhXR0dGTAgAH8/ve/55FHHlHj9u/fz/jx43njjTe4ceMGGzZsIDc3l06dOhEbG1vt3JCDBw+ycuVK0tPTKSsro1evXsTExBAVFWUWe/78eVatWsXevXvJz8+nTZs2+Pr6Mn36dPr06WMSm52dzZtvvsnBgwextbUlODiYxYsX4+7ursZcv36dlStXkpqayuXLl3F2dsbT05Pw8HAmTZrUgHtQCNHQ5MsChWjhysrKiI+P57vvvmPEiBH4+PhgMBjYtGkTer2eDRs24OvrC/xcoPj4+KDX64mOjsbV1ZXt27dz7NgxZs6cyYwZM9R1p6amMmPGDNq1a8eYMWNwdXVlx44dpKenM3XqVGbPnq3GHjt2jIkTJ1JeXs7o0aPx8vKioKCAAwcOMGTIELX4CQ0Nxc7Ojhs3bjB06FC8vb354YcfSEhIICgoiHXr1qnrnDBhAocOHWLs2LHodDpKSkrIzs7m0qVLfPDBB/dpDwsh6kURQrRo69evV7RarfLNN9+YtBcVFSlPPPGEEhsbq7alpaUpWq1W8ff3Vy5duqS2l5aWKpGRkcojjzyitpeXlytDhgxR+vfvr+Tl5ZnERkdHK97e3srZs2cVRVGUyspK5de//rXSp08fJSMjw6yPFRUV6v9DQkIUrVar7NixwyRmyZIlilarVbKzsxVFUZTCwkJFq9Uqf/7zn+u3Y4QQTUrmoAjRwn355Zf07NkTHx8f8vPz1X9Go5GgoCAOHz5MSUmJyTK/+c1v8PDwUF87ODioox+pqakAnDhxgtzcXCIjI+nQoYNJ7KRJk6isrGT37t0AZGRkkJWVxahRo/D29jbro62t6Y+q9u3bEx4ebtIWGBgI3LpNBODo6IiDgwPp6elcvHixvrtHCNFEZA6KEC1cdnY2JSUlDBw4sMaYa9eu0bFjR/V1r169zGJ69+4NQE5ODoBaFFS1387Ly8sk9ty5cwAm813upkuXLmZtbdq0AW7NO4FbhdCiRYt47bXXCAsLo3fv3gQGBjJ06NC75iqEsAxSoAjRwimKglarZeHChTXGtG3b9j726N40Gk2N7ym3TasbN24cYWFh7NmzhwMHDpCcnMyGDRsIDw9n+fLl96OrQoh6kgJFiBauW7duXLt2jcDAQLNbKTXJzs42azt9+jTw8+hG586dTdrvFtujRw/g1q2ehta+fXuioqKIioqioqKCefPmsX37dn73u9/h5+fX4NsTQjQMmYMiRAs3cuRI9Ho969evr/b9q1evmrVt27aNvLw89bXRaOSjjz5Co9EQEhICgI+PD506dWLLli3o9Xo1tqysjLVr12JjY0NYWBgA3t7eeHl58cUXX5CVlWW2PaUeHzYsLi6muLjYpE2j0aDT6QAoKCio8zqFEPePjKAI0cKNHz+effv28dZbb5GWlkZgYCCurq7k5uaSlpaGg4MDH3/8sckyPXr0ICoqirFjx+Li4qJ+zPiFF15Q56poNBoWL17MjBkzGD16NGPGjMHFxYWkpCSOHj3K1KlT6d69OwA2Nja8/vrrTJw4kaioKPVjxoWFhRw8eJDHH3+8zt+/c+7cOWJjY3nyySfx8vLigQce4MyZM2zcuJHOnTszYMCABtl/QojGIQWKEC2cvb09q1ev5tNPPyUxMZF//vOfwK1bI76+vkRERJgtExsbi8FgMHlQ26JFi5gwYYJJXGhoKB999BHvv/8+a9euVR/U9uqrr5o9qM3Pz4/NmzezcuVKkpKS+Oyzz2jTpg1+fn4EBATUOS8PDw8iIyPZv38/KSkpGI1GOnToQFRUFJMnT8bJyanO6xRC3D/yoDYhRK3d/iTZUaNGNXV3hBDNmMxBEUIIIYTFkQJFCCGEEBZHChQhQtFLCQAAAEVJREFUhBBCWByZgyKEEEIIiyMjKEIIIYSwOFKgCCGEEMLiSIEihBBCCIsjBYoQQgghLI4UKEIIIYSwOFKgCCGEEMLi/D86DAfGziIZugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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06dIFu93Ob7/9FlBm5MiRfoGoSUlJ1KlTx69/GzduBBTTskbjvaRSUlK49dZbqyRbtWrVSE1NZcOGDZSXl3vSV69ejd1uZ/DgwZ4037gSp9NJcXEx+fn5dOzYEYB9+/ZVqU1ftmzZgs1m44EHHvCLWUlKSqJfv34B+a9kLKvKhg0b0Ov1AW9Qffr0oWHDhmzYsCGgzNChQz2rSAAiIiJo2bIlGRkZVWrTfT/IskxJSQn5+fm0bt3aY+1ys2bNGhwOB88++2xQn7d7TNwuifHjxwe8zV9tkHVCQgJpaWkB6QaDwWOJs9vtnnPSuXNnwP+6WLVqFVqtlvHjxwfI43sNDx8+HCEES5Ys8aSVlJSwfv16unfvfsULC/bu3UtOTg4jRowgPj7ek240Gnn00UdxOp0Bbm6tVsvo0aOrVH9paSnAVcUODR48mCZNmjB9+nRPfZdCr9czbtw4Lly4wJw5c6647cp4/vnnmTVrlt8/X2vZldw7vrifZRVjMvr373/ZFpmqPNuvlCFDhvjd761bt8ZgMJCUlMQdd9zhSZckiXbt2pGdnR0wp0mSFNDPu+66i9q1a3vGAWDlypXExMTQtWtX8vPzPf9KS0u58847OXnyJNnZ2X719OzZs8rWeF+mT5/O559/zttvv81tt92GxWKhrKzskuVuetdS/fr1g6ZfuHCBSZMmsWnTpqAm2pKSEr8HTGW4XQVuJEkiOjqawsLCKslXsTzgUbwKCwupV68emZmZQHB3xMVcFBWx2WzMmDGDlStXcubMGYQQfseDxZdUJp9v/9zyNWzYMCBvo0aN2LFjR5XkGzRoEJs3b2b9+vWeh9OKFSs8So4vK1euZPbs2Rw5cgSHw3HJflyKM2fOXLQPFbmSsawqmZmZJCYmBp2EmjRpwrp16wKC56pyni7G1q1bmT59Ovv27Qt44PnGvbgV2IoP6IqcOnUKvV5PkyZNqtT+5VCvXr2gypAQgrlz5/L111+Tnp4eEG/le05OnTpFrVq1gr7k+NKoUSPat2/P0qVLee6559BqtaxatQqLxeKJzbkS3PdM48aNA46509zXpJvq1atXeaGC+9qoyiRQGVqtlhdeeIExY8bw6aefMm7cuCqV69evH59//jmffvrpNXcvNW3a9KKxQVdy71Qsr9frgz7XGzZseFn7YVXl2X6lBKs7Kioq6LYjUVFRCCEoLi6mWrVqnvRq1aoFXP/ufm7duhWHw4FOpyM9PZ3CwkI6depUqTy5ubkkJiZ6/q5s3r0Ut912m+f30KFDGTt2LPfffz+rV6++qFJ+0ysywZblOZ1ORo8eTWZmJqNGjaJFixZERkai0Wj46quvWLduXdCg02D4vr35UnFiu9zyl1NHVXnrrbdYtGgRd999N8888wyxsbHo9Xr27NnDxx9/HLS9ynyT11o2gB49ehAVFcXy5csZNGgQp06dYs+ePYwePdov5mXVqlWMHz+elJQUXn/9dWrUqIHRaMRisTBmzJgqn7ur4UrG8vfkas7Tr7/+yhNPPEGjRo0YP348tWvX9tw3Y8eO/V3H82LWmYoKqpuQkJCg6TNmzGDSpEnccccdjB49moSEBPR6PZmZmbz++utXfE6GDx/Oyy+/zNatW7nzzjtZvHgxiYmJHkvPH0Vl/Q5GXFwc1apV4/jx49jt9ite3t+9e3fat2/PnDlzGDlyZJXKSJLESy+9xOjRo5k2bdrvEitzI1DVZ3tl98DFAlwru99/j/lECEGNGjWYMGFCpXkqvgBeq+XwgwYNYsOGDXz//fdBrbBubnpFJhgHDhwgPT2dF154gSeffNLvmHtV0/8SbpPmyZMnA44FS6uMlStXkpqaysSJE/3Sjx49elXyud8CTpw4ERDgnJ6eXuV6DAYD/fr14+uvv+bcuXOe1Ru+biVQrDTh4eHMnTvXz21x6NChK+2C5w3nxIkTAfsSBevD5Yzl5bpSkpKS2LlzJ2VlZX7mY4Djx48TGxt7TZcbr1q1ClmW+fzzz/3OX1FRUcAbvdsCeOjQIb83sIrUr1+fX375hWPHjgXd98NNdHS0py1fhBBkZWURGxtb5X6sWLGCBg0aMGPGDL8x9zWT+8q3bds2CgsLL2mVca+0Wrx4MTVr1uTgwYOMHTv2opPGpXBfb8ePHw845k4L9tZ9OfTq1YsFCxawevXqgGDly+Gll17i3nvvZcqUKVUu06lTJ1JTU1mwYMFl70VzNVztvVOnTh22b9/OmTNn/FwjQghOnDjxu8gcHR3N6dOnA9IrWuSuNbm5uQHXv7ufiYmJnpfH+vXrs337dtq1a/eHbxXhDuS/lIX7po+RCYb7AVRRQz148CA//PDD9RDpotSpUweTycS6dev8fKs2m425c+dWqQ4hBFqtNqDPpaWlVa6jMnr27AnAF1984ff2vnv37iq7ldwMHjwYWZZZsWIFK1eupGnTpgEToVarRZIkv7aEEH6rUi6XLl26oNfrmTdvnt9S3TNnzvDtt9/65b3csXS7A6rqburZsyd2u50vvvjCL33Dhg2kp6d7xvtaUdnbXbDx7NevHzqdjk8++SSo28I9JnfffTcAH374IXa7PWge8CpGP/30k1+epUuXVtkt5sbdD9/6bTYbn376aUDeu+++G6fTyYcffhhwHiv+bTQaSUtLY/PmzcyYMQONRsOQIUMuS7aKtG7dmoSEBBYtWuS3CsdmszFr1iy0Wu1V75fy5JNPEhMTw7vvvsv+/fuD5tm8eTPr1q27aD0pKSn06tWLJUuWVDn2DxQFyG638/HHHwc9npWVRXp6+jVdqn219457l+PPPvvML33NmjVBlyVfC+rXr09+fj6HDx/2pDmdzt8lxsgXIURAP1evXk1WVpbfbs8DBw7EbrczefLkoPXk5uZelRylpaVBtxtxOByeLTcq2z7AzZ/SIpOcnEz9+vWZNm0axcXF1K9fn/T0dBYtWkRycjIHDx683iIG8Oqrr/L4448zfPhw7r33XsLDw1m9enWV3/YlSaJ3794sW7aMF198kdtuu42cnBwWL15MXFzcVd2kTZs2ZdiwYXz99dc8/PDD9OzZk5ycHObPn0+zZs0uy1KSkpJC/fr1mTlzJqWlpfzlL38JyNOnTx82b97M6NGjufvuu7HZbKxbty5gwrwc4uPjeeaZZ5g8eTL33XcfaWlplJWVsWDBAho1auQXvHu5Y9mmTRskSWLq1Knk5OQQGhpK3bp1K/1uy4gRI1ixYgVTpkwhIyODtm3bcvLkSRYsWED16tX5f//v/11xP4PRq1cv/vOf//DII48wbNgwtFotW7ZsISMjw2/ZNShvvOPHj+fdd98lLS2NgQMHUqtWLc6ePcvGjRuZNGkSjRo14tZbb2XUqFHMnTuXIUOG0LdvX6pVq+ZRDFevXo3RaKRp06a0a9eOuXPn4nA4aNKkiWdp++UGV/bp04cpU6bw5JNP0qNHD4qLi1m1alXQpcMDBw5kw4YNLFq0iPT0dLp160ZERAQnT55kx44dLFu2zC//iBEj+PLLL1mzZg2pqakXtUZVBfcS3HHjxjF06FCGDRtGaGgoq1at4sCBAzz33HOX3f+K1KpVi3//+98888wzjBgxgl69etGuXTvPzr5btmxhz549vPvuu5es64UXXuD777+/rCD2Zs2aMWDAgEr3ohk3bhx79+7lxx9/vOiS6Mvhau+dHj16kJqaysKFC8nPz6dTp06cOnWKxYsX07hx46CWk6vl3nvvZd68eTz11FM8+OCDaLVavv3229/dPZ2QkMDy5cvJzs6mffv2nDhxwjNOTz/9tCdfWloaW7Zs4YsvvmD//v107dqVmJgYzp07x6+//kpubu5l7RlWkePHj/P444/Tu3dvGjRoQHR0NGfPnuWbb74hIyODESNG0Lp164vW8adUZAwGA59++invv/8+S5YswWq1YjKZ+Oijj9i5c+f/pCLTuXNnZs6cyaRJk5g+fTrR0dEMGDCAnj17MnLkyCr5z19//XUiIyPZsGED69evJzExkQceeIDGjRvzxBNPXJV8b7zxBjVq1GDx4sW89957NGjQgLfeeovffvvtsl0+gwYNYvLkyeh0uqB7YNxzzz2YzWbmzZvHhAkTiI6OpmfPnowdO/aq4hbGjBlDZGQkc+fOZeLEidSuXZsxY8ag0WgCvvNyOWNZr1493nzzTb744gveeOMN7HY7I0aMqFSRMRgMzJ49m6lTp7Ju3TrWrl3rOd/PP//8NXvou+nUqRMfffSRJ8YkNDSUzp078+WXX3LPPfcE5B89ejT169dn1qxZzJkzB7vdTo0aNejUqZOfbK+99hotWrRgwYIFfPrppwghqFWrFj179vSLeZo0aRJvvfUWS5cuBZTdW+fNm8fLL78csMHexRgzZgySJLFs2TK2bdtG9erVGTBgAP379w/Y/VuSJP71r38xb948li5dyieffIJOp6t0lVqTJk1ISUlh9+7dAdv5Xyl9+/YlOjqaadOmMXPmTJxOJ40bN2bChAkB7tQrpV27dqxZs8bzraWtW7dis9mIj4/nlltuYcaMGdx5552XrKdhw4YMHTqUhQsXXlb7zz//PGvXrr2ql4zL4WrvHUmS+OSTT/joo49Ys2YNW7ZsoWnTpvz73/9m0aJFv4si07BhQ/71r3/x8ccfM2nSJOLi4hg8eDD9+vWr8q71V0JERATTpk3j3Xff5YMPPkCSJLp168arr77qtxpPkiQmTpxIp06dWLx4MdOmTcPpdFKtWjVatmzJAw88cFVy1K5dm7vuuoudO3eyfv16ysvLiYyMpEWLFjz//POe/cMuhiT+6KhElWvKypUrGT9+PFOnTr3mLgcVFRUvo0aN4tixY/zwww//M5+4UFFR+ZPGyNyIyLIcsCzWZrMxZ84cDAZDwBdnVVRUrh3Hjh1j+/btDBo0SFViVFT+x/hTupZuREpLS+nfvz933323Jzhs9erVHDt2jLFjx15y5YWKisrls3v3bk6cOMHs2bMJCQmp8oZ0KioqfxyqInODEBISQufOnVm/fr0nSrxhw4a89dZbDB8+/DpLp6JyczJ37lzWrl1L3bp1+eijj6r0/TQVFZU/FjVGRkVFRUVFReWGRY2RUVFRUVFRUblhURUZFRUVFRUVlRsWNUbmMikoKEOWr503Lj4+gry8qn1Z9kZG7efNhdrPmwu1nzcX17KfGo1EbGz4pTNeR1RF5jKRZXFNFRl3nX8G1H7eXKj9vLlQ+3lz8WfpJ6iuJRUVFRUVFZUbGFWRUVFRUVFRUblhURUZFRUVFRUVlRuW66rI2Gw2PvjgA1JTU2ndujXDhw9n27ZtVSq7fPly7r77blq1akVqair//Oc/KSsr88uTmZlJcnJy0H9btmz5PbqkoqKioqKi8gdyXYN9X331VdavX8+oUaOoV68ey5Yt4/HHH+fLL78kJSWl0nJz5szhnXfeoXPnztx7772cP3+euXPncuzYMWbPno0kSX7509LSSE1N9Utr2rTp79InFRUVFRUVlT+O66bI7Nu3j9WrV/OXv/zF8/2SQYMGMWDAACZOnMj8+fODlrPZbHzyySd07NiRzz//3KO0pKSk8NRTT/Hdd98FfAW6RYsWv+vn0FVUVFRUVFSuD9fNtbR27Vr0ej3Dhg3zpBmNRoYOHcrOnTu5cOFC0HLHjh2jpKSE/v37+1leunXrRlhYGGvWrAlarry8PODr0SoqKioqKio3NtdNkTl06BANGjQgPNx/o53WrVsjhODQoUNBy7mVEaPRGHAsJCSEgwcPBqR//PHHpKSk0Lp1a0aMGMGOHTuuQQ9UVFRUVFRUrjfXzbWUk5MT9EuyCQkJAJVaZOrVq4ckSezatYtBgwZ50k+cOEF+fj4Wi8WTptFoSE1NpVevXlSvXp2MjAw+//xzHn74YWbPnk379u0vW+74+IjLLnMpEhIir3md/4uo/by5UPt5c6H28/qy/Ifj7D2Wy/891vGa1Pe/2s/fg+umyFgsFvR6fUC629JitVqDlouLi6Nfv34sWbKEhg0b0qNHD86fP89bb72FXq/3K5eYmMjnn3/uV75///7cddddTJw4ka+++uqy5c7LK72mOyYmJESSk1Nyzer7X0Xt582F2s+bC7WfVyfESWUAACAASURBVM/OIxeIiwqhQa2oKyr/+UrFm3At5LuW/dRopN/lBf5act1cSyEhIdjt9oB0tyISzHXk5s0336Rr1668++679OzZk5EjR2IymTxxMhejRo0a3HXXXezduxez2Xx1nVBRUVFRUQGmLjvAW3N+vd5i/Cm5bhaZhISEoO6jnJwcAKpXr15p2cjISKZNm0Z2djZZWVkkJiZSu3Zt7r33XurVq3fJtmvVqoUsyxQXFxMaGnrlnVBRUVFRUVG5rlw3i0zTpk05efJkwCZ2e/fu9Ry/FImJidx6663Url2b4uJiDhw4QKdOnS5Z7syZM2i1WqKjo69MeBUVFRUVFRdCeMMNJszbec3qUqka102R6du3L3a7na+//tqTZrPZWLp0KW3btvUEAmdnZ5Oenn7J+j788EM0Gg0jRozwpOXn5wfky8jIYPXq1bRv356QkJBr0BMVFRUVlT8zdofs+X00s+iq6nI4VUXmcrlurqU2bdrQt29fJk6cSE5ODnXr1mXZsmVkZ2fz7rvvevK98sorbN++nSNHjnjSpk2bRnp6Om3atEGr1fLdd9/x448/8uabb5KUlOTJ98EHH3DmzBk6duxI9erVOX36tCfA95VXXvnjOquioqKiclHMVgdZuWU0rl01S7ksBL+dyqdF/biA3dwro7TcRnpWEY2q2EZVsdidl8xzLr8cIQS14r1bjpSa7ZwvKKdRolceu0NGr9NQUm4jt8hyxcHDfyau6ycK3n//fSZPnsyKFSsoKioiOTmZmTNn0q5du4uWS05O5rvvvuO7774DlJ17P/30U7p27eqXr3Pnznz11VfMmzePkpISoqKi6Ny5M2PHjqVJkya/W79UVFRUVILjdp1UVD6mLN3PoYwCZrx0B3qd9pJ1bNmTzdx1R3girTkdm9esUtt/nfZfTmYX8/kr3fzaF0IEyFOZnG4cTsUKo9VIWGz+ikzF+mRZ8NeZPwPwxavdPelTl+7nyJlCZrx0hyfN5nASho53vtzJ+QJzgKwVkYXAfbSqCt3NxnVVZIxGI6+88spFrSNffvllQFr37t3p3r17kNz+DBgwgAEDBlyVjCoqKioqV8fZvDJe+/QXnr2nFVOW7adFgzheGH6LX56jZwoBt0Xi4orM6m0ZLN1yAoAzF0rp2LxqcpzMLgbA5pAx6pU2DmcU8P6C3fx9dHvq11SsH1abkzEf/cCwOxvRr2PgAhK7Q+bl6T9RVGrjlsbVGNSlQcBxg97bh8OnC4LKk3FeWSJ9odC7/9kLU/7LlOe7cL5AWVVrtjoICwncqsTN+/N3edxZl1J6blau69evVVRUVFQUrNu/xnF6D0IILFvn4Dx//Irqsfw0n/I1ExF2S9Dj63ecYcve7KsRFYD9qxdyYMPKgHRnQRbmTTMRstdKceqsMmFvP3wBISAsczu2fd/6l3Ptz1VmcfDv5QfIKax8ewy3EgNQZrZz7tQJ9s+dgN0WfP+xANnXLCZz4duUr52E+GkWEjIHTyoxlcJWjnnjFCIlM+u2n8ZmdzJ9hSJPSbmNqUv3893OTIpKlV3m9xzPxVrBtTR9xUEOnMzz/O3OC4olp9RsZ8rS/TTWnuX5qDWUHNlBa/1p+oXuoU/IXs7t2QpAdU0Rlk0zEA4b5s2f4czN8GvHuvsbIi/s9vy99pfT/LAnq0pjcDNxXS0yKioqKn8U+9LzSKoeQWxk5XtUXS+EkLHtW4uuvBhtzWTshzZhP7yFyMc/v3ThCtgPbADAmXcGXc1AF/pX3x0DoGubxKuSuX6WWxFJ80u3fD8dOe8M5+p0oVaTZgC4jQTuzURHRvyE9WcwtO4XUO/OIzn8evgCTqfMs0NaX1KOUrODvPVfUp9sLhw9QO2WwUMTfDcyTT6vyO4sgjpAdU19rHaZ/SfySCrciTZzN/1CS1nl7MJvGQVsP3QBi83JHbcksvNoDr9leC0s8VHGANfSnuO5nC8oZ+w9IRSX2fwUncJSK1v2nmXX0RyGhJ2kgS6Xg7/9xKORR70V7NsLjGJ0xBb0ZwpwnOmI4+iPaGJqkumIQxaCBrWisO1YzKgI2JnfEICvNysLY4b2uvSq35sJ1SKjoqJy0yOEYPLXe/nn3P/NDcucZUUgO8Fu9lpSrsBDIGTv6hlRFrhqsyrYHU4sNsfF26nCEuF/Lz/g+a3RKJ2paLkQQlBc7v8x33Kr0rZWqyErpxSb3Ump2Y7sarNiHaVmO7JTKSM5/C0yxeU2j6yHMoK7dwAiNRasNieTFu1l0Y+ZAIRIdhxOGZ1LdrtDprhMkdVsdVAnIZzU1rWQBQGKDEBCTCivffoL7/1nt9/xzJwyT3xNrEbZfsRgC77SKVyj9EeUu47bLPxj9g7emvMrwnnxc/RnQrXIqKio3PS4l7QWlFTN9fBH883G3fQAZJsZYb+KHcd9yorSK1NkXv9sOxcKzX5BqRURFu/290KWkTQ+78QuHccoeSdad9xGmdmOhFfZWvNzBkt+OMGHz3T2pJktSrndRxXLTNO6MRw+XciQOxpyV6f6lFv8J/Ayi12xtmhB9umzOy7nwT7JdEupzbodpyvtT6TGTEGJokA6HIrSEepSZNyKk8PpVWQAYiNDCDPqMFsdQRU/XzltPsrXvxbv8/yO0ZQDEK8LPOemOtGElSnXq1x0HgBh8+Zz+p1fwRVpvjcJqkVGRUXlpmLe+iN8vck/vsTmuPTy2OvJ6ZPKJCtby8F25YqMb1zMj78c5NtfMvj75794LAAfLdxzyTouVIhNkYVg0qK97Dme623Hx9rz4azNPPHBJjbsOAN4Y11CJDvvzd/FgRN5HqtIenYxkZJXxvXblZgPXwXBbZFx13P4tBIEfOCE0ma5xf/TNlk5ZWglpX+iXLG6TFt+gAUuF9quIxc4l1/OgRP5tG5cLWifYzVl5BRZPHIr/9sQQvn0AMCxzCK27D3rKRMXZSTEoMVic2K2Bl5fhaVepbmy5dluRSZKKgs4VrdmJAZJKecsVNotLCj0HC/L8+6MHyr5W7Wu5fcAbwRUi4zKDYuwW7Ad/B5D6z5ImouvcqgMuSQHx5n9GJr7v306zx9HWErQ1UupWj1F57EdWI+lQ2/QB37VPUB2hw3bgQ0YWvetkuxCCOwH1qNLao0jYw/61n2QJI332P516E2pSCGVf9zNnv4LzpyTSCER6E1d0IRF48w9hVx8AZDQRFZDm9AA+5GtaGo0QhsTPIbCfvxncn49gVUbiaTVgRDoW/dFkjQIWznWnSvAYUMTn4Q+uSu2/WuRJC3aem1wnNwFgKFFd9DosO1fj6F1H3DYsB/+wVNPxX6hD8G2by2GVr1BdmL7bROG1n2xH9mCtnpD7Md+QtKHIsxFhBzK4VtzGwbWOI2ubhvkwrPYj25naNh5CuRwHOfqoKtpwn78ZzSxSh+dWb+BRoe+RQ9su1YiGcMxtOyJ9Ww69tPKZKuJTMCZfQjhsIHDihAy2K0gSUgR8YrMZfkYWvRCiq6Bff86TmfnEROmIza5Had+Wk98Yh1iblNiSmRzMae3bcTRpDuxWmVCE9YyrDuWKscF2LN+w5mxG8kQprie9EZwOhDmYqTIakgaLVJoFPomtyOEwLbLG3x7KwdY97NEJ8nKyfXHkMxFxGRLNNNHYhPKNWc/+iNyQTai3yjlvFerT1ror+gkGevOYvLOX+BCeBMyT5WQee5bmnVuRsbJM9QMsXre/zuYf6CF0Yhj2zYsltpIhYprJlSyEZ+zhZ0r9KS0a86wMGX5cbjkneA7iL3EhZWi33uaniFFaBA0zNtDsT6eeE0pNbRF2IQOJxrkXIkDX/9MfISOIWF5FMrhHLPXxI6WejolsFZyKTIHj5yhd+g+moU5iS03UvbDNhrpYrinRglxmWcCrul2hpPoC53cGmahk1FRgBrqc+gbuodIycJv9jpU05RQ3VHELl0DamvzqW2IpEbhUSRqUvLrNwwLK6BmUhKSRsJZksuJPJm1tEEgEZO7lz6R57HaZUrkEGQkmujOE6mxYNOGYXCWB8hUR+d1NzkKzqIBTmfm0EyfRVN9NuVnm+O+24eH/UKZMCIh2G9PoswS+B3DmxlVkVG5YbHtXaNMOiHhGJrecekCQTB/+xFy4Vn0DTv4KQHlK/4JQOQTs6tUj/34z9gPfkeRsKBJffzSsu9agW3PajShUeiTu1wyv1yQjXXbAqzbFgCgiamFrt4t3mM/fwX6EAzN7qy0Dst30zy/nVmHCLtrPOVL3/DLE/HYZ1h++Bz0oUQ+PI1gWH9ZhKVC/EW+rgY1mrfFceYA9v3rQOt6tDgd2LYvVn7/stCTX5TkIkUlYNuxGElvxHnhBI7j29AkNECXqASIOs8fx/rzVzjPH0dbuzm2HYtByGgi4rFtX4S2RiOsW2cHyNcnFI7ba2D9cSP2uCQkQyia8+l0NjrRSGBeuYuIx2dh+X56QFltQn1sO5cBoG92B1lfvFzpeAJgDAdbOfjEjEjGcHT122L9+SvcKm15ziGq552CnO2IlJ5YhAHLvi3EH1/JP3/V0CVMmcikkgs4S5Q3bVkWlPy0CH3BqYvLAOgad0QUXcB++Adl7IzRaK1F9Andr2Q4owSSDgkDV8gHQtyHZfNnAFhad1TOO9DD9fk5287DRAJ5jqO0N9ThjpDD2HYeprqQKCMEhBEnGhrrznvksB/zypqoLaBnqPJF57LTWSQZz2EWBj+508J2YRca9BlHudv9vV8bRIfGkKgrVI5JXlcUBWApDKVriNdqtMnSzPPbUZKHLAua67PoFnKIUtmIxqEhJMfC/RGRxB4qZnCQ7wrX0BbRP2xvQHq/UMUN1ER/jhpaZen2LSGZRFAOx3cofxu60Fv7C2iBHG/ArikUdlnrc16OoVPBKtCj/APyneFEaCwUymGYE9pQK2ebX7tOIVGzYJfnb6lMUdT0so0hYdtJ0JZgPeG1kLU1nkIWIKMhUVtASZmNyhds33yoriWVGxeXJUMU51xxFXKJ8oCQyyoPBKwKwqZMRM6SqsUlCLMSY+C7RPWi+S3Ffn/7yitcDzkuElvhGwQarD5vXQUXrUvIMqK8MCB9wdr9bNqd5ZFF36IXOB3IJcHPjbAUg1UxpwubGWEu9vz24BobYS72jK+wlSOXus5ZQeXLTOvrlIe8XJaPXJaPLTGFC7LPbq62wDfgiu2LssB+ViT8nn+gqd4ooA5hqeAq8FH8hM3MtOUH2PqLMslHa8o9LoaK2EqDn6cAuc3FyD7nNL/V/UHzaXzCKGxmb1/t+ecqrTtGU0asj3zHHTV5rWAYrxWO4O+Fw/hb4XDPP2OHYZ58NbVei4LeVsR+W5In36xS7+alP1lNAW1WdykNWyyBq2/+kjeEItn7sd9QyU6RCGentT5yaT4bfz1DjCuI9h+F9zBN/zBZ1CRWU+pXT4msfKLGIRn4rzU5oB278E6PbiUGUJQYH3z7WZHuTcMwYgtIj9OWsdnSnP8rHEpZzUCrr1YSRBt8YoxcgUdGyeZxIxnNOZTLekTzPgDkyFHsstUnVlMWEEB9s6MqMio3LFJYDABykIn1cvEoA1eKawJ0FFetHuFUTL+StmrvTaKCoiWs3oeyO8BRXCS2Qpir9v2XSyl0wlwEQkafkOSXHqUxcyyzCLm0APQhaCLilPwXCTgVwqVcyd4Htp+S5AogPZFVAA67u5AnPiOYIiOFKhuaNdC5FCghI8oKsBujsQuvC+/E8VNBZbKUeCcsuQqrfqTwGDSh/lvIC5s5cMWQj5IhbGYOny70KC+xmjKiNYExEgB6e3BFRqrg9pNL8/3G2qr1boN/1qHcJxdEnF8Za6FXybTne/eVkYV/0GiUZCZO6w3utYjKr1kpwttGTa33XBocZX7lfH8Xyv4mkmxnDDqXFSZHDtyeX0aDbwRIiGTDJhkolMOI0ZTx1ffHiNGUUyYbsKEnr8hCiV2LFn9lvtxlHXLIMkUiPEAW93657vEDyPb57aauVrnnLwjvMSk8FoBGMXKlSqq7LX1U8LidSMoUi58P4ZKVMB/XXJEcjiFaKe8UGgrkcKI0ZsxmVZFRUbkhkPTKG1XFSf5KkEt9LBy+b+VVXOLoXmniKMn3TtAXw6XIUEVFRq6gEAiLV5Fx999X7sycUlb+eNITZBlsKW5FKw34W7fkIEtshcsaElLb/w02VlPGL7+dpzz/AprwWHLLlUmgMmVAOGyeJaWirMBrffHtp3tJrUsZAUWRco+FXBC4qZsUGo1TSNR3KzI2sxJTY/D/ts6WH3YElev4iUyvjCW5QfP4tafRYa/4kT+bmayMzIC8Dtcb/rofj5IQE+KxGsRoyokJEuypk2QMBL/+nGH+SomjOM/vHNsk7145F1zKQEmI/zb+9pxT3t/53iDWYuG1dlxwRqKRoJ7Wq6BfTJHRhHvlqqb1t4BYXM6Obim1sfi4mOzCP8LhlD3B87tcvvSeP+GSFbtkoFAORy/JhEtWYjRlFLkUhTKLA7McGEXh6+YqcCp5fS09WtfseNLhVTSMiYH78rivtTwfi5/7JSvEUUysNriSWigrSkpIVGzQ43JpPppQ/+s2TlvmZ1UrIhxtZLz3bzkMrSRoWv3KYgZvVNQYGZU/BFteNnKJBU1kwkXzOXMzkMJjkfMz0dZq6lnW6cg+jLZGI2Vy0eqUelwTrZx3GmduBtpq3q3EneeP4yzIQlfThBQehzPvNDjtaBObgexQ4i5qNQXhmkDL8rGf2okmJMrjugBwntkPeiPCWoawlaMJj0OX1ApH9iGlfYcVXb0UrxIhO3Ckb1fibZwOhMOKsFvQRMSDpEFYy9BExHkUJGEpxn70R6TwOOSSHDQR1RBlXmVIkjRIEfE4s3/zH8+zxyn4ZT0JtRM9E7sz+xCO7EOI8iI+WV1ClD2HntWy0WslnGcP+5WX885gP7w5YPytPsGi535eR/WkJER5AdraLUCSsB9XAjaNNRtS4lOuke48HQzHKco6SY06dVi4NZPHIkHOORn8PGceQBNbR5GlNN9jVbMf2YK+VW+cZ/YjXHuCaJE9CpEozfeMta9FRiAp5ndJQ7Ec6gmedWPRRSF8lqc2l48SjMzM8zRyTWC5u76j8tBpL9k5ZdT2+dtx9jB5pZHEV5jvC+RwErQl2E/+Sri9DtUilIm+ke48MVIpJXIIkZrgu/FW5EK5Fl+1xH74B6RSrxJa6vQ+2t2Ts0UfDT6rz6WTyrlEq/ezyBTIYR4rwgVnNNW1JYRpvG/4F1NkjuRKJFVyzF2uX8e6TD10yJNuE/6T7ilHArdz7BJtec9lE/15TlHXY+FINR6hlraQ885o7unakKVbTgTE5gCYZYOnpjKXwqQ3GHAbbjSSBAJOOapzO8oquMSmLbFe8FeCwzQ2nELyUwAljQ4pNIrwzJ+J1wS6rcBrkQkPC5QNQBSdQ5PYDAqVc+N7fdiEFoPkpFiEowlTlB2tVuNRjiRzARhqBa33ZkRVZFT+EDKnPwtcOni2fOn/eX4b2g/G2HagsuX5NxPQt+iB/eB33npck72wlFC+9P/86jav+xhhKcFRqylSSASOk8pGaCG9xuI8ewT7gQ2Epv3VYwlwZB5E3r0KACnaO0WY139cQUKJsMF/x/zNe56U8Hs/8LOGBAsirYi2dgsAbHtWX5FFScpNJyI3HfNeCU1CfQDk/EyPXH8LBULBuQUqi8Kx/jg3IE0UewM3I/d/hdkVK6pv2hU0Ouy/fQ86I6EN2/iVa6jPoaFemUil8NZBJ46KyAWK1UKUF3lcSsJcjGXjVJxnj4BWqUMryR7rjVzmVWTccTUA+2xJtDGcRtf0DorOryHWN45BkigzVGOntQl1XatbmhuCb9Gvc5SDS/SI4hNB8wBgCEUTq6gvGWHNqW3xUYysZZj0gW/hhXIYCdoSuof+RvdQr2LazCXLcUcNUgz+W9DLAo45apKsP0exHEKUayJbcSaeJyN9MmYf8HO3FJoFu6z1aGvMYK+tHl1DjnAhIpn6pXsIRxk//YVDYAhDG5+Ew0fhVCZDxRp1xhlHM5GFVhKewFtZF4JBp8HmCLTofbginck+xiL3hAtgcSkOYUY9IeGRnv1m7Og4aKtNC4OimJ7ysYBYhJ5j9hrU0+VikJwcNyiBvTtES3qx3duOpOesMxZZSJ6g3fCmneh4e31W/HgyqELke42edyrKgL1eJywnVmGMT4TElnBgNUcdyvNACo9Dm9AwoB6Ac84Y9tvrcZtOeWHQN+2K7cAGNHmn6WBMD8gvC8h1KmpyWIgebe3mysq5CkghkSiqluCsM4ZIjRLLdMhemzaG02Q7Y5FcL4f2Bp3J3qNHaPVVdlnfLKiKjMr/LLJr7wT3JFbxOyNUcH0IIStLgIXwxJDIpblQ7N1vQZTkIbtM6u76AeQc76Tlu9mXLzpTFxxHt/pNoJ427GakyAREkOBWfcve2A+s95fVPRkHUWKkkEjC7nkDgPIVbyPK8tE364YUEYdtxxKQNEyTRhJbcox7w3+u1OpREWOn+zyrnnwJTfsr2K2Yv/0QgJVSD7bnx/G3VhmEZCqThbM4F0mrRROXRFjaX9HHVifisc8AiS27M1nx3T5eiVpFmMaGJiIOiwh0iYQNfQtNTCIgUTrrKXDaXGNRBnYLuoYdcJzYjtPt8nAd1yAjXHE0Fd09F5yR/Ku4L6UihAd7N6Fj40TMmzYC4IhKJDrtZSSNjpLDRWyzNuEXa2NCJBsGyUm5bGDqcx2RJImCs1kYNr5HiFAUBaeQ0EqCPba6rNd1p59jI60MmZTGmng9vQPd29Xhvp5KkGpuVHPGHVcmpRdq7yDJfIQtlmSWl7dHAj6Mmw94XQnBOEsCm8zNPYrM8/kPECFZcSJRLoxoEJ4tzwQg0DAu/wHu7d6Y9B/XcX+EsuplcnFfMhzV6F7uYGlZV74sE8iuvD0b1WaWYRSZ54uQEDzSpyEpzeti2fKFsqTchW+cyHlnNK8VDqdlUgRJuT9xR8ghNPoQtFqJYF4vgcS4/Afo0LQah4+eIVSy8Wq08oLgViZCjFrCoyLBFbZlDA3h06LunoBW3wgYi9AztaQ37oiVnu3rwrlMdunasibPxIPhP9LWeAobRnLkKF4rHI7BtRHfX1OULRVSmlTDkqG0HdowhUNHz1Bfl+uJkQEoEmFEPPYZLSQtDkd/dDoNTlnw1JZYZDREPDQVtDoknZGIUVMwr/sY5/ljGDoMRa7XgUkz9tCkfgIRw5VgZ0mjQ5vYlLIF46mvy6VIDuW7us8wqm9Tvtl6nDXbTmF1aczhITq0/V7AefYo5tXvA3juBckQCjo9OGzE1qkP5xVFRtthBK9vOolZG86DoVFEPPYZTSUt7/UQaKUBGGtEQ07w59jNiBojo/KHUpWtzb2ZXf8FmeyFEB6LjAe7y27usCpKjiQpZSvkE66KvYpMhR0xrWWefUF80VZXvnArrP5v2253h3tPkoroajcLSAum8EiRrjdRrR5NRDyaiHgkvWLy1sQmut7OFMLjqpPtCO5brwy3BaEi2phET3AiQIkcSokIxWHwtieXKcGkmqgE5eGKy3yu0WJ1ShTK4ciucZTCY7EGeQO2hbr2PdFovO25zxGw97zrPFTYZl6LqDRWySIMlIhQZZrTaLE7Zc+E6dAY0YTFIIVEYLPLgISMhnIRQqEcjg09xc4QZqw7zak8JWbJvSV8gUvpyHLEkVUoU+pa4WKXDMho2Lgz27PfjUGvQUb5514qfN4ZjRMtDrS49yarGNQKUCQp8SsXiPdTdAQaSkQo5SLEI7dwtVEzXlGaZDRUi4ugWHjrLZVDkNFQXGZDuMq58xr0WoTWgFkYKBdGNh0uRzKEIum9LhFFTq8cdqHFLIzY9FFoXEEjiQkRitulEmQ0hIeHUSiHY8Zbt/u8aCSJIT2890TNhGgEEuFhRmQ0ONBS6nL1mIUBgeTpe/U4pa9Ggw4ZDVlO93Wk/FcujBTK4RTK4YSFKIrCowOac3uKcu/qoqtRKyHaU7cy1q4qNDokSUKv1yFJGnRarWf8JGM4kk6RSQqJQApV7g1NZAKhsdV5cWQHnh7U0nVPKPYBKTweJK1rTMNITIhG0ugosEgeJcao16LTapA0Ok+APIAmvq7rh9bTrojyPl/i42MpFmGedzm37Epdf75pXbXIqPyx2MoDIvErxaWAeFbS+CpBFfbuAGWDPMkQ6rF2aGJrI+dnVmphcQeLamJre9wcbqTQKE9gqxtNVHWlHbN/fXJZgaLIRFUP6saRXOX8ZA0ik7Z6YxyVBJhK4bEeNxhCximLi77hB60jIi74AWO43zdqypyu1Rwab6ClKCtAljRoEwOXw1oruBjynWFYRKBrZcfRAprWg+ox3snNfY4AfrsgaBGkS1pJBqcTyRjht1oL/GMoysx27A5/RcbhlPnlt/OVfjtoz7Ecdhy+wPGjpbwR492szeYKQHUrNDbXozIjL7Aep88uqnqhlA92boqCKDL2qDpQ9BvFTgPFIiSojBXp06Eus79VXBghei1mnzFw//b92rIbo17j+eZRrfgwDp4qYPfRHJoZKigyTq+cxtBQsCvfSmpYKwpyoUmdGLRnLj5Ztk9OwO6Qad84GjYtApRg33t7KMGytapFemKsEuJj4LiNyDADJeWKQlkghxOhsdKkQQ0io6Po0LQ6h08XEB2uXJshBi0P9DYRmlUEZ3ejx84j/ZsRYtBSIy6M7YfOE2rUufqtJbFWNSxHQBdVjbCwLJwFkFQzxmMVqox7ezQhKSHIRelS/tzBzaakwNVMisIegyhVNu9rVFtRoHq1r4NOI5GdV8a5fB8XqMuViqTxxL0Im1lZEGAMRwr3thEZrShSQeL1/5T8+VQ3levKxZa0Blpr/Ffc+C7NlcsKPJYVT27X3iCySxnwWCB89mqRS3K88RauYNFglhRf64cnzfXAlwv9l/3KeafBblF2Xw2C70qOi6FNaODuiTfRgJdYFgAAIABJREFUNSaa8Di/N+dyi73KE9+l5JAkybMCDCDfFW9q91FkJIdVcZ+FB1qqbBW2X990pCxojMzsbw/z1xmuAFO3G8FnGXGpHIIsBa62iNGUI5w28AkUl3WKvL6KTKnZTkGp1bMixiEZWLMtg89XH2LZ1uDut4JSf8UlwbVfiFtx0YYrFhP30u0CS+Aj01dJ0roUwmKf1S8aj7UgcEwcIco5sdllRBUfxzXjfBQNg9bP+uXue5Fry//aPpOwQa+lz61KKG7zekq7nyzdj13yl6tQ+EzcOlecklZD/VrKWBj1WrSayi0yoHwwcXS/psTFeO8js2yg962BocCN6lUjzKjjwd7e/WRKCEcWEmHh4Yzqk0zTerEM6tLQ8+5i1Gvp3rYOLZOVgPE60RpSW9eifdPqJFWPYMgdjTzfd1I6r1wvusg4z/5TrRtffOEBQO9bk2hWP/C+8VglK3s5cOG+50qlCOrWUCxpteLDub+Xica1o2lSx2fJtmus0WjBVb+wmZF0BjThsehCvOc9PEy5N4OtLPwzoioyKn8oFw1sFRXsGZ6lw66ltz4WEsVlFLjsVTYXY175NgCa+HpUxH5wo8et465P41rt5KvQuE3HfrgUCfvhLZ4kTUIDHCe2V15GZ/Q89LyFgi+N1NZQNlbT1m7pTXMFBUthMX71HM0sQqDxTkLa4MG1551RnJUV87ukD/GYuivrG0CJXcljkwLr1EQEurOsdiehRh0xprZKm5YQHK5HS0l4EuWyd6J1P3h1rn6ZQ73WKrMwYHctG/YN+ASQrKXsveB9XNnDlT1zfRWZ3CILb8/d6Uk7ctbM8h+DKzAv36dsQvbNT0pMiltRCXHFVxy2K9dCtUTl/zo1lQnHGsSI7ftl4/M6JTDU1410zhVI6nZP+WKNUZTXLEcMd94S3DVZkfAQRYb4KCNGvdZvDNzjXlRmQ6uReOvR2zzHjHotKaYEvni1O4k+Co5Z9ncD5jm9a7ViXYpIw1pRaOMUpUETUzNAkRnZy39Tu/BQpU6DwXu9lVaieMfFRjFlXFeS68Zi0Cvym43xFIsQjAb/8Y6JVK6P5LrK+QhLUMYstl7gpnq+aMKU61Yfn4i2hmIV0rhcuRIQFXZ5wbFSWIxyb4dFXzyfq43ud6Sg0/pPt4O6NOTJtBbeBJcio0tqjca14EBbrR5SaBSa6JroQ73nzH0NtGoY+GLxZ0R1Lan8oQhr8M2hAD/LiV8ZR+AXi4WtPDD2xW4BH9eMtmbjoKsBDO0H4zi5CzlPmcT0jTuija+LJqYWZYv+Ak47mohqhHR/yrMCKfyByQGKU0i3J9DWaIIz/7TyLaHazanR7k5yz15Qvp+k1Xn2iQkf8R5CdiIZwxBlhchleVjWfwKArklnDK37oI2vS9jQt9FEeyd3Y6f70De/E01EHM4gu9Gur/YgQzvEo01ogFxeAE4H5rWTEWX5rCpP4b/WZAQwZUxbVz8mIaylSGiU7/a43lp9/epua4qdQEVm3o85tHRcoH+CV2mz2Z0Y9BpCuj7M/FwTucUaQOKfhYMozg9FKzn9voQMYLx9JPoWPTiwaz/udSAWoafYriVBqyzBde/O6ybPaiTsvtdBo6Xkx+UYycAi9Lz2YDtmrDzIziM5nnoAnBXM7qP7NfW4ZMJC/B999gqPwrXm1hyTGjKyUzu+OfgzTofrQ4bCfzLaczyX7YcuEB1uQKeV2KrvQlndLhRv8waEzyjpQYKmmKOOmpzo8BecDitff3+cW0w1+P/snXl8FPX9/18zs7NXTpJsQg5ycCWgHOEUQUWUGs6icnhUSrUoVm3lqxWobfWnrVpFxVbFaj0R0UJBqliK4oGiFfEA1IjIIUc4FnJvsju7O/P7Y46d2Z3d7EJCQvJ+Ph482J2Zz2c+s7vZee377JPbFw9tmYSDwQyMt3Dy5wzAn5t5fLXrOFa+H5nxYrNy+Mu8UXDYLPAJwTDrl/x+NvsCsFmNolUVCQCQqkv5rfYyWvr4k/UXo0GXRlxSkIm7L+iNguxkMOgBZ2YhuKwicKyxpL5+bkAWTQBgtXC4v24qkhgfTogmQh8AYwmJiLvmDEddo4CvKjPx1vZijOCN19A7Pw13zRmuWTe4bvlwXn5v1Pg0FdZVAudld8NeUAarVW7voVpArDyHP80+J+b4cKxnjwdfMlSLh4mGbdSV4HuPBJfXv8U5GYsVzpn3gU3Okh9ffg/YbvmQyi4AOAts1SGLNMey+PPckchIScwq21khIUO0OXqXkb47bwThQka1yAQi/f2S0BwpZIQmw7EM74Cl54gIIWMpHgrRvU8TMowtCZYeA+SdLCcXq+N4cN1Dxa9YZ3rE2tmMHmBTXWBTQyZqS0oKOG/knxWbpmsk6UwH5yqGl7fLLilbEjgluI/LMAbkMpwFXIZsjo+w7AA4gXRY8uUvSU41d1sdkDxyOq96k6tn07B16wFcNLQArCMVn3xzBIXZPPJdkZVSgpBvHpu+rUExF8rgAYBvjgEfvv41Jozpibc/O4Cze2Zg07bDyEqzg7FYIablof6wnCWmVWWVeDTpNOA3+6pxVnEGth+3Ydu+RoOQUUXI3oALY1GJetEOFhKSWR8CYMEp7QCauVSkQHal9MxLxfG60Hvjh3rzC530+in9Ud7HFVXISGEB3z+f0B8luakoL8vGzAt7o29zFfA9ENQZsXcdrMXf/y23GbDxHLK7OdDoDaDOkglA1y5ATEa1KL/OWfn5yM1KQpWQirHl+dh1sBYHg/KvaouFAasUUst1yt2WzbBbLUh2hG7+vrCCcmpqNK9YAJLsFni8AU1cANBiTQBg2/4mTcj8GDRawnibHYU5IQGi1mrilLmnj+2FrDTjzfSaS0J1U6w8iyNB+Zr+b5YxZV/DEnJh5mYmITczCXYbBx9sGHVWZAPWou5GQcRlRqtcE4JhGHBZxcpjFlxmoVYvigEMr2c8MLwNTHrLdVpYRyrYwsFxz6tv1Kp+J6juK6vTb3Cm52YmFiPXmSHXEtH26F1GscroR1hklD9bEyEDf3NksK/QbKgMy1gdhkwAFTY5A9BiQhjDF6n6i5bhLJExLxZjlVGGO8XfAYqLyUygmKGPY1Hxm9TyUK9NH1z6wn++wyvv7MKBY40IiiKeeeNb3P28eXVblSON8utbLzqUzBFGK652+IQHKzbuwp3PfAoAmpBIdfLwNBs77047r8Tw/OFXvwIAvLRhJw7Uht5zn07IHApkwC+x8EsWBBRhEgSLo9VNCARFNCvWoqwUOVtjxoW9cE7/HKQlWSNECQCcc1Z3g4XCaYt94zp/UB56ZCeDYRhUjCyE08poa1C5/+UvkGyX56n1+OC0W7D3cD08zYGoMSQWjgXLMJh8bjGSHTyKu4dK8Df7jJ//8NdRxa67DhvPGWJrhpdlI0eJoeEt8vYe2bKI0v+5pCSFrn//idB5/GHF6aw281/86vX17ZGOEf1yDMJQ7yKzWkLznV1i7gYxq3lS3D0VP68oMxXarYZqTYmRgdWRsCe14WtxhkNChmh7AqEvSilKsz4AJ2GRCY+R8RrKtDNWh2lwKmN1hkSK1W4MClQfcxbZ9aIfF/6Fd6pCRkk5YKxxmof5SMETHmgLAEHODlFiDEJGFTzVDT5NdOizbcwQVBcNWNSJDtSLds1aEzATUIAiJIxMHV0ScVyTN4C6RsFYqMzq1DKlapQUWkHitN4/QYnFoqf/hzUfhiq1jugtC4EJI4tw/dSzkOzgdec3v0FlptpgtyVYwl15r4JhfYjUX/KCX9TM/G9vPRDhalHhOOP4bik23HKZbA2srjda/PLNsmUAQ6yFJWy+G6edrQmJmgbZJXveIPm53gqjf6yPYQqG3RKsdvPPppr9pKZhd9O5OPR/J2wLQcHyRbRcPLEtOOUfIqcZi7Xldg1dFRIyxEnh3/MZGp6eE7NRoYqkbwqYiGtJJSCEfj2p85gIGd//XoWw7a3QBt5uGpwK6LIOwsWBJmR4rU5I1ADZU62eqfZbMhEo4Tz/ViXuW/4FAGNJd394IAiAxiCPesmh1cDgLSxSlRvXsZpmHNWlfN6x9GPsP2pMBZ/3U6XqsOKyqBaTURNMMgSwNvvM05lTk+K7Ke3cLwdwN4m643krgrwTDaIdAXCoEZPgQ0iYqIGsH+84gk275M9duDWrR3ayVnq+wSS49PFbz8effnlORB2UJbeMiblexi7/Gg4PWFXFoM3K4dLzQ4JNb4nQEx7wCQDZ3RzKGOO+gb2y8PBNow2iI2JdDIPFvzrXsK1nnjEAddRZ3fHwTaO19F9Adk8tuWUM+hakmcbYuIOy+8bmNP9sWhSBElQEXkbKSdxklTIMTJTg9zZHETJq0C9x5nJmSVKiwyB8vhaAnOrcoo9aV8wspvAJEzJa88WAAMaeHEq/5iyQBK8WI2M792qAtWjWGCYlC4wtWf6CtDphv/gmTTRoRecUK0i4+4hh5Lqih074ULXjMEZW/B/Y9FDLAvv4m+F9+3H52BYC/VpEEXj1oh0b3vkeMy/sDQvH4u3PDiAvKwnbfjiOipGFyEi148PtcvE++1Xzcc+r+7Qpdh+q12JOVL6yj8SOpmzcdOnZ+LTyGLZ+d0zTZ4a6FZBdQt8fqEVhTgoODL8V/9r4HX6m1Hmpk5x4ofE8fO/PRSbbqFVeBSKFzB9+PgwAkJUWn5vsqx+Oa+dY6RmBZskKi4PDrtRz8MH+AtitHN7yDYck+nFN0kcAQoG2dR4BdSjAK42jcP2wSw3zzq4oxWdFaVjxrh+f+SLLyetdIPNnDsKj/5TL2acmWeGbeAd2frcXpWW9IsZZyyeDSc7AV68br/uguxF2K4e75gwHb+GQlmxFXaOguXUAaP1+AHMhk+9KxvVT+xveQ5VuKTb8fvYw7D/WgL/9a4fJKwlkpNoRmLJI+yznZES+B91MhEZqkhW5WUn4/mAqVnuGGSx4f6u/BIWW45hlNRfrqmtJVIScWrPFjFtnDEJ3kzUlXfb/IFYfiDqurWEsNtgvvskQC9fROTrkeqS4cmEeNt11aVchIwgCHnvsMaxduxb19fUoKyvD/PnzMWrUqBbHvv7663j22Wexb98+pKWloaKiAvPnz0dSktEcK4oinn32WaxYsQJutxvFxcW48cYbMXHixLa6rK6BamWJ59dUUOfrjylkwqwLqmspKMjBtoqQYZIyAaFJCyLmy87Xql+awfccHrFNs8SEu3WUO/4b/zuIr/wWjF44zrDbUqgLWIxikalvElDb4ENhTgqq673wCkHkZUUPzFv2kRs7apowrDQbxd1TsGLjLm3f9t0n8OvpA7Xn+7linBCNhfoefvUr3HFlOXrmpcLKc9h+3IpAVl8MLc3GsZpmbP3umFYgrbbBpwWBqhytlt+Telt37A1UG2IwvhRkK4MnaHydPtkRau/gSrejRKkxYnYTNeP7A2oGBoOPfHKRvdwUFnZXAb7fI6LAZcexBhc8uhotRrcHg0+FPrgh7H23Wy04b1ABnv9Pyzen8NRVW0F/DCwwzy5hOB7Wsgsg4V0AcmyIeg0j+uVocSkOqwV1EAyBtWPL8zUhEy125pz+3U23A0Bmmh2ZabHdj5bcUICt3Rr/17q8HgYf+IzXXSc5scNfiJ9bzf++r7mkFCvf342eeamm+/UM7GUeG8OmZLW7NcTsu6Ej03vYuS0f1AVpV9fSwoUL8eKLL2Lq1Km48847wbIs5s6diy+//DLmuBdffBELFiyAy+XCwoULcdlll2HVqlX41a9+FVFU7dFHH8XixYsxZswY/OEPf0BeXh7mz5+P9evXt+WldXrUwFzN/RLrWL1Fxp9IsK+S8RQQwNhDQoBxpCguKlX4JB6sx+gyfIw7lG7biCLQ9FaYKD72//f8Z1og7e1Pfozf/+PTmGvZUyufq/LHGlT+aKyzc6y22TD+z8s+N53jwRVf4v0vDyEQFLH3SAN6Ke4Fq3JDVeMlvEIA9U2hmCOHzYIjNbKVxqfUQ7HxLYvTtz7epz0+XhtyF9qtFtOaHBNGFhqeH62J/BzwFlZbt1cIavEVavBuePxGfgxx2FaMOksWHAuvHoK5k+Wbf11jqDyAapnQW2R4Q0zL6fnKTUuyIjfTvECjnsG9I4VEWnLI1RRNFOW7knHrjEHgdS40V7rd1PJDEG1Nu1lktm/fjnXr1mHRokWYM2cOAGDatGmYPHkyFi9ejOXLl5uOEwQBf/vb33DOOefg2Wef1QLLysvLMW/ePGzcuBEXX3wxAODo0aN4/vnnMXv2bNx5550AgBkzZuBnP/sZHnzwQfzkJz8B2wX7UrQKaufpaHEteoL6YN9YFpmwuAtJDLmEbKGIfYa3y/VoQo1G4luzCZExMqqQMZ9TH8gY7tu/9oF3MXpQniYa4u0r5ZHkL/+1UYq3xYsoAYfcHvgDInrly7+U1aDTWuVm2+wLgmEE9M5Pw2+vHIzn//Mdvt1Xg6AoaoXdEvlFD0QGpWam2VGvlJpX4z+mj+0FjzeATdvMu04D8s2/t7LuHtnJ2F0lpzBrMTK62CCblcP/u25EXOtrqQptIlw3uR+unSRbkIpzZQO//sbvUIKIrToxaLGEzh8e7NtWLL7p3MjgdBPO7pmJv98+Fjcsfh8AcNOlA1BamI5fP/YhAGOGVEvcf/2ok/lNQRCnTLvdxdevXw+e5zFjxgxtm81mw/Tp0/H555/j2LFjpuN27dqFhoYGTJw40fCHeuGFF8LpdOKtt0LBnu+88w78fj+uuuoqbRvDMLjyyitx6NAhbN++vQ2urPMTOPh1qMpueDVeBd+Xb8K/R0nv1YJa7VFdS5IYhPe9Z4wbxaCWeq0GWwJKXIs+/drkC/t4bTOeWvs1/IEoRfaUNVUe8WP3IV29DmUu9abZUgnwJq8fT67ZoYmXzbobtU+XUWSaJh06Ka66uA+uHt8XV4/va/orOR6CoogGxdqiZtCo1hVVpDQLAdR7BKQ4efAWDsNKs1HvEfDeF4fw2rs/ADDevG67InYNjN9eWY7/m2U8RnWjDS114XfXDJWvkGFazHLlORZpyTb89spyXDepn3ZPVC0yRblpWipxioOP2bhQW/+swfjLvOiu6j/PHYk/zx0ZdX84LMOAU3785GYm4fYrBmPWuJAby6GIQH3gLqf7sRTPmqNx7y9H4v4b4ivcxrFs3OfSW49SnDySHTxuvmwA5s8cFF/WkQLLMqd0fQRxsrSbRaayshIlJSURMS0DBw6EJEmorKxEdnZksz1BkL+obbZIE6bdbsc333xjOEdycjJKSozpnwMHyjEH3377LQYPjr9YESHT/Nbi0JMoFhnhs1UAAP76FzTXEuNIjWqREY/vi2jcKAX9muAwChm7sSCeyZfnC+tlS8OYAbk426SMN9/7HPgO78ZzW7qjadnneE6NhVGFjOJa8gnBqIGMX+89gb1V9di6020wsat8tD0UR9LQJCAj1Rjn8GzDBXAw8ud5ZP8cpCjVVou7p2jBsPGQk+HE0eom+PxBeLzya60GtVrD3EReXwDNAPoUyC6cwb2zkJ3uwCvvhOJyWJbBLyaUwWnncVZxBqaP7YW8rCT8dVWk8C8rTI/45V+Yk4LNO47AabMYKsiGW6gmnFOIZm8Auw7W4dBxj/Ya9isydjRWhUxJfjds3y8f44wRXGpYX1G6QUiEc6pFxfqHBejadRaZP/x8GL7ec8Js2ElxOlxpaun7IX1b7kNEEB2FdhMybrcbOTmRVRtdLvkPKJpFpqioCAzD4IsvvsC0adO07Xv27EF1dTW83pC/3u12Iysr8tdtS+eIRWZm6xclcrnOrBh0fbJueqoNdpP1a51tXSloauDRDMCakg7h2I+m19tUF0R4hRkLIyEj1QIPgOTMTKgVYpxpaaj3e+F08BAAZGdH9jsRgvJN05WVbDhfQ5OAZAcPhkmBpeIGNH36X3nOZDuSHDyaLRYEAPiVDJmkFDsywzJx1Gt75LVt2raaxsg2CnpxIEgMumUkGWIktvvlKqk2K4eSwgxNEKR3azm2Qc8frhuJ3/71Q7AWDpwiXHrkpyMj1Y5sXfyK1cLC4w1AlCR0d6Vor0vFucV46a1K7TiXKwWXXRwKHv35FLn3k5mQyc6ODPb8yagSrHhnFy4+p9jw2lvDMmAKc9MweUxP/O7JzTh03IPkJKvh+PAOzsmpSUhOln/ApKfa4/q76Z4TuxdOPCTy95mRLr93Wd2cGDEwHyMGGis1d/S/9cKCbhGCu7PR0d+D1qKrXCfQjkLG6/WC5yODAlVLi88XeWMAgIyMDEyYMAH/+te/0LNnT1x00UU4evQo7r33XvA8bxjn9XphtUbWYGjpHLE4caJRSzlsDVyuFLjdDS0f2EGpqW6AxWZcv6RrHeB2NyBQLcc6BDgnJL8Px47WRsSX+I8cjZg74PPhxDE5M6QpEPqsNAcskPxeNDU2Awxj+vrVK8LiqLsROany+328thl3PPUJrryoD8YP74HjtSHr0K69x5HvStbqgqiupUOH6yAK5jVT9PwQpZy8yu+WbsbAXpm4dUZkmXY7z+H48cYWzxENUQjAyrOorWsGr1gxmhu9cPv8aG4KfcbHludjw2dyuquFkbTXzRFWvySRz2O0Y1ULl35/U7NRmPh9AbjdDZCUbDUpKBqOz0qz43idF5JShM4niGDVppOs+fuu0i3FhpoG3yn/bSX693lUeR+7d7Objuvof+tej/y56ayc6d+38dKa18myTJv8gG9N2k3I2O12+P2RfzCquDBzHancc8898Hq9uP/++3H//fcDAKZOnYrCwkJ88kmomZndbtdcUYmeg4gTM9eS3ygQVdcS60hFEAD8Xq0YljaNSVdsSfQDSsNIQ7CvkjItVwk2dxs0KS4WfZzKoeMeAMC/N+/FB9uqtKwTQK54e9DtQX6jH/rf8LsO1uHJNV9j0c+GRvTn0RMwKUwXzvbdITfDczoLiFmW0CM3j8bxWi/ue9k8SwkAzj27OyacU4RkBw8bz2HTtsPITLXBwjFa3IOaMZOb6TT0xNG7fOItYneqhLuW1Fgcda2WMEF15zVDUd/kR9OqfwMAOJ7XXquWXEv/79oRUYv2tSWCX/4cFGafmb+GzVykBNHRaTch43K5TF07brfcwdYsPkYlJSUFS5cuRVVVFQ4dOoS8vDzk5+fjiiuuQFFRkeEcW7duPalzECGCx/dBbDwBvnho5E4xCLHejeCRneD7ytVRhe2h1HZhxwbtMeOQv9wloQmMImSEb96B5Gsy9EhSkZrq4PtCLrwHXZq0mmkk+Zq0mJY6j4At3x7FxcMKwDCMdhNb+9FeDOiZAbvVogW8erwBeLwB7K4KWVFqGnx44T/fYWFqEGkWgFWaJK54Zxd8/iC+P1CLwX2yDMJIpSgnBT8ejf/Xj08IGuJneEukGEtPthkEzoh+2dhSafx7sXCMFjehZuacqPchNcmquakKXMmYOroYFw4pMMRr6MWLPl36lssHxHUN0y7ohfyMxFxg4YZMNZ5EdbeFvw5pyTbYrRbsU55zFl6rZNxSvZpkB59wI8DW4OrxfdGnRxpKco1C5vezh8Fd23IV7Pbir7eNxZeVR9p7GQRxUrRb1lJZWRn27t0Lj8dj2L5t2zZtf0vk5eVh+PDhyM/PR319Pb7++mtDMb1+/fqhsbERe/ca01rVc/Tr1+9UL6NL0LT6bng3/M18pxhE09o/wfv+PyCJQUgBAYIqPgD4PnkFvk9eAQAwTjmIUxLkuA1JFOHb/DKErasRVDpRhxM8IFczZTgLWFcJbGNma6JGEjyAIlr++OynWLFxF47XeXH4hEdzEVUd9+DfH+0DIGfsGJauu7OqQuT15mGoFR04rpRoV4XL3sP1OFbThHe2HsD73n74nuurjc1Ijd+y1+wLYOtOoyCJliZrt3LoXZCGAlcSrpsU+VnV1w/U91zSWytYlsG083oiLclqCFo2CBnd4/I+0YM8rxjXGwwjBxdfdUkZhpYmFhBaMaJQCyYFADtv0dYYvm4VjmO0YF8Lb8Uht/x90Tv/1GNf2oLMNDsmjCyKeE975qViZP/ImMCOQkleGs4bmNfygQTRAWk3IVNRUQG/34+VK1dq2wRBwOrVqzFkyBAtELiqqgq7d+9ucb6HH34YLMti1qxZ2raLLroIPM/jlVde0bZJkoRXX30VeXl5GDQoSlt5Im4kMQipWbFsBATzTtUAwHJg0+T3VCuKpyuOp6Vz67ANvzz0hGGRdOldsPYfpxWxky0yLF74z3doUOqWNHkD+N83xngbQUnBbmwyujL1KdHvfXEIAPCdPx931c6AP8xY+cbH+/CHZ7fAHxCxpmk4/lE7WtsXXmsjK0YV1juWfoxn11UatkXLcGUYBr/72VDcc91Ig8n/NiXduW+PdG2bam0CENUFphcRetdSUpyWi5+MKMSzC8bh/uvPiVmSPhpF3VPwt1vP156rr5taUK67iYWHY0ONESy8RctoKup+ZrpuCIJofdrNtTRo0CBUVFRg8eLFcLvdKCwsxJo1a1BVVaXFvQDAggULsGXLFuzcuVPbtnTpUuzevRuDBg0Cx3HYuHEjPvroI9xzzz3o0SPU96d79+6YPXs2nnvuOfh8PgwYMADvvPMOtm7dikcffZSK4SWIHMQbdtfV1ZGRgv6o6diWlAwwNuVGpXTA1qdiS831kYMMXanl9+pYbTOWrvgG/5cGwCdbZPRNDxub/Th8wqOlJANybMqNj3yAkf2Mv4jVVGU9SXaL6XZAFj7/3rwPgDH2Rl9Abu60s3FWYTpu/etHpnOYzR1P4TJAdgHVN/nRr6gbHr5pNNJ1hdh8USwyegpzQjd/h677c3vV/lCFjNqNO8dEyDBMyCLDcwxmjuuNSecWJ1y0jyCIzku7fhs8+OCDWLJkCdauXYu6ujqUlpbi6aefxtChJrEYOkpLS7Fx40Zs3LgRAHDWWWfhmWcMkALHAAAgAElEQVSewfnnnx9x7O233460tDS89tprWL16NUpKSvDwww9Tr6WTwe+N7AStFy4BX3Qhk5qlcwkprqUY7QoAGCv2Kjfbb/dWwyvxyjxyjExaklUred/Y7MeR6mZ07+bQhIx6o/zhkDGzqMkrW2jU7BhAjk2JJmSiobfIlBVlINVhwU2Xno0n1nwddQzHMujbIx2VP9a0WChO5Y9zhmPv4XqwLBNRCj4QDLnJovXl0VtRwsXTbbMGI/00l5e3Ka9bbQyLDKA0ovQAKU4LLBwbsxs0QRBdj3YVMjabDQsWLMCCBQuiHrNs2bKIbePGjcO4ceNMjo6EZVnccMMNuOGGG056nacTse6o7IY5Dc3Ugkd/AJtZCMZivDGIjSeAgN/Q9RlQLCjh7QB0wkUKRLfIcKmZgBKkG6z6FuB4Lfg3KgYhIz+28iyaJauynibAYkN9kx+lPdKx80AtGpoEHKtpQv/ibsBuo7uq6rgxHksVLPog05njemsdkWNRlJOChmYB1fU+7YYMhETN0NLYgeQWC4uLhxUoQiY+JZORao+rxkdOjDo0cyaUobYhsuzAWSWRnZfbGtWqcuuMQfjkmyNRg3OTnFaIHoCh+vcEQZhAvpUOhue1BfCsuL3NzyN6auQg3Q+ejVzDK7fB88+FEdslwStbZfTbDBYZQUuXDsfqKtJcS/7vNsH79t8QPLLL9FgAYJIzTV1LVgunWWQQDIABg3qPgFwle2ffkQYIATGuhnmqRebcs2XBdu91I7Quzi1x1y+Go0hx1ejdHDbdYwvHoFeM7sBq1d3WaAV0/qBc7XGsGJ3zB+Vh6piSqPtPJ6qA7F+cgesmmXedBgC+rxyPxCSffrFFEETHhxzNXRVFcATdsRsVGmp/CE2QFOuN7dyfwffxy0aLTFDQnjsm3i5be6wOSN5GpBf1kIu+WaxaQLBU7zY9Z9I1fwVjS0Zg1+bQRuVuHxQlCLBAlBiwjASJYdHkC6BbshUOG6fVaumZ13JWyzf75No1w8qy8ZPhPcBbOATFluvBWJTGf+pLY7dyYCA3N7RbOQjN8muw9LYLwIDBPS98hv3HIgveqTVe4rXIxOLnFWXgWBbvfXkIrvTYqcntTaw4JDP4/heB7zcWDEtfVwRBRELfDF0VNdZFauHGHQxlIUn+Zs24z9iVgnbhFhmlgzVjdYJ1yNYIJqmb7mYdummLnsjaMQDw0TdugG/EKEfIYMiAxWvv7kK9RwDAwCvxcDICfEoBstQkK5LsPI7XeWG3csjPSsKffjkSv//HpwDk3kLnD8rDpm1V2BVWhdfCslpWUKy+PHdcWQ5JkuBSOjqrKd52Kwe7jUOzLwjewkJ9xdS5brtiMF74z3f4ctdxFHdPwb4jxpozrRFryzAMZo3rjfI+WR0+o+ee60ZqcTHxwDAMwNBXFUEQ5tC3Q1dFvXtGiWkBZGuMIbNICAX7qkXpjDEyvlBxE0vLKb1mRfAAYPk7u+GHBaMuD7lIfAER/91yQHvulXg4IcCvBLn2L87AB19V4XidFzkZTrAsg7ysJPTITsaBY40YXpaN0QNy8WllZCuE8IqyKhzLIChKGFrqwtBSF8rUZoYKamdsG89h4dVDsaXyKBw2CzxhtfFSnFYtkLa0MF0TMqq1qzUsMoDsqjJrkNnR6JZiiwhWJgiCOFkoRqYDIYkhc7vkT7wPVNR5/V6tTYDYXC+3A1AtMXohIomQfLqA2KAA6IWMvzlkoVEzkAwWGb/mNmIsLd+owrtda6dVPpZev65gXZhrRo2TCUrAqLNy4Ep3aMGi+qBRtTquGiRrMbG48JxRSAzslYnyPlmawLn0vJ44p3/3iHFqQT0Lx6JHdjIuv6BXVFEyTAn+HVsuNxG87PyeWlzPxUMLTMcQBEEQLUNCpiMhhAJpG59vvSyrxufnofnNvwAAPMt+A8/y+ZC8ijDQxYQIW9eg8cWbtOeS0Kz0M1IPaIKkChWruUVG3Q/O3CJjKRxo3MBZUCvKcwlKo0ZRcT89vz5UO+iZN78zDNOEjBiqTGsuZOSPuGoBqPNECkR9R2pAzqK55fKB6FcoW2CixZyoQiaeYN1+Rd3w3MJxyOnmxHMLx2H8sB5IdVrx3MJxGFZGrTIIgiBOFnItdSD0bpzWJnh0l9JlWL75ik1yV2lJV9DOv2eLcZDQbGjmKAleMDZFyJi4lqBLvw5P6Vaxj/0lxCHT0LTqTgCAbeQsPP6WB5lcA/b6szEoj4UaR6N2PQYAUTKqheS0VKDJDRGMJmTUCrXJdp2QUbKIVItMtUnqcbiQUbl+an9U1/tMeyEBobos1GiPIAii/SAh04EwWD9aa059MK+oK9GvupB0WUkMx0Pf108SmiEZhExzyOJiscrxMgaLjBCq9BvFtcRYbOAy8rXngZz+cIs74RblwOAmewYAOXZG0gUG6x/beA42ZxLQJG9Xy+2rFW0ddk53LAsLxyBFaYxY1xjZQoGNYlKxWy3Iy4r+JzJnQhk+3F6FXvnxpWwTBEEQrQ+5ljoQUliNllZBH2sT1MXgqEJGb1EJcwdJfq9cHI+zgEnqJluMgmoMjBVgWUNcD4JKryWGAdj4rBS1YvR6L6JOvBTlpmlN93gLC06pSSMBWqXXUHhKaFxZYTcML8vWyvBfN6kfCnOSMeqsU2/gl5pkxaRRxa0WrEsQBEEkDllkOhJt4FrSiyMpGLLImAmZ8DodktAEyVMDJikDDGcB/GEWGZYzCqWAIAf/Wmxx39xrmiTD89qGkMXEyofW4+rmhKgE7lp5FhaHHCgr6VxLZuc8b1AezhsU6uo7ekAuRg+Qi8d98k1kBhNBEARxZkEWmQ5Em7iW9HMaLDLKdr3rKTxlWnEtsUndAKtTtsgE/ADLgWE5gOUM/ZKEbW/Bv+O/CMKCW//2ERqbjd2mzahukIXWzZcNQFqyFSfqQ8IrMy0UZJvdLSkUk8Kx4O2yRYaBhGylrosa5JsSZzdngiAI4syHLDIdCKnJWKhNEkUwp9qhW7XyWKyAmUVGT7hFxu+F5GsEm54H+L2yhSbgAzjFAsJypgHKx5otqPcIeP/LQ5h8bjFqGnxY9+l+9MhyYsfuajjsHLbXTQTHiBjaJK/prOIM5HRz4vsDtaHlcCH3VHqqHT4l0YplGVjtdgQBsJC0FgFjy/PAsgzOGxgq108QBEF0bkjIdCAiKt2KAYA9tU6/qmuJ4e1aLRkAkHyRJfOZ8BgZoVkugsc7wDAMJKWZpJaRxHKm7rAaJe5l/1G58NvS17+O6DwNyE0xS5v9sHAsrDwLa1h2EKvLJupXlIH6XfIcQVGChecRBMAhZFHiWBYXlucjXn4xsSyikSRBEARxZkFCpgMRUek2RtXduOdUXUsWW5hFxsSNpbf+cFbZAiM0yTVjGEbJWvLJ1h0gwrWkonan9vrl9R8+EV0sNDb7keywgGEYeJQmjgN6ZmLHnhNgdetJTrIjPVkWZcdqmgFO/uhaLScfaHvewLyWDyIIgiA6NBQj04HQ12wBjJV+TxbV9cPwdmPlYDPXks5iw1jtgNAE+L34bHc9Nmw7Llt3giGLjLtOQG11uKUlhFeQhUysBoG1jT4ttkXuowQtnTkjTZfRxDAY1Fsuv++wcVpWVJKNargQBEF0Zcgi04GQIlxLp26R0aoF8zaDUIFOyAjffSCfXy+crA74v9sEANh3wg8beMDvRWDvVrCuEgCAX2TgQDPAAh7RiiRWFiJ+yOLC6wvim33m/ZRUqut9SFVqvPgDspvowvJ8FOakoL/zOHz7lQMZFjzH4e5fDAdvYcGc+EreLrXCa0QQBEGcsZBFpoMgSRIkbwP4s8cDjPK2BFvBIqPWfWEtRteSLi3bt+l5+DY9r53PccmtYLhQbE6zZMXX/lA/IDWWplnSi5eQJn6zaQgAwCsE8NWu4zHXV13v1Sry/mbGIEwaVYQUpxWDe2eB43Q6W0mtLsxJQW5mUqhOTUvduwmCIIhODQmZjkJQLu/PONNgH/tLeVsruJa0Gz3DhIJ9Od50binoB5ffH5aiwQah45V4HAxmgkmTGydKrAVN3oChmJ1f6ZP0cuNoNEhyOnRjsx+1jbGbX3qFoOZaKslNxeUX9Art1NWFYZiwj6omZIx1aAiCIIiuBQmZDkIolsWhpUFLreFa0jWFVC0yWsPHcIKBUAq2LhtJbdCo7tt9pAk3L9mEWjFJO0aQLIb/AVmkfL7TjZZq4yVHq/sSLl70u1RrTWu8RgRBEMQZCwmZjoKS/cNYHYBaP6UVXEuaRUaSQq6lGEJGdRvps5G8ShaSu0EeX++V59RbZFQBY2YfUVsIAMBtswbjqdsuwOUX9NS2qZ2pI4ghZDTBJZJriSAIoitDQqaDIClBuYzVIVfNBU7J2hA4+A0CR3bp5pA015LWuTp8DUEB4HhIkhR2blme1DfLoiEgyR8bvUUmqAgLM+OL2tQRAEpyU2DlOfTtka5tiy5kYphyVIsMxcgQBEF0aUjIdBA0C0gruZaa33oIzf/+c6j7tSRpcTHRXEuStxHgLDhS3YRXGkfJGx1pOBKURUdAyUZS/6/RCZmvHOeiSbTih0AOMlNtho7QvK7QHW+Rx9r4UNp0Rord/CJiWmTU8RQjQxAE0ZUhIdNBUAvXMVaHzm3SCq4lxfUiSWIoRoaPIhyEJjCcBaIo4VOhD37XdC2apzyguZbUgN6A8r/qWgpKDA5b8rCo9gp4JDse+tVoDOyVFZpXZ1ixcPITpz0US9MtNXGLTHiDS4IgCKJr0q53A0EQ8Nhjj2Ht2rWor69HWVkZ5s+fj1GjRrU49uOPP8bSpUvx/fffQxRF9OzZEz//+c8xceJEw3GlpaWm4++++25ceeWVrXIdrYLOtQS1w3RrxMioVh1JDGUtWZ3Rj+d4CEo9F483gGZdMbuQRUbWvw2SHUGJgR8WQxwMAEO7AQb67CP5cZauIWS0Jo8RmUp6WCqERxAEQbSzkFm4cCE2bNiA2bNno6ioCGvWrMHcuXOxbNkylJeXRx333nvv4cYbb0R5eTluueUWAMC6deswf/58eDwezJgxw3D8mDFjMHXqVMO2QYMGtf4FnQJa80WrI1SsrjVaFDQpTRi1YF8GDB+ygEgwxrUcPOHFjkCo9kuTN1R7Ro2NcWWmAk2ABBY+Swp4JohrLinF5zvd2rEXDS3Anqp6fPbdsahr+/Pckag67tHETQTxBPsSBEEQXZp2uxts374d69atw6JFizBnzhwAwLRp0zB58mQsXrwYy5cvjzp2+fLlcLlcePHFF2G1ypaAmTNn4qKLLsLatWsjhEzPnj3x05/+tM2upTXQXEu8A5Jykw4e3QVL0WDz40URwWM/wNK9b8x5xcbj6gBIQb9cQ0YnAoLgYEFIMH25pw7/ad6nPf+08qj2WLXIuDJSgAPyNns3FzhfHZKdRouMhWPxy8n94PMHMf2CXvjjc1si1pabmSQXt4tGLNcSRxYZgiAIoh1jZNavXw+e5w2iw2azYfr06fj8889x7Fj0X/KNjY1IS0vTRAwAWK1WpKWlwWYzj7fwer3w+WIXZ2tX/F6Atcj1URS3ifDVOrlJownCl2+g+d/3IXB4Z8xpJY/OIiMGAY4L1WCBLGT01IlGt9OmbYdDcyn/M5aQK4jLKgKb4gIApDh5pCWH3hPewuHWGYNQkJ0cc41RIYsMQRAE0QLtdjeorKxESUkJkpKMv8gHDhwISZJQWVmJ7Oxs07EjRozA3//+dyxZsgSXXXYZAGD16tXYt28fFi1aFHH8qlWrsGzZMkiShL59++LXv/41xo8f3/oXdQpIAUHuhwQYhAaCAblzdRhizSF5XFijyYh51YBhSZQrBzOcbJVR51G07DahEGuahhkykaLBWkLrc4y+CqxiOHnk5tEtjk2IWOnXFCNDEARBoB2FjNvtRk5OTsR2l0v+dR/LIjNv3jzs378fTz31FJYuXQoAcDqdePLJJzF6tPFmWl5ejokTJ6KgoACHDx/GSy+9hJtvvhkPP/wwJk+enPC6MzNP0roQA5crBW4eEHkbXK4UBGw+qC0dM7s5wCWlRIw55rSjEUBKshUprsj9Dcr/Ab/cBYnjGNhtFjSwLDZ/ewLDlf1BxgJIQINoR40Y37UlJctix27l0L17t4SvNV4Cdr/2OoSPCyZJUfe1Nx1tPW0FXWfngq6zc9FVrhNoRyHj9XrB85HZKqprKJYbyGq1ori4GBUVFRg/fjyCwSD++c9/4tZbb8ULL7yAgQMHase++uqrhrGXXnopJk+ejIceegiTJk2KHmgahRMnGiGKrVe7xOVKgdvdgObGRogsD7e7AWJTqKru8WO1YJMjXSxeQY5raajzwOtuiNivIgaDAAME/UF4m7zwBSQcrPNiuOJBUgN4RZNSdiP6ZWNLpSwoLxpagPKgC9i/Gz7FyGOzcnDHOLcZiRwvNjVFHacWEEx0zrZGfT87O3SdnQu6zs5Fa14nyzJt8gO+NWm3GBm73Q6/3x+xXRUw0WJdAODee+/Fpk2b8Mgjj2DSpEmYOnUqnn/+ebhcLtx3330xz+t0OnHFFVfgyJEj2LNnz6ldRGsS8GuxJ4YaKVEyl9TUZKmFyrYcQnVkJEmEKLGaeAEAv/JYMhEy103qrz2+enxfrScSpwTa2q1trIPJtUQQBEG0QLsJGZfLZeo+crvlFN5o8TGCIGDVqlUYO3YsWFZXMZbncd5552HHjh0IBGLXX8nNzQUA1NXVnezyWx0p4AMsSqCsLpg2alE8NRC2he7PHCOFjhODECVAZEIiwBeUxYJqkTmrJEPbp6/Ia5hTCYpxWNtWTMSuI0PBvgRBEEQ7CpmysjLs3bsXHo/HsH3btm3afjNqa2sRCAQQDEZaKgKBAAKBgNwrKAYHDsi5wxkZGTGPO60E/fCJHO57+XP4RA7WIXK6uBRNyCTYj8nrEwBJRBAsnM5QMTo1pVpULDMZ0foeIaSZOOVTY09AyDz3+58kHgwcs7IvFaUmCIIg2lHIVFRUwO/3Y+XKldo2QRCwevVqDBkyRAsErqqqwu7du7VjMjMzkZqairffftvgmvJ4PHjvvffQt29fLfamuro64rw1NTV45ZVXUFBQgOLi4ja6usQQRQm1tQ3Yf9yLHw7W4YdDdeCyipWdUYSKZpGRXUfbdx/Hj0cacLSmCf/79kjE4Y1NspAJiIBFl7YeHiNTmGMMELv5sgG4bZaxlg2nKBmHLX6riKubA+nJ0UWSKbEsMgRBEASBdgz2HTRoECoqKrB48WK43W4UFhZizZo1qKqqwv33368dt2DBAmzZsgU7d8r1UjiOw7XXXoslS5Zg1qxZmDp1KkRRxKpVq3DkyBEsWLBAG7t8+XJs3LgRY8eORV5eHo4ePYrXXnsN1dXVeOKJJ077NUfji+/dSG3woEFMAwD4hCDgUKwdYW0KmrwB+IMibMpN3u/3w9Pgw5KV2wHIAbg+IYjHwoxNLCQEA0EIQcCaZAWULghq+rUqZHqE1XwZ0tcVsV6OZQFICVlkTgqyuhAEQRAt0K6BBg8++CCWLFmCtWvXoq6uDqWlpXj66acxdOjQmONuvPFGFBQU4KWXXsITTzwBQRBQWlqKxx9/3FAfpry8HF988QVWrlyJuro6OJ1ODB48GDfccEOL5zidfPLNEUxmgvBL8ttR3eADks07YC/8+ydobPbjybHyTX7j1gN4/b+btf0+IVpwsIQDR+sBERDZUAyO02EFAqFgXxvPwcqzEPyRQcSqp4fjGMhCpq0/PolllBEEQRBdj3YVMjabDQsWLDBYUcJZtmyZ6fYpU6ZgypQpMecfM2YMxowZc0prPB1UnWiClQlAULpKr3hnFw52b8R0IMK11NisdLBWLDKNHi/igQEgCH5YwMKnm1KNNRElWTRYeRaP3jwGQZMUc8Yuu50sNidYxmPoYN0mkEWGIAiCaAFK/WhnAkERx2ub4egmwq97O/a7m4E0RO+ArQgZFvHVtGEhwWoBAn4G40f1Ad6Rt+dlJQFVIRcTb2Gjxr5Yh04Dk5IFS89hmPfT4yjJTY3vIk+a2ELGMeH/wKRktfEaCIIgiI4MCZl25lh1E4KiBAsC6O5KA36UtweVm3i0rCUpQSHDQELAH4CVtyAjI12rimvhWAQRipGx8tHjXhiLFdb+4wAAw8rM0+NblRaKFVp6DIy5nyAIguj8kO2+ndmx+zhYiGAkEQNLc3HhkHwAISGjdy35A6G4laDiCmKY+IWM3x+Q07atjoj9mpCJUjumPUi06jJBEATR9eg4d60uyoZPf0RPlx2AbPFQU5QDklonJmSRaWgStMf//lg23aiVe1uChQQWEhiGBWMQMrJYkNQYGQtVzCUIgiDOHEjItDPVdV4UZctCBpwVTiU+JagIjPc/3w+vIIuZ1z/cq41TY1qYOF1LHAuwjCgH0HKRPa5UiwzLkhWEIAiCOHNISMjceeedWuVdonVoFoJwcLJVheF4jB7QHQWuZAQVi8y+qhr875ujAIDvD9Rq41ThwcUb7MvIVhmG5UxdNmZNIwmCIAiio5OQkFmzZg2uuOIKTJ48GS+88AJqamraal1dBp8QgN2iiBELD7vVglsuH4CA8tZwELVU6CZfADkZcttqMcEYGRaiHBgcpVpu74JusHBkoCMIgiDOLBK6c33wwQeYP38+/H4/HnjgAVxwwQWYP38+Nm/e3PJgIoJAUEQgKIWEjNIIMdnBa64jC0QEgyIkSUKzL6D1QlIL2LFKjEx+VhKeWzgOf/3NeVHPx0LSgoTDOWdAHp7+7djWuCyCIAiCOG0klH7tcrlw/fXX4/rrr8dnn32GVatWYcOGDVi/fj1yc3Nx+eWX47LLLtO6SxOx8fnljCQbKwsZRoldcdgssNtlwcIxIl599wf897MDCIoSMlLl7aocYSHhrjnD0T1TttTYoqRPM5IEFiL84UKGUS07ZI0hCIIgzjxO+u41fPhw/OUvf8GHH36Iu+++G5mZmXj88cdx8cUXY+7cuXjnnXda7ELd1fEJQZTxh9DNd0jewIV0ZVY3uefROPs3YCCipsEHALrGi/Jry0JEUfcUTcBYOHOLCwMRLBPdIkMNGgmCIIgzkVO+ewmCgMbGRjQ2NkKSJDgcDmzfvh233HILpk6dauhcTRjx+YO4MWUjevz4prxBl02UrcTCJLM+DOQPaNtzM51IT7ZiWKnczJENi5FhGAb5riTT81kYCd2zZIHED7gEXMHZ+oGnfD0EQRAEcbo5KSEjSRLef/993HzzzTj//PPx0EMPISUlBX/605/w4Ycf4sMPP8S9994Lt9uN3//+96295k6DN6zBI6MTMnmuUBdqfYp1WpINj9w8Br3z5fYAZpV9771upOn5slJ4pCTJqd72UVfCOfH20E6W6scQBEEQZx4Jxcjs378f//rXv7BmzRq43W4kJydj1qxZmDlzJkpLSw3HTp8+HV6vF3/5y19adcGdCcEf1qla51oa2S8HUDLdJV1qtNqoUR8jE05Ul54YiO5CItcSQRAEcQaSkJD5yU9+AgAYPHgw5s+fj4kTJ8Jms0U9Pj8/Hy6X69RW2InxxRAyGal2NCiP7Uyooi+nFayTxcrZxekmM5sLGSkY0Lpdh1DmIyFDEARBnIEkJGSuueYazJw5E3369Inr+AsvvBAXXnjhSS2sKxDhWmIjK+4CgIPxAwB6ZCfL3aoRsrok20MuIdFTAwT9YJKjdIQWA9FdSBQjQxAEQZyBJCRk7rzzzrZaR5cklkVGj10RMr+fPVRXtE6xukihXkue5fMBAMm//IdxApaTm08GgxGC5UxozMi6erb3EgiCIIgOSkL+hLfeegt33HFH1P0LFizA+vXrT3lRXQXBb2z4yIT1QEq+7h8AZ0GqVRY8vL6ho6ZjwsQQAITHyCiF9iAFASZaUG/HTJVPvu4fcP6UBDRBEARhTkJC5uWXXwYbEWOhm4xl8fLLL5/yoroKausBjTAhw3AWMLZkjCpNx6KfDQkbrSoZEwESvk1v6Ynx/nVEGM4ChjKqCIIgiCgkdFfbvXs3+vXrF3V///798cMPP5zyoroMsQSHAmN1wCr50KcgLKhXinQtRZtXLwSogi9BEATRmUjortbc3AyOi/7rmGEYeDyeU15UV8EgNxjG3PLAOyAJzdFHm7iWJL/XuIHVCaRoQqZjepYIgiAIIiYJCZmCggJ8/vnnUfd//vnnyMvLO+VFdRUMhpMoGUuM1QFJaDIZrPwfDETs8rz8G+MGvUAKF0tnQLAvQRAEQUQjISEzfvx4rF+/HitXrozYt2rVKqxfvx7jx49vtcV1KaJkLDHOdEie2sgdiktJbK5vcWqDpSeqa4lMMgRBEMSZR0Lp13PnzsXGjRvxxz/+ES+++CLKysoAADt37sQPP/yAkpISzJs3r00W2hmRdOKBiSJk2OQMBJpqIYlBU9eT5KmGJEmx06gNFhmKkSEIgiA6Dwnd1ZKTk7FixQrMmjULbrcbb775Jt58800cO3YMV155JV599VUkJye3PJGCIAh46KGHMGbMGAwcOBAzZ87EJ598EtfYjz/+GNdccw1GjhyJ4cOHY9asWXjrrbdMj125ciUmTJiAAQMG4JJLLsHy5cvjXmObojeCcFFcS0ndAEmE1FRnPjjoh+RrjH0eg0WGMoAIgiCIzkNCFhkASElJwd1334277roLNTU1AIBu3bqdVGG1hQsXYsOGDZg9ezaKioqwZs0azJ07F8uWLUN5eXnUce+99x5uvPFGlJeX45ZbbgEArFu3DvPnz4fH48GMGTO0Y1999VXcddddqKiowC9+8Qts3boV99xzD3w+H6699tqE19yaGJw5UYQMm5whH+upBpTH8obQaKmxGrCnRD+RIWsp/H1iIuYjCIIgiDOFhIWMCsMwyMjIaPnAKGzfvh3r1q3DokWLMGfOHADAtGnTMHnyZCxevDim1WT58uVwuVx48Q0yWVUAACAASURBVMUXYbVaAQAzZ87ERRddhLVr12pCxuv14tFHH8VFF12Exx57TDtOFEU8/vjjmDFjBlJSYgiANkbf3DGaa4lJygQAiJ5qGGwpurHN7zyB5CsejH4inXiRgn7jLod8/QwfvWcWQRAEQXRUTkrIBINB7NmzB3V1daadlocPH97iHOvXrwfP8wbric1mw/Tp0/Hoo4/i2LFjyM7ONh3b2NiItLQ0TcQAgNVqRVpamqGJ5aeffora2lpcddVVhvFXX3013njjDWzatAmTJk1qca2nhSguHzapGwDF6hI5CGBZSN4Gk3069JlNAZ9hl+2cK8FmFoIrGJDIagmCIAiiQ5CwkHn66afxzDPPoLExelxGZWVli/NUVlaipKQESUlJhu0DBw6EJEmorKyMKmRGjBiBv//971iyZAkuu+wyAMDq1auxb98+LFq0SDvu22+/BQCcffbZhvFnnXUWWJbFt99+265CxqABo7nmbEmAxSo3hDSOBlgOfP9x8O/cFPs8AcH0MSBbYqz9xyWwaoIgCILoOCQkZFauXIlHHnkEw4cPx5gxY/Doo49izpw5sFgsWLVqFXr06BFh/YiG2+1GTk5OxHaXywUAOHbsWNSx8+bNw/79+/HUU09h6dKlAACn04knn3wSo0ePNpzDarUiPd1YFVfdFusc0cjMjD+YuSWcSSGLEs9b4HKZu7l8qVmw+usN+084ePgZBs4UJ+olES5XCqLZZVjRD7Vsnp0To56nrWmv855u6Do7F3SdnQu6zs5HQkJmxYoVGDx4MJYtW4aamho8+uijuOCCCzBq1CjMnj0b06ZNQzBo0sTQBK/XC56PDHBVXUM+ny9in4rVakVxcTEqKiowfvx4BINB/POf/8Stt96KF154AQMHDox5DvU8sc4RjRMnGiGG90g6STyNofP7AyLcbnMpIjrS0Vx91LDf6/FBAtDsDUIK+qOOBYCgEKr029zYGPPYtsLlSmmX855u6Do7F3SdnQu6zsRhWaZVf8C3BQmlX+/ZswcVFRUAQtkvoigXZsvOzsbMmTPx0ksvxTWX3W6H3++P2K6KC32sSzj33nsvNm3ahEceeQSTJk3C1KlT8fzzz8PlcuG+++4znEMQBNM5fD5fzHOcDsJbFESDSeoG8dgeeD98AZKo9laS5DGsBZAk3XYT9DEyJpWACYIgCOJMJSEhw7IsHA4HANmVAwC1taGqs/n5+fjxxx/jmsvlcpm6dtxuNwBEjY8RBAGrVq3C2LFjDZ24eZ7Heeedhx07diAQCGjn8Pv9hjWqc9TW1kY9x2kjnhgZAIySWu2vfB9i9QFlrASAAdTeV2J0gWIbNg2W3qNg6T0KtnPjc/0RBEEQxJlAQkImLy8PBw8eBCC7d3Jzc7F161Zt/44dO5CWlhbXXGVlZdi7d29Ek8lt27Zp+82ora1FIBAwdWEFAgEEAgEtk0rt1P31118bjvv6668himLMTt6nA6OOif5WMJZQLI2hlQHDgFEbQgYjrVvaYY40OMbdAMe4G8AmZ57kagmCIAii45GQkBk2bBjef/997XlFRQVee+01LFq0CAsXLsSqVatwwQUXxDVXRUUF/H6/oW+TIAhYvXo1hgwZogUCV1VVYffu3doxmZmZSE1Nxdtvv21wTXk8Hrz33nvo27evFhdzzjnnID09Ha+88orh3CtWrIDT6cT555+fyOW3OgZ3UKyCgjoho7UpUC0yyvPwbCQD1BiSIAiC6KQkFOw7e/ZslJWVwev1wm6345ZbbsHevXvx+uuvAwBGjx6N2267La65Bg0ahIqKCixevBhutxuFhYVYs2YNqqqqcP/992vHLViwAFu2bMHOnTsBABzH4dprr8WSJUswa9YsTJ06FaIoYtWqVThy5AgWLFigjbXb7fj1r3+Ne+65B7/5zW8wZswYbN26Ff/+979x++23IzU1NZHLbwMMNpmoRzGcziIj6R4wkGNkgIj6MGEznNzyCIIgCKKDk5CQ6dmzJ3r27Kk9dzqdeOqpp9DQ0ACWZSNqwrTEgw8+iCVLlmDt2rWoq6tDaWkpnn76aQwdOjTmuBtvvBEFBQV46aWX8MQTT0AQBJSWluLxxx+P6L599dVXg+d5PPfcc9i4cSNyc3Nx5513Yvbs2QmttU2IM0ZGb5GRlK7XqkVGrQgs+WMImRhuK4IgCII4k4lbyHg8HvzpT3/C+eefjwkTJhj2nWyZf5vNhgULFhisKOEsW7bMdPuUKVMwZcqUuM4zc+ZMzJw586TW2Jbou1/HEhuGGBkpPGuJXEsEQRBE1yXun+pJSUl46623Ylb0JRKDkRKPkYGoBDlLEhgw8bmWSMgQBEEQnZSEfA69evXCoUOH2motXQ5Dn6pY6dcGi0zYGE61yJCQIQiCILoeCQmZX/7yl1ixYgX27t3bVuvpUjBxBvuCM3EtKYJGS7+O4VpiEnubCYIgCOKMIaFg3z179iA3NxdTpkzBhRdeiKKiItjtdsMxDMPgpptuatVFdlZOyiIjBhE8vg9SUDDGyMQM9iWLDEEQBNE5SUjIPP7449rjt99+2/QYEjLxI0lxWmR0QkZsqoH3nSflEY40XYwMBfsSBEEQXY+EhMzGjRvbah1dEkYnZJg4LTKS0KzboUu/JiFDEARBdEESEjL5+flttY4uSnzp14asJT1MvFlLFCNDEARBdE7oDteenGrWEuKMkaHKvgRBEEQnJSGLzKJFi1o8hmEY3HfffSe9oK5FnHVkzLKWtH1K7yVyLREEQRBdkISEzJo1a1o8hoRM/EhinMG+aqNIIFQQDzB0v6Y6MgRBEERXJCEh891330VsCwaDOHDgAJ577jl8//33+Mc//tFqi+vsMPG2KGAY2C+8Ht73ngbEgH6HFiNjCAKOmIA8iARBEETn5JTvcBzHobi4GPfccw/S09Px0EMPtca6ugTxZl8DAJtZKI8J6iwyuhgZCE3RB5OQIQiCIDoprXqHO++887Bhw4bWnLKTo493aUHJqGJEb5EBQunXMSwysVK7CYIgCOJMplWFTG1tLZqaYlgGCAOMFGf6NQCGVYWMPkaG1bmWYllkSMgQBEEQnZOEYmSiUV9fj48//hgvvvgizjrrrNaYsktgdC3FZ5GRgvoYGYSaRsYSMpR+TRAEQXRSEhIyZWVlUd0UkiQhLS0NCxcubJWFdQXirewrH2DmWmIAhpPjZCjYlyAIguiCJCRkpk2bZnrDTU9PR3FxMSZNmoTk5ORWW1xnR4q3jgwQCurVuZYYhpH/8Q5IvsboY8m1RBAEQXRSEhIyDzzwQFuto4ui9y21YDVRxUgwzCIDAFYHQEKGIAiC6IKQz6E9ibNFgbxfiZExBPsq/1kdLYwlIUMQBEF0ThISMsuXL8ecOXOi7r/22mvx6quvnuqauiYtiA1Gcy3pLTLy29eikCG9ShAEQXRSErrDrV69GkVFRVH3FxcX41//+tcpL6qrwEgJxMioAbvhWUsAwNsBAGx6HviysdrzuOcmCIIgiDOUhITMjz/+iL59+0bd37t3b/z444+nvKiugpRQaV/VtRQZI8NYnfJT3g77+XPApucahlJBPIIgCKKzkpCQCQQCEIToXZYFQYDPF6N5IWHkJGJkECNGhrHwxmPjnZsgCIIgzlASyloqLi7G5s2b8Ytf/MJ0/0cffYTCwsK45xMEAY899hjWrl2L+vp6lJWVYf78+Rg1alTMcePGjcOhQ4dM9xUVFRnaJJSWlpoed/fdd+PKK6+Me61tQ/yVfU2FjBojo7qSLDblUF237HjmJgiCIIgzlISEzKRJk/DII49gyZIl+NWvfgWr1QoA8Pv9WLp0KTZv3oxbb7017vkWLlyIDRs2YPbs2SgqKsKaNWswd+5cLFu2DOXl5VHH/e53v4PH4zFsq6qqwpIlSzB69OiI48eMGYOpU6catg0aNCjudbYZJ2ORMYuRUV1L6hwRc5FFhiAIguicJCRk5syZg02bNuGpp57CihUr0LNnTwDAnj17UFdXh2HDhkW11oSzfft2rFu3DosWLdIyoaZNm4bJkydj8eLFWL58edSxF198ccS2J598EgAwZcqUiH09e/bET3/607jWdXqJP0aGYRiAYUxjZLisIsBiBZfTBwBgLZ+C5sM79YNbab0EQRAE0bFIyOfA8zyee+453HbbbejevTsqKytRWVmJ3Nxc/Pa3v8Xzzz+vWWlaYv369eB5HjNmzNC22Ww2TJ8+HZ9//jmOHTuW0IW8+eabKCgowJAhQ0z3e73ejhe/YzDIxCE2GDYsRkYeY+kxACnXPg1b+WT5ecHZSLn+hYjjCIIgCKKzkXDTSJ7nMXfuXMydO/eUTlxZWYmSkhIkJSUZtg8cOBCSJKGyshLZ2dlxzfXtt99i9+7dmDdvnun+VatWYdmyZZAkCX379sWvf/1rjB8//pTW3zro06/j0JQMF9lrKR4oRoYgCILopLRK9+uTwe12IycnJ2K7y+UCgIQsMm+88QYARMTBAEB5eTkmTpyIgoICHD58GC+99BJuvvlmPPzww5g8eXLC687MbL1eUjY+FJTrTLIhw5US8/hGjgULUZM/PM/BFWNMg/J/ZmYKLCmx5z4dxFprZ4Kus3NB19m5oOvsfCQkZP76179iw4YNePPNN033T5kyBRMmTMCvfvWrFufyer3geT5iu80mZ97E6wYSRRHr1q1D//790atXr4j94ZWGL730UkyePBkPPfQQJk2alHCNlRMnGiGKUssHxoEg+LXHTU0Cgu6GGEcDEhgE/aEx/qAEdwtjAOBEtQest900KwD5jyqetZ7p0HV2Lug6Oxd0nYnDskyr/oBvCxLyObz99ts499xzo+4fPXo0/vvf/8Y1l91uh193U1ZRBYwqaFpiy5YtOHr0qGmQrxlOpxNXXHEFjhw5gj179sQ1pq0w1sNrWVAxDBeWfh0nFCNDEARBdFISEjIHDx7UMpXMKCkpwcGDB+Oay+VymbqP3G43AMQdH/PGG2+AZVlMmjQpruMBIDdXrnxbV1cX95i2gNHHyMQDyxrTr8X4xjMUI0MQBEF0UhK+w9XX10fdV1dXBzHOm2tZWRn27t0bUQ9m27Zt2v6WEAQBGzZswIgRI0zjbaJx4MABAEBGRkbcY9oEKUEXFcMa06+lOIUQWWQIgiCITkpCQqZPnz549913TfdJkoR3330XJSUlcc1VUVEBv9+PlStXatsEQcDq1asxZMgQTZhUVVVh9+7dpnN88MEHqK+vj+pWqq6ujthWU1ODV155BQUFBSguLo5rrR0GhjVmLcUrhMgiQxAEQXRSEooAnT59Ov74xz9i4cKFuOOOOzSLRnV1NR566CFs27YNf/jDH+Kaa9CgQaioqMDixYvhdrtRWFiINWvWoKqqCvfff7923IIFC7Blyxbs3LkzYo433ngDVqsVl1xyiek5li9fjo0bN2Ls2LHIy8vD0aNH8dprr6G6uhpPPPFEIpfeNiTSNBKQXUv6GBmyyBAEQRBdnISEzMyZM7Flyxa8/vrrWLt2rZYq7Xa7IUkSJk6ciKuuuiru+R588EEsWbIEa9euRV1dHUpLS/H0009j6NChLY5tbGzE+++/j7FjxyIlSmpxeXk5vvjiC6xcuRJ1dXVwOp0YPHgwbrjhhrjO0ebEK0RUGM4ofkjIEARBEF2chHNyFy9ejHHjxuGNN97A/v37AQADBgzAlClTUFFRkdBcNpsNCxYswIIFC6Ies2zZMtPtycnJ2L59e8z5x4wZgzFjxiS0ptNJovKCYRhDU4P4hRAJGYIgCKJzclLFRSZOnIiJEye29lq6HokG+7LGWBcpbosMxcgQBEEQnZOTEjI7duzA9u3bTbOUGIbBTTfd1CqL6/wkmrXEGZ/HmSFGriWCIAiis5KQkPF6vbj55puxefNmSJIkuzoUq4L6mIRMAkiGrpEtHx9hWYk3a4mEDEEQBNE5Scjn8MQTT2Dz5s2YN28eXnrpJUiShAceeADPPPMMhg0bhgEDBmDdunVttdZOyKm5luK2yFCMDEEQBNFJSUjI/Pe//0VFRQV+85vfoE+fPgCAnJwc/P/27jwuqnp//PiLAQYUUDLBNc0NMAUFrYtAqSBJaC4pkmvqzbTMSkvRzN9tvd5rpllpN80ll1xwCdHc0Kt1zd0SLXIhNRHQMWMXZmDO7w++TI4DyLA4zPh+Ph4+aj7nc+ac9xwc3n7Wxx9/nOXLl6PT6diyZUuN3KgtsqvEgnhGKjhGxtz9pIQQQghrYVYik5aWxqOPPgqAvX3xeI2S/ZIcHBzo06ePtMiYxbxExmSrAXOnbwshhBA2xqxExsXFhaKiIsP/q1Qqo/2S3NzcuHHjRvXeoU2rYteSuS06QgghhI0xK5Fp0aIFly5dAopbZNq2bWvY7VpRFPbs2WPYkFFUgLkr+9pVcvq1EEIIYaPMSmS6devGrl27DK0y0dHRfP/99/Tq1Ysnn3ySH374gUGDBtXIjdqmezNGRgghhLBVZk2/fuGFF+jfv79hyvXw4cPRarVs3boVlUrF5MmTGTduXI3cqC2yK/NFGaRrSQghhDBiViLj4uJC69atjcrGjBnDmDFjqvWm7htm77UkLTJCCCHE7WTteouq4qylCq8jI4QQQtgmSWRqjQr0Lanu2KJAupaEEELc5ySRsaB7tSCeEEIIYaskkbGoKo6RMXfWkxBCCGFjJJGxJHPzkDtnLQkhhBD3OfnNaFFV7FoSQggh7nPym9GC7Mwc42Iya0kIIYS4z8lvRgt6QP+HeSdI15IQQghhRH4zWoiiKPhpf/qrwM78vZbuRuXRysy7EkIIIayLWSv7iupjV5HExeQk8xKZuv1ngr7I/OsIIYQQVkJaZGoNMxbEU1Us/7RTOWDn4FSFexJCCCFqN4u2yGi1WhYsWEBcXBxZWVn4+PgwefJkunXrVu55oaGhXL16tdRjLVu2ZPfu3UZlsbGxLFu2jJSUFJo2bcqoUaMYPnx4tcVxz5S04tg7gL7QsvcihBBC1AIWTWSmT5/O7t27GTVqFC1btmTLli2MGzeOVatW4e/vX+Z5b775Jrm5uUZlqampfPzxxwQHBxuVr1u3jn/84x9EREQwZswYjh8/zrvvvktBQQFjx46tkbgqSo8dKjOmYNv9X4uMnb0jii6/pm5LCCGEsBoWS2QSExPZvn07M2bMYPTo0QAMGDCAvn37MnfuXNasWVPmub169TIpW7RoEQBPP/20oSw/P5/58+cTFhbGggULABgyZAh6vZ7PPvuMqKgo3NzcqjEq81yyb0Xrot8qfkLJGJk791wSQggh7lMWGyOzc+dOHB0diYqKMpQ5OTkxePBgTpw4wfXr1816v23bttG8eXMCAgIMZUeOHCEjI4Nhw4YZ1R0+fDi5ubl89913VQuiinare5Pq0LziJ5QkMrKejBBCCAFYMJFJSkqiVatWuLi4GJX7+fmhKApJSUkVfq9ffvmF5ORk+vbta1IO0LFjR6PyDh06oFKpDMctpdDOAY1Dk+IXFZnEJOvICCGEEEYs9ptRo9Hg6elpUu7h4QFgVotMfHw8AP369TO5hlqtxt3d3ai8pMzcVp/qZvaWj4aWGNksUgghhAALjpHJz8/H0dHRpNzJqXi6cEFBQYXeR6/Xs337dh555BHatGlToWuUXKei17jdgw+6mn1OWRwd7LHTFiclri5OuHuUP14nw7UONwGVnR0lq8N43OWc2sSa7rUqJE7bInHaFonT9lgskXF2dkan05mUlyQXJQnN3Rw9epRr164ZBgzfeQ2tVlvqeQUFBRW+xu3++CMHvb56WkS0ukJ0ds4A5Grt0Gmyy69/q/jz0uv/2qNJc5dzagsPDzerudeqkDhti8RpWyRO86lUdtX6D/iaYLFExsPDo9SuHY1GA1Bqt1Np4uPjUalU9OnTp9Rr6HQ6MjIyjLqXtFotGRkZFb5GjVHgjEsXgjo1x7F9z7vXv22wr3Oviajcm9bs/QkhhBC1nMXGyPj4+HDx4kWT9WBOnTplOH43Wq2W3bt389hjj9GoUSOT4+3btwfgzJkzRuVnzpxBr9cbjluKAih2Dqj9IgxrxJSrJJGxd8Sx9aPYN2hWo/cnhBBC1HYWS2QiIiLQ6XTExsYayrRaLZs3byYgIMCQmKSmppKcnFzqexw4cICsrCyjtWNuFxgYiLu7O19//bVR+dq1a6lbty5PPPFENUVTOYpi5p5LhgXxZB0ZIYQQAizYtdSpUyciIiKYO3cuGo2GFi1asGXLFlJTU5k9e7ahXkxMDEePHuXs2bMm7xEfH49araZ3796lXsPZ2ZlXXnmFd999l1dffZWQkBCOHz/O1q1beeONN6hXr16NxVcxSsWmXZcwLIgne30KIYQQYOEtCubMmcPHH39MXFwcmZmZeHt7s3jxYrp06XLXc3Nycti/fz89evQod3Xe4cOH4+joyLJly9i7dy9NmjRh5syZjBo1qjpDqRTFzDzGsNeSJDJCCCEEYOFExsnJiZiYGGJiYsqss2rVqlLLXV1dSUxMrNB1hgwZwpAhQyp1jzVJwbyupb/2WpJERgghhAALjpERmL+uney1JIQQQhiRRMaCFBTMGev716wlaZERQgghwMJdS/c9BezMGSXzf3st2ckYGSFEOXQ6LdnZGRQWatHri+5a//p1ldFCm7ZK4vyLSmWPg4MaNzd3HB3V9+jOaob8RrSg4jEyZp4A0iIjhCjTrVu5ZGf/iatrfZycGqBS2d91LJ6Dg4rCQtv/BS9xFlMUBb2+iIKCW/z553Xc3B6gTh2XMuvXdvIb0YIUc8fI6AuL/ystMkKIMuTkZOLu3hC12tnStyJqKTs7O+ztHahb1w0HB0eysm5adSIjY2QsyswxMkWSyAghyldUpMPR0fx95MT9ydHRicJC030PrYkkMhZk7vRr5f9aZGT6tRCiPGatGC7ua7bwsyKJjCWZ27VU0iIjiYwQQggBSCJjUWYP9jWMkZF1ZIQQQgiQRMaiFEUxa/q1yqMVAA5NLbtrtxBC2JqQkK4sXfqFpW9DVIIkMpZmRouMQ9P2uD63EIcWnWrufoQQopY6c+Y0S5d+QXZ2tqVvRdQiMtjCgszeNBKwc7LeKXJCCFEVv/xymuXLlxAZ+XS5mwVXxt69B7G3l257aySJjAWZO2tJCCHE3RUVFVFUVIRaXfEVa52cZMq6tZKuJUtSFLNbZIQQ4n60dOkXfPLJPACiovoREtKVkJCupKWlEhLSlQULPmLHjm0MGzaI0NAgzpxJBODrr1cxYcJYIiPD6N69G2PHjuC//00wef87x8gsXfoFISFdSU29ynvv/T969+5O797d+ec/3yE/P//eBC0qRFpkLEgB8/uWhBDiPtS9eyipqSns2rWDV16ZQv367gC4uz8AwLFjh9m3bzcDB0bh5uZGw4YNAdi4cR3BwU8QHh6BXl/I7t27mDVrOnPmfExQUMhdr/vWW9No2rQ5EyZM4ty5X4mP/wZ39wd46aVXai5YYRZJZCzJ3E0jhRCikg6eTuN/iWmlHrOzq8SWKZUU4teEYN8mZp/Xtm07vL3bs2vXDh5/vAdNmjQ1On7lyu+sWrWBFi1aGpWvXbsJJ6fi7RocHFQMHDiEsWOHs379mgolMj4+jzBt2kzD68zMTLZvj5NEphaRriULUszdokAIIUSpAgK6miQxgCGJAcjKyiInJwc/P3/Onv21Qu87YMAgo9edOnUmMzOT3Nycqt2wqDbSImNBioJ0LQkh7olg37JbQmxhV+g7W2hKHDz4PV99tZQLF86h1WoN5RWdaNGoUWOj125u9QDIzs7GxcW1kncrqpMkMhYmeYwQQlTd7S0vJU6d+pHp06fQqZM/U6bE4OnpiZ2dim+/jWfPnp0Vel9VGSupK/eqL07clSQyFqQoMv1aCCEqzrzvy/3796FWq5k37zPUarWh5enbb+Nr6P6EJcgYGYuSjF4IISqqTp06AOTkVGxlX5VKhZ2dHXr9X91maWmpfP/9/pq4PWEh0iJjQWZvGimEEPcxb28fABYvXkRY2JM4ODgQHPxEmfWDgkJYv34Nr78+ifDw3mRmZrBx4waaNXuI5OTz9+q2RQ2TRMaCFJl+LYQQFebl5cP48RPZvDmWI0cOodfriY3dWmb9Ll0eZfr0Waxe/RWffDKPJk2a8uKLk0hLS5VExobYKRYcsaTValmwYAFxcXFkZWXh4+PD5MmT6datW4XOj4+P56uvvuLChQuo1Wq8vLyYNm0afn5+AKSkpBAWFlbquUuWLOGJJ8rO5Mvyxx856PXV85G9vvAgXds3Ymho22p5v9rMw8MNjcb2N3qTOG2LNcaZnn6Zxo1NpyGXxxZmLVWExFm68n5mVCo7Hnywds/OsmiLzPTp09m9ezejRo2iZcuWbNmyhXHjxrFq1Sr8/f3LPXf+/Pl8+eWX9OvXj+joaPLy8vj111/RaDQmdfv160dIiPHCRz4+PtUaS2XIqHchhBCiaiyWyCQmJrJ9+3ZmzJjB6NGjARgwYAB9+/Zl7ty5rFmzpsxzT548yRdffMGnn35KeHj4Xa/VoUMH+vfvX123Xm1k00ghhBCiaiw2a2nnzp04OjoSFRVlKHNycmLw4MGcOHGC69evl3nuypUr8fX1JTw8HL1eT25u7l2vl5eXZ7QYUq2gyGBfIYQQoioslsgkJSXRqlUrXFxcjMr9/PxQFIWkpKQyzz106BC+vr7MmzePLl26EBAQQGhoKFu3lj7oa8GCBfj7++Pn50d0dDTHjh2r1lgqSzqWhBBCiKqxWNeSRqOhUaNGJuUeHh4AZbbIZGZmkpGRwfbt27G3t+eNN97A3d2dNWvWMHXqVOrUqWPoblKpVISEhBAeHo6npyeXL19m6dKljBkzhhUrVtC1a9eaC7AiFEW6loQQQogqsFgik5+fj6Ojo0m5k5MTAAUFBaWel5eXB0BGRgYb1uM4pAAAIABJREFUNmygU6dOAISHhxMeHs7ChQsNiUzTpk1ZunSp0fmRkZH06dOHuXPnsm7dOrPvuzpHb9upiidfe3i4Vdt71mYSp22ROGun69dVODiY39hemXOskcRpSqVSWd3P+e0slsg4Ozuj0+lMyksSmJKE5k4l5c2bNzckMQBqtZrevXuzcuVKcnNzTbqsSjRq1Ig+ffqwYcMGbt26ZVgpsqKqc/p1UZECdljd9M7KsMZprJUhcdoWa4xTr9ebPcVYpiXbFnPj1Ov1Zf6cW8P0a4ulph4eHqV2H5VMn/b09Cz1PHd3d9RqNQ0bNjQ51rBhQxRFISen/O3VmzRpgl6vJysrqxJ3Xr2kY0kIIYSoPIslMj4+Ply8eNFkxtGpU6cMx0ujUqlo3749165dMzmWnp6Ovb099evXL/faV65cqVC9mqbIGBkhhBCiSiyWyERERKDT6YiNjTWUabVaNm/eTEBAgGEgcGpqKsnJySbnpqWlcfDgQUNZTk4OO3bswN/fH2fn4u3cb968aXLdy5cvs337drp27WqoZ0mSxgghhBCVZ7ExMp06dSIiIoK5c+ei0Who0aIFW7ZsITU1ldmzZxvqxcTEcPToUc6ePWsoGzp0KLGxsUyaNInRo0dTr149Nm3aRHZ2NlOmTDHU+/DDD7ly5QqBgYF4enry+++/Gwb4xsTE3Ltgy6AoSCYjhBBCVIFFh2/PmTOHkSNHEhcXx/vvv09hYSGLFy+mS5cu5Z5Xp04dVq5cSVhYGKtXr2bevHm4urqyfPlyo3ODg4MBWL16Ne+88w6bNm0iODiY2NhYOnToUKOxVYSs7CuEEJbxwQdvM3jw04bXaWmphIR05dtv480+tzosXfoFISEWXhLESll0ryUnJydiYmLKbR1ZtWpVqeUeHh58+OGH5b5/37596du3b5XusWYp0iAjhBD3kVWrVtCy5cM88UQPS9+Kzbg/JtTXUtK1JIQQtUPjxk3Yu/cgvXtH1uh11qxZwfff7zcpf+65v7N370GTcnF3Fm2Rud8V5zGSyQghhKXZ2dmVuX7ZveDg4ICDg/xKrgxpkbEk2TRSCCEqZN++BEJCupKY+JPJsdWrV/D4449y7Vo6p079yFtvxfDMM33o2bMbzzzTh08++YiCgvxy37+sMTLffbefkSOHEBoaxMiRQzhw4L+lnv/116uYMGEskZFhhIYGM3bsCP773wSjOiEhXf9vhu02QkK6EhLSlQ8+eBsofYxMYWEhy5YtJiqqPz17dmPIkP6sWPElRUVFJu+7YMFH7N+/lxEjhvD4439jxIghHD78Q7kx2wpJ/yxIkW0jhRCiQoKCQqhTpw779iXg59fZ6Ni+fQl07OhLo0aNWbt2FQUF+QwcOJh69eqTlPQzmzZt4Pr16/zrX+WPq7zT0aOHeeutabRq1Zrx4yeSmZnJ7Nnv4OFhumDrxo3rCA5+gvDwCAoLdSQk7GbWrOnMmfMxQUEhAMya9S4ffvhPvL3b06/fQACaNWte5vX//e/32bFjG2FhT+LnN5zExB/58sv/cO1aOjExbxnV/emnE/z3vwkMHDgYV1cX1q9fy1tvTWPTpm3Ur+9uVtzWRhIZS1Jk1pIQQlSEs7MzQUEh7N+/l1dffd3w3Xn1agrnzv3Kq6++AcCLL07CyemvNcL693+GZs0eYvHihaSnp9GwoelmxWX5/PNPaNjQg88/X0rdusXb3vj7BzB58ss0btzEqO7atZuMrjtoUDRjxw5n/fo1hkSmd+9I5s+fQ9Omze46Fuf8+XPs2LGNAQMG8cYbM/7vPYfg6upGXNxmBg2Kpm3bdob6ly9fYvXqWJo2bYaDg4pOnbowevRQEhJ2MWhQdIVjtkaSyFiQjPUVQtwrunMH0Z39rtRjdnZ2KMq9aSF29H4CR6/gSp0bGhrO3r17SEz8iU6d/AHYt28PKpWKnj17ARglE7du3aKgoABfXz8UReHcubMVTmRu3LjB+fPneO65vxuSGIBHHw3k4Ydbk59/y6j+7dfNyspCr9fj5+dPQsKuSsV6+HDxwN/o6OFG5dHRw4iL28yhQweNEpnHHgukadNmhtdt27bDxcWF1NSrlbq+NZFExoIUGSMjhBAVFhgYTN26Luzdu9sokfHz62zYfy89PZ2lS//D//73HdnZxvvp3W0fvtulp6cB0Lz5QybHWrRoyblzvxqVHTz4PV99tZQLF86h1WoN5ZVtdU9PT8Pe3t6k66lZs4ewt7fn2rU0o/JGjRqbvIebWz2ys61r09PKkETGomSMjBDi3nD0Ci6zJcRadoV2cnIiOPhxDhzYx2uvTSU19Srnz59jypTitciKioqYPPklsrOzGD58FC1bPoyzcx1u3NDwwQdvo9fXTIynTv3I9OlT6NTJnylTYnjwwYY4ODjw7bfx7Nmzs0aueSeVyr7U8nvV0mZJkshYkCJjZIQQwiyhob3Ys2cnP/10kjNnErG3t6dnzzAAfvvtAleu/M7MmW/z1FN/LYZ67Nhhs69TMgYmJeWKybHff79s9Hr//n2o1WrmzfsMtVptKC99leCKfec3btyEoqIirl5N4aGHWhjKr15NoaioiEaNmpRz9v1Fpl9bmOQxQghRcX/7WxAuLi7s27eHffsS6Ny5Cw880AAovVVCURRiY9eZfZ2GDRvSrp0XO3ZsIy8v11B+7NhhLl36zaiuSqXCzs7OqMUnLS211IXv6tSpQ07O3bt7AgOLW882bFhrVF4SS8kAYiEtMhZ1H7T4CSFEtVKr1YSEdGfXrh3cupXHtGkzDcdatnyYZs2as3Dhx2g013FxcWH//n2VHicyfvzLTJv2Gi+++HciI58mKyuLTZvW06pVa27d+muwb1BQCOvXr+H11ycRHt6bP//8k82bY2nW7CGSk88bvae3tw/Hjx9l3brVNGzoQZMmzejQoaPJtdu18+Kpp/qyZUss2dlZ+Pl1JjHxJxISdtG3b3/atGlbqZhskbTIWJCCIl1LQghhprCwJ7l1Kw97e3u6d+9pKHdwcODf/55P27ZerFq1guXLl9C8eQveeuudSl0nMDCI9977F0VFRXzxxUIOHPgvM2b8Ax+fR4zqdenyKNOnz+KPP/7gk0/mkZCwixdfnFTqfkoTJ76Gt3d7liz5nLffnsk332ws8/oxMW8xduwL/PzzaT755CN+/vk0zz8/galT36xUPLbKTrkfRgJVoz/+yEGvr56P7O//2seQXl707lr2gki2wsPDDY3G9kfPS5y2xRrjTE+/TOPGLc06x1oG+1aVxFm68n5mVCo7HnzQtbpurUZIi4wFKSALyQghhBBVIImMhcmmkUIIIUTlSSJjISU9ejJERgghhKg8SWQspGSUjeQxQgghROVJImNp0iQjhBBCVJokMhaisrNj4BOtCfKV1RmFEEKIypJExoKeDnqYlk3qWfo2hBA2RlbVEBVlCz8rksgIIYQNsbd3RKcrsPRtCCuh0xXg4OBo6duoEklkhBDChri61icj4wa5udkUFRXaxL+4RfVSFIWiokJyc7PJyLiBi0t9S99SlcheS0IIYUPq1HHBwcGRnJwMcnMz0euL7nqOSqUy2vDQVkmct9exx9FRzQMPeOLoqC63bm1n0URGq9WyYMEC4uLiyMrKwsfHh8mTJ9OtW7cKnR8fH89XX33FhQsXUKvVeHl5MW3aNPz8/Ax19Ho9S5cuZe3atWg0Gh5++GFefPFFIiMjayosIYSwqJJfUBVljVsxVIbEaZssmshMnz6d3bt3M2rUKFq2bMmWLVsYN24cq1atwt/fv9xz58+fz5dffkm/fv2Ijo4mLy+PX3/9FY1GY1Jv8eLFREdH07FjR/bu3cvkyZNRqVRERETUZHhCCCGEqGEW2zQyMTGRqKgoZsyYwejRowEoKCigb9++eHp6smbNmjLPPXnyJMOGDePTTz8lPDy8zHrXrl0jLCyMoUOHMnNm8VbviqIwYsQI0tLSSEhIQKUyb5hQdW4aCfdP5ixx2haJ07ZInLalOuOUTSPLsXPnThwdHYmKijKUOTk5MXjwYE6cOMH169fLPHflypX4+voSHh6OXq8nNze31HoJCQnodDqGDRtmKLOzs2Po0KFcvXqVxMTE6gtICCGEEPecxRKZpKQkWrVqhYuLi1G5n58fiqKQlJRU5rmHDh3C19eXefPm0aVLFwICAggNDWXr1q0m13B1daVVq1Ym1wD45ZdfqikaIYQQQliCxcbIaDQaGjVqZFLu4eEBUGaLTGZmJhkZGWzfvh17e3veeOMN3N3dWbNmDVOnTqVOnTqG7iaNRkPDhg3NvoYQQgghrIPFEpn8/HwcHU0X4XFycgKKx8uUJi8vD4CMjAw2bNhAp06dAAgPDyc8PJyFCxcaEpn8/HzUatNpZXe7Rnlqoq/Qw8Ot2t+zNpI4bYvEaVskTttyv8QJFuxacnZ2RqfTmZSXJBclycadSsqbN29uSGIA1Go1vXv35tdffzWMmXF2dkar1Zp9DSGEEEJYB4slMh4eHqV27ZRMn/b0LH0NBHd3d9RqdaldRg0bNkRRFHJycgzXuHHjhtnXEEIIIYR1sFgi4+Pjw8WLF01mHJ06dcpwvDQqlYr27dtz7do1k2Pp6enY29tTv37xcsvt27cnJyeHixcvlnqN9u3bVzkOIYQQQliOxRKZiIgIdDodsbGxhjKtVsvmzZsJCAgwDAROTU0lOTnZ5Ny0tDQOHjxoKMvJyWHHjh34+/vj7OwMQFhYGI6Ojnz99deGeoqisG7dOpo2bWrUNSWEEEII62Oxwb6dOnUiIiKCuXPnotFoaNGiBVu2bCE1NZXZs2cb6sXExHD06FHOnj1rKBs6dCixsbFMmjSJ0aNHU69ePTZt2kR2djZTpkwx1GvcuDGjRo1i2bJlFBQU4OvrS0JCAsePH2f+/PlmL4YnhBBCiNrFYiv7QvGg248//pj4+HgyMzPx9vZmypQpBAUFGeqMHDnSJJGB4nEuc+bM4cCBA+Tn59OhQwemTJnCo48+alRPr9ezZMkS1q9fz/Xr12nVqhXjx4+nb9++9yRGIYQQQtQciyYyQgghhBBVIX0rQgghhLBaksgIIYQQwmpJIiOEEEIIqyWJjBBCCCGsliQyFqDVavnwww8JCQnBz8+PIUOGcOjQIUvfVoVcv36duXPnMnLkSPz9/fH29ubIkSOl1t27dy8DBw7E19eXHj168Nlnn1FYWGhSLysri1mzZhEYGEjnzp0ZNWpUubuf17TExETeeecdIiMj6dy5Mz169GDy5MlcvnzZpO7JkycZOnQonTp1Ijg4mPfff59bt26Z1KuNz/z06dNMnDiRnj174ufnR3BwMH//+985efKkSV1rjrM0S5Yswdvbm/79+5scs+ZYjxw5gre3d6l/7lyPy5rjLJGYmMgLL7zAo48+ir+/P/369WPz5s1Gdaz1ewhg+vTpZT5Pb29vo4VhbeF5VpbMWrKAKVOmsHv3bkaNGkXLli3ZsmULZ86cYdWqVfj7+1v69sp15MgRw303aNCAH3/8kZUrV/K3v/3NqN6BAwcYP348gYGBREZGcu7cOdasWcOwYcOYNWuWoZ5er2fYsGGcO3eOsWPH8sADD/D1119z7do1Nm/eTIsWLe51iLzyyiucPHmSiIgIvL290Wg0rFmzhry8PDZu3EibNm0ASEpKIjo6mrZt2xIVFUV6ejrLli0jODiY//znP0bvWRuf+bfffsvWrVvx8/PDw8OD7Oxs4uPjOXv2LEuWLCE4OBiw/jjvpNFo6N27N4qi0KJFC+Li4gzHrD3Wkr+fzz33HB06dDA6FhYWhqtr8aa31h4nFH/HTJw4kccee4zQ0FAcHBy4dOkSbm5uTJw40VDHWr+HAH788Ud+//13ozJFUXj77bdp1qwZ27dvB2zjeVaJIu6pU6dOKV5eXsry5csNZfn5+UqvXr2UYcOGWe7GKig7O1u5efOmoiiKsmfPHsXLy0s5fPiwSb3IyEhl4MCBSmFhoaFs3rx5io+Pj3Lx4kVD2fbt2xUvLy9lz549hrI//vhD6dq1qzJ16tSaC6QcJ06cUAoKCozKLl68qHTs2FGJiYkxlD3//PPK448/ruTk5BjKNmzYoHh5eSk//PCDocyannleXp4SFBSkvPDCC4YyW4szJiZGGTlypDJixAilX79+RsesPdbDhw+b/H0qjbXHmZWVpXTr1k157733yq1nzd9DZTl27Jji5eWlfP7554Yya3+eVSVdS/fYzp07cXR0JCoqylDm5OTE4MGDOXHiRKkbadYmrq6uPPDAA+XWuXDhAhcuXCA6Ohp7e3tD+bBhw9Dr9ezevdtQtmvXLjw9PQkLCzOUNWjQgKeeeoqEhIRSd0ivaQEBAajVaqOyhx9+mHbt2hma53Nycvjhhx8YMGAALi4uhnr9+/enbt267Nixw1BmTc+8Tp06NGjQgKysLMD24kxMTGTr1q3MmDHD5JitxZqTk1NqF4otxBkfH09WVhavvvoqUByTckfngrV/D5Vl27Zt2NnZGRZ1tYXnWVWSyNxjSUlJtGrVyugHDsDPzw9FUSzeJ1sdfvnlFwA6duxoVN6oUSMaN25sOA7Fn0eHDh2ws7Mzquvr60tubq5Js6qlKIrCjRs3DEnc2bNnKSwsNIlRrVbTvn17o+dY2595Tk4ON2/e5LfffmPevHmcO3eObt26AbYVp6IovPfeewwYMKDUDWNtKdapU6fSpUsXOnXqxNixY41WRreFOA8dOkTr1q05cOAA3bt3p0uXLjz22GPMnTuXoqIiwDa/h3Q6nWFPwebNmwO28TyrShKZe0yj0eDp6WlS7uHhAWC1GfHtNBoN8FdMt/Pw8DCKsazPo6SstnweW7du5dq1azz11FNA9cRYW575m2++Sbdu3XjqqadYtmwZzz77LBMmTABsK85vvvmGCxcu8Nprr5V63BZidXR0pHfv3sycOZNFixYxceJEEhMTGTZsGBcvXgRsI87Lly+Tnp7O9OnTGThwIJ9++im9evViyZIl/Otf/wJs83vof//7HxkZGTz99NOGMlt4nlVlsU0j71f5+fk4OjqalDs5OQHF+09Zu/z8fACT7hkojvP2kfT5+fml1ispK3kvS0pOTubdd9+lS5cuhlkud4vx9vuu7c984sSJREdHk56eTlxcHFqtFp1Oh1qttpk4c3Jy+Oijj3jhhRdK/SIH23imAQEBBAQEGF6HhYURGhrKoEGD+Oyzz/joo49sIs68vDwyMzN5/fXXeeGFFwB48sknycvLY+3atbz44os29z0Exd1Kjo6Ohn9QgW383FaVtMjcY87OzqX2t5b8AJX8QFkzZ2dnoHia350KCgoMx0vqllavpOz2upag0WgYP3489evXZ8GCBYYd082NsTY/c29vb4KDgxk0aBBLly7l559/NowhsZU4P//8cxwdHRkzZkyZdWwl1jv5+PjQrVs3Dh8+DNhGnCX3eOfmv08//TQ6nY7Tp0/b1PcQQG5uLnv37iUkJMRonKItPM+qkkTmHruzqa9ESfNgWf9atCYlzZQlMd3uzqbNsj6PkjJLfh7Z2dmMGzeO7OxsvvzyS6Om2+qIsTY+c0dHR8LCwti9ezf5+fk2Eef169f56quvGDZsGDdu3CAlJYWUlBQKCgrQ6XSkpKSQmZlpE7GWpUmTJmRmZgK28bNbEkPDhg2NykteV9fzrA3fQyUSEhK4deuWUbcS2MbzrCpJZO4xHx8fLl68SG5urlH5qVOnDMetXclAyjNnzhiVX7t2jfT0dKOBlj4+Pvz8888mMw4SExOpW7euxdZvKCgoYMKECVy6dIkvvviC1q1bGx338vLCwcHBJEatVktSUpJJjNb0zPPz81EUhdzcXJuI848//kCn0zF37lzCwsIMf06dOkVycjJhYWEsWbLEJmIty5UrVwz/ireFOEvWyLl9QTiA9PR0oHjGkS18D90uPj6eunXrEhoaalRuC8+zqiSRucciIiLQ6XTExsYayrRaLZs3byYgIIBGjRpZ8O6qR7t27WjdujXr1683zCAAWLt2LSqViieffNJQFhERwfXr19m7d6+h7ObNm+zcuZOwsLBS+3NrWlFREa+99ho//fQTCxYsoHPnziZ13Nzc6NatG3FxcUZfCnFxceTl5REREWEoq63P/ObNmyZlOTk57Nq1iyZNmvDggw/aRJzNmzdn4cKFJn/atWtHs2bNWLhwIQMGDLCJWEt7psePH+fIkSOEhIQAtvGzW3KPGzduNJQpikJsbCx169alc+fOVv89dLubN29y6NAhwsPDqVOnjtExW3ieVWX/9ttvv23pm7ifNG7cmAsXLrBmzRpyc3NJSUlh9uzZJCcn8+GHH9K0aVNL3+JdLVq0iGPHjnH06FHOnTuHSqXi7NmznD17Fj8/PwCaNWvGihUrOHnyJFqtli1btrB8+XKio6MZOHCg4b1at27NwYMHWb9+PTqdjvPnz/Pee++RnZ3NvHnzcHd3v+fxzZ49m2+++Ybu3bvz0EMPGWI7e/YsKSkphtaZNm3asGrVKg4cOIBerychIYEFCxYQHBxsWFkUau8zHz9+PN9++y0pKSlcunSJvXv3MmvWLNLS0nj33Xdp166dTcTp5ORE69atTf6UrK8xc+ZMGjRoYBOxjh8/np07d3L16lWSk5P55ptv+OCDD6hfvz4fffQRbm5uNhGnp6cnKSkprFmzhvT0dNLT01m4cCHfffcdr732GoGBgYB1fw/dbtOmTezfv5+pU6fSsmVLk+PW/jyrSrYosICCggI+/vhj4uPjyczMxNvbmylTphAUFGTpW6sQb2/vUsubNWvGvn37DK8TEhL47LPPSE5OpkGDBgwaNIiXXnoJBwfjyXKZmZnMmTOHhIQECgoK8PX1Zfr06SZLrN8rI0eO5OjRo6UeuzPG48ePM3fuXH755RdcXV2JjIxkypQp1K1b1+i82vjMN27cSFxcHBcuXCArKws3Nzc6d+7M2LFjeeyxx4zqWnOcZRk5ciRZWVlGWxSAdce6cuVK4uPj+f3338nJyaFBgwaEhIQwadIkk19S1hwnFLckLFq0iG+++YYbN27QvHlzRo8ezbPPPmtUz1q/h24XHR3NlStX+P77740W97udtT/PqpBERgghhBBWS8bICCGEEMJqSSIjhBBCCKsliYwQQgghrJYkMkIIIYSwWpLICCGEEMJqSSIjhBBCCKsliYwQQgghrJYkMkIImxUaGsrIkSMtfRtCiBokiYwQQgghrJYkMkIIIYSwWpLICCGEEMJqOdy9ihBC/EWr1bJs2TLD5oROTk507dqVV155hUceecRQ78iRI4waNYrZs2eTm5vL6tWrSU1NpWnTpowYMaLUsSvHjh1j0aJFJCYmotPpaNOmDcOGDSMqKsqk7uXLl/nPf/7DwYMHuXnzJu7u7vj6+jJx4kQ6duxoVDc5OZl///vfHDt2DJVKRXBwMLNmzcLDw8NQJyMjg0WLFrFv3z6uXbtG3bp1adasGZGRkTz//PPV+AkKIaqTbBophKgwnU7H2LFj+fHHH+nfvz8dOnQgJyeHDRs2oNFoWL16Nb6+vsBfiUyHDh3QaDRER0fj6urKtm3bOH36NJMmTeLll182vPe+fft4+eWXadiwIUOGDMHV1ZXt27eTmJjIhAkTmDx5sqHu6dOnGT16NIWFhQwePJh27dqRmZnJ0aNH6dGjhyFJCg0NxcHBgdzcXHr16oWPjw+//vor69evJygoiGXLlhne87nnnuP48eM8++yzeHt7k5+fT3JyMmlpaSxevPgefcJCCLMpQghRQcuXL1e8vLyU7777zqg8Oztb6d69uzJixAhD2eHDhxUvLy+lc+fOSlpamqG8oKBAGTRokPLII48YygsLC5UePXooXbp0UdLT043qRkdHKz4+PsrFixcVRVEUvV6v9OnTR+nYsaOSlJRkco9FRUWG/+/Zs6fi5eWlbN++3ajO22+/rXh5eSnJycmKoihKVlaW4uXlpfzjH/+o3AcjhLAYGSMjhKiwrVu30rp1azp06MDNmzcNf7RaLUFBQZw4cYL8/Hyjc55++mkaN25seK1Wqw2tKfv27QPg559/JjU1lUGDBtGoUSOjus8//zx6vZ69e/cCkJSUxPnz53nmmWfw8fExuUeVyvhrzdPTk8jISKOywMBAoLh7CsDJyQm1Wk1iYiIpKSmV/XiEEBYgY2SEEBWWnJxMfn4+3bp1K7POn3/+SZMmTQyv27RpY1Knbdu2AFy5cgXAkDyUlN+uXbt2RnUvXboEYDQepzwPPfSQSZm7uztQPC4GihOmN998kw8++ICwsDDatm1LYGAgvXr1KjdWIYTlSSIjhKgwRVHw8vJixowZZdZp0KDBPbyju7O3ty/zmHLbEMGhQ4cSFhbGgQMHOHr0KLt27WL16tVERkYyf/78e3GrQohKkERGCFFhLVu25M8//yQwMNCkC6csycnJJmUXLlwA/motad68uVF5eXVbtWoFFHcxVTdPT0+ioqKIioqiqKiIadOmsW3bNsaMGYOfn1+1X08IUXUyRkYIUWEDBgxAo9GwfPnyUo/fuHHDpCw+Pp709HTDa61Wy4oVK7C3t6dnz54AdOjQgaZNm7J582Y0Go2hrk6nY+nSpdjZ2REWFgaAj48P7dq1Y9OmTZw/f97kekolJmLeunWLW7duGZXZ29vj7e0NQGZmptnvKYS4N6RFRghRYaNGjeKHH35gzpw5HD58mMDAQFxdXUlNTeXw4cOo1WpWrVpldE6rVq2Iiori2WefxcXFxTD9+qWXXjKMpbG3t2fWrFm8/PLLDB48mCFDhuDi4sKOHTv46aefmDBhAg8//DAAdnZ2/POf/2T06NFERUUZpl9nZWVx7NgxHn/8cbP3V7p06RIjRowgPDycdu3aUa9ePX777TfWrl1L8+bN6dq1a7V8fkKI6ieJjBCz38uhAAAA/klEQVSiwhwdHfniiy/4+uuviYuL49NPPwWKu2R8fX0ZOHCgyTkjRowgJyfHaEG8N998k+eee86oXmhoKCtWrODzzz9n6dKlhgXx3n//fZMF8fz8/Ni4cSOLFi1ix44drFu3Dnd3d/z8/AgICDA7rsaNGzNo0CCOHDlCQkICWq2WRo0aERUVxbhx46hTp47Z7ymEuDdkQTwhRI24fWXfZ555xtK3I4SwUTJGRgghhBBWSxIZIYQQQlgtSWSEEEIIYbVkjIwQQgghrJa0yAghhBDCakkiI4QQQgirJYmMEEIIIayWJDJCCCGEsFqSyAghhBDCakkiI4QQQgir9f8BUgcfr1Jn/ysAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fGg5ZzWYzubm5ZGdn06NHDywWC2fPnnXbZ8KECS4JnOHh4dSvX9/l+Hbs2AHILl6VquwyiYmJoWPHjlWSLTg4mNjYWLZv305xcbGzfNOmTVgsFkaNGuUsK5+3YbPZyM/PJzs7my5dugBw8uTJKvVZnr1792I2m5k4caJLTkh4eDiDBw92q387uqwq27dvR6vVun3xDBw4kMaNG7N9+3a3fcaMGeMcVQHg4+NDdHQ0V69erVKfjvvBbrdTUFBAdnY2rVu3dnqnHGzevBmr1cpTTz1VYUzZoRNHaGDmzJluX993mpwcEhLC8OHD3cp1Op3Tc2axWJznpHv37oDrdbFhwwbUajUzZ850k6f8NTxu3DiEEKxevdpZVlBQwLZt2+jTp89tJ+SfOHGCjIwMxo8fT1BQkLNcr9czdepUbDabW7hZrVYzefLkKrVfWFgIcEe5OaNGjaJZs2bMmzfP2d6t0Gq1zJgxg/T0dBYvXnzbfVfGM888w6JFi1z+ynu3bufeKY/jWXZjHsSQIUOq7UGpyrP9dhk9erTL/d66dWt0Oh3h4eHcc889znJJkmjfvj3Xrl1ze6dJkuR2nPfeey/16tVz6gFg/fr1BAQE0LNnT7Kzs51/hYWF9OrVi/j4eK5du+bSTr9+/arsPS8qKgIgOzub119/nenTp9O/f39eeeUVHnnkES5cuFClUOMfMsQTERFRYXl6ejqzZ89m165dFbpKCwoKXB4cleFw2TuQJAl/f39yc3OrJN+N+wNOgyo3N5eGDRuSnJwMVBwWuFmo4EbMZjPz589n/fr1JCUlIYRw2V5R/kZl8pU/Pod8jRs3dqvbpEkTDh8+XCX5Ro4cye7du9m2bZvzobNu3Tqn8VKe9evX8+WXX3LhwgWsVustj+NWJCUl3fQYbuR2dFlVkpOTqVu3boUvl2bNmrF161a3pLOqnKebsW/fPubNm8fJkyfdHmTl80ochumND94bSUhIQKvV0qxZsyr1Xx0aNmxYoZEjhGDJkiV8++23xMXFucWwy5+ThIQEwsLCKvx4KU+TJk3o0KEDa9as4emnn0atVrNhwwaMRqMz9+V2cNwzTZs2ddvmKHNckw5q165d5QR/x7XhePjfDmq1mmeffZZp06axcOFCZsyYUaX9Bg8ezOeff87ChQtrPMwTFRV109yb27l3btxfq9VW+Fxv3LhxteZzqsqz/XapqG0/P78Kp9fw8/NDCEF+fj7BwcHO8uDgYLfr33Gc+/btw2q1otFoiIuLIzc3l65du1YqT2ZmJnXr1nX+ruy9WxGOD0KtVusWjhw1ahQLFy7k0KFDjB49+qbt/CENlIqGn9lsNiZPnkxycjKTJk2iZcuW+Pr6olKp+Oabb9i6dWuVE3TKf22V58YXVnX3r04bVeX1119n5cqVDBs2jOnTp1OrVi20Wi3Hjx/nww8/rLC/yvIEalo2gL59++Ln58d3333HyJEjSUhI4Pjx40yePNklp2TDhg3MnDmTmJgYXn31VUJDQ9Hr9RiNRqZNm1bt5Krb4XZ0+WtyJ+fpyJEjPProozRp0oSZM2dSr149533z5JNP/qr6vJk35UbD04GHh0eF5fPnz2f27Nncc889TJ48mZCQELRaLcnJybz66qu3fU7GjRvHCy+8wL59++jVqxerVq2ibt26Ts/Mb0Vlx10RgYGBBAcHc/nyZSwWy20PY+/Tpw8dOnRg8eLFTJgwoUr7SJLE888/z+TJk5k7d+6vkovyR6Cqz/bK7oGbJRpXdr//Gu8TIQShoaHMmjWr0jo3fthVZ9i3Y+qFwMBAt+Ny5AtV5YPvD2mgVMTp06eJi4vj2Wef5bHHHnPZ5hjl83vC4VqsaDx4VceIg+x1iI2N5b333nMpv3jx4h3J57Dar1y54pYYHBcXV+V2dDodgwcP5ttvvyUtLc05mqF8eAdkr4q3tzdLlixxCR+cO3fudg/B+UVy5coVt3l1KjqG6uiyuiGN8PBwjh49SlFRkYsbF+Dy5cvUqlWrRofVbtiwAbvdzueff+5y/vLy8ty+wB0eu3Pnzrl8Md1IREQEBw8e5NKlSxXOW+HA39/f2Vd5hBCkpKRQq1atKh/HunXraNSoEfPnz3fReXl3dXn5Dhw4QG5u7i29KI6RR6tWraJOnTqcOXOGJ5988qYvg1vhuN4uX77sts1RVtFXcnXo378/y5cvZ9OmTW5JvtXh+eef5/777+fjjz+u8j5du3YlNjaW5cuXV3sulTvhTu+d+vXrc+jQIZKSklxCFEIIrly58qvI7O/vT2Jiolv5jR60miYzM9Pt+nccZ926dZ0fhRERERw6dIj27dv/KlMi1KtXj+DgYLKzs92MacfIq6pEM/6QOSgV4Xiw3GhRnjlzhj179twNkW5K/fr1MRgMbN261SV2aTabWbJkSZXaEEKgVqvdjrmwsLDKbVRGv379APjiiy9cvraPHTtW5fCOg1GjRmG321m3bh3r168nKirK7QWnVquRJMmlLyGEyyiN6tKjRw+0Wi1Lly51GZKalJTE999/71K3urp0uOWrGvbp168fFouFL774wqV8+/btxMXFOfVdU1T2NVaRPgcPHoxGo+Gjjz6qMHzg0MmwYcMAefIli8VSYR0oM3h++uknlzpr1qypcnjKgeM4yrdvNptZuHChW91hw4Zhs9l4//333c7jjb/1ej3Dhw9n9+7dzJ8/H5VKdUt3861o3bo1ISEhrFy50mVUitlsZtGiRajV6jue7+Oxxx4jICCAt956i1OnTlVYZ/fu3WzduvWm7cTExNC/f39Wr15d5dw6kA0bi8XChx9+WOH2lJQU4uLianRI8p3eO45ZdT/77DOX8s2bN1c4/LYmiIiIIDs7m/PnzzvLbDbbr5LDUx4hhNtxbtq0iZSUFJfZhUeMGIHFYmHOnDkVtpOZmXnHsgwfPhyLxcK3337rUu6YWqJ8Xk1l/Gk8KJGRkURERDB37lzy8/OJiIggLi6OlStXEhkZyZkzZ+62iG689NJL/P3vf2fcuHHcf//9eHt7s2nTpip/nUuSxIABA1i7di3PPfccnTt3JiMjg1WrVhEYGHhHN19UVBRjx47l22+/5eGHH6Zfv35kZGSwbNkymjdvXi3PRkxMDBERESxYsIDCwsIKpzgeOHAgu3fvZvLkyQwbNgyz2czWrVvdXoTVISgoiOnTpzNnzhweeOABhg8fTlFREcuXL6dJkyYuSa/V1WWbNm2QJIlPPvnEOXyuQYMGla7rMX78eNatW8fHH3/M1atXadeuHfHx8SxfvpzatWvzj3/847aPsyL69+/P119/zZQpUxg7dixqtZq9e/dy9epVl+HFIH+hzpw5k7feeovhw4czYsQIwsLCSE1NZceOHcyePZsmTZrQsWNHJk2axJIlSxg9ejSDBg0iODjYafBt2rQJvV5PVFQU7du3Z8mSJVitVpo1a+Ycwl3dpMSBAwfy8ccf89hjj9G3b1/y8/PZsGFDhUNkR4wYwfbt21m5ciVxcXH07t0bHx8f4uPjOXz4MGvXrnWpP378eL766is2b95MbGzsTb1HVcEx1HTGjBmMGTOGsWPH4unpyYYNGzh9+jRPP/10tY//RsLCwvj000+ZPn0648ePp3///rRv3945k+zevXs5fvw4b7311i3bevbZZ9m5c2e1kr+bN2/O0KFDK01wnDFjBidOnODHH3+86dDf6nCn907fvn2JjY1lxYoVZGdn07VrVxISEli1ahVNmzat0NNxp9x///0sXbqUxx9/nL/97W+o1Wq+//77Xz1MHBISwnfffce1a9fo0KEDV65ccerpiSeecNYbPnw4e/fu5YsvvuDUqVP07NmTgIAA0tLSOHLkCJmZmdWa86oiHnvsMXbs2MF///tf4uLiaNq0KYcOHWLz5s306NGjSh9lfxoDRafTsXDhQt555x1Wr16NyWTCYDDwwQcfcPTo0d+lgdK9e3cWLFjA7NmzmTdvHv7+/gwdOpR+/foxYcKEKsWnX331VXx9fdm+fTvbtm2jbt26TJw4kaZNm/Loo4/ekXyvvfYaoaGhrFq1irfffptGjRrx+uuvc/bs2WqHXkaOHMmcOXPQaDQVzuFw3333UVJSwtKlS5k1axb+/v7069ePJ5988o7yAqZNm4avry9Llizhvffeo169ekybNg2VSuW2Dkh1dNmwYUP+85//8MUXX/Daa69hsVgYP358pQaKTqfjyy+/5JNPPmHr1q1s2bLFeb6feeaZGnuYO+jatSsffPCBM4fD09OT7t2789VXX3Hfffe51Z88eTIREREsWrSIxYsXY7FYCA0NpWvXri6yvfzyy7Rs2ZLly5ezcOFChBCEhYXRr18/l5yi2bNn8/rrr7NmzRpAni106dKlvPDCC24Tv92MadOmIUkSa9eu5cCBA9SuXZuhQ4cyZMgQt9mmJUnif//7H0uXLmXNmjV89NFHaDSaSkdtNWvWjJiYGI4dO+Y2LfztMmjQIPz9/Zk7dy4LFizAZrPRtGlTZs2a5RbWvF3at2/P5s2bnWvx7Nu3D7PZTFBQEG3btmX+/Pn06tXrlu00btyYMWPGsGLFimr1/8wzz7Bly5Y7+nioDnd670iSxEcffcQHH3zA5s2b2bt3L1FRUXz66aesXLnyVzFQGjduzP/+9z8+/PBDZs+eTWBgIKNGjWLw4MFVniX9dvDx8WHu3Lm89dZbvPvuu0iSRO/evXnppZdcRqdJksR7771H165dWbVqFXPnzsVmsxEcHEx0dDQTJ068Y1kCAgJYvnw5c+bMYevWraxYsYI6deowffp0Hn/88SqFUyXxW2f+KdyS9evXM3PmTD755JMad/0rKCiUMWnSJC5dusSePXt+N0slKCgoyPxpclD+iNjtdrfhn2azmcWLF6PT6dxWEFVQUKg5Ll26xKFDhxg5cqRinCgo/A7504R4/ogUFhYyZMgQhg0b5kyq2rRpE5cuXeLJJ5+85UgEBQWF6nPs2DGuXLnCl19+iYeHR5UnSlNQUPhtUQyUu4iHhwfdu3dn27Ztzqzpxo0b8/rrrzNu3Li7LJ2Cwp+TJUuWsGXLFho0aMAHH3xQpfW1FBQUfnuUHBQFBQUFBQWF3x13NQclPT2d9957j7/97W/ExMQQGRnJwYMHq7x/XFwcU6dOJSYmhk6dOvHiiy+6rYqpoKCgoKCg8Mfjrhoo8fHxLFy4kOvXrxMZGVmtfdPS0pgwYQJJSUnMmDGDKVOmsGvXLqZOnfqbDX9TUFBQUFBQ+HW4qzkoLVu25Oeff6ZWrVrs2LGD6dOnV3nfefPmYTKZ+Oqrr5wx5NatW/Pwww+zbt26as9rkJNThN1eM9GuoCAfsrKqtlKoQtVQdFrzKDqteRSd1jyKTmueoKCaW1bj1+SuGih3svaIY2n08glu3bp1IyIigu+//77aBordLmrMQHG0p1CzKDqteRSd1jyKTmseRad/Tf6Q86Bcv36drKwsoqOj3ba1bt36jhaYU1BQUFBQULj7/CENlPT0dIAKpzgOCQkhKyurRherUlBQUFBQUPht+UPOg+JYmbai2R8dS0cbjUa3pblvRk3H5EJCfG9dSaFaKDqteRSd1jyKTmseRad/Tf6QBorDCLlxmngoM16qstBeebKyCmsszhkS4ktGRkGNtKUgo+i05lF0WvMoOq15FJ3WPH8Ug+8PGeKpXbs2ABkZGW7bMjIyCAoKQq1W/9ZiKSgoKCgoKNQQf0gDJTQ0lMDAQE6fPu227eTJkzRv3vwuSKWgoKCgoKBQU/whDJTExEQSExNdygYMGMDOnTu5fv26s+zAgQMkJCQwaNCg31pEBQUFBQUFhRrkruegfPrpp4A8bT3AunXrOHr0KH5+fkycOBHAudrozp07nfs9/vjjbNmyhUmTJjFx4kSKi4v5/PPPiYqKYsSIEb/tQSgoKCgoKCjUKHfdg/Lhhx/y4YcfsnHjRgBWr17Nhx9+yBdffHHT/cLCwli6dCn169fn/fff57PPPuOee+5h0aJFFY7uUVBQUKhJ7AUZFK39P+y5aQAY9y8lZ99KAKypFyhe/ybCXHzzNvLTKVrzGraclGr3L+x2irfMwXLpp1vXFYKSbR9hPvPDDW3YKN78HmvqJvsAACAASURBVJaL+13KS3Z/hvnk1mrL5Nq2leJN72JNdg/F/96wXPyRkt0Lq1b30k8Ub5lDyc55mE9svnndK4co3jIHIQTCXELxujewZcQ7twu7TdZR0qkK97elX6F4w1sIi7HqB/Mn4q57UC5cuHDLOuU9J+Vp1qwZn3/+eU2LpPAXQZiKEMKOpPNCUqndyh1IKg1oPcBUhEAgIYHeGyxGhN16W31Lem+wWhA295Fot4uk9QRAWErct1Ugs7B7IaxmhNV0QxuiwgdieZkljQ5UWoS5yL2ezhOQQFLdUkeS1hNJrXHKIal1oNGCAIQNrGYkvbfLOZGQkDx8EOZihN3mJrOk1iFp5ZF+wmoGm8WtDWf/5fqTVCqE3Sqfb5DrCijdCBYjqNRQut18fDP2jHgsCUfRRffDcn4POQi8G3TFfGwDtrSLmI9tRNdxNNhtTj1LGr3chgTmYxuxZyZg/mU9Hn0eQ5iKkPTeSJLrt6Ow20CSQNhBUoOpCGviCWyJx7Eln0LTpBOSSuOUWVKpEBaTLLtGj/XST1gTjmJNPY/W0B1J64EQdizndmFLPo098yqaBm3ka8RUhPXij1gBTeMOqHyCSmWwg0RZ+0IgSVKZnu1WJJ2XU2Z75lVsKWeweAegrhsFksrl+IS5BFQqUGsRJvk6klRqJJ2X/FujB0lCCHGDLmQ5HDoSQpTdm3ofsJoQNguSRi9fp6X7SCpVuTasYDbKxysElrhD2JJPIbpNBGGXr5fS6wtwOSfG3Z/J5wGwxh9B07gjKt8Q12tUUiHpvTHukCMEoiQfe0Y8tuuXsMQdRB3SSNZRVqKsI08/NOGtnHLK51sln+PUC9jSLqEJb1XpffRn5a4bKAoKdwPLpZ8w7loAgKp2Y7xGvIokSZjP/IBp/1du9dXhrbElnSz7XT8aW/IZSt9g1UYdFoUt/QrUpIHiFwoSiLzrFW5Xh7fClnQah8zXwppizk5DmMrWOVEFhCFsVkSB+wg5WeY4sFlA64E6qAG2tItu9VS16iGsJlQBdbElnwJRuY4k/1C8hr5E0bf/AnMJqDWo60QijAXyX1GOm+7lYykrc5NZrcN77H+RPHwpWvESoiSvwjbknTWowyIRxnw8B/yDolWv4NF9IlpDLMYf5mEvyEQUZqIKaYQt8QToPFEHhgNgy7gCgPnQt5gPfets0nJqG6IoV952YjPWa+ex51+H0pcwem9UAWFIKjW265dB54n1yiFKivOwpZ5H07Qrnn0ec7Yn7DaKV72K5BOILfUC6notZFkc2G0UfvEYnkNfxHJ6O6I4D33PyRSv/jfYBeq6UdhSzoDOE0xFWM7vQddqIMZdC7FePgA6T4SxgMIlT7rpqejr5/C89wXUdZtTsvldsNuwpV1E07Qr1qvH8b7/bSS1lqIVLyJK8vHo+wTaJp1k/ZReG9aL+ym8chh17SbYrp1DE9EebeuBlKx/CzQ61CER2FLLPlQdMkj+dQCBOqoztLlP1oUQFK9/A5VfbaeOTAdXYDm5Rd63XktsqefBbgO9Nz7j30ZYTRR9/RwefR5H27QLQtgpXvs69qyrqOs2x3atbObxwi+fkPu8QQ+aRh3w7P+kbDioNPJ9q/UESwlFy2dWeH3pYyeVnaLcVKc+bGmXnOVlZRcx/rwCy6mt+Ez+lKJVr6Bt0gV7frpz+1/RQJHEjebpX5Tf6zwo9oJMJE8/7JlXEba/7irNAf6e5Oa5ewZuF+OPS5BUKtRhUVjO7kTfbSKqgDCMez5D8vRHa4h11jWf2IwoykYd2gxNk85YE45iu3YOydMPXczwavdtS7uA9cphUGnQdx4rfxHfIaIo2+lu1rUZguQd6LL9Rpnt2UlYzu+R63ccg6T1wF6Y6XzQ69oORfIKcJdZrUHX/j7Mh78FIdA064Y6pLGznj0/Hcvpbc7fkocvunYV54SVlxkkdJ3GYD76nWwA3YAqMBxt1D0AWC4fwJ4eh+QbjKZRB1eZPf0wHVyJplF7JO9azm0AqqCGaCN7lJcA06FvwepqJEq+Ieg7jsa4c16FcperiSq4IfbMBGeJR8NojFflkIY26h7sxblOY0LXSV4fzHxoVbkmVHgO+yclG98Gp6dJwqPfE7LHCrBdv4z5yBpXfYQ2RdukC6I4F/Pxjc79KjOYVUEN8eg1FdNPy7DnZ6Dv+gDGHZ+iCm2CR88p2NPjMO5x9UZ73DMV457P0bbsh+Qd4Cp3KfrYSdjSLsmGDrJxqu82AZVvCKafl2NN+KVS3ZWXVdOkC+rQpphPb0fkuxrYkkaHR78nQK3DnpOC6adlso76TkPS6inZ/gnqMAOoNNgSj4PWA13boZgPr0LX4T6EqQjLqa2oQpui7zgGe+ZVTD8vr0Sucv36h6Jr2R/b9UtY4w7iNea/YLdSvOY1dO1GoIlohyjMpmTnXLCaUYU0QtusOwCWC/uwZ10tp6eHsF4+IBskkhrPwTNAUmE+vhFbylmXfnXtRmD+ZR1odEie/oiCDNRhUXgNe+mWMleVP8o8KIoH5XeMsJopWvUKKv86Lg/BvyI1Z5qUoe/3BJqG7bBePY7pp6XOco97pqKpX26dJ5UK049L0HcZjzq0KeqwSIrX/Bttq0HoovtVu197k05YE0+ibdYNXauBNXEoCCGwJp8B7Og6jXW63h2owwwUr/l/6FrLMgurGXvyKQgMRx8ztLQNu+xh0WjRdRzt0oa9cUdZZkN39G2HYM9Owpp0Eo/uE13c+sJux5Z0Uo7Q5KejbTWwUh3JMp/CnpWEpnEH9G3vRRTnYjm3B8nTF5VvMNqW/TDu+AR9x/vQNIwBQBUUTsmGt9C1HYo2qie2pFOg0Tlltudew3Jut3zcdZujjboH48556DuNRhPe2kUGe0EmlrM7kTz9EIVZqALCsOemysaJ1gNJ5ykbb7lp6GP/hu3aOWzXzoMQqOu1QF2vBaZ9X8qNSSqC+j1EyuczAdAYYlEHN6TomxdQBUegbyvr2X49Dlv6FYTdiia8NZo6zdBGxmK5/DNeI16heO1/MO74xEVOyTcEUZSDyr829pxreHQej7pOM+yF2bKBovOUPVBaDzl8U5yLNro/kkaP+eT3ePafjsqvNrq2Qyn5/n25fbUOz/5PovIKQF2rLvaiHNlAFHYkTz+0kT0wn9+D5cwOWQZPP4TNCuXyakw/LpH1XK8lWkN3jLsWULLpHSSfIBB2VAF1sedek/c1l+A16t8Ur3sDLEZ0ncZiz03DGn9Evo48fJB0Hhh3f4bnvS9gOvA1wmpBFGRQsmVOmS68AxGmIow/fFpaIKHv+iCSRkdR8ml0LfqgjxmK7do5LJf2g6m4VO+XKdk4y6lPz96PUrz+TW406nSdxmE+tBJ9zHC0hu6Ipl0oTDiK5eKPqHzl5VW0UT3l0FdwQzy6/w3jns/Rdx6Hpq48xYXKrzYlWz5wtmlLu4At/UqpQXuVks3vObepQhphL5eXYj61FcknCFGYVeoVlOTrxWZFUv+1XtmKB6WU34sHRZhLsCafQtOoI7a0i5RseEveoNLgOeQ5ORb+FyQgwIvc3JsnHFYHSaNDFRwhv9CKcpyuVEnrgTq4oUtdIQSiIAOVX21nmT0/Hck32C1XoKrYC7OQPHydMfKaQBjlUI3kUfGyDTfKXMvTRnaeuTRnpFwbkuT8eneT2dMPSa1FWE0IUzEq71ru9YwFco6BqeiWOrKX5GPPTUUd3FB+sdosiJJ8UGuR1BoknRf2vOuo/ENd98tPR/INQZIkN5mF1YwtM0E2IgLrI+m9K2wDkENDJXmg0mDPv446uCH2nFQ5ROUdKH/FanQIYwGSbwhYzc4cH0nrCRotoiBLzomxWQhtUI+0C+fBbnVeR/biXKRSwwFAWIxyvowQSHovJI1ezsExFqLyCcSen469KMdFTlVAGFhNSN61EIXZN1yLGUg+tbBnJCB5+oNag70gU+5fpUYUZTtfrAC2zKsIixGVdy2XdoTdjijMQtJ7ybJ5+GDc8wWWC3tRhTTCs/9TIElYLuxz8ehoo3rJnkCdl5yTc24Xlgs/giSha3sv2sgeslFRkofKJwh7fob8f0gjOTfHVOS8jsrfa47zGuBhJetaWpku/GqDzeLUkeThi7pWXVkXBZlI3gFIKg3GH7/CcvmAbLhJgBCo/Oug7/kwKv9QVF4BcpLyipecOSUAPo98Luuh9PoCKFr9/5C8/FD51cZycT8+k+eW5d9U8Hxw6BmVhoId81DnJgES3uPfQpiNLnlf6uCG2PMzsF2/jOnHxU6dyt6346Xh5NN4jXwVde0mbtfw7aB4UBRuC9PR77Cc2ornoBnYspKc5eqQRk7r/K+IZ4gvhZ6/znTXKu9aFb5oHUiShHTDw+fGh1G1+yxNPKxJKjNMnH3eILPGJwCpxFWnN2ujvMxyAqK+4noe8sOvIiPHra6nHypPv7J21Vr567t8nQoMi/LHcqPMkkaHpo7hlm3I/Wmc/am8/AFQh0S413MYcVq9MwHXuc1PfvlLyHXUgfVc+y4XKgNcjJXyMks+gc5ju9n15X4tyv2rQ5uWlZW7niVf10VVbzTAnfVUKuexONAYumO5sBePnlNQlcqnadwB84nv0TRqhzX+F/TdHnBeC+rajWXj8MI+2cjx9Hcei1PPfiHg6EeldjHSy99rjvOqC/ZFI/zd5K1IRyrf4LK2dJ5Ob4/W0APLhX3oYyehCYt0aUPfbQKm/V+hDm0mJ9qq1O46DgiT86/sdjl/qJx3saLnA5Tpef91H3rqQdO0Kyr/Om71ANRB4UhaDxxmi+QTiD6qJ8Wp59G1HkxJ8mlsaRdrzED5o6AYKL8TzGd+QOUb4nRNG39aVppcKMdq1XWa3U3xFBQU/oJowiLx+fsilxeyOqAuvg/PBUDcI9zCiZKXf4X//+aUCz2qajfBp+cUN1kBdC37omvZ96ZNqQLCsMYdxG4uQd2g9U3r3sjqog5sLGrDjKadMdyknuRVZqirfIJQ127s9NRIfrXl5NrWg6vV9x+dv2a84HeGMJdg2v+VHLO0mtC1vbfUOBHo2o9EXbc5miad77aYCgoKf0EqeqnfbJvK8/YNlNSsIrdhxY7yL78/j9Vmr2CvSmQrF7qUdF43PY5boQqQRxQJU2GlXpDK0GnUmNBx5KL7yLjySBq9PDIInN40h8y6lv1QVeL5+jOjeFDuMpbLP2M+tt75W92gDfpOY9F3GluuljIzroKCwu+brDwjS7ddYGqvsjBReWPlVqTnFPPywoP0aB3Gw0PKwtk2u+DlhQcBuKdtXRqFyZ4GuxBcTMwlskFAhcaHS26V1oNzCdlENqyF6jYMFVVAWIX/lyenwMT5xBzCQ3yoX1sOT1ltdixW2ajafewafdvXJ7SWV4X7g2zQibwSVD5BXE7JI6KOLxq1Cl2rAdWW+c+AYqDcZcoPZdRG9kDbWllHSEFBQSY730hmnhFDeMCtK99llm2/yIm4LM5GBeIwL6rjQUnPlZOP951MJSWziJcmtEOjVnE2PstZJyO3xGmgHDp7nQUbzjJ5cBQ929R1a6/86LKfLuSx5Ggmjw5vQf1gH5b/cImoBgEcu5TJ3wZGOtusDFWtemib90JYTGjqtSA5oxCL1e6y3+It5zkZJ8vap109LiTmkl1gQgAjYhux5VAiK364TOsmQXjo1HRuEepmWKm8/LHlXWfbmQJW7jlN/w7hDOwUTkZuCZENKs+T+7OihHjuAvaSfAqXPYv12jl5JsNSPO6ZirpWvZvsqaCg8Fdi7b4r/G/VSYQQ5BSYmPnpTySlF956x2pgs9sRQnD6Shb/WvAzRrMVewVhlsVbzrNi56UKWpC5lilPRGe0q+VQhUZPRqGd5z7ZT3xqPsu2XeR/qyqYLK+UnHw5RdTbQ8OVa/mkZMjtXUnJc9bJyC0hM7eEf39+kOU/yLIcPlfxxITlPSg7T8mGw4nLWazYeYlzV3NYuy+ehLQCvt7uPtmgg6tpBZy4nImkUuPRY7I8OZzOi7nfnebDVSex2WXvSG6hiVNXsujSIpS2TYPZ+UsKKZlFlJjkuW0i6vjSJ6Yexy9nsmTrBRZsOMvFpFyXvoQQ4BmA5OXP+gPJAGw/ksTzn/7E218fo7DkrzcPlmKg3AXs2cmIomxMB1eCqQh1vZZ4jfz33RZLQUGhEoqNVtbsvVKtHIgbyS82s2ZvnLONIqPllu1dyyym2GSlsMTClWt5ZOUbuZScW2Fdq81OckYhxcaqL79gNFt59J3dbDpwlTMJ2aRlF/OfL4/w8Wp5bRghBPnF8kR2J+OyOB2fDcj6iE/NZ+sheZX51KwiMkonUswpMCF5+SN5+bP3RCo5BSY2H7jKD78kc/xyJiaLPH18ek4xa/dewW4X7D+VyoEz8lDif05sD8CFxBxMFhtXUvLw99bh56UlI9fI/PVnSM4ooqBYfmGfu5pLsVH+v7DEgt0uiE/NZ/fZsqHa+RYNAT46TsZlkZDmOnLt6vUCNuyPd8t9KTJamP3tCT5afYrE62X7xKcWkJpVTH6RmdNXZH3sP5WKEDCsewQPDY6iQagPU+8tC1PV8tXTv2M44bV9mNDfgLeHhg0/JbgYghv2J/D6L6FIsVMxmm10aRGKj6fWuf3E5cyqntY/DUqI5y4gCmVr3jE5j7Z5L9S1G99sFwWFPz2pWUXUCbyzZMY74bt9V4gMD6B5RKDbtmOXMtj4UwJWq7wOzJh7mqBSVU/O+evOcO5qDi0aBuKhV/OfL48wpEtDxvSqeOioEIK0bNmLsGTLBaehkJFb8bSFa/ZcYcuhRBqF+fLqQx1vKY/RbOWrrRcRwPr9CbSIkEMIadnFZOYZsVjtnL6SxUdrTjFjXBtyC0wUGS3EpeTxxldHne3U8tXzxaZz6LRqTGYbOQVGVL7BCGF3Gh1HyyWIJqTmc+h8Ort+kRdIbBFRi6XbLmKy2PDz1hEW5IWHTs03Oy9z7FImZpud8FAfSoxWzl/NIT23BG8PDUVGKxJyLsrZhBwa1PHl/xYdonurMHYcScZfKqJTaVTEKLQ82KMxX35/3ilzToHssbHaBGv3xVNsspKcUUTf9vVp2zSY1bvjKCg246XX8O7yYzw2oiWR4QGs2n0ZnUaFTqtm7d4rNArzY/uRZFo2CiQsSPaIv/awPN3/55vkafQDfPT4eev4vylyuV0Ilu+4xJtfHeXerg1p2zSY736MBwI4U1IbyCCyQQCPDm+JEILnP/2JE5cz6d6q4vyXPyuKB+UuYC/MAsfibTgyxBUU/rqcjs/i5YUH+flsxe76W5GUXkhBsRmrze50nV/LLCI7v2qrwBrNVtbvT+Ddb45XuD0tW55PY8uhRLYcTGTVnjiX7XuOp/D1jotuX+GpWUV8uvYUu35J5txV+Yu+sMTC8h1yeOJsQnalMuUVmSkxyd6GoxczuJSc5zzW+NR8l7pCCA6fl3UXn1pAZiVGjMVq49SVLCxWG29/fcxpQKgkSMkoCx1ZbXauphVwPlHW5VdbLyAAs8XO9iNJLm3OW3eGQD8P3nq0CxF1fNl7IpXvVb3Jbz2BnAIT0Y1kg29wlwYA7D2R6jROALYeSnJ6VWr56JEkCY1afjVdSMolMa2ABrV9CQnwdOapOJJoB5W2+el3p3lp3gFKTDZ2HJHDI0Yhz69iR8I/wIcOkWXJux0i3ect2XooiTPx2Wz5+SqXU/LYffwa/TuE8+KEdvh4alm+4xL7TqZyPjGXSYMimXpvc1Iyi3h54c/kF5kZ0sV9lE3bpvK8LD5eWpfyfu3rM6pnY5IzCvlo9SmemrPPue2XUmPOx1OWX5Ik7uvZ+C+Zg6J4UO4CojALycsfbct+mE9+j8qv4kmkFBT+DOQUmLieXUxUw8ofsBdKX4RJ1wvp2vLWbVqsdo5dyqBDVG2sVjtvLj1KTLNgDPUDWLL1Am/8vTPvLj9GgI+ef0/u4PTKJKTlc/5qLjGGYJfRFKlZZbMUX8ssom6w6yRz17NdZzE+fO4643rLE6MJIVi8RV7sbufRZLpG1+GBvs3w0Gn4aPUp0rKLOXKhzIOQU2hytucI8diF4JsdlzBb7Tw0KJLD59NRV+KhOZuQw9mEI/RsE0agrwf1QryxC8jKN3Fv14ZsOnCVY5cy6d8x3LnPyl2Xyc43Ep+aT0aukZAADzJyjQzvHkGgnwdffn+erHyTSz+XknNJz5HlzMwrM/QOnUunVeMgHhoUyfOf/gTAhAEGAnz01PLVk5BWwKbjeYSEyV/74/s0ZYqnlgAfPT+fue40ip4e3Zr1++M5Xi50YbbKhspjI1ryxaZz5BSYsNkFjev64eOp5eez12kQ6kM7QwjvTOtKoJ8H3/+c6KajusHeXMssxC4kSoSWBqF+eHmUGQntI0PYfiSJlo0CCQnwZPcx2WDy8dRyMTmPBevPEOinZ2SPRnjoNIzo0YgF68+y/sd4fDy1dG1ZB0mSmDq0OZ9tOMewbhE0r+D6njYymiKjxW3kkCRJDOsWQecWofy/Lw4R4KsnxhDM2YQcjl2S9eFbzqj5q3lOHCgGyl3AXpiN5BOIru296KL71eh05woKt8uWg4mcu5rDjHFtqrzP8cuZBPt5OIdVAizafA5vT63zBf7+iuNcyyxi/vP3oNWULYyYeL2AtOxiOjUPJbk08dORCDhv3WmKTVaaN6hF5xahBPq5zry6+1gKy3+4xGSzDV8vLSazjROXs5zLqmz++Sp5RWbyiswcPHedyPBabD+SxA9Hk7FY5VyNR4a2AOTQzvr9Cc62T8RluhkoadllHgmNWkVWvon8IjN+3jqXpNXQIG8OnL5OUnohidfl8gf6NmPr4UQ6RtVmx5Fk0rNLyC/Nn8jMMyKEYMfhJHYclb/8m9X3d4YGbsbeE6kuv730Gvp3DOeXixnsP5XKyl2Xef7+tkQ2qMWWg/JL3NtDQ7/29dl74hpDuzVkRGwjCkos8L3cRsM6vgi7wCYEh86lk19spkFtHxJvSMztEBVCoJ8HvWLqceVaHi0aOqaqL6tz8Ox19Fo1YUHeznBYs/r+HDonG1/RjQNJzSpyyQnJLZTDWC0jAnl8REveWiovNhjVoBYxzYJpFxmCv5f8vAz2L0uCvZE2TYK4llmEUWixqT0Y3r0RAEO7NWTHkWSa1vOnTqAXHaNq07NNXVIyCrmUnMfYXk1Y9P15MvOMPDW6FR46+RXZIbI2S3QXyC+20CKiltPg7dKiDm2bBjvr3YhWoyLAp+IZlwFqB3jywfTu6HVqVJLE5xvPsv+0bMCVzz/5q6IYKHcBe2GWPLWxJMENU14rKNwtLiblcupKFvnFZvy8dAghKCix4OdVuQHtGJXxxUt9nGVnE7LxLvdwTS0d3XEts5iGdcrWAPl4zSky84zU8tVzuXSkRmppzsWhc/LaSKevZLP3xDVeeagD3uW+gAtK5BfZ0QsZ+HvL8pWYrM4Q0f5Tafh6afH10rFg/VmiGgRwPjGXhnV8yS8yk1dY5i0ob5wE+OhIul6IzW6nxGTDx1OLXQinJwGgW3Qoe0+kMnvlCR4eEsWPp1KRgA+eiqVpRBBvfnHQ6SWIDA+gT/t69O1QH5UkceR8BpevycfasI4vV9MKKDZZOXDmOnWDvckpMPHV1gvOvsb2bsK3u+RwUmigFyaz1fkSL8+43k3p1Lw2fl46Gtf1Y/8puf8dR5KdeRFN6/szaWAk9UN8uL9fM+dXvZ+XjqdGt2LFD5eZPjKa4ABP9p645szX6NehvpuB0qWF7PWdNDASIcpmk/XzLrtWzl3NwRAe4JKr0zIikEPn0rELgUatYlDnBtQL8UavVfP5pnPc17MsF69+SJnR6+Uhv6pqB7gbJZMGRnLgTBpeeg1hQd6ciMukU/NQfLy02E7qCQgMwLvUgL6vZxPu6ynn/Lz5aBdnG52ah+Kp19ClZSj7TqXSMbI2Mc3KQkIatYpm9QM4dSWLBrVd17GpzDipKp76sv3rBJV59W4MC/0VUQyU3xjTsY2IvDSkhm3vtigKfwGOnE8nO9/IgE4Nblk3r0h+8cUl5xFjCOHguessWH+WFx6IqTA8U2R0H/ZotwtyC82YLGWjU/x8dOQVmlmw4Qyj72lCO0MIVpvdGTaYt+4MRUYrOo2KtKxipxeldZMgurQIZcGGs7zz9TH8vHVENQhgSJeGZObK+55NyEarUdEhqjan4rKcuQwA7Q0hjO3dlOmz93I+MRc/Ly3/b3JH/rfqpLPv8oYHQEQdP5LSC3l72TEup+Tx+Yu9yck3Ybba0WlUmK12Oreow94TqVy9XsCbXx3FbLXTs02Y01Aa3j2CgmIzD/Y3UCfQdVKu8sZYZHgAV9MKuJiYy9XrBYzt1YQr1/KdCaVzn7sHvVZNTLMQ7HZB3WBvUjKLWLbtgjM3BKB7dB0GdS47v43CygyUxHRZRoBRsY2cL/0bQw4xzUJcXshdW9bh5zNp5BdbaN04CE+9hpT0IkrMVpo3rOXiCSuf1Dy+T1PaNA3io9JRQJE3zN/SojQB2eFpkSSJ1k3kPI13pnVzqeup19CjdRgdo28e3ugVU49eMWXTM4zrI3vuGtbxpSgpwGW4cWX0bV+fvu3rA/Cv0lFENxJay5NTuBphNU35sKO3h/J6VjTwG2M5vR0ATUTFN4HCn4ctBxNRqyX6dwi/deVfAbsQfPrdaUBO8vTQaxgR2wi9Vu1SLz2nmK93XHImgl4qNVDOJchJncu2X+S1KR35YtN5Anx1DOnSkGuZRWg1ZTn2xUYLXh5a8ovN2OyCwhILJosNvVbt7C81q5iP15zii5f6EFf6ki4fPujTvj5bDiY6h1Pe07YuMc1C+Ol0Gqfjs/Hz0nImPhu1SsX1nGJqB3iSmWfEaLbRq21dWkbUcuaCALRtFoKnXh5emltoJshf9lb6emmJT83HYrWz8cBVAHq2CaNJXX8y84wuOREFJRbSSo2Yts2COX45k4g6vgzsOq6kQAAAIABJREFUFI63h5ZLyXnotCrG9i5bqC800Itnx1f8ARLgW+buj2pQi22Hk5i/4QwqSaKdIQS7EBy9mIGHrkxv5Y2cesHevPBgO975+hfiUwt4ZVJ7avm6emHLTx6WkVuWOxIeWvUVbLUaFS882K6s35CbL0TpwFOvcTF0ukW7DgAI8vdgQMdwWjWu2mKZDw9pfkerw2ub93Jb3PF2ubdbBLlFZrq3+vUGNdSuVWZMqVXKGBbFQPmNEVYT2uj+aJTF//707DqWjFaj/tUMFFGaJ9CmaZCLm/mHo8nsO3GNe8p9Ve4+fg2Qv5xvHNb61baLnIkvG03imGcjPUfOu0jJLGLFzsvOsIUjKfHBfmXXcFJ6IZENajmHbgJsP5xEn3b1KSguC0l4e2jIKzSxclccOo2KB/o14+2vjxEW5EXvmHrsO3HNmX/h+Jqc0N/A7uMpDO/eiPnrz7DpQAJGs42ebepittq4nJJPVMNatIgIpEVEILt+SWHLoURn0mJIgGepgSI//P28dRQUW1i9J44fT6bSs01dHhoUiSRJHDmf7qKb95YfdyZuju3VlPF9muGp1zC+z+3dvwE+8te3WiVhCPfHU6+mTqAXY3s1JTTQy2lcmMy2mzUje5HyjBUaDvVDfPD10lJUUjbhWpCf/jfNaWhSz4+sPCOhge7Tut/f97d79t1qEcDq4O+t44mR0TXWXkXcbBr8vyKKgfIbIoQAi8ltqXWFPx8Wq43MXCMqlYTNbr+tr6H41Hyy8020Lzc80jH8s6DEgkYtMX/9GedcGkIILqfksax0ZsyVuy67tOftoWHXsWTu7dqQb3fHYbELpg6OcglzeOjUJKQVYLLYSEovpGebupy/msOOI8moJImohgGcLfWsOKb1BnmGzivX8tGV886s2XuFvEJ5qGx0o0Cu5xSTkWvkXwsPYrbYeGJUNIbwACLq+NK2aTAhAZ5MHdrCmdcSUppvEBro5TQIhnWP4I0lcsgitJYnfdrXx24XzpBFSIAnY3o3YUSPRk4PT+0ATy4l5xFc6kHx89ZhF4Jth5O4p21dHhoU5ZS5VZMgRsQ2IqpBAG9/fYzk0qG3ep2aQD/9Hc/R0qiObIA0riuPKpn9ZCxajcrZbkTp9roh3pW2ARB9Ew+EVqPinWnd+OFoMqt2xzFpUCTdWv62Uxm8+GA7hPtktAq3QK9T37rSXwjFQPkt+f/s3XlclNX+B/DPDAw7sg7IIoIL4IbikguoKS5orrmV5ZKKS9Z1aUGvdX/d22KpmS22aOZCZqViZO5LlmlmkokaouKKiIwoO8MMzPP7Y+DREdB5cIYB/LxfL1/CeZY5cxp7vnPO95xTogEgiDtWUv1141YRBOg3OruZozb4ZlRUXAIruczgYV5OrSnBDwcvQibTBwCqbDXem94Vv55Ih5O9Qgw+7vbz8TQ0cFBg59EryM7XwN7WCjpB/y387gWpYga3wrKNJ8QellKdgP4d/JGVc6fXo10zTxz55wZeW3kEhcUlCGzojO5tfbBh7zm0DHRHh2AlFn6tz7s4dfEWnOwV8PFwwM6jFad6AsC+v/QzUzq18IJGq8P6PWdRVFyCl59qJ+Yj/GfinUXF2ja98+C9ewipXFNfF4zp3QwHjl9DaGM3/XoZ9zSjXCYzGMYqD3TKAxSXu3IIyvMOytkqrDA0MsgglwUAnO0VJllArmvrhugQooR12Xu79zPgYGeNF0e0QWMJwzGVsVVYoW9HfzjbKxDRxkfyonIPq3wdE5KuQ4jS4DP6KGOAUoMErb7L3FRjomR5ao1+GfJ7pzxev2vdjOtZhWKAcvjUdXz5UzI6t/TGtCH6BT+KikuQV6SFl6s9tvx6scJCWC8tP1Thda2t5Cgp1aF1kDsuXs/Ft/vPo6lvA/grndAhRInEFBVOXbyFDiFK/PK3Prhp08QdfkpHxP96QbzPiq2nDZbbbh+sxJF/biArtxj+Ske0DHKHl6s9XhvfUTzns5d64vmlv6JYWwpvN3s80bUxlm1MQrtmngb5G3dzcbQ1WMSsuX/lm9/JZDK8N72ruIdJZfo/FoD+RiT9lrs3QHG+a1aSr0flPRX35umYch+UygLTu92dw/EwFNZW6F7JJnpUu80c3sbSVag1GKDUJK3+myqHeGqvouISXLmRJ67aeP5aDhopnarsev084TSSUrPQp6M/SksFPNmzCdJvFuCzsuRUAMjIKgSa6We4bDqgnzJ67EwmpgxqAblMhv+u/hOZ2UX497gO2Jt4Fb3C/ZBXqMGxFBV8PBwMFhGzkssQ1cEfY3o3w5Ub+Wjo7oBSnQ6Z2UVo7O0sfsvPzC7CqYu30MS3AS5l5IkrdPZo64sNe8+ha6uGKC7V4a8zmbBRyKEpm3Xj6+mIwd0C0dDDAV2rGBaQyWTiN/J2zT0R1tQTb07pDF8PB7y0/BByCjSIfiwAzRu5isM1Lo42sLa68y2+st6RcspKppI+jJZB7nishRea+emDortnYRjbs9C5JRdTJKppDFBqkKAty6hngFKrnL54C5t/SUVUB3+s33MWak0pPnghAjoBWBiXiMERgRjWvQl+OnwJ17MKETO4JRJTVGgZ6CbmYZQvr63RlkJR9g05wMsJBeoSHDh+DQ521nCwtUZ2vgadQr3w55lMXLqeh+z8YnH57o82JaGBgw1G9GwCWxsrPJWvEQOjn/+6hvhfL2B4jybiktp31hSxQmBDwwTI0AA37PkzDcH+rmjTxEPM0Yjq4I/wZp7wdLVHRk4x/jqTCT9PJxQVlyDjViEaONpgeI8H7wtlYy1HUTHQrWwKqF/ZwmYLp3WFRlsq9lIM6x6EHw5ehIeLnRig1PQCVC6ONpg+tLXB78CdHpWq/GtEGArUWrQOcjdY14WIagYDlBpUHqCwB+XhCYIAnSAYlXxaUqozGBO/9/evtuuX1P5qe7KY2HclMx85+RpxI7WdR6+IvQyPtfDC8i0nMbZPczjZK8Tu/+BGrjjyzw24ONmgmb8LXnkqHMdSMrFy6z9Ys+MMZABcnGzwVFRzHDuTiZMXspBatlNr+Y6104e2Epfkvnv11PBgJXYdvYIwI6dntmnigY9nd68wVCGXyeBZ1kPRuqkHxvZpjtZNPGBtJcOpC7eMDh7mjG6Lq5n5cHM2HK68e1oxAAyJCEL/xwLEsokDQiusjVHTnOwVGNcvGG2a3r8t2zX3rKEaEVFlmMlUk8oDFBsGKMYqKdUhr1CDA4lXDfIbEn67iJhFB8S9THILNdj8SypyCjQ4fk6Fo8n6FUX3JaZh6uID4qZx+UVaTF18APvLkjdzCzW4nVcMW4UVBOHOt+rUazk48PedDc3KgxOZDPhuv352zLWbBeLW9p4udpjyRAuU6gTcyi1GoLczFNZydGnpjclPtMCox5uioYcD5oxqCzdnW4QEuGLroUs4fek2erbzRa9wP3Rp6Y1OoRU3MQP0PRQfz+5hsKT8g9wbnNxLJpOhT8dGaOjuAE8Xe4PFrh4kwNvZ6P1B7q5Hj7a+lU49rWm92vvfd6l0IrI89qDUIHGIx5oBijFu3C7Esu9P4MbtO/ugrIrtBZlMhh1le4v8dVaFFo3d8M2esziarO+VUGtKkVeoQUiAmzjrJU2VD/cGduIaH1/vPouL13PRoWxX06GRQfj+5/Po16kRth+5LC5/7uVmj8zbRejbsRE6hXrhh98uiNNsT1+8BZ0gYFC3QHRu4QVPV3t4utjhZo5aDCRkMpn4IB9w126nEW18xNVAI8N8+LAkIroHA5QaJLAHBQBQqNbnOzTxbVDhWObtQpxLy0HrIHes3XEGuYVa9OnoL+Z4qLKL4OXmADdnW2TeLsLnCafhYGuNwuISNPVrgNRrd7ah/+auKbnlO7WeL9uyHtDv15Km0u/9EtGmIUIbuyLAyxm7yqbMPtG1Mfo/FgBVdhECG+oTUFsFuYsBSvly6WFNPMQFs/o/FoD1e84isOH9p4l2DPXC2avZDE6IiKrAAKUmlQco1o/2NOOPNifh7NVsxI4Nh5O9wmA1zFXbknEuLQf2ttYoKi7B+OgQPN7ODyOigjHjvf04fu4m+nVqhLzCO9M+C8umpMYMaol5XxwBAFhbycQt6/Vrkeh7Yc6mZcPaSoaSUn2yyeWMPLg528LZwUZM7Jz8REtcuJ4rJqPenZfRsrE7gFSD93P3Bl9RHfzRrpmnuKx6VWwVVnhuYAtJ7UZE9ChhDkoNEsqmGaMe9KCUlOowf8UR7P7zaoVjOkHAnmNXK91MDtDvmgsA731zHK+vOiqW5xdpkXotF65ONigqLkEzPxf0KFvHwU/phEZeTvhu/3kcTLqOouISdAhWok9H/UJbTXwbwMvNATYK/Ue6T9ny8vpye2TlqLH/rzSkXsvFoG6B+HRuD4zp3QwNHBQYfdc+KgAQ2thNDE7u1chbP+XYo4E+yGzc0LlCYumDghMiInow9qDUJK0asLKGTF73m/1o8g3cuFWIb/edQ1hTD8hlgFfZYmQX03OxYe85lJTqMKDznQd9ToEGNpWsf1Go1uL4uZviHiwxg1uhUK0fsimfHiuTyTDvmfZ4+dPD2JeoH+6JCPNBWFMPXL2Rj8gwfZ7H/yY9hhu3i+DlZo+df1xBcCNXXLyei6PJmTianIl2zTwxsEtjWFvJJS/4BehnwXw2tydU2UVY+v0JPDcg9MEXERGRZHX/SVmHCFo1ZHU8QbZUp8Pt3GKDnpN/r9APq3Rt5Q1fT0ecOK9fGyTlSjbaNfOEj4cjsnLUWLDyiLgA2t1eWHbQ4Pdmfg0MtnMvZ29rjQAvJ6SU9cA0dHeAXCZD7DN3dl31cnMQA6XYseFo5OWEL3/SBz5NfRtgxrBWJlmGW+lqj4VTuzz0fYiIqHIMUGqQoFXXueEdVXYRdDpBnBr63f7zYsJqYENnXMrQb4Pes50vfinbMbdcUmoWklKzMGlgC1zJzIOmRIeTF7JgZ2MFZweFwVbwADBtSCs08a08OCnXyFsfoLg528Lb7f7JpeXBUBPfBvj7/E08N7DFfe9NRES1B3NQalIt6kHRlujw9rpjOH5OBQC4pspHypXbFc6L/fx3zF9xBMfPqXDtZgF+vSsIKd82vZGXE8b2CRa3kr9X3O4U/HoiXTzeK9wPYU094Wh3Jz7+4IUIdG7p/cBlzsv3tPHzdDR687bozgFY+kIEfD3vv0MsERHVHuxBqUGCttgsPSgXr+ciO68Y4cEVNxkr1ekgg37vlMQUFdbtOoMRPZsiwNsJqem5+HjzSXwZ2wsLv/4LhcUlWDitCzwa2MHaSm6Q5Prx5pPizxOiQ2BrY4Xm/i54Kqo5OoV6QWEtR8zgVsjJL0bc7rN4omtj6HQC2jTxwP/W/AkBwPxn2uLkhSz0au8HextrjHy8KWa8/wvsba3g4mTczKbWTfQ74A7qFmh0+1hbyeFq5P2JiKh2YIBSgwRtEWQ2pl9FM/6XVJxPz8XHs7rDSi5Ddr5GXIL8P6uOwtXJFq88HY7Tl24hr1CLb/acFXs/AGDzgVRxqu5Hm5KQlavGhOhQqLKLKryWn6cjera7s+Jov06NxJ9bNNYPqXS5Z5O5x9v7QdAJaNzQ+a79YwBbuRVmj2oLX0/j28TbzQFfzett9PlERFQ3MUCpSVo1ZA4Vk0Tvln6zADv+uIzx/UPEfIkrN/Lgr3SqdOdVQRBw8XoeijWl2HssDcfPqXAuLQezRoahZaA7rmcV4npWIW7cKkRGln5RMk2JDkdOZ8DGWo5WQe7iqqzDugfhx98uQScIWLn1n0rrV539Scb1C6nyWNgD9kMhIqJHEwOUGmTMEM/mX1Jx/NxNdG7hDbcGdkg6fxMbD6RiVK+m6B7mi1u5agR463shLmXkYuXWf8Tej+9/Pg8XRxs0cLTBT4cvweWunJC31h1DgVq/tsj5azk4m5aDZv4umDGsNfb8eRW38ooxuFsgOoZ44XJGHlb+9A/6dWqEzi298dbaY3BvYIfm/i7oWbYuCRERkTlZNEDRaDT48MMPkZCQgNzcXISGhmLOnDno2rXrA689fPgwPvvsM5w9exY6nQ5NmjTBhAkTMHDgwBqoefXcO834+FkV1uw8g0ZeTpg5vA1u5RXj+Dn9hninL93C4VMZ4oqph09l4MzlbJy8kIWZw1ujbTNPrNqWjOtZhQD0e8bIZTK8Nr4D/jyTibU7U/C/NccAADGDW4o9Im2beeD8Nf1y7838XGBtJTfYI8bX0xG+no5oGeQubkvfuKEzghu5GgwLERERmZNFA5R58+Zh9+7dGD9+PBo3bowtW7YgJiYGcXFxCA8Pr/K6n3/+GTNmzEB4eDhefPFFAMC2bdswZ84cFBQUYNSoUTX1FqTRqiGzscPeY1dxO68YGbcKkVeoRcqVbMTtSoGVXAYbazkaejhg77E0lOoEeLnZo2WgOw4cv4ZrZfvGLN9yCk19G+CaqgCtg9yRcasQ/530GGys5ZDJZOjR1hc6nYC43fq9aDqFemH775dx7WYBPF3s0aWVN1TZRRgaEVRlVcuDEwD497gO4oJpRERENcFiAUpSUhK2bduG+fPnY+LEiQCAYcOGYdCgQViyZAnWr19f5bXr16+HUqnE2rVrYWOjf5COHj0aUVFRSEhIqBUBypHTGXCws0ZYU33OhlCqBXSlKNJZ45v958TzWgW6wdvdAQeTrkOnE9Ar3A9ebvb4Zq/+nJfHtIOjvQIHjl8DADwd1Rzf7juH1PRcPBXVHP06NYIgCAZTbmUyGXqG+4kBirWVHJOeaIEvf/oHoQGueKyFl3ieMUyxsBkREZEUFgtQdu7cCYVCYRBM2NraYuTIkfjggw+QmZkJLy+vSq/Nz8+Hi4uLGJwAgI2NDVxcXGBrWzumk64oG1Ipn3FSlJ8PALh6y3B/mkbezmgd5I79f12DlVyGfo81gquTLb7Zew5Wchk8y9YFmTumLfb8mYbHw/3QzN8FdjZW8PHQr+tRWaAhl8nw7rQu0JZtihfk0wBvx3DlUyIiqhssFqAkJycjKCgIjo6Gi2eFhYVBEAQkJydXGaA89thj+OKLL7Bs2TI8+eSTAID4+HhcunQJ8+fPN3vdH6SoLGkVAG7nFeNcWjZ+PZSEaQAOn8kG4IkgH2dcvJ4HXw9HBDdyRQNHG4Q18YCniz4gWfZiJLQlOvE+rYM80DpIP+MlyKeBUfUoX/KdiIiorrFYgKJSqeDt7V2hXKnULzaWmZlZ5bXTp0/HlStX8Pnnn+Ozzz4DADg4OODTTz9FREREterj4eFUresqcz4tW/z5pyOX8XNiGnyscgEXoFjQN/mYvqF4d92f6NTGBz5ezvj01d5wsLMWpxYrK6659shTKp0ffBJJwjY1Pbap6bFNH00WC1DUajUUCkWF8vIhmuLi4iqvtbGxQWBgIKKjo9G3b1+Ulpbi+++/x+zZs7FmzRqEhYVJrk9WVj50OkHydZVJy8wXfz5YtjT8rKHBwAHAsYEzBocEItjXGV+83BMKGaBS6fez0RRpTPL69ZFS6Sy2E5kG29T02KamxzY1vboS8FksQLGzs4NWq61QXh6Y3C+X5M0338TJkyexadMmyOX6BM4BAwZg0KBBeOedd/Dtt9+ap9JGSsvMg0wGNFI64UpmPmwUcrjZA2oAEwa3g3XDJgDAjeuIiIiqYLHpGUqlstJhHJVKv3ldVfknGo0GmzZtwuOPPy4GJwCgUCjQvXt3nDx5EiUlJZVeW1Ouqwrg6WKHRl76YSOlqz2g1e/cK1PUjiReIiKi2sxiAUpoaCguXryIgoICg/ITJ06IxyuTnZ2NkpISlJaWVjhWUlKCkpISCIJphmqqK7dAgwaONmjooU9S9XK1B0r0PUMyRe3YzZiIiKg2s1iAEh0dDa1Wi40bN4plGo0G8fHxaN++vZhAm56ejtTUVPEcDw8PNGjQAHv27DEYIiooKMDPP/+M4ODgSnNbalJekQaOdgo0dNfPUFK62kPQ6HtQwACFiIjogSyWg9K2bVtER0djyZIlUKlUCAgIwJYtW5Ceno6FCxeK58XGxuLo0aNISUkBAFhZWWHSpElYtmwZxowZgyFDhkCn02HTpk3IyMhAbGyspd6SKL9QCy8XO3GX3mbyqyg+/DUA9qAQEREZw6JL3S9atAjLli1DQkICcnJyEBISghUrVqBDhw73vW7GjBnw9/fHunXrsHz5cmg0GoSEhOCTTz5B3759a6j2Vcsv1Peg+Hg4YvrQVgi9uQfioJOVZXt3iIiI6gKZYOmEjVrCVNOMS3U6xCw6gKGRQRgaqd/rRnNqD4oP65fud5665qFf41HEqYamxzY1Pbap6bFNTa+uTDPmJismVqjWzyBytLurc0rQrwjrMPwNC9SIiIio7mGAYmJ3ApS7hnLKOqnkLhVXziUiIqKKGKCYWL5aP7PI0f7uHpSyoSMjdw8mIiJ61DFAMbGCooo9KAIDFCIiIkkYoJhYQVkPikMlOSgAAxQiIiJjMEAxMTEHxf7uHJSyAEXO5iYiIjIGn5gmVlRcApkMcLC9e4mZ8unLbG4iIiJjWHShtvqoS0tvNA1wg7XVXcEIc1CIiIgk4Vd6E/N0tUePcH/DwrIARcYAhYiIyCgMUGqCoGPvCRERkQQMUGqCIIBNTUREZDw+NWuEwB4UIiIiCRig1ASBAQoREZEUDFBqgMAcFCIiIkkYoNQEQQBkbGoiIiJj8alZEwQBXOaeiIjIeAxQagRzUIiIiKRggFITmINCREQkCQOUmiAIkDEHhYiIyGh8atYE9qAQERFJwgClJnAWDxERkSR8atYELtRGREQkCQOUGiBwmjEREZEkDFBqBHNQiIiIpGCAUhOYg0JERCQJn5o1gTkoREREkjBAqQkMUIiIiCRhgFITBB1kTJIlIiIyGgOUGsEcFCIiIin41KwJHOIhIiKShAFKTWCAQkREJAkDlJrAvXiIiIgkYYBSAwRBBzY1ERGR8fjUrAkc4iEiIpJEUoCyYMECnDhxwlx1qcc4i4eIiEgKSU/NLVu24KmnnsKgQYOwZs0a3L5921z1ql/Yg0JERCSJpADll19+wZw5c6DVavHuu++iZ8+emDNnDg4dOmSu+tUPDFCIiIgkkRSgKJVKTJ06Fbt27UJcXBwGDBiAAwcOYMqUKejduzeWL1+O69evG30/jUaDxYsXIzIyEmFhYRg9ejR+//13o6/funUrRo4ciXbt2uGxxx7Ds88+i6SkJClvqWYIOsg4xENERGS0aj81O3XqhPfeew8HDx7EG2+8AQ8PD3zyySfo06cPYmJisHfvXgiCcN97zJs3D2vXrsWQIUOwYMECyOVyxMTE4Pjx4w98/Q8++ADz5s1D8+bNsWDBAsycORONGjWCSqWq7lsyH/agEBERSWL9sDfQaDTIz89Hfn4+BEGAvb09kpKS8Ntvv6FZs2ZYtmwZmjZtWuG6pKQkbNu2DfPnz8fEiRMBAMOGDcOgQYOwZMkSrF+/vsrX/Ouvv/DFF1/g448/Rt++fR/2LdQAAeBePEREREarVg+KIAg4cOAAXnjhBfTo0QOLFy+Gs7Mz3nrrLRw8eBAHDx7Em2++CZVKhddee63Se+zcuRMKhQKjRo0Sy2xtbTFy5EgkJiYiMzOzytdft24d2rRpg759+0Kn06GgoKA6b6PmsAeFiIhIEkk9KFeuXMHmzZuxZcsWqFQqODk5YcyYMRg9ejRCQkIMzh05ciTUajXee++9Su+VnJyMoKAgODo6GpSHhYVBEAQkJyfDy8ur0mt///13PPHEE1i6dCni4uJQWFgIPz8/zJ49G0OGDJHylmqEIOggkyksXQ0iIqI6Q1KA0q9fPwBAu3btMGfOHAwcOBC2trZVnu/n5welUlnpMZVKBW9v7wrl5edX1YOSk5OD7OxsbNu2DVZWVnj55Zfh6uqK9evX45VXXoG9vX3tG/ZhDwoREZEkkgKUcePGYfTo0WjevLlR5/fq1Qu9evWq9JharYZCUbFXoTzgKS4urvS6wsJCAEB2dja+//57tG3bFgDQt29f9O3bF8uXL69WgOLh4ST5mvtRKp3FnzXWcshtFAZlJB3bz/TYpqbHNjU9tumjSVKAsmDBApO9sJ2dHbRabYXy8sCkqp6Z8nJ/f38xOAEAGxsb9O/fH+vWrUNBQUGFoaMHycrKh053/1lHxlIqnaFS5Ym/a7UlkFmVGpSRNPe2KT08tqnpsU1Nj21qenUl4JOUJLt9+3a8+uqrVR6PjY3Fzp07jbqXUqmsdBinfJpwVfknrq6usLGxgaenZ4Vjnp6eEAQB+fn5RtWhxnA3YyIiIkkkBShff/015PKqL5HL5fj666+NuldoaCguXrxYYQZO+V4/oaGhVb5GixYtcOPGjQrHMjIyYGVlBRcXF6PqUGMEgQu1ERERSSDpqZmamooWLVpUebxly5Y4f/68UfeKjo6GVqvFxo0bxTKNRoP4+Hi0b99eTKBNT09HampqhWuvX79usMR+fn4+duzYgfDwcNjZ2Ul5W+bHHhQiIiJJJOWgFBUVwcrKqsrjMpnM6DVJ2rZti+joaCxZsgQqlQoBAQHYsmUL0tPTsXDhQvG82NhYHD16FCkpKWLZ008/jY0bN+LFF1/ExIkT0aBBA2zevBl5eXmYO3eulLdUMwQu1EZERCSFpB4Uf39/JCYmVnk8MTERvr6+Rt9v0aJFGDduHBISEvDWW2+hpKQEK1asQIcOHe57nb29PdatW4eoqCh8/fXXWLp0KZycnLB69eoHXmsRggDcZ2iMiIiIDEnqQenbty9WrFiBbt26GawACwCbNm3Czp07MXnyZKPvZ2tri9jYWMTGxlZ5TlxcXKXlSqUSixcvNvq1LErQgT0oRERExpMUoMTExGDfvn34z3/+g7Vr14qJrCkpKTh//jyCgoIwffp0s1S0LhMgAEySJSIiMpqkAMXJyQkbNmzA+++/jx07dogJsS4uLnijvO7IAAAgAElEQVT66acxe/ZsODmZdsGzeoEryRIREUkieTdjZ2dnvPHGG/i///s/3L59GwDg5uYGGR/AVWOAQkREJInkAKWcTCaDu7u7KetSf3GaMRERkSTVClBKS0tx4cIF5OTkQBAqLg/fqVOnh65YvSIIkDhhioiI6JEmOUBZsWIFVq5ced/l5JOTkx+qUvWPwCEwIiIiCSR9rd+4cSOWLl2K0NBQzJ49G4IgYMKECZg8eTJcXFzQunVrvPPOO+aqa93FHBQiIiJJJAUoGzZsQLt27RAXF4fRo0cDAHr27ImXX34ZP/74I65du4bS0lKzVLROYw4KERGRJJIClAsXLiA6OhoAxCELnU4HQL/78OjRo7Fu3ToTV7EeELgOChERkRSSnppyuRz29vYAAAcHBwBAdna2eNzPzw+XL182YfXqCe7FQ0REJImkAMXX1xdpaWkAABsbG/j4+ODYsWPi8ZMnT8LFxcW0NawHBA7xEBERSSJpFk/Hjh1x4MABvPTSSwCA6OhorF27Fmq1GoIg4Mcff8SIESPMUtE6jUmyREREkkgKUMaPH4/Q0FCo1WrY2dnhxRdfxMWLF/HDDz8AACIiIsTghe7GHBQiIiIpJAUoTZo0QZMmTcTfHRwc8PnnnyMvLw9yuRyOjo4mr2C9wCEeIiIiSYz+Wl9QUID58+djx44dFY45OzszOLkfQYCMPShERERGM/qp6ejoiO3bt993BVmqAnNQiIiIJJH0tb5p06a4du2auepSf3GaMRERkSSSApQpU6Zgw4YNuHjxornqU08xB4WIiEgKSUmyFy5cgI+PDwYPHoxevXqhcePGsLOzMzhHJpNh5syZJq1knceVZImIiCSRFKB88skn4s979uyp9BwGKIYEQdD/wB4UIiIio0kKUPbt22euetRfDFCIiIgkkxSg+Pn5mase9Ziu7G8GKERERMZiYoS5iT0obGoiIiJjSepBmT9//gPPkclkeOedd6pdoXqHQzxERESSSQpQtmzZ8sBzGKDcoyxAkTFAISIiMpqkAOXMmTMVykpLS3H16lV89dVXOHv2LL788kuTVa5eEMpyUBigEBERGe2hEyOsrKwQGBiI//3vf3B1dcXixYtNUa/6ozxAYboPERGR0Uz61OzevTt2795tylvWfeU5KHIGKERERMYy6VMzOzsbhYWFprxlnSegLEDhNGMiIiKjScpBqUpubi4OHz6MtWvXolWrVqa4Zf3BWTxERESSSQpQQkNDq5yNIggCXFxcMG/ePJNUrN5gkiwREZFkkgKUYcOGVRqguLq6IjAwEE888QScnJxMVrl6gQu1ERERSSYpQHn33XfNVY/6i0M8REREkvFrvdmVLdTGJFkiIiKjSQpQ1q9fj4kTJ1Z5fNKkSfj2228ftk71C3NQiIiIJJMUoMTHx6Nx48ZVHg8MDMTmzZsfulL1CnNQiIiIJJP01Lx8+TKCg4OrPN6sWTNcvnz5oStVrzAHhYiISDJJAUpJSQk0Gk2VxzUaDYqLix+6UvUKAxQiIiLJJAUogYGBOHToUJXHf/vtNwQEBBh9P41Gg8WLFyMyMhJhYWEYPXo0fv/9dylVAgDExMQgJCQEb7/9tuRrzU1A+V48DFCIiIiMJSlAeeKJJ3Do0CEsW7bMoCdFq9Xio48+wqFDhzBo0CCj7zdv3jysXbsWQ4YMwYIFCyCXyxETE4Pjx48bfY8DBw7g2LFjUt5GzdIxB4WIiEgqSeugTJw4Eb/++is+//xzbNiwAU2aNAEAXLhwATk5OejYsSOee+45o+6VlJSEbdu2Yf78+eLMoGHDhmHQoEFYsmQJ1q9f/8B7aDQaLFy4EJMnT8bHH38s5a3UIM7iISIikkrS13qFQoGvvvoKL730Eho2bIjk5GQkJyfDx8cHr7zyClavXg0bGxuj7rVz504oFAqMGjVKLLO1tcXIkSORmJiIzMzMB95j3bp1UKvVmDx5spS3UbOYg0JERCSZ5M0CFQoFYmJiEBMT81AvnJycjKCgIDg6OhqUh4WFQRAEJCcnw8vLq8rrVSoVPv30U/znP/+Bvb39Q9XFrDjNmIiISDKT7GZcHSqVCt7e3hXKlUolADywB2Xp0qUICgrC0KFDTVIfDw/T7iGkVDoDAIpL7FEIwMXFAY5lZVQ9SrafybFNTY9tanps00eTpADlo48+wu7du/HTTz9Venzw4MEYMGAAnn/++QfeS61WQ6FQVCi3tbUFgPtOV05KSsIPP/yAuLi4KndXliorKx+68oTWh6RUOkOlygMAlN7KBwDk5qlRWFZG0t3dpmQabFPTY5uaHtvU9OpKwCdp3GHPnj3o1q1blccjIiKwa9cuo+5lZ2cHrVZbobw8MCkPVO4lCALefvtt9OvXDx07djTqtSyrPOjhEA8REZGxJD0109LSxJk7lQkKCkJaWppR91IqlZUO46hUKgCoMv9kz549SEpKwtNPP420tDTxDwDk5+cjLS0NarXaqDrUCCbJEhERSSY5ByU3N7fKYzk5OdDpdFUev1toaCji4uJQUFBgkCh74sQJ8Xhl0tPTodPpMGHChArH4uPjER8fj5UrV6JHjx5G1cPcBAYoREREkkkKUJo3b479+/dj6tSpFY4JgoD9+/cjKCjIqHtFR0fjq6++wsaNG8V1UDQaDeLj49G+fXsxgTY9PR1FRUVo2rQpAKB3797w9/evcL+ZM2eiV69eGDlyJFq1aiXlbZmXuJsxh3iIiIiMJSlAGTlyJP7zn/9g3rx5ePXVV+Hu7g4AuHXrFhYvXowTJ07g9ddfN+pebdu2RXR0NJYsWQKVSoWAgABs2bIF6enpWLhwoXhebGwsjh49ipSUFABAQEBAlcvpN2rUCH369JHylsyPPShERESSSQpQRo8ejaNHj+KHH35AQkKCOCVYpVJBEAQMHDgQY8eONfp+ixYtwrJly5CQkICcnByEhIRgxYoV6NChg7R3UauVJ8kyQCEiIjKWTBCTJIy3fft2bN26FVeuXAGg30Rw8ODBiI6ONnkFa4q5phmXXPsHRdsWwX7wfFj7hJjk/o8iTjU0Pbap6bFNTY9tanp1ZZpxtRZqGzhwIAYOHGjqutRPpfpNFWVWFdd8ISIiospVK0A5efIkkpKSKp21I5PJMHPmTJNUrj4QNEUAAJlNLV6On4iIqJaRFKCo1Wq88MILOHToEARBgEwmE6fRlv/MAMVQeYACBihERERGkzT3dfny5Th06BCmT5+OdevWQRAEvPvuu1i5ciU6duyINm3aYNu2beaqa50kaAoBsAeFiIhICkkByq5duxAdHY1Zs2ahefPmAABvb290794dq1evhlarxZYtW8xS0TpLUwTIrAArG0vXhIiIqM6QFKBcv34dnTp1AgBYWVkBgLifjrW1NZ544gn2oNxD0BRBZmNvsk0NiYiIHgWSAhRHR0eUlpaKP8vlcoP9dJydnXHz5k3T1rCOEzSFzD8hIiKSSFKAEhAQgEuXLgHQ96A0a9ZM3L1YEATs2bMHPj4+Jq9kXabvQXGwdDWIiIjqFEkBSteuXbFr1y6xF2XMmDE4ePAg+vTpg379+uHw4cMYMWKEWSpaZ5UN8RAREZHxJE0znjp1KoYOHSpOLX7mmWeg0Wjw448/Qi6XY86cOYiJiTFLResqQVMIubPS0tUgIiKqUyQFKI6OjmjSpIlB2XPPPYfnnnvOpJWqTwRNEcAhHiIiIkkkDfGQdIKmkEM8REREEjFAMSNBEACNmgEKERGRRAxQzEmrBiBwFg8REZFEDFDMiPvwEBERVQ8DFDO6s5Mxe1CIiIikYIBiTuJGgXYWrggREVHdwgDFjNiDQkREVD0MUMxIKOtBYQ4KERGRNAxQzIg9KERERNXDAMWM7gQo7EEhIiKSggGKOWkKAZkcsLa1dE2IiIjqFAYoZqTfh8ceMpnM0lUhIiKqUxigmBH34SEiIqoeBihmJGiKGKAQERFVAwMUc9IWcQYPERFRNTBAMSNBUwQo2INCREQkFQMUM+IQDxERUfUwQDEjfZIsh3iIiIikYoBiTiXFkCm4BgoREZFUDFDMSafTL9RGREREkvDpaSaCIACCDpCziYmIiKTi09NcBEH/t8zKsvUgIiKqgxigmIug0//NZe6JiIgkY4BiLkKp/m85e1CIiIikYoBiLjp9D4qMOShERESS8elpLuIQD5uYiIhIKj49zUQQAxQO8RAREUllbckX12g0+PDDD5GQkIDc3FyEhoZizpw56Nq1632v2717N7Zv346kpCRkZWXBx8cHvXr1wvPPPw9nZ+caqv0D6MpzUBgDEpFpFBUVID8/G6WlJZauSo3JzJRDVzZkTg9mZWUNJydX2Ns7WroqD82iAcq8efOwe/dujB8/Ho0bN8aWLVsQExODuLg4hIeHV3nd66+/Di8vLwwdOhS+vr5ISUlBXFwcDh48iM2bN8PWthas3ipOM2aAQkQPr6ioAHl5t+HqqoRCYQPZIzJD0NpajpISBijGEAQBWq0G2dkqAKjzQYrFApSkpCRs27YN8+fPx8SJEwEAw4YNw6BBg7BkyRKsX7++yms/+ugjdO7c2aCsdevWiI2NxbZt2/Dkk0+as+rGKetBkTFAISITyM/PhqurEjY2teALGNVKMpkMNja2cHVVIifnZp0PUCz29Ny5cycUCgVGjRolltna2mLkyJFITExEZmZmldfeG5wAQJ8+fQAAqamppq9sdZTnoHCaMRGZQGlpCRQKG0tXg+oAhcKmXgwDWixASU5ORlBQEBwdDSO8sLAwCIKA5ORkSfe7efMmAMDNzc1kdXwoOi7URkSm9agM69DDqS+fE4sN8ahUKnh7e1coVyqVAHDfHpTKrFy5ElZWVujXr1+16uPh4VSt66ri5maPAgANXJ3gpKwlibt1nJLtaHJsU9MzV5tmZsphbf1oDhk/qu/7Ycjl8jr/79tiAYparYZCoahQXp7gWlxcbPS9tm7dik2bNmHatGkICAioVn2ysvKh0wnVuvZeSqUzbmXlAgBy84pRpMozyX0fZUqlM1RsR5Nim5qeOdtUp9M9ksmiTJKtHp1OV+Vnsa4ELhYLS+3s7KDVaiuUlwcmxs7EOXbsGBYsWIDHH38cs2bNMmkdH0r5EA+nGRMRWURkZEesWvWFpatB1WSxp6dSqax0GEel0k+P8vLyeuA9zpw5gxkzZiAkJAQffPABrKxqUUJqWZIsZ/EQEVXt1KmTWLXqC+TlsTePDFns6RkaGoqLFy+ioKDAoPzEiRPi8fu5cuUKpkyZAnd3d3zxxRdwcHAwW12rhSvJEhE90D//nMTq1SuRn2/6AGXfvkOYMGGyye9LNcNiAUp0dDS0Wi02btwolmk0GsTHx6N9+/ZiAm16enqFqcMqlQqTJk2CTCbDqlWr4O7uXqN1N4bAIR4iIpMpLS2FRqORdI2trS2srS26Hik9BIv9l2vbti2io6OxZMkSqFQqBAQEYMuWLUhPT8fChQvF82JjY3H06FGkpKSIZVOmTMHVq1cxZcoUJCYmIjExUTwWEBBw31Voa0z5Uvcc4iEiqtSqVV9g9eqVAIBRo4aI5Rs3/ohRo4Zg1Kin0aJFC6xZswrXrqXhgw+Wo337jvjmmzj8+uvPuHLlMtRqNQIDgzBu3ET06tXH4P6RkR3x3HMxmDx5msHrff99Alat+gK//fYLAKBnz96YOzcWdnZ2NfTOyRgWDS0XLVqEZcuWISEhATk5OQgJCcGKFSvQoUOH+1535swZAMCXX35Z4djw4cNrR4DC3YyJiO6rZ8/eSE9Pw65dO/Cvf82Fi4srAMDVVb+e1Z9/HsH+/XswfPhIODs7w9PTEwCwadO3iIjogb59o1FSosXevbvx+uvzsGjRMnTrFvnA133ttVfh6+uP6dNfxNmzZ7B16w9wdXXD88//y3xvliSzaIBia2uL2NhYxMbGVnlOXFxchbK7e1NqLa4kS0RmdujkdfyWdN3S1UBkmA8i2vhIvq5Zs+YICWmBXbt2oHv3x+Hj42tw/OrVK9iwYRN8fRsZlG/YsBm2tnd6O0aMGINJk57Bd9+tNypACQ1tiVdfXSD+npOTg23bEhig1DL8em8uZTkoMuagEBFVS/v2HREQ0LhC+d3BSW5uLvLz8xEWFo6UlDNG3XfYsBEGv7dt2w45OTkoKMh/uAqTSTF7yFwE5qAQkXlFtKlez0VdcW+PSrlDhw5i7dpVOH/+rEHirLFLvHt7NzT43dm5AQAgLy8Pjo6mXVWcqo8BipkIzEEhInood/eUlDtx4jjmzZuLtm3DMXduLDw8PGFtbY3t27diz56dRt1XXsXQuyCYZjVxMg0GKObCacZEREaQtrHdgQP7YWNjg6VLP4GNzZ3dnbdv32rqipGF8elpLlyojYjogezt7QHA6IXa5HI5ZDIZdLo7+/Ncv56OgwcPmKN6ZEHsQTGXsnVQuNQ9EVHVQkL0q4avWPEpoqL6wdraGhERPao8v1u3SHz33Xq89NKL6Nu3P27fvo34+I3w82uE1NRzNVVtqgEMUMylfCyTQzxERFUKDg7FtGkzER+/EX/88Tt0Oh02bvyxyvM7dOiEefNex9dfr8VHHy2Fj48vZsx4EdevpzNAqWdkArOCAABZWfnQ6UzTFEqlM9IPboP616/g+PQSyJ09TXLfR5k5t7F/VLFNTc+cbZqRcRkNG1acclvfWVvLUVKie/CJZOB+nxel0rmGa1M9/HpvJgIXaiMiIqo2BijmIibJSstQJyIiIgYo5qNjDwoREVF1MUAxF4GzeIiIiKqLT09z4UqyRERE1canp5kIXEmWiIio2vj0NBdd+WaBzEEhIiKSigGKuZQvL8MhHiIiIsn49DQXobwHhdOMiYiIpGKAYi46HSCzgowBChERkWQMUMxF0AFyBidERETVwQDFTARBxwRZIqIa9Pbbb2DkyMHi79evpyMysiO2b98q+VpTWLXqC0RGdjTpPR8lDFDMRVfKBFkiokdAXNwa/PrrAUtXo97hE9RcBB3XQCEisqCGDX2wb98h9O8/0Kyvs379Ghw8eKBC+YQJk7Fv3yGzvnZ9Zm3pCtRbOh2XuScisiCZTAZbW1uLvb61tTWsrfmYrS4+QU1M0BRBo7pa1oPCHBQioqrs378XkZEdkZT0d4VjX3+9Bt27d8KNGxk4ceI4XnstFk8++QR69eqKJ598Ah999D6Ki9X3vX9VOSi//noA48aNRu/e3TBu3Gj88svPlV7/zTdxmD59EgYOjELv3hGYNOlZ/PzzXoNzIiM7Ij8/Hzt2/ITIyI6IjOyIt99+A0DlOSglJSX46qsVGDVqKHr16orRo4dizZovUVpaWuG+H374Pg4c2Idnnx2NXr264tlnR+PIkcP3fc/1CUM7E9OeOYBriQmwCurIHBQiovvo1i0S9vb22L9/L8LC2hkc279/L1q3bgNv74aIi1uL4mI1hg8fiQYNXJCcfBqbN3+PzMxMvPXWe5Je8+jRI3jttVcRFNQE06bNRE5ODhYu/C+USq8K527a9C0iInqgb99olJRosXfvbrz++jwsWrQM3bpFAgBef/1/WLz4HYSEtMCQIcMBAH5+/lW+/nvvvYUdO35CVFQ/hIU9g6Sk4/jyy89x40YGYmNfMzj3778T8fPPezF8+EjY2ztg06Zv8dprr2Lz5p/g4uIq6X3XRQxQzEDQqgFNIXNQiIjuw87ODt26ReLAgX2YNeslcd2oa9fScPbsGcya9TIAYMaMF2FraydeN3Tok/Dza4QVK5YjIyMDDRs2NPo1P/vsI3h6KvHZZ6vg4OAIAAgPb485c15Aw4Y+Budu2LDZ4HVHjBiDSZOewXffrRcDlP79B+KDDxbB19fvgbku586dxY4dP2HYsBF4+eX5ZfccDScnZyQkxGPEiDFo1qy5eP7ly5fw9dcb4evrBwBo374jJk58Gnv37sKIEWOMfs91FQMUU7NxAAAIxQXsQSEis9KePQRtyq+WrgYUIT2gCI6o1rW9e/fFvn17kJT0N9q2DQcA7N+/B3K5HL169QEAgyChqKgIxcXFaNMmDIIg4Ny5M0YHKDdv3sS5c2cxYcJkMTgBgE6duiAwsAnU6iKD8+9+3dzcXOh0OoSFhWPv3l3Veq9HjugTZseMecagfMyYsUhIiMfvvx8yCFAee6yLGJwAQLNmzeHo6Ij09GvVev26hgGKicls7AEAgjqfSbJERA/QpUsEHBwcsW/fboMAJSysHTw9PQEAGRkZWLXqc/z226/Iy8s1uD4/P9/o18rIuA4A8PdvVOFYQEBjnD17xqDs0KGDWLt2Fc6fPwuNRiOWV3eF8IyM67CysqowBOTn1whWVla4ceO6Qbm3d8XAy9m5AfLy8qr1+nUNAxQTkynKApTiAshsHSxcGyKqzxTBEdXuuagtbG1tERHRHb/8sh+zZ7+C9PRrOHfuLObOjQUAlJaWYs6c55GXl4tnnhmPxo0DYWdnj5s3VXj77TcglG/MamInThzHvHlz0bZtOObOjYWHhyesra2xfftW7Nmz0yyveS95FRMtzPWeaxsGKCZm0INi52zh2hAR1X69e/fBnj078ffff+HUqSRYWVmhV68oAEBq6nlcvXoFCxa8gQEDBonX/PnnEcmvU55jkpZ2tcKxK1cuG/x+4MB+2NjYYOnST2BjYyOWV74qrXE9Kg0b+qC0tBTXrqWhUaMAsfzatTSUlpbC29vnPlc/ejgGYWplOSjQlTAHhYjICJ07d4OjoyP279+D/fv3ol27DnBzcwcAyCuZbCAIAjZu/Fby63h6eqJ582Ds2PETCgsLxPI//zyCS5cuGJwrl8shk8mg0+nEsuvX0ytdkM3e3h75+Q8edunSRd/b9f33GwzKy99LeeIt6bEHxcTKe1AAcBYPEZERbGxsEBnZE7t27UBRUSFefXWBeCwwMBB+fv5YvnwZVKpMODo64sCB/dXOw5g27QW8+upszJgxGQMHDkZubi42b/4OQUFNUFR0J0m2W7dIfPfderz00ovo27c/bt++jfj4jfDza4TU1HMG9wwJCcWxY0fx7bdfw9NTCR8fP7Rq1brCazdvHowBAwZhy5aNyMvLRVhYOyQl/Y29e3dh0KChaNq0WbXeU33FJ6iJyWzuyjthDwoRkVGiovqhqKgQVlZW6Nmzl1huba3Ae+99gGbNghEXtwarV6+Ev38AXnvtv9V6nS5duuHNN99FaWkpvvhiOX755WfMn/9/CA1taXBehw6dMG/e68jKysJHHy3F3r27MGPGi+jR4/EK95w5czZCQlpg5crP8MYbC/DDD5uqfP3Y2NcwadJUnD59Eh999D5Onz6JKVOm45VX/l2t91OfyYRHJdvmAbKy8qHTPXxTCIKA/C8nA4IOVg2D4TCEHzpTUCqdoVI9GpnrNYVtanrmbNOMjMto2LCxWe5dm1lby1FSonvwiWTgfp8XpbJu5EfyK76JyWQyyO3KelHYg0JERFQtfIKagbx8ejFzUIiIiKqFT1AzkNuWrVDIHhQiIqJqsegTVKPRYPHixYiMjERYWBhGjx6N33//3ahrb9y4gVmzZqFjx45o3749nn/+eVy9WnFuuyWIPSgMUIiIiKrFok/QefPmYe3atRgyZAgWLFgAuVyOmJgYHD9+/L7XFRQUYPz48UhMTMT06dPxr3/9C//88w/Gjx+PnJycGqp91RigEBERPRyLrYOSlJSEbdu2Yf78+Zg4cSIAYNiwYRg0aBCWLFmC9evXV3ntN998g8uXLyM+Ph4tW+qnhnXv3h2DBw/GmjVrMGvWrJp4C1VybheF4mItFCHdLVoPIiKiuspiX/F37twJhUKBUaNGiWW2trYYOXIkEhMTkZmZWeW1u3btQrt27cTgBACaNm2Krl27YseOHWattzEcgzvBIXo2FEEdLF0VIqpHuCoEGaO+fE4sFqAkJycjKCgIjo6OBuVhYfottJOTkyu9TqfTISUlBa1bV1ylr02bNrh06ZLBaoBERPWBlZU1tFrNg0+kR55Wq4GVVd1fKN5iAYpKpYKXl1eFcqVSCQBV9qBkZ2dDo9GI5917rSAIUKlUpq0sEZGFOTm5IjtbBY2muN58QybTEgQBGk0xsrNVcHJytXR1HprFQiy1Wg2FQlGh3NbWFgBQXFxc6XXl5XfvLnnvtWq1WnJ9PDycJF9zP3Vlpb66hG1qemxT0zNfmzojJ8ceN25kQqvVmuk1qK5TKBTw9/eFi4uLpavy0CwWoNjZ2VX6j6w8ACkPNu5VXq7RVOzqLL/Wzs5Ocn1MtdQ9wCXEzYFtanpsU9Mzf5vK4ebW0Iz3r334OZVOo8F926yufDGx2BCPUqmsdBinfHimsuEfAHB1dYWNjU2lwzgqlQoymazS4R8iIiKqOywWoISGhuLixYsoKCgwKD9x4oR4vDJyuRzBwcE4depUhWNJSUlo3Lgx7O3tTV9hIiIiqjEWC1Cio6Oh1WqxceNGsUyj0SA+Ph7t27eHt7c3ACA9PR2pqakG1/bv3x9///03/vnnH7HswoULOHLkCKKjo2vmDRAREZHZWCwHpW3btoiOjsaSJUugUqkQEBCALVu2ID09HQsXLhTPi42NxdGjR5GSkiKWjR07Fhs3bsTUqVPx3HPPwcrKCmvWrIFSqRQXfSMiIqK6y6ITpRctWoRly5YhISEBOTk5CAkJwYoVK9Chw/0XOHNyckJcXBzeeecdfPrpp9DpdOjcuTMWLFgANze3Gqo9ERERmYtM4IR6AMDt2wUmm8Xj4eGErKx8k9yL9Nimpsc2NT22qemxTU3P1MtqmAsDFCIiIqp1uN0uERER1ToMUIiIiKjWYYBCREREtQ4DFCIiIqp1GKAQERFRrcMAhYiIiGodBihERERU6zBAISIiolqHAQoRERHVOgxQiIiIqNZhgGIiGo0GixcvRmRkJMLCwjB69Gj8/vvvlq5WrZOZmad0GocAAA/aSURBVIklS5Zg3LhxCA8PR0hICP74449Kz923bx+GDx+ONm3a4PHHH8cnn3yCkpKSCufl5ubi9ddfR5cuXdCuXTuMHz8eycnJ5n4rtUZSUhL++9//YuDAgWjXrh0ef/xxzJkzB5cvX65w7l9//YWnn34abdu2RUREBN566y0UFRVVOO9R/jyfPHkSM2fORK9evRAWFoaIiAhMnjwZf/31V4Vz2Z7Vt3LlSoSEhGDo0KEVjrFdH+yPP/5ASEhIpX9SU1MNzq2r7cm9eExk7ty52L17N8aPH4/GjRtjy5YtOHXqFOLi4hAeHm7p6tUaf/zxh9hG7u7uOH78ONatW4fOnTsbnPfLL79g2rRp6NKlCwYOHIizZ89i/fr1GDt2LF5//XXxPJ1Oh7Fjx+Ls2bOYNGkS3Nzc8M033+DGjRuIj49HQEBATb/FGvevf/0Lf/31F6KjoxESEgKVSoX169ejsLAQmzZtQtOmTQEAycnJGDNmDJo1a4ZRo0YhIyMDX331FSIiIvD5558b3PNR/jxv374dP/74I8LCwqBUKpGXl4etW7ciJSUFK1euREREBAC258NQqVTo378/BEFAQEAAEhISxGNsV+OU/790woQJaNWqlcGxqKgoODnpNwSs0+0p0EM7ceKEEBwcLKxevVosU6vVQp8+fYSxY8darmK1UF5ennDr1i1BEARhz549QnBwsHDkyJEK5w0cOFAYPny4UFJSIpYtXbpUCA0NFS5evCiWbdu2TQgODhb27NkjlmVlZQkdO3YUXnnlFfO9kVokMTFRKC4uNii7ePGi0Lp1ayE2NlYsmzJlitC9e3chPz9fLPv++++F4OBg4fDhw2IZP88VFRYWCt26dROmTp0qlrE9qy82NlYYN26c8OyzzwpDhgwxOMZ2Nc6RI0cq/L+vMnW5PTnEYwI7d+6EQqHAqFGjxDJbW1uMHDkSiYmJyMzMtGDtahcnJye4ubnd95zz58/j/PnzGDNmDKysrMTysWPHQqfTYffu3WLZrl274OXlhaioKLHM3d0dAwYMwN69e6HVak3/JmqZ9u3bw8bGxqAsMDAQzZs3F7t68/PzcfjwYQwbNgyOjo7ieUOHDoWDgwN27NghlvHzXJG9vT3c3d2Rm5sLgO35MJKSkvDjjz9i/vz5FY6xXasnPz+/0uHvut6eDFBMIDk5GUFBQQYfAAAICwuDIAiPVD6EKfzzzz8AgNatWxuUe3t7o2HDhuJxQN/2rVq1gkwmMzi3TZs2KCgowJUrV8xf4VpIEATcvHlTDAZTUlJQUlJSoU1tbGzQokULg88oP896+fn5uHXrFi5cuIClS5fi7Nmz6Nq1KwC2Z3UJgoA333wTw4YNQ4sWLSocZ7tK98orr6BDhw5o27YtJk2ahJSUFPFYXW9P6xp/xXpIpVLB29u7QrlSqQSARyqSNwWVSgXgTvvdTalUGrSnSqVCly5dKpzn5eUFQN/25TkYj5Iff/wRN27cwJw5cwA8uE3//vtv8Xd+nvX+/e9/Y9euXQAAhUKBp556CtOnTwfA9qyuH374AefPn8fy5csrPc52NZ5CoUD//v3Ro0cPuLm5ISUlBV999RXGjh2LTZs2ISgoqM63JwMUE1Cr1VAoFBXKbW1tAQDFxcU1XaU6Ta1WA0CFYQtA36Z3Z5+r1epKzysvK7/XoyQ1NRX/+9//0KFDB3GGxIPa9O524udZb+bMmRgzZgwyMjKQkJAAjUYDrVYLGxsbtmc15Ofn4/3338fUqVPFLxD3Yrsar3379mjfvr34e1RUFHr37o0RI0bgk08+wfvvv1/n25NDPCZgZ2dXaa5D+X/Q8v/AZBw7OzsA+ilv9youLhaPl59b2XnlZXef+yhQqVSYNm0aXFxc8OGHH0Iu1/8Tl9qm/DwDISEhiIiIwIgRI7Bq1SqcPn1azJtge0r32WefQaFQ4LnnnqvyHLbrwwkNDUXXrl1x5MgRAHW/PRmgmMC9ww7lyrvXqvq2QJUr71Isb7+7qVQqg/asqu3Lyx6lts/Ly0NMTAzy8vLw5ZdfGnTrmqJNH+XPs0KhQFRUFHbv3g21Ws32lCgzMxNr167F2LFjcfPmTaSlpSEtLQ3FxcXQarVIS0tDTk4O29UEfHx8kJOTA6Du/7tngGICoaGhuHjxIgoKCgzKT5w4IR4n45Unz506dcqg/MaNG8jIyDBIrgsNDcXp06ch3LOcT1JSEhwcHB6JdVAA/bec6dOn49KlS/jiiy/QpEkTg+PBwcGwtrau0KYajQbJyckV2pSf54rUajUEQUBBQQHbU6KsrCxotVosWbIEUVFR4p8TJ04gNTUVUVFRWLlyJdvVBK5evSomx9f19mSAYgLR0dHQarXYuHGjWKbRaBAfH4/27dtXmnhEVWvevDmaNGmC7777DqWlpWL5hg0bIJfL0a9fP7EsOjoamZmZ2Ldvn1h269Yt7Ny5E1FRUZWOqdY3paWlmD17Nv7++298+OGHaNeuXYVznJ2d0bVrVyQkJBj8DyghIQGFhYWIjo4Wyx71z/OtW7cqlOXn52PXrl3w8fGBh4cH21Mif39/LF++vMKf5s2bw8/PD8uXL8ewYcPYrhJU9jk9duwY/vjjD0RGRgKo+//uuZKsicyaNQv79u3DhAkTEBAQIK7At3btWnTo0MHS1atVPv30UwD6ZM6ffvoJI0aMgL+/Pxo0aIBnn30WAPDzzz9jxowZFVaSHTNmDN544w3xXqWlpRg7dizOnTsnriS7YcMGXL9+HfHx8WjcuLEl3mKNevvtt7Fu3Tr06tULAwYMMDjm6OiIPn36AABOnz6Np556Cs2bNxdXlFy9ejU6d+6MlStXGlz3KH+ex48fD1tbW4SHh0OpVIqfpYyMDCxduhQDBw4EwPY0hXHjxiE3N9dgJVm2q3HGjx8Pe3t7hIeHw83NDefOncN3330HZ2dnbNq0Cb6+vgDqdnsyQDGR4uJiLFu2DFu3bkVOTg5CQkIwd+5cdOvWzdJVq3VCQkIqLffz88P+/fvF3/fu3YtPPvkEqampcHd3x4gRI/D888/D2tpw8llOTg4WLVqEvXv3ovj/27u3kKi2Pw7gX51S0ikGKTUzynTGwXFESmKyIh3tZSIqddRivCQGUhrUQ5Qg9dCFIughsAt4oaQbFpiKBCUUFN6iGCkDnbILakxomqLOqOs8yNmn+U91Tv49tk/z/YDgXvu396xZiHzZe+21x8eh1+tx+PBht+Wff1dZWVloaWn55r7/HdO2tjacPXsWL1++hFKphMlkwsGDB+Hn5+dynCf/PVdXV6OmpgZdXV0YGhrCwoULERsbi7y8PKxdu9alluP5//lWQAE4rv/ElStXUFtbi3fv3mF4eBgBAQHYsGEDioqKpHDyp//qeDKgEBERkexwDgoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKEf2nGI1GZGVl/epuENG/jAGFiIiIZIcBhYiIiGSHAYWIiIhkZ97flxDR787hcKC8vFx6+Zivry/i4uKwf/9+REVFSXXNzc3Izs7GqVOnMDIygqqqKvT09CAkJAQWi+Wbc0NaW1tRWloKq9UKp9OJ8PBw7Nq1C2az2a327du3uHjxIh4/foz+/n6oVCro9Xrs27cP0dHRLrU2mw2nT59Ga2srvL29sX79epSUlGDJkiVSzefPn1FaWorGxkZ8/PgRfn5+WLZsGUwmE/Lz82dxBIlotvFlgUQezul0Ii8vD8+ePcO2bdug0+kwPDyMW7duwW63o6qqCnq9HsBfAUWn08FutyMjIwNKpRJ1dXVob29HUVERCgsLpXM3NjaisLAQixcvRnp6OpRKJerr62G1WlFQUIADBw5Ite3t7cjNzcXExATS0tKgVqsxODiIlpYWJCQkSOHHaDRi3rx5GBkZQXJyMrRaLV69eoWbN28iPj4e5eXl0jlzcnLQ1taGzMxMREZGYmxsDDabDb29vbh8+fIcjTARzYggIo9WUVEhNBqNePTokUv7ly9fxKZNm4TFYpHampqahEajEbGxsaK3t1dqHx8fF6mpqSIqKkpqn5iYEAkJCWLNmjWir6/PpTYjI0NotVrx5s0bIYQQU1NTYsuWLSI6Olp0dHS49XFyclL6PTExUWg0GlFfX+9Sc+zYMaHRaITNZhNCCDE0NCQ0Go04evTozAaGiH4pzkEh8nB3797FqlWroNPp0N/fL/04HA7Ex8fj6dOnGBsbczlm69atCA4OlrZ9fHykqx+NjY0AgBcvXqCnpwepqakICgpyqc3Pz8fU1BQePHgAAOjo6EBnZydSUlKg1Wrd+ujt7fqvKjAwECaTyaXNYDAAmL5NBAC+vr7w8fGB1WrFhw8fZjo8RPSLcA4KkYez2WwYGxvDunXrvlszMDCApUuXStvh4eFuNREREQCA9+/fA4AUCv5s/5parXap7e7uBgCX+S4/snz5crc2lUoFYHreCTAdhIqLi3HixAkkJSUhIiICBoMBycnJP/yuRCQPDChEHk4IAY1GgyNHjny3JiAgYA579PcUCsV394mvptXt3LkTSUlJePjwIVpaWnDv3j1UVVXBZDLh3Llzc9FVIpohBhQiD7dixQoMDAzAYDC43Ur5HpvN5tbW1dUF4K+rG6GhoS7tP6oNCwsDMH2rZ7YFBgbCbDbDbDZjcnIShw4dQl1dHXbv3o2YmJhZ/zwimh2cg0Lk4bZv3w673Y6Kiopv7v/06ZNbW21tLfr6+qRth8OByspKKBQKJCYmAgB0Oh1CQkJw584d2O12qdbpdKKsrAxeXl5ISkoCAGi1WqjVaty+fRudnZ1unydm8LDh6OgoRkdHXdoUCgUiIyMBAIODgz99TiKaO7yCQuThsrOz8eTJE5w5cwZNTU0wGAxQKpXo6elBU1MTfHx8cPXqVZdjwsLCYDabkZmZCX9/f+kx471790pzVRQKBUpKSlBYWIi0tDSkp6fD398fDQ0NeP78OQoKCrBy5UoAgJeXF06ePInc3FyYzWbpMeOhoSG0trZi48aNP/3+ne7ublgsFmzevBlqtRqLFi3C69evcf36dYSGhiIuLm5Wxo+I/h0MKEQebv78+bh06RKuXbuGmpoanD9/HsD0rRG9Xo8dO3a4HWOxWDA8POyyUFtxcTFycnJc6oxGIyorK3HhwgWUlZVJC7UdP37cbaG2mJgYVFdXo7S0FA0NDbhx4wZUKhViYmKwevXqn/5ewcHBSE1NRXNzM+7fvw+Hw4GgoCCYzWbs2bMHCxYs+OlzEtHc4UJtRPSPfb2SbEpKyq/uDhH9xjgHhYiIiGSHAYWIiIhkhwGFiIiIZIdzUIiIiEh2eAWFiIiIZIcBhYiIiGSHAYWIiIhkhwGFiIiIZIcBhYiIiGSHAYWIiIhk5w8rTCBGXTnCqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, history in enumerate(cnn_histories[\"CNN\"]):\n",
    "    #summarizing history of training\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    plt.plot(history.history['accuracy'], label='train')\n",
    "    plt.plot(history.history['val_accuracy'], label='validation')\n",
    "    plt.title(\"Training and validation accuracy for CNN. Fold number \" + str(i))\n",
    "    plt.xlabel(\"epochs\")\n",
    "    plt.ylabel(\"accuracy\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "5BuiI5-IAZnN",
    "outputId": "6b41fc97-0169-47d2-accc-abc51d2b123a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "keys, values = prepare_dict(cnn_f1_scores)\n",
    "plot_boxplots(keys, values, title=\"CNN performaces\", figsize=(7, 6), models=[\"CNN\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNN 0.3667 +/- 0.1312\n"
     ]
    }
   ],
   "source": [
    "for key, values in zip(keys, values):\n",
    "    print(key, round(np.array(values).mean(), 4), \n",
    "          \"+/-\", round(np.array(values).std(), 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0AJupTyTAZnW"
   },
   "source": [
    "### Training with class weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UkhYwhjHAZnW"
   },
   "outputs": [],
   "source": [
    "class_weights = {0:(793/16), 1:(793/13), 2:1, 3:(793/35), 4:(793/37), 5:(793/23)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "histories, predicted_y, train_predicted_y, f1_scores, f1_train_scores = get_results_with_model(patient_mfccs_and_diagnosis, patient_folds, class_weights = class_weights, verbose=0)\n",
    "\n",
    "cnn_f1_scores[\"CNN (class weights)\"] = f1_scores\n",
    "cnn_f1_train_scores[\"CNN (class weights)\"] = f1_train_scores\n",
    "cnn_y_preds[\"CNN (class weights)\"] = predicted_y\n",
    "cnn_y_train_preds[\"CNN (class weights)\"] = train_predicted_y\n",
    "cnn_histories[\"CNN (class weights)\"] = histories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cnn_f1_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "C4Pr9qM8AZnd",
    "outputId": "8fe56966-71e4-41e1-b2cb-df05d086e3a0"
   },
   "outputs": [],
   "source": [
    "keys, values = prepare_dict(cnn_f1_scores)\n",
    "plot_boxplots(keys, values, title=\"CNN performances\", figsize=(9, 7), models=[\"CNN\", \"CNN (class weights)\"])\n",
    "# Miks tulemused erinevad: vähe andmepunkte - eri foldid on erinevad, erinevad maailmad.  \n",
    "# Miks tulemused erinevad: lisaks, närvivõrkude eri alguspunktid on erinevad. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "r9PSDYk-AZng",
    "outputId": "2514b031-f5ff-449f-e640-46f0daeaebd5"
   },
   "outputs": [],
   "source": [
    "plot_confusion_matrix(y_pred = [item for sublist in cnn_y_preds[\"CNN (class weights)\"] for item in sublist], \n",
    "                      y_true=cnn_y_actuals, classes=list(classes[0]), title=\"CNN (class weights) confusion matrix\", rotation=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, history in enumerate(cnn_histories[\"CNN (class weights)\"]):\n",
    "    #summarizing history of training\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    plt.plot(history.history['accuracy'], label='train')\n",
    "    plt.plot(history.history['val_accuracy'], label='validation')\n",
    "    plt.title(\"Accuracy for CNN (class weights). Fold number \" + str(i))\n",
    "    plt.xlabel(\"epochs\")\n",
    "    plt.ylabel(\"accuracy\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ceBVbJOzAZnk"
   },
   "source": [
    "### Training with augmented data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "b4v4Can9AZnl",
    "outputId": "2b330294-af69-4800-8ecb-f7e140d1c04e"
   },
   "outputs": [],
   "source": [
    "augmented_data = pd.read_pickle(root + \"dataframes/augmented-per-patient-mfccs\")\n",
    "augmented_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "1ahxd6z6AZn0"
   },
   "outputs": [],
   "source": [
    "cnn_f1_scores[\"CNN augmented data\"] = []\n",
    "cnn_f1_train_scores[\"CNN augmented data\"] = []\n",
    "cnn_y_preds[\"CNN augmented data\"] = []\n",
    "cnn_y_train_preds[\"CNN augmented data\"] = []\n",
    "cnn_histories[\"CNN augmented data\"] = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Bq_4V7uZAZn4"
   },
   "outputs": [],
   "source": [
    "# Currently training on one fold only. Remove \"fold_nr\" variale to run on all folds (might take a while)\n",
    "histories, predicted_y, train_predicted_y, f1_scores, f1_train_scores = get_results_with_model(augmented_data, patient_folds, fold_nr = 2)\n",
    "\n",
    "cnn_f1_scores[\"CNN augmented data\"].extend(f1_scores)\n",
    "cnn_f1_train_scores[\"CNN augmented data\"].extend(f1_train_scores)\n",
    "cnn_y_preds[\"CNN augmented data\"].extend(predicted_y)\n",
    "cnn_y_train_preds[\"CNN augmented data\"].extend(train_predicted_y)\n",
    "cnn_histories[\"CNN augmented data\"].extend(histories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "kmSLWUoUAZoA",
    "outputId": "f5c370ff-9ceb-4171-b4e1-989f96e0c133"
   },
   "outputs": [],
   "source": [
    "cnn_f1_train_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "DqOphESSAZoE",
    "outputId": "d7e419a6-d595-46d2-8dd5-b0c4dd883245"
   },
   "outputs": [],
   "source": [
    "for i, history in enumerate(cnn_histories[\"CNN augmented data\"]):\n",
    "    #summarizing history of training\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    plt.plot(history.history['accuracy'], label='train')\n",
    "    plt.plot(history.history['val_accuracy'], label='validation')\n",
    "    plt.title(\"Accuracy for CNN (augmented data). Fold number \" + str(i))\n",
    "    plt.xlabel(\"epochs\")\n",
    "    plt.ylabel(\"accuracy\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "IvwHjyrOAZoH",
    "outputId": "0cd86ad1-4f45-44d8-f9f2-5c32df50df95"
   },
   "outputs": [],
   "source": [
    "cnn_f1_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MHuTl2KnAZoL",
    "outputId": "0365ffc2-839a-441c-8ff0-720c69bc2331"
   },
   "outputs": [],
   "source": [
    "plot_confusion_matrix(y_pred = [2, 2, 0, 3, 2, 3, 3, 2, 2, 4, 4, 0, 3, 1, 3, 3, 3, 1, 3, 2, 2, 2, 3, 2, 1, 4, 2, 0, 3, 1, 1, 2, 2, 2, 5, 4, 4, 2, 2, 1, 4, 3, 2, 3, 3, 1, 4, 4, 2, 2, 5, 3, 4, 3, 3, 2, 3, 4, 3, 3, 2, 2, 4, 2, 2, 2, 0, 4, 2, 4, 2, 4, 5, 0, 0, 2, 2, 2, 2, 3, 2, 5, 5, 2, 2, 2, 2, 2, 2, 2, 3, 0, 2, 2, 3, 2, 3, 2, 2, 5, 5, 5, 2, 4, 4, 2, 2, 2, 2, 0, 2, 2, 4, 2, 2, 2, 2, 2, 2, 4, 3, 4, 4]\n",
    ", \n",
    "                      y_true=cnn_y_actuals, classes=list(classes[0]), title=\"Confusion matrix of CNN (data augmentation)\", rotation=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "W-qBJpYhAZoU",
    "outputId": "a86c0208-c0a9-4bda-a264-f46af423faac"
   },
   "outputs": [],
   "source": [
    "keys, values = prepare_dict(cnn_f1_scores)\n",
    "plot_boxplots(keys, values, title=\"All CNN models test results\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "RYkJPalaAZoY"
   },
   "source": [
    "# Results + Project poster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WqlkG0_oAZoZ"
   },
   "source": [
    "Here is an high-level overview of the project and all of the results for all of the experiments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "u-Y4vaBeAZoa"
   },
   "source": [
    "![alt text](https://i.imgur.com/SHuBk5C.jpg)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "name": "Analyzing medical sounds using machine learning.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python (venv)",
   "language": "python",
   "name": "venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
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}