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@furuta
Created October 1, 2019 20:10
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Overview\n",
"\n",
"- It predicts appropriate price from resenting price data.\n",
"- It presents a price given another listing data.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data\n",
"Airbnb listing data in Tokyo http://insideairbnb.com/get-the-data.html\n",
"- listings.csv: Detailed Listings data for Tokyo(about 10,000 listings)\n",
"- calendar.csv: Detailed Calendar Data for listings in Tokyo(for a year)\n",
"\n",
"Data wrangling \n",
"https://trial.dominodatalab.com/u/tom_furu/springboard-curriculum/view/aic-05_capstone-project-data-wrangling/Capstone_Project_DW.ipynb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Regression with the Keras Deep Learning Library"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"※ reference\n",
"https://machinelearningmastery.com/regression-tutorial-keras-deep-learning-library-python/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import pickle\n",
"import dask\n",
"import dask.dataframe as dd\n",
"from pandas import Series,DataFrame\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense\n",
"from keras.wrappers.scikit_learn import KerasRegressor\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import r2_score\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.pipeline import Pipeline\n",
"from livelossplot.keras import PlotLossesCallback\n",
"from keras import backend as K\n",
"from keras.layers import Dropout\n",
"from keras.optimizers import Adam\n",
"from keras.callbacks import EarlyStopping\n",
"\n",
"# Marged data\n",
"intermediate_data_file = '../data/intermediate.pkl'\n",
"intermediate_dask_data_file = '../data/intermediate_dask.pkl'\n",
"\n",
"pd.options.display.max_columns = 100\n",
"\n",
"%load_ext memory_profiler"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3668969"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Index(['holiday', 'month_4', 'month_12', 'month_1', 'month_11', 'month_10',\n",
" 'month_3', 'month_2', 'month_6', 'month_7', 'month_5', 'month_9',\n",
" 'month_8', 'day_of_week_1', 'day_of_week_4', 'day_of_week_3',\n",
" 'day_of_week_2', 'day_of_week_0', 'day_of_week_6', 'day_of_week_5',\n",
" 'day_21', 'day_27', 'day_26', 'day_25', 'day_24', 'day_23', 'day_22',\n",
" 'day_20', 'day_28', 'day_19', 'day_17', 'day_16', 'day_15', 'day_14',\n",
" 'day_13', 'day_12', 'day_11', 'day_10', 'day_18', 'day_29', 'day_30',\n",
" 'day_31', 'day_9', 'day_8', 'day_7', 'day_6', 'day_5', 'day_4', 'day_3',\n",
" 'day_2', 'day_1', 'accommodates', 'bedrooms', 'beds',\n",
" 'property_type_Apartment', 'property_type_House',\n",
" 'property_type_Serviced apartment', 'property_type_Condominium',\n",
" 'property_type_Guest suite', 'property_type_Hut',\n",
" 'property_type_Tiny house', 'property_type_Townhouse',\n",
" 'property_type_Villa', 'property_type_Aparthotel',\n",
" 'property_type_Cabin', 'property_type_Bed and breakfast',\n",
" 'property_type_Loft', 'property_type_Hostel',\n",
" 'property_type_Guesthouse', 'property_type_Boutique hotel',\n",
" 'property_type_Nature lodge', 'property_type_Ryokan (Japan)',\n",
" 'property_type_Tent', 'property_type_Hotel', 'property_type_Bungalow',\n",
" 'property_type_Other', 'property_type_Camper/RV', 'property_type_Boat',\n",
" 'property_type_Dome house', 'property_type_Dorm',\n",
" 'property_type_Resort', 'property_type_Barn', 'room_type_Private room',\n",
" 'room_type_Entire home/apt', 'room_type_Shared room',\n",
" 'cancellation_policy_strict_14_with_grace_period',\n",
" 'cancellation_policy_moderate', 'cancellation_policy_flexible',\n",
" 'cancellation_policy_super_strict_30',\n",
" 'cancellation_policy_super_strict_60', 'cancellation_policy_strict',\n",
" 'price_amount_log'],\n",
" dtype='object')"
]
},
"metadata": {},
"output_type": "display_data"
},
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" .dataframe tbody tr th {\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>holiday</th>\n",
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" <th>bedrooms</th>\n",
" <th>beds</th>\n",
" <th>property_type_Apartment</th>\n",
" <th>property_type_House</th>\n",
" <th>property_type_Serviced apartment</th>\n",
" <th>property_type_Condominium</th>\n",
" <th>property_type_Guest suite</th>\n",
" <th>property_type_Hut</th>\n",
" <th>property_type_Tiny house</th>\n",
" <th>property_type_Townhouse</th>\n",
" <th>property_type_Villa</th>\n",
" <th>property_type_Aparthotel</th>\n",
" <th>property_type_Cabin</th>\n",
" <th>property_type_Bed and breakfast</th>\n",
" <th>property_type_Loft</th>\n",
" <th>property_type_Hostel</th>\n",
" <th>property_type_Guesthouse</th>\n",
" <th>property_type_Boutique hotel</th>\n",
" <th>property_type_Nature lodge</th>\n",
" <th>property_type_Ryokan (Japan)</th>\n",
" <th>property_type_Tent</th>\n",
" <th>property_type_Hotel</th>\n",
" <th>property_type_Bungalow</th>\n",
" <th>property_type_Other</th>\n",
" <th>property_type_Camper/RV</th>\n",
" <th>property_type_Boat</th>\n",
" <th>property_type_Dome house</th>\n",
" <th>property_type_Dorm</th>\n",
" <th>property_type_Resort</th>\n",
" <th>property_type_Barn</th>\n",
" <th>room_type_Private room</th>\n",
" <th>room_type_Entire home/apt</th>\n",
" <th>room_type_Shared room</th>\n",
" <th>cancellation_policy_strict_14_with_grace_period</th>\n",
" <th>cancellation_policy_moderate</th>\n",
" <th>cancellation_policy_flexible</th>\n",
" <th>cancellation_policy_super_strict_30</th>\n",
" <th>cancellation_policy_super_strict_60</th>\n",
" <th>cancellation_policy_strict</th>\n",
" <th>price_amount_log</th>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.34284</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" holiday month_4 month_12 month_1 month_11 month_10 month_3 month_2 \\\n",
"0 0 1 0 0 0 0 0 0 \n",
"1 0 0 1 0 0 0 0 0 \n",
"2 0 0 1 0 0 0 0 0 \n",
"3 0 0 1 0 0 0 0 0 \n",
"4 0 0 1 0 0 0 0 0 \n",
"\n",
" month_6 month_7 month_5 month_9 month_8 day_of_week_1 day_of_week_4 \\\n",
"0 0 0 0 0 0 1 0 \n",
"1 0 0 0 0 0 0 1 \n",
"2 0 0 0 0 0 0 0 \n",
"3 0 0 0 0 0 0 0 \n",
"4 0 0 0 0 0 1 0 \n",
"\n",
" day_of_week_3 day_of_week_2 day_of_week_0 day_of_week_6 day_of_week_5 \\\n",
"0 0 0 0 0 0 \n",
"1 0 0 0 0 0 \n",
"2 1 0 0 0 0 \n",
"3 0 1 0 0 0 \n",
"4 0 0 0 0 0 \n",
"\n",
" day_21 day_27 day_26 day_25 day_24 day_23 day_22 day_20 day_28 \\\n",
"0 1 0 0 0 0 0 0 0 0 \n",
"1 0 1 0 0 0 0 0 0 0 \n",
"2 0 0 1 0 0 0 0 0 0 \n",
"3 0 0 0 1 0 0 0 0 0 \n",
"4 0 0 0 0 1 0 0 0 0 \n",
"\n",
" day_19 day_17 day_16 day_15 day_14 day_13 day_12 day_11 day_10 \\\n",
"0 0 0 0 0 0 0 0 0 0 \n",
"1 0 0 0 0 0 0 0 0 0 \n",
"2 0 0 0 0 0 0 0 0 0 \n",
"3 0 0 0 0 0 0 0 0 0 \n",
"4 0 0 0 0 0 0 0 0 0 \n",
"\n",
" day_18 day_29 day_30 day_31 day_9 day_8 day_7 day_6 day_5 day_4 \\\n",
"0 0 0 0 0 0 0 0 0 0 0 \n",
"1 0 0 0 0 0 0 0 0 0 0 \n",
"2 0 0 0 0 0 0 0 0 0 0 \n",
"3 0 0 0 0 0 0 0 0 0 0 \n",
"4 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
" day_3 day_2 day_1 accommodates bedrooms beds property_type_Apartment \\\n",
"0 0 0 0 1 1.0 1.0 1 \n",
"1 0 0 0 1 1.0 1.0 1 \n",
"2 0 0 0 1 1.0 1.0 1 \n",
"3 0 0 0 1 1.0 1.0 1 \n",
"4 0 0 0 1 1.0 1.0 1 \n",
"\n",
" property_type_House property_type_Serviced apartment \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" property_type_Condominium property_type_Guest suite property_type_Hut \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" property_type_Tiny house property_type_Townhouse property_type_Villa \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" property_type_Aparthotel property_type_Cabin \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" property_type_Bed and breakfast property_type_Loft property_type_Hostel \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" property_type_Guesthouse property_type_Boutique hotel \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" property_type_Nature lodge property_type_Ryokan (Japan) \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" property_type_Tent property_type_Hotel property_type_Bungalow \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" property_type_Other property_type_Camper/RV property_type_Boat \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" property_type_Dome house property_type_Dorm property_type_Resort \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" property_type_Barn room_type_Private room room_type_Entire home/apt \\\n",
"0 0 1 0 \n",
"1 0 1 0 \n",
"2 0 1 0 \n",
"3 0 1 0 \n",
"4 0 1 0 \n",
"\n",
" room_type_Shared room cancellation_policy_strict_14_with_grace_period \\\n",
"0 0 1 \n",
"1 0 1 \n",
"2 0 1 \n",
"3 0 1 \n",
"4 0 1 \n",
"\n",
" cancellation_policy_moderate cancellation_policy_flexible \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" cancellation_policy_super_strict_30 cancellation_policy_super_strict_60 \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" cancellation_policy_strict price_amount_log \n",
"0 0 8.34284 \n",
"1 0 8.34284 \n",
"2 0 8.34284 \n",
"3 0 8.34284 \n",
"4 0 8.34284 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# with open(intermediate_data_file, 'rb') as f:\n",
"# df_intermediate = pickle.load(f)\n",
"with open(intermediate_dask_data_file, 'rb') as f:\n",
" ddf_intermediate = pickle.load(f)\n",
"\n",
"ddf_intermediate = ddf_intermediate.dropna()\n",
"# ddf_intermediate = ddf_intermediate.sample(n=100000)\n",
"ddf_intermediate['price_amount_log'] = np.log(ddf_intermediate['price_amount'])\n",
"del ddf_intermediate['price_amount']\n",
"\n",
"display(len(ddf_intermediate))\n",
"display(ddf_intermediate.columns)\n",
"display(ddf_intermediate.head())\n",
"\n",
"y = ddf_intermediate['price_amount_log']\n",
"X = ddf_intermediate.drop('price_amount_log', axis=1)\n",
"X_train, X_val, y_train, y_val = train_test_split(X, y, train_size=0.8, test_size=0.2, random_state=1)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def r2_keras(y_true, y_pred):\n",
" SS_res = K.sum(K.square(y_true - y_pred)) \n",
" SS_tot = K.sum(K.square(y_true - K.mean(y_true))) \n",
" return ( 1 - SS_res/(SS_tot + K.epsilon()) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Develop a Baseline Neural Network Model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# define base model\n",
"def baseline_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dense(91, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
" # Compile model\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer='adam')\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.259, max: 0.369, cur: 0.259)\n",
"validation (min: 0.256, max: 0.285, cur: 0.260)\n",
"\n",
"r2_keras:\n",
"training (min: 0.438, max: 0.618, cur: 0.617)\n",
"validation (min: 0.579, max: 0.622, cur: 0.615)\n",
"peak memory: 4320.99 MiB, increment: 2585.09 MiB\n",
"CPU times: user 2h 47min 31s, sys: 10min 27s, total: 2h 57min 58s\n",
"Wall time: 2h 44min 44s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=baseline_model, batch_size=50, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=100, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.254, max: 0.514, cur: 0.254)\n",
"validation (min: 0.253, max: 0.283, cur: 0.254)\n",
"\n",
"r2_keras:\n",
"training (min: 0.219, max: 0.621, cur: 0.621)\n",
"validation (min: 0.577, max: 0.623, cur: 0.620)\n",
"peak memory: 3252.61 MiB, increment: 3037.14 MiB\n",
"CPU times: user 1h 30min 11s, sys: 5min 36s, total: 1h 35min 48s\n",
"Wall time: 1h 19min 14s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=baseline_model, batch_size=150, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=100, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.253, max: 0.733, cur: 0.253)\n",
"validation (min: 0.252, max: 0.283, cur: 0.253)\n",
"\n",
"r2_keras:\n",
"training (min: -0.115, max: 0.621, cur: 0.620)\n",
"validation (min: 0.575, max: 0.622, cur: 0.621)\n",
"peak memory: 3256.44 MiB, increment: 2988.73 MiB\n",
"CPU times: user 1h 20min 28s, sys: 6min 9s, total: 1h 26min 37s\n",
"Wall time: 1h 3min 28s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=baseline_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=100, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modelling The Standardized Dataset"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.251, max: 0.948, cur: 0.251)\n",
"\n",
"r2_keras:\n",
"training (min: -0.453, max: 0.623, cur: 0.623)\n",
"peak memory: 5165.77 MiB, increment: 4793.04 MiB\n",
"CPU times: user 3h 36min 26s, sys: 15min 45s, total: 3h 52min 11s\n",
"Wall time: 2h 45min 33s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.7/site-packages/sklearn/pipeline.py:331: DataConversionWarning: Data with input dtype uint8, float32, int64 were all converted to float64 by StandardScaler.\n",
" Xt = transform.transform(Xt)\n"
]
},
{
"data": {
"text/plain": [
"'r2_test:0.6209478955807999'"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# evaluate model with standardized dataset\n",
"estimators = []\n",
"estimators.append(('standardize', StandardScaler()))\n",
"estimators.append(('mlp', KerasRegressor(build_fn=baseline_model, batch_size=300, verbose=0, epochs=300, callbacks=[PlotLossesCallback()])))\n",
"pipeline = Pipeline(estimators)\n",
"%time %memit pipeline.fit(X_train, y_train)\n",
"\n",
"y_val_pred = pipeline.predict(X_val)\n",
"r2 = r2_score(y_val, y_val_pred)\n",
"display(f'r2_test:{r2}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tune The Neural Network Topology"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. Evaluate a Deeper Network Topology\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# define deeper model\n",
"def deeper_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dense(91, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
" # Compile model\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer='adam')\n",
" return model\n",
"\n",
"# 60 inputs -> [60 -> 30] -> 1 output"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.235, max: 0.697, cur: 0.235)\n",
"validation (min: 0.234, max: 0.296, cur: 0.235)\n",
"\n",
"r2_keras:\n",
"training (min: -0.081, max: 0.647, cur: 0.647)\n",
"validation (min: 0.556, max: 0.649, cur: 0.648)\n",
"peak memory: 3316.64 MiB, increment: 2934.72 MiB\n",
"CPU times: user 4h 7min 35s, sys: 17min 5s, total: 4h 24min 41s\n",
"Wall time: 3h 1min 34s\n"
]
}
],
"source": [
"# evaluate model\n",
"estimator = KerasRegressor(build_fn=deeper_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=300, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2. Evaluate a Wider Network Topology"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# define wider model\n",
"def wider_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dense(150, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
" # Compile model\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer='adam')\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dKrarM7XyX223F62H2lJ9nSgHywrMN34Gz3wFGqMd6++RGiJojqRfIIfD4XAkjYiEgXuAs4FxwBUiMi5um5HALcBJxpjxwP94H+0ATjTGTAKmAt8XkX7eZ/cCNwAjvZ+zDva5OByOBBjjiwvL0qfg6S/Dlg+7pk8Hg6rdvvBIRKl3DeoqoN5zsKyTFax+t+0jeOIqWPXv2P3tNvEC676TYdbtULUHljy1//0PUl/lO02bP9BlMN/K9rtiO3x4n/a3ug1nKtjneIG19k34eSHsWqEu2dKn4C8z4MEz/LDC9qjaBSkZyW3bDt1KYDkHy+FwOBytcDyw1hiz3hgTAWYC58dtcz1wjzGmFMAYs9tbRowx9tFtOt7/RhHpC+QZY+YafcL3CHDBwT8Vh+MQUrmzU8pSH3Q++Rf88Rgo3eivs4P1De91SZcOCn+ZAe/8Wt2YoDAwRh0ZGyJYWwrRWpCwv411tAB2e9emckds+0EHyxoXDXUaprf2LXj/9/DsV2DPqsT927Ek+Qp+kUrtZ1OjL4KrAvdbc4jgTj+PbOcSf//GaOw1CL6ODxF86zZd7l0NxeO97XdoztrOpYn7t20hbF/kv6/aDYXDIJSa3Pm1QbcSWPmmwrlYDofD4UhEf2BL4P1Wb12QUcAoEXlfRD4QkWY3SkQGisgSr41fGWO2e/sHy3MlatPh6N48fZ3OK3S4s+VDwMRWv7OD8o3v+uu2fQQv/z+IRtpur64c5v/ZFxmRmlihuXE27F3bcr+akliRlyzl22IFUCIi1dp21S5Y8Tz8YSLUlulnz14Pt/f2XTybQ3XUJTDhEhUFQdFhBZIVVBZ7jo2RQLidt27XMi39DrD61Zb9q69SAfj+79s93ebzweg12/Ih5PX3j1NbFnDqDGyaqy+tGGqog8cvhruO9QVdVSBvLFjkoqkJtn+kr0NhFZ4TLoFrXvS2LU3cv5du1vvf3gPVuyGnN2QVJXd+bdCtBFa21FEfberqbjgcDofj8CNRblT8E7kUNMzvNOAK4M8iUgBgjNlijJkIjACuEZHeSbaJiNwgIgtEZMGePXsS7OJwHMaUbYK9aw7+cda8odXv9pcdnrMRLM6we6Uut8zT/JwVL8CDp8O8+9XJaIuV/4KXvgP71un7Ry+E3wz3P3/2q/Dur1vu9+bP4JEERva+dfDPr/vCrr4yNqfnobPaP/8y7xlRQ42GzUXr/DaWPgVNUV8MVWzT5eCT4JK/QF6/OIH1iS5bCKzAe9t2s7A0UL5ZX655rWX/Nr6nfSrb3PKzuoqWQsaGMG5boMedfK2+f+R8+NVgFbnN23qvrYP16g9g/dsaRrjSE332u88bEHuu2wJ5XQ21+pOaCRkFXt/KWvYX9BqXrPNFXdUuFVjZPRNv3wGSEljtJQ6LyE1e0vASEXlTRAZ760/3kobtT52IXOB9NlREPhSRNSLyhIiktdePVKLUNSRRIcXhcDgcRxpbgYGB9wOA+NJUW4F/GmMajDEbgFWo4GrGc66WAyd72w9op02MMQ8YY6YYY6b06tXrgE/E4ThkGKMD34ptB79QxNy74f0/tO8sJcIYf+BtQ96q9mjfh5ysg/51b6lgsgQH74mwg+6I5ypt8XKEqvf61yVRKFzFdnWZ4gtCrHsLFj3mC5t/f88XYnUVKkp2LIndZ8mT+mOLM5RbgVWnIgF80WLD3iz2OqTn6DKrKNbVsQ5WlSeolj8Pvx2tgtrSXJEvLkR09DmweW7La7j2Te/YXqheUyPMe1CdqDsGwu8n+ts2RtVJAm0LYNhpkF3sb1MR9+dUQr7Y2fQ+jDobikbA0qe9/u7SbXqNav5utpXVUrH4Rb+NoMDK9ARWbRm88gMVdtYBbYyqYwVaHMQYqNpNbXpPohmFHCjtCqxkEoeBRcAU7+nf08CvAYwxs4wxk7zE4TOAGsBK4l8BdxpjRgKlwHXt9SWVKLVOYDkcDoejJfOBkd7DuzTgcuCFuG2eB04HEJGeaMjgehEZICKZ3voewEnAKmPMDqBSRKZ51QO/CPzz0JyOw3EIiFSpOIlUqeDY8N7BEVrRiBY5ME2+iIhn/Tu+4xFPxTZfaFgXY4/nXh33FcjsAU9crQPmc36r61sTWOvfVuerrkLf22Om5epy51IVDI31iZ2P2lLA+G6TxW5rBcymObB3lYqQEs8l27s69vq+dLOG/j395dh9G2r8/CTbblqWv19ef9+Jsv3OKvJdnfpK/zrb7Va/qoJq/TsQStF1zQ6Wt19OHxpzB/BG0VXqlj11bWzRiXVWYHnibuNsePlm+PvnveNW+NtGAt/l9o91WTAIBh7vr4/LD4sOOkmvUaQGSjdB0XCYcDFm42z++d5CtmzeQHVqIR/tS8XU7OOZhVuZ8bt3WDLvLUpT+wCwcN12ovU1PL+8hDP/MIdoShYVpbvZsehlWP821fd+is/fM4vbn3wHTBNNCFtm/53rH3wDonXcPb+Ct7ce+O9AMg5Wu4nDnpDy7gQ+IPaJn+US4N/GmBrvH9UZqBgDeJgkEofTiFJb38GSiw6Hw+H4j8cYEwW+AbwKrASeNMYsF5Gfi8h53mavAvtEZAUwC/iuMWYfMBb4UEQWA+8AvzXG2KzorwF/BtYC64C4klwORzcmGC42/y/w8Ge1tHZb1JbBaz9KrqT3lnlaMnvJTN/NSJS/tOE9eOQ8WPgQzL1HnZbXf+I7O9b5kZA/KLfhgYOmwbUvQU4fzbsZcaauby0s7MVvaREJKwZsHlDPEbrcudQXKrWtCawE52EFXdlm3aZ0g4qUyh1+GGJdWaDAQ50fFrf+bW9fTxRFgw5Wmb99OB16T4B+x/jHTbcCq1BdnR1L/EmE03J9l2bbQu8Ym4j28M61Ms7Buvxx/jf/p3zlLWHN8bfBhnfh/Tu9890EJetpSMmmoXwHa3dV+iJwo19kpK6hkRcXb6eiwr921ZsWUm9S+NOCCt456pf8Nue7ACxesTLmEv503WgwTfzirj9BtJaZa4Svzc1DMDz771dZvW4dG+pyWLQ3RF35Hr7z1GIm9s9jcuom3q4fBcCbi9eTYiJURlMRYFdDJq8u+IS0un1spZjshhLG1y9i+Sp1+D42IxnITtLLNLetIasP2xuyOVCSEVjJJA4HuY7E/4AuB/7hvS4Cyrx/iG22GYxtFwyRShff7nA4HI6WGGNeNsaMMsYMN8bc7q37iTHmBe+1McbcZIwZZ4w5yhgz01v/ujFmojHmaG/5QKDNBcaYCV6b3zCu0pKjs9i2UIVKe7fUntVajKE1qvZokv/+ECzqYMt5t1ZxzbJ+Fsy5S+c1aoslT2pBhNm/8yebBb/M+IK/wsoX9fzf/Jl/7NWvaKjb+3+AdbO89UsAgf6TfVGwe6U6Vzm9ofd4+NZiuOgByMjXz1tzsCLV2r51sKzTkuaF2u1a5gusRG1YwVO2MXa93bZ0U+y1KdscW5jD5oZ5wieaP1iFV6Taz22yYW4AdWXsLK+job6aPQNm8PDRj1OXEQhFTs8h2tjE9kgW0aq97H7u+/DOHQAsCY8jUrGbH898HxPISVta0wOTkkn5nq3sKK9lzYaNNEmY53YX85e1Ki5uWncMm8ODWL38I15ZtpNnXn0dgDfqx5HaVMdFv3+Fme/GhjzWp+Rx2T3vsPmp73H9Pf6cVtlNVZSk9OLXr67hmkeXsrE+D4CSnerY7QsV0ZCaR//J5wBwWqOGa84vy2VgP5UHP50xgKm9DUMGDmTEkEFkUsf5E4p49KJiMhsr+fRZF2AQbjiuBwBfOHkML3/rZHILejK1DxRKJX1OvIKm9Dx+Mmwdj12mEeVjppwBwF2n6O/Qdy85lfHHnMiBkozASirJF0BErgamAL+JW98XOAp9etihNoOx7QCmbGuizRwOh8PhcDgOHetmtZxjqCMs/JsKlfYKTNxznOYWJRJijQ1w12R4+5eJ9/3kZXjymtZFXNDBsg6HzSEKEo34bdTFOT/x1JZC+VZ1rvodA59/XNf3OUodGOv8zLlbz3/Du+qapWbBzmXqwIy/SOcjsiFpu1dC4VDNx7ECa99afW/n/g6naAU5K7ASuU+gwqW2zHePPIEVrfcEzc6lfu5VXZl/3mvf8Pa1DlYglyl4Xco2xZT+NmWbKdmyEhNO127t1Ou7a7t6F6+U9AXgkzWrKNmuTldjpAbjCayX5q3gxDveZG9pGW+tq+KnLyzn0UV+rtVN/1zHyb+exeNLq0mJVsOu5Sw3Q3gk9TJeqxxMWmMNO5bOQjA0GC3pvrIygy0NucxauJQTfvkWC1asYV9TDt9+cil5GSnc/OlRLN1WzppIEZRu5MbHFrJ0qYqp3JHTAbju6CzWbdYxeTm5REwK0lBN78qlfD3lBa7vGZjvCug9cCRfPWUYt10wgTuvOQWAk/voJMg9hk0mtf/R/NcFZ0BGPic3qYv6f1+9gB9cNBWAYbmN5FBDTn4RJx89Rj8/dwCpOzX8MHvocUhqJgV4gjk1k9RwiLyCXgwyOxAMKfkDCI0+G1a9RKhC+541VNsX7/5PLejP5AsPvKpmMgIrmcRhRORM4IfAeYH5RCyXAc8ZY+x00nuBAhFJaavNhFQ4geVwOBwOh6OLees2eP5rfqjcW7fB1gVt7xPE5qXY8LD2aEqQIlG9V4XC/Ac1byWeJTO13Peu2MEulbtg5lVxlfY8IbE7NmyLaD383yj42BNKttS4FVjlW7Wt/x2gJcQfvRDuHK/jtRk/h7GfhQvvgxm/gB5DfIEVqdJjbZ4LCBxztc7dVFcGA4/T6nhr39Bt966BnqMgt48KrKYmdYUKA1X/LKEwJj2PDdu2U1HXwAuLt3PrC8t1mh9jNKytrqxZEJn6KuqjjWzcpaLF7Fmlc0KBljJvqNUQv8cuVlFsNGzxk5VLeXX5TqKNTUSiTWzarqGLW9avpHzdPPaFtBLdm3Pns3H1ElaGR1NHGk+/Oou3V+3mgX+rS1M8ehoAP3v8DaIlKtp2lZTx6sfq9JXs3c31pwyjMK2R40f156VvTic7r0fz6W6rDjO+Xz5nH6/lEYqljKU50/lJ5QV8ZurRANw1WYtSvNl0LAC9+w6EnN6cUNzIjz87jnOHp5Jf1Jf7rp7MI9dN5YZThvOL88czbcpkRqTu5ZEvHcePp2djUrOYPv00AL41NZdbTte8p7wfb4TTvkeaNHLfRUMAOLNvXezXUjCIW84Zy9XTBpOarcUnUqp2QGo2oYvuh0v/pmK5z0Q/vLNgEKSr20Vduf5k5BPK0iIUKfVlWpY/JQOKx2phC+s+pmbqMrPAd02ze8LYz6lIXv68ziHW92jvQnq/u7l9Wt5T+0FK+5v4icPANjTU78rgBiJyDHA/cJaduDGOK4Bb7BtjjBGRWWhe1kzgGpJMHA7ZspQOh8PhcDgcrVG5Uyu7Tbqy/W1B3ZPe431HpD1KN+hAbc1rMGIGvPsbHbQPmNL+vtF6X8isn6UFDIZMVwESJOg8NTZAOG4CVJs7U1sKHz0MU2+M7f82z0lZ+zr0meCv3zpPJ+61IWnBAgnxAquuXNtf9W8VQfG5S7N+qdegMQKLZ6p7M+w0GH4GDFWngqMv12WMwKpWkbXqZS1mMHAqzPOic/tMVNfs1Vt0+31rYcQZkNsXmhpUvFVs0/3QSnLFuemkhkOUVkdojGawcNVGnvzbApZuK6e2oZGc9BTW7NjH/aaJaHUJFU3ZFAL3vLaYl+bP4a5oHYRATCPLP3wdW7Pvf5/7kNL1i/gN8P57b3GS/QpLNvLVRxdy1vg+7K6s4yclexgcgp7RnZSvr2RB00imhqLs3bqW41N386/aKYTC/RjGNq56aD5XpuyAFDj+xDNg7e/58pgmitersChMbWRMThjK4PNH5ZJ29lhYWM/Qvj2hXz6jThoHr2g/Zv73mUhqJizfqiXngItnnMqUfqcwojQMCyFz/WtEC4bSb8CZsGw+n5o8HjZXwM6lXDd9KKwqh7xenDXBFxdfOGEIzBsBjfWc0q8JFm1WwZOrjhuVuwjVlUN6PhJOIS1ThVDYVia0BTvCaXpv5AfKM1jRVFsK2b00f8zSZ6LmdOX0UZFkjAqh+opmgdW8fW2JhnT2Hq+/GymZvvuYEhBY9uFEdi/oO1Fz+bbRjDEdAAAgAElEQVR8ALn9/H6VrNeQUyvMDpB2HawkE4d/A+QAT3nl2JsrN4nIENQBeyeu6e8BN4nIWjQn6y/t9gUhXJWc0eVwOBwOh+MIZvFMdZhsSWlL6Sa4NV8LK1h2rYD7Tko8uWoi6ip8QbJ4pl9IIK4qWqvsWq5CIae3Cpd/fj12wlNLcB6lpgZaYEP8MvLhle/DQ2cHPtsbmNPo9dj9rAu1c6kOdguH6fsBx6toC+Zm2RylzR9o/+Jzl7Z8oIUl8gfBh/fqutNugZMShFn1GAIlG9WBsvvvWExlj/E6SAZA9PWIT+nbhX/Tin7WwQIenqkp/b9dEOW3r65i+q/eYvqv3uKHzy3ls3fNZk80k9H5jczbqIPtiQPyuXvWWlZs0nshVF9JVbme44SeKVTUNtAzo4m9GUMACO/wQ/xmL1lDQYOKhvxKDec0OX0Zn1nK988ewyvLd7JsewUjctXZyqSePlLChuIzyes7nDN77CLPVHDqCdMYNPoYpmbv5LufGc33T/ZEguegzMjx8rRyepNBhCF5OkRPi1To9YrWNYuG1EwvDDKUgqRk6OvA5LipxSMZUZwLOV6uVtVOUkbNYOKx6paR3VO/87JNXrnyvYnnfuoxVJelG/X3pmCw3rNem9SVge2LLRdvS6/bEMqCQd4yEAxnBRZAWlxBiT5HeccerEsRLeRRvVevQUaeny9X71W/zPL6nprpl6q3QsnOhQUqsDLyoe8kfZ/bB1LSdT2o4OokkpoHK4nE4TONMb1tSXZjzHmBfTcaY/obY5ri2lxvjDneGDPCGHNpgrDCFjSQQlp1kn+8HA6Hw+FwHLnYogPxZcHtfEpz7vLXWYEUqIbWJvbpfP4gFWW2+ltwEty22OGFB077GmCgaKSGKC19Kna7PQE3qTGRwPKE0NXPwcTLNdzOFkfY9pEuB05TcRQs2GBFEkYH1nlenbHxF+oy6GJZp6pmrzpJQQerep+uG3AcZuh0qCvHpGRCv2NjulkfbeTNlbtYFSmCSCU1ezbEfH73yiz+tipMAylsln786q0tzC4tpCqjL5Xva4GPP68Mc92zmiaSvnUOAEtri7h71lpOHdWLcX3zeGHxdkIhGNi3LxOKDN/61Eh+c+lE7rnyWK4/eSjPXa/V90Ji6GNUIJ82JJP3v38GBalNFA5VsTM67EdL/eOLY/jmZBUxY1NVPEj/Y5C6Mm48voh7rzqWp288gRxT3TxAb8ruxVdv+CbpRYPpWanXsv+E08gaOo2Uqu18/Zh08hpLIT1fHZbMQljlWVKDpmnFxWCZdluB0YoGK1DScnzHMiCwmkMnswPFMMacC4Onw5m3wqjPqPvXFNV7uWZv7LYW66iWbNDtegxWgZKSofd6bZm6PuALpfjKhAWeUMoPCKxwii+S7NLSd2LsfqCiyv4eZxT4lRMj1fpjj50acLBSPeGZ6YdTNp/j0JN1mecJKnv/d1J4ICQXInjY0EAKGTVOYDkcDofD4WgH69KUbY4N27MDrmBlNysi7ISo7VHiCYTRZ2lYmxVMSQusxTpQnfZ1HfSNvxAeOgde/6kOhO2AcXeSAqtoGAyaqjlXNSWQ3x+2fwQInHIzPH6JFuUIp2k4or02oE//i4ZrSe8x52pY3svfhdN/AOPOiy1msXkuJSX7KASe/XAVaxY8yveAfYXH8MyiWm4A5kSG89pLq7nw2AHMXbePfVX1PLtoGyXVET4TquH+NPifu2byQGAEWlU4jltfWsOItDFU5Q7jgXfXc+/b6/jflLFcmfIWAPcuCzGiRzFE4cz0FdAIf/z6JczZGuHT4/sQDgm2yKc88Rco2cC3Z4xqPsYPzx0X852niRc2Zs8vWk8ory9k5CMBMZpPDdTp2DPc6HkBvSdoaGPlDs4+aqw6e/UVMPxTULmd0LHXkJae4bs3Q0/R7ydFC12w5UN1J63DlNcfdi313JWjYcU//WIataVaoh20EAj4AiPoBNmwuZzeKkjsdwva7uCTVNhM/7ausyJszyoV31kJHKyCgYDo/V1foaJHxM+Fqy31HSIrlCrjIs2sSAs6WLbvkSr/nCw9R2lfbG4UqBAt3+qfi/39iFTFCaws/7rZdu1kwxLyf/eHnKJVKq2gyh+g55jXt+U12E+6lcCKEiI10s7M3A6Hw+FwOBxWRMQ7WFaoJBJYOxZrsYi0uEFfPDaPaPBJKrCsW1S5w8sZaSePa+8a6DUWUtI0rwngrDvgobPg/T/C6V7a+s5l/j42RHDWL3VwP/x0zU0Jpegg1zoYtVZgLYKeo9hWNI1eKXmEV/6LplWvUlkwhoIRU5tDmHZEc1hTfBUjP38BeVn92T3pu/Rb+RCb//lLrnoui8sLV3OTt+2Cd1+mbt8WpochFK1laMMyGkyY0/9eTo/QYK4PC9X9TuSRDzbx8Fx1+UTg9NHFfOGEwZQuq4ClcO7gRs3q9/ifqy9mzfOb2Tf1Sc6f1J/51RGWbitnbGkt/PstmjILefmmCynMSqX0rjvpWb4csnqS36OIswMGhdjrnpGfuMS6dfeC2FDFaJ06Mz2G6H2QXazOZl1Zy3uo12hdVu3S4grROs0zGng8TLgYRnuhmj09gXf6j3TZe4IK2c1zNbwzu1jX53sCa8DxkOqJBevE1Jb5blZz2JsnoNID7k+mJ7CKRvjr0rJ0/chPt8zf8/LXmuc9yy6iBSnpKv7We1k+NmwvxxNYdWW+KLECqyJohHil9Ve+AHlxU+Rm5KkYiw8RDKfCNxfFCq+MPP93LD0vILA8B8sKztQMmou12NBJKwCziiDk3fWDpqlo66XVCJudrE4MEexWAssgSFOkq7vhcDgcDoejK6kp0cp159/tDxTjsaFsZXGDY5vw7lWDA/xBdlNUy5XbEKIgDbXqGBUM1AIXmT10wAyeW4SKoJqSxIPV+L7ZsCTL4BPUyXr/D3DiN2DmlVrC3GKF4coXtdreziU0jT2futQebN5VyRhvgD1n2Rq+89Bu/hlaQ0Vmfz7z2/f4Q3gc5yx7mlQMO3ft4u19n3CR1+ysrYYfPG5Ls28BjuGOlPmcmbKIScMK2LdVHYEyk01TyQaG5wlUwwXj8jF717Bn32iO6dGPn3xuHFI/hk8Xj+P5XRFW7KhgxrjeFGalEQp5wid/AiyF84caFVijzgLTRK/e/Xnyq/71KMxO49RRvaBuBrwSJtRzJL3zdMDc49xb4e+Xtv69gw6qEwqsupbrIlUqihvrPYE1VAVW0XBPYJW3vIeaBZYXWmqPlVkAEy/1tzvqUi1V31sr/BFO0QqJm+aqILN5Z3aAP3CqL6Ii3gOCujJfGDaHCHqCIhhel5KmYqqn79oBcM2LfvtBsnup2LP3WCIHC7Q8vg2dbQ73G6CFUhrqAg5WXIig7d+kK2Hi5/XcgzSHOSaY1Dcjr+W2NkwyI98XoZEq/Qk6WJZ4BysYApmeA9/62O/DkR4iaBBCjU5gORwOh8NxRLDmDS3ecON7sdW9Ns+FzXO0xHmrAivOwVr5LxU2waT32lIVSsES5+vf1if3i2fCuf+nFszaN+H5/9LE/rGf00T+HkP8gWvQDavcESuwPnwATBNMuzHQtypIz6UmEmXZtgqmDO6hIuTYL8Ly59jy4u0M3PAutVP+i8ziYfDyzZRW1fDMivVctm87JlxIfmMJ5aveZWc0lwvufp/vToryFeDxtxZB7mk01ZTwUeUAzju6H3VVZxDaomXB+2fUsVciNDakEW6KcPbUoxh11Ams2V3Froo6jh3Ug1FrFtNz/ts88PnRsHI1PA9pvYYzqaGKtLAKLCLVSMV2igdP4uFLjvdOTEMxjx6YxdEDA9fZYueosuFeJ3zdrzSYiIx8OP6G2O945AwY81nof2zb+0Uq1f1JzVLxAb4TFCRS7ZfaT0lXQQEqtDbPVVFduV2r51Xu0PZs6F+VV0DFCqz0OGGQkuaLK8ugE2DW/6qYG366rmsWWMf7bVqidYGwNyuw4gpLWK58smUoXrB6ZBARDS3dtkBd0MGtTK572i3w7AYt6mLD/QqHwfJnvbC7OIEVCYSfpns5YvHiCvx7IZHAarFt4Lpm5Gt7KZnqApqm2BwsS3wOVnwRj2DlQiuwEgnR/aRbCSwQQiZBDLLD4XA4HI7/PLbOg31rNCSveKy/fvcKXdpQvUTEO1gf3KsD4VO/62+zZ7XmxtgQwREzdE6p936r70//oYql2XfqYHL6t7WdaJ1OhmtDsGzlMtAn+MFB7Zw/Qk5xrMCKVLGhUjj3tjeoiTRy8bEDKK2JEG5K427JoHjpgzQQ5vjZx/Jfg7bwNeCLD77P8mh/vpRRzlsylRnMpUdTKXW9RnNSbk/+/NFqvpIGVx6VzR8uOx1ur2HCsKFcetnRRCt603TnrxAR8qnmlEHpUDkG+kykxzHnM2VAIVOGBAacDeN0kp6SDc3XJqv3CJ2XyoZeRap9gZosVtzaKXfiCxwk4uw7Yt+LwOWPt3Mcb/D+q8Ew9FS4xituHR8iGEr1BJbnbKVk+KGWOcXav90rdBA/cKrOKZbZQ4VUOD0gsCpiz68tjrpUS/pHa/0QwWFnaFXLAcf5kyuDf2/ZvKZmgdVKgYiBx7V//CCFw9WtG32Onm8ihpwE35ivYsYKnaLhek1MU6DIRYLvsq3vN6MNByueoHAN7mevvz1OSlBgeQ5WRgIHK55B06D/lBbFWQ6EpKoIHi4YCRFOVKbU4XA4HA7Hfx42BKtsCzx4Bsy9R9/b4g+lGxLvB/6g17ollTs0hC9YLGLvKl1GqnRw/amfxIaW2TLodWWadH/mrXDlEzqQs+Fd+d7Tb/t03yvVHm1sYuabH0L5Frbu2sM1f53HuJ+8wref+JhoXSVvra9hTJ9cvnjCYJ75aCtz1+1j9oYqZkfHki5RqvtO5ZrTJ/LRNg1fHFOcyZs3TiBME2fOOBcjYQD69h3AX689jrd/okF/J/ULk9JYR0pTPeOGDUJESM3vS+irs5CTvqnnWrNPRcgF9ySet8u6OCXr/fDJwmEqWq2YrK/wynR3QGCl5ahQtd+JDXXrbDIDQmdDYJagaJzAyu2rbmIiByurSAfnO5fq+4GeS5fZQ0VeTm+osveHd89YYdcWhUPVuQO/yMWAySoC07JiRYJ1VGxekxUNKekq8A70+llncPI1bW+XluXnX4Ff1h98ARPvprW2rvkzTyjFF7lIRLyDBZ7A8v4+WIEVdLBS4h2sNgRWwUC4/k3I7d1+X5Kk2zlYYedgORwOh8NxZGAHULuWaW5UVpEOTnd7OUNtOlheqFJ9uQ6AK3fqACoosLZ8qGF5thJZ34kw9WvqVFTu8ATWGN2/2BNUw06Dm1Zg0nN54J11HFOSzfHAR5FBHMtG5i5exgOL57G7sp4BO9/k8jRIbapjw95qZozrzRvLt5ESqqMhJZv7vjCZXjnpTB1axLh+eYQEamYvg0WLKJh0PjdPG81cGQ1z4NZzR5KdqQJB8gfogLdkffPAMSMjUweatSV+SFlmwJXqezRsmaevyzarI9MazfMfWQdL/LA4m8NWuTPWwUiGUEgHyHaupGQcrP0hKHSCuW7xDlZeXy04EnSweo3RZdEIFWq7vEIjA705pOz55hQHHKyylsdti5O/o/fniDNbfhYUCbl99Ph2fjUrGkAFn53PaX+Z6E0APez0ju0XFFhWzKZkAgIYFU0NNUk6WEncA1aMSSi2vHuzg5UoRNAWBMlXMVwcF6p5kOleAkuEFNOQXIUeh8PhcDgc3Rs7P9X6Wbrc84kKpL2r9X3JxtbHBPWVKgrKNutEwg3Vuq+NhBlxJix5Cj7109hSz2ffoaLr3hP8uXzqyiEjny0lNfzw+WUs3qID6vLaBu7MVRGzur6AISaHtevWsq2olsYmw83jymEt9M5o5N3/p4PYmvKBcCdcduJYCnN1wHzuxEB56DOvhegqOOoSAE4Y0RvmQHbY+Ncju5cKgJL1sbklWYXqTlmXKZhnAr44qN7TtvuRkafHKFmvA9m0HH+CWUtz2ewkwuJi2s73BWBbDseBEOxTMH/L5mBJWIuc5PaF7R8HBFa6CqfvrNJ+2rnSeh+lOV8pGb6gyOntC/yOOFig1/7c/0v8WWpARDU7WDZEMOD2XPuv5I7VFj1HwBk/6vh+WUWaB1Zf7l/rUEh/hyJV6ubuXtGOwNqPHKz0PP93PT3Hz32MF1ihFL9qYigM316u6w4h3SpEEIQQxn964nA4HA6Ho/ux/h24b3riqm5BrIO1WQs0ULZZJwpuatDqbJFKv5x1kGi9VoWzVf68Ag80Nmj1NqDxpG/T1BjhsT/+gI/WbWNvJJWVOypYsLGEObt0ePTrZ2Yz6dZXMHUVlJlMvvjXeSzaXMo5R/Xl7Al9+Pn547ngFA0du/y0yeT2GsSVuR/zWv4dvHnickZWLdDjBopoZBl1UQoLW6k0mN0TLn7QF04hb6DY1ODPe5VdrJMT2+0tmYV6PZodrDh3KRg61154WY+hXg6WV6UtJxBiJWFfrHTEwYJY8ZOaxOB6fwgKncbAmNHeb7ZaXF4/vU/qvTDI5rCyAh3I2+qQJ35D3w852c/TiXGwrMCKK3KxPwRFlC1tbnPWgg5NVyLih1IG7ykrqKwDmkyIYHtTIgS3DX6vadl+yGdzmXbv+sSHHYZTD7kx0+0cLED/OMbX83c4HA6Hw9E9WPOa5rZU7YrN7QhijJ8DFawgvOKfuhx9rs71VLpRxwTbF8GwU/UzGx7Y71idM2rDe83tNDRESAVumlXPpY3jmN70EXvqctncIFz0B90uRBNr04VhWbV8qjgTWW+4a84edoRqeey6qbEFIZZ4g+Cc3qQOmqJl1OvK4dUf6PpQig4Em5r0Kb/NaUo2PM6OdxqjvuDM7uk7M8Hckqwida+s6MyMc7AyAmKoPYFVOEzLc+cUewIr4GDl9PYLL3RYYFnnIsefl6izySn2XSo7OTD4ojC3r4qWXM85rNmny6B7BFoxculTWtAE4OqnY49Rs0+/l/oKncQ5JW7//SHYhg3LLNvs9S8JMXKoKBquk/MGv3/rJFnxlZSDlcTvgd02KGCDzld8mfbO+B4OkG4msLxfxGh9cpaiw+FwOByOw489XnEJW+kvEZGq2LLa4TQVWgsf1ifaI2fArNs0T2jrfC3n/r2N+kTda3ddpICh2cU0bXyfFKAxGuG9T3ZwBjBnYznX9x3GkLqPGJLfk0goj9vGTqAwO42CrFSiT/bg4tHpXDJ9CPwBpo0bznXnnka/gjgXwc6JVDQcJl0Bn/ujPhAu3QS7lmvfZv9OzyU9x3dLki1QYEObmhpUcIZSdFA7cKpek56j/W2zCqFkne9gtQgRDDpY7bgtBYM096euQsdcQSGX13f/BVZzWe+DFB4IKkBvfA/e+JkfXgeagyUhFUepWX5frMCKH5if/yc493d+mfcgOcWA0TDS2jIVAZ3hkgRFVFaRvm8OEex64dCMzcMKOpJ2bJ4/QJ3Xthy9joQINjtYCdyyYBvNDlbXO33dSmBJ0MFyOBwOh8Nx+GKMLhMNOq3AqksgsIyB+wOhWAWDoWyTztOzcbYWFJhynT+haukGrwqc4bm5y8nuPZxdq5fzBeBXs7ZxbbgnJ4bV+WmI1LNg/W7OSIH5Pz4bZi2Cea9DRgFphb24elrATcvrDTV7msO/Zhw7CuLFFWhhjG9+7D+1t+fbY7D+2PAuK7DsPEEddrAaNAcru5ceo88E+OFOzTGxZBZCTamfg9UiRLADDlZOsRaxKNukk9CmpOuguK7cd34SHaM97MD6YOVfWXqP1/CzaCAMNVqnxRhy+6oLZwfmNtcuXmClpCUWV+A7esuehSVPQP/JndPvoIhKzdTvu2yT15+uFw7NTP4S5A9MHHaakQ+X/73lHGBBbH5ZfG5fIjIShQjmtHydcvgIrO6Vg2UdLCewHA6Hw+E4vNjwHix50n//wKkw6/aW20WqodwLeUrkYJVt1vDBpU/peztwLR6nhR0Ac+wXWLanAZNZCBU7iNaoCPrz64u44dGFvDRfqwxee8bRZPX3B3lp0sjAfO/ZcjhNHYJonTpD8eFX2T015ymZAgZWXCWieQJWb66tZgcrWYHlDfAbI9qfoJMUFFeg51NfruXDUzJbDjSD59Ceg2UHvqUb/XOw8zbFCKyOFrk4BA6WJZzeMkQwNVPnN7v6Gb8PzQ5WevJt2+vz6i0qNC75a+f0OXgfpmb533dKxsELqdwf8vu3LO9u75P0PBj1aXWyWqPPUfBfH+jcX+2Rnhe7DB4LWpZpdwKrYzQ7WFEnsBwOh8PhOKyYdz+8/Ut93dQEO5fBx/9QRypSDf+4Qif2tRUAIXbOKYstJW7DA63AKhoOg0+iqs9UPv9CHZ+9aza7Ihns3rOb95atA+DmU3rz5FdP4O6LVYidOG4Ik47xy5GHaOKKY4oBUXFiQ+iqd7cMVcruqcKroxXi4rEDZns+9R10sJpDBL0crLbm87HnU7I+sbMUCifOZ0mEFRCNEf/a2HV5nsBKzeqYKIGAg3WQ5sAKkpIWO2ZsqPVES5HeTy0EVgdC8HoM0e1Hfga+/ErrE/V2lHCq5o+B72DZ14c7zQIrye+2eGxyYZVtOVgS9u9Be40OA6evm4UIqh5siNTiSlw4HA6Hw3EIeO1HOlfQlU+0/KymRCcAvuSvKhzsHFO1JVpgoGIr7FisIXyrXtZB/9BT/P0ThQhunRfzNjp8BuFRs/kkZyq/X3k0r23cSUFWJddNH8qe+RnsXb+ZqKRBCE4fnA5DC6HCG1Sn50GvUbHtN9T4YXdZgUp+LQRWL09gdXCOo3hsu2Vb4I1boc9Ev2/JEBMiuNfP+UqEFVX71rbMvwpuU1eeXIigxQ5mbSXB3H6xx+sIhyIHy9LCwaqNDcGz3031/jhYxXDzGr2OnV2hLjVLQ0lTM/wqkYeBaGiXjgqspNvN0fnMgr/L9lhpOf71P4wcrO4lsEJ6Aevq6pzAcjgcDkczInIW8AcgDPzZGHNHgm0uA24FDLDYGHOliEwC7gXygEbgdmPME972fwNOBazNcq0x5uODfCqHF+Xb4IP7NEzNzje11xu8ZxXCvnWaA7VzqSewPGFjq92BCqteY/T1smdVMIRS1JGpT+Rgfahlnks30IQw5verCIevoX7JZnLTU/ifM8fw5elDyM1IJbJ7AINrKknLSIOtaMjhQ+f4rlN6rp+rZYlU+6XPYwRW3IA/u5e2YysZdnS+J4t1sDbN1uqJlTu9viXrYAXLtO+OLcsej51Ut3QDDD4p8Tb2PDoksLL99tPzfZG0PwKr+fiHQGClpKuDtXMZvPhNFVzBwXezg9VKDlZ7dEZZ9kSkZngCK6ubOViBHKzORAS+tSQ2JNbeP8H7yAms/cM6WDW1NRwCY9nhcDgc3QARCQP3ADPQYfZ8EXnBGLMisM1I4BbgJGNMqYjY0WMN8EVjzBoR6QcsFJFXjTGebcF3jTGB2sxHGHPv1oF9U4NWpssqhMcuhGGnwXl3+aFV9RWaW9QssLz5gVKzYfUr/oArWgsL/wYDp2lZdc/BamoyvLZiF8s3buemncswJ32byjkPEm1s4vKpQ0kLhxnbN5cZ43pTkOUXHUjL6UFazS5obNIV1Xth0/t+/9PzdJBdMFgLNpRviXWwgmXME4UIgopIJHnHKR47z0+5V+xi72oVTcm6JbavkRrNF2tr8DrgOD2n2pLWxY9d3975pGXrgDlS6V+b6d+GCRf5+WQHIrAOiYOVpg7W9kWwbaEKqH7HBPriXUsrejsa7niwCAqFZoF1GJVob42D5WABhOMkS7ODFfi9tdfICayOEfKS++pqa7u4Jw6Hw+E4jDgeWGuMWQ8gIjOB84EVgW2uB+4xxpQCGGN2e8vmhCBjzHYR2Q30AspwqOOUnq9OU/kWHRyXb9Py4+A/+a+v1B+b72JdH1v5r2K7Dm4nX6uD3pO+BX+aRn11GTc+NI8PN5RQF2ngD6l3I+FG/rprKL0bxnJCz1puu+Co1vuXUaAukxV2Jev9z6yIEYFvzIdFj8FLN2mYWDIhglk9/TbT8/a/wICdTNdWE4zWdUyY2BwsO39WW6Fi4RQY+1n46JE2QgSTdLBAXaySgMDK7qk/2xbGttURDlUVQdDvvynqC8JoXaxLlVWoBdTsd3O4hOE1V8PL8p3Ew0A0tEv+AP1d6WwHKxFWoAd/b+13exjMg9XNilx4AqveCSyHw+FwNNMf2BJ4v9VbF2QUMEpE3heRD7yQwhhE5HggDVgXWH27iCwRkTtFJOHjbRG5QUQWiMiCPXv2HNiZHE40NWlI2oAp+r58qwot06g5WcaoYwTqRMWECHoO1qBp6lptXwR5/Sg/7TZqTvspDRmF1ISymbtiA++v3celkwfwytGz+Vz4A37ddBW/WNqDV4f/gMKvPNt2H23ZcFuNMCiwgrkxKen+oCsYIphZAHjbxDsqdmC755MDGzBaBys4H1NaB57wWzFoi2O057KMu0CX7TpYyQgsr6hF/LWxonF/wiab5z86FEUuvGtVF3heEnSCQmF1iJqigPjXuqtJzVRhHU71ndTDaQ6s1jjmC/DfCw+NExjMwbI0O1hd7/Z1Swervq6unS0dDofDcQSRKMPcxL1PAUYCpwEDgPdEZIINBRSRvsCjwDXGGC/ejFuAnajoegD4HvDzFgcy5gHvc6ZMmRJ/3O5LbamG1fU/Fta9qUUaegZCAqt2+SGCdeWew2JUeFXt1nyXvpP0863zifSdwhm/fZvSmggp4RBPhUKkhav467XHMT1lJTx8P0y6im+eexcXl9XSvyATSQ0n7FozGfkq4Kyw27c28FlcCFxzqF21H24UCqvgqC3xhZCl9wStUFazD/r069CliyE1gcDqSAiVLdPe7GC1M9AeegqM/HRsMZEgfY7SkvfJiAkrMuPdPft+f0IErWu4P+5XRwl7A/3aoMCKu37ZxYRDcS4AACAASURBVHovp2R0frGK/SU103exulOIYDil86optkezg5UoB6vrxWg3E1h649c7B8vhcDgcPluBgYH3A4DtCbb5wBjTAGwQkVWo4JovInnAS8CPjDEf2B2MMTu8l/Ui8hBw88E6gS6hrYmAwQ/z6zVGB5/lW/yQQNBcIiuwKnfQrGkbG6BqNyanmI+qezAZoDHCgpJ0qiNRbjhlOE3G0H9DbwrTo4T6h+DeG7Rs9tm/JiM1zPBeSYaPWTfENAb6ARQMajmBqRUUDTW+aAENE6staSki0nN0EuHti/a/wAX47do+2raTxYYI2vmz2nMHwqlw1VOtfz7ly/qTDM0OVoJrA62HIbZFdhFc8YS6mwcbO0lwcDqA+FC7nGLYxeGTfwXax9R4gdUNQgQPJYlCBFMzdX1bUxkcIrqZwPLKtDsHy+FwOBw+84GRIjIU2AZcDlwZt83zwBXA30SkJxoyuF5E0oDngEeMMTGjUhHpa4zZIToJ4wXAsoN8HoeWmVdByTr4+of+utWv6bppX/MFVnYvza0o3+oLKlCBZUMEA+7MnNU7OK5iJ5tqsvj8zK18kh4iRZpYUpHDjz47jqunDdYNn+ipoYYv3aTHuuKNjufltCZ8rnqmpSNlRVVDTWyuTVaROl+Jii4MOsETWAcQIhhOUycsKLA6UuBBREVWJEmB1Zk0O1hx/c3sAeffAyPO3L92R7eI0D04hNsJEQRfRB4GeTvNBCeJziwEpHs4WIeSREUuQmH46ruxE2F3Ed0qB6tZYEWcg+VwOBwOxRgTBb4BvAqsBJ40xiwXkZ+LyHneZq8C+0RkBTALrQ64D7gMOAW4VkQ+9n68uDYeF5GlwFKgJ3DbITytg0ukGla9pPlFQT68D975tb5uIbC2+IIKMHtW0+i9b7QV8oCvPfIB6zasZ2N9Dj85/2iieWouXnTqFF9cgRbPqNkHK1+E474C/SbRYRIJHwlD0Qjtc5DmULua2IpkNmQt3qUBFVitHSdZRFp3gJIllBpwsA6hEGjNwQI45mrI7XPo+rI/NOdgBRys+Otn5/Y6nBysAVO0QAzovVo47LAQDYcViXKwwJtAuuvFaPdysJonGq5vZ0uHw+FwHEkYY14GXo5b95PAawPc5P0Et3kMeKyVNs/o/J4eJqx4IfH6vWs0XC5S7Yup7F6QP1DncPJCBCOFo1jx8Xx61G9lsEC4oaq5if935lB6z6kkd+gJnHnCEFg7Aio3Udx/aOyxMvJ8Ebc/4gpihU9GgToV2T0TV/xrrsYXKHIBfpjbwRJYoO5DfYXm+1Tv7niBh3CqlkuHQysE+hylLlDBoEN3zM7EiurabuZgnXxT7PuvvOEcrHjSctTpa2teuC6kWzlYeAIr6gSWw+FwOBz7z8eP+6+bvNC1SA2Ub9bX5Vs98SMqQPIHaiGAih2Y1GxmVfSjX2QDvcNVLZq+anIxPUw5/ft7blXhMF3mxRV2DM7DVDRy/84jKHwKvDS81vIvgiGCwRwsOxdWorC9nF5wzm/VrTkQ7BP1PhN02dF5gkIpvoMVPoQCq98k+NEu/9p2N6xoaisHK9uWQT+MBFY8WYWHd/+6glBIhefx13d1TxLSzQSWJuI2NrgcLIfD4XA49ovqfToZr30iHqmGTXNgz0p/m/ItKrCyirj77fU8sDQKQHTzPErJZU7tYIopJaOpBhNfxLFyp1YftPk7PUfpMj5kL1jlr+eI/TuXoMDK90RAcG6rIM2iysRW0CsaoWKvNdFz/PXQe/z+9c9iy5oXj4ud2yhZwmldk4MFh09lvf2huchFme9aJipyAYeXg+VIjj4TDs6kxp1AtwoRtL/kTQ3OwXI4HA6HIyHV+7TEerxoKdkAs++EvkerADrqEp2QdvcKeOjsmLC5ku3r2LF2Hf1D+fzu9dWMopAb0iG0cwlbzFAGTTwFVj4MgOT1h4qt/nEqd+rSht4d+wUoHtsyX8c6WDl99j8EL0ZgeQKuVQcrIKpCgeHPMVfDmM8eXOFiHaycYk3Cz+tg2fdwKtSU6GsnBJLHun2RKugzUe/NnnFuabPAOoxysBzdnu7lYCE0EqIx6gSWw+FwOBwJee2H8I/Pt1y//Dn46GGt2pfTGwZP1/Vl3hzNTQ2AYCTMU29+QE3pTlaUp9MjK41vX/FZGkglJIbhgwdx3cXn+YPXwrjcKjvpr63Ul5oJQ09u2R/rYMUPeDtCaqYvDPPbCxEMCKxgiGAorKXDDybWLczsoeebKN+rLUIp0FCtr50QSJ7gtcrtA99dA8PjUisPxxwsR7enmwksaJQUjBNYDofD4XAkZsu82HLqlmCS/MhP+6E1FX4FwLqcAewwhQxNLeHoHg307NOfu644hs9MHEhq33EA5PToo6FXfSfqTj2GxB6nzhNY7eWMWAfLhhDuDyL+hLXNDlZ7IYIkN8luZ2IF1f7OpxXsrxNYyRP8zlsTUBkFKmDddXV0It1OYEUlFaKRru6Gw+FwOByHH3XlOo9VQ4LpTKLeuqKRGhbnlQqPBkqszy0vZLsp4uTiOtLqShg1bDgnjvCqdPXxBJWt2tV/ii5bOFi22l07AiujEwQWaJhgarafe9XREMFDQdDB2h+CVQ+d05I8QdHUWhW+UEjDVFM76Co6HG3QvXKwgEZJwziB5XA4HA5HS3Ys1mW0DpqaYsuV2wJRX5+n67ctBOD9j5ZwKrAo51QKJ1zAiNLZZG57H+rLY0sgW4Flc6vGX6ht9J4Q24f6JMuJ9xytTtrIGR0/zyAZ+Vphz1YpjHfULF3qYB2gwArO2+WcluQJfufxxS2CXHifHyrocHQC3U5gNYVSEVfkwuFwOBwOn4Y6mHllrLvRUBM7oW20VvOmQiE+2VlBxbZ6jgeKmjSc8JivP6wC4M2tsOoZ3ScrILBsSKBdN2gqfOV12L4oti/NOVjthQjmwFVPdew8E5GRr6Ku5wj474/8svDxhFrJwToUWHfEOViHluC1aktgJcoRdDgOgG4nsEw4DamLYIxBunPpUIfD4XA4OouS9bDuzdh1DbWxAquhjqaUDG55eglPLNhCH/bxQQaMzqqEavycKDsnVd9JMPZz/v79p8Cp34PR58QeJzifFSQvsDqLY7/o55wVDW99u64MEWx2sPY3B8sKQjn0fe/OxIQItiGwHI5Optv9ljaF00glSnWkkZz0btd9h8PhcDg6n6pd/msJg2lUB8tjydYyKj/Zyqj6EE9/tJUbThnGp4aMhSchtWa3TrIbCuvGR12qle76HRsbYhhOgdN/0PLYVmBl5GsOWLIhgp3F+AuT264rQwTHX6TXo6PVAy02RDAlo3vPS3WoiSly4QSW49CRVJELETlLRFaJyFoR+X6Cz28SkRUiskRE3hSRwYHPBonIayL/n70zD5OjLPf2/Uwvs2eWTAJZSYAESCAkYQwoIKsYRBERMSAqHgUPfujH4bihHhCO+Kl4cDu4AAouICAgxHPCIhgUZEvCErIAWUkm62SWzNbT6/v98VZ11/T0zPRMZibdPc99XXNVddVb1W83oat+9XsWWe+MmeFsv1tEtojIa87f/OxmHCRIjI7uWFbDFUVRFKXg6dhrlxfeCWd/2647hS6MMVz7wOu0trWBv4T//dIpfOMDx3DiUdPtOJPo6UL5/DC1vqe46g+3WIVbZCIpsHLshrZHafZRFliHzIH3fmXox7vz1fyrwaEOlnKQGNACEhEfcBvwPqABWCEiS40x6zzDXgXqjTFdInIV8APAbcLxO+BmY8xfRaQCSHiO+4ox5sHBTFj8VmC1dUc5tErjkBVFURQl6WAdtRi2/hOA7lAHtz+9gcoSPxv3dnD8jGImxKuZcKgjiHx+64jEulMiaSj4i614KRtvQxXdMu25JgZchw5G38E6UNz5av7V4CjyAwKYgdsGKMowkk2M3SJgozFmM4CI3Ad8GEgKLGPMcs/4F4HLnLFzAL8x5q/OuI4DnbAEignSSXt39EBPpSiKoij5TWcThFqswAqU2VA/J9/nh//zKndunwzA+PIgk8qBUNpNZrDcCqz0PKrBUjY+VYVttHOwskXECsF4JP8Elpt35R/l4hz5jogV+rHuvsu0K8oIkI3/PwXY7nnd4Gzri88Cjznrs4FWEXlYRF4VkVscR8zlZies8EcikvFRl4hcKSIrRWRlY2MjRf5ighKlTUMEFUVRlLHOr8+G/z7BhghWTAQRjBOat3HHXr513jFcMH8yXzv3aHzxcO+wvaBTBONAHCyAj/8BTncyCMLtNg/Ml4N50m6Y4GiHCB4o6mANHddJ1e9OGUWy+fXLlE1pMg4UuQyoB07znP9UYAGwDbgfuBz4NXAdsBsIArcDXwNu6vVGxtzu7Ke+vt74AsUEiNGuAktRFEUZ6zRvtsvG9UkH6ferGvkU8PHjx3PuqZ6S5a+GegspV2AdqIM1td72ogKIdORu01ZXqOSi+OsPVxjmWthlPuBzvjN1sJRRJBsHqwGY5nk9FdiZPkhEzga+CZxvjAl7jn3VGLPZGBMDHgEWAhhjdhlLGLgLG4o4IL5Aic3BCmmIoKIoijLG2LMO7v4gRDrta1fI7F6DqZjIDx5/kztf2g3A4qOqeh4b6+7tYBUPk4MFaRXbclQIuM7VaPfBOlCK1MEaMu6/RS1yoYwi2QisFcAsEZkpIkFgCbDUO0BEFgC/woqrvWnH1ojIBOf1mTi5WyIyyVkKcAGwJpsJ+4PFBImqg6UoiqKMPTYvh63PQss79nWNW7TXsLLRz8+f2cS5C2YCILFQz2Ojod6J/m7Z8JI0MTYUvHlNuXozm7chgo7j5stR4ZrLuP/Nc/XfpFKQDCiwHOfpauAJYD3wgDFmrYjcJCLnO8NuASqAPzkl15c6x8aBLwNPi8gb2HDDO5xj7nG2vQHUAd/JZsK+QDFBiWmRC0VRFGXs0eqkRLsOVsXE5K5nd/n4zMkz+PqHFtgN0TSBlcnBcgXWgYYIQqqIBOSug5UMEcwzgaVl2oeOOljKQSCrIGRjzDJgWdq26z3rZ/dz7F+BeRm2n5n9NFOIv5hisWXaFUVRFGVMsd8VWE6+UyKe3OWvOpRvnTcHMU6ER6Sr57EZHaxKuxwOBwtSVfpyNZTNFYD5JrC0yMXQSYp+FVjK6JFlF8EcwldMsRa5UBRFUdIQkcUi8paIbBSRr/cx5mKn6f1aEbnX2TZfRF5wtq0WkY97xs8UkZdEZIOI3O+Eyh88XIEVteIpFulO7nr/ifPwFYm9GS8KJMckiXX3vkEfTgcLPEIgR50Wd375FiKYLNOeo99rLuP+m1cHSxlF8lBgBbSKoKIoitIDpwXIbcC5wBzgEqcXo3fMLGwF25ONMXOBa5xdXcCnnG2LgR+LSLWz7/vAj4wxs4AWbCuS0cEYW37diydEsL07ytY9zcldRx1xZGpcoKxniKAxjoM1gkUuwOMW5KjTkq8hgupgDR2/5mApo0/+CSx/MQGimoOlKIqieFkEbHSq1kaA+4APp425ArjNGNMC4BZlMsa8bYzZ4KzvBPYCE5wiTGcCDzrH/xZblGl0WPsw/HAWvPOCfR3phJAVVLFQO5///Sri0Qjh0olQeziMPyJ1bKC0p4MVCwNmFBysXM/Bcotc5GuZ9jyrfpgL+DQHSxl98k9g+YrxE6e9K3KwZ6IoiqLkDlOA7Z7XDc42L7OB2SLyTxF5UUQWp59ERBZh+zNuAsYDrU6xp77OiYhcKSIrRWRlY2PjMHwUB9etevHnPV8D//vKJp7f1MTkyiKKjzgVvvQqlFanjg2UWsdq/w64dwmsuCO13ctwNRp2STotOXozm8zByjOhkgwRVAdr0GijYeUgkIcCy/54d3eHBhgIxGPwt5uhu22EJ6UoiqIcZCTDNpP22g/MAk4HLgHu9IQCuu1Dfg98xhiTyPKcGGNuN8bUG2PqJ0yYkOGQIeKKofV/gVgE9jckd21q2MM1Z8+i0p/IXLo7WA6djXDHmfD2Y7D2z3Z7+k3muMn25t1pUnzA5LqD5QqVvA0RzNHvNZfxBa3gl0z/OyvKyJB/Asv5cQmHuwcYCOx5A/7xA9jyjxGelKIoinKQaQCmeV5PBXZmGPOoMSZqjNkCvIUVXIjIOOB/gW8ZY150xu8DqkXE3885R45kDpWBjU/B/m3JXfMPDfB/z5plQ/8yiYVAKex6DTps02H270ht93L0h+CLq3qUez8gcj4HK09DBLXR8NDxF2t4oDLq5J/ACpQBEA93Ek/0epDYE7d8bULztRRFUQqcFcAsp+pfEFgCLE0b8whwBoCI1GFDBjc74/8M/M4Y8yd3sDHGAMuBi5xNnwYeHdFP4cVbpKJ5Mx17thCjiHap4LQZZYiIUxI9g6sRKIVQi12vmQkde+x6+g16URHUzBi+Oee6g5XvRS7yLbQxFzhkLkyef7BnoYwx8k9gFdueHZXSRUd4gEqCcUdYefqEKIqiKIWHkyd1NfAEsB54wBizVkRuEpHznWFPAE0isg4rnL5ijGkCLgbeC1wuIq85f+4d2deAa0VkIzYn69ej9qFiIeeGWqB7P6+ve5NGU0NJRTW+mFPAIh7JfNPtPIwEYNLxJCMbR/pJfr44WPkmVDQHa+i854vwyT8f7FkoY4w888hJVjqqIER7d5Sq0n6eQiViPZeKoihKwWKMWQYsS9t2vWfdANc6f94xfwD+0Mc5N2MrFI4+0ZDNpTIJtu3cSVfbPgJVdQRKimxFQbAhgn05WGBvyOtmp7aP9A2667SkNzTOFfK1D1auO4OKovQgDwWW62CFBu6FpQJLURRFyVeiIfCXYnwB3tq6nUnBELV1h0C00wqsRBxMvH8Ha9wUKK/zbB/rDpYbapdntz/aB0tR8oo8+4UhKbAqCNEWGiC3yg0NjGsOlqIoipJnOI2Bu6WUonAb06rCFJXVQAjb4yrutCvpT2BVTYGy8antI+5g5bjTkixykWcOVjJEMEe/V0VRepB/OVhOr45K6crCwXJzsNTBUhRFUfKMWDcEStkTLaFaOqk07VBaY3tXRTqc5sH0HyI4bmpPgTXiDlaOOy35moOlZdoVJa/IP4HlcbBaBmo2nAwR1CIXiqIoSp4R7cL4S9nS4WdScTdFoVYrsAJlNkQwWwfLGyI41h2sZB+sPAvg0TLtipJX5J/ACqYEVnNntgJLHSxFURQlz4h20xwpYk+khIlmn43KKK2xhS8iA4UIOk5V1Sg7WP5cz8HK0xBBn4YIKko+kX8Cy+fHBMqoLgrRPKCDpX2wFEVRlPzERLvY2BJHSqvxu2XZkyGCnQOECLpFLqYepBysHBdY+RYiWDcbxs+yf4qi5Dz5J7AAKa5kfCBCc4c6WIqiKEoBEG6HFXeCsf2qovEEjS372Rcu4rgjD0uNK62BYJnNwerPwSqusMuqqVaAOdEfWkUwT6sIVk+HL660IZ+KouQ8efYL41BcSU24e+AQQW00rCiKouQy/3UMzP0IiMAL/w0Vh8IxH+Q7/7OOz3V1MGXC0Rw9c7ptnQypEEEMdLfZbZkE1jEfAgQmHGVfl4+3lQd9Ixwal+tFLiomQqAc/CMsNBVFGdPkpYNF8TiqfN2pEMENT8FtJ9qStl7UwVIURVFylca3oH0nvHhb0rmieROtXRHuX7md6mCc+TMPpai0OnVMaY0VCAChFrvMFCJYXAnzL7HCDWyY4Ei7V5D7RS6OvwSuXpG7jZAVRSkI8lRgVTLOW+Ri12vQ+CbsXddznCustA+WoiiKkmusedguJy+EcZPsettO7luxne5ogjKJ2FyqkjSBFXQFVrNdZpNPVFY3Oq5SPoQIapidoigjTN4KrHK6UjlYkQ673JMusNwiF+pgKYqiKDmEMbDmIbtePiEpmkzbTu59aRsnHV6LL95tnZZ0B8sVWF2DEFjjjxwdYaH9mhRFUfI1B2scpaaL9nCMcCxOcdgRWH05WJqDpSiKouQSqx+Apg12PRFLXqe6m7azrbmLL7x3OuyM2bA+18Hyl9rXwfQQwSwE1lnXp4pijCSu2BuNcERFUZQcJU8FViXF8U4AWruiHBLpS2C5RS7UwVIURVFyhLZdsOzLMO0kMPEeAivWugMROOvIcXasvxRKqux6aY1dpgssXxZuUaBkdPKO3Lmog6Uoyhgmb0MEg7FOwNDUEbHlbSFDiKDrYGkOlqIoipIjvPNPCLfB4u9aQZKIJ69XlZG9LJxWzYTihB0bKE2FCLoCy+1x1V+Ri4PFhKNsSfGyuoM9E0VRlINGfgqsknEICcoI20IXroPVuRc696XGaQ6WoiiKkmu4oXpl46HI5zhYqevUB2eXQcypihsotXlNgXKPg+X0uEoWuRjh0uuD4fDT4Jo3bK8uRVGUMUp+Cqxi2zCxgpAt1R7uSIUleMMENQdLURRFyTW8DYKL/JCIkYinBNbHjkyk2o64uUwlVSkny20i3NXknCeHHCxFURQlXwWWjU2vlC6aO8LWwaqeZve5VZVA+2ApiqIouYfbOsRXnBRYaxuakrsrQjtTAsttiHvqtbDw03bdLXrRsdcZowJLURQll8hTgWUdrHHi9MKKdNpQC+jZ88pd1z5YiqIoSq4QC9ulLwBFfkw8yqotjan9+xt6O1iLroDZ5zjbSmweVmdj6jyKoihKzpDXAmtySZTGjrAtclFaa/fFw6lxmoOlKIqi5Bo9QgR9tHV109kdJiF+KApA++6eOViZKK0B4xTC0BBBRVGUnCJPBZYNEZxeHmVHS8iGCJa5AsvT50NzsBRFUZRcIxkiGMD4ArR3dTOx3I/4AlB5qBVY6Q5WOm7BC+c8iqIoSu6QnwLLubBMLYmwt2W/FVKuwIplEljqYCmKohQyIrJYRN4SkY0i8vU+xlwsIutEZK2I3OvZ/riItIrI/6SNv1tEtojIa87f/GGZbDwC4oMiHy2hBPFYlLmHliNFfiuwOnZDtNuO9Q8gsHzFIDIs01IURVGGh/xsNOyIqUnBLvbvbgEfnhDBTAJLc7AURVEKFRHxAbcB7wMagBUistQYs84zZhZwHXCyMaZFRCZ6TnELUAZ8PsPpv2KMeXBYJxyP2PBAYFNTN1MkwZF1JbDHBxWHQNNGiHbZsX06WE6hC+c8iqIoSu6Qnw5WoBT8JUz0d+GPddptySIX3hwsDRFUFEUZAywCNhpjNhtjIsB9wIfTxlwB3GaMaQEwxux1dxhjngbaR2uyxKPgCxKOxXmnJUx5AIIStxUFKycNLkTQrwJLURQl18hPBwugtJYa6aACJ4zCvdh4KwZqiKCiKFkSjUZpaGigu7v7YE+lYCgpKWHq1KkEAiOeIzQF2O553QCcmDZmNoCI/BMb9/BtY8zjWZz7ZhG5Hnga+LoxJpw+QESuBK4EmD59+sBnjIfBH+SfG/fRHRdKS4y9ThX5ofIQ6G6FUIsdO5DA0gIXijKm0GvV8DJS16n8FVhltVSadspxnvIVV9hQiYwhgiqwFEXpn4aGBiorK5kxYwaiOS0HjDGGpqYmGhoamDlz5ki/Xab/YCbttR+YBZwOTAWeFZFjjTGt/Zz3OmA3EARuB74G3NTrjYy53dlPfX19+vv2xgkRfOyN3SzwBQgUJWykhetgAbRsdWZdkvkcSYGlBS4UZSyh16rhYySvU1mFCA6UPCwi1zqJw6tF5GkROcyzb7qIPCki650xM5ztM0XkJRHZICL3i8jg4hxKayiLtVEhjoIPVtgneZmKXGgfLEVRBqC7u5vx48frBWuYEBHGjx8/Wk9ZG4BpntdTgZ0ZxjxqjIkaY7YAb2EFV58YY3YZSxi4CxuKeODEoxhfgL+u38Pk2gokEbfXK58fKg61Y1q22AIXff17TIYIqoOlKGMJvVYNHyN5nRpQYHmSh88F5gCXiMictGGvAvXGmHnAg8APPPt+B9xijDkGe3Fy496/D/zIGDMLaAE+O6iZl9bgD7dQF3AEVbDCPsnr4WDFey4VRVH6QS9Yw8sofp8rgFnOg7sgsARYmjbmEeAMZ1512JDBzf2dVEQmOUsBLgDWDMts4xHCxk9rV5Sp48dZcZUMEXQEVvMW21C4LzREUFHGLHqtGj5G6rvMxsEaMHnYGLPcGOOUPOJF7NNDHCHmN8b81RnXYYzpci5WZ2LFGMBvsRev7CmrhVALU8oc8VRcYZ/keYtcuM6VhggqiqIULMaYGHA18ASwHnjAGLNWRG4SkfOdYU8ATSKyDliOrQ7YBCAizwJ/As4SkQYReb9zzD0i8gbwBlAHfGdYJhyP0hW3l9+JVWWZBVbnXqg9ou9zaJELRVGUnCUbgZUpeXhKP+M/CzzmrM8GWkXkYRF5VURucRyx8UCrc1HM5py9KbUCa3KpI6KSDpYWuVAUJf9obW3l5z//+aCP+8AHPkBra39pRHD99dfz1FNPDXVqeYExZpkxZrYx5ghjzM3OtuuNMUuddWOMudYYM8cYc5wx5j7PsacaYyYYY0qNMVONMU842890xh5rjLnMGNMxLJONR+iIFjG+PEhlWYkjsJwcrNJauwR4z9V9nyPpYKnAUhRl9NBrVXZkI7CySR62A0UuA+qxPUXAJhWfCnwZeBdwOHD5IM95pYisFJGVjY2NqR1ltZCIMT3QBkAi4OZgZSrTrjlYiqLkNn1dtOLx/kOcly1bRnV1db9jbrrpJs4+++wDmp8yjMTCtEVh/rRqxBcAk7Dh7UU+KCqyhS5qD4djzu/7HCqwFEU5COi1KjuyEVjZJA8jImcD3wTO95SxbQBedcILY9gY+IXAPqBaRPz9nRNsdSZjTL0xpn7ChAmpHc7FZYo0EjYBdnbEMlQR1BwsRVHyg69//ets2rSJ+fPn8653vYszzjiDSy+9lOOOOw6ACy64gBNOOIG5c+dy++23J4+bMWMG+/btY+vWrRxzzDFcccUVzJ07l3POOYdQyFZZvfzyy3nwwQeT42+44QYWLlzIcccdx5tvvglAY2Mj73vf+1i4OsOj9wAAIABJREFUcCGf//znOeyww9i3b98ofwtjg1g0TFu0iPnTqlNuVaw7tf7BH8FHf20FV19okQtFUQ4Ceq3KjmzKtCeTh4Ed2OThS70DRGQB8Ctgsbd5o3NsjYhMMMY0YvOuVhpjjIgsBy7C5nR9Gnh0UDMvrQWgNrqHDkrY3NjJ1F5FLjQHS1GUwXPjX9aybmfbsJ5zzuRx3PChuX3u/973vseaNWt47bXXeOaZZzjvvPNYs2ZNsnTsb37zG2prawmFQrzrXe/iox/9KOPHj+9xjg0bNvDHP/6RO+64g4svvpiHHnqIyy67rNd71dXV8corr/Dzn/+cH/7wh9x5553ceOONnHnmmVx33XU8/vjjPS6MyvDSFQoRNX7mT6+GPa7ACqcE1qz3DXySQJl9qKgOlqKMWfRalbvXqgEdrCyTh28BKoA/ichrIuLGvMex4YFPO4nCAtzhHPM14FoR2YjNyfr1oGZeZgVWWWgnnaaEzY0dTpEL7YOlKEr+s2jRoh59OX76059y/PHHc9JJJ7F9+3Y2bNjQ65iZM2cyf/58AE444QS2bt2a8dwXXnhhrzHPPfccS5YsAWDx4sXU1NQM46dRvHSFQsQkwILpNZkdrGwQsS6WCixFUQ4ieq3KTFa/5saYZcCytG3Xe9b7DJh0KgjOy7B9MwfSU8RxsIq69tEuh7N5X6e90GgfLEVRDpD+nt6NFuXl5cn1Z555hqeeeooXXniBsrIyTj/99Ix9O4qLU+FiPp8vGXbR1zifz0csZn8njRm4P65y4BhjCIW6GVd+CBXFfo/ACkNJ1eBOtvBTUHfU8E9SUZS8QK9VuUtWjYZzktKUYl1RfhqbGjs0B0tRlLylsrKS9vb2jPv2799PTU0NZWVlvPnmm7z44ovD/v6nnHIKDzzwAABPPvkkLS0tw/4eCmxq7MTEI9RVVdgNbp7VYB0sgDO/BfM+NrwTVBRF6Qe9VmXHIH/NcwhPk8WNUy5g87ZOOCzYsw+WhggqipInjB8/npNPPpljjz2W0tJSDjnkkOS+xYsX88tf/pJ58+Zx1FFHcdJJJw37+99www1ccskl3H///Zx22mlMmjSJysrKYX+fsc7T6/dwnsSorXG+26IMOViKoig5il6rsiN/f819fqicDEecwaHjprDrjbeJFQXwe8MBtdGwoih5xL333ptxe3FxMY899ljGfW5cel1dHWvWrElu//KXv5xcv/vuu3uNB6ivr+eZZ54BoKqqiieeeAK/388LL7zA8uXLe4RxKMPDq9tauagoTllZmd0w1BwsRVGUg4ReqwYmv3/NP/cUlNYwa4OtoNIWEWp79MFyQwSjYIxNClYURVF6sW3bNi6++GISiQTBYJA77rhj4IOUQbNhbzvFEksVp+jhYPVTll1RFEXJm2tVfgusqikAHH2oTXhrjQi1XgfL61yZBIhevBRFUTIxa9YsXn311YM9jYImHIuztamLYEm8t8CKhtTBUhRFGYB8uVblb5ELD9NqyigL+mjuJnOZ9vR1RVEURRlltu7rIp4w+IiCL2A3Jl0rowJLURSlQCgIgVVUJMw+pJLGkMlc5CJ9XVEURVFGg8a34NfnQGcTb+9pBwy+RLS3g5W+riiKouQtBSGwAI4+tJK9nQlMXyGC2gtLURRFGW22vwzbX4K3H2PDnnaKxckNdh0sdwmag6UoilIgFJTAaov5bKKwSyIGPqeyiPbCUhRFUUabkNOjZeNTbNjbwRG1jnOlDpaiKErBUjAC66hDxxE1fsTEPdUDYxAoSa0riqIUEBUVtlntzp07ueiiizKOOf3001m5cmW/5/nxj39MV1dX8vUHPvABWltbh2+iY5lQs11uWs6mPfuZVec89HMf/nldKxVYiqIUGGP1OlUwAmv+tGqMG2rhFrpIxMCvAktRlMJm8uTJPPjgg0M+Pv3CtWzZMqqrq4djaorrYHW3UtWymiNrXYHlFrlQB0tRlMJnrF2nCkZglQZ9TK2zX7SJhSGRsKXZ/W6IoOZgKYqS23zta1/j5z//efL1t7/9bW688UbOOussFi5cyHHHHcejjz7a67itW7dy7LHHAhAKhViyZAnz5s3j4x//OKFQKDnuqquuor6+nrlz53LDDTcA8NOf/pSdO3dyxhlncMYZZwAwY8YM9u3bB8Ctt97Ksccey7HHHsuPf/zj5Psdc8wxXHHFFcydO5dzzjmnx/soHrqaobQGgDlmMzNr3NwrDRFUFCX/0OtUdhTUr/mRk2qgGd7e2cxRh5XZjUkHS3OwFEXJkse+DrvfGN5zHnocnPu9focsWbKEa665hi984QsAPPDAAzz++OP827/9G+PGjWPfvn2cdNJJnH/++UgfjdN/8YtfUFZWxurVq1m9ejULFy5M7rv55pupra0lHo9z1llnsXr1ar70pS9x6623snz5curq6nqca9WqVdx111289NJLGGM48cQTOe2006ipqWHDhg388Y9/5I477uDiiy/moYce4rLLLjvAL6kACbVAzQwItVBON9OqnMuuCixFUQ6Ug3Ct0utUdhSMgwUwe7L90v/51s5USKA3RDARh469A58o1AqbnxmZSSqKovTBggUL2Lt3Lzt37uT111+npqaGSZMm8Y1vfIN58+Zx9tlns2PHDvbs2dPnOf7xj38kLyDz5s1j3rx5yX0PPPAACxcuZMGCBaxdu5Z169b1O5/nnnuOj3zkI5SXl1NRUcGFF17Is88+C8DMmTOZP38+ACeccAJbt249wE9foIRaoHISCYoolTDTxjk5V736YKECS1GUnEevU9lRUL/mleXWtVq7vTElsAKldpmIwau/h2VfhS+8AOOP6PtEq+6Gp2+E63ZAsGxkJ60oSu4xgNM0klx00UU8+OCD7N69myVLlnDPPffQ2NjIqlWrCAQCzJgxg+7u7n7Pkemp4ZYtW/jhD3/IihUrqKmp4fLLLx/wPMaYPvcVFxcn130+X06ECIrIYuAngA+40xjT6z+kiFwMfBswwOvGmEud7Y8DJwHPGWM+6Bk/E7gPqAVeAT5pjImkn7dPQi0waT6RolKqfRFqip3vVB0sRVEOlIN0rdLr1MAUlIOF316wNu5qJhF3HSzny41HoXmzbUS8/Lv9n6djr83fih78GwZFUcYWS5Ys4b777uPBBx/koosuYv/+/UycOJFAIMDy5ct55513+j3+ve99L/fccw8Aa9asYfXq1QC0tbVRXl5OVVUVe/bs4bHHHkseU1lZSXt7e8ZzPfLII3R1ddHZ2cmf//xnTj311GH8tMOHiPiA24BzgTnAJSIyJ23MLOA64GRjzFzgGs/uW4BPZjj194EfGWNmAS3AZwc1sa5mKK0mJMVMLIkj7sM/FViKouQpep0amMISWM4FKxruZtu+NrvNm4PVaZPhWPMgNL7V93m6muwyHu57jKIoyggwd+5c2tvbmTJlCpMmTeITn/gEK1eupL6+nnvuuYejjz663+OvuuoqOjo6mDdvHj/4wQ9YtGgRAMcffzwLFixg7ty5/Mu//Asnn3xy8pgrr7ySc889N5k87LJw4UIuv/xyFi1axIknnsjnPvc5FixYMPwfenhYBGw0xmx2HKb7gA+njbkCuM0Y0wJgjEnGjBtjngZ6XL3FPmI9E3BLX/0WuCDrGUVDEAtBWS0diWLqgtFUlVt/JoGljYYVRcl99Do1MNKftZZr1NfXm37r5L/9JNz7MT4cvokrzzuF8546E445H9YvhX95Ep79L9j0N1tR8OLfw5zzM5/nno/BhifhS69B7cyR+TCKouQU69ev55hjjjnY0yg4Mn2vIrLKGFM/nO8jIhcBi40xn3NefxI40RhztWfMI8DbwMnYMMJvG2Me9+w/HfiyGyIoInXAi8aYI53X04DHjDHHpr33lcCVANOnTz8h+fS2bSfcegzRc2/l7f/9CSXjp3PEh74Mv/swfOYxOOw90LQJfuYkeL/vP+HkLw3n16IoSoGh16rhZySuUwXmYNmk4XGBBOt3Or1HvEUuOhuhaqp93V/4n+tgxdTBUhRFyRMylatKf4LoB2YBpwOXAHeKSH+NVLI5J8aY240x9caY+gkTJqR2OD2wmhPldFJCpS9sw9VBQwQVRVEKmMISWE6+1dETSljX0Gy3BVyBFbUhgtXT7OtoV4YTOHQ5x2qIoKIoSr7QAEzzvJ4K7Mww5lFjTNQYswV4Cyu4+mIfUC0irvLJdM6+ca4lu6NlhEwxZYRTD+600bCiKErBUlgCy3kiePzkMrY27rfb0h2s6un2dayfqiSuwIplXyhKUZT8J59CpvOBUf4+VwCzRGSmiASBJcDStDGPAGdAMvxvNrC5rxMa+wGWAxc5mz4N9O6g2ReOg9UQLqGLYooToVQOVkYHS3OwFEUZGL1WDR8j9V0WmMCyTwQXTinDR8JucwVWd5tNNq5yBFZfDlY8CmFHnPUnwhRFKShKSkpoamrSC9cwYYyhqamJkpKS0Xq/GHA18ASwHnjAGLNWRG4SETfh9gmgSUTWYYXTV4wxTQAi8izwJ+AsEWkQkfc7x3wNuFZENgLjgV9nPamQfVi3tbOYkJTgj4c0RFBRlANCr1XDx0hepwrr19xnQwQnVfiYXuWHblICq323XVZNAQSifYgn54kjoCGCijKGmDp1Kg0NDTQ2Nh7sqRQMJSUlTJ06ddTezxizDFiWtu16z7oBrnX+0o/NWNfXGLMZW6Fw8DjXkw0dAaYEy5FIZwYHSxsNK4qSPXqtGl5G6jpVWL/mjoMl8QgnzaiGN6FbgpQAtDth8+UTbPPhvhwst8AFaIigoowhAoEAM2dq1VBlGOlqBl8xW1oTvK+0EkJdA4QIFtYlWVGU4UevVflBYYUIJpsKRzhjdi0Ar+9yqgW6DlZ5nSOw+qgi6OZfgTpYiqIoytDp3g+l1TS0hCguq7Rh527oecYiF5qDpSiKUggUlsBynwjGwhw53oYGPv9Op92WFFgTwF/ad35VDwdLBZaiKIoyRMJtJIKVNHVGKC0fZ7eFWu1SHSxFUZSCpTAFVjxqy7IDOzqcJEBXYJXVDSJEUAWWoiiKMkTC7YT9FQBUVLoCy8nz1RwsRVGUgqVABVbYlmUHAsVldlv7LgiUQ7DMEVh9FbnwhghqDpaiKIoyRLrbCIm9Bo2rqrHbkgLLCREUAXFElgosRVGUgqCwBFYyBysKiTgAJ86eYrdFOmz+FQzgYHkElpZpVxRFUYZKuJ1OV2CNq7LbuluhKGCFlYsrrFRgKYqiFASFJbCKfCBFNrTPcbDeO2daan/loXYZ8ORgxWPQtis1pqvZ5mmBhggqiqIoQyfcRgdWYJV7QwTdh4EuyYIXWuRCURSlECgsgQW2F1Y8khRYteMqk7tiNUfYFb/HwXrtD/CzEyDivA41Q4UjxDREUFEURRkq4XbaTSnF/iKKS51rUag1JahcijREUFEUpZAoPIFVWgPNm22YIKQaDQNrwhPtirdMe/MWiHZCp9OwLdwOJeNsPpeGCCqKoihDIZGAcDutiVJqy4NI0Ba7YH8DlFT3HOsKq3ThpSiKouQlhSewjvsovP04tO2wrwMpgbW0oRxjTM8iF25RC7d6YKQDghVWmGmjYUVRFGUoRDoAQ0usmJqyoC2wBLYIU93snmM1B0tRFKWgKDyBdcJnbHjgqrvta4+D9ffmala+09KzyIVb1MIVWpFOCJZbByubRsPtu+G2k6Bl67B9BEVRFCXPCbcBsC9WTG150D64c6mb1XNsUmBpDpaiKEohUHgCa/wRMPO90LTRvnZLtwMtxVO4+/mtPYtcuCVzXaEV7oDiCpuEnE2Riz1roXE97Fk3fJ+hL/7+A9i9ZuTfR1EURTkwwu0ANEaC1JQHIVCW2tdLYGkOlqIoSiGRlcASkcUi8paIbBSRr2fYf62IrBOR1SLytIgc5tkXF5HXnL+lnu13i8gWz775w/ORgOMuTq17LlgX1s/k8TW72R/zWwfLmJSwSoYIdjohglkKLFegxULDNPk+iEdh+c2w7pGRfR9FURTlwOm2DtaecJDaskBPgTW+LwdLBZaiKEohMKDAEhEfcBtwLjAHuERE5qQNexWoN8bMAx4EfuDZFzLGzHf+zk877iuefa8N/WOkcfR5qXXPBetzpx6Or0h4bmun3RDr9uRgNVvBFelwQgSLswsRdAVWX42Lhwu3omF0hIWcoiiKcuA4DtaesONgFRWlRJbmYCmKohQ02ThYi4CNxpjNxpgIcB/wYe8AY8xyY4zbufdFYOrwTnOQlNWm1t3Qi7kf4dCqEj550mGs2umIlGiop4MV7QKM42AFsytyMVoOluumaW8uRVGU3MfJwWqnzOZggX14V1KVanrvojlYiqIoBUU2AmsKsN3zusHZ1hefBR7zvC4RkZUi8qKIXJA29mYnrPBHIpLWedEiIlc6x69sbGzMYroOF/0GJh0PxePgP/bBR38DwBdOPyL5FDHWtgcSTjn3riYbHgj2Iugv6btM++8ugDcedI5zBNqIO1jOPEdayI1FGlba0v6KoijDhSuwTKmtIgj22lM3G0R6jtUcLEVRlIIiG4ElGbaZjANFLgPqgVs8m6cbY+qBS4Efi4jT7ZfrgKOBdwG1wNcyndMYc7sxpt4YUz9hwoQsputw7Efh8/8An9/2FimyH3V8RTEfOuFwAB5/YVVqfKjZKauLdbB8wcyNhhMJ2LwctvzdOc4NERzpHCzHuRppITcW+fO/2gIiiqIow4UTIthBacrBOvJsOCY9Uh4NEVQURSkwshFYDcA0z+upwM70QSJyNvBN4HxjTDKOzRiz01luBp4BFjivdxlLGLgLG4o4Kiw4fDIAL7/+ht1Q5LdOVNgRWP1VEXQdpPbddjmaRS4gd5sfJxLw8JWwY9XAY3ONaFdKXCuKogwH3W0YhE5KUg7WB2+Fk7/Ue6wKLEVRlIIiG4G1ApglIjNFJAgsAZZ6B4jIAuBXWHG117O9xg39E5E64GRgnfN6krMU4AJg9OqPOyGCNTEn5LBmZh8hghkElutUte+yy9AohQgmc7ByVGCF98Pq+2HLswd7JoMnHtXcNkVRhpdwO1F/OYailIPVF0UBZ6kCS1EUpRAY8NfcGBMTkauBJwAf8BtjzFoRuQlYaYxZig0JrAD+ZPUS25yKgccAvxKRBFbMfc8Y4zaMukdEJmBDEF8D/nWYP1vfBGzz4UW1IWiDeO2R+Db/LUOIYCaB5dTyGHUHy60imKMCy3XY3Jy2fCIRzV3hqihKfhJuI+wrB6C6LND/2GQOlha5UBRFKQSyelxmjFkGLEvbdr1n/ew+jnseOK6PfWdmP81hJlAKwNyKDmiDDfFDOToeho49dn+yD1aGHKyII7A691lRMWo5WDkeIugKwHgeCix1sBSlIBCRxcBPsA8D7zTGfC/DmIuBb2NziV83xlzqbP808C1n2HeMMb91tj8DTALcH/lzvJEafRJuIyTllAV9lAQGEE4aIqgoilJQjM1fc78VWFVRe41c3ljB0QCt2+z+YLkjsDKIGdfBwlgXa7SLXKjAGn5UYClK3uPp2fg+bO7wChFZ6omaQERmYQssnWyMaRGRic72WuAGbJEmA6xyjnV+4PmEMWbloCbU3UaXeCoI9ocKLEVRlIIimxyswsNxsKRtJ2F/JauanAtgq1ONPljRd6PhpMAC9r0NJmHXR1r45HqjYdfty1R5MddJqMBSlAJgwJ6NwBXAba5w8jhR7wf+aoxpdvb9FVh8QLMJt9NOGZUlWYgmFViKoigFxZgWWITbCFTU0R2otq9bttplcT+Nhr0CZ+/6zNtHAncuuSoEXGGViB3ceQyWRMKK5Fx1BhVFyZZsejbOBmaLyD+d3oyLszz2LhF5TUT+wynM1IOM/RojnXSaYsaVDJB/BancKxmbl2RFUZRCY2z+mrsCCyiqmca759s0sfje9fYJoi9oHaxYN5i0ll9eB2vvutT6aDlYudpo2A0NzDcHyy3KkavCVVGUbMmmZ6MfmAWcDlwC3Cki1QMc+wljzHHAqc7fJ3sNzNSvMR6hK+FnXGmWDlaRv3cDYkVRFCUvGaMCqyy1Pv8TfOyMRUTx4etuIREotxc5fwlgejsykQwCq7Smp/AaCXK+imCehgjmevEQRVGyJZuejQ3Ao8aYqDFmC/AWVnD1eawxZoezbAfuJduejfEooXhRlg6WX8MDFUVRCoixKbB8ngvenAuYWF1OotJGgzRGAmxv7rIhgtDb2XCFVFEgFSI4bsrIC5+kg5WjQiApsPItRDBPnTdFUdIZsGcj8AhwBiR7M84GNmPbkJzj9G6sAc4BnhARvzMOEQkAHyTbno3xCJ3xIsaVqsBSFEUZa4xNgQVQUgXzP5HsiVVcNxOADlPMpXe+SLdxLnZP3wjbXkod5+Za1cxIiZ1xkzMLn/Y9wxd65p7HxHOzUl++hgi6gjBXhauiKFlhjIkBbs/G9cADbs9GETnfGfYE0CQi64DlwFeMMU3GmGbgP7EibQVwk7OtGCu0VmP7Ne4A7shqPvEIXTEf47ItcqE9sBRFUQqGsfvI7Ktbe8a7V08H4NC6OnbsCLF0TRMXA7x8u83Dmn6iHec6WMdeCC/+EspqoHIS7Hil5/mNgV+8G97zJTjlmgOfr1dURUM9XbhcIFnkIgfFX3+4803ErNjyjd3/JYbEO8/DtJOgaOw+q1Fyhyx6NhrgWucv/djfAL9J29YJnDCkycQjRPBn6WD51MFSFEUpIMbuXVFRUU+BVXMYAOWVVXzxzFm8tK0zta+zMbUe7bLhgWd8A67bBl96zZZ1T3dAYt3Q1QSt7wzPfL0l43OxIEO+9sHyOm6ZyvIrfbNnLdx1Lmz5+8GeiaLkHvEIUXzZlWk/7mNwyr+N/JwURVGUUWHsCqx0qmfYZbCCL555JFMmVKX29RBYIQh6imSI2KqE0a6eFQcjjkALtQ7P/LxCIBcrCSZDBPNNYHlyxnJRuOYy7r/tUPPBnYei5BqJBJKIEcWfXZGLmafCe7448vNSFEVRRgUVWC5OiCDBCvy+Ij51ylHJXW1Nu1LjIp09qxCCzeMyiZ7iItxul93DJLC8PblysZJgvlYR9IY0qsAaHK5rGxnhCpqKkm84vysRk2WIoKIoilJQqMBycUIECZYDUFc9Lrkr0bGXtm7nRjwa6i2w/E5fLa+zFOmwyxFxsHJRYDniJN8aDXtFcS5+r7mMK0hHusm2ouQbzu91hEB2DpaiKIpSUKjAcimfCCXVUHGIfe1JOK6mg+8sXU1zZ8SGAmZysKCnsxR2BNZwOVg5L7DytIqgOlhDx/13ONI94BQl33B+D6Nk2WhYURRFKSj0l9+lqAiufAbKJ9jXacJo+SvreWzdPl6c2k55oLTnsa6D5b3RHMkcrFx0DPK2yIU3BysHhWsuowJLUTLj/B5mnYOlKIqiFBTqYHmpnQnFFXZ99mJYdCV88McA3PeJIykJ+Ni8s5GoL01guYLLe4MecXOw9vcsfjFUejhYOei05KvA8jpY+ea+HWxUYClKZpICy0dFNlUEFUVRlIJCBVZfBErhA7fABFvs4oiyLn552UL88RCr90SIxRM9x0JPZ8kNETTxVMGLofD2E3Dvx3sWucjlKoL51gdLc7CGjuZgKUpmnN8V8QUJ+PQyqyiKMtbQX/6BcEMGO/dxwmG1TK2AHZ3w1YdWE3VFlt/JwerhYHn6aB1IHtbW5+DtxyHcBjh9u7SK4PCR0DLtQ0arCCpKZpzfQX+w5CBPRFEURTkYqMAaiPI6u3R6YVUWRTli8kQefmUHF/3yBZ7fuC+zgxXxuFahlqG/v+t+dTVDsVPZMBedlqTAyrcqgjlePCSXSTpYKrAUpQfO70ogGDzIE1EURVEOBiqwBqKk2lYU3PocPPN9iHYy97BD+cmS+ext6+bSO1/iT6/vs2MzhQjCgRW6cAVWqBlKcllgHaQqgsbA8u9C6/ahHR/XKoJDJpmDpSGCitID53clqA6WoijKmEQF1kCI2DDBt5bBM9+1RSuCZXx4/hSWf/l0PnT8ZH75/E4A9re3pY7rL0SwaZP9ywavg1VSZddz8YbWFVajnYPVthP+/n1Yv3Rox2uI4NCJapELRclI0sEqPsgTURRFUQ4GKrCywc3DcnH6YJUEfPzk4/P5zOnHAPDdpa9y3cOrCcfittGw20vL62CFO+BnC+FXp2X33l4Hq7jSruekg3WQqgi6N/dDdQm1yMXQyaaKYPtueP3+0ZmPouQKzsOaYHHpAAMVRVGUQkQFVjZUT7d/4rOvPX2wioqEy04+GoD3zqzkjy9v58P//U/Wbt1BrGKSHbR/O7zzgl1/9od2GcmysqArsBIxW0yjKDB6QiCRgC3PZjc2GSI4ygLLdQq79w/teG00PHSyqSL4yu/hz1f2dHQVpdBxfgeLi9XBUhRFGYuowMqG838Gn3saJlgh5TpYSQI2zv682eXcdvEciv1FtLa2sL69lIT44dlb4e7zbLGLF39hj3ELVri074a2Xb3fO+wJO/QXW3GXTRXBpk3QsjW7z9cXW56B334Qdr0+8Fj3ZjsRHZ6+X9niuidDrdSoDtbQycbBcorDqHhVxhSOox8sUQdLURRlLKICKxvKaqFiIkw63r5OF1h+5yL69E2ct/bfefTqU1hwSIAuSmlOlNleWCYOG5+2N6W1h1vh5L3p/NNn4JF/teuJBDzyf2xhDW8PLV/AuljZ9MFa+iV45AtD/8wA7XvssqNx4LFeoZIYxUqCkQMMEdQcrKHjfl/9lWnvauo5VlHGAFHnIVhJsRa5UBRFGYuowBoMSYGV9lTS50+tb34GutsoMyFOmDUVX1lNctemfz5kV6a/2y7dm89IJzS8DC3vOAP/Bq/9Ad5cliawiq1bls3Naude2LX6wNwkt7x8dyt0t/WsjJiOt3rgaFYSHE4HK64iYFBkU0UwKbDUHVTGDuFu+1sXVCJhAAAgAElEQVRSUqICS1EUZSyiAmswTFtkl5WH9t73xVfgkvusU/XO8xDpxF86jpraCSSKbC+U2l3/AOC3DYcAYNzwqR2rrJPivl51l122NfTMEfIFrYOVTRXB7jab59W6bdAfM3UOR7R074cHPgX/c03fY3sIrFHMwzrQIhfu91vkV5dlsHhDBPsS8upgKWOQcNhxsDREUFEUZUyiAmswTFkIV6+CaSf23jf+CDj8DCuANj9jxU2wAo48m6JFV0DVNGqkg7aiKl7ptM2Lf/3ESmLxRKoARqTD5k699Zh93by553skQwSzcAPc3K09a4f2WSElWrr327nse7vvsT2coFEUWMkiFwfoYAUr1GUZLO73ZeJ9u5auwFJ3UBlDRByBVVqqAktRFGUsogJrsNQdaXtjZSJQAtNPgi1/t+F0xRVwxnWw+LtWgAHjphzNjz9zFgCr397EpXe8xMpnlyVPsXvFw/aGteIQaN7S8/zJIhceB2vbi6lQPpd4NOXsHJDAckME99t1NycrE94bbNcVikXgl6fAxqeGPoeBGK4y7cHy0XdZNvwVGvsRrbmO9/vKVOjCGHWwlFFFRBaLyFsislFEvt7HmItFZJ2IrBWRez3bPy0iG5y/T3u2nyAibzjn/KlIXxeAFJGIFVjlKrAURVHGJCqwhpvDT4e966zICJanttdagcX4WYjTV+sTx5WzalszcxNvsdc/GYBXn38SgPjkE6yj5cUXhNIa23QYrIi76wPw8h09x3nztvYegMByXaGufdYR69wLiXjmsZlysNp3we43YOdrQ5/DQLhiMx6G1u2DF5SJqC19788yt204+fO/wvM/Hd33HE68jt8/fgjL/1/P/dGu1Bh1B/OLcHvmqqY5jIj4gNuAc4E5wCUiMidtzCzgOuBkY8xc4Bpney1wA3AisAi4QUTcBNpfAFcCs5y/xQPNJRKxvyVlKrAURVHGJCqwhptZ56TWg5Wp9fFHOssjrEiSIk48xLD+qwspNSEmHm+POzGwmXZTyh3rfL3P7Qva/K+O3fZ1yxbrdrW+03OctyfUcDhYbvENk0g5Eun0CBF0KvN17bPLvnogRUMHfhPnPfeyL8M9Hxvc8fHo4EIvh4tE3DaPDmfZDy0XiYWtOAXb7+rN/+m53/tvJTaKhU/6IxGHNQ/bSp1K3zzzPduiIb9YBGw0xmw2xkSA+4APp425ArjNGNMCYIzZ62x/P/BXY0yzs++vwGIRmQSMM8a8YIwxwO+ACwaaSNQJESwrU4GlKIoyFlGBNdxM9DwwLa5IrbsCq24WFBVBaS107iPY3mC3T6kHoDa+j0TVdI4+8vDkod3YIhkvvNPOW53lthhGPJrK0UoXKW7+1eQFsG9D71yubHHD7rzHt+/OPDYesYUi3HWATk+VxEw88U248+yhzc3FG5q27UXo3De44xMxx8EKjq6D1b3fCtb+ekjlOrFu+7AAILy/92fpIbByxMF653l48DO2aqfSN+27+/5/PXeZAmz3vG5wtnmZDcwWkX+KyIsisniAY6c46/2dExG5UkRWisjKxsZGYlH7W1KpDpaiKMqYRAXWcCMCU51qg35Pid4jzoD3/7+Uw1VeZx2e/U6Vv8nzQex/jqpJR3D6grnJQ/f7bUjhc1vauPsNe6N6919fpnvvRjsg/Uao2xFYJ15lRc9LvxraZ3FDBNt2prZ19JGHFY9CwAmJdHOw+nOw4lFY+zC07TgwN8F7U9/dakMFByOU4lFbZj9bBysaGnq+l5dkif4MAisRH91CIUMl6hFY0Lu6ZadHYOVKkQvXMexu63/cWCfSYf+/Hc2m4QdOptyo9A/gx4b5nQ5cAtwpItX9HJvNOTHG3G6MqTfG1E+YMIF4JEzE+KgoDQzqAyiKoiiFgQqskeDYC+3SmwvtC8C7v2ALVQCU1dkbULeMes0Muw2g+jArwBwOmTITgGveP5fPf+A9APz57yv5y/LnAOhq2s7DrzRg3Jsh18GaMBuO/agN33rjwVToXjYY4yme4bmf6NiT2RGLh1M5Z644cN2k9FwygK3POuc3qfkOhUwCpb9+Xekkc7CKsxNmT/7H8IROuQIrmkF8Pvkf8LsBo5Ays+UfsOahoc9rMMS6bRNul34drBwRWO4c3Wbd+xtg/V8O3nxylUgnYLJrCZE7NADTPK+nAjszjHnUGBM1xmwB3sIKrr6ObXDW+ztnL+KxCBEClAYyhHoriqIoBY8KrJHgxH+FSx+AOf3cJJePtw5P63brAhRX2sqBANXTwSmEAcC4SQAEgqXMmGmLZfzkg5M5ocIKoLJ4G9c9sIJP37WC37+wlYZd1tEK+yrg1GttqOJDn4Wnb8z+M0Q6bfhcOq/+AX66oHf1u3ikt8Dqz8Fa92hq3ZszNliiXT1z3cCWyM+WeCyVg5WNy7LthQPrLebiFirJJBCbN8O+t4Z23hdug7/dPPR5ZUsibsVpqVdgpd2M52KIYHpz5Jdvhwc+nR85WbvXWNdwNHAfiuRXCOsKYJaIzBSRILAEWJo25hHgDAARqcOGDG4GngDOEZEap7jFOcATxphdQLuInORUD/wU8CgDEI+GiYmfLAoOKoqiKAVIVgJroNK3InKtU/Z2tYg8LSKHefbFReQ152+pZ/tMEXnJKYl7v3NBLAxEYPb7oaifp5dlddbhad1mBRVAxUS7rDksJbCKAilnyxeACtvkeEZwP4f79trCF8C3z6jlzV1t/Meja7njqdcBuPT36+mqOgKuXQ9zL4SVv8k+vM11r7whYL5iKzDAhvZ5iXuqJvbKwcrgKL3zgj0fDL2HFVjxNm5yz22DKRyRiNowSl8WOVixCDS+ZcPL+roh37u+70qLXpIOVoYb2EiH/f6HEp4Vasn8fQ837ndV5vn3EY/0dElzsciFK6zc7719ty0UE8txp6a7DW4/HV7/4+i8n/tQxPtv6aXb4b5PjM77DwFjTAy4GiuW1gMPGGPWishNInK+M+wJoElE1gHLga8YY5qMMc3Af2JF2grgJmcbwFXAncBGYBPw2EBzScTCxNDwQEVRlLHKgAIrm9K3wKtAvTFmHvAg8APPvpAxZr7zd75n+/eBHxljZgEtwGcP4HPkHxWH2JvhveuhyolMcQVW9XQoG2/XiytTxTL8xVZ4SRG0bLUixymOccnsIl46v5U19Y/xyTm22MQbTYbP3LWC6/+ynl3HXQWRDqIv/ya7+bmip9rRyr5gSghC77A+r4PVKwcrww1/516odQp5HJCDFbKVFb0MRmDFI9lXEWx80/lsJrNL1rYTfvGe3tX0MtHVTwGQaJd1D/sqDtIfodbBhUgOFfe78gpw6ClUuppsA2fv+INNUmA583FzCnM9FK57v/2319k4Ou+XFFieBwA7VtoiITmMMWaZMWa2MeYIY8zNzrbrjTFLnXVjjLnWGDPHGHOcMeY+z7G/McYc6fzd5dm+0hhzrHPOq40Z+MmHiUWIi38kPqKiKIqSB2TjYA1Y+tYYs9wY416JX6RnzHovnFCLM7FiDOC3ZFH6tqCY9T7AQFtDSsR4BZY/CCVVUDIudZPqC9qCDOUTbMU8gBkn2+VjX0Ue+iwVa37Pkc1/B38J/774WNbtbOP+Fds5855mViaO4u3lf+DuRx6j8/tHs393WiNjL67TVTPDLktrewoZt0jAW4/BX/5v5hDBzj5CBONRKy7rjuz5XkMh2mVFqDdMcFACy6kiGCgdWNDsWZNazyQK23bZyoDZlJ7v18Fy5pHeQDobulttXtdIh7y5Dla6wPIKla59KXcxV3KwkiGCzvfe4VTpHoqYHU3c+Y1WWX/3oYj3e4l25b4QzRFMLEKiSB0sRVGUsUo2Aiub0rdePkvPEIoSp3ztiyLiiqjxQKsT0tHvOdPL3xYMkxfARKdSYLXjYC38NJx3qxVWYIWU18FywgGpOAQaVtp1tyrh3nUweaFdb9oIxeP4/GlH8MaN7+fpfz+Nc487lOjkemazjcYVD1Me2sVXbruX/3ryLcKxDCFt7s19jSP+ympTOWKQcrBWPwCr7rbrgTK7HCgHyxVe42fZ5YE4WJFOK+xKq6HSuZkfbIigL+BUdWzuX5jsfiO1nmnOIbcBdBZFO9wcrFh375BC1zUYisByxepIhwm6TpU3BwvSqjrut/uL/LlTRTDpYDnLfHGwMoXsjRTGpFxQbxGWaMj+d8+HfLWDTTyqAktRFGUMk43AyqpMLYCIXAbUA7d4Nk83xtQDlwI/FpEjBnPO9PK3BYMILLjMrrshguOPgHd5IiWrpkH5xJQ74wqsykmAsYJq6rvA7/Raqf9M6oa3ZFzyNFNryrj14vm8++QzCRDl3yesAOD0KfCzv23kQz97jlXvpN3Mp4cIltbakL7iKkBSAqPxzdQxrtM2UB+sTsc1qHMF1gE6WIFSOPn/wnu/bLcNpiqh22i4fKLNxelP1Ox+I1lKP7PAasn+/b35Se730/KOvbl1b6IH+71EQykhM+ICy3mfknGApP5teoVKpNM+HPCXDN7Bat/dsz3AcOHOL9Zt88L6q+aYS7jzG5Xwz7D9fwF6/r8bSavAqPRNQh0sRVGUsUw2Aiub0reIyNnAN4HzjTHJuyljzE5nuRl4BlgA7AOqRZJB6lmVvi04Fn4S3vsV2yMrEx/+bzj/px4Hy7lgVzpO0sJPWaE2bhKID47+oBVpAMXjep9v8gIAilptaOClc4p5/NRNvLvjaa76xf/y7HcW863fPs5T6/bQuNdWItwUc0RtWQ2ccg1c9Zx11brbbHjdvg2p8wcdBysRszdpkXYbfhdJC1lz80hqZlrBcqA5WIFyWHQFzPu43TYoB8sJEXTL4rviLxNNm1KNpDPN2XWlsumx5LpdYEVi6zb46XzY8GTKBRqsg+UNtRzpG3E31M5faptoH2bbB/RwsFx3MZsCIuks/SLc87HhmauXmKfIhTefKVM1x1wi6WCNgBCMR9OEVAZRBan/trnu9uUAEo9iVGApiqKMWbIRWAOWvhWRBcCvsOJqr2d7jYgUO+t1wMnAOidJeDlwkTP002RR+rbgKK6EM7+Vyl1Kp2qq/au0ZdqTImDCMdZROvaj9vXkBTDnfBvGV+sIrJIMAqtmZk/h1dnI0Zt/x/V1f+NH9U2cGnuBj2y9iSt/9zJ/eu4NYqaIzy918olKa+08q6fbc4TboGVLqqAF9Kwi6IYBVk0FTM+n3h3OjW3FRBsOOdQcLGOcm/gyz/vLIHOwnEbDbv5bRx8Cyxgb8jjeyRsbbgeraZPN32p5JyVeBiuwvI7XSOfquIIpUAJXr4BTrrWvvTff4Q7rambbxNlLy1ab85beDuBAiXrKtHubZue6aEgKrHZn7sMYLv3378OdZ3veqyPzelJg5bgYzQGKEtGUq6soiqKMOQYUWFmWvr0FqAD+lFaO/RhgpYi8jhVU3zPGrHP2fQ24VkQ2YnOyfj1sn6rQmLIQ/s/LMOl4+/rEz8M1q1Mi6qO/ho861QH7c7CKilLnkCIbhrW/AV/zZk6uso7KCWYt95+4hcXT4iQqJ7Fg1gwAnnonxjX3vcrld73MznCQ1Zu28eYbL/c8f8BT5MLNv3JzuLxPxV3noHyCFVhDdbBi3YBJ5X6JOOJvsGXanRBB79x2vGLFjku43QpH9/vtLwcrGwerqymV0xbtgnZHyLZ7CmQMVnh6xw+mF9hQSDpYJfZ7d/8b9AgR7LCiN9smzl5c8bN+mJ+7eF0Yr5jO9RBBV+iEO+DZ/4I7zxy+czdt6tk8PL2wRXI9LX9N6ZMiE01FHCiKoihjjqzqyBpjlgHL0rZd71k/u9dBdvvzwHF97NuMrVCoZMOEo1LrRT7rfrmI2D9IlT7PJLAApp8Eu16Hutm2RLzrLG35h93WsYd3Bd8B/z4YP5Nvf/xU2v+rmmdb61jR2UJNeYDGaDHhcDNPPv0MR/shQRFFJFi5K0w9EI2GCbgOlpvDFekAPCLGV2w/Q0n10HOw3PAl9+Ye7DkHEx6XzMGakJobwP2XwYxT4MLb7WvXcXKrKvbrYA0gbuIxK4am1lshEelK9RXz5h0dkIM1SjlYfqeXWcDJAwy1whPfhNO+6riLFXbMYIpcREOp7/fFX8L6v8CSex039EDnne8OVocV/m07ravaVyPbpk32/wunSXm/dLfa7yXabR3JvsIF1cHKirgxBIkhfnWwFEVRxiraqKPQGN9PiCDAqf9uqxU++S1Y53EHdr4CR51nb4ibNtmbuCPPprysDL6xiRuLfNzo3szdM51E+27KIq3s238IJh5hAi08+EYL9QG4fflbLD5yO4dLETJlIbzyW8Jd7ewPdDOxssSKmIqJ9uZwMA5W0yYrCps3waHzUuF6Qa/AqhhckYtEzFa5K62xeWydjfamsu3/t3fecXbU5f5/f/eU7TW7ySa7KZtGCmmkQICEEoihBESQJoiKDeFe/akoiqJXvderwBULF0FEMXKlCUoHg5GEEpIA6Y30nu0128/398czszNn9+xmQ3bZsOd5v17nNXPmzMz5fmdmd+Zznuf5fPdHP4C7AittkIjXrmqwjvb9DZWAFROTfSsleuIKq6gI1nHUYPW2yYUrSIJJMnUF1q5l8O7DkrYaaf5gESw3sjTsdDjwnvwgcGB1zwgs/0DD/vN7Itm0WwsrH4RxF3k29/4arPoKuW5bmzyB254nboC8cXD5g0f/PvdabqhyBJbvB4JY9VgnuhjtYyIRCNHiDaSuKIqixB0qsPobOSMB09E+2yWULLbwaQPpYNyYO1o+37VMHj7d9L5Au8skKYOE0q2cnGihaBItNSVwuIKvXjAVFkOQFlo3/J3ldhxr1jTzZeDfH17GyzX7OG/8IH5YvYcUMig+VE1RKIPGkr1s3lnOtGFZhALtslaf/rLUlRVOh0WXRX820jEH6RDB6iKCVLFbRGSqM5CzO9BwQoJEsWqLpf4HPBdE8ARWyoDORaEriI6WIug+2LsDNzcdiS2wjjWy92HVYEVaPRHZJrCcc+D2w512VYNVvhNyimR++xJ4+36JVLnHZ87XxWnyl1OOzwjFj9uOlgb5noATXTuRojLV++GFb8o5nOPUtvlTBN3z3FjbucCqOQwpud37PleYN1SJgU6sCFYkEm0QonSKtZaQRrAURVHimu6YXCgfJZIy4bq/wozPdb2eW3MEUoMEMi7VgFE+ATA89rauyUXlHsgeQTBT0pAG58kD3Y1j6hmbsJ+aogW8ukMexgYltvCluSNZs6+SypL9vFceZsE9y/j75jrqa8q58v63OPfuf/HA0u2s3VfJnrIjVNU3w5YXYMcSKHbs4G94Dm7dDlM/Jcvh2ATWny6F577mvW/1FaOn5kkEy61H8RtRuCmPXQqsbkawyrbLNN/Jnm32pwh+BCJYT31RXP6gY4pge4GVmOa4CDZF7+PgWnFNfM0Z0WHbYtj6oogH9/pzTVDg+Kz8/fjriPw/IpxIUZlY158bPWqq8SKlnZ1ja+V4dfcaaPAJLIidFug3qTnRHRf7mIgjsBJUYCmKosQtGsHqj4yed/R1XNe8cJqk2h1cLdECv/NVdicCKynTecizEoWJOONFB5PAJBDcLKmH8y//PKdXl8Hv4T8uGIGZOJ7bLhhH5O5GhheO5Vv5JzFkYz55ZfXce/kp/G7ZDv7rBW9crUxqWZNURV3pHrZu2MhEE2Z74mTGp2aKa93qR5w+tBNYVftjt7u2WJwPj5RJHVQg6Nm0A6S1F1ilXp3LsUSwmmolypMQiN2O8nYCq8mXIuimZyXnfLAarMQM2V9v1mCtf9Kbd8dga4tg7Y+ehlPlunCP3/53RGy5x2/JT+DUL3qiqqFSzFfAScd0xl37oE6T7YlKESyB9Hz5ocAvKmpLoHSL1OAdD60tcg10VifVGa4A959/t3024h2fztIaWxokMtudtEdro1MEwRNmSVnePvwC9EQSoycgEQsh04rpLLqoKIqi9Hs0ghWvuAIrc6iYW4BMXZMM6DyClZRBW3ph1jBIy5f5QFjESqRFLOEzC0hLkwiEaaqDil2Yp75I4EgJ6QMG85WzR3PmyaNIaG3kovHZ/G38ErYMv4slkxZz5xWTuXWmiL1g7UH27X6fQ5FsLrn3Dc6961/MX+SJqG89s53HV+2lobmVA/Uh6moqqGlopgMHVsu0sVoEJXg27SBRvVqfwGpt8qJhR0qlf4npjsDyPfC/80eJ6DRUeeYiXUXRyrZJtCzdOW715dHRCoDMAqg/xrS4+kp5KE5M690UwVyf4YorbgMhqWFzj0ubwEqLrsF68TZ46bbo47fqIU801FeIEDZOymZCglxvxxLBaqztWnyAGDocKRPBHEqOFg1v/xYWfULExweluQHuHgvvLTr6uofWRX9/m8D3jZUWZZde13GZn3pfCuHRaKrzfiBxj7F77NJ86YJRboK++V1vwEo1gPUTsZZEmgloBEtRFCVu0QhWvOIKrKyhMH6hPHim+Oq2gkmejXh7/A6FWcO8B7pAWF6tjZ7rYdgZJLmpDl78Nmx9ydsOIDlLpuseh6V3kpicQ1HxGoqu/jkktsI6SDQtXJBbgk0dxfWDRlBS20hTSytvVU9htl3D7somHn9yLd//23q+RR1XBmq48FfLuGH2CKrqm9lXUc+gjCRuNitIxwAWdvyLqgFTyIg0Y9wIVmquRLDcCALIQ3hShvcw7hpzHF7vrfPunyQyAyJKD68TEef2rT1lOyRq6Nrau9+XEPLGFcsohPJdsbfvjIZKSM6UKMcHTRE8Ug47X4OJl3W+Tn0FTLkGTrvJSw10rdrdCFxbDVaq5yJorUSGEjO86Ew4TYxLogTWIakfciOASVndj2A1N8iYTtnD4drHYnzuc8JrbRRzk1BqtGioL/fqsjobo+5ouJHSTc/KgOCdUbkH7p8LH/spnPZlWRYzRTCGYOzsHLcJpW5cA37hGiWwjPw9uMclasBhnxhc9RBs+wfMvPHo3xUnuCmCLSqwFEVR4hYVWPFKqi+CNeESeYGIrKQsEWAJnQQ43boYEEHR2iIRB/82uWNk6j6gbn5WrODn/QBGngWDTnb25YiQF24V17NTvyw1UpV7PLMJIFixHQqnc8fCCW3LGmr+zoE3/siieV/gvtd2UnGkifOaRpG+/kVSgwn85PlNJBgYnJlMcU0DpwZfZbgpIBAMUffGs1z4wnjWJTbw1pYyIsMPMTuQTWZLPS0H1xEJZRJuroIjZRQHB1OzazeZkXSqS2oZ6U8RbG6QeiKXbEdg7VslhhpFczoev/LtMPp8iZwFwlD6vnfMip1h4jILRay0HsN4Om4Eq7VZjt8DZ8PH74OB47u3PcDiH4hgHHa6GB60x1oRQen53phqLqFkT2C5gqnN5KJRIlMNVZ5NPUiaZMVuL0WwvlLW83938jFY+b/2MyjZ5EWqrJWasanXwqhzfAMNH5E0zuQcp90+AeNG/xprP7jAKt8p091vdn0ONz7jDDC9s+O29f4IViyB1UmUrn2qX1f4U139NVjhVDl3tc557CyCdaRMtmtp7Nxwo3izCNlY11M/xFpxEbQhTRFUFEWJV1RgxStpA+VhPP/kjp8NmSbRms5wBVYoRdZLzYVv7ZCHKPchzU07DCZK6tjOpZA+BGbfHP0gNvIcmP5ZeSA/61bPDKF8Z/RDJ3iW1W4z0rMZsuD/AfDV8xxB98YgWA8vfeUUipvCJIYCZCaH2FNaR/Zvb2ZL2izW1mbyucbHuPuUUpI2RThQ3cIP//wOH0uo4f4wBBsrWdI6hXMCa/jls2/xwMFSFnGQgzaRz/9qGQ8ObeKMhmoefXsXc1N2URDx0hFfPZzMPMA+/w1aA0k8f95iPjYxn+r6ZpLDAdJxzBUGjPSOYZkjsPLGRQsskIhau353SkOlHPfmenmwt63izjdwvLjANVRGRyl3vQFv3CPOfYGQRK/WPiGfVeyM/UDcVCdRtqQY0Tk3mgW0pZD6bdpLt8qy5jqoOSDXUXaRGJm4xiD1FXIt+KOnSVndcxFsrIU3fy22++44UfUVEh1tqoWRZztmDUbSP0GORzglOirjCqymWsBph7WSSucXSuv/Cu/9Ga57qmOdlXvtNtXKoNXDTo3d5k3OmOxV+7zviZkiWCf1blFmE50ILFe8tjbJ35M/ktJYI8fSvb78kUH3GDfWOAIrxWfN3kkEy42y1RZLNDwWj1wBI+bAZffF/ryf4UawWkMawVIURYlXtAYrXgkmwtfWyphY7bn6Ebj0N51v66YIZg3zHiyTs6PXcQWWcVLyACZc2vFX7tQBsPAeuPZRKJju1YBV7JQUuewib93uCA13AOamWgZmJJGZLA/Ew6pWkN5Szowzzuez37oHm3sSl+/9KSHbyHWnj+apr5zO6RfdwKtD/4365EGMPkfSuuoqDrPg5MFMym5l+oQxzByRw5LdjRgs//X0Sh56VATJpog8XC4vl+839eXYmsN87dF3mfvzJZz601c5/af/5JZ7/wrAm5XZbD1cQ0NCEtRXEDFBarPdSJPxIl/bHafExtpo2/hY1FdKtCcxTcQVeKJm7aPwi5OjjRPe/DW8/4rUhIHUC7kP8L7oYfR3ONu3P98Q7eboEk4TK/SWRkkPdClzBHn28OjolBvBcuv6QPrUnRTBA++K+Bt1rqT41ZV6kbQdr3kizh+BTc7pmCLYFsHy1bG9fT/8cqpEvVx2LoPt//TEkZ/ynY4BiJGUy1hUH4C9b3vzIO1tqfdMTtzva6rtKHg7q7Pzi9H2Uax//gR+/zHfujEEljtAdDj16CYX7vVQV+wtW/E7eOpLXhur9nb8saQfE4lYwqaVoEawFEVR4hYVWPFMUmZsp7twartoRPvtfAKrM1yBBZICBVLrdTTSBsoDb/kOeSgbOksiEtA9geVG3vx25zWH4ekviTnDlGsx4RTM/J+0jTkVDIU5ZVg2N5wxknk3/oTkb29l6OlXAv//+rEAACAASURBVPDdswZy95VTCDWUk5w5kEU3nsp3Lz8dgBduPInrhxZzJGUIQ868HoBvX+M9vIZMK7+7YiTXp67gljOGcNaYAZzb+iYAP3qzkfm/WMq+WvkT3NBayH8sESv4BpPIzUugLJDL2y8u4sfPbaT6iZuwD85jy4FKlr1fQkOz70EfJA2trhjSB3t1b+ClHx54TyJHhzfI+yPlUjsDngjb8S/HwMJ0LrDcB/KYAivGNdMWwWrw2gKSJpmU1dFI5UiZ9MOtEYSOpiIgEbn/nQ3Lf+st27tCphMulWn1Pm9cseY6T6z6o3gpToqgX2C545j5xUnxBtlfuU8o1JXI1DVMiUQ8Y4yKnZLyOXCC16727HpDpoOneALLjV4VzgRstOhpXxPZWAMv3x59XCH6WLWPch1cI/1wxZm7/0C4Y4pgKNUz1OgqRRC8waFBInubn5N5t76wM2fPfoh1roFgWAWWoihKvKIpgsqxk9gNgZUSY6DjYacdfd/GyOCzhzfIQ2fOSEktrNrTPYFVMF2me9+WWqiq/bDxb/JAed1TnuudP2Wr/UDKIJGwQFjcA1ubobGqbeDWQMEpAAytXQd166BoNsz9MuQOJlgwNWo35yVu4rzKn8HAPEjaD9seJzJmPjeNuxATDDF46QAoO8CwSXOZ2zoKNkM9SWw+XMOK8Kmc07CYL721ha8GF2PMEX7ym/tYFpnMxCEZfO6MIkLBBJpaIrSW7eAqG+Gh9a2MqW+grfKrdAu7y+rI3LeFLGDr2uVkZM8g//2/ee5xrsCqOSzmG021PRTBcowvXJOLks1Sq2cjInzyxnW8hko2S7vcFDbwTC5e+o5ML7tPUgyLN8I/fyyGHOmDYN9KEfaDJsp2VfujxcamZ5225wA7vPlwiidwwIt0+V343HHQDq2VAbnBE1gHVsuPB49fL9f9Jb8WIZZ/sjfeVixKt8jxGHUuvH6PVzsHMGQqvP+yY66SI6KmvcAq2yZDFYTT4JzveMu7Gg+txIkiVu6FQRO8df1mNU21HSNYbSYXJnosMVdsuX2MRMQVsalWjp8bHa050PXQBf2IiPODUjCU1MctURRFUfoKFVjKsZOSIw/OeeO6t/6cb0raWncfrnKKvIfhYadJ5KFqjwito5FZIA+LW1+CPW9JHUo4TQZf9tebJWVC5jDZbyBGrYQxEg07UuY9lKY60bG8cSIwVtwvQmH0PNnfKZ/uOAjrvpUyPbxBnAZHzCHh2se51E2tfDcDyiBz9GkszCyEzZCdlcWrXz0btkdg0fMsP2MVSStkvz8dsZq3p1/Pj57byDeeWNP2NbMTNnBVGDbWZ5HbIr+cN9ogiXUlXHLnc/w9vJmsBFi14nW+++Z4/i/8e/JNASmmgXeWLOO/3pzO84172dwyhkmphdTs3szi5buZOSKHQRmJ7CytIzctkcIj5eLDmJxFJGIJJPhqj9wIVoIzvlg4VUxP3LTQwxvE3OSQYwripgi6ZBTIwzlEC6/kLBFoG56W433aTdFjji39OVx4lxzrsReIAyOIVbwrlgqmS4QOYkSwUrxIDbSrwXJwIzSH1sHJn5D59hGsPW9B9ggREpV7YPzFIszcqGF7SrZICmx2EWClbzWO0HNNYI6Ui2hpqvNs/UGuWVcEu1Evl6gUQV+/6ko944wqR2C5AjRzaHQEK2WACM9Ii9RxuUIqOcs7Vv4asVrnWFTs9I5b7WEvghVpkWOYMTj2sehH2IhEsHSgYUVRlPhFBZZy7ISS4eYV0Q98Llf+yauDcpn3/WPbv1uHNWAMFJ0lrnb7AtFpY10x7HSpOQIRVoUzo+tuXIZMEYGV0MmfQUouHN4Ij14jD5xjnPS/hAT5ji3PA8ZbDnJsEoJO7YwVN0GQFL3iTTD7K9GGCG7Up2C653znpviNmAs5I0la4dTDnXwFhZueoXBEIxd+Zx6HqxtoiUQIBwJkbTkEr8BdX1gI75TB689zYMBsisqX8YNTDcPXloKFhfkVNE0czqylW1g58JMMPLKVyS3FnDEig6xN1SwvDrKXROYEtvK9v4kVvTFe5tvnkt/kDuCC+9exp3U/V0wvpKklQlpikPn7G5gFlAbzyW3aR00kkdv/8h5fCjcyEaCuhMqRC8lyBJZNzsakD8YmhMAYTHYR7H5dvqh9BAu8dL/XfwFFc2U+f7LUV5XvEDE8dKacq0BYaqOaj4iQyxvnWekn+wRWcrYjsJyojLW+Gqxqbz1XTLkCELyo1oHVEv05Uiaisnq/1IK59YN1Jd6A1X5Kt8pwBhkF8r76gKS2JmXJDwUggqilHrDe9R9MknXcdMUOAssXwfLXabmRSvAiZe7YbSk53rKmWhG4bUMs1HoCKyXXO1Z+G3k3gnXI56hZW+xFsECOSy8KLGPMAuCXQAB40Fr73+0+/wxwJ+DmK/7GWvug89nPgIuc5T+21j7mLP8jcBbgqtbPWGtXd9kO1/QmNfe4+qMoiqJ8dFGBpXwwOnMMc+tfjgdXYM36gjyUjl8ooq27EbBhp4nAyi6CUfM6Pti6DJ4qkbLKvbE/T86CXcvkAfwzz0f3ebgjsApnQFqet9wYaWt2kZguuA+cbpQjf3L0d4RTIZwu9TqVu2WZK7oCQZj7Lfjbl2HQJDj/R7BtMTz5OZJvfIURuT4L8YaDkm6WUdD2YFw05xr4+zI+kb5JTC+Sskivep/PDN4DtpnZ868UB7/Vf+HnHxsEm+Cqc2dyYN9u8ncs5Y1vzuYfW6qoaWhh3OAMSmoayX5vKRyCmRNGMbo5xJ+X7yYrJUxdYwvTQlJPtrkxhzPNPsqaQyx9v4SMxmJ+4pjvfe+dVH7j/LB//4oyHt+8jD+05hCglcMl4CR48rO36thT+y4YuCq5BUdOUZVUQPqGv7GprJXxgTCNw88maeX/cmjDMgYDbzUMJ7u4lpMyhmCq9xNpbiAhfbBEaFzaIlhGhErI55bX0uiNRdZZiiCI3XtjtdS81RyEXY4wrCvzhE9OkYiT1iZZ1y/yW1skujN2gZf6Wr1fRFbGEK+W8EiZF4VKyhLh6IrCcic65E7broUq6RvWSffcLZHCEp/JiCumXGt//9AD9RVy7bvXYfMRT1SlHkVg+YcsqD3kDapdVyKCt3AGvYExJgDcC5wP7ANWGmOesdZubLfqY9baW9ptexFwCjAVSAReM8a8aK11Ffat1tonu9uWBPf66SqFWlEURenXqMBSTjzGLoAZN8LUT8n7iZd1PfBte0acKdNJn+xcXIGIJOh8Hbcm5eJfgFN31WHbsQs6bnfy5WJ1/8KW6NQz6Dh21KwvwNiPiXh0IzX+sZcmfRLe+aOkm2UWiLvjY9fBHy+Wscsaa0TMVeyW1LhASNLUQqnStkCiZwV+0oWw5v9g1e/l4XnYbHkAbqoR8wNgcMEIBufmwA4osCV85oyTottbnQglYX58xSwwhsaWVhKDAVojloTnX4Z3XmPWtGmwei35ebm8/eV5lCzdBUtl83lnnU3zqj8Saq5h1LChjE1Mpz44jmCknn21iUwHKmwaD60soSA7mbrGFqpry5nriLJ7as7lB6FFDD/4MttsHvcta+YX4RZW/+PP5CYEuOHZKppYxjOpaeS0bKO8upbUzFxW7zBc7nTh9f2tnAk0hzNZu7eS/DrDkOYjGGuxjdW4V0NLQ7X8g2yqk/OYNghqD9P8l+sJTLlSHILGzId3H/Yips11XtQmc6jnYlhXGi2wKnaKkMs7ySewDkiKYPpgL8p2pNxLuQunySs5O9ouvr5C1nOFY32lRJdrDkpa5WPXw7+9I2YYwWT5rC2C5QxO7Qos19o+ZYBXZ1d7WERWICw/HrjRPFdguQIKRIC6orPGSREcc54YX1T3qtHFLGCbtXYHgDHmUeBSoL3AisUE4DVrbQvQYoxZAywAHv8gDQlYFViKoijxjgos5cQjPR8u/p8Pvn3uGLj2CRhxRtfrDT8drnpEBj6OxYV3SkrYlKs7fjZkGlz++9gC66K7Zbr0LnmQTnIGyg2lQs6o6HVdMQheaqVfYAWCcOPL3vvxC+GKP8Az/w77fO50yTniWAcw8RNSF5acDeMugg1POcsvE4G1bbGkNYaSvAGhdzoKKH2Q96BevkMEgJ/6CtmvI0oTgxJVDCSYtohHOFcikEkpGRAMUJjrPKibAJfNmwubc6GihvOnj+P8adOhYRFYy8ild8Fbr5I6cASbblpAQoIhErEc2pQMT0i213e/8x9wzxOktTSQMWQc5xSeASvvY35oLU2Zo3ny8rPZeKCa3S9kk1O9icEJliXlhTxfEeByJwD60o4mzgzB3oYkLr/vLW4KlPLtkGXB3a+Q3FDM005X//rWZva1bqGlbBffBl5PnMv0uudI3Pwsm7ZvYyKwuPlkzgkkYTe/2PbPdM2qZUwB9jRnUFURYhJQXnKAV3eGWThlCEmhQFs0aUNTPpTDhHAapmo/VB8kMvBkXt/dwJyEIObwekkJdK+LxDRsUiZgiPpZoGKnd94aKiWSWXPQSYu0cHi9mGrkjpY0P3+KoBvBijSLIIy0yPWUP0nWObhGInyhZMdxsd67FkDSL6v3S1Rv70qYsBDWPCrf2VgFBTNgy4u97SRYAPhD0fuAWIOPXW6MmQtsBf6ftXYvsAb4gTHmf4AU4Byihdl/GmPuAF4FbrPWNnbVkIRIM80ECaV2M6VZURRF6XeoTbvSPxk7P1qodMb4izvWjLkMnw2nfjH2Z8bApCvEvKMzXNe30ecBRkw2Err4kwuERKQcrd0nfwK+sQm+tRO+vUsiC/Xl3i/mCQle9GHurTINp8OY80WcnfYVOOtbsnyg47j3/itOm/M9i/3iTfIwvXOpZxBRXxnbQRA8k4vsEc53Ov1wi/1zimTeFQLufpIyITmLhBR5H84ZToJjnpGQYBiS79T6ZQ4llDbAsTCH/KIJXDJPxHEg0khy4WQmF2Zx9axhzJlxCkMSKsilkvNOncIvv3RJWzN/fI0kHA7Iy+f3N8xgwTSplXqw6TZuynmvbb3cUDO/WbKNNVskIvVExRg+lfskh9LGc1KLCKR7Vx3h7aaRBG1L23aRg+uosinMvWcFt70sEazvLvontz65lqsfWM5tT7zHs08tAuCqp8q46NdvsKc5i/e3rCVSe5hFG5r49B9WYiItsPYxeFHO4cPvlLCvNYt/Hkxk6W4RORHnX3hTyXY2H6zkjeVvUl1RSnGCpK3aCkk7rdy7ifr9GyhPGYnNGkZr5R52ltYRqS2W4+9GT516rpakbDmPydmOxf8RuTZDKV49lhvByhsn9VZbXxJBdfLlkDpQhDzIdZ9RIMYa9ZXw5I30ArHC0Lbd+2eBEdbaycBi4GEAa+0rwAvAm8BfgLcA94R+BxgHzARygG/H/HJjvmiMWWWMWZXQ2khpYGDXf+uKoihKv0bvAIrSW7imBAPHicg66cKjb5M3TqzSj0ZiugiV5GxJMYTYKUmDJsCUa6UuzRgRZwt+6tXCpOVJKlvFTsBIuldylqQbFm+S8cMeXgh/uhR2v+lFsGLRJrAcZ8A2geVEYFzh5tYXuQ/1Lu5+/QYX/vXcaNsIx4Q+Z5SMyZbuGCe49uxA1qxrSLARjG0lJ384WflFuM/gxhF4mTmDmDd+EFNGSopeYdMO5vNW2z7mjUxhzQ/ms+gqEWC/vPE8nrr5TIaMPYUgMg7Z725aQOHUeQC0BCWCNzW8n5TcoXxz/li+cZlEUS8aFeQ/LzuZrYdrmLvhdhY2v8S23Hn8+rNncdcnp7AjNIqhFStIwNKYMohfXj2VxkC00H55SzWXld7EXcHPk5Qq6YZbIoVErOHeJ1/hf359D2e8dAEZTYd4bqclYg3G0RirXn+J5PqD/HZLCvesaiBwpJRv3P0ACeXb+d3eIfxlnZQbPfyciKKvPbOHKx9Yzoqm4exY+zqrdxygtDHAiv31NNbX8ea2UpqqS2gOZbC8NAxNtZT+6z6aU/NZHZxCRUJ2mynJnsQxRDIKaCjbyz9WrIb13S5nOhb2Af7C0ELggH8Fa22ZL/r0O7ySP6y1/2mtnWqtPR+5UN53lh+0QiPwByQVsQPW2gestTOstTNCppWy4KBYqymKoihxgqYIKkpv4UawMofBdbd2b5vPv9p13VgsJl8lZh1+y3M/H//frrcfMk2iC6l53phgA8dLilf1fhh3Mex/F17+rlh2d1ZbMvEyabsbwXKje65NuyuwkttFsFzc9+0NVJyUOAY4Amvsx+C1n3l1cblj5GF+kM+Gf+B4iaSsf1IEWDDs1SW53+9G0vzjd7lOeyYATbVkJIWg3jG4SHXMTNxUTCB3UCFMPRfW/Zrg0Jmw8zVMSz2hrEJuOXeMHK8XYGF+FZTcwye/eTuhX70Dk65n9CW/ZnTbub4cnn0NgC9eNAfGFsCgl9hbazm44mlmvf8LfnvzpYRzhxMKJBB49mV4D8aMHU/d3ibmp9dwcU6tJL4BcyYMpXVHCgktUgN4TnAdWJg5+2wqSw/DLngo9/9oqQ3zVtr5tOzexDVAWpXsYOTwoRyoj1CROZFTyh9lZVUaZQTYWNLMBOq49sG3+VVoI5NMMo9usZwWhtyS5dzXspCf3becB0NhzgvA9shg5v3qXe4MWeYk7OL3+1Zyfu+4l68ExhhjihCXwKuBa/0rGGMGW2vdEcgvATY5ywNAlrW2zBgzGZgMvOLfxhhjgI8D64/WkKBtoTKsAktRFCWeUYGlKL1FuvOQ1ZnjYiw+SFrRSRdK3df4S2J/fjTBNmSaGGGk+x4KB02Abf+Q+XEXS+3X01+S924kqT0DRsGcb8i4TRjP5jvgCCy3nsuNYLUXWG6kqn0EKxCETzwAQ53gwZCpcNseT8DljpU0Rl8EC4BzvycDRRc40brMoSKw2lIUnWmk1dvGHXw5Pd9zEXQNHNoLrGCyROkKZzmRxAWwU0RSmx15MCwC8d0/QUs9YRsRO/4x86PPS9Ecb97ddvBkhgJDx0yBplvJ8KeOOsc2mJ5H+vBpTCzbJm0PJkFLA2OGDoGDGVAjAivgpDCef66TOvvnf5C1axmcfAUPXTEfKk6CX97B5QVVsAu+fslsvj5gFGwqh8ceYXZ4BwycwKjh4wi88QKLPjeTwudaSE8YxDeuvZV3lw8lP6GCIdkX85v0PE7dPB42vkfmqJn8fOJkCt8rIu/A63z/7AGSiNfDWGtbjDG3AC8jNu0PWWs3GGN+BKyy1j4D/Lsx5hIk/a8c+IyzeQhYJhqKauA6x/AC4BFjTB4S1VoNfPlobQnSQnW4/4/3pSiKonSOCixF6S1yx0p9VHdS/o6HhADM/PwH396NBKX5xjUb6BMrw0+XqFXlXljyk47GFx3ak+C5I4LU4Ez6pFOLhgjOYHJHgVU4E6Z/Fkae3XGfk6+Mfu+vfZt8lYw9lt7uoTanCD79d+991lAxBknOlpqgQY5QcqcDJ0KxMyhw+mBxVzy0TgwhwuleCqQrsNLyHFv+NPj6JhGSi38gtuz+QbFT8zxnwXel9ophp0W3NbtI2lS9P/aA2u3r8tz3qXkS2dv6orj9TbxMjn3eeFj9iLNuuvQlc6gnLq9+BBb/EE69yesveON8uesVOFl0TbUQTiGYlApY5hQGIVwp7R6Yw9BLvgKIbR8ApTKOV+7Y07hyxlBonQD7W5kYOtSxbz2EtfYFpJbKv+wO3/x3kJqq9ts1IE6CsfZ57gdpS01SNwZFVxRFUfotKrAUpbcYtxC+tr77AyT3FYOnyrR9BAvkoT9rmAiJs24VR0U3AtUVF97pzSemw+UPeu+nf1YiOKGk6G0S02DhPcfe/qGzvOhWV+SMkghPKAX+3wZvef4kuKMClv8vvHK7LMsYDHvehgfOEXc9f1pk2kCJfrkRLfDEV0quWK37B9T1CyzbKu1of00YI4Mnb/y7b5yuLnAFZmqeJ4Iaq6Uv7vu2AavPFAHmH4MtKVOGH3AJhqXtR0plPLVEx1I+YwhMux7eWyQC202nvHO09GXcxbHb56bHDpnmvHf6e2i97L+fcyRFBZaiKEo80//vdIrSVyQkRIuWE5XkLDjndphyjbcsd6xEhYbNjk5lyxoK4ZSO+zgWQkmSTvhhc/ot8NkXpT/uyyUhwRNRgbCIyLpib9Bh19YcZLsJl3pmG35Sc2UaFcFylk127P6HzY7dvnl3wLWPd68GL+wTWEOmeWmY/jo01x3THYZgcLtBrtvjisLknOhU1fN+KNOsYZ44sq3wmRekzbE46QKJjrnpmW509PD67gn0jzANhKlPKzz6ioqiKEq/RSNYiqJ4tu0uwUS44qHoVMGPOkmZHQeM9uMKrMR0T8CARHAKpkev21mkzRVT7SNYAGffJhGi9umOLhlDvEGHj0ZbimCunKsh02Dvcm/sKv86I86EBf999MG604dIimD7CFpqLnxtnRyTA46N/VWPdD3OXGYhXPDf3ns3glW520mx3H7ULn5Ued8W0pJW0NfNUBRFUfoQFViKosRmwqVHX6c/4RdYbvQnmAwLf9V985GUGBGsiZ8QcZJTBNf9tWfamj4YMJDlOEdOukIii35x5IrEjAI47aaj79MfwWqPe2xGz4PvHujeGHN+0nyRXH9qZT8lORTo6yYoiqIofYgKLEVRFBDzi3BadAQr76Rjc3bMGAKh1Og0uKI50S6BPcHIs+Hf3vFSLWd9QV5+EtNim4l0hmt0cbQUvmMVV25bQqnQXBcXAisprAJLURQlnlGBpSiKAlL7lDUMEjM8E4mB449tH6f/u0T+Pojd/rFgzNHr2GZ+Hoad3v1x1doEVjcF2bGSPgjKd8SFwNIIlqIoSnyjAktRFMXl3O+JYURjlbzPG3ds26cOkNeJQP6k6Jqso+HWf/WWCUWaK7Bye2f/JxAqsBRFUeIbFViKoigu4y6S6fuLZTow5vBI/ZP0LmqwegLX6CIeIlhhNehVFEWJZ/QuoCiK0p6iOeK8N+qcvm7Jh0dOkQxQXDijd/bvWrXHgcBK0giWoihKXKMRLEVRlPYEE7vnvNefCKfCzct7b/9uBOtEH3i7B9AUQUVRlPhGI1iKoihK7zNgFJiAjJHVz0lWF0FFUZS4RiNYiqIoSu8z/lL4tymQnt/XLelVinJTGZaT0tfNUBRFUfoQjWApiqIovU9CAuSM7OtW9DppiUFSwvrbpaIoSjzTLYFljFlgjNlijNlmjLktxudfN8ZsNMasNca8aowZ3u7zDGPMfmPMb3zL/uXsc7Xz6v+J+YqiKIqiKIqi9GuOKrCMMQHgXuACYAJwjTGmvXfxe8AMa+1k4Eng5+0+/zHwWozdf8paO9V5FR9z6xVFURRFURRFUU4guhPBmgVss9busNY2AY8Cl/pXsNYusdYecd4uB9qqmI0x04FBwCs902RFURRFURRFUZQTk+4IrAJgr+/9PmdZZ9wIvAhgjEkA7gZu7WTdPzjpgd83xphutEVRFEVRFEVRFOWEpTsCK5bwsTFXNOY6YAZwp7PoK8AL1tq9MVb/lLV2EjDHeV3fyT6/aIxZZYxZVVJS0o3mKoqiKIqiKIqi9A3dEVj7gKG+94XAgfYrGWPOA24HLrHWNjqLZwO3GGN2AXcBnzbG/DeAtXa/M60B/g9JReyAtfYBa+0Ma+2MvLy8bnVKURRFURRFURSlL+iOl+xKYIwxpgjYD1wNXOtfwRgzDbgfWOA3q7DWfsq3zmcQI4zbjDFBIMtaW2qMCQEXA4uPtzOKoiiKoiiKoih9yVEFlrW2xRhzC/AyEAAestZuMMb8CFhlrX0GSQlMA55wSqn2WGsv6WK3icDLjrgKIOLqd8fXFUVRFEVRFEVRlL6lW6MhWmtfAF5ot+wO3/x53djHH4E/OvN1wPRjaKeiKIqiKIqiKMoJj7E2pl/FCYkxpgTY3dft+JDIBUr7uhF9gPY7/ojXvsdrvwFOstam93UjegO9T8UN8dp37Xf8Ea99P677VLciWCcK1tq4cbkwxqyy1s7o63Z82Gi/44947Xu89huk733dht5C71PxQbz2Xfsdf8Rr34/3PtUdF0FFURRFURRFURSlG6jAUhRFURRFURRF6SFUYJ24PNDXDegjtN/xR7z2PV77DfHd9/5EPJ/HeO279jv+iNe+H1e/P1ImF4qiKIqiKIqiKCcyGsFSFEVRFEVRFEXpIVRgnQAYY3YZY9YZY1a7riXGmBxjzD+MMe870+y+bmdPYIx5yBhTbIxZ71sWs69G+JUxZpsxZq0x5pS+a/nx0Um/f2iM2e+c99XGmAt9n33H6fcWY8zH+qbVx48xZqgxZokxZpMxZoMx5qvO8n59zrvodzyc8yRjzApjzBqn7//hLC8yxrztnPPHjDFhZ3mi836b8/mIvmy/0jnxcq+K1/sU6L1K71V6r+qxe5W1Vl99/AJ2Abntlv0cuM2Zvw34WV+3s4f6Ohc4BVh/tL4CFwIvAgY4DXi7r9vfw/3+IfDNGOtOANYAiUARsB0I9HUfPmC/BwOnOPPpwFanf/36nHfR73g45wZIc+ZDwNvOuXwcuNpZ/lvgJmf+K8Bvnfmrgcf6ug/66vTcxsW9Kl7vU130PR7+b+m9Su9VPXqv0gjWiculwMPO/MPAx/uwLT2GtXYpUN5ucWd9vRT4kxWWA1nGmMEfTkt7lk763RmXAo9aaxuttTuBbcCsXmtcL2KtPWitfdeZrwE2AQX083PeRb87oz+dc2utrXXehpyXBc4FnnSWtz/n7rXwJDDPGGM+pOYqx0+/u1fF630K9F7lzOu9qnP60znv1XuVCqwTAwu8Yox5xxjzRWfZIGvtQZA/AGBgn7Wu9+msrwXAXt96++j6D/+jyC1OesFDvtSaftlvJ5w+DfmVKG7Oebt+Qxycc2NMwBizGigG/oH8yllprW1xVvH3r63vzudVwIAPt8VKN4nne1Xc/M/qhH7/f8tF71V6r+qJe5UKrBODM6y1pwAXxBwMZQAABLBJREFUADcbY+b2dYNOEGL9MtCfbC/vA0YBU4GDwN3O8n7Xb2NMGvBX4GvW2uquVo2x7CPb9xj9jotzbq1ttdZOBQqRXzfHx1rNmfarvvdz9F7VkXi4fuPi/xbovQq9V/XYvUoF1gmAtfaAMy0GnkZO8mE33OxMi/uuhb1OZ33dBwz1rVcIHPiQ29ZrWGsPO3/cEeB3eGH2ftVvY0wI+cf9iLX2KWdxvz/nsfodL+fcxVpbCfwLyWvPMsYEnY/8/Wvru/N5Jt1PUVI+ROL8XtXv/2d1Rrz839J7ld6r6MF7lQqsPsYYk2qMSXfngfnAeuAZ4AZntRuAv/dNCz8UOuvrM8CnHbee04AqN1TfH2iXr30Zct5B+n2141hTBIwBVnzY7esJnPzk3wObrLX/4/uoX5/zzvodJ+c8zxiT5cwnA+chef1LgCuc1dqfc/dauAL4p3WqiJUTB71X9e//WV0RJ/+39F6l96qevVd15YChrw/FxWQk4siyBtgA3O4sHwC8CrzvTHP6uq091N+/IOHmZuTXgBs76ysSjr0XyYldB8zo6/b3cL8XOf1a6/zhDvatf7vT7y3ABX3d/uPo95lICH0tsNp5Xdjfz3kX/Y6Hcz4ZeM/p43rgDmf5SORGvA14Akh0lic577c5n4/s6z7oK+Z5jZt7Vbzep7roezz839J7ld6revReZZyNFEVRFEVRFEVRlONEUwQVRVEURVEURVF6CBVYiqIoiqIoiqIoPYQKLEVRFEVRFEVRlB5CBZaiKIqiKIqiKEoPoQJLURRFURRFURSlh1CBpSgfMYwxZxtjnuvrdiiKoihKLPQ+pcQ7KrAURVEURVEURVF6CBVYitJLGGOuM8asMMasNsbcb4wJGGNqjTF3G2PeNca8aozJc9adaoxZboxZa4x52hiT7SwfbYxZbIxZ42wzytl9mjHmSWPMZmPMI85o7IqiKIrSbfQ+pSi9gwosRekFjDHjgauAM6y1U4FW4FNAKvCutfYU4DXgB84mfwK+ba2djIye7i5/BLjXWjsFOB046CyfBnwNmICMOn5Gr3dKURRF6TfofUpReo9gXzdAUfop84DpwErnR7tkoBiIAI856/wZeMoYkwlkWWtfc5Y/DDxhjEkHCqy1TwNYaxsAnP2tsNbuc96vBkYAr/d+txRFUZR+gt6nFKWXUIGlKL2DAR621n4naqEx32+3nj3KPjqj0Tffiv4tK4qiKMeG3qcUpZfQFEFF6R1eBa4wxgwEMMbkGGOGI39zVzjrXAu8bq2tAiqMMXOc5dcDr1lrq4F9xpiPO/tINMakfKi9UBRFUforep9SlF5Cf01QlF7AWrvRGPM94BVjTALQDNwM1AETjTHvAFVI/jvADcBvnRvTDuCzzvLrgfuNMT9y9vHJD7EbiqIoSj9F71OK0nsYa7uK/CqK0pMYY2qttWl93Q5FURRFiYXepxTl+NEUQUVRFEVRFEVRlB5CI1iKoiiKoiiKoig9hEawFEVRFEVRFEVReggVWIqiKIqiKIqiKD2ECixFURRFURRFUZQeQgWWoiiKoiiKoihKD6ECS1EURVEURVEUpYdQgaUoiqIoiqIoitJD/H9NL2dSIHdIrwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.247, max: 0.593, cur: 0.247)\n",
"validation (min: 0.246, max: 0.285, cur: 0.247)\n",
"\n",
"r2_keras:\n",
"training (min: 0.100, max: 0.629, cur: 0.629)\n",
"validation (min: 0.571, max: 0.632, cur: 0.629)\n",
"peak memory: 3319.07 MiB, increment: 3026.91 MiB\n",
"CPU times: user 4h 10min 22s, sys: 18min 4s, total: 4h 28min 27s\n",
"Wall time: 3h 1min 1s\n"
]
}
],
"source": [
"# evaluate model\n",
"estimator = KerasRegressor(build_fn=wider_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=300, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Dropout Regularization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"※ reference\n",
"https://machinelearningmastery.com/dropout-regularization-deep-learning-models-keras/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using Dropout on the Visible Layer"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# define deeper dropout model\n",
"def deeper_dropout_visible_layer_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dropout(0.2, input_shape=(91,)))\n",
" model.add(Dense(91, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
" \n",
" # Compile model\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer='adam')\n",
" return model\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.298, max: 0.776, cur: 0.298)\n",
"validation (min: 0.296, max: 0.365, cur: 0.318)\n",
"\n",
"r2_keras:\n",
"training (min: -0.183, max: 0.552, cur: 0.552)\n",
"validation (min: 0.452, max: 0.556, cur: 0.523)\n",
"peak memory: 3210.51 MiB, increment: 2911.04 MiB\n",
"CPU times: user 4h 38min 1s, sys: 21min 20s, total: 4h 59min 22s\n",
"Wall time: 3h 21min 44s\n"
]
}
],
"source": [
"# evaluate model\n",
"estimator = KerasRegressor(build_fn=deeper_dropout_visible_layer_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=300, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using Dropout on Hidden Layers"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# define deeper dropout model\n",
"def deeper_dropout_hidden_layer_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dense(91, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dropout(0.2))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dropout(0.2))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
"\n",
" # Compile model\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer='adam')\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.269, max: 2.221, cur: 0.270)\n",
"validation (min: 0.250, max: 0.315, cur: 0.252)\n",
"\n",
"r2_keras:\n",
"training (min: -2.409, max: 0.596, cur: 0.595)\n",
"validation (min: 0.528, max: 0.626, cur: 0.622)\n",
"peak memory: 3331.72 MiB, increment: 3024.96 MiB\n",
"CPU times: user 5h 4min 54s, sys: 23min 58s, total: 5h 28min 53s\n",
"Wall time: 3h 32min 18s\n"
]
}
],
"source": [
"# evaluate model\n",
"estimator = KerasRegressor(build_fn=deeper_dropout_hidden_layer_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=300, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"■Develop a Baseline Neural Network Model\n",
"- batch_size=50,150,300 \n",
"=>300 was best about score(the difference with 150 & 300 is slight)\n",
"=>300 was fastest\n",
"\n",
"■Modeling The Standardized Dataset\n",
"- Put standardize layer(with batch_size=300) \n",
"=>It was the worse score\n",
"\n",
"■Tune The Neural Network Topology\n",
"- Deeper vs Wider(without standardize layer) \n",
"=>Deeper had better score \n",
"\"Mean squared error (cost function)\" \n",
"training: 0.235, validation: 0.235 \n",
"\"r2_keras\" \n",
"training: 0.647, validation: 0.648 \n",
"\n",
"■Dropout Regularization\n",
"- Dropout with visible_layer vs hidden_layer(with deeper NN) \n",
"=>visible_layer became worse \n",
"=>hidden_layer looks good because validation score was better than training. I think it means the model was able to be generalized. However, the score itself was not better."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Deeper model"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def deeper_deeper_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dense(91, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(50, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(15, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
" # Compile model\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer='adam')\n",
" return model\n",
"\n",
"# 91 inputs -> [91 -> 50]-> [50 ->30]-> [30 -> 15] -> 1 output"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.224, max: 0.733, cur: 0.224)\n",
"validation (min: 0.224, max: 0.302, cur: 0.224)\n",
"\n",
"r2_keras:\n",
"training (min: -0.123, max: 0.664, cur: 0.664)\n",
"validation (min: 0.547, max: 0.665, cur: 0.664)\n",
"peak memory: 3364.37 MiB, increment: 3054.80 MiB\n",
"CPU times: user 5h 2min 36s, sys: 22min 17s, total: 5h 24min 54s\n",
"Wall time: 3h 42min 19s\n"
]
}
],
"source": [
"# evaluate model\n",
"estimator = KerasRegressor(build_fn=deeper_deeper_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=300, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def deeper_deeper_deeper_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dense(91, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(50, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
" # Compile model\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer='adam')\n",
" return model\n",
"\n",
"# 91 inputs -> [91 -> 50]-> [50 ->30]-> [30 -> 30] > [30 -> 30] -> 1 output"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Gz8ohKzmaS47LInfLOo77YBgfZdzGxpbDaF+1krwWfVlTFMrq7cXkl1ZyRdGLnF04ninL8ljd6So255dxwpI/cFrJEsIm387d/11CVWQLHqt6jCur7mNBWE/+7XvqgP8soo1Fms0konW2fvzVNIZ1SWvuphhjjDkIRGS2qvZv7nYciP79++usWbOauxnGmD1Z9RWEREDbwY1vU1ECIWHux9+C92DmC3D23yG1S2Dnm/0yxKTCMWdBZRk8dwoMvhn6Xv7TJjU1is/XQOCzeip8PxYiE+C0B6kqLWBbSQ15YWnERoQSHxlGbLgQ4vNRg5CTW8q2ojI6fXwF8Zum8VD7cRzXpzcjPjmVsOJNbIrvzUsZD9I7/ws6kQPtTiCv02hWbCsif8EUbsi5mxCt5pvkCxm6821WxvTj97EP0LpkGX8oup9oLWWdpnFZ1QP8PepFBlTNZk7EsXStWEiEllGlPu4JvYPfV/+LeIoo11AqCOO7kH7cUPpLMtjOqKS1/FCZxbiK/0cusbSQQk4s/z8KozL5l/6BwTqXYo2gb/lYKghlacTVREjlTy/JBm1BhuxgZU1rOvo2cWvFL5kecwo7iyuorlHO9k3nn+FPsY0kttfE0dW3jhKN4Mrq+8hL7kX3iK38ddtNhFHFQm3PReX3MSxsAU+E/IO3q05kSNRafBGxrAw/hpN3jmdLVCde7PQP7pw/irCHdh7Q51RQBljvTvmas3ulN3dTjDHGHAQWYBlzFNi+HBBI6bTn7arKXfpYVOLu6wo3w8znoftoaNl9r6esrlHKtywn+qsHIakdfPcMRCfDrxdAePSup62uobiimviXh6Lp/Sg74wkiQkPYWVxBuE+Ifm4QYXkrqQqJZt1Fk6hJ7sSOogpycktZtqWQq7Y8RkrhEkqi08lpcTwRHU+k03tnUOUL468dX6ZdxTLGrH2ATZLKrakvkZYYw6w1O9laWE6XlnEMbp9EVMkGNvlaUVJRxZVr7qJv1TxCqGF7WCtaVG1hTU1LRlY85l5H4G9h/6Kbbz2X1zzEjsowfNQwN+J64qSUFxnFR+V9eTfiId6tPoGzfDMQgQgqKdYIQqjhnIpHuSf0dYaFzGUZbYjXIlrJTtbVpNLGt42tIWkkVeeyIySFzyNO5Wclr5EbkU50xU7mJQyjX94U1oW04c1Wv+Xm7Y+QUL6JSsL4KPthkjv0pcWCF8je+AEvDPyE05fcTYe86WwPSyexJpfFp79Bz0nnsbbfXbxQOJCHl49mS0IvWubP49PjxrLG147rZ4ygpONZ5IWlkR/dhq4/PERJQjYLzp5I50kXE126CW6ZxY7Vc8hZt5LWeXPIWDEO0WoAyk77I2EznsYXHo3c8BW8doHr3RtwHUz9GzVxrfEVboKoZIqv/YroH8Yi3z/n3lvbl0NFIWQcCxtmIw8VHNDnVNClCAIUl1uKoDHGGGPMQVewEea8DsddXxfkVBTDjGdh8C0QGu6WqcKiD6DNIIhr5ZaVF7pemtQuMPQuaNXDLd+yEF4cCZUlMOweOPEOKNziemfCInc9/9tXo9uWUHbjTKIiQtmxZh4LNxUTmr+GwbPvQCqLKVv1LTvPG0fYzqV8sDGRKgnlx3W57CiqoEfrWNKTY6isVt6euY6Hih7gRN98fCgbIzqQXrKK5558kC8SzueC0ndIrVjH9MrOPFs4iDTNZUbkQso3L2PQ9JMowKXIDZTFvBWxkr9XXsgt+j5fvfYYD1dd+VOTE6SE34V/wDLNJIzF9Mj5gqI5kRQRAdUwcsXDlGkoVYTSWrdxU8GTbNgeS2j2raQnRfPtiu10/+F+LpQvmOnrzePRt9NLl7IibQTz407g0lV3UxiSxDGs580RNayL70tl/hZGT/0WH9X8J+VVFg3+K+01h7jJpVSHJ3CN7xvObu+jem04bcc8Q3XVUmK+uh+G3klJXDdSXh7CxzEP4qupQk+6h+wBN6DrZ6JfPETYyOeoKlxM2uIJEBZNq5F/4mfig7+OJ6l8I4wey3G9L4Gdq2gf25K7w2NgZTq8dj5hw+7ivJNudi9MZii88Da/KB0LedMhIp6U8o1w/K30HDAMfuxD2y2f8vDxXWE5tDz3D/D6hQwPnQc9smEGRB93OdHHnEm6KiT7iM4ezoCW6XDBE/D8qbDkfVrPGUfrTXMhPh3aHg8te0BiFpGDfwmtu8Kro+GJnlC6E0aPhY6nwLQn8VVXwJi3oN0QYiLiXBrl9H/Cxh9g0M1QVQazXoT4TGDRAf2zCsoAq6i8urmbYIwxxhizb7YsgpTs3dPNDkRpLhRvd8fdE1XIXQ3JHRrfZt7b8OMrkNQejr/Vbfvu9bD2f9T8OI6NZ79OclZnold8Dp8/RHlKN8KPOR0RoWbVN/jevooaXziz+v2ROfGn0EnXccr2ZeiOlRQv+4abo/9GVEIqj225gTCJYGNMVzp//jB/3DKAXy26jFyN5Q79NUtpB8CJ/MDTTEKAUQ++QIvwKl7kIYZQQTU+FpPF93oSV+dMZus/htHHt4oLNJYLKx6gOK4j50f9wLU/PsXlFXezRLO4LXkGQ33zeDXhRuZHHsc322N4hoc5v+xdpsWcyoW5z1FGBEOZwplt1rMtZRAshEip5Kmeq1mUNIzL519FREU+FRLH0MsfpvTbMi5fP5W+PU8iY+d3RMQkENVrFL43lB3H30dFu2FEr32DVt8+wMZjf0NqZif6fnAToDDk17DkQ07d8SkAV550K2QcA9OfgSlfQJczOW75J4zPeAuWFtBr8Ah69bsS8s8mMSIenujBoO3vMuiUUfDtBKAa+l5Ojx9fo8fiW6H9UABCRv0fTLiZtNUToMuZ9O/SFmgL3UcAkArQ6xJC5o6DUU9BPxcsSpcR0GUErQHoBr0u2PX9MuAGN56r18Xuuf97q+MwuGOpS4msldkfelwAc8dBaBRc9xnMe8sF6gDdz4PPHoTZL0FYtAuO2g6B5Z+6YAcgIcP9FoETfl137IxjIaGNew9vmA1aA7lroOdFcMrv/dp1Cox5E6b9A1I7u7aLwNWT3LETMuu2rT1n7fF7XACpXd12d5zd+L+jAARlgFViPVjGGGOMOdSqqyBkH74aqcKiCe531kD49xD3Je385/ZcYKAhH90BUckw9Hew5ENY/okLrNb8D2oq4dfzISYNPrgZ8nPg4ldc+luthe/DO9dQde1nvLUpja0F5fTOSqBtvI/E8aMJq8gnvmQdRdGZ+NbMRH54k1WhHeletYgPos7j5J2fsOk/V3GW72FuT/qeq4C/vvYBsckzaBUfwbZN67gFWFuVRNj3/+aPFekcJ0s4JQLuq7iSO0PH86eyR5hT2ZOkyi2cX/4gaWVl/Ns3g+oFE4ijgChKeCXkEcYe8wK54Rn8cvFvya9uSULlFv6UvYRjNr5HVWgKRe1PJSx/LR+0uIvQkFAq539DH1YxK/1yjt34OpNO3U7YsJ/j+/c9IPl8lP4ihMcSsukHSO/HFT9/tC7InZMPE27i5X6r4GOI/NnrsPpren37FOgy90U/sS1D8ycwNGkHlG6CLmdC5xEc2ykDuBZe+5C+P9zj/j6lO6E0B4AhJ53uev263AaDLyUjNs393cPCYerf4Nir4bifQ+5aeGWU+7smZMGXj0L26XDJ6/DmZbB0kmvrT0GGFwT0uxK+fQpeGAE7V0HmcTDqn5A1yL1fVn/jApzu57ugedJvYOBNDb+/zvwL9L4UOgwN/D15+qN7Xh9br16CiOsxivcCmdQucOr9dev7XQXf/NWNjWs/1P2NskfAlLth3XfetWc1fC4RyB4Os16o2y5/vXst6utyhvvx12bg7tvFtXSppLlrXIAlUlcs5AAFXYAlQJFVETTGGLMPRGQk8CQQAjyvqo81sM3FwIO4grVzVfUyb3kb4Hkgy1t3pqquOTQtN82msgw2z4es41xK3Pir3Be2m6ZBeQH8+CpsWwaJWS7FrfYL+9rp7svzpePgvetdgBUaBWf9zd1Vn/82VFdC694unS5rIPhC3L411e7LdLsTICrJfbGb8SzVQ+8iZPZ/XCA1fzzkrqEmKpnC8DRK0k6k9YaPmTr+CXwCQ9a9QQ3Chr+fzPOVI5lQM4TE+HjurXydEcDHLz/KQyVXc3voO4TKGibUdOGOsPl8U92TeXouT+y8gIFpNfyOl4kt3cD4sPN4O/4GwjP6cMaKB7k39VvK87cBcF56Pi22fUpYYQXrY3tRWJNFRfsL6LvwCRbc0ZMdy0vgEzhp2OlUtDybjAmXkVG5FnpcwLhzbyW0aCM8+Rj3Zc6FHAgd8zqhE27itq0PwJmPw49r4NynYdqT9F/3kvuCe91HxHuphnfX/q06/RPKC+h/7NXwr7lEbJwBy6e4inZ9LidkzmsurWvUP11VPP8gubbAxXf/cr/T+7kv9/Pfga2LoP1JMOBGeOty97znxXDBc3X7dxjmApiW3WHgjfDXzrDqS2iRveu4sbiWdY97nO9+aiW2cT01iz90PZKVpS548fmg9yWwbLJLn2xRr5fylPsgrjXMGecCgZPvcq9Rvyvc9uOvrKsWmNEPrv+i8fd7RNy+BVf7KyQURjzS8LroZDjuOpj2hOu9Amh/ovu94F0X7EYlNX7s2gArMtHdxPjyUfdv7EC0O8GNA0xqd2DHqSfoAiyfT2wMljHGmICJSAjwNDAcyAFmishEVV3kt0027vvaEFXNFRH/W6+vAI+q6qciEgvsw+Qv5rD10e1u7NFN0+DT+2Hl5275rBfgqz+5L8Jx6VC40aUkXfK6G4+04F1Y8Smsn+HGJLXsCVvmo9P/CWHR5HUcRfyazwlZNAGAiqiWvJPxG+ZGDmJ44fuctvbvFPvi+bjbn0jd/j0nbf4P/5q2iVtCKlktmSTu3MGDlTfzYdlgqgmBLTAubB191r1MnJQyxXci38efznUFT/OQPMuvoz/k+eR76LdxPgAjdBqzWm4kPn8pKiGcpPMpaT2QrmMmklhQRv+Kaga0S8bnGw1AB+BiAD0e/v0OF8cugDZtYTZ0L/sBcMFWi9IZcMzZdBl6KSx8gti1nxEbHeXO2a+LSx+LeNX1UJz6AJFhIZCY6b4w58yE0EjodJr7Yvz6hfDOtW5Z11GutPj2ZdDnZ3XjuPz5Byttj3fBb3mhC1zOeRKG3OYe1x/fBa60eFzrujLjMS3c8oE3unS1rEHQ9Ww47xnX9pPv2nV/nw8ueqnuefYIF1RnHBv4ew3gmLPh49/B9qUuyKhN+ew8EiISvEC83vS0oREw+Jfup75uo+DKCY33+ASr43/lxuh19/6mad0gIh6KNkNK5z33/LY/yVWF7DjMBc5Xf3jg7Tn9jzA0f997nPci6AKsEBGKbQyWMcaYwA0AVqjqKgAReRM4l11HKV8PPK2quQCqutXbthsQqqqfesuLDmXDzSFWUw1vXOp6ENZMdcsm/9bNA3TqA65i3eTfQmgUmy+eTH5yTzqtfYOQyXdS9MPbzEoYTvflM0gFFn30T7qhPF15JjeykNCti5hW3Z2fzRkFjCItpJjjdD631LzPuct/zzy5gYH6PIvCe5BUuZmWc58hwlcDAjeEfQw18HLnfxEWk0i7qEjuiQqjd2YCAL5F1xP3/f+jJnskIy7+D6eHRYLeAqu+Imnir7hz50NQvRX6XkH4j68SXrUTLhuPlObBpN8QPfIhouMjSY1vIACpJQLJ7V2vXZhXca9wU9366grXS5J6jAumlnwEnYa7dZFeT07n092P/zFb9nCvdVo317uRPdyl4C2d5NIpI+PdOJl138LJ9+z9b9h2MHz/rAt6z/yrO2Zq5z1fV5vBsPA91/5a/a+FnFnQ80L3vM9l7mdvup/nAqzMfSww1+N8WPqRCyiPvaZueVgUXP4ORLfYt+MBdDh53/dpbjEp7npr+UJc6uPKz11q4Z6Ex7h9k9o3XXsiE9xPEwu6AMsnQpH1YBljjAlcBrDe73kOUD/hvjOAiEzDpRE+qKofe8vzROQ9oD3wGXCXqtqdvmBVVQ6zXnJfzmNTd1//w6vw7T9cEDD6WZeuJwIxKZT8OJ7o5Z+gUclUtuxNfkgLUtd+QYlEc+eKY+lfvpxrGMfTXMTjr+QC3xAdlslXoSnM/e8L3FQZx4Lc9HZwAAAgAElEQVSIJSDQcdvnIPCdduesqK60K11IbPYQnunbjzU7isktruDE7GFsL7qIzp9fyGPFT6HhMXS76RX44T+0mv40SAhUQ3hNKaR04aExJzV8zW2vga6d8GUNqqvqJ+Lu5J/zJLzm9QYM/iX0ugTSurovsuACiNoUxb2Jz3QT0Pp/4QyLdq/llgVuMloR19uyZhpkDnDbRMQ3fsyW3V2A1apn3bIRf3DHO+469zyjH9z4TWBtbOOllkWnuB6vQLQ93gVY6X4BVmQCXPp6YPv763KWK6pQG5gFKjYNrvpvw+uyBux7O44kbQa7AMu/AEVj2jfybyTIBF+A5bMy7cYYY/ZJQ7kd9Sd5DAWygZOBTGCqiPTwlp8I9AXWAW8BVwMv7HYSkRuAGwDatGnTNC03Dfv8ETdv0Yl37L5uxrPw6X0w5zW06yhqIhIIGXQjqsrCnFw6fvooUlNB5PZlfPD2Swzc9i7xpet5NP4+rt7+d2oki5G5f0JzhWG+ObwU/gVTwoezqsCHthxDqrRlSdip3J2VTFp8BPNy8vlx2UmcWvRfPjgrgqiPK1AJIYJKiEvn1dvOhc/nwdSF9D7+dHp3al2vwanQeRpsW4LUBj6dRyLTngSqoOOp7stlQ4Pwa4k0/sWy06kuzWzzAte7lFbvn0OgwRW46mkVRbBjhQuqdq5yqXDtTnDLWvVy28WkQvFWKMuD8Lg9Fwapnb/KP8Bq0dEV7dgfcS2h16WuTfXmtmpU9nAXPGYP379z+gsNh5PuPPDjmDq146gOt3THPQi+AEuE4gq7cWiMMSZgObgCFbUygY0NbPOdqlYCq0VkKS7gygF+9EsvnAAMooEAS1XHAmPBTTTc1BdhPDXVMOPfbg6lTqe5YhGAqrJq/QYyv3yc/Mh2pGxehG/zfKo1lPOnt2dDsY8+Jd/yfPgmflFxG4+GvUDSivdp5XNf5B/deQf44L3sP/Ob9K4kx4QTHdaLqvI0Rve6kNE/VeQ7Cf8CzaP7ZsK6m+DF9+ix5CkApMsZriJceh+3Ud/L3aS4bYc0fE2xqbv2tmUOcGl1ZXkw/CFY+21dut3+uPAlFxgd6DiS2hSt0p3Q9Rwo2OQKQgy51ZXDjvR6qmJS3ZxB+Tl7T69qd6IbH9Vh2IG1zd/5z+7b9knt4PaFTXd+07Qy+7v3R8dTmrslTSboAqwQK3JhjDFm38wEskWkPbABuBSoP5hiAjAGeFlEUnCpgauAPCBJRFJVdRtwCjDrkLX8aLN1iRu4n9weSnbCuz934y8G3FhXfGDrYhcsAJUf3MbUE17lq5X5zFu8hLtLHqejr4CbK++lurqaEUmb+UXhPzg1YgkbWw/kzs2fUVnZit/dfAcxn63ipGUuJat89ItEFKyFjsM4P71vvUYFUJY58zho3celuoXHuvSwJR+6lDlw13Pe04G/DiGh0H20q1rXqifcucKNL9lf4dGB9+bsiX+KVlI7uPlbF3SFRrhep1q1cx/tWLn3ACu5/f73VpmjQ1iUK9hxBAm6AMsnFmAZY4wJnKpWicgtwBTc+KoXVXWhiDwMzFLVid66ESKyCKgG7lTVHQAi8hvgcxERYDbwXIMnMoFRdRXh6lcEqyiG54a5nqlu57ngZOUX6MovKfzuFZ4Ku4aK8jK6JFRzGfAPuYxbN4+j+K3reIfb+G/047QNW8PO4c/w9sDLEBE3HusvL3Jry/mQPwny5sHoZ2mXlgCdT4Fl/4X4DCJ6nX9gvTs+H1z5Abx/kwsE253oijZ0Hrn/xzzrb+61AoiI3f/jNCX/IgOxaY1PWlwbYO1cue/V9Iw5CgRhgIUVuTDGGLNPVHUSMKnesvv9Hitwu/dTf99PgV4Hu41HjVkvuElQRz4Gg34Bq6e6suZZg6CyhFWJQ+iwaAJliyezSLrzF/0ZT5X9mXvL/wjA9h1J5EkiG7vfxMzyVM5Z/iRndk4mZNkSOPsJkvv7FTYIjXCV1OaPdwUjLnyxrqR3e2/On+zhTVOCOSoRLnuz7vnN0w/sePsyNupQiWvlXketdpMaN6a2gEZV2UGpwGbM4S7oAqzaFEFVdXenjDHGGBO8qqvqihxUVaBT/w/EB1Pupai4hKgZTxJakc/60PdJ0kjO3nId/43aQMeaNcxLv5COqSexuO3JpCZshc8fJmXjD9DlLB67sDdoL3h7DSGLPnBzUjVURrvbeS5d77xndp0vKbmD6yXqeOqheR2OBL4QN2dUQU5dENWQGL/xZBZgGbOboAuwfCLUKJRV1hAVHoR3d4wxxhgDhVvcxKkL33cFGy4bT8GGxcQX5PDLilu5MeoLek19mEKNoowEsqrWsSr1ZL644kxalXSEWS9y9Zm/gpAw74Dd3cSzL410cx2B63k650ko2ubmLQqN2L0dvS5ylfR+KlJB3b61ZcBN4BIyXIAVG0APFtTNgWWM+UlAAZaIjASexOW2P6+qj9VbfztwHVCFm/L7WlVd6637M3CWt+kjqvrWns7l8wmKSxO0AMsYY4w5yCrL3Lio+gHKXuhHt6PLPmF+64voveltnhs3jhbFKxjsSyb5uIv5zepTuTRxMf26dqTVzlkw8890GHQeJERCQm8XONXXdjBc/6Wbx6lWVBJcO3nPjdnHtps9iE93v2MamGOsVmiEm/uqvMB6sIxpwF4DLBEJAZ4GhuPK2c4UkYmqushvsx+B/qpaIiK/AP4CXCIiZwH9gD5ABPC1iExW1YLGzucTN/q4pKLK28UYY4wxB80n98KCd+GajyHtGNg4B6b+za27+JW68Uvrv4dtS1mVeR4fL9jAlUu+YGLVCdyzejTzIj4krWY7A1qUkBDZkUdG1855dLL7VX48REtgk7Nm9Nv7NubgyTjWVXJsqLfQX0yKBVjGNCKQHqwBwAq/OULeBM4FfgqwVPVLv+2/Ay73HncDvlbVKqBKROYCI4HxjZ0sRIRqrNCFMcYYc0jsWAmlufDqaLhlJrx3vVum1bB9GUXxHeHrvxD77Z8B+F35VsoJ4+aIEjoNPIP5w0cQOTaLUWkgm3dA6oDdzxERC8PuPsQXZvbL4Fvg+F/tfbuYVDcRsQVYxuzGF8A2GcB6v+c53rLG/Byo7cufC5whItHevCPD2HUySABE5AYRmSUiswoLXOdWcblNNmyMMcYcdMXbICwaCjdCzkzYsZKCLhcAMGH8S/R9+BNW/O9t5tW0J1/i+XvGl7x2ajkAA04+l7jIMMKSspD89VCwcddS3+bwE2iBsdoUwigbg2VMfYEEWA39S2twBnsRuRzoDzwOoKqf4Mrmfgu8AUzHjdPa9WCqY1W1v6r2T0py/1BtLixjjDHmIKmphhnPQnkRFG2FNq6oRMG8D0GreXhhGktqsmi9bSpjBrShQ2wVrTv0IH7oL8naPpX4Ba9ASheIa+mOl5Dh0spqKnedrNYcuWoLXVgPljG7CSTAymHXXqdMYGP9jUTkNOBeYJSqltcuV9VHVbWPqg7HBWvL93SyEO/OiaUIGmOMMQfJ6q9h8m9h4ftoyXZmVrajWCMpmDMBgISsrmQNPJeBvqU8fHob4rWI1NSWyMCbXNnzvHVufqla8RlQXeEeW4B1dKjtwbIAy5jdBBJgzQSyRaS9iIQDlwIT/TcQkb7As7jgaqvf8hARaeE97oWbyPGTPTbIa5H1YBljjDFNoGgrfHALbF9Rt2ztt27V6pmI1jBxZTVbI9uSKdsBuO/KUcR0HuZ6pDbPh7I8V447KhGueA9uXwyn3Fd3PP+0QEsRPDrEer2XUUnN2w5jgtBei1yoapWI3AJMwZVpf1FVF4rIw8AsVZ2ISwmMBd72Jgdep6qjgDBgqresALjcK3jReINyV9FGtlBc0e1ArssYY4wxAF//GX58FZZNgWsmQ0onNs//klbA6rlf09MHpx3Xk3ZaBnOXui/OkfF18yDlrgGt2XWsTW0p71oJfkGV9WAdHXpe5Hqv7O9tzG4CmgdLVSfhxlL5L7vf7/FpjexXhqskGDCpKCSFfOvBMsYYYw5Ufg788Ap0HglrplEz9e/8I+oX/GLnXBDoHpIDCkP7dof1hW6fFtnud+0Ymx1ez9eeJpSt7bUKi7YejaNFVCL0uri5W2FMUAokRfCQaxFaagGWMcYYcyDK8uHd60CVWd3v5aua3myf8xHTvv6ECKlEIxPx1SaVxKZB6jHucUon9zu6hftdG2DtqVpcbYCVkBl4FTpjjDlCBWWAlRpabkUujDHGmAPxwS/RnJlM7vwwF76xnu9C+pEmeYzNnAwSgnQ/r27b2DRI6+oep3Rxv0MjIDzOzYkFe+7Bioh16WI2/soYY4IzwEoOLbMeLGOMMeZArP2WH5PO4Bdz2nJ+3wx+fdMvAEjaNhP6Xwut+7jtQqMgPBaS2sGlb0C/K+qOEdPCTSYLe5/vqPto6HJG01+HMcYcZgIag3WoJYeWssQmGjbGGGMCV10JlaWuQEXxDijZwUf58VwzpB33n90NEXFBVe5qOPlu2DTH7RebVpfWd8yZux4zOsUVuYC9j60658kmvRxjjDlcBV8PlghJPhuDZYwxxuyT926Ax7Kgpoa3p3wBQHLb7tx3lhdcAYz+N1wxwfVMJbZ1y2qrBTakttAF7DlF0BhjzE+CMMAKIUFKKKmwAMsYY4wJ2ML3AJj97ad8P/t7AG48/wx8Pr+iE2ldIaOfe1xbXrt2PqOGRHsBli8UwmOausXGGHNECr4AyxdCHCVW5MIYY4zZG1VY8C5UFEOb4wFY/NUb9I/ZhoZEEJrctvF9wyIhpTOkZDe+TXSy+x2ZaNUBjTEmQME3BktCiKWEYhuDZYwxxuzZ+hnwzrUweiz4QgAYXPEdyW26IRWdflrWqOs+g9DIxtfXpgjurcCFMcaYnwRfgOULIUaLbQyWMcYYszcrv3S/y/IoLS4gCujo2wRb8iF7+N73j0zY8/raFEEbf2WMMQELyhTB6JpiiiuqUNXmbo0xxhgTvFa5AKu4MJet23fwDcdSmXU8VJa49L8DZT1Yxhizz4IvwJIQImuKqFEorbQ0QWOMMaZBZfmQMwuASbOWE1FTQtfsjoRd8Q4MvgV6Xnzg54hu4X5bD5YxxgQsKFMEI6qKACguryY6PPiaaIwxxjS71VNB3Y3IiuI8WkRWEpac7Kr9nf5o05yjNsCyHixjjAlYUPZghVWXEEK1jcMyxhhjGvP9WEoiUtikyZzYJpKwqpKmL6UeY2OwjDFmXwVfgOVVPIql1Eq1G2OMMQ1ZPxNWf83YyrMoD0skK7LE9WaFxzbteSLi4PQ/Qe8xTXtcY4w5ggVfgCUuwIqTEuvBMsYYYxoy/SlKQ+MZWzKUFsnJSMEmt7ypAyyAwTdDSqemP64xxhyhgi/A8nqw4imhuMICLGOMMYacWTD5d25i4fIiqpd+zFtlgzh3QGfiEpKhsDbAauIUQWOMMfss+AIsrwcrXkoossmGjTHGGJj3Fsz4N2yeT8XSKYRUlzM/4WQeOKebS+Mry3PbWYBljDHNLvhK9PlczBeHpQgaY4wxAOxc5X4v+5i1C2aSqPFccO6FRIaF7JoWGHEQUgSNMcbsk+ALsMQvRdACLGOMMQZ2rASgavZrZOVvZHr86Qzr3NKti4ir2+5gjMEyxhizT4IvRdDnX+TCUgSNMcYc5aorIW8dGhFPaMFaiomi88V/qFsfEV/32FIEjTGm2QVtgJUUUmpFLowxxpi8daDVLM66lM2axKJBfyUjq33deuvBMsaYoBJ8ARYCIREkhFTaPFjGGGMCJiIjRWSpiKwQkbsa2eZiEVkkIgtFZFy9dfEiskFE/nloWhwgLz3wybVtuTH1NU4YefGu6/3HXVmAZYwxzS6gAGtvH1oicrv3gTVPRD4XkbZ+6/7ifZAtFpF/iIjs9YThMcSHVNgYLGOMMQERkRDgaeAMoBswRkS61dsmG7gbGKKq3YFf1zvMI8DXh6C5gVGFSXfCvDcBmFWYzJ2nH8NuH6O79GBZiqAxxjS3vQZYgXxoAT8C/VW1F/AO8Bdv3+OBIUAvoAdwHDB0r60KjyXOV24BljHGmEANAFao6ipVrQDeBM6tt831wNOqmgugqltrV4jIsUBL4JND1N69y10N34+FBe9SRDRdOrTnhOyU3berDbDEB2FRh7aNxhhjdhNID9ZeP7RU9UtVLfGefgdk1q4CIoFwIAIIA7bs9YzhMcRJOYVlFmAZY4wJSAaw3u95jrfMX2egs4hME5HvRGQkgIj4gL8Bdx6SlgZq84KfHq6uSePOkcc0vF24F2CFx0IASSLGGGMOrkACrEA+tPz9HJgMoKrTgS+BTd7PFFVdXH8HEblBRGaJyKxt27ZBeAyxvjILsIwxxgSqochC6z0PBbKBk4ExwPMikgjcDExS1fXswW6fVQfDD6/Cis/d4y0LUPFxr97MV62vo2+bpIb3qe3BsvRAY4wJCoHMgxXIh5bbUORyoD9eGqCIdAK6Utej9amInKSq3+xyMNWxwFiA/v37K+ExRLOTgrLKwK7CGGPM0S4HyPJ7nglsbGCb71S1ElgtIktxAddg4EQRuRmIBcJFpEhVdxlzvNtnVVOrLHVjrtL7QqdTYfMCdka0YVz+CUwefWLj+1mAZYwxQSWQHqxAPrQQkdOAe4FRqlruLR6N+zArUtUiXM/WoL2eMTyWaMrIL7UAyxhjTEBmAtki0l5EwoFLgYn1tpkADAMQkRRcyuAqVf2ZqrZR1XbAb4BX6gdXh8SaaVBVCpvmQk011ZvmM6OkNef0SueYVvGN7xfhlyJojDGm2QUSYO31Q0tE+gLP4oKrrX6r1gFDRSRURMJwPVu7pQjuJjyGSC2hqLyKmpqmv0lojDHmyKKqVcAtwBTc58x4VV0oIg+LyChvsynADhFZhEtfv1NVdzRPixuw3KuvUVkMG2YTUrCOhTVt+PVp2XverzawsgDLGGOCwl5TBFW1SkRqP7RCgBdrP7SAWao6EXgcl1bxtlc+dp2qjsJVFDwFmI9LK/xYVf+711aFxxBRXYoqFJZXkRAVtp+XZ4wx5mihqpOASfWW3e/3WIHbvZ/GjvEy8PLBaeEeqMLyKZDcAXauomT6c0QDLTr2o0PqXgKnkFAIi7YUQWOMCRKBjMEK5EPrtEb2qwZu3OdWhccQVlMKQEFppQVYxhhjjmwFGyB3DZz+J/jyUaIXjSdPYxgxcnRg+0fE7TrhsDHGmGYT0ETDh1x4LKHVpfiosXFYxhhjjnw7V7nfLbtR3ao3AF+kXkFm65aB7T/wJuhx4UFqnDHGmH0RUA/WIefdhYui3CoJGmOMOfLlrnW/E9syN2oAcTVraDvytsD3P7HRrEdjjDGHWHAGWF4eeTRlFFgPljHGmCNd3loQHyRk8tDO4ZQnDWNyx9bN3SpjjDH7IWhTBAFipIyCUpts2BhjzBEudy3EZ7I6t4K56/M4/9hMvKJRxhhjDjNBGmC5HqwYSxE0xhhzNMhbC0ltmfDjBkRgVO+M5m6RMcaY/RTcAZbYZMPGGGOOArlr0MS2TJy7kcEdWtAqIbK5W2SMMWY/BekYLJcimBJeZWOwjDHGHLk2L4Dc1VC0hR3hrVm9vZifn9C+uVtljDHmAARpgOV6sFqEV1BQZmOwjDHGHKEm/w7W/g+AHwviARjeLcDS7MYYY4JSUKcIJodVWg+WMcaYI1N5Eayf8dPTTzdF0ScrkZbxlh5ojDGHsyANsFyKYFJopY3BMsYYc2RaOw1qKqHfVVTFtObjLQmM6G69V8YYc7gL0gDL9WAlhlgVQWOMMUeolV9CaCSc8Rfuaf8W5aFxXHhsZnO3yhhjzAEKzgArJBx8ocT7ym0eLGOMMUemVV9C2yHkFNXw3g8bGDOgDWlxlh5ojDGHu+AMsEQgPIZYX7mlCBpjjDnyVJbCtqWQNYA3v19PjSo3nNShuVtljDGmCQRngAUQHkuslFFaWU1ZZXVzt8YYY4xpOjtWAIqmdGbi3I0M6ZRCemJUc7fKGGNMEwjiACuGOF8FAFsKypq5McYYY0wT2rYUgCVVrVm3s4RRvdObuUHGGGOaSlAHWDHiAqvN+RZgGWOMOYJsXwbi4921kYSH+ji9R6vmbpExxpgmErwBVlQS0ZV5AGy2HixjjDFHkm1L0aR2fLI0jxM7pRAfGdbcLTLGGNNEgjfASsgkvGQTYD1YxhhjjjDbl1ES34F1O0s4uUtqc7fGGGNMEwriACsLX/FWEsNrrAfLGGPMkaO6CnasYKVmAHByl7RmbpAxxpimFLwBVrz74OkRV2RFLowxxhw5ctdAdQXfFaTQMTWGrOTo5m6RMcaYJhS8AVaCm82+a1Q+myxF0BhjzJEiZyYA/92axinHWO+VMcYcaYI+wOoQnscWC7CMMcYc7oq2QuFmWDeditA4FlRnMKp3RnO3yhhjTBMLKMASkZEislREVojIXQ2sv11EFonIPBH5XETaesuHicgcv58yETkvoJbFuzlBMkN2srWwnOoaDfyqjDHGmGDz7nXw8lmwdhrzQ7rSPiWOHhnxzd0qY4wxTWyvAZaIhABPA2cA3YAxItKt3mY/Av1VtRfwDvAXAFX9UlX7qGof4BSgBPgkoJaFRUFMKq10O1U1yo6i8kCvyRhjjAku1VUuNXDHCtixgk+LO3BunwxEpLlbZowxpokF0oM1AFihqqtUtQJ4EzjXfwMvkCrxnn4HZDZwnAuByX7b7V18BklVWwGbC8sYY8xhbNsSqCwBXEA1s7oLI7q3bN42GWOMOSgCCbAygPV+z3O8ZY35OTC5geWXAm80tIOI3CAis0Rk1rZt2+pWJGQSW7YZgI15FmAZY4w5TG38wf0edi85kdmsj+xCl5ZxzdsmY4wxB0UgAVZD+QsNDogSkcuB/sDj9Za3BnoCUxraT1XHqmp/Ve2fmuo34WJCFhHFGwBlY15pAE01xhhjgtCG2RCZgJ54O5fwF47t2Aqfz9IDjTHmSBRIgJUDZPk9zwQ21t9IRE4D7gVGqWr9AVMXA++rauU+tS6uJVJZQnJYlQVYxhhjDl8bZkN6P3LyytmQV8rgji2au0XGGGMOkkACrJlAtoi0F5FwXKrfRP8NRKQv8CwuuNrawDHG0Eh64B5FJgKQHV/FBguwjDHGHI6qK2HLIkjvy/RVOwAY1MECLGOMOVLtNcBS1SrgFlx632JgvKouFJGHRWSUt9njQCzwtleO/acATETa4XrAvt7n1kW5AKtjXLX1YBljjDk85eeAVkOLjvy4LpeEqDCy02Kbu1XGGGMOktBANlLVScCkesvu93t82h72XcOei2I0zuvBahtdzifrLMAyxhhzGMpb534ntmHO+nx6ZSZYeXZjjDmCBTTRcLPxerAyI8vZXlRBWWV1MzfIGGNMMBKRkSKyVERWiMhdjWxzsYgsEpGFIjLOW9ZHRKZ7y+aJyCVN3jgvwCqLyWTZlkL6ZCU2+SmMMcYEj4B6sJqN14PVKtyVaN+YV0qHVEurMMYYU0dEQoCngeG4wkwzRWSiqi7y2yYbuBsYoqq5IpLmrSoBrlTV5SKSDswWkSmqmtdkDcxbB+JjYXEM1TVKr0wLsIwx5kgW5D1YSQCkhLq5iW0uLGOMMQ0YAKxQ1VWqWgG8CZxbb5vrgadVNRegtiCTqi5T1eXe443AViCVppS/HuLSmbPBfZb1zkxo0sMbY4wJLsEdYEXEA0KiuA+lDXklzdseY4wxwSgDWO/3PIfdx/52BjqLyDQR+U5ERtY/iIgMAMKBlQ2dRERuEJFZIjJr27Ztgbcubx0ktmFeTh6tEyJJi48MfF9jjDGHneAOsHw+iEwgVovwCWzItUIXxhhjdtNQxQit9zwUyAZOxk0d8ryI/JSrJyKtgVeBa1S1pqGTqOpYVe2vqv1TU/ehk8sLsGatyaVvG0sPNMaYI11wB1j/n737jo+qSh8//jkzk0nvCRAIJfQOgYjYQAQRUVFQEZVV1FVX15+ubVd3Xeu6X3d1XWXtKGtZG+KquILYKKIgvXcIJYX0Oplk2vn9cSYkhEAGCKTwvF+vec3Mvefee2YoZ557znkOQGgM1qoSkmPD2J3vaOraCCGEaH4yMMuBVEsGsuop84XW2q21Tge2YQIulFJRwFfAI1rrZY1aM68bSjMpDUkis9jJsC5xjXp6IYQQzU/zD7BCYsBZTI82EezIKW/q2gghhGh+VgA9lFIpSik7MAWYU6fM58AoAKVUAmbI4G5/+c+Ad7XWnzR6zUozQfvY6TKB1bAUWWBYCCFau+YfYIXGQmUxPdpGsju/HI+33pEbQgghTlNaaw9wFzAf2ALM0lpvUko9qZSa4C82HyhQSm0GFgAPaq0LgMnACGCaUmqt/zG40SpXbKaGrS6JICrERq92kY12aiGEEM1T807TDmYtrJL99GgTgdur2VtYQTdJ1S6EaGRut5uMjAwqKyVbaWMJCQkhOTmZoKCgk34trfVcYG6dbY/Weq2B+/yP2mX+A/znpFWsPAeAn3NspHWJw2qRBYaFEMdP2qrGdbLaqeYfYPmHCI7e+HsutnRnR84QCbCEEI0uIyODyMhIunTpglLyI/hEaa0pKCggIyODlJSUpq5O03HkA7CmMIhbh8U2cWWEEC2dtFWN52S2Uy1giGAMVOQTk/4VIyzrZR6WEOKkqKysJD4+XhqsRqKUIj4+Xu6yVuSjlYViIhjYQTIICiFOjLRVjedktlPNP8AKqWmQku3lbM+VAEsIcXJIg9W45PsEHHk4bTFoLPTvENXUtRFCtALyf2vjOVnfZfMPsEJrAqykoHJ25JQ1YWWEEEKIY+DIp0hFkxwbSkyYvalrI4QQ4hRoAQFWzZj1eErZneeQTIJCiFanuLiYV1555ZiPGz9+PMXFxUct8+ijj/Ldd98db9XEiXDkccATwYAO0U1dEyGEOGHSVgWm+QdY1UME7RFEegpxeX3sK6xo2joJIUQjO1Kj5fV6j9wDXowAACAASURBVHrc3LlziYk5+tyeJ598kjFjxpxQ/cTx8ZbnkemOoL8EWEKIVkDaqsA0/wCrwxAYdB0MuQGb10koleyQeVhCiFbmoYceYteuXQwePJgzzjiDUaNGcd111zFgwAAArrjiCoYOHUq/fv144403Dh7XpUsX8vPz2bNnD3369OHWW2+lX79+jB07FqfTCcC0adOYPXv2wfKPPfYYQ4YMYcCAAWzduhWAvLw8LrzwQoYMGcLtt99O586dyc/PP8XfQiuy+j3Y+hW6PI8CHSU9WEKIVkHaqsA0/zTtwZEw8VXTWAHxqowdOWVc1K9dE1dMCNFaPfHlJjZnlTbqOfu2j+Kxy/odcf8zzzzDxo0bWbt2LQsXLuSSSy5h48aNB1PHzpw5k7i4OJxOJ2eccQZXXnkl8fHxh5xjx44dfPjhh8yYMYPJkyfz6aefMnXq1MOulZCQwOrVq3nllVd47rnnePPNN3niiSe44IILePjhh/n6668PaRjFcVjwVwiLw+Yuo0BHcYUEWEKIRiZtVfNtq5p/D1a18EQAekdKD5YQovUbNmzYIetyTJ8+nUGDBjF8+HD279/Pjh07DjsmJSWFwYMHAzB06FD27NlT77knTZp0WJklS5YwZcoUAMaNG0dsrKzZdNyqyqAsC3I2AuANTSA2XBJcCCFaH2mr6tf8e7CqRZgAq1+0i29kLSwhxEl0tLt3p0p4ePjB1wsXLuS7775j6dKlhIWFcf7559e7bkdwcPDB11ar9eCwiyOVs1qteDwewCy4KBpJ/vZD3kYlJDVRRYQQrZm0Vc1Xi+vB6hFRya68cry+lvEFCyFEICIjIykrq38ZipKSEmJjYwkLC2Pr1q0sW7as0a9/7rnnMmvWLAC++eYbioqKGv0ap438Q+/YtmmX3EQVEUKIxiVtVWBaTg9WWAIAnYIduDw+9hQ46JYY0cSVEkKIxhEfH88555xD//79CQ0NpW3btgf3jRs3jtdee42BAwfSq1cvhg8f3ujXf+yxx7j22mv5+OOPGTlyJElJSURGRjb6dU4L+dvBYsOrbFi9lSQnd2rqGgkhRKOQtiowqrl1taWlpemVK1fWv/OvHcjvNYW0FRcw/dpUJgxqf2orJ4RotbZs2UKfPn2auhpNpqqqCqvVis1mY+nSpdxxxx2sXbv2hM9b3/eqlFqltU474ZM3oaO2VR9dD/nbyXEF07Z0A4X/bydx8YmntoJCiFZJ2qrGb6tORjsVUA+WUmoc8CJgBd7UWj9TZ/99wK8BD5AH3Ky13uvf1wl4E+gIaGC81nrPcdU2PIFYXzFBVsWmrBIJsIQQopHs27ePyZMn4/P5sNvtzJgxo6mr1HLl74CEnmzLCSaCHcTFJTR1jYQQolVoKW1VgwGWUsoKvAxcCGQAK5RSc7TWm2sVWwOkaa0rlFJ3AH8HrvHvexd4Wmv9rVIqAvAdd23DE7E68+nZNrLR01IKIcTprEePHqxZs6apq9Hyed1QuBt6X8L0rDT6t7uAx5Vq6loJIUSr0FLaqkCSXAwDdmqtd2utXcBHwOW1C2itF2itK/xvlwHJAEqpvoBNa/2tv1x5rXLHLqItlB2gX/soNmeVtphMIkIIIU4TZQfA58YT3Zm1+YqwLi16JKQQQojjEEiA1QHYX+t9hn/bkdwCzPO/7gkUK6X+q5Rao5R61t8jdgil1G1KqZVKqZV5eXlHPnN8dyjYRb+2oZQ7yskpOTz1oxBCCNFkHLkAZHki8fg0vZOimrhCQgghTrVAAqz6xjbU23WklJoKpAHP+jfZgPOAB4AzgK7AtMNOpvUbWus0rXVaYuJRJgK36QM+N8OtW1gXfCvZa+YduawQQghxqjnyAdhVEQpAn3bNL7uVEEKIkyuQACsDk6CiWjKQVbeQUmoM8Cdggta6qtaxa/zDCz3A58CQ465tYm8Auu3+gBDlpnT/xuM+lRBCCNHoyk0P1ubSYOw2CykJ4Q0cIIQQorUJJMBaAfRQSqUopezAFGBO7QJKqVTgdUxwlVvn2FilVHW31AVA7eQYxyahJ6Cw7foGAEfhgeM+lRBCtHQREWYtwKysLK666qp6y5x//vkcMZ243wsvvEBFRc302PHjx1NcXNx4FT2dOMww99X5Nnq2jcBmDaSZFUKI1ul0baca/J/f3/N0FzAf2ALM0lpvUko9qZSa4C/2LBABfKKUWquUmuM/1osZHvi9UmoDZrjh8edTtIdBXApok4jQU5bbwAFCCNH6tW/fntmzZx/38XUbrrlz5xITE9MYVTv9OPLAHsHGPDc928rwQCGEgNOvnQro1prWeq7WuqfWupvW+mn/tke11tWB1BitdVut9WD/Y0KtY7/VWg/UWg/QWk/zZyI8fok1C4EFu4oocbpP6HRCCNFc/OEPf+CVV145+P7xxx/niSeeYPTo0QwZMoQBAwbwxRdfHHbcnj176N+/PwBOp5MpU6YwcOBArrnmGpxO58Fyd9xxB2lpafTr14/HHnsMgOnTp5OVlcWoUaMYNWoUAF26dCE/38wlev755+nfvz/9+/fnhRdeOHi9Pn36cOutt9KvXz/Gjh17yHVOa448vGGJ5JRW0aONBFhCiNZF2qnABLTQcLPSpjds+wqPLZx4Xymbs0o5q1t8U9dKCNGazHsIDmxo3HO2GwAXP3PUIlOmTOF3v/sdd955JwCzZs3i66+/5t577yUqKor8/HyGDx/OhAkTUEdYW+nVV18lLCyM9evXs379eoYMqZn2+vTTTxMXF4fX62X06NGsX7+eu+++m+eff54FCxaQkHDogrirVq3i3//+N7/88gtaa84880xGjhxJbGwsO3bs4MMPP2TGjBlMnjyZTz/9lKlTp57gl9QKlOfiDIoFoEebiCaujBCiVWuCtkraqcC0vMHhfSZA70vxdhlBHKVszpYFh4UQrUNqaiq5ublkZWWxbt06YmNjSUpK4o9//CMDBw5kzJgxZGZmkpOTc8RzLF68+GADMnDgQAYOHHhw36xZsxgyZAipqals2rSJzZuPPiV2yZIlTJw4kfDwcCIiIpg0aRI//vgjACkpKQwePBiAoUOHsmfPnhP89K2EI59iixm20l0CLCFEKyPtVGBaXg9W+8Ew5X2C5/6eRMsiNmWWNHWNhBCtTQM9TSfTVVddxezZszlw4ABTpkzh/fffJy8vj1WrVhEUFESXLl2orDz6GoD13TVMT0/nueeeY8WKFcTGxjJt2rQGz3O0xdyDg4MPvrZarTJE8Jc3YM+P4MglN6w7dpuFjnFhTV0rIURr1kRtlbRTDWt5PVjVwhOIpIKtmflNXRMhhGg0U6ZM4aOPPmL27NlcddVVlJSU0KZNG4KCgliwYAF79+496vEjRozg/fffB2Djxo2sX78egNLSUsLDw4mOjiYnJ4d582rWEYyMjKSsrKzec33++edUVFTgcDj47LPPOO+88xrx07Yie36ELXPAkU+GK4JuiRFYLfUPjxFCiJZM2qmGtbwerGrhZgxmUV42FS4PYfaW+1GEEKJav379KCsro0OHDiQlJXH99ddz2WWXkZaWxuDBg+ndu/dRj7/jjju46aabGDhwIIMHD2bYsGEADBo0iNTUVPr160fXrl0555xzDh5z2223cfHFF5OUlMSCBQsObh8yZAjTpk07eI5f//rXpKamynDA+jiL/C80OyvC6N5VhgcKIVonaacapo7WtdYU0tLSdEO58AHYPAdm/YrxVX/lqd9cy9DOcSe/ckKIVmvLli306dOn4YLimNT3vSqlVmmt05qoSo3isLbq1XMhx0w2v8t9Nz0vuIG7R/dootoJIVoraasa38lop1r0EEGAeFXKhgyZhyWEEKIJVdYseJnni5YEF0IIcRprwQFWIgCdQ5xsyJRMgkIIIZqQswjCzI2/TOIlRbsQQpzGWm6AFWbWvuob7WKjZBIUQjSC5jZkuqU7bb5Pjwtc5TDsNt4d8DYHVFs6x4c3da2EEK3UafN/6ylwsr7LlhtghcSAxUb3cCc7cssoq3Q3dY2EEC1YSEgIBQUF0nA1Eq01BQUFhISENHVVTr7q4YFhcSxxdKRzfBh2W8ttXoUQzZe0VY3nZLZTLTf1nsUCYfF0Cq7Ap2HNvmJG9Exs6loJIVqo5ORkMjIyyMvLa+qqtBohISEkJyefsusppcYBLwJW4E2t9WGLxCilJgOPAxpYp7W+zr/9RuARf7G/aK3fCfjC1RkEQ2PZmVdOzzaRx/8hhBDiKKStalwnq51quQEWQHQyCd4DWBSs3FskAZYQ4rgFBQWRkpLS1NUQx0kpZQVeBi4EMoAVSqk5WuvNtcr0AB4GztFaFyml2vi3xwGPAWmYwGuV/9iiutepl9P0YLnt0ewtqOCSAUmN98GEEKIWaatahpY9hiE2BVvxHnq3i2L13sDaQSGEEK3SMGCn1nq31toFfARcXqfMrcDL1YGT1jrXv/0i4FutdaF/37fAuICv7O/BynKF4PVpySAohBCnuZYdYMV1hZIMzuwUwZp9RXi8vqaukRBCiKbRAdhf632Gf1ttPYGeSqmflFLL/EMKAz0WpdRtSqmVSqmVhwzP8QdY6eV2ALolSoAlhBCnsxYeYKWA9nFOYgUOl5etB8qaukZCCCGahqpnW91Z4DagB3A+cC3wplIqJsBj0Vq/obVO01qnJSbWGpJeHWA5TIDVOT7smCsvhBCi9WjZAVasGYM6KNw0bqv3yTBBIYQ4TWUAHWu9Tway6inzhdbarbVOB7ZhAq5Ajj2yymJAkV5mJSrERmRI0HFUXwghRGvRsgOsOBNgJbiyaBcVwso9EmAJIcRpagXQQymVopSyA1OAOXXKfA6MAlBKJWCGDO4G5gNjlVKxSqlYYKx/W2CcRRASTUZJFcmx0nslhBCnu5adRTCiLQSFoYrSGdo5jVWS6EIIIU5LWmuPUuouTGBkBWZqrTcppZ4EVmqt51ATSG0GvMCDWusCAKXUU5ggDeBJrXVhwBd3FkFoLJlFTjrJ8EAhhDjttewASykzTLAwnaGdY/lqQzbZJU6SokObumZCCCFOMa31XGBunW2P1nqtgfv8j7rHzgRmHteFnUXo0FgyMio4q1v8cZ1CCCFE69GyhwiCGSZYZAIsQHqxhBBCnFrOIjzB0ThcXpJj5QafEEKc7lp+gBXfHQp20bdtKKFBVpmHJYQQ4tRyFuOwRAFIgCWEEKIVBFht+4PPTVDRTgZ1jJYeLCGEEKeWI49iZQKsDjEyB0sIIU53AQVYSqlxSqltSqmdSqmH6tl/n1Jqs1JqvVLqe6VU51r7vEqptf5H3YxOJ65df/Ocs4m0TpFszi7BUeVp9MsIIYQQh6kshapScjFzrzpID5YQQpz2GgywlFJW4GXgYqAvcK1Sqm+dYmuANK31QGA28Pda+5xa68H+x4RGqneN+O5gtcPuRdyzejyXsoR1GcWNfhkhhBDiMGXZAOz3xhBmtxIbJmtgCSHE6S6QHqxhwE6t9W6ttQv4CLi8dgGt9QKtdYX/7TLMIo2nhjUIEnvDug8IcpUw0rqeVTIPSwghxKlQatYjTq+KJik6BKVUE1dICCFEUwskwOoA7K/1PsO/7UhuAebVeh+ilFqplFqmlLqivgOUUrf5y6zMy8sLoEp1tO0P2gfAsKDdLN1dcOznEEIIIY6VP8DaURklS4QIIYQAAguw6rsdp+stqNRUIA14ttbmTlrrNOA64AWlVLfDTqb1G1rrNK11WmJiYgBVqqN6HlZsCsm+LLam76OgvOrYzyOEEEIcC3+AtbU8nLZRIU1cGSGEEM1BIAFWBtCx1vtkIKtuIaXUGOBPwASt9cHoRmud5X/eDSwEUk+gvvXrfQn0mwhj/wLAAHYyb+OBRr+MEEIIcYjSTHRYPBnlmnbRwU1dGyGEEM1AIAHWCqCHUipFKWUHpgCHZANUSqUCr2OCq9xa22OVUsH+1wnAOcDmxqr8QbFd4Oq3oetINIoLIvbyv/WHxYBCCCFE4yrNwhOehNenaSdDBIUQQhBAgKW19gB3AfOBLcAsrfUmpdSTSqnqrIDPAhHAJ3XSsfcBViql1gELgGe01o0fYFULjkS16cN54ftZnl5IcYXrpF1KCCGEoCwLZ0gbANrJEEEhhBCALZBCWuu5wNw62x6t9XrMEY77GRhwIhU8Zm360GHvCnwaft5VwPgBSaf08kIIIU4jpVmUtDMrl0iAJYQQAgJcaLhFSeiJvWw/8cE+ftxxHBkJhRBCiEC4K6GigHxLAgBtZQ6WEEIIWmWA1QOFZkJHJ4u356N1vQkPhRBCiBNTZub6ZvtisVkUCeESYAkhhGiNAVZ8DwBGJZSQWexkd76jiSskhBCiVaosASDbHUrbqBAsFllkWAghRKsMsLoDkBqai1Lw+ZrMJq6QEEKIVslVAcCBCitto6T3SgghhNH6Aix7GER3IrI8nZE9E5m1cj8er6+payWEEKK1cZkREplOC+2iJcGFEEIIo/UFWAAJPSB/O1PO6EROaRULt0myCyGEEI3MVQ5AjtNGQoT0YAkhhDBaaYDVE/J3MLpnLO2iQnhrSXpT10gIIURr4+/Byqm0Eh0a1MSVEUII0Vy0zgArZQS4Kwja/xO/Pi+FpbsLWLW3qKlrJYQQojXxB1jlOoSoEAmwhBBCGK0zwOo2CoLCYcv/uHZYJ2LDgnh90a6mrpUQQojWxD9EsIIQokJtTVwZIYQQzUXrDLCCQqH7aNj0GeGvpfFYp/Us3JaHo8rT1DUTQgjRWrgcaIsNFzbpwRJCCHFQ6wywAPpMAGchFKVzttqAy+tjyc78pq6VEEKI1sLlwGsLA5TMwRJCCHFQ6w2w+k+Cq9+GDmkkuDOJDLHxw5bcpq6VEEKI1sLlwGMNAyBKAiwhhBB+rTfAslih30Ro2xdL0R5G9kzk+625+Hy6qWsmhBCiNXCV46oOsGSIoBBCCL/WG2BVi+sKjjzG94wgv7yKZekFTV0jIYQQrYHLQZXFLDAsQwSFEEJUOz0CLGB0WweRwTY+XZXZxBUSQgjRKrgcVBIKQESIZBEUQghhnDYBVnDpHi4ZmMTGjWtwVLqbuFJCCCFaPFc5FYQQGWzDalFNXRshhBDNROsPsGJTzHNhOlO7VTLfcg+bP/9709ZJCCFEy+dyUEGwJLgQQghxiNYfYAVHQHgbKNxNP+8WAHpvfQlXiWQUFEIIcQJcDsp9EmAJIYQ4VOsPsMAMEyzYicpeh9caQoiuYtcXfw3sWK8HHJIYQwghRB0uB6W+YKJk/pUQQohaTo8Aq9OZkLEC9vyIpWMau4K649yzArfX1/Cxa96D6angcZ38egohhGg5XOWUeu2SQVAIIcQhTo8Aq/el4PNA/nZU0mAiOw6gk3cfX6zNavjYoj1QVQJVZSe9mkIIIY6fUmqcUmqbUmqnUuqhevZPU0rlKaXW+h+/rrXv70qpTUqpLUqp6Uqpo2et0D5AU+yxyxBBIYQQhzg9AqwOaWYeFkD7VNr3GEyCKuU/P6zC01AvVlWpeXZJgCWEEM2VUsoKvAxcDPQFrlVK9a2n6Mda68H+x5v+Y88GzgEGAv2BM4CRR72gNm1HoTtIFhkWQghxiIACrADuCt6nlNqslFqvlPpeKdW5zv4opVSmUuqlxqr4MbFYoPd48zppMKpNHwBCirbzv3UN9GJV91xVlZ/ECgohhDhBw4CdWuvdWmsX8BFweYDHaiAEsAPBQBCQc/QjTIBVJEMEhRBC1NFggBXgXcE1QJrWeiAwG6ibB/0pYNGJV/cEnHMPXPAIxHeDRBNg3R82l/O/PAtvef6Rj6us7sGSAEsIIZqxDsD+Wu8z/NvqutJ/M3C2UqojgNZ6KbAAyPY/5mutt9Q9UCl1m1JqpVJqZVGBaTccOoSoUElyIYQQokYgPVgN3hXUWi/QWlf43y4Dkqv3KaWGAm2BbxqnyscpriuMeBCUgqj2EBzFGZ7VxOhSfv554ZGPqx4iKD1YQgjRnNU3Z0rXef8l0MV/M/A74B0ApVR3oA+m7eoAXKCUGnHYybR+Q2udprVOi42JBqCCEBkiKIQQ4hCBBFiB3hWsdgswD0ApZQH+ATx4tAvUviuYl5cXQJVOkFKQ2Pvg22UrVuDyHGEuVqXMwRJCiBYgA+hY630ycMgYcK11gda6yv92BjDU/3oisExrXa61Lse0YcOPejX/EEGHDiZC0rQLIYSoJZAAK5C7gqagUlOBNOBZ/6Y7gbla6/31lT94slp3BRMTEwOoUiPoMRY6n4PXYifKuZ+PV+yrv5z0YAkhREuwAuihlEpRStmBKcCc2gWUUkm13k4AqocB7gNGKqVsSqkgTIKLw4YIHsIfYFUQQkSwBFhCCCFqBBJgNXhXEEApNQb4EzCh1h3Cs4C7lFJ7gOeAG5RSz5xQjRvLyAfhprlY4ruSGl7I9B92UuHyHF5O5mAJIUSzp7X2AHcB8zHB0Syt9Sal1JNKqQn+Ynf7U7GvA+4Gpvm3zwZ2ARuAdcA6rfWXR7+gFwAHIYRLgCWEEKKWQFqFg3cFgUzMXcHrahdQSqUCrwPjtNa51du11tfXKjMNkwjjsCyETUnFdaW/eye9c1cwb24JV15xZc1On096sIQQooXQWs8F5tbZ9mit1w8DD9dznBe4/Zgu5vP3YOkQIoKtx1FbIYQQrVWDAZbW2qOUqr4raAVmVt8VBFZqredghgRGAJ/412bcp7WecMSTNidxXQnb+T1vBE/HssZNZkoMHQaNNvvcDg6OhpQ5WEIIIar5e7DKpQdLCCFEHQG1CgHcFRwTwDneBt4+tuqdAvHdwFtFKFCgogn//GY8fbZjswfXDA8E6cESQghRw+fFq2w4CZYASwghxCECWmi4VYvrap5jOrHrzKeJ0cXM/XKW2VZVK8CSOVhCCCGqaS9VtkhAERYkQwSFEELUkAAroad5HnQdw8ZcTaUKpWLtZ+zMLZceLCGEEPXzeXFaIggJsmCzSlMqhBCihrQKUe1h2lw4914ICkH1vIgLLSt48dstNT1YFpvMwRJCCFHD56XCEiEp2oUQQhxGAiyALudAUAgAwYMmEa9KUZs+IyP7gNkf2V56sIQQQtTQXhwqXOZfCSGEOIwEWHX1vhRPu1Qet7/HouUrzbao9jIHSwghRA2fl1LCCbdLgCWEEOJQEmDVZbFiu+IlYinn0jJ/souok9SDlb8Ddv3Q+OcVQghxcvm8lBImQwSFEEIcRgKs+rTrDx1SiVYVeLUiyxNZ04NVWQplOY1znR//AZ/d0TjnEkIIcepoL8W+MMJkkWEhhBB1SIB1BCplBAAVKowvt5ahXeXg88H7V8F/rmyci5TnQEUBaN045xNCCHFqaB9FvjCZgyWEEOIwEmAdSZfzAAiNjMVBKEr78K1+F/b/AnlbwOs58Ws48sDnBpfjxM8lhBDilCr0hBAhc7CEEELUIQHWkXQaDpYgbGExXDDILEbs++pBk7Ld54HivSd+DUe+eXYWnfi5hBBCnFL5nlDpwRJCCHEYCbCOxB4OKedBdEcGdUsGwKZd5Pe+3uwv2HVi59daAiwhhGjBcj2hRMgcLCGEEHVIgHU0k9+FK2eggiMPbrpp23DzomDn0Y/NWgsL/nrk/ZUlZnggSIAlhBAtUKmWOVhCCCEOJwHW0QRHmkdQGADekDiydAJlhFOVs/3ox679ABb97cjp3SsKal5LgCWEEC1OKRJgCSGEOJwEWIEIiwfAOvIB3px2Brt97di1dS0+31Gy/xXtMc+O3Pr3O/JqXkuAJYQQLU6pDidchggKIYSoQwKsQCQNhP+3Gs76LamdYono0Jso534e/3ITujrFes5meGMUFKab99UBVnkjBFg+38lZ6FgIIcRxKyWMcMkiKIQQog4JsAIV3+3gy669BpGs8pm9dBsPfbqBKo8X1n0AWath7gMmIKrOMljuX5R4/SxY9mrN+aoTXEDDAda6D+GffcFV0UgfRgghxAlRFqqwEyFDBIUQQtQhAdZxUF1HAvB+53l8vHI/l7/0E1WbvgJ7BOz8Dlb9GzyVpnB1D9Yvr8NP02tOUh1ghcY1HGDlbDRJMUoyGvmTCCGEOB5ameZT5mAJIYSoSwKs49FpOAz/Lak5n/DZheVElKcTXLKb98J+hTc0AX56saZseY5JyZ6/A8qyanqhKvIhOBoi2zUcYJVm+Z8lwBJCiOZAKzP3SgIsIYQQdUmAdbzGPAaJfUhd9yTv918FwH+KB/B1Ra9DFyEuzzHzrapKzPvC3ebZkQfh8RAaC87io1+rOsAqyWzkDyGEEOJ4eJUJrGSIoBBCiLokwDpetmCYMB1KMwle+w4MvIaZv5tEevQwAHwo8kO6UFV8APJrpXQv9C9Q7MiD8EQTYFUGGGCVSoAlhBDNQUlYZwDJIiiEEOIwEmCdiI7DYNIbZkHiia/TISaU26fdDEChJZ7NFVFs27WLn5YtrTmmoDrAKvAHWDGHDhEs2AU7vq157/NC+QHzWgKs00dhOridTV0LIcQReP3LdIRJFkEhhBB1SIB1ogZOhr6Xg1IABMV1goSeJHTqw5C+velgK2XLxlVUYqfcFkvu3s3oqnIzVDC6o3+IoD/Ayt8JMy+CDyabpBZgerp8HvNahgieHrweeO1cWP5GU9dECHEEPg2hQVasFtXUVRFCCNHMBBRgKaXGKaW2KaV2KqUeqmf/fUqpzUqp9Uqp75VSnf3bOyulViml1iqlNimlftPYH6BZmvwuXPoCEfHtidPFTOjgIM/eka3uNqRv38DfX/oXeJxsjDoXV1AUuCugqgw+utYEVtoH+5ebc1UPD7SFSA/W6aIiH1zlkjVSiGbMp7UkuBBCCFGvBgMspZQVeBm4GOgLXKuU6lun2BogTWs9EJgN/N2/PRs4W2s9GDgTeEgp1b6xKt9stekDCd0hoi3K56ZNyXo69hjE4EFDGRiaz/DKH8nT0Uz4UvPknZmRwwAAIABJREFUd9kAbHr3PjNXa9IMsNhg70/mXNUBVvtU6cE6XVSn9m8o+YkQosl4fZoImX8lhBCiHoH0YA0Ddmqtd2utXcBHwOW1C2itF2itq1fBXQYk+7e7tNZV/u3BAV6v9YhoY54ri6Hz2dgSexBalc9I73KiUifx1k1nMmjwUAD6Zc5iMUN4KacflYkDcKfXCbCS08BVVjN0ULRMnqqGyzj8AVZDyU+EEE1GerCEEEIcSSCtQwdgf633GZjeqCO5BZhX/UYp1RH4CugOPKi1zqp7gFLqNuA2gE6dOgVQpRYiOtk8D5gMabeY+VSlWZC9luDhv2ZUuzbQayqMHEr2qv8xe38/5nyznSBbe6ZZ5/Prt5Zwm28jQ5WN8ph+RIPpxQqJPvQ6RXvBHg7hCaf6E4pjUZoN0wfD1E+hy7lHLleeZ56lB0uIZsvnkzWwhBBC1C+Q1qG+Gby63oJKTQXSgJEHC2q9HxjoHxr4uVJqttY655CTaf0G8AZAWlpavedukZKHwfWfQteRYLFAZFu45LnDy7XpQ9LFfZgO3JvvIHN5KcHLv+LR/bfg8UG2iuF3nx9gth1Wrl5Jp3O6Em9zYs1YAZ3PhjdHQ4ehcN3Hp/wjimOQtxU8lZCz+egBlvRgCdHs+bQm3C5DBIUQQhwukAArA+hY630yUF8v1BjgT8DIWsMCD9JaZymlNgHnYeZptX4WC/QYc0yHpCSEk3LxFOhgodPa99H7luLoeD7ntRtN/rIXqPz5NW5aXMbrwS+QTC75Uf1IcOTBrgXgcoAtFJb8A3pfBm16H3rydR+ZIYZn3l6zLW87lOyH7qMb4QOLo6oe7unIO3o5mYMlRLPnlSGCQgghjiCQ1mEF0EMplQJkAlOA62oXUEqlAq8D47TWubW2JwMFWmunUioWOAd4vrEq32opBYOugUHXoNyVRFiDuMdixRdxP+d+92e+CHqSMkskP7sHcHbpBrJ1HEneQh578VUu7ODm3O3PUJG+grAbZ0FlKfw8HYLC4IenzHPazWANgpxN8O/xJoPhb3+BhB6H1kNr+Oo+SBkB/SYeus9ZZM4d2/nUfS8tXXUWSEfu0cs58s2zs8j8GShJAy1Ec+PzaSIkwBJCCFGPBlsHrbVHKXUXMB+wAjO11puUUk8CK7XWc4BngQjgE2V+DO7TWk8A+gD/UEppzFDD57TWG07SZ2mdgkIOvrSccTMsewlbRFtir/+Es4LCKJv3OMtCxzF++Y1Mcs2h27ZtVBJE8O5vuOwvH/B40HsMdf4MgC84GktVCWSuMqngP54KQaFmna3vn4Rr3jv02tnrYOVMWP0eRLQ1wxGrfXU/7PkJ7ttieupEw6rTrlcHUEdSHYD53CaFvz385NZLCHHMfFrmYAkhhKhfQK2D1nouMLfOtkdrva53HJzW+ltg4IlUUNQSHAG/XQ72CLDaUEDkxOeZCFAymkFbvsQb3ZH9I5+n05fX8AF/ItJZyFPu61nn60ZeVQwL7PfzzVuPM1qtpMiexPcDpjOiaiEd1r6A/u4p1KiHwer/a7FlDiirSdbxwTUw5X3Tm+X1wI7voKoEstZA8tDG+XzVvTUL/wY2O5x77/Gfq3g/xHRsuNypdLAHq6EhgrX2O4slwBIiAEqpccCLmBuBb2qtn6mzfxrmZmD1ehcvaa3f9O/rBLyJGQ6vgfFa6z1Hu55kERRCCHEk0jq0NKEx9W8f8wT0uAjrgKvpEhQCWTcSmbkS3+A/cEnSZM4oc1Fc4SJ/cW/GlS+lTEVwI0+wZVEFdlJ5ynY+1yx5jv9uyCNv4O2cEV1C/w2fY+l0NrZJr8F/roT3r4a710DRHhNcAez45sQDLJ/XDF9cORNuWwQr3zILKx9vgJW+GN65DG7+BjodLeHlKVa9jll5LlQUmiQWcV0PL+fIheBo8x1XFkN0h1NbTyFamFrrNV6ImTe8Qik1R2u9uU7Rj7XWd9VzineBp7XW3yqlIgBfINeVdbCEEELURwKs1iK+m3lUu+wFwCw8NqR2uZKx8NMWIi/6M/OGTyKr2Mm2A2XklQ9l0+I7GFsym9ULVzPEakZyPpI3gv+9uJnewb/jfc+dLPvg/7DZLKQpKyVhKVhXzYID6URGx2BJnQpJtTosczaZ4CmpgU7MH56CJf80r9d9BOX+JJMVhRAWd+zfxeYvzPOuHyAkCrzuhutwKhzswcqHb/8MO783Qyxd5aZXUimT+9mRbxaWzlzZcKKLrLUmbX9cysmv/5H4fKbuMleseZr7oBmeeu2HTV2Tk+ngeo0ASqnq9RrrBliHUUr1BWz+ERdorcsDvaj0YAkhhKiPtA6nm7SbwWKDM24BoH1MKO1jQs2+Dk/D6yMYYd1Adq9fUe6xktL+Ji4useCoSmT1vrPol/0pDkJYqXvwY/EAHgj6hPKtWVTho3L5RzyaPIPI+Pa43F4eSf8VwbhYfMkP2Kw2hgRnEJnYCRWegNXi/zFeVQ4r3oK+V8Den0wvVrUD6yFlJHx0HfS/EgZcdfjnyVoLcx+AQdfCkBvBYoXt882+vT/Bps/MHLO7Vx/f9+WuhNXvQur1JzZUr7IUqkohJMb0Su37BcqyIXM1vDsBLvkHDJoCzkLQXkjsZQKshlK1fzwV2vSB6z85/rrV5qowAe6xBGzvXQ7x3eHSfzZOHUTj2vGN+XfWugW6XuOVSqkRwHbgXv8yIj2BYqXUf4EU4DvgIa21t+7BtddstLfrTrhdmlAhhBCHk9bhdBPbBUY/Wv++pEFw1l1gsZE05nFQikPyCu57FGZeRHRUDO0m/I0+8X0pWNaVpdHjycvJZOr6G7kr+0/8kDmEDdY+xHj2AfDBB++wxteNX4LvYr3uxA08Raf4SPYVVnB/3BJuqirl0dwRTAsppmvBQjQKhaZ41wq83lDit801AUp9Ada3fzZJOzJWQNkB6Hu5STsf3sYEWNo/0qc0G6KS6v/cLgdYg2vmntW26G+w5HkzJ2zotEP3VRSarIy1EpEcUXWK9vaDYfdCKNhh3i/+u+nB2rXABFjVKdqrMzo6i458zvI881ndzkOzDToKAF2z8LSz+OC8vQYtfhaWvQK/2wgRiQ2XryyFPUtqEniI5sVZZIb0grlZEMjf1ZYpkPUavwQ+1FpXKaV+A7wDXIBpB88DUoF9wMfANOCtw05Ya83G4KQeWnqwhBBC1EdaB3Goi54+8r5Ow+GulaiYzlhtdqIALv4jlwIwGLq8QK8Ff6VX6cdgiURbg/HaQpmesoGSBDuhK1wMUTt5sd33vG27mnPb2rh424dss3Rlubs7IflJ/DEIdvjaE6aqWLP4O9IXbeRuG3j2LmXyP7/GbYvAbrPQI7ySM72rmbh3MWv6PEhIzmp6/PQSZfs2EgvkDrmbNj8+crDqrt0/Yh88+fDP5PPCm2PMnK9pX4E9zGyvKoetX5kU92CCopJM2PmtmRvW+Vx45UzokAbXfdTw91rqD0Dap5pzVdv+tXnOXOUv5x9GmNDTPB9tiOCBdea5It8cF51sArnXR5p5W7ctNJ/v5WHQbxJc/MyRz1Vt9wKzGPKqt2Hkgw2Xz1hhgtjC3WaNtZBos/3nl0zAd9ZvGz5Hbf+9DYIjTY/esSjLATREtjt0e84mWPsBXPjU6ZntMntdzeuyrPrn/LUODa7XqLUuqPV2BvC3WseuqTW88HNgOPUEWHWFyxwsIYQQ9ZAASxybumtl1ZY61TwWPwc/PIXqezm26I5EL3uV6APLTDAS3YHRm99kdOISKCmBICftbviIr5PTKN9hhfc/pE2vM3E5yxlVsJnzLLk4KqMJ95Zwp/6YlLLNJHiyic4xSTb2+xKZsqYfyZZ2zA9aQOyeubzkuZx/fxvPqhD42nsG51g2suzTV+HzGewIGcQ3wRdiDYlkUHIMPYt/ZEqumaax/62pVF0yna7pH2JZ+i+oLMEX0wVPfE/suxbA9m/McMNZN0B0J5MNcPs8yN1ihukdTcFu85w0uGZbdSILZTE9Ws4i2DbPLBadMhJQhw4RLM2C0LiaXojs9TX7stZCRDtTN0eueRzYaFK9l+f4A6bfH31OW1WZ/we5ghVvwrm/M+ulHc2+ZTWvD2yELueYYOf7J0ywNfxO8Lrgl9egy7nQoU5CFK/HBHTBEaYXbP0sk8jl4mcDD4i0hrfHQ9FeGHYrXPTXmt68Jf+EDZ/AkBvMsMtA5W0zyVKG3Rr4Mc1R1pqa1yWZRw+wsteZz3z2/zv59Wp8gazXmKS1zva/nQBsqXVsrFIqUWudh+nVWhnIRWUdLCGEEPWR1kE0vnPvM0PSeo6FsAQo3gtbvoRhz5i5VN0/gA2zTY/LiN9DchoAEV3SIK4bMYMuMz/2v/zGnO/Cp2DR3xlT+l+ITYGUK0wPT5s+xCWmMt8dTPuYUHbMc+D2wblDbiQ538Gq/c9wQPXmwK5nubD4J7xYubByOde6/8ti1wiqVpQwQO0igwTe9lzEIznvU/XWYCzKzSLSeN19Mb8c6MlluUt5wW7qcqPlr0wMX8sVJbNYFH0FZ5XOI+ud29kfncaGTlNJatuGXuUriclbjrNNKs4uY0iO0MT89AK6bX+yw/vQ3v81VfS6grD17+DtOxHrpk8hY6VJjd/zIhNwhMaYHiyfFxY+Y4YqdhgKN8wxQVb2OohMMgFU9lozFCxjBYx/Dr5+GNZ9CFH+q3mcJjvjiKP0Su37xfRGnXUXLH3JzD3L3QKFu8w5aydROXjMUojuaIYqZq8zAdby101Q5cgz9frfveaHfmIfuOPnQwOn7x4zQdVvfoT1HwPaBJr526FN78D+vu1bCgU7Te/gslegy3nQe7wZOrltnimTubr+AKskw8z787ph7FNmW+FuePtSE6T2vvTIQ0ubG63hx+fM8NihN5ptWWvN8FdvVU3v6JEs+D9zw6DnxWaJA6v9xBKX+Lyw+h0zPzIo9PjPE4AA12u8Wyk1AfAAhZhhgGitvUqpB4DvlVnIcRWmh6tBMkRQCCFEfZTWdYepN620tDS9cmVANw9FS6G1+cGc0DPwH2xam7k9O+bDeQ/A/D/C3p/h5q8PHwbWkOUzTMAxdbYZCvj1wyaBhj0cKksoPu9xSgffjj39O9TSl5gbeRXbo84iLjyImFA7wZV53PDzWPYHd+el7jPZXeAgyplBujeRW51vca33SwC2+DpRqCM5x7rp4KX/7bmISOXkKutirnY/wXpvZ7aFTCNTx3OP67e8bJ/Ota5H+C74QTZY+zLIu4l/t3+cLXEX8MDWKaSH9MEdkcy5B94hr83ZJOb+zNr48bzX9iGe3PsrHLG9CStLx2a1YC/bhyv5bHIueYf2828lKGsltO1renYSepjvc9z/QfqPZuhehyGmB+rrh2HUn8yctZ+nwx/2mnXPMlea3iWLzQReHYfD5S/VBFoeFzzTyfyY3/Q5dBtl/qxmXACxneDABjOvL3ud6UFa/S70v8ok8pj8rpm/9o/eJpDpeKaZJ6eUCcgv/adJyALmh7rXZX6kF++D2TdDr/FmqGZZNvzwF5M58r7NMGO0OccdP5tkJx9fb84x7DYY/2zN3wmPC+bcZQL96lwGv/nJzFubeZGpi7cKrvmPCbL2LDH1rW9JAq1Nj1+3C+oPQhvTgQ3w03SYMP3woOWbR+Dnf0F4Ity/3QSyLw6ChF7m39EFf4YRD9R/XmcxPNvd9HgOv9P0+p19N5xz9/HXdft8+GAyXP6KSRJTi1JqldY67fhP3vSCk3rofds20Daq1c5rE0KI09aJtlNy+02cfEod2/Cs6mNSzjMPgMteNEPpLMcx5yHtFtNzVj087rYF5kc7CorSiYlNIcZigfgJkDaBmw47QVcIeoiOnc/ib10HHbpLnw+eKti7hN6f3IQ7WLG3+0Nkdp9Cx7XPc9P2dwFY0u5Gzky5mCtjQ3HND8cX3YuJZ17FV+5JTHJ5OLC8G4MqN+FUYfynoBfl+Xn8WofRy7GCmPLv+cAzij/uu5V7be24p+C/LC8IJZy9vFx8Jp1Ve66xLWS/L5Frt15GxpZFpFnOYJZ9HpbdC1kQOpaPSm/iUd8mOnx5DwBlm77mqbA/8LvK12jvzYT3rwQgJ6o/izYUkdzzQc7aO5HC+KH8kvo3uu//lO57PqDyk9vJungmVp8bX/oSunmcZMSfTVTMNkK3f4d19yKUNQiuehtmXoTKXgfth8ClL5hgbuNs871t+twMV3Pkmh6T7fPAHglXvw2f32HKpt1seuXevxpswXDdJ/DWWBNUFe01gfbnd5jzpU41QxLHPgUfToEv74GCXWZIZUIP04MFZlvZAcjfZnrMzvyN6WF560JY9qrpcSvPgxs+h3cmmB7BX16HPT9CaCzcv83UpXaCk/TFJpNlbIqZ91a9Vl3txCN1OfJNwHnWb835AuHzwRd3mTp2H2MSuliDzL+Jor0muEroZT5b9lozl61oD5x5B2Qsr0m0Up9tc01wFZ5oegHBzEGsG2AV7zfDPfN3wMTXzL8pZxEUppuAvbY9S8zzvqUmwNIa3BWtauFs6cESQghRH+nBEqKx+LwmCKz+Ue3zwc8vQrsB5gdxtfl/MsPZamdFLN5vhuLFdjEPgE9vhS1z0P0mkn/+38mvhOhgRdKnV6AyV1IVkczO8R/jVVZc+9ewNWIYVpsdu9VCVrGTgZv+xsjCT3gp6j4Wh40lURUyoPwn1qs+/MXxOHHefAAeCf0zCVV70S4n33pT2azN9fupdPbptpRhEn9cZV3Ec0Gv49WKckLJ1bFY8TLa9RxTrAt42PYhmTqBB9y/Yae1K/+y/IOxlhU8bb2DL60XkkImHW2F3F31BiXWODLtXTnfMY8Hu3xGiNWDNyiaoCArV+/+E10rNvB1xEQuKfuEEKoI0i4KgjsS48rmp3Y3MCJ7Jt6gCFyhieyNH0FOr+tJ6NQbq0VhW/g03be+hrYEcWDEM0SU7SRi7UzUfZvRr4+E0kxUSLQJvG751vx5zboRNn8OliC4fpbpjXrjfBO4OAtNL9bW/5met6RBZl9cV7hpHnx6C+xeZIKH2BQTNPW/Et4cbQK//lfBTy+YYOeMW83Q2e+eMEM+z7kHLnzS/F3xOGuCj2WvmeyS591f8/dp9Xum180WAm37m+QmbfrClA9g+Rsw7/fm87w1Fkb90fxd/OEpuHez6ZGM7gDXfWzO5cg3AVfSQBP4vDvBBEnD74T5D5tg1+OE36eboZaRbU0d3xgBuVtNj+bAa2Diq/DJTWY5hOtmmc9WbcZo0wsa390Ma51zlwmcf7scFdupVfRgOTO3Y7GcwDBKIYQQzdKJ9mBJgCVEc+XzmrlBdVNrF+8zP7aH33H0pBVuJ6x6xwzPq86OWK2yxPwoRh2cr6O1przKQ5HDTWmlG4tS2G0W7FYLpZVu1u8v5qwdz4H2kpQ5n5CqfLamPsrOlGsJsVnx+DS78spRCoocLvoXzGdk1gye7fIWLmsYXq2pdHsZnfcuVxa/jRsbv9jP5KnQh3B5fbg8PlxeH+dbN/JE1d8I0xVssQ/gYfct/J/3efpY9vGa51JeZjI/WW8nSjm5z/Ub/usbUeeDa662LmKTrwubdRcusSzjZft0tumOdCOTTboLgyy7uTfoMbZGnEFBeRXdneuYYXuWf4X/PzbFjSEhIpjJuS9yVsF/qbRG8FLqHG5fdw3F9nbYfRXEVmVh9zk5kHAWbQqWszZ5KkXxQxiyZwaxxRupaDuUsJxV+KzBVEWlEFyajic4FnvFATKG/oHELe8SVJmP8nkoHnInERmLsZXsxXv9p9jwoWeOQ6HN0M3UqRDeBv2vIRCegOo5DhbUyvZ5zX/MPLKSDLhrhRmiqX0mgYg9DG75xgRYRXvh7Lug5zjTK5izEW5fDHlb4ZNpMPYvkPorszRB8hkw+yaTlOXABpj6qVlC4LPbYNKbkLcFfvyHef3FnTU3F6x2GPdXE1T+rbOZi1lZbIYHl2SC2wGjH0ONuL/FB1ih7XtqZ9b2pq6GEEKIk0ACLCHEqZe93iQwuPDJYx/yVbwfXj3b9BJd+s/6g0Sv2wSScV3xafDu+Rnb8lfIveAF4uPjqfjsHoLSf2D1Zd/SMTGG0ko3+wsrqPR46ZYYwb7CCnwabBZFRVE25/88Dbu3glUdb2RDm8sJLdrKFmtPSp1uokKDSIwMpqS8gvwKH/nlLgocVZzv/IGn9L/4UI/lMc/NPGD9kNssX1CmQ7lf3UcP9w5us/2PSuxMqnqCTBKx4uUj+1OcYdnOIu9AzrRsIUS5ud11Lwt9g3g+6BUusS4H4EH3bVxsWc75lnUUEEWltpOoinFjo4RwNvs6M9Zq0vcvUUM5V6/it5772G3vxXveB3nXOomJLCBWFxOuHfwvdAKvBE1jUtVn3FH1bwDej7mdhXGTuaFwOucVfwFAeVAcEe5CPNgoCmpDhK+MstBkFo34kLCQEPYWOsjOL+KxTeOxaRc+SxDaYkdpD5UxPVgz7jMKS8u5YPFkwkp2otBkXfIu9vTvicr+CYu7gqIL/k7inKmUnPkA0b88Z/5Mr3wL3/I38FUUE3T3ihYfYIV36KkdmRJgCSFEayQBlhCi5fF6Alv4+IjHu03ii5M5n6c816S9n/AvM5ywstQkbuh5EYRE4ajyUFThItxuI9RupbzKQ6HDRVnOHtqsmc7OvncRn7+c4KoiMnvfiFIKm6eCofMnElRZwPJJS6nw2fCU5VHqDcLrKKT/rhlY3A42dppKXnh3wrKXk3pgNkMciykMTuaNQR9TUqmJD7OQU+YhonQnN+f8hY6u3fyl7T/JiBiETWl6lC6le8VqPgy5hnxPGJMcH3Ob+z+soC+D9TZ2Wzrx3/Bruaf8eVbqPjzmmkq6rsmWGBdu53nXU3RTWdzqvp/Hg95huy+ZGd7x7NdtAeil9jHH/me26w5c5vorAOdb1vC2/VmKdATBuDm7ajo/B9/NJp3CjTzORO83PB00E/VEaYsPsCI79tJl+7c1dTWEEEKcBBJgCSFES1JRaB4J3QMr73WbTIndRkHX8+vfn7vFzKc6krztZp7WhU+aNdci2pl5VX5VHi8HSiopr/LQOT6ciGAbhfm5HCh2UGmPwe3x4fZq3D4fwTYLbSKDyS93EVG4iVLCyLMlEW63UVLh4oLFVxLmzGZZ2gvkxA/Dnr2afTqBUkssbW0OfrXqSkIf+f/t3X+oZGUdx/H3J3XNXGvVLEQttaTawNZNtsiySKn0jyywtJ8WgVAKRQQZ9sP6r6KIQFIjQU3yV0lSRD/MDCG1VtfNH5lbWW5KS5SWSWb67Y95rk63uXev3TMz9855v2C4Z57z3OH58MydL8+cc8+5Z9UvsNY954V1/x9+Ne1hSJLGwAWWJGnleOgvgwtn7Lnv6P2PPkJ2XbPqF1jrDz+ibt968847SpJWHS/TLklaORa78AoMLi0/A5625v+4ZYQkqReeMu0BSJIkSdKscIElSZIkSR1xgSVJkiRJHXGBJUmSJEkdcYElSZIkSR1xgSVJkiRJHVnSAivJG5LcmWRbkjNG7P9wktuTbE1ydZLntvYNSX6W5La276SuA0iSJEnSSrHTBVaSXYCzgeOA9cDbkqyf1+1m4MiqOhy4Avhca38IeHdVvRh4A/ClJOu6GrwkSZIkrSRLOYK1CdhWVb+tqn8BlwAnDHeoqmuq6qH29HrgwNb+66q6q23fC+wA9utq8JIkSZK0kuy6hD4HAPcMPd8OvGyR/u8Dvje/MckmYA3wmxH7TgVObU8fTHLnEsY1K54J/Hnag5iiPufvc3bod/4+Zwd4wbQHsFybN2/+c5LfT3scE9Tn92yfs0O/8/c5O/Q7/7Lq1FIWWBnRViM7Ju8EjgRePa99f+Ai4JSqeux/XqzqPOC8JYxl5iT5RVUdOe1xTEuf8/c5O/Q7f5+zwyD/tMewXFXVq7Mx+vye7XN26Hf+PmeHfudfbp1aygJrO3DQ0PMDgXtHDORY4Ezg1VX18FD704HvAh+vquuXM1hJkiRJWsmW8j9YPwcOS3JIkjXAycBVwx2SHAGcC7yxqnYMta8BrgQurKrLuxu2JEmSJK08O11gVdW/gdOB7wN3AJdV1W1JPpPkja3b54G1wOVJtiSZW4C9FTgaeE9r35JkQ/cxVrVenho5pM/5+5wd+p2/z9nB/KtRn+esz9mh3/n7nB36nX9Z2VM18t+pJEmSJElP0pJuNCxJkiRJ2jkXWBOW5O4kv2ynS/6ite2T5IdJ7mo/9572OLuQ5PwkO5LcOtQ2MmsGvpxkW5KtSTZOb+TdWCD/WUn+OHTK7PFD+z7W8t+Z5PXTGXU3khyU5JokdyS5LckHW/vMz/8i2fsy909NcmOSW1r+T7f2Q5Lc0Ob+0vY/uiTZvT3f1vYfPM3xq191Cvpdq/pcp8BaZa0aY62qKh8TfAB3A8+c1/Y54Iy2fQbw2WmPs6OsRwMbgVt3lhU4nsH90wK8HLhh2uMfU/6zgI+M6LseuAXYHTiEwf3idpl2hmVk3x/Y2Lb3An7dMs78/C+SvS9zH2Bt294NuKHN6WXAya39HOD9bfsDwDlt+2Tg0mln6PujT3Wq5eltrepznWqZrFX/m70X8z/uWuURrJXhBOCCtn0B8KYpjqUzVfVT4C/zmhfKegKDq01WDS7nvy6D+6etWgvkX8gJwCVV9XBV/Q7YBmwa2+DGrKruq6qb2vbfGVwg5wB6MP+LZF/IrM19VdWD7elu7VHAa4ErWvv8uZ97T1wBHJNk1P0XNV0zWaeg37Wqz3UKrFXWqvHVKhdYk1fAD5JsTnJqa3t2Vd0Hgzc88KypjW78Fsp6AHDPUL/tLP6Hvpqd3k4tOH/oNJuZzd8Oox/B4NuhXs3/vOzQk7lPskuSLcAO4IcMvum8vwZXpYX/zvh4/rb/AWDfyY5Y8/S9TkHPPqtG6MVn1TBrlbWKDmuVC6zJO6qqNgLHAaclOXraA1oi2wMhAAAEF0lEQVQhRn0LMIuXuPwK8DxgA3Af8IXWPpP5k6wFvgl8qKr+tljXEW2rOv+I7L2Z+6p6tKo2MLgx/SbgRaO6tZ8zl38GWKcW1of3a28+q+ZYq6xVdFyrXGBNWFXd237uYHAT5k3An+YOMbefOxZ+hVVvoazbgYOG+h0I3DvhsY1dVf2p/UE/BnyVJw6vz1z+JLsx+NC+uKq+1Zp7Mf+jsvdp7udU1f3ATxic174uya5t13DGx/O3/c9g6acsaQysU0BPPqtG6dtnlbXKWjWOWuUCa4KS7Jlkr7lt4HXArcBVwCmt2ynAt6czwolYKOtVwLvbFXpeDjwwd3h+lsw7V/vNDOYfBvlPblepOQQ4DLhx0uPrSjsv+WvAHVX1xaFdMz//C2Xv0dzvl2Rd294DOJbBuf3XACe2bvPnfu49cSLw42r/RazJs049buY/qxbSl88qsFZhrRpfrVrsChg+Or9iyaEMrsByC3AbcGZr3xe4Grir/dxn2mPtKO83GBxefoTByv99C2VlcOj1bAbnv/4SOHLa4x9T/otavq3tj3X/of5ntvx3AsdNe/zLzP5KBofOtwJb2uP4Psz/Itn7MveHAze3nLcCn2zthzIoxtuAy4HdW/tT2/Ntbf+h087Q50ff6lTL1tta1ec61fJYq6xVY6lVab8kSZIkSVomTxGUJEmSpI64wJIkSZKkjrjAkiRJkqSOuMCSJEmSpI64wJIkSZKkjrjAkla4JK9J8p1pj0OSpIVYq6QnuMCSJEmSpI64wJI6kuSdSW5MsiXJuUl2SfJgki8kuSnJ1Un2a303JLk+ydYkVybZu7U/P8mPktzSfud57eXXJrkiya+SXNzuwC5J0pNirZLGzwWW1IEkLwJOAo6qqg3Ao8A7gD2Bm6pqI3At8Kn2KxcCH62qwxncMX2u/WLg7Kp6CfAK4L7WfgTwIWA9g7uMHzX2UJKkmWKtkiZj12kPQJoRxwAvBX7evrDbA9gBPAZc2vp8HfhWkmcA66rq2tZ+AXB5kr2AA6rqSoCq+idAe70bq2p7e74FOBi4bvyxJEkzxFolTYALLKkbAS6oqo/9V2PyiXn9aievsZCHh7Yfxb9dSdKTZ62SJsBTBKVuXA2cmORZAEn2SfJcBn9jJ7Y+bweuq6oHgL8meVVrfxdwbVX9Ddie5E3tNXZP8rSJppAkzTJrlTQBfrMgdaCqbk/yceAHSZ4CPAKcBvwDeHGSzcADDM59BzgFOKcVpd8C723t7wLOTfKZ9hpvmWAMSdIMs1ZJk5GqxY4CS1qOJA9W1dppj0OSpIVYq6RueYqgJEmSJHXEI1iSJEmS1BGPYEmSJElSR1xgSZIkSVJHXGBJkiRJUkdcYEmSJElSR1xgSZIkSVJHXGBJkiRJUkf+A7Uh6sgiZYpiAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.224, max: 0.733, cur: 0.224)\n",
"validation (min: 0.224, max: 0.304, cur: 0.224)\n",
"\n",
"r2_keras:\n",
"training (min: -0.123, max: 0.664, cur: 0.664)\n",
"validation (min: 0.544, max: 0.665, cur: 0.665)\n",
"peak memory: 3883.74 MiB, increment: 3038.57 MiB\n",
"CPU times: user 5h 35min 15s, sys: 24min 3s, total: 5h 59min 18s\n",
"Wall time: 4h 43min 29s\n"
]
}
],
"source": [
"# evaluate model\n",
"estimator = KerasRegressor(build_fn=deeper_deeper_deeper_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=300, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using early stopping"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.227, max: 0.706, cur: 0.227)\n",
"validation (min: 0.226, max: 0.309, cur: 0.227)\n",
"\n",
"r2_keras:\n",
"training (min: -0.068, max: 0.660, cur: 0.660)\n",
"validation (min: 0.536, max: 0.661, cur: 0.660)\n",
"peak memory: 3381.17 MiB, increment: 3061.98 MiB\n",
"CPU times: user 1h 31min 8s, sys: 6min 15s, total: 1h 37min 24s\n",
"Wall time: 1h 1min 30s\n"
]
}
],
"source": [
"# evaluate model\n",
"estimator = KerasRegressor(build_fn=deeper_deeper_model, batch_size=300, verbose=0)\n",
"es_cb = EarlyStopping(monitor='val_loss', patience=10, verbose=0, mode='auto')\n",
"%time %memit estimator.fit(X_train, y_train, epochs=500, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback(), es_cb])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"■Deeper mdel \n",
"1 -> 2 -> 3 middle layer \n",
"=> The score became better \n",
"===Mean squared error (cost function)=== \n",
"training: 0.235, validation: 0.235 \n",
"↓ \n",
"training: 0.224, validation: 0.224 \n",
"↓ \n",
"training: 0.224, validation: 0.224 \n",
"===r2=== \n",
"training: 0.647, validation: 0.647 \n",
"↓ \n",
"training: 0.664, validation: 0.664 \n",
"↓ \n",
"training: 0.664, validation: 0.665\n",
"\n",
"■Using early stopping \n",
"=> The score became worse \n",
"===Mean squared error (cost function)=== \n",
"training: 0.224, validation: 0.224 \n",
"↓ \n",
"training: 0.227, validation: 0.227 \n",
"===r2=== \n",
"training: 0.664, validation: 0.665 \n",
"↓ \n",
"training: 0.660, validation: 0.660 "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using decay"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def create_model(lr, dec):\n",
" def deeper_deeper_decay_model():\n",
" # create model\n",
" model = Sequential()\n",
" model.add(Dense(91, input_dim=91, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(50, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(30, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(15, kernel_initializer='normal', activation='relu'))\n",
" model.add(Dense(1, kernel_initializer='normal'))\n",
" # Compile model\n",
" adm = Adam(lr=lr, decay=dec)\n",
" model.compile(loss=['mean_squared_error'], metrics=[r2_keras], optimizer=adm)\n",
" return model\n",
" return deeper_deeper_decay_model\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"formula: $lr = lr0 * (1 / (1 + decay * iterations))$\n",
"\n",
"①lr=0.01(default) \n",
"In general, decay=(learning_rate / epochs) at first. \n",
"Last time, it stopped about 500epochs, so decay is (0.01 / 500)=0.00002 \n",
"\n",
"②I changed lr=0.01(default) to 0.05. \n",
"In general, decay=(learning_rate / epochs) at first. \n",
"Last time, it stopped about 500epochs, so decay is (0.05 / 500)=0.0001 \n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.232, max: 0.430, cur: 0.232)\n",
"validation (min: 0.233, max: 0.331, cur: 0.233)\n",
"\n",
"r2_keras:\n",
"training (min: 0.354, max: 0.652, cur: 0.652)\n",
"validation (min: 0.503, max: 0.651, cur: 0.651)\n",
"peak memory: 4109.82 MiB, increment: 2386.37 MiB\n",
"CPU times: user 8h 21min 20s, sys: 37min 43s, total: 8h 59min 3s\n",
"Wall time: 7h 14min 47s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=create_model(0.01, 0.00002), batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=500, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.662, max: 1.083, cur: 0.662)\n",
"validation (min: 0.663, max: 0.665, cur: 0.663)\n",
"\n",
"r2_keras:\n",
"training (min: -0.660, max: -0.003, cur: -0.003)\n",
"validation (min: -0.006, max: -0.003, cur: -0.003)\n",
"peak memory: 4034.40 MiB, increment: 2298.06 MiB\n",
"CPU times: user 8h 26min 24s, sys: 31min 8s, total: 8h 57min 33s\n",
"Wall time: 18h 49min 19s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=create_model(0.05, 0.0001), batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=500, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback()])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from keras.callbacks import LearningRateScheduler\n",
"\n",
"def step_decay(epoch):\n",
" x = 0.01\n",
" if epoch >= 150: x = 0.001\n",
" if epoch >= 225: x = 0.0001\n",
" return x\n",
"lr_decay = LearningRateScheduler(step_decay)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.230, max: 0.432, cur: 0.230)\n",
"validation (min: 0.230, max: 0.324, cur: 0.230)\n",
"\n",
"r2_keras:\n",
"training (min: 0.338, max: 0.656, cur: 0.656)\n",
"validation (min: 0.512, max: 0.655, cur: 0.655)\n",
"peak memory: 5255.88 MiB, increment: 1949.34 MiB\n",
"CPU times: user 7h 24min 49s, sys: 26min 42s, total: 7h 51min 32s\n",
"Wall time: 6h 26min 33s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=deeper_deeper_model, batch_size=300, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=500, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback(), lr_decay])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def step_decay_warmup(epoch):\n",
" x = 0.001*epoch\n",
" if epoch >= 10: x = 0.01\n",
" if epoch >= 75: x = 0.001\n",
" if epoch >= 150: x = 0.0001\n",
" return x\n",
"lr_decay_warmup = LearningRateScheduler(step_decay_warmup)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.224, max: 88.616, cur: 0.224)\n",
"validation (min: 0.224, max: 88.604, cur: 0.224)\n",
"\n",
"r2_keras:\n",
"training (min: -133.615, max: 0.663, cur: 0.663)\n",
"validation (min: -133.449, max: 0.662, cur: 0.662)\n",
"peak memory: 3898.78 MiB, increment: 3020.71 MiB\n",
"CPU times: user 5h 16min 56s, sys: 32min 15s, total: 5h 49min 12s\n",
"Wall time: 4h 14min 49s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=deeper_deeper_model, batch_size=1000, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=500, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback(), lr_decay_warmup])"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def step_decay_warmup2(epoch):\n",
" x = 0.003*epoch\n",
" if epoch >= 10: x = 0.03\n",
" if epoch >= 100: x = 0.003\n",
" if epoch >= 200: x = 0.0003\n",
" return x\n",
"lr_decay_warmup2 = LearningRateScheduler(step_decay_warmup2)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error (cost function):\n",
"training (min: 0.262, max: 88.595, cur: 0.662)\n",
"validation (min: 0.260, max: 88.582, cur: 0.663)\n",
"\n",
"r2_keras:\n",
"training (min: -133.562, max: 0.605, cur: -0.001)\n",
"validation (min: -133.416, max: 0.609, cur: -0.001)\n",
"peak memory: 3384.92 MiB, increment: 3031.59 MiB\n",
"CPU times: user 5h 27min 14s, sys: 34min 7s, total: 6h 1min 21s\n",
"Wall time: 4h 42min 50s\n"
]
}
],
"source": [
"estimator = KerasRegressor(build_fn=deeper_deeper_model, batch_size=1000, verbose=0)\n",
"%time %memit estimator.fit(X_train, y_train, epochs=500, validation_data=(X_val, y_val), callbacks=[PlotLossesCallback(), lr_decay_warmup2])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
@johmatz
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johmatz commented Dec 6, 2021

Hi Tom,

I was reading your blog about your deep learning approach and I tried to execute the script in Python. However, your link to the Data Wrangling file does not work: https://trial.dominodatalab.com/u/tom_furu/springboard-curriculum/view/aic-05_capstone-project-data-wrangling/Capstone_Project_DW.ipynb

It would be great if you fixed it!

Best,
Johannes

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