Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save skilfoy/66628560a15290402f7cf39b82047634 to your computer and use it in GitHub Desktop.
Save skilfoy/66628560a15290402f7cf39b82047634 to your computer and use it in GitHub Desktop.
Project1_Kilfoy_DSCI_619_DEEP_LEARNING.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"name": "Project1_Kilfoy_DSCI_619_DEEP_LEARNING.ipynb",
"authorship_tag": "ABX9TyOJw9a12kwzhtu47Yb7RgkB",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/skilfoy/66628560a15290402f7cf39b82047634/project1_kilfoy_sean.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Project 1"
],
"metadata": {
"id": "s5awwLwhfOpH"
}
},
{
"cell_type": "markdown",
"source": [
"## Project Preparation"
],
"metadata": {
"id": "He8XdfP8lHua"
}
},
{
"cell_type": "markdown",
"source": [
"Import the Python libraries:"
],
"metadata": {
"id": "vJKyX90cjV4j"
}
},
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import tensorflow as tf\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Dense\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense"
],
"metadata": {
"id": "HdWQZ7CvjUW_"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Set the seed:"
],
"metadata": {
"id": "MkErq3PwvREz"
}
},
{
"cell_type": "code",
"source": [
"tf.keras.utils.set_random_seed(7)"
],
"metadata": {
"id": "U5V3Ag3lvQio"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Import the data:"
],
"metadata": {
"id": "R3KRzT_EjOtt"
}
},
{
"cell_type": "code",
"source": [
"df = pd.read_csv('airfoil_self_noise.dat', sep='\\t', header=None)\n",
"df.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "NFVfoPBbfWNg",
"outputId": "6ff84116-b712-4f87-e4e1-fecab7f2b269"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" 0 1 2 3 4 5\n",
"0 800 0.0 0.3048 71.3 0.002663 126.201\n",
"1 1000 0.0 0.3048 71.3 0.002663 125.201\n",
"2 1250 0.0 0.3048 71.3 0.002663 125.951\n",
"3 1600 0.0 0.3048 71.3 0.002663 127.591\n",
"4 2000 0.0 0.3048 71.3 0.002663 127.461"
],
"text/html": [
"\n",
" <div id=\"df-800d73e2-f09f-448b-a2b6-45e21d50f36b\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>800</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>126.201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1000</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>125.201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1250</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>125.951</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1600</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>127.591</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2000</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>127.461</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-800d73e2-f09f-448b-a2b6-45e21d50f36b')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-800d73e2-f09f-448b-a2b6-45e21d50f36b button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-800d73e2-f09f-448b-a2b6-45e21d50f36b');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 3
}
]
},
{
"cell_type": "markdown",
"source": [
"### Data Cleansing and Visualization"
],
"metadata": {
"id": "Rs00Q09ng6PD"
}
},
{
"cell_type": "markdown",
"source": [
"Check for data types: all numerical data."
],
"metadata": {
"id": "SmLtJqjpiq3i"
}
},
{
"cell_type": "code",
"source": [
"df.dtypes"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sWZAjJ5Pi2od",
"outputId": "48cf79e5-1f84-4f3a-94cc-f65663ab5514"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0 int64\n",
"1 float64\n",
"2 float64\n",
"3 float64\n",
"4 float64\n",
"5 float64\n",
"dtype: object"
]
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "markdown",
"source": [
"Check for missing values: no missing values were found."
],
"metadata": {
"id": "TS0DoL_mg1Z6"
}
},
{
"cell_type": "code",
"source": [
"df.isna().sum()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "IlRV473sffL0",
"outputId": "f8cccecc-0202-40a2-f568-2da645591861"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0 0\n",
"1 0\n",
"2 0\n",
"3 0\n",
"4 0\n",
"5 0\n",
"dtype: int64"
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "markdown",
"source": [
"Add column names since they are missing from the dataset."
],
"metadata": {
"id": "forrEAsJi32c"
}
},
{
"cell_type": "code",
"source": [
"df.columns = ['Frequency',\n",
" 'Angle of attack',\n",
" 'Chord length',\n",
" 'Free stream velocity',\n",
" 'Suction side displacement thickness',\n",
" 'Scaled sound pressure level']\n",
"df.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 268
},
"id": "UJQnk36LfvWm",
"outputId": "e1d915e6-b383-4c2c-9d61-3a8e35f27c1e"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Frequency Angle of attack Chord length Free stream velocity \\\n",
"0 800 0.0 0.3048 71.3 \n",
"1 1000 0.0 0.3048 71.3 \n",
"2 1250 0.0 0.3048 71.3 \n",
"3 1600 0.0 0.3048 71.3 \n",
"4 2000 0.0 0.3048 71.3 \n",
"\n",
" Suction side displacement thickness Scaled sound pressure level \n",
"0 0.002663 126.201 \n",
"1 0.002663 125.201 \n",
"2 0.002663 125.951 \n",
"3 0.002663 127.591 \n",
"4 0.002663 127.461 "
],
"text/html": [
"\n",
" <div id=\"df-5cc5f16d-cadb-4dfc-b745-e2f091ea0d12\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Frequency</th>\n",
" <th>Angle of attack</th>\n",
" <th>Chord length</th>\n",
" <th>Free stream velocity</th>\n",
" <th>Suction side displacement thickness</th>\n",
" <th>Scaled sound pressure level</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>800</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>126.201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1000</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>125.201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1250</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>125.951</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1600</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>127.591</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2000</td>\n",
" <td>0.0</td>\n",
" <td>0.3048</td>\n",
" <td>71.3</td>\n",
" <td>0.002663</td>\n",
" <td>127.461</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5cc5f16d-cadb-4dfc-b745-e2f091ea0d12')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-5cc5f16d-cadb-4dfc-b745-e2f091ea0d12 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-5cc5f16d-cadb-4dfc-b745-e2f091ea0d12');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 6
}
]
},
{
"cell_type": "markdown",
"source": [
"Describe the data:"
],
"metadata": {
"id": "XsAv8h7EjExB"
}
},
{
"cell_type": "code",
"source": [
"df.describe()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 362
},
"id": "uW3HsbukjGee",
"outputId": "7d1d6802-f311-49bd-9baa-a5ce61bde3b5"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Frequency Angle of attack Chord length Free stream velocity \\\n",
"count 1503.000000 1503.000000 1503.000000 1503.000000 \n",
"mean 2886.380572 6.782302 0.136548 50.860745 \n",
"std 3152.573137 5.918128 0.093541 15.572784 \n",
"min 200.000000 0.000000 0.025400 31.700000 \n",
"25% 800.000000 2.000000 0.050800 39.600000 \n",
"50% 1600.000000 5.400000 0.101600 39.600000 \n",
"75% 4000.000000 9.900000 0.228600 71.300000 \n",
"max 20000.000000 22.200000 0.304800 71.300000 \n",
"\n",
" Suction side displacement thickness Scaled sound pressure level \n",
"count 1503.000000 1503.000000 \n",
"mean 0.011140 124.835943 \n",
"std 0.013150 6.898657 \n",
"min 0.000401 103.380000 \n",
"25% 0.002535 120.191000 \n",
"50% 0.004957 125.721000 \n",
"75% 0.015576 129.995500 \n",
"max 0.058411 140.987000 "
],
"text/html": [
"\n",
" <div id=\"df-3422218f-83fe-4936-aa9e-a0e00199eeda\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Frequency</th>\n",
" <th>Angle of attack</th>\n",
" <th>Chord length</th>\n",
" <th>Free stream velocity</th>\n",
" <th>Suction side displacement thickness</th>\n",
" <th>Scaled sound pressure level</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1503.000000</td>\n",
" <td>1503.000000</td>\n",
" <td>1503.000000</td>\n",
" <td>1503.000000</td>\n",
" <td>1503.000000</td>\n",
" <td>1503.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2886.380572</td>\n",
" <td>6.782302</td>\n",
" <td>0.136548</td>\n",
" <td>50.860745</td>\n",
" <td>0.011140</td>\n",
" <td>124.835943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3152.573137</td>\n",
" <td>5.918128</td>\n",
" <td>0.093541</td>\n",
" <td>15.572784</td>\n",
" <td>0.013150</td>\n",
" <td>6.898657</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>200.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.025400</td>\n",
" <td>31.700000</td>\n",
" <td>0.000401</td>\n",
" <td>103.380000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>800.000000</td>\n",
" <td>2.000000</td>\n",
" <td>0.050800</td>\n",
" <td>39.600000</td>\n",
" <td>0.002535</td>\n",
" <td>120.191000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>1600.000000</td>\n",
" <td>5.400000</td>\n",
" <td>0.101600</td>\n",
" <td>39.600000</td>\n",
" <td>0.004957</td>\n",
" <td>125.721000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>4000.000000</td>\n",
" <td>9.900000</td>\n",
" <td>0.228600</td>\n",
" <td>71.300000</td>\n",
" <td>0.015576</td>\n",
" <td>129.995500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>20000.000000</td>\n",
" <td>22.200000</td>\n",
" <td>0.304800</td>\n",
" <td>71.300000</td>\n",
" <td>0.058411</td>\n",
" <td>140.987000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3422218f-83fe-4936-aa9e-a0e00199eeda')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-3422218f-83fe-4936-aa9e-a0e00199eeda button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-3422218f-83fe-4936-aa9e-a0e00199eeda');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "markdown",
"source": [
"Display the data graphically:"
],
"metadata": {
"id": "W8ohnkUpjMhh"
}
},
{
"cell_type": "code",
"source": [
"sns.pairplot(df)\n",
"plt.suptitle('Pairplot of Airfoil Self-Noise Dataset', fontsize=16)\n",
"plt.subplots_adjust(top=0.95)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 925
},
"id": "ugy04um5hCxk",
"outputId": "f7cd6067-b72f-4e4e-c8aa-eefbb1adf7b7"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x1500 with 42 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Linear Regression"
],
"metadata": {
"id": "g9wADBWrllGw"
}
},
{
"cell_type": "markdown",
"source": [
"Split the data:"
],
"metadata": {
"id": "hz7A5vykjMDq"
}
},
{
"cell_type": "code",
"source": [
"X = df.drop('Scaled sound pressure level', axis=1)\n",
"y = df['Scaled sound pressure level']"
],
"metadata": {
"id": "GN2fAwlLkGyj"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)"
],
"metadata": {
"id": "8p9q6oZ0lof8"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Build the model:"
],
"metadata": {
"id": "6LpEanaqmx9M"
}
},
{
"cell_type": "code",
"source": [
"model = LinearRegression()\n",
"model.fit(X_train, y_train)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 75
},
"id": "blt15WCemsr4",
"outputId": "c5e21d8d-1c78-4b59-d398-de0cb2cee2f4"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"LinearRegression()"
],
"text/html": [
"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
]
},
"metadata": {},
"execution_count": 11
}
]
},
{
"cell_type": "markdown",
"source": [
"Calculate the test error:"
],
"metadata": {
"id": "XUSRKad8nG4p"
}
},
{
"cell_type": "code",
"source": [
"y_pred = model.predict(X_test)\n",
"test_error = mean_squared_error(y_test, y_pred)\n",
"print(\"Test error for linear regression:\", test_error.round(4))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "7pn0JerOm52U",
"outputId": "ca4704bb-1656-4189-80a7-ef660fd3bf6f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Test error for linear regression: 26.4628\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Data preprocessing: normalization.\n",
"Normalize the data to convert all features into the range of [0,1]."
],
"metadata": {
"id": "ki9pDLAHoBoj"
}
},
{
"cell_type": "code",
"source": [
"scaler = MinMaxScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)"
],
"metadata": {
"id": "Cs4QIcmNoAmC"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"#### Build a new linear regression model with preprocessed data.\n",
"Build the model:"
],
"metadata": {
"id": "8bEcLTfaog_M"
}
},
{
"cell_type": "code",
"source": [
"model = LinearRegression()\n",
"model.fit(X_train_scaled, y_train)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 75
},
"id": "3XWeQG1vnLlb",
"outputId": "f8c44f25-5375-4b54-ca34-8e743e9f63fc"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"LinearRegression()"
],
"text/html": [
"<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
]
},
"metadata": {},
"execution_count": 14
}
]
},
{
"cell_type": "markdown",
"source": [
"Calculate the new test error.\n"
],
"metadata": {
"id": "vHHik5PAoyLy"
}
},
{
"cell_type": "code",
"source": [
"y_pred = model.predict(X_test_scaled)\n",
"test_error = mean_squared_error(y_test, y_pred)\n",
"print(\"Test error for linear regression using prerocessed data:\", test_error.round(4))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "apCrr9h1oycG",
"outputId": "325699c4-4ab1-44d9-90a8-4b919b2a95bc"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Test error for linear regression using prerocessed data: 26.4628\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Build a deep learning regression model with TensorFlow"
],
"metadata": {
"id": "wmnFW8kVoypS"
}
},
{
"cell_type": "markdown",
"source": [
"I will use two layers. The first layer has ten neurons and the second has one neuron."
],
"metadata": {
"id": "ydIiI1S_qN1x"
}
},
{
"cell_type": "code",
"source": [
"model = Sequential()\n",
"model.add(Dense(10, input_shape=(X_train_scaled.shape[1],), activation='relu'))\n",
"model.add(Dense(1))\n",
"model.compile(optimizer='adam', loss='mse')\n",
"model.fit(X_train_scaled, y_train, epochs=100, verbose=False)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3u2VOf6Eoy7b",
"outputId": "bda82736-f63f-44c3-a9e0-dee4a0428f9a"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<keras.callbacks.History at 0x7f9ec00eb4f0>"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "markdown",
"source": [
"Calculate the test error:"
],
"metadata": {
"id": "ixpijL02qcM6"
}
},
{
"cell_type": "code",
"source": [
"y_pred = model.predict(X_test_scaled)\n",
"test_error = mean_squared_error(y_test, y_pred)\n",
"print(\"Test error for TensorFlow deep learning regression:\", test_error.round(4))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "y8YPldDwqbed",
"outputId": "b8ab5cf5-8c63-40fd-89c8-2b565289c083"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"10/10 [==============================] - 0s 2ms/step\n",
"Test error for TensorFlow deep learning regression: 785.9637\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Improve the model performance by optimizing the number of neurons."
],
"metadata": {
"id": "P645QusdqvdA"
}
},
{
"cell_type": "markdown",
"source": [
"Loop through different numbers of neurons to calculate test errors. Calculate the improvement in test error for every consecutive increease in neurons."
],
"metadata": {
"id": "8fXuLVc_qiFi"
}
},
{
"cell_type": "code",
"source": [
"test_errors = []\n",
"improvements = []\n",
"\n",
"for i in range(1, 20):\n",
" model = Sequential()\n",
" model.add(Dense(i, input_shape=(X_train_scaled.shape[1],), activation='relu'))\n",
" model.add(Dense(1))\n",
" model.compile(optimizer='adam', loss='mse')\n",
" model.fit(X_train_scaled, y_train, epochs=100, verbose=False)\n",
"\n",
" y_pred = model.predict(X_test_scaled)\n",
" test_error = mean_squared_error(y_test, y_pred)\n",
" test_errors.append(test_error)\n",
" print(\"Test error with\", i, \"neurons:\", test_error.round(4))\n",
" \n",
" if i > 1:\n",
" improvement = test_errors[-2] - test_error\n",
" improvements.append(improvement)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Yb2RKkEXqg1o",
"outputId": "221cd9d4-a19e-459b-895c-149f6561c088"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 1 neurons: 3330.5875\n",
"10/10 [==============================] - 0s 3ms/step\n",
"Test error with 2 neurons: 3395.5471\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 3 neurons: 1162.4485\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 4 neurons: 1169.8396\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 5 neurons: 14653.1342\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 6 neurons: 891.1648\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 7 neurons: 867.6671\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 8 neurons: 947.1566\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 9 neurons: 903.7592\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 10 neurons: 793.2078\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 11 neurons: 834.6499\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 12 neurons: 881.4434\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 13 neurons: 789.7144\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 14 neurons: 817.8663\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 15 neurons: 673.5155\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 16 neurons: 612.9957\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 17 neurons: 613.9462\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 18 neurons: 725.0212\n",
"10/10 [==============================] - 0s 2ms/step\n",
"Test error with 19 neurons: 540.1913\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Determine which increase in neurons results in the least diminishing returns."
],
"metadata": {
"id": "iMyJDgYtaNw9"
}
},
{
"cell_type": "code",
"source": [
"n_neurons = 1\n",
"max_improvement = 0\n",
"for i in range(1, len(improvements)):\n",
" if improvements[i] < improvements[i-1] and improvements[i-1] > max_improvement:\n",
" n_neurons = i+1\n",
" max_improvement = improvements[i-1]\n",
"\n",
"print(\"Optimal number of neurons:\", n_neurons)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8vCgOD-oqExP",
"outputId": "e7791c4a-78cd-47a1-f0b7-0282edf364fa"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Optimal number of neurons: 6\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"To visualize this conclusion, plot test errors against the number of neurons."
],
"metadata": {
"id": "Tcrob_DIaPjD"
}
},
{
"cell_type": "code",
"source": [
"plt.plot(range(1, 20), test_errors)\n",
"plt.xlabel('Number of neurons')\n",
"plt.ylabel('Test error')\n",
"plt.title('Test error vs. Number of neurons')\n",
"plt.xticks(np.arange(0, 21, 2))\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "_k_0JWA_pPxl",
"outputId": "f8e0a0fd-7f1d-4dc2-afb8-c008552dbe65"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Finally, rebuild the model usiung the optimal number of neurons and show the test error."
],
"metadata": {
"id": "twdhoErnrCVe"
}
},
{
"cell_type": "code",
"source": [
"model = Sequential()\n",
"model.add(Dense(n_neurons, input_shape=(X_train_scaled.shape[1],), activation='relu'))\n",
"model.add(Dense(1))\n",
"model.compile(optimizer='adam', loss='mse')\n",
"model.fit(X_train_scaled, y_train, epochs=100, verbose=False)\n",
"\n",
"y_pred = model.predict(X_test_scaled)\n",
"test_error = mean_squared_error(y_test, y_pred)\n",
"print(\"Test error for TensorFlow deep learning regression\")\n",
"print(\" with\", n_neurons, \"neurons in the first layer and one in the second:\", test_error.round(4))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "UeQtQ8DRrBr5",
"outputId": "d6836b51-ea0d-40fa-9902-0fd0e5a5cbce"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"10/10 [==============================] - 0s 2ms/step\n",
"Test error for TensorFlow deep learning regression\n",
" with 6 neurons in the first layer and one in the second: 1235.1949\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Build the deep learning regression model with PyTorch"
],
"metadata": {
"id": "Lwa-2VNawmPc"
}
},
{
"cell_type": "markdown",
"source": [
"I will use two layers with a (10, 1) configuration."
],
"metadata": {
"id": "3JBG7P8crDvx"
}
},
{
"cell_type": "code",
"source": [
"model = nn.Sequential(\n",
" nn.Linear(X_train_scaled.shape[1], 10),\n",
" nn.ReLU(),\n",
" nn.Linear(10, 1))\n",
"\n",
"optimizer = optim.Adam(model.parameters())\n",
"criterion = nn.MSELoss()"
],
"metadata": {
"id": "vHXq4ET0rEBI"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Train the model. I had to reshape the `y_train` values since I originally returned an error stating the target torch size and input torch size were different."
],
"metadata": {
"id": "KwP_Tb8XrEUK"
}
},
{
"cell_type": "code",
"source": [
"y_train = y_train.values.reshape(-1, 1)\n",
"\n",
"for epoch in range(100):\n",
" y_pred = model(torch.FloatTensor(X_train_scaled))\n",
" loss = criterion(y_pred, torch.FloatTensor(y_train))\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
" optimizer.step()"
],
"metadata": {
"id": "yApQfHTvrE4O"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Calculate the test error."
],
"metadata": {
"id": "tWOPECBLrFJj"
}
},
{
"cell_type": "code",
"source": [
"y_test = y_test.values.reshape(-1, 1)\n",
"\n",
"y_pred = model(torch.FloatTensor(X_test_scaled))\n",
"test_error = criterion(y_pred, torch.FloatTensor(y_test)).item()\n",
"print(\"Test error:\", round(test_error, 4))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "elUC7nc6rFbq",
"outputId": "c8a2a114-b320-4735-909f-661e4928e2a6"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Test error: 15415.8623\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"### Optimize the model:\n",
"\n",
"Optimize the model by looping through different numbers of neurons and calculating the test errors."
],
"metadata": {
"id": "XH1yDkSExY5g"
}
},
{
"cell_type": "code",
"source": [
"test_errors = []\n",
"improvements = []\n",
"for i in range(1, 20):\n",
" model = nn.Sequential(nn.Linear(X_train_scaled.shape[1], i),\n",
" nn.ReLU(),\n",
" nn.Linear(i, 1))\n",
"\n",
" optimizer = optim.Adam(model.parameters())\n",
" criterion = nn.MSELoss()\n",
"\n",
" for epoch in range(100):\n",
" y_pred = model(torch.FloatTensor(X_train_scaled))\n",
" loss = criterion(y_pred, torch.FloatTensor(y_train))\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" y_pred = model(torch.FloatTensor(X_test_scaled))\n",
" test_error = criterion(y_pred, torch.FloatTensor(y_test)).item()\n",
" test_errors.append(test_error)\n",
" print(\"Test error with\",\n",
" i,\n",
" \"neurons in the first layer and 1 neuron in the second layer:\",\n",
" round(test_error, 4))\n",
"\n",
" if i > 1:\n",
" improvement = test_errors[-2] - test_error\n",
" improvements.append(improvement)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "QVQ1JELExZg2",
"outputId": "7341b775-8510-4e16-cc6e-781e5f51c94b"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Test error with 1 neurons in the first layer and 1 neuron in the second layer: 15378.791\n",
"Test error with 2 neurons in the first layer and 1 neuron in the second layer: 15703.1445\n",
"Test error with 3 neurons in the first layer and 1 neuron in the second layer: 15661.1426\n",
"Test error with 4 neurons in the first layer and 1 neuron in the second layer: 15495.4668\n",
"Test error with 5 neurons in the first layer and 1 neuron in the second layer: 15603.4863\n",
"Test error with 6 neurons in the first layer and 1 neuron in the second layer: 15604.3086\n",
"Test error with 7 neurons in the first layer and 1 neuron in the second layer: 15544.6182\n",
"Test error with 8 neurons in the first layer and 1 neuron in the second layer: 15431.4785\n",
"Test error with 9 neurons in the first layer and 1 neuron in the second layer: 15500.8652\n",
"Test error with 10 neurons in the first layer and 1 neuron in the second layer: 15558.9902\n",
"Test error with 11 neurons in the first layer and 1 neuron in the second layer: 15441.2324\n",
"Test error with 12 neurons in the first layer and 1 neuron in the second layer: 15503.6084\n",
"Test error with 13 neurons in the first layer and 1 neuron in the second layer: 15417.9336\n",
"Test error with 14 neurons in the first layer and 1 neuron in the second layer: 15316.4482\n",
"Test error with 15 neurons in the first layer and 1 neuron in the second layer: 15457.6582\n",
"Test error with 16 neurons in the first layer and 1 neuron in the second layer: 15356.792\n",
"Test error with 17 neurons in the first layer and 1 neuron in the second layer: 15414.1426\n",
"Test error with 18 neurons in the first layer and 1 neuron in the second layer: 15355.6494\n",
"Test error with 19 neurons in the first layer and 1 neuron in the second layer: 15404.6611\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Determine the optimal number of neurons."
],
"metadata": {
"id": "9_XDrcaXarPC"
}
},
{
"cell_type": "code",
"source": [
"n_neurons = 10\n",
"max_improvement = 0\n",
"for i in range(1, len(improvements)):\n",
" if improvements[i] < improvements[i-1] and improvements[i-1] > max_improvement:\n",
" n_neurons = i+1\n",
" max_improvement = improvements[i-1]"
],
"metadata": {
"id": "fNq0MWNx-_ma"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"model = nn.Sequential(nn.Linear(X_train_scaled.shape[1], n_neurons),\n",
" nn.ReLU(),\n",
" nn.Linear(n_neurons, 1))\n",
"\n",
"optimizer = optim.Adam(model.parameters())\n",
"criterion = nn.MSELoss()\n",
"\n",
"for epoch in range(100):\n",
" y_pred = model(torch.FloatTensor(X_train_scaled))\n",
" loss = criterion(y_pred, torch.FloatTensor(y_train))\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
"y_pred = model(torch.FloatTensor(X_test_scaled))\n",
"test_error = criterion(y_pred, torch.FloatTensor(y_test)).item()\n",
"print(\"Optimal number of neurons:\", n_neurons)\n",
"print(\"Test error with\",\n",
" n_neurons,\n",
" \"neurons in the first layer and 1 neuron in the second layer:\",\n",
" round(test_error, 4))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "7Sx9mHl1_Dbn",
"outputId": "aaca8cb7-4815-4ecf-9fad-6ca8aae8d8ee"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Optimal number of neurons: 4\n",
"Test error with 4 neurons in the first layer and 1 neuron in the second layer: 15391.8486\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Finally, plot the relationship created in optimization."
],
"metadata": {
"id": "LfNLXmHP53GT"
}
},
{
"cell_type": "code",
"source": [
"plt.plot(range(1, 20), test_errors)\n",
"plt.xlabel('Number of neurons in the first layer')\n",
"plt.ylabel('Test error')\n",
"plt.title('Test error vs. Number of neurons in the first layer')\n",
"plt.xticks(np.arange(0, 21, 2))\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "heetUEzz57_h",
"outputId": "1fbace16-c076-4a53-bebc-7bed722ba582"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAHHCAYAAAB9dxZkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAChYElEQVR4nOzdeVxU9foH8M+ZGWbYh30TZBXcUBENMRVNE8g0ymvXpdKycm3R0vLXpnnLzKysTPN2s+yaW4uZelNEccVdxH1BEFFBGfadmTm/P4ZzYGQdmJkzwzzv12teypzDOd8zLPPwfJ/zfBmWZVkQQgghhJB2Ewk9AEIIIYSQjoICK0IIIYQQPaHAihBCCCFETyiwIoQQQgjREwqsCCGEEEL0hAIrQgghhBA9ocCKEEIIIURPKLAihBBCCNETCqwIIYQQQvSEAitCiEH8+OOPYBgGJ0+eFHoorXLt2jWMHDkScrkcDMNg69atQg/JbA0dOhRDhw41yrkYhsHs2bMNfh6lUon58+fDz88PIpEICQkJ/PkXLlxo8PM3Rejzk4YosLJQDMO06pGcnNzuc5WXl2PhwoV6ORbRtnDhQjAMA09PT5SXlzfYHhAQgMcff1yAkZmfyZMn49y5c/joo4/w888/o1+/fkIPidQ6cuQIFi5ciMLCQsHG8MMPP2DZsmX4xz/+gZ9++glz5swxyHm+/fZb/PjjjwY5NjEOidADIML4+eeftT5et24dEhMTGzzfrVu3dp+rvLwcixYtAgCj/RVrae7du4dVq1bhjTfeEHooZqmiogIpKSl45513jJL96Oh2796t1+MdOXIEixYtwpQpU+Dk5KTXY7fW3r170alTJ3zxxRdaz1dUVEAi0d9b6bfffgs3NzdMmTJFb8ckxkWBlYV65plntD4+evQoEhMTGzxvbpRKJdRqNaRSaYNtZWVlsLOza/OxWZZFZWUlbGxs2jNEg+jTpw+WLVuGmTNnmuT4DKm9X1cAuH//PgAI9qbdHmq1GtXV1bC2thZ6KLzGfv7M3b179xr9/mjN666P71FzVFlZCalUCpHIsibHLOtqiU7UajW+/PJL9OjRA9bW1vD09MS0adNQUFCgtd/JkycRGxsLNzc32NjYIDAwEC+88AIAIDMzE+7u7gCARYsW8VOMLdUEFBYW4vXXX4efnx9kMhlCQkKwdOlSqNVqfp/MzEwwDIPPPvsMX375JYKDgyGTyXDx4kV+iuzixYuYOHEinJ2dMWjQIACa4Gvx4sX8/gEBAfi///s/VFVVaY2Bm0bbtWsX+vXrBxsbG3z33XeNjnf27Nmwt7dvdDpuwoQJ8PLygkqlavH1aqv3338fubm5WLVqVbP7JScnNzrFy72W9acgpkyZAnt7e2RlZeHxxx+Hvb09OnXqhJUrVwIAzp07h0ceeQR2dnbw9/fHL7/80ug5y8vLMW3aNLi6usLR0RHPPfdcg+8hAPjf//6HwYMHw87ODg4ODhg1ahQuXLigtQ83pvT0dDz22GNwcHDApEmTmr3mM2fOID4+Ho6OjrC3t8fw4cNx9OhRfvvChQvh7+8PAJg3bx4YhkFAQECTx+New82bN+Ojjz6Cr68vrK2tMXz4cFy/fr3B/seOHUNcXBzkcjlsbW0RExODw4cPN7iuxs7JfR/Xx9UUrV+/Hj169IBMJsPff//dqmsF6mrfDh8+jLlz58Ld3R12dnZ48skn+QCT09bv1QdrrHR9zR58DebNmwcACAwM5H+HZGZmau23detW9OzZEzKZDD169OBfk/pu376NF154AZ6envx+P/zwQ7Pn53429u3bhwsXLjQok3jw91lzv3tycnLw/PPPw9fXFzKZDN7e3njiiSf4awkICMCFCxewf/9+/jy6Zvlv3ryJmTNnIiwsDDY2NnB1dcW4ceO0Xq8bN26AYZgG2TdAkx1kGAYbNmzQ6XXjvsYbN27Eu+++i06dOsHW1hbFxcU6jb8joIwVadK0adPw448/4vnnn8err76KjIwMfPPNNzhz5gwOHz4MKysr3Lt3DyNHjoS7uzvefvttODk5ITMzE7///jsAwN3dHatWrcKMGTPw5JNP4qmnngIA9OrVq8nzlpeXIyYmBrdv38a0adPQuXNnHDlyBAsWLMDdu3fx5Zdfau2/du1aVFZW4uWXX4ZMJoOLiwu/bdy4cejSpQs+/vhjsCwLAHjxxRfx008/4R//+AfeeOMNHDt2DEuWLMGlS5fwxx9/aB37ypUrmDBhAqZNm4aXXnoJYWFhjY75n//8J1auXIkdO3Zg3LhxWtfy119/YcqUKRCLxS2+Xm01ePBgPPLII/j0008xY8YMvWWtVCoV4uPjMWTIEHz66adYv349Zs+eDTs7O7zzzjuYNGkSnnrqKaxevRrPPfccoqOjERgYqHWM2bNnw8nJCQsXLsSVK1ewatUq3Lx5k/9FDGimpidPnozY2FgsXboU5eXlWLVqFQYNGoQzZ85oBR1KpRKxsbEYNGgQPvvsM9ja2jY5/gsXLmDw4MFwdHTE/PnzYWVlhe+++w5Dhw7F/v37ERUVhaeeegpOTk6YM2cOJkyYgMceewz29vYtvjaffPIJRCIR3nzzTRQVFeHTTz/FpEmTcOzYMX6fvXv3Ij4+HpGRkfjggw8gEomwdu1aPPLIIzh48CAeeughHb8idcfdvHkzZs+eDTc3N/4NuaVrre+VV16Bs7MzPvjgA2RmZuLLL7/E7NmzsWnTJgAwyPdqa16zBz311FO4evUqNmzYgC+++AJubm4AwP/BBgCHDh3C77//jpkzZ8LBwQFfffUVxo4di6ysLLi6ugIAcnNzMWDAAD4wdXd3x//+9z9MnToVxcXFeP311xs9v7u7O37++Wd89NFHKC0txZIlSwC0XCbR2O+esWPH4sKFC3jllVcQEBCAe/fuITExEVlZWQgICMCXX36JV155Bfb29njnnXcAAJ6enq17cWudOHECR44cwfjx4+Hr64vMzEysWrUKQ4cOxcWLF2Fra4ugoCA8/PDDWL9+fYNasfXr18PBwQFPPPFEm163xYsXQyqV4s0330RVVVWHzF62iCWEZdlZs2ax9b8dDh48yAJg169fr7Xf33//rfX8H3/8wQJgT5w40eSx79+/zwJgP/jgg1aNZfHixaydnR179epVrefffvttViwWs1lZWSzLsmxGRgYLgHV0dGTv3bunte8HH3zAAmAnTJig9XxqaioLgH3xxRe1nn/zzTdZAOzevXv55/z9/VkA7N9//93imNVqNdupUyd27NixWs9v3ryZBcAeOHCAZdnWvV664K7z/v377P79+1kA7Oeff651DaNGjeI/3rdvHwuA3bdvn9ZxuNdy7dq1/HOTJ09mAbAff/wx/1xBQQFrY2PDMgzDbty4kX/+8uXLDb7Ga9euZQGwkZGRbHV1Nf/8p59+ygJg//zzT5ZlWbakpIR1cnJiX3rpJa0x5eTksHK5XOt5bkxvv/12q16fhIQEViqVsunp6fxzd+7cYR0cHNghQ4Y0uP5ly5a1eEzuNezWrRtbVVXFP79ixQoWAHvu3DmWZTXfE126dGFjY2NZtVrN71deXs4GBgayjz76qNZ1+fv7NzgX9/WtDwArEonYCxcutOlaua/LiBEjtMY1Z84cViwWs4WFhSzLtu97NSYmho2JieE/bu1r1pRly5axANiMjIwG2wCwUqmUvX79Ov/c2bNnWQDs119/zT83depU1tvbm83Ly9P6/PHjx7NyuZwtLy9v8Zp69OjR6Pnrf9839bunoKCgVd9jPXr00HrtWvLg+Ru7jpSUFBYAu27dOv657777jgXAXrp0iX+uurqadXNzYydPnsw/19rXjfsaBwUFtfhadnQ0FUgatWXLFsjlcjz66KPIy8vjH5GRkbC3t8e+ffsA1NWkbN++HTU1NXo79+DBg+Hs7Kx17hEjRkClUuHAgQNa+48dO1brr9f6pk+frvXxzp07AQBz587Vep4r+t6xY4fW84GBgYiNjW1xzAzDYNy4cdi5cydKS0v55zdt2oROnTrxUwGGeL04Q4YMwbBhw/Dpp5+ioqJCb8d98cUX+f87OTkhLCwMdnZ2ePrpp/nnw8LC4OTkhBs3bjT4/JdffhlWVlb8xzNmzIBEIuG/FomJiSgsLMSECRO0vt5isRhRUVH891p9M2bMaHHcKpUKu3fvRkJCAoKCgvjnvb29MXHiRBw6dKhd0xTPP/+81l/jgwcPBgD+NUhNTcW1a9cwceJEKBQK/rrKysowfPhwHDhwQGtqWxcxMTHo3r07/3FbrvXll1/WmmYcPHgwVCoVbt68CcAw36stvWZtNWLECAQHB/Mf9+rVC46OjvxxWZbFb7/9htGjR4NlWa3vs9jYWBQVFeH06dPtGsODHvzdY2NjA6lUiuTk5EanwvWlfra6pqYGCoUCISEhcHJy0rrGp59+GtbW1li/fj3/3K5du5CXl8fX2rbldZs8ebLF1Xk+iAIr0qhr166hqKgIHh4ecHd313qUlpbi3r17ADS/4MeOHYtFixbBzc0NTzzxBNauXdugXknXc//9998NzjtixAgA4M/NeXDqqbltN2/ehEgkQkhIiNbzXl5ecHJy4t9UWnPsB/3zn/9ERUUFtm3bBgAoLS3Fzp07MW7cOP4NzBCvV30LFy5ETk4OVq9erZfjWVtbNwha5XI5fH19G9T+yOXyRt8wunTpovWxvb09vL29+ZqPa9euAQAeeeSRBl/z3bt3N/h6SyQS+Pr6tjj2+/fvo7y8vNHp227dukGtVuPWrVstHqcpnTt31vrY2dkZAPjXgLuuyZMnN7iu77//HlVVVSgqKmrTuR/8vmzLtbY0fkN8r7Z0Tn0dlzs2d9z79++jsLAQa9asafC1eP755wE0/L3SXg9+jWQyGZYuXYr//e9/8PT05KfXc3Jy9HreiooKvP/++3x9qpubG9zd3VFYWKj1/ebk5ITRo0dr1UauX78enTp1wiOPPAKgba+bLr8zOyqqsSKNUqvV8PDw0Pprpj7uzZZhGPz66684evQo/vrrL+zatQsvvPACli9fjqNHj7aqVqWxcz/66KOYP39+o9tDQ0O1Pm7ur6Omtj0YFOj6+Y0ZMGAAAgICsHnzZkycOBF//fUXKioq8M9//lPrvPp+veobMmQIhg4dik8//bTBX8zc+RvDFdY/SCwW6/Q8W1tLogsua/Pzzz/Dy8urwfYHb2WXyWQmcZdRS68Bd13Lli1Dnz59Gt2X+3rr+nXRR0agpfEb4ntVn983uhyX+1o888wzmDx5cqP7Nlf32RaNfY1ef/11jB49Glu3bsWuXbvw3nvvYcmSJdi7dy8iIiL0ct5XXnkFa9euxeuvv47o6Gi+4e348eMbZEife+45bNmyBUeOHEF4eDi2bduGmTNn8j9fbXndLD1bBVBgRZoQHByMPXv24OGHH27VD8qAAQMwYMAAfPTRR/jll18wadIkbNy4ES+++GKrg5j65y4tLeUzVPrk7+8PtVqNa9euaRWf5ubmorCwkL87rK2efvpprFixAsXFxdi0aRMCAgIwYMCABvs193q118KFCzF06NBG72DkMgQPNlp8MFOnT9euXcOwYcP4j0tLS3H37l089thjAMBP4Xh4eOj1a+7u7g5bW1tcuXKlwbbLly9DJBLBz89Pb+d7EHddjo6OLV6Xs7Nzo80vW/t1MeS1GvJ7tbV0/R3yIHd3dzg4OEClUhnk94ougoOD8cYbb+CNN97AtWvX0KdPHyxfvhz//e9/AbT/Wn/99VdMnjwZy5cv55+rrKxs9PsrLi4O7u7uWL9+PaKiolBeXo5nn32W325Kr5s5Ef7PPmKSnn76aahUKixevLjBNqVSyf+QFhQUNPhrk/vrnJsy4O7aam3X5KeffhopKSnYtWtXg22FhYVQKpWtvIqGuDfzB+8s/PzzzwEAo0aNavOxAc10YFVVFX766Sf8/fffWnVIQOteLwBIT09Henp6m8YQExODoUOHYunSpaisrNTa5u/vD7FY3KBO7dtvv23TuVpjzZo1WjU6q1atglKpRHx8PAAgNjYWjo6O+Pjjjxut5XmwBUBricVijBw5En/++afWrea5ubn45ZdfMGjQIDg6Orbp2K0RGRmJ4OBgfPbZZ1p1d5z61xUcHIyioiKkpaXxz929e7fBXapNMcS1tvZ71Ri4HlBt7bwuFosxduxY/Pbbbzh//nyD7W39HtNFeXl5g5/H4OBgODg4aL2ednZ27eowLxaLG3zdvv7660aznxKJBBMmTMDmzZvx448/Ijw8XCsDZQqvmzmijBVpVExMDKZNm4YlS5YgNTUVI0eOhJWVFa5du4YtW7ZgxYoV/NIO3377LZ588kkEBwejpKQE//73v+Ho6MgHMTY2NujevTs2bdqE0NBQuLi4oGfPnujZs2ej5543bx62bduGxx9/HFOmTEFkZCTKyspw7tw5/Prrr8jMzORvudZV7969MXnyZKxZswaFhYWIiYnB8ePH8dNPPyEhIUErs9IWffv2RUhICN555x1UVVVpTQMCaNXrBQDDhw8HgAa9elrrgw8+aPRa5HI5xo0bh6+//hoMwyA4OBjbt2/Xe31JfdXV1Rg+fDiefvppXLlyBd9++y0GDRqEMWPGANBkdFatWoVnn30Wffv2xfjx4+Hu7o6srCzs2LEDDz/8ML755ps2nftf//oXEhMTMWjQIMycORMSiQTfffcdqqqq8Omnn+rzMhsQiUT4/vvvER8fjx49euD5559Hp06dcPv2bezbtw+Ojo7466+/AADjx4/HW2+9hSeffBKvvvoq324iNDS01UXV+r7W1n6vGkNkZCQA4J133sH48eNhZWWF0aNH69R085NPPsG+ffsQFRWFl156Cd27d0d+fj5Onz6NPXv2ID8/31DDBwBcvXqV/zno3r07JBIJ/vjjD+Tm5mL8+PH8fpGRkVi1ahX+9a9/ISQkBB4eHnzNU2s8/vjj+PnnnyGXy9G9e3ekpKRgz549fNuJBz333HP46quvsG/fPixdurTBdqFfN7MkyL2IxOQ82G6Bs2bNGjYyMpK1sbFhHRwc2PDwcHb+/PnsnTt3WJZl2dOnT7MTJkxgO3fuzMpkMtbDw4N9/PHH2ZMnT2od58iRI2xkZCQrlUpb1XqhpKSEXbBgARsSEsJKpVLWzc2NHThwIPvZZ5/xt+43d4t8/TYED6qpqWEXLVrEBgYGslZWVqyfnx+7YMECtrKyUmu/B1sVtNY777zDAmBDQkIabGvt6+Xv79/o7fcPau46Y2JiWAANruH+/fvs2LFjWVtbW9bZ2ZmdNm0ae/78+UbbLdjZ2TV63MZuO3/w9eJu69+/fz/78ssvs87Ozqy9vT07adIkVqFQNPj8ffv2sbGxsaxcLmetra3Z4OBgdsqUKVqvTVNjas7p06fZ2NhY1t7enrW1tWWHDRvGHjlyRGuftrRb2LJlS6PHqP8asizLnjlzhn3qqadYV1dXViaTsf7+/uzTTz/NJiUlae23e/dutmfPnqxUKmXDwsLY//73v022W5g1a1abr5X7ujzYRuHBVhyt/V5tTFPtFlr7mjVm8eLFbKdOnViRSKTVeqGp18Pf31+rbQDLsmxubi47a9Ys1s/Pj7WysmK9vLzY4cOHs2vWrGnVNenSbuHBn8m8vDx21qxZbNeuXVk7OztWLpezUVFR7ObNm7X2y8nJYUeNGsU6ODiwAFpsvfDg+QsKCtjnn3+edXNzY+3t7dnY2Fj28uXLjb4enB49erAikYjNzs5udHtrXremvsaWiGHZdlYNEkIIIcRsRUREwMXFBUlJSUIPpUOgGitCCCHEQp08eRKpqal47rnnhB5Kh0EZK0IIIcTCnD9/HqdOncLy5cuRl5eHGzdumNRC3uaMMlaEEEKIhfn111/x/PPPo6amBhs2bKCgSo8oY0UIIYQQoieUsSKEEEII0RMKrAghhBBC9IQahOqJWq3GnTt34ODg0O4lCQghhBBiHCzLoqSkBD4+PnpZh5QCKz25c+eOQdcdI4QQQojh3Lp1C76+vu0+DgVWeuLg4ABA84Ux5PpjhBBCCNGf4uJi+Pn58e/j7UWBlZ5w03+Ojo4UWBFCCCFmRl9lPFS8TgghhBCiJxRYEUIIIYToCQVWhBBCCCF6QoEVIYQQQoieUGBFCCGEEKInFFgRQgghhOgJBVaEEEIIIXpCgRUhhBBCiJ5QYEUIIYQQoicUWBFCCCGE6AkFVoQQQgghekKBFSGEEEKInggaWB04cACjR4+Gj48PGIbB1q1btbZPmTIFDMNoPeLi4vjtycnJDbZzjxMnTvD7paWlYfDgwbC2toafnx8+/fTTBmPZsmULunbtCmtra4SHh2Pnzp0Gu25TVqNSQ6lSCz0MQgghxCwJGliVlZWhd+/eWLlyZZP7xMXF4e7du/xjw4YN/LaBAwdqbbt79y5efPFFBAYGol+/fgCA4uJijBw5Ev7+/jh16hSWLVuGhQsXYs2aNfxxjhw5ggkTJmDq1Kk4c+YMEhISkJCQgPPnzxvu4k1QSWUNopfsxdPfpaBKqRJ6OIQQQojZkQh58vj4eMTHxze7j0wmg5eXV6PbpFKp1raamhr8+eefeOWVV8AwDABg/fr1qK6uxg8//ACpVIoePXogNTUVn3/+OV5++WUAwIoVKxAXF4d58+YBABYvXozExER88803WL16tT4u1SxczS1FXmkV8kqr8OWea3grrqvQQyKEEELMisnXWCUnJ8PDwwNhYWGYMWMGFApFk/tu27YNCoUCzz//PP9cSkoKhgwZAqlUyj8XGxuLK1euoKCggN9nxIgRWseKjY1FSkqKnq/GtClKq/j/f7c/HaduFgg4GkIIIcT8mHRgFRcXh3Xr1iEpKQlLly7F/v37ER8fD5Wq8Wmq//znP4iNjYWvry//XE5ODjw9PbX24z7Oyclpdh9ue2OqqqpQXFys9TB3eaXV/P/VLPDmlrOoqKYpQUIIIaS1TDqwGj9+PMaMGYPw8HAkJCRg+/btOHHiBJKTkxvsm52djV27dmHq1KlGGduSJUsgl8v5h5+fn1HOa0hcxiq+pxe8HK2RkVeGpX9fFnhUhBBCiPkw6cDqQUFBQXBzc8P169cbbFu7di1cXV0xZswYree9vLyQm5ur9Rz3MVef1dQ+TdV2AcCCBQtQVFTEP27dutWmazIlebWBVZC7HZb+oxcA4McjmTiSnifksAghhBCzYVaBVXZ2NhQKBby9vbWeZ1kWa9euxXPPPQcrKyutbdHR0Thw4ABqamr45xITExEWFgZnZ2d+n6SkJK3PS0xMRHR0dJNjkclkcHR01HqYu7wyzVSgq50MMaHumBjVGQAwb0saSiprmvtUQgghhEDgwKq0tBSpqalITU0FAGRkZCA1NRVZWVkoLS3FvHnzcPToUWRmZiIpKQlPPPEEQkJCEBsbq3WcvXv3IiMjAy+++GKDc0ycOBFSqRRTp07FhQsXsGnTJqxYsQJz587l93nttdfw999/Y/ny5bh8+TIWLlyIkydPYvbs2Qa9flOTV6LJWLk5yAAA//dYN/i52OB2YQU+2nFJyKERQgghZkHQwOrkyZOIiIhAREQEAGDu3LmIiIjA+++/D7FYjLS0NIwZMwahoaGYOnUqIiMjcfDgQchkMq3j/Oc//8HAgQPRtWvD9gByuRy7d+9GRkYGIiMj8cYbb+D999/nWy0Amn5Yv/zyC9asWYPevXvj119/xdatW9GzZ0/DvgAmRlGbsXKz09xBaS+TYNk/eoNhgI0nbmHf5XtCDo8QQggxeQzLsqzQg+gIiouLIZfLUVRUZLbTgn0+3I3C8hrsnjMEoZ4O/POLt1/Efw5lwMNBht1zhsDJVtrMUQghhBDzoe/3b7OqsSKGU6NSo7BcU0flaqcdOM2LDUOQux3ulVThg20XhBgeIYQQYhYosCIAgPzaaUARAzg/kJGythLj86f7QMQAf6bewc5zd4UYIiGEEGLyKLAiAID7tYXrLnYyiERMg+19/Jwwc2gIAODdref5/QkhhBBShwIrAqBe4bp90/VTrw7vgq5eDsgvq8Y7f5wDlecRQggh2iiwIgDqtVqwlzW5j1QiwudP94GVmMHui7n448xtYw2PEEIIMQsUWBEAgKKMC6yav+Ovu48jXh8RCgD4YNsF3C2qMPjYCCGEEHNBgRUBULcAc3MZK860IUHo7eeEkkol3vqNpgQJIYQQDgVWBEDdOoGurQisJGIRlo/rDZlEhANX72PDcfNfJ5EQQgjRBwqsCID6GavWNf8M8bDH/DhNp/t/7biILEW5wcZGCCGEmAsKrAgAQFHacvH6g54fGICoQBeUV6vw5q9noVbTlCAhhBDLRoEVAVA3FahLYCUSMfhsXG/YSsU4npGPtUcyDTQ6QgghxDxQYEXAsiwUtVOBrq2cCuT4udji3VHdAQCf/n0Z1++V6n18hBBCiLmgwIqgqKIGytppPF0DKwCY8JAfhoS6o0qpxhtbzkKpUut7iIQQQohZoMCK8IXrDtYSyCRinT+fYRh8OrYXHK0lOHurEN8duKHvIRJCCCFmgQIrwtdXuetQX/UgL7k1Fj3RAwDw5Z6ruHinWC9jI4QQQswJBVakzfVVD0ro0wmxPTxRo2Ixd3MqqpU0JUgIIcSyUGBF2nRHYGMYhsFHT4bDxU6Kyzkl+Crpmj6GRwghhJgNCqwI38OqvRkrQBOcffxkTwDAt8nXcSaroN3HJIQQQswFBVYE93VYJ7A14np6I6GPD9Qs8MaWs6isUenluIQQQoipo8CK6LROYGstGtMTno4y3LhfhmW7rujtuIQQQogpo8CK8FOB7nqYCuTIba3wydheAIAfDmfg6A2F3o5NCCGEmCoKrAjfx0qfGSsAGBbmgQkP+YFlgXm/nkVplVKvxyeEEEJMDQVWpE0LMLfWO6O6w9fZBrfyK/Dxzkt6Pz4hhBBiSiiwsnAV1SqUVWuKy/VxV+CD7GUSLPtHbwDAL8eysP/qfb2fgxBCCDEVFFhZOK5wXSoRwUEmMcg5ooNd8fzDAQCAt35NQ1F5jUHOQwghhAiNAisLV385G4ZhDHae+bFdEehmh5ziSiz664LBzkMIIYQIiQIrC6ev5WxaYiMV47NxvSFigN/P3MauCzkGPR8hhBAiBAqsLJy+lrNpjUh/Z7w0JAgA8OPhTIOfjxBCCDE2CqwsnKKsNmNlZ9iMFWd0Lx8AwOWcYrAsa5RzEkIIIcZCgZWFu19Sm7FyMHzGCgBCPOwhYoCC8hq+fxYhhBDSUVBgZeGMnbGythIjwNUOAHA1t8Qo5ySEEEKMhQIrC5dXm7FyN1LGCgBCPR0AAFdyKLAihBDSsVBgZeEUZbULMNsZMbDy0gRWlLEihBDS0QgaWB04cACjR4+Gj48PGIbB1q1btbZPmTIFDMNoPeLi4hocZ8eOHYiKioKNjQ2cnZ2RkJCgtf3BYzAMg40bN2rtk5ycjL59+0ImkyEkJAQ//vijnq/WNHF1Tm4OxpkKBICw2ozVZcpYEUII6WAM02q7lcrKytC7d2+88MILeOqppxrdJy4uDmvXruU/lsm0Myu//fYbXnrpJXz88cd45JFHoFQqcf78+QbHWbt2rVZQ5uTkxP8/IyMDo0aNwvTp07F+/XokJSXhxRdfhLe3N2JjY9t5laZLqVKjoJyrsTJexirMyx4AcC23BGo1C5HIcI1JCSGEEGMSNLCKj49HfHx8s/vIZDJ4eXk1uk2pVOK1117DsmXLMHXqVP757t27N9jXycmpyeOsXr0agYGBWL58OQCgW7duOHToEL744osOHVjll1eDZQGGAVyMVLwOAP6udpCKRSirVuF2YQX8XGyNdm5CCCHEkEy+xio5ORkeHh4ICwvDjBkzoFAo+G2nT5/G7du3IRKJEBERAW9vb8THxzeasZo1axbc3Nzw0EMP4YcfftDqoZSSkoIRI0Zo7R8bG4uUlJQmx1VVVYXi4mKth7nJK9Fkq1xspRAbMWtkJRYhyJ3uDCSEENLxmHRgFRcXh3Xr1iEpKQlLly7F/v37ER8fD5VKBQC4ceMGAGDhwoV49913sX37djg7O2Po0KHIz8/nj/Phhx9i8+bNSExMxNixYzFz5kx8/fXX/PacnBx4enpqndvT0xPFxcWoqKhodGxLliyBXC7nH35+fvq+fIPjCteN0XX9QV1rC9ivUGBFCCGkAxF0KrAl48eP5/8fHh6OXr16ITg4GMnJyRg+fDjUajUA4J133sHYsWMBaGqpfH19sWXLFkybNg0A8N577/HHiYiIQFlZGZYtW4ZXX321zWNbsGAB5s6dy39cXFxsdsEVt5yNodcJbAx/ZyAVsBNCCOlATDpj9aCgoCC4ubnh+vXrAABvb28A2jVVMpkMQUFByMrKavI4UVFRyM7ORlWVJrDw8vJCbm6u1j65ublwdHSEjY1No8eQyWRwdHTUepgbbgFmITJW3J2BV3JLjX5uQgghxFDMKrDKzs6GQqHgA6rIyEjIZDJcuXKF36empgaZmZnw9/dv8jipqalwdnbm7zCMjo5GUlKS1j6JiYmIjo42wFWYjvtCZqxqA6v0e6VQqtRGPz8hhBBiCIJOBZaWlvLZJ0DT9iA1NRUuLi5wcXHBokWLMHbsWHh5eSE9PR3z589HSEgIf6eeo6Mjpk+fjg8++AB+fn7w9/fHsmXLAADjxo0DAPz111/Izc3FgAEDYG1tjcTERHz88cd48803+fNOnz4d33zzDebPn48XXngBe/fuxebNm7Fjxw4jvhrGJ2TGqpOTDeykYpRVq5CpKEeIh73Rx0AIIYTom6CB1cmTJzFs2DD+Y65mafLkyVi1ahXS0tLw008/obCwED4+Phg5ciQWL16s1ctq2bJlkEgkePbZZ1FRUYGoqCjs3bsXzs7OAAArKyusXLkSc+bMAcuyCAkJweeff46XXnqJP0ZgYCB27NiBOXPmYMWKFfD19cX333/foVstAHU1Vu4CBFYiEYMung5IvVWIq7klFFgRQgjpEBi2ft8B0mbFxcWQy+UoKioym3qr0V8fwrnbRfjP5H4Y3s2z5U/Qs7d+TcOmk7fw6vAumPtoqNHPTwghhOj7/dusaqyIfnEZKyGmAgG6M5AQQkjHQ4GVhWJZlq+xEqJ4Hai7M5CahBJCCOkoKLCyUMWVSlTX3o0nXMZKU1eVqShDZY1KkDEQQggh+kSBlYVS1E4D2ssksLYSCzIGd3sZXOykULPA9XvUz4oQQoj5o8DKQuXxrRaEmQYEAIZhEOqpyVrRdCAhhJCOgAIrC6Xgm4MKMw3IqevAToEVIYQQ80eBlYWquyNQuIwVQHcGEkII6VgosLJQefwdgaaRsbpKawYSQgjpACiwslBC97DidKkNrG4XVqCkskbQsRBCCCHtRYGVhVKYQPE6AMhtrOAttwZABeyEEELMHwVWFspUMlYAEMoVsOfQdCAhhBDzRoGVheICK1c7YTNWABDmRR3YCSGEdAwUWFkofirQwZQyVhRYEUIIMW8UWFmgyhoVSqqUAAA3O+EDq66UsSKEENJBUGBlgRRlmmyVVCyCo41E4NEAIR72YBjNuLgpSkIIIcQcUWBlgfJKuK7rUjAMI/BoAGsrMQJc7QBQo1BCCCHmjQIrC6QoqwusTAW3ZiAtbUMIIcScUWBlgfJKuB5WwtdXceo6sFNgRQghxHxRYGWB8riMlQkUrnO4NQMv01QgIYQQM0aBlQXiM1YOpjMVyGesckrAsqzAoyGEEELahgIrC8TVWJlCqwVOgJsdrMQMyqpVuF1YIfRwCCGEkDahwMoC8cvZmFDGykosQrC7poCd6qwIIYSYKwqsLBDXdd2UaqwAWjOQEEKI+aPAygKZ0gLM9dGagYQQQswdBVYWRqVmkV/GtVswnalAoK6AndYMJIQQYq4osLIwBeXVUNfedOdiZ2KBVW3G6vr9UihVaoFHQwghhOiOAisLw9VXOdtaQSI2rS9/Jycb2ErFqFaqcTO/XOjhEEIIITozrXdWYnCmWl8FACIRgy71+lkRQggh5oYCKwvDBVamtE5gfWG1awZSB3ZCCCHmiAIrC5NXanrrBNYXSmsGEkIIMWMUWFkYU54KBOoK2K9QYEUIIcQMSYQeADEuBR9YmepUoCawyswrQ2WNCtZWYoFHZDgsy6JapUaVUo3q2of2/1XwcbKBj5ON0EMlhBDSSoIGVgcOHMCyZctw6tQp3L17F3/88QcSEhL47VOmTMFPP/2k9TmxsbH4+++/tZ7bsWMHPvzwQ6SlpcHa2hoxMTHYunUrvz0rKwszZszAvn37YG9vj8mTJ2PJkiWQSOouPzk5GXPnzsWFCxfg5+eHd999F1OmTDHEZQvK1KcC3R1kcLa1QkF5DdLvl6KHj1zoITXqam4J/jhzGxXVKk1wVKOu/VfzcWNBUv3nqmr3aYmtVIw9c2MouCKEEDMhaGBVVlaG3r1744UXXsBTTz3V6D5xcXFYu3Yt/7FMph0Q/Pbbb3jppZfw8ccf45FHHoFSqcT58+f57SqVCqNGjYKXlxeOHDmCu3fv4rnnnoOVlRU+/vhjAEBGRgZGjRqF6dOnY/369UhKSsKLL74Ib29vxMbGGuDKhaPgi9dNM7BiGAahng44lpGPq7klJhtYzfs1DWdvFer1mFZiBjKJGFKJCFKxCGVVSpRUKfHvgzfwwegeej0XIYQQwxA0sIqPj0d8fHyz+8hkMnh5eTW6TalU4rXXXsOyZcswdepU/vnu3bvz/9+9ezcuXryIPXv2wNPTE3369MHixYvx1ltvYeHChZBKpVi9ejUCAwOxfPlyAEC3bt1w6NAhfPHFFx0usKrLWJnmVCCgqbM6lpFvsmsGFpRVIy27EAAwbUgQbKUSTTAkEUFW79+6/9cFSzIrzb/1n5fVbhOJGK3zHLx2H8/+5zg2HM/CrGEhJptlJIQQUsfka6ySk5Ph4eEBZ2dnPPLII/jXv/4FV1dXAMDp06dx+/ZtiEQiREREICcnB3369MGyZcvQs2dPAEBKSgrCw8Ph6enJHzM2NhYzZszAhQsXEBERgZSUFIwYMULrvLGxsXj99deNdp3GwLKsyRevA6Z/Z2DKDQVYFgj1tMeCx7oZ7DyDQtzQ21eOs9lFWHs4A/NiuxrsXIQQQvTDpO8KjIuLw7p165CUlISlS5di//79iI+Ph0qlAgDcuHEDALBw4UK8++672L59O5ydnTF06FDk5+cDAHJycrSCKgD8xzk5Oc3uU1xcjIqKikbHVlVVheLiYq2HqSutUqKqtq7HVPtYAfXuDDTRXlaHrucBAAYGuxn0PAzDYOawEADAuiM3UVRRY9DzEUIIaT+TDqzGjx+PMWPGIDw8HAkJCdi+fTtOnDiB5ORkAIBarQkS3nnnHYwdOxaRkZFYu3YtGIbBli1bDDq2JUuWQC6X8w8/Pz+Dnk8fuOVsbKVi2EpNN1kZ6qEJrG4XVqCk0vSCiSO1gdWgEMMGVgDwaDdPhHrao6RKif8evWnw8xFCCGkfkw6sHhQUFAQ3Nzdcv34dAODt7Q1Au6ZKJpMhKCgIWVlZAAAvLy/k5uZqHYf7mKvdamofR0dH2Ng0fjfWggULUFRUxD9u3bqlhys0LHOYBgQAua0VvBytAQBXc02rziq7oByZinKIRQyiglwMfj6RiMHMoZqs1X8OZaCiWmXwcxJCCGk7swqssrOzoVAo+IAqMjISMpkMV65c4fepqalBZmYm/P39AQDR0dE4d+4c7t27x++TmJgIR0dHPiCLjo5GUlKS1rkSExMRHR3d5FhkMhkcHR21HqaOK1w35WlATqiXadZZHbmuAAD09pXDwdrKKOd8vJc3OrvYIr+sGhuOZxnlnIQQQtpG0MCqtLQUqampSE1NBaBpe5CamoqsrCyUlpZi3rx5OHr0KDIzM5GUlIQnnngCISEh/J16jo6OmD59Oj744APs3r0bV65cwYwZMwAA48aNAwCMHDkS3bt3x7PPPouzZ89i165dePfddzFr1iy+dcP06dNx48YNzJ8/H5cvX8a3336LzZs3Y86cOcZ/UQzIXDJWQN2agaZWZ3XIiNOAHIlYhOkxwQCANQdutKr/FSGEEGEIGlidPHkSERERiIiIAADMnTsXEREReP/99yEWi5GWloYxY8YgNDQUU6dORWRkJA4ePKjVy2rZsmUYP348nn32WfTv3x83b97E3r174ezsDAAQi8XYvn07xGIxoqOj8cwzz+C5557Dhx9+yB8jMDAQO3bsQGJiInr37o3ly5fj+++/73CtFhRm0GqBY4p3BrIsiyPptYXrRgysAGBsZCd4OsqQU1yJ309nG/XchBBCWk/QCuahQ4eCZdkmt+/atavFY1hZWeGzzz7DZ5991uQ+/v7+2LlzZ4tjOXPmTIvnM2fmlLHq6qWZWjWlwOpKbgnySqthYyVGRGcno55bJhHjpcFB+NeOS1i1Px3/iPSFRGxWM/mEEGIR6DezBVGU1XZdtzP9jFWIhz0YRlMXxgWEQjt0TZOteijQBTKJ8dcwnBjVGc62VripKMfO8zlGPz8hhJCWUWBlQfJKaqcCHUw/Y2UjFcPfxRaA6WStDtfWVz0c4irI+W2lErzwcCAA4Nt916FWN53tJYQQIgwKrCxIHp+xMv3ACqhXZ2UCBew1KjWOZWiazj5s5Pqq+p6LDoC9TILLOSXYe/ley59ACCHEqCiwsiB5JZrAyt3B9KcCgXod2E2gl1XqrUKUV6vgYidFNy/hWmvIba3wzABNK5Fv9l1vtkaREEKI8VFgZSGqlWoUVyoBmF/G6kqO8MsFcfVV0cGuDRZLNrapgwIhk4iQeqsQKekKQcdCCCFEGwVWFoIrXJeIGMhtjNPYsr3C+CahpYJnZrg2C8bsX9UUdwcZxvfXLKH0zb7rAo+GEEJIfRRYWQiucN3FTip4xqW1AlztYCVmUFqlxJ2iSsHGUVqlxJmsQgCmEVgBwMsxwZCIGBxJV+B0VoHQwyGEEFKLAisLwRWum0MPK45UIkKQm6YDu5AF7MczFFCqWfi52MCv9k5FoXVyssGTEZ0AAN/uSxd4NIQQQjgUWFkIrnDdHFot1BfKF7ALF1gdrl0f0FSyVZwZQ4PBMMCeS7m4bAJ1aIQQQiiwshiKstoeVmbQHLS+rl7Ct1yo619lWoFVkLs9HgvXLEhOWStCCDENFFhZCLPNWHkKm7G6X1KFy7VBXXSQMI1BmzNzqGZx5u1pd5CZVybwaAghhFBgZSG4jJU5LGdTX1htYHXtXilUAnQa5+4G7O7tCFcTrE/r4SPHI109oGaB1fspa0UIIUKjwMpCmNMCzPX5OtvAxkqMaqUaNxXGz8gIvYxNa8wapsla/XY6G3eLKgQeDSGEWDYKrCxEXmltxsrevDJWIhGDUM/aOwONPB3IsixfuG5q9VX1Rfq7YECQC2pULNYcuCH0cAghxKJRYGUhzDVjBdTVWV02cgH7TUU5bhdWwErM4KFAF6OeW1ezhoUAADYcz4Ki9mtNCCHE+CiwsgBqNYt87q5AMwys6jqwGzewOlQ7DRjR2Rm2UolRz62rQSFu6O0rR2WNGj8czhB6OIQQYrEosLIAhRU1fOG3i5kVrwP11ww0bmBlSsvYtIRhGMyszVqtO3ITxZU1Ao+IEEIsEwVWFoCbGpLbWEEqMb8vOZexylSUo7JGZZRzqtQsjqSbfn1VfY9280Sopz1KqpT4OeWm0MMhhBCLZH7vskRn9/n6KvPLVgGAh4MMchsrqNQsbtw3zp2BF+8Uo7C8BvYyCXr7yo1yzvYSiRjMHKrJWv3nUAYqqo0ThBJCCKlDgZUFUPB3BJpffRWgmeYydp3V4dppwAFBLpCIzefH5PFe3ujsYov8smpsPJEl9HAIIcTimM87Bmkz7o5AdzMNrIC6RqHG6sBuqsvYtEQiFmF6jKav1ZoDN1CtVAs8IkIIsSwUWFkAhZn2sKov1IhrBlbWqHAiMx+A+QVWADA2shM8HWW4W1SJP85kCz0cQgixKBRYWQBz7mHFMWbG6nRWASpr1HB3kKGLh73Bz6dvMokYLw0OAgCsSk6HUkVZK0IIMRYKrCyAuXZdr4/rvp5dUIHSKqVBz8VNAw4KcQPDMAY9l6FMeKgznG2tkKkox87zOUIPhxBCLAYFVhagI2SsnGyl8HTUjN/QBezcMjYDg013fcCW2MkkeP7hQADAt/uuQy3AAtaEEGKJKLCyAB0hsALqGoUass6qqKIGadmFAMyzvqq+ydEBsJdJcDmnBHsv3xN6OIQQYhEosLIAXPG6ufax4hijzuroDQXULBDkZgcfJxuDnccY5LZWeGaAPwDgm33XwbKUtSKEEEOjwKqDK6tSoqK2W7nZZ6yM0MvqiJm2WWjK1EGBkElESL1ViJTaTvKEEEIMhwKrDo7LVllbiWArFQs8mvbhM1Y5pQY7x6EOFli5O8gwvr8fAGBl8nWBR2O+Nh7PwqTvj/KLmRNCSFMosOrg7terrzLXO9w4XTztwTCamjFu/UN9yimqRPr9MogYIDrIfAvXH/RyTDAkIgaHrytwJqtA6OGYnbzSKiz86wIOX1dgW+ptoYdDCDFxFFh1cFwAYq7L2dRnK5Wgs4stAOBqrv6zVlybhfBOcshtrfR+fKF0crLBkxGdAAAr96ULPBrz8++DN1BZo+kFdry2cSwhhDSFAqsOjuth5W7mhesc/s5AA9RZmesyNq0xfWgwGAbYcykXl3OKhR6O2cgvq8bPKTf5j49n5NNNAISQZlFg1cHxGSs7889YAYa7M5Bl2Q5XX1VfsLs9Hgv3BgB8S1mrVvvhUAbKq1Xo6uUAmUSEvNJq3MgrE3pYhBATJmhgdeDAAYwePRo+Pj5gGAZbt27V2j5lyhQwDKP1iIuL09onICCgwT6ffPIJvz0zM7PBdoZhcPToUa3jbNmyBV27doW1tTXCw8Oxc+dOg123MfE9rBw6SMbKiytg129glX6/FPdKqiCTiBDp76zXY5uKmUM1izNvT7uDTAoOWlRUXoMfj2QCAF4fEYqIzk4ANFkrQghpiqCBVVlZGXr37o2VK1c2uU9cXBzu3r3LPzZs2NBgnw8//FBrn1deeaXBPnv27NHaJzIykt925MgRTJgwAVOnTsWZM2eQkJCAhIQEnD9/Xj8XKqC82ruYOlrG6mpOiV6nZA5d02Sr+ge4wNrKvO+ebEoPHzke6eoBNQus3k9Zq5asPZKB0ioluno5YGR3TzwUqLmhgQIrQkhzJEKePD4+HvHx8c3uI5PJ4OXl1ew+Dg4OLe7j6ura5D4rVqxAXFwc5s2bBwBYvHgxEhMT8c0332D16tXNHtfU5ZVwGauOEVgFutlBImJQUqXE3aJKvTXxPFzb42lgSMe5G7Axs4YFY+/le/jtdDZeG9EF3nLzboJqKMWVNfjhUAYAYPYjIRCJGEQFugCgwIoQ0jyTr7FKTk6Gh4cHwsLCMGPGDCgUDZscfvLJJ3B1dUVERASWLVsGpbLhIr1jxoyBh4cHBg0ahG3btmltS0lJwYgRI7Sei42NRUpKSpPjqqqqQnFxsdbDFClqM1Zudh1jKlAqESHI3Q6A/uqslCo1jtYGVoM6YH1VfZH+LhgQ5IIaFYs1B24IPRyTte5IJoorlQjxsEd8T01tWkRnJ0hEDG4XViC7oFzgERJCTJVJB1ZxcXFYt24dkpKSsHTpUuzfvx/x8fFQqVT8Pq+++io2btyIffv2Ydq0afj4448xf/58fru9vT2WL1+OLVu2YMeOHRg0aBASEhK0gqucnBx4enpqndvT0xM5OTlNjm3JkiWQy+X8w8/PT49Xrj91NVYdI2MF6H/NwLTbRSipUkJuY4UePnK9HNOUzRoWAgDYcDzLIP3AzF1plRLf12arXnkkBGKRpv+brVSCcF/N9wdlrQghTRF0KrAl48eP5/8fHh6OXr16ITg4GMnJyRg+fDgAYO7cufw+vXr1glQqxbRp07BkyRLIZDK4ublp7dO/f3/cuXMHy5Ytw5gxY9o8tgULFmgdt7i42OSCqxqVGoXlNQAA1w6SsQKArl4O2J52V28ZK24Zm+ggV/5NtCMbFOKGXr5ypGUXYe3hTLwZGyb0kEzKf4/eRGF5DYLc7PB4Lx+tbQ8FuuBMViGOZ+Tjqb6+Ao2QEGLKTDpj9aCgoCC4ubnh+vWml+aIioqCUqlEZmZms/vUP4aXlxdyc3O19snNzW22bksmk8HR0VHrYWq45TdEDOBs23ECK333suLbLHTp2NOAHIZh+KzVTymZKK6sEXhEpqO8Wol/106RzhwW0iDQpjorQkhLdAqslEol1q1b1yAIMZbs7GwoFAp4e3s3uU9qaipEIhE8PDya3af+MaKjo5GUlKS1T2JiIqKjo9s/aAFx04AudjKIOlAmJqy25cK13FKo1O27M7CiWoXTNwsBAA8Hd+zC9foe7eaJUE97lFQqtRpgWrpfjmVBUVaNzi62eKKPT4Ptkf4uYBjgRl4Z7pVUCjBCQoip02kqUCKRYPr06bh06ZJeTl5aWqqVOcrIyEBqaipcXFzg4uKCRYsWYezYsfDy8kJ6ejrmz5+PkJAQxMbGAtAUnR87dgzDhg2Dg4MDUlJSMGfOHDzzzDNwdtb0Ivrpp58glUoREREBAPj999/xww8/4Pvvv+fP+9prryEmJgbLly/HqFGjsHHjRpw8eRJr1qzRy3UKheu67tZBuq5z/JxtYW0lQmWNGln55Qh0s2vzsU5k5qNapYaP3LpdxzE3IhGDmUND8PqmVPx0JBMzhwab/VqS7VVZo8J3tdmqWcOCYSVu+Hen3MYK3bwccfFuMU5kFGBUr6b/yCOEWCadpwIfeughpKam6uXkJ0+eREREBB/0zJ07FxEREXj//fchFouRlpaGMWPGIDQ0FFOnTkVkZCQOHjwImUxTiC2TybBx40bExMSgR48e+OijjzBnzpwGAdHixYsRGRmJqKgo/Pnnn9i0aROef/55fvvAgQPxyy+/YM2aNejduzd+/fVXbN26FT179tTLdQqFK0x270CF64AmKOCmA9vbKLT+MjaWFljEh3vB2kqEeyVVSL+v/7UXzc3G41m4X1JVu7Zi0/VTD/HTgQ3vUCaEEJ2L12fOnIm5c+fi1q1biIyMhJ2d9l/5vXr1avWxhg4d2myTx127djX7+X379m3QQf1BkydPxuTJk1scy7hx4zBu3LgW9zMnefxyNh0rYwVo6qzSsotwJacEcT2b72HWnI68jE1LZBIxIv2dcfi6AinpCoR4OAg9JMFU1qiwqrZp6oyhwZBKmv6bMyrQBT8eycQxqrMihDRC58CKu1Pv1Vdf5Z9jGAYsy4JhGK1WCERYdVOBHStjBdTrwN6OAvb8smpcvKvpP9bRG4M2ZUCgKw5fV+DojXw8Gx0g9HAEs+VUNnKLq+DlaI1x/Zq/269/bcbqSm4JCsur4dSBbgwhhLSfzoFVRkaGIcZBDIDPWHXAwIpfM7AdgVVKugIsqwnSPBys9TU0sxId7AokAkdvKPg/jixNtVKN1cmabNX0mCDIJM0vaeRmL0Owux3S75fhRGYBHu3u2ez+hBDLonNg5e/vb4hxEAPoqMXrQF3GKiOvDFVKVYtvho3hpgEtNVsFAL18nWBjJYairBrX7pXytWuW5PfT2bhdWAF3BxnGP9S5VZ/zUKAr0u+X4XiGggIrQoiWNvWxSk9PxyuvvIIRI0ZgxIgRePXVV5GeTou6mhqueL0jTgV6OsrgaC2BSs3ixv2yNh3jSLomsOroy9g0RyoRoV+A5g7alHTLK8auUamxMllzZ/K0IUGtXoCb+lkRQpqic2C1a9cudO/eHcePH0evXr3Qq1cvHDt2DD169EBiYqIhxkjaKK8DB1YMw6Crl6Ypa1vqrG7ll+OmohxiEYOoIMvNWAHAgNrrt8TA6s/UO7iVXwE3eykmRbU+G8/dGXj+TjFKqxquTUoIsVw6TwW+/fbbmDNnDj755JMGz7/11lt49NFH9TY40nYsy0JROxXo2gGnAgEg1MsexzPz29RygctW9fFzgr3MpFd2MjgusDqWoYBazXaoZrLNUarUWLlPk616cXAQbKStn072cbKBn4sNbuVX4PTNAgwJdTfUMAkhZkbnjNWlS5cwderUBs+/8MILuHjxol4GRdqvqKIGytqu5B01sGrPnYGHrmuyM5bYZuFBvXzlsJWKUVBeo7f1F83B9rS7yMgrg7OtFZ4doHvt6EMBmoCUpgMJIfXpHFi5u7s32iA0NTW12WVkiHFxhesO1pI2FXabA75JqI7BgFrN8gsvW3J9FcdKLEK/AM3U1tEbljEdqFKz+HrvNQCabJVdG7KWVGdFCGmMzr9NXnrpJbz88su4ceMGBg4cCAA4fPgwli5dirlz5+p9gKRtuPoq9w5YX8XhAqtb+RUoq1K2+s3xSm4JFGXVsLESo4+fkwFHaD6ig1xx4Op9pKQr8PzDgUIPx+D+d/4u0u+XwdFaguei23anM1dnlXqrEJU1qlYXvhNCOjadA6v33nsPDg4OWL58ORYsWAAA8PHxwcKFC7WahhJhdfT6KgBwtpPCw0GGeyVVuJpbgojOzq36PG4Zm6ggl2Y7bFuS6GCuziq/w9dZqdUsvk7S1Fa9MCgQDtZWbTqOv6st//139lahxd8EQQjR0OldRalU4ueff8bEiRORnZ2NoqIiFBUVITs7G6+99ppFNhc0VR35jsD6wrx0r7Pil7EJpmlATk8fR9jLJCiqqMGlnGKhh2NQuy/m4EpuCRxkEjw/sO3ZOYZh6q0bSNOBhBANnQIriUSC6dOno7KyEgDg4OAABwfLayhoDhR81/WOm7EC6tVZ5bRuEeFqpZp/E6TC9ToSsQj9LaCfFcuy+Ko2WzXl4QDIbduWreLwdVaZFFgRQjR0ngd56KGHcObMGUOMhejR/Q68TmB9ut4ZmHqrEOXVKrjaSdHVi/4oqI9ru3D0RscNEpIu3cPFu8Wwk4rxgh5qyR4K1Lxmp24WoEalbvfxCCHmT+caq5kzZ+KNN95AdnY2IiMjYWdnp7W9V69eehscaTtFB14nsD5d1wzkpgGjg107dB1RW9TVWSmgUrMQd7DXh2VZfFV7J+Cz0QFwtmt/NreLhz2cbK1QWF6DC3eK6WYIQojugdX48eMBQKtQnWEYfgFXlUqlv9GRNqu7K7CjTwXaAwDul1Qhv6waLi28WVKbhaZ193aEg0yCkkolLt0tRs9OcqGHpFfJV+8jLbsINlZivDhYP3c+ikQM+ge4IPFiLo5nKCiwIoToPhWYkZHR4HHjxg3+X2IaFGXcXYEdO2NlK5Wgs4stgJanA0sqa3DmViEAqq9qjEQs4ouxO1qdlaa2SpOtmhTVWa9T5NTPihBSn06BVU1NDR555BGUl5fD39+/0QcxDXkllnFXIFBXwN5SYHU8Ix8qNYvOLrbwqw3GiDZuOjClgzUKPXxdgTNZhZBJRHh5SJBej13/zkB17WoHhBDLpVNgZWVlxd8RSExXRbUKZdWaKVm3Dj4VCABhXprpwJbWDDxMy9i0iCtgP5GRD2UHKsbmslUTHuoMD0drvR67u7cj7KRiFFcqLWpJIEJI43SeCpw1axaWLl0KpZJWdDdVXH2VVCKyiAWGW5uxOkz1VS3q5u0IR2sJSqqUuHCnY/SzOnpDgeOZ+ZCKRZgeE6z340vEIkTWLgl0rINl+gghutP5XffEiRNISkrC7t27ER4e3uCuwN9//11vgyNtU385G0to2so1Cb2cU8LfRPGgeyWVfDaBm+4iDYlFDB4KdMWeS7k4ekOB3h2gGJvLVj3d3xdecv1mqzhRgS44cPU+jmfmY4oFLAlECGmazoGVk5MTxo4da4ixED2xhOVs6gtys4dExKCkUomc4kp4y20a7MMVY/fwcWzxzkFLFx2sCaxSbigwzQAZHmM6kZmPI+kKWIkZzBgaYrDz1K+zaiq4J4RYBp0Dq7Vr1xpiHESPLGU5G45UIkKgmx2u3SvFlZySRgOrQ9doGrC1ouvVWdWo1LASm+96ily26h+Rvujk1PD7Ql96+cohlYiQV1qNG3llCHa3N9i5CCGmrU2/MZVKJfbs2YPvvvsOJSWa6ZU7d+6gtLR1y4oQw+JbLVhQZia0mTUDWZbl66sGUmDVoq5eDnCytUJZtQrnbxcJPZw2O5NVgIPX8iAWMZgRY7hsFQDIJGJE1E6bUtsFQiybzoHVzZs3ER4ejieeeAKzZs3C/fv3AQBLly7Fm2++qfcBEt3d51otOFhGxgqoW9qmsTUDMxXluFNUCWm99fBI00Qihu/NZM5tF77eq1kT8MmITujsavj2GtTPihACtCGweu2119CvXz8UFBTAxqYutf7kk08iKSlJr4MjbWOJGauwZjJW3DI2ff2dYCvt+HdJ6oO5rxt4LrsIey/fg4gBZg0zbLaKw60bSIEVIZZN53eZgwcP4siRI5BKtd+0AwICcPv2bb0NjLQd1xzU3QIzVtfulTRY545bxubhYJoGbC3uzsmTmeZZZ/V17ZqAT/TphEA3uxb21o++/k6QiBjcLqxAdkE5fJ2pCS0hlkjn35ZqtbrR9QCzs7Ph4OCgl0GR9lGU1S7AbGc5gZWfiy2srUSorFHjVn45/7xKzeJI7R2BD3ehwKq1Qj0c4GxrhfJqFdKyzavO6uKdYuy+mAvGiNkqQLO8UrivZn1FyloRYrl0DqxGjhyJL7/8kv+YYRiUlpbigw8+wGOPPabPsZE2yqttt+DmYDlTgWIRgy4etXVW9aYDL9wpQlFFDRxkEvTqYIsKG5JIxNSbDjSvOqtv9mmyVaPCvRHiYdy78x6iOitCLJ7OgdXy5ctx+PBhdO/eHZWVlZg4cSI/Dbh06VJDjJHoQKlSo6Ccq7GynIwVUNeBvf7SNtwyNlFBrpCY2XSW0Ph1A81oQearuSXYeS4HAPDKI12Mfn4qYCeE6Fxj5evri7Nnz2LTpk04e/YsSktLMXXqVEyaNEmrmJ0II7+8GiwLMAwsrhEmv2Zgbv3AiutfRd3WdcVlrE7ezEe1Ug2pxPQD029q7wSM6+HF39BgTJH+LmAY4EZeGe6VVMLDwTCd3gkhpqtNt0hJJBJMmjQJkyZN0vd4SDtxXdddbKVaBdyWgF8zsDZjVVmjwolMTeaAFl7WXRcPe7jaSaEoq8bZ7EL0r10Pz1Rdv1eKv9LuAABeGW682qr65DZW6ObliIt3i3EiowCjenkLMg5CiHBM/09QohNL67peH5ehyMgrQ5VShdM3C1ClVMPDQWb0WpuOgGHq1VmZwXTgt/uug2WBEd080cNHuHq6ujor03/NCCH6J2hgdeDAAYwePRo+Pj5gGAZbt27V2j5lyhQwDKP1iIuL09onICCgwT6ffPKJ1j5paWkYPHgwrK2t4efnh08//bTBWLZs2YKuXbvC2toa4eHh2Llzp96v1xgsbZ3A+rwcreFgLYFSzSIjr4zvXzUoxI3WbmujAVydlYkXsGfmleHPs5ps1asCZas4XJ3VMROrs6pRqfGv7Rex4XiW0EMhpEMTNLAqKytD7969sXLlyib3iYuLw927d/nHhg0bGuzz4Ycfau3zyiuv8NuKi4sxcuRI+Pv749SpU1i2bBkWLlyINWvW8PscOXIEEyZMwNSpU3HmzBkkJCQgISEB58+f1+8FG4ElZ6wYhqnXgb0Eh2uzLLSMTdtFB2mChFM3C1ClbNhmxVR8m3wdKjWLoWHu6OXrJOhY+tcGVldyS1BYeyOJKfjr7B18fygD7/95HkXlNUIPh5AOS9A21PHx8YiPj292H5lMBi8vr2b3cXBwaHKf9evXo7q6Gj/88AOkUil69OiB1NRUfP7553j55ZcBACtWrEBcXBzmzZsHAFi8eDESExPxzTffYPXq1W24MuHwrRYsMLACNNOBJ28W4ERmPs5lFwIAHqbC9TYLdreHu4MM90uqkJpViKgg03stb+WX4/fTmubEQtwJ+CA3exmC3e2Qfr8MJzMLMKK7p9BDAsuyWHPgBgCgRsVi98UcjOvnJ/CoCOmYdM5YBQUFQaFoOC1QWFiIoKAgvQyqvuTkZHh4eCAsLAwzZsxo9NyffPIJXF1dERERgWXLlkGpVPLbUlJSMGTIEK1O8bGxsbhy5QoKCgr4fUaMGKF1zNjYWKSkpDQ5rqqqKhQXF2s9TAGXsbLEqUCgrs7qj9O3oWaBYHc7eMvpbtW2ql9nZarTgd8fvAGlmsXgLm6I9DeNtSD55W0yTWM68MC1PFyu14Zkx7m7Ao6GkI5N58AqMzOz0c7rVVVVel/SJi4uDuvWrUNSUhKWLl2K/fv3Iz4+Xuv8r776KjZu3Ih9+/Zh2rRp+PjjjzF//nx+e05ODjw9tf9i5D7Oyclpdh9ue2OWLFkCuVzOP/z8TOOvP0VtYOVuoRkr7s7AsmrN9wjdDdh+A2qnA02xUWhZlRK/1WarXh6i/z/s2oqvszKR12zNgXQAwLAwdwCaNiQ0HUiIYbR6KnDbtm38/3ft2gW5vO6uG5VKhaSkJAQEBOh1cOPHj+f/Hx4ejl69eiE4OBjJyckYPnw4AGDu3Ln8Pr169YJUKsW0adOwZMkSyGSGCy4WLFigde7i4mKTCK7yLLh4HagLrDgUWLVfdG3G6nRWISprVLC2Egs8ojp/pt5BaZUSgW52JrUWJHdn4Pk7xSitUsJeJlzVxfnbRTh8XQGxiMHihJ6Y+uNJXMktoelAQgyk1T/tCQkJADRTA5MnT9baZmVlhYCAACxfvlyvg3tQUFAQ3NzccP36dT6welBUVBSUSiUyMzMRFhYGLy8v5Obmau3DfczVZTW1T3O1XTKZzKCBW1tZcvE6oGmKytUEiZi6Jpek7QLd7ODhIMO9kiqcySrkO7ILjWVZ/Hz0JgBgUlRniEyob5uPkw18nW2QXVCB0zcLMCTUXbCxfFdbW/V4L2/4OttiVC9vXEkswY5zdymwIsQAWj0VqFaroVar0blzZ9y7d4//WK1Wo6qqCleuXMHjjz9uyLEiOzsbCoUC3t5NN91LTU2FSCSCh4cHACA6OhoHDhxATU1d2jsxMRFhYWFwdnbm90lKStI6TmJiIqKjow1wFYbDsqxFt1vgcHcGhvs6QW5jJfBozB/DMHXL25jI1BagyaBdulsMmUSEf0T6Cj2cBkxh3cBb+eXYWVtPxU2VPhau+f1J04GEGIbONVYZGRlwc9NOuRcWFrbp5KWlpUhNTUVqaip/7NTUVGRlZaG0tBTz5s3D0aNHkZmZiaSkJDzxxBMICQlBbGwsAE3R+ZdffomzZ8/ixo0bWL9+PebMmYNnnnmGD5omTpwIqVSKqVOn4sKFC9i0aRNWrFihNY332muv4e+//8by5ctx+fJlLFy4ECdPnsTs2bPbdF1CKa5UolqlBmC5GSsA6FtbwDyiq4fAI+k4ok2wUej62mzV6N4+cLI1vT8kTGHdwP8cyoBKzWJQiBvfNDXEwx5hng783YGEEP3SObBaunQpNm3axH88btw4uLi4oFOnTjh79qxOxzp58iQiIiIQEREBQFMvFRERgffffx9isRhpaWkYM2YMQkNDMXXqVERGRuLgwYP8FJxMJsPGjRsRExODHj164KOPPsKcOXO0elTJ5XLs3r0bGRkZiIyMxBtvvIH333+fb7UAAAMHDsQvv/yCNWvWoHfv3vj111+xdetW9OzZU9eXR1Bc4bq9TGJSdTDGNiMmGP9+rh+mDw0WeigdBjelmnqrEBXVwvezyi+rxvY0TSbmmQH+Ao+mcdydgam3NLVpxlZYXo1NJ24BaFjYzy21s5PuDiRE73SuqFy9ejXWr18PQDNdtmfPHvz999/YvHkz5s2bh927d7f6WEOHDgXLsk1u37VrV7Of37dvXxw9erTF8/Tq1QsHDx5sdp9x48Zh3LhxLR7LlNX1sDK9v96NyUYqxqMm0DuoI/F3tYW33Bp3iypxOqtA8JsCtpy8hWqVGj07OaK3r3DL1zQnwNWWr/c7e8v4PcD+e/QmKmpU6ObtiMFdtL9ej4V74/PEqzhUOx0ot6Upc0L0ReeMVU5ODn/32/bt2/H0009j5MiRmD9/Pk6cOKH3AZLWU/A9rCx3GpAYhta6gQLXWanVLNYf0yzL8kyUv8kuV8QwjGB1VpU1Kvx4JBMAMG1IUIPXiKYDCTEcnQMrZ2dn3LqlSS///ffffGNNlmUb7W9FjKfujkDLzlgRw+DqrFIErrM6cO0+svLL4WAtwZg+PoKOpSV8nZWRG4X+fvo28kqr4SO35qf9HsQVsdN0ICH6pXNg9dRTT2HixIl49NFHoVAo+CVpzpw5g5AQYRc/tXR1PawoY0X0j8tYnc0uRHm1soW9Dee/RzXZqrF9fWErFXRVrhZxGatTNwtQU3tjiaGp1Sy+P6hpsfDCoEBYiRv/NT+ql6adzCG6O5AQvdI5sPriiy8we/ZsdO/eHYmJibC3twcA3L17FzNnztT7AEnrWXoPK2JYfi426ORkgxoVi1M3CwQZw+3CCuy9rOk598yAzoKMQRehHg5wsrVCebUKF+4YZ9mrxEu5uJFXBgdrCcY/1PRrFOLhQNOBhBiAzn/uWVlZ4c0332zw/Jw5c/QyINJ2CipeJwbE1Vn9djobKekKDO5i/KaXG49nQc1qpiVDPBxa/gSBiUQM+ge4IPFiLo5nKNDHz8ng5+QWW35mgH+LHd8fC/fGldwS7KRmoYTojc4ZKwD4+eefMWjQIPj4+ODmTU0vmS+//BJ//vmnXgdHdEMZK2JoQq4bWK1UY8NxTX2nqbZYaIwx+1mdupmPUzcLIBWL8PzAgBb3p+lAQvRP58Bq1apVmDt3LuLj41FYWMgXrDs5OeHLL7/U9/iIDhRltTVWdpSxIobB1VmlZRehrMq4dVa7L+Ygr7QK7g4yjOxhPu006t8ZqFY33V5GH77br8lWPRnRCR6O1i3uT9OBhOifzoHV119/jX//+9945513IBbXNaHs168fzp07p9fBEd3kldRmrBwoY0UMw8/FFr7ONlCqWZw0cp3Vf2s7rU/o79dkQbYp6u7tCDupGMWVSlzJLTHYedLvlyLxkqb+7KUhga3+PLo7kBD9atOSNlyn9PpkMhnKysr0Miiiu8oaFUpqMwg0FUgMSYi2C9dyS3D0Rj5EDJotyDZFErEIkQGGnw78/uANsCwwopuHTvVnNB1IiH7pHFgFBgbya/vV9/fff6Nbt276GBNpA24aUCoWwdHatG9BJ+ZNiEahXEPQ4d084eNkY7Tz6ouh66zul1Tht9O3AQAvD9FtKSeaDiREv1odWH344YcoLy/H3LlzMWvWLGzatAksy+L48eP46KOPsGDBAsyfP9+QYyXNqOu6LjXZTtSkY4gO1gRW524XodQIdVbl1Ur8diobAPCsGRWt18fVWR3LyG92Ga+2+ulIJqqVavTxc0L/AGedP5+mAwnRn1YHVosWLUJpaSlefPFFLF26FO+++y7Ky8sxceJErFq1CitWrMD48eMNOVbSjLx6gRUhhuTjZAN/V1uo1CxOGOFOtz9T76CkSgl/V1sMEniNwrbq5SuHVCJCXmkVbuTpt2SirEqJn2vrzxpbvqY1tKYDK2g6kJD2aHVgVf+vrEmTJuHatWsoLS1FTk4OsrOzMXXqVIMMkLRO3QLMVF9FDG9AoHGmA1mW5YvWJ0V1hkhkntlYmUSMiNoeVvqeDtx88haKKmoQ4GqLkT282nSM+tOBiRdz9To+QiyNTjVWD/4lZGtrCw8PD70OiLQNn7Gyo8CKGB43HZhi4MAq9VYhLtwphlQiwrhI825gaYg6K6VKjf8cygAAvDg4COJ2BJ7cdOCOtDt6GRshlkqnKufQ0NAW08z5+cZdbJRo5JXUZqwcaCqQGB5XwH7+dhGKK2vgaG1lkPNwU1yP9/KGs5n3Z3so0BXAdb0GVjvP5yC7oAKudlL8I9K3Xcca1csLX+y5yk8Hym0M8zUlpKPTKbBatGgR5HK5ocZC2kFRVtvDijJWxAi85NYIdLNDRl4ZTmTkY3g3/TfsLCirxvY0TTG1OXVab0pffydIRAxuF1Ygu6Acvs627Toey7JYcyAdAPBcdACsrcQtfEbzQjwcEOppj6u5pUi8mNvuQI0QS6VTYDV+/Hia+jNR/HI2lLEiRjIgyAUZeWVISVcYJLD69VQ2qpVq9PBx5OuTzJmtVIKeneRIvVWI4xn57Q6sjqQrcP52MaytRHg2Wj+B56hwH1zNvYodaXcosCKkjVpdY0W38Js2bgFmqrEixsL3s8rQf52VWs1i/THNNOAzA/w7zO8ffdZZfVe72PLT/fzgoqdpUro7kJD2a9NdgcT00ALMxNi4DuwX7hTrvWP3oet5yFSUw0EmwRN9fPR6bCE9pKfA6tLdYhy4eh8iBnhxUJA+hgagbjqQ7g4kpO1aHVip1WqaBjRRKjWL/DKu3QJNBRLj8HC0RpC7HVgWOJ6p35tWuBYLT/XtBFtpx1lJoJ+/CxgGuJFXhnsllW0+zr9rs1Xx4d7o7Nq+KcUHjQrXBLLULJSQtjGflUxJkwrKq6GuTSjqa0qAkNYwxLqBd4sqsKd2MeGOULRen9zWCl29HAEAJzLatoj1ncIKbDuraYkwbYj+slUcbjrw4LX7NB1ISBtQYNUBcPVVzrZWkIjpS0qMxxDrBm44lgU1q6lH6uLZ+sWEzUVdnVXbXrO1hzOgVLMYEOSCXr5OehyZBk0HEtI+9C7cAVB9FREKF1hdyilGYXl1u49Xo1Jj44lbADpetopTf91AXRVV1GDDcc3rM03HxZZ1QWsHEtJ2FFh1ALROIBGKu4MMXTzswbLA0Rvtr7NKvJiLeyVVcLOXIbaNy7OYuv4BmsDqSm6JzsHoL8eyUFqlRKinPYaGuRtieACAUbWBFU0HEqI7Cqw6AFonkAhJn9OBP6doitbH9/eDVNIxfz25O8j4ov+Tma2vs6pSqrD2sGb5mpeHBBu0BUUXT5oOJKStOuZvLgujoKlAIiBu3cD2BlbX75Ui5YYCIgaYENVZH0MzWVG1i1jrcjfln6l3cK+kCl6O1hjT2/AtKGg6kJC2ocCqA6irsaKpQGJ8XDH25ZwSvu1HW3ANQR/p6olOTjZ6GZupitKxzkqtZvkWC88/HGCUbB5NBxLSNhRYdQAKmgokAnK1lyGs9u69Y23MWpVXK/HrqWwAwDMDOna2CqgrYD9/uwhlVcoW90++eg/X7pXCXiYxWjaPpgMJaRsKrDqAuuJ1CqyIMAYEaQKFlDYGVn+dvYOSSiU6u9hiSBfDFWWbCh8nG/g620ClZnE6q+U6q+/2a7JVE6M6w9HaytDD49F0ICG6o8CqA6grXqepQCKM9tRZsSyLn2s7rU+K6gyRqGOsC9gSvu1CC3dTpt4qxLGMfEhEDJ5/OMAII6tjqdOBO9LuYub6UxZ1zUR/KLAycyzLUh8rIjiuGPtqbin//dhaZ7OLcP52MaQSEcb18zPE8ExSaxdkXnMgHQDwRJ9O8JYbt/bMUqcDP0+8gp3ncvjpaUJ0QYGVmSurVqFKqQZAfayIcJztpOjqxdVZ6dbPilsXcFS4t0UtyfRQbTCaeqsQlTWqRve5qSjD3+dzAAAvG2D5mtawtOnAksoa3MgrAwAkX7kn8GiIOaLAyszllWiyA7ZScYdarJaYH246MOVGXqs/p7C8Gn/VrnvXUTutNyXA1RbuDjJUq9Q4e6uw0X2+P5gBNQsMDXNHmJcwy/tY2nTghTvFYGvXXj2WkY+K6saDXkKaImhgdeDAAYwePRo+Pj5gGAZbt27V2j5lyhQwDKP1iIuLa/RYVVVV6NOnDxiGQWpqKv98ZmZmg2MwDIOjR49qff6WLVvQtWtXWFtbIzw8HDt37tT35RoETQMSU1HXKLT1GatfT2WjSqlGN29H9O3sZKCRmSaGYfg6q8amA/PLqrHllGb5GqGyVYD2dOAeC5gOPJddxP+/WqnW6zqYxDIIGliVlZWhd+/eWLlyZZP7xMXF4e7du/xjw4YNje43f/58+Pg03TRvz549WseJjIzktx05cgQTJkzA1KlTcebMGSQkJCAhIQHnz59v+8UZCVe4TtOARGhRgS5gGE2jz3sllS3ur1azWH8sC4CmxYIhO4mbKr7OqpFGoetSMlFZo0Z4Jzmia4NWoXDTgTssYDrw3G1NYCWtXdB+/9X7Qg6HmCFBA6v4+Hj861//wpNPPtnkPjKZDF5eXvzD2dm5wT7/+9//sHv3bnz22WdNHsfV1VXrOFZWdbcsr1ixAnFxcZg3bx66deuGxYsXo2/fvvjmm2/ad4FGQBkrYiqcbKXo5uUIoHVZqyPpCmTklcFeJkFCn06GHp5J4jJWp24WoEal5p+vqFZhXe3yPi8PCRI86LSk6UAusBrXzxcABVZEdyZfY5WcnAwPDw+EhYVhxowZUCi007K5ubl46aWX8PPPP8PW1rbJ44wZMwYeHh4YNGgQtm3bprUtJSUFI0aM0HouNjYWKSkpTR6vqqoKxcXFWg8hKKjVAjEhurRd4IrWn+rbCXYyy6wPDPVwgNzGCuXVKly4U/c75NfT2cgvq4avsw3iewq/GHUXTwd08ej404FFFTXIqC1cnx4TDImIQUZeGW4qygQeGTEnJh1YxcXFYd26dUhKSsLSpUuxf/9+xMfHQ6XSFBOyLIspU6Zg+vTp6NevX6PHsLe3x/Lly7Flyxbs2LEDgwYNQkJCglZwlZOTA09PT63P8/T0RE5OTpNjW7JkCeRyOf/w8xPmNnHKWBFTwk1ZHU1vPrDKKapE4iXNG7SlFa3XJxIx6B/A1VlpXjOVmsX3BzUNQV8aHASJ2DR+TY/q1fGnAy/UZqv8XGzg52KLSH/NDAllrYguTOMntgnjx4/HmDFjEB4ejoSEBGzfvh0nTpxAcnIyAODrr79GSUkJFixY0OQx3NzcMHfuXERFRaF///745JNP8Mwzz2DZsmXtGtuCBQtQVFTEP27dutWu47WVoqy267oF3aZOTFf/QBeIGOBGXhlyi5uus9pwPAsqNYuHAlwQ6inM3W6m4sF+Vrsu5OCmohxOtlb8dJQpsITpQG4asFcnJwBATJhmFYDkKxRYkdYz6cDqQUFBQXBzc8P169cBAHv37kVKSgpkMhkkEglCQkIAAP369cPkyZObPE5UVBR/DADw8vJCbq52ejs3NxdeXk2n4GUyGRwdHbUeQsgrqZ0KdKCMFRGe3MYKPXzkAJqeDqxRqbHxRG3RerTlZqs49e8MVKtZfFe72PJzA/xNqoWKJUwHptUGVj07ab6Hh4Z6AABS0hVN9hoj5EFmFVhlZ2dDoVDA21vzl9NXX32Fs2fPIjU1FampqXyLhE2bNuGjjz5q8jipqan8MQAgOjoaSUlJWvskJiYiOjraAFehX3l8xooCK2IauHUDmwqs9lzMRW5xFdzspYjrIXz9kNB6+DjCVipGcaUSPx+9ibO3CiGTiPDcwAChh9YANx3YUZuFcq0WevlqAqtu3g7wcJChokaFE43cuUlIYwT9c6i0tFQrc5SRkYHU1FS4uLjAxcUFixYtwtixY+Hl5YX09HTMnz8fISEhiI2NBQB07qy9yru9vT0AIDg4GL6+mhT6Tz/9BKlUioiICADA77//jh9++AHff/89/3mvvfYaYmJisHz5cowaNQobN27EyZMnsWbNGoNevz5wDULdHWgqkJiG6GBX/PtgBlKaqLP67zFN0frT/fwglZjV33YGIRGLEOnvjIPX8vDxzksAgLGRviZZNzkq3Btf7rmGA7XTgXIb4y0IbWiF5dXIyi8HAPSszboyDIOYUHdsOZWN/VfuY7AFLBBO2k/Q32onT55EREQEH/TMnTsXEREReP/99yEWi5GWloYxY8YgNDQUU6dORWRkJA4ePAiZTLdfOIsXL0ZkZCSioqLw559/YtOmTXj++ef57QMHDsQvv/yCNWvWoHfv3vj111+xdetW9OzZU6/Xq2/VSjWKK5UAKGNFTEf/AE2dVaaiHHeLKrS2pd8vxeHrCjAMMDGqcxNHsDxcnVWVUg2G0RStm6KOPB14/rbmrswAV1vIbesCRq7OigrYSWsJmrEaOnQoWG7tgEbs2rVLp+MFBAQ0ON7kyZObrbfijBs3DuPGjdPpfELjCtclIqZD/eVIzJuDtRXCO8lxNrsIR28o8GREXQH2+qOa2qpHwjzg69x0exRLw60bCACx3b0Q6GYn4Gia91i4N1YkXcPOc3cxNtJ0iuvbK+12IYC6+irOoBA3iBjg2r1S3C6sQCcn4y6ETcwP5eHNmKJe13WRyPK6VhPTNYBbN7DedGBFtQq/1i7RYsktFhrTy1cOO6kYAPByjGlmqzhcndWBDnZ34IP1VRwnWykiOte2XaC7A0krUGBlxu6XUuE6MU2NrRv4V9odFFcq4edigyGhVKtSn7WVGP+Z0h+rn+mLvp0bri5hSkI76HRgWm1gFV7baqG+mFCu7cI9Yw6JmCkKrMwY33WdWi0QE9M/wAViEYOs/HLcLtTUWa2v7bQ+8SF/iCnD2sCAIFfE9fRueUcTwK0d2FHuDswvq+a/T3t2atg6Z2htndWRdAWqleoG2wmpjwIrM8Z3XafmoMTE2MskCK+tVUlJVyAtuxBns4sgFYvwtAk1vSRtw00HHryW1yGmA7nGoEFudnCwbliv2tNHDlc7KUqrlDh1s8DYwyNmhgIrM6bgAivKWBETVH/dQG5dwMfCveBqgm0EiG646cBqlbpDTAeeyy4EAIQ/UF/FEYkYfvqa7g4kLaHAyozlccXrlLEiJohbN/DA1fvYdvYOACpa70g60nRgXX1V44EVQHVWpPUosDJjtAAzMWWR/s6QiBjcK6lCZY0aXb0c+EVtifmrPx1YXGne04HnuTUCfZ2a3GdwFzcwDHA5p6TZdTAJocDKjOXVa7dAiKmxk0nQ28+J//iZAf5gGCpa7yg6ynTg/ZIq3CmqBMNolhdqiqu9DL1qM1o0HUiaQ4GVGaOMFTF13LqBdlIxEiI6CTwaom/cdOCONPOdDuSyVcHu9rCTNd8zm5sOpH5WpDkUWJkptZpFflltuwUKrIiJeqqvLzwdZXhleBfYt/CmRcxPR5gO5OqrejVTX8WJCfMAABy8dh9KFbVdII2jwMpMFVbUQKXWLN/jQsXrxEQFu9vj2P+NwPSYYKGHQgygI0wHcq0WHlzKpjF9/Jwgt7FCcaUSqbcKDTwyYq4osDJTXKsFuY0VpBL6MhJChGHu04HnatcIfHApm8aIRQwGd3EDQHVWpGn0jmym7vP1VZStIoQIx5ynA3OLK5FbXAURA3RvpnC9vrq2CxRYkcZRYGWm6hZgpvoqQohwQj0dEGKm04HcwstdPBxgK21dDSAXWJ27XcTfQERIfRRYmSnuB9qdAitCiMBGmWmzUF3qqzgejtbo7q3Jbh28Rlkr0hAFVmZKQT2sCCEmgpsOPHDVvKYDz/GNQVsfWAF1izLTdCBpDAVWZop6WBFCTIU5TgeyLFu3lI2OgRU3HXjg6n3+7mxCOBRYmSmu6zoFVoQQU2Bu04E5xZXIK62CWMTwU3ut1dffGQ4yCQrKa/isFyEcCqzMFJexoqlAQogpMLfpwLrCdXtYW4l1+lwrsQgPh9S2XaDpQPIACqzMlKKMpgIJIabD3KYD21pfxYnh6qyu3tPbmEjHQIGVmcor4aYCKWNFCDEN3HTg/87nCDySltXVVzm16fO5OquztwpRULu8GCEABVZmqbxaiYoaFQDKWBFCTMej3T0BAIev56Faabpr6bEsW5ex0qHVQn0+TjYI9bSHmgUOXs/T5/CImaPAygxx2SprKxFspbrVBhBCiKF093aEm70M5dUqnLyZL/RwmnSnqBL5ZdWQiBiEeTm0+ThDaxdlpjorUh8FVmYor159FcMwAo+GEEI0RCIGQ0JNfy29c9mFAIAwLwedC9fr46YD91+9D7WJtV0oKKtG7BcHMOuX02BZ0xpbR0eBlRnKK+HuCKRpQEKIaeGDDRPO4nD1VW0tXOf0C3CGrVSMvNIqXLxbrI+h6c33h27gSm4JdqTdxZF0hdDDsSgUWJkhRW2hpDsVrhNCTMzgLu5gGOByTglyiyuFHk6juPqq8E5O7TqOTCLGwGBXAKaVoSsoq8aPhzP5j79KuibcYCwQBVZmiM9Y2VHGihBiWlzspOhVe6edKQUbnPqF6+FtLFyvzxQzdP85lIGyahWC3OwgFYtwLCMfxzNMt+ato6HAygzxy9k4UMaKEGJ66tcemZrsggoUltdAKhYh1Mu+3ceLCdUUsJ/KKjCJxqiF5dX48UgmAOCt+K74Rz9fAMDXeylrZSwUWJmhvNqpQMpYEUJMERdYHbqWB6XKtNoucPVVXb0dIJO0/67qzq62CHKzg0rN4vA14dsu/OdQBkqrlOjm7YiR3T0xIyYYYhGDg9fycCarQOjhWQQKrMwQNxXo5kCBFSHE9PT2lUNuY4WiihqczTattfTSbhcCAHrqYRqQw3VhFzpDV1heV1v12vAQMAwDPxdbPBnRCQDw9d7rAo7OclBgZYa44nU3O5oKJISYHolYhEFdTLPtwvl2NgZtDJehS75yX9DWBj8cykBJlRJdvRwwsrsX//ysYSEQMcDey/f46zcnVUqV0EPQCQVWZqiuxooyVoQQ02SKdVYsy9ZbykZ/gdWAIFfIJCLkFFfiam6p3o6ri6LyGqzls1VdIBLV9TgMdLPD6N4+AMyv1ir5yj0MW5aMnefuCj2UVhM0sDpw4ABGjx4NHx8fMAyDrVu3am2fMmUKGIbResTFxTV6rKqqKvTp0wcMwyA1NVVrW1paGgYPHgxra2v4+fnh008/bfD5W7ZsQdeuXWFtbY3w8HDs3LlTX5epVzUqNQrLNQWSrpSxIoSYKC6wSssuRL6JrKV3U1GOkkolpBIRQj3b3nH9QdZWYgwI4touCLMo8w+HNdmqME8HxPbwarB99rAQMAyw60IuruSUCDBC3VUr1fhw+0XcKarE6ZvmUx8maGBVVlaG3r17Y+XKlU3uExcXh7t37/KPDRs2NLrf/Pnz4ePj0+D54uJijBw5Ev7+/jh16hSWLVuGhQsXYs2aNfw+R44cwYQJEzB16lScOXMGCQkJSEhIwPnz59t/kXrG/YISixg421JgRQgxTZ6O1ujq5QCWBQ5eM42sVVrtNFg3b0dYifX79ld/OtDYiipq8MPhDADAayO0s1WcLp4OiO+pCbi+2WcetVbrUjJx434Z3OyleHVEF6GH02qCBlbx8fH417/+hSeffLLJfWQyGby8vPiHs7Nzg33+97//Yffu3fjss88abFu/fj2qq6vxww8/oEePHhg/fjxeffVVfP755/w+K1asQFxcHObNm4du3bph8eLF6Nu3L7755hv9XKgecdOALnbSRn94CCHEVJhKUTfHEPVVnKG113oiMx9lVUq9H785aw9noKRSk62KayRbxZk9TBOcbE+7g/T7wkxZttb9kiqs2KOZtpwXGwZHayuBR9R6Jl9jlZycDA8PD4SFhWHGjBlQKLRb8+fm5uKll17Czz//DFtb2wafn5KSgiFDhkAqrcvuxMbG4sqVKygoKOD3GTFihNbnxcbGIiUlpclxVVVVobi4WOthDHmlXKsFylYRQkwbl8U5cDXPJNbSS6tdI1Cf9VWcQDc7+LnYoEbFGnUJmaKKGvznkCZb9erwxrNVnO4+jhjRzRMsC6w08azVZ7uuoKRKifBOcoyL9BN6ODox6cAqLi4O69atQ1JSEpYuXYr9+/cjPj4eKpXmDgGWZTFlyhRMnz4d/fr1a/QYOTk58PT01HqO+zgnJ6fZfbjtjVmyZAnkcjn/8PMzzhdeUZuxcqfCdUKIievn72Iya+mp1SzO39aMob1rBDaGYRgMrW0Wasw6qx8PZ6KkUolQT3t+qq85rw4PAQD8mXoHWYpyQw+vTc5lF2HzqVsAgIVjupvd7IxJB1bjx4/HmDFjEB4ejoSEBGzfvh0nTpxAcnIyAODrr79GSUkJFixYYPSxLViwAEVFRfzj1q1bRjkvNxVIGStCiKmTSkQYGGwabRcyFGUorVLC2kqEEPf2d1xvjLHbLhRX1uA/h24AAF55pPlsFaeXrxNiQt2hUrP4Ntn0slYsy2LhXxfAskBCHx9E+rsIPSSdmXRg9aCgoCC4ubnh+nXNN8PevXuRkpICmUwGiUSCkBBNJN6vXz9MnjwZAODl5YXc3Fyt43Afe3l5NbsPt70xMpkMjo6OWg9jUNROBbrZU8aKEGL6TKXOiquv6u7tCImeC9c50cGukIpFyC6owI28MoOco74fD2eiuFKJLh72eCzcu9Wfx2WtfjudjduFFYYaXpv8mXoHp24WwFYqxtvx3YQeTpuYVWCVnZ0NhUIBb2/NN9BXX32Fs2fPIjU1FampqXyLhE2bNuGjjz4CAERHR+PAgQOoqalbwykxMRFhYWF8IXx0dDSSkpK0zpWYmIjo6GhjXJZO7nMZKwqsCCFmIKaLJrA6fVPYtfS4/lXcAtGGYCeToH+g5n3F0Isyl1TW1Va9MrwLxDpMl0X6u2BgsCtqVCxWJ6cbaog6K6tSYsn/LgHQNDX1klsLPKK2ETSwKi0t5YMiAMjIyEBqaiqysrJQWlqKefPm4ejRo8jMzERSUhKeeOIJhISEIDY2FgDQuXNn9OzZk3+EhoYCAIKDg+Hrq1l4cuLEiZBKpZg6dSouXLiATZs2YcWKFZg7dy4/jtdeew1///03li9fjsuXL2PhwoU4efIkZs+ebdwXpBXqMlY0FUgIMX3cWnpKNYsj141X1P2gc1xjUAPcEVgfV2eVbOAM3U9HMlFUUYMQD3uM0iFbxXnlEc0dgptO3kJucaW+h9cm3yZfR25xFTq72GLqoEChh9NmggZWJ0+eREREBCIiIgAAc+fORUREBN5//32IxWKkpaVhzJgxCA0NxdSpUxEZGYmDBw9CJmt9tkYul2P37t3IyMhAZGQk3njjDbz//vt4+eWX+X0GDhyIX375BWvWrEHv3r3x66+/YuvWrejZs6fer7m9+K7rlLEihJiJIQJ3YVepWVy4o/+O643hpj6P3VCgssYwS7GUVNbg3wdrs1WPhOiUreIMCHJB/wBnVCvV+G7/DX0PUWc3FWX49wHNNb07qhusrdq/QLZQJEKefOjQoc0W+O3atUun4wUEBDR6vF69euHgwYPNfu64ceMwbtw4nc4nBKqxIoSYm5gwd/x4JBMHrmqKuhnGuHd5ZeSVoqxaBRsrMYINVLjO6eJhD2+5Ne4WVSLlhgLDwjz0fo51KTdRVFGDYHc7PN6rYWPs1mAYBrMf6YLJPxzHL8dvYuawYEHfV/614xKqVWoM7uKGR7t7tvwJJsysaqwsHcuyUJRxNVY0FUgIMQ8DAl0hlYhwu7BCkMaUXH1Vz06Obcru6IJhGL5ZqCHqrEqrlPj3QU2G6VUda6seNKSLG3r7ylFZo8b3tRkwIRy8dh+JF3MhFjF4//HuRg+89Y0CKzNSXKFEjUqTkaPAihBiLmykYkQFam6bF2LJF37h5U5ORjmfIReg/ulIJgrLaxDUjmwVh2EYvtbq55RMFAiwpmONSo1Ff10EADwX7Y8uelzDUSgUWJkR7o5AB2sJZBLznX8mhFgeQwYbLeFaLYT7GqctzsAQN0hEDDLyynBTob+2C6VVSnx/kOtb1bbaqgcN7+aB7t6OKKtWYe1h42etfk65iev3SuFiJ8XrI0KNfn5DoMDKjHCF6+5UX0UIMTPc9NixjHxUVBumqLsxSpUaF+5oOq4bK2PlaG2Fvv61bRf0GEiuS8lEQXkNgtzsMLqd2SqOJmul6Wu19kimUVtiKEqr8MWeqwCAN0eGQW5jPusBNocCKzPCFa7TNCAhxNwEu9ujk5MNqpVqHM0wXtuF9PtlqKhRwU4qRpCbndHOq+86q7IqJf59QJOtmv1IiF6bnMb28EKopz1KKpX46XCm3o7bks92X0VJpRI9fBzxz/7mtR5gcyiwMiPUaoEQYq4Yhqlru2DEOitu4eWeneRGXXOOm/o8kq5AlbL9Gbp1KTdRUF6DQDc7jOmtn2wVRyRiMGuYJmv1n8MZKK1S6vX4jTl/uwgbT2QBAD4Y3cPgNxUYEwVWZkRRSncEEkLMFxdsHDBinRVfX2XgxqAP6u7tCHcHGSpqVDiRUdCuY5XVuxNw9jD9Zqs4j/fyQZCbHQrLa/Dfozf1fvz6WJbFotr1AEf39sFDgea3HmBzKLAyI/ephxUhxIwNDHGFRMTgRl4ZshTlRjln2m3jNAZ9EMMw9Qr277XrWP89ehP5ZdUIcLXFE330m63iiEUMZtZmrb4/eMOgdXB/pd3FicwCWFuJsCC+q8HOIxQKrMyIgtYJJISYMa2i7muGz1rVqNS4WFu4bsg1ApvCBVbtaTFRXq3EGr62qovBFpAGgCf6+MDPxQZ5pdX45XiWQc5RXq3Ekp2a9QBnDg2Bj5ONQc4jJAqszEjdXYE0FUgIMU8xRqyzupZbiiqlGg4yCfxdbA1+vgcN7uIGEQNcu1eK24UVbTrGf4/ehKKsGv6utkgwULaKYyUWYeZQTdbqu/3pBlmSZ3VyOu4WVcLX2QYvDwnS+/FNAQVWZkRRRlOBhBDzVlfUnYdqpdqg5+Lqq4xduM5xspWij58TgLYFkuXVSn4dP0PVVj1obF9f+Mitca+kCltO3tLrsW/ll2N1bfbN3NcDbA4FVmYkr4SmAgkh5q27tyPc7GUor1bh5M18g54r7XYhAKCXkeur6htau1ZgW+qs1h/NgqKsGp1dbPFkRCd9D61RUokI04cGAwBW77+h1+D3ox2XUK1UY2CwK2J7eOntuKaGAiszoVSpEe4rR4iHPdxoKpAQYqZEIgZDQt0AGL4L+7lsYQrX6+MydIevK1Cjan2QUlGtwncH0gEYL1vFebqfH9wdZLhdWIE/zmTr5ZhHrufh7ws5EIsYfDC6h9mvB9gcCqzMhEQswsaXo7FnbgwcrDtGd1pCiGUyRp1VtVKNS3dLABi/1UJ94Z3kcLGTorRKiVM3W992Yf2xm8grrYafiw2e7GucbBXH2kqMabX1Tyv3pUOpQ0DYGGW99QCfieqMMC/zXw+wORRYEUIIMarBXdzBMMDlnBLkFlca5BxXc0tQrVLD0VqCzgIUrnNEIgZDuuiWoauoVmF1vdoqKyNmqzgTozrDxU6KrPxybDt7p13HWn8sC1dyS+Bsa4U5j3aM9QCbQ4EVIYQQo3Kxk/LtDww1HXiutnC9l6+T4NNOMWG6tV345XgW8kqr4Otsg6f6+hpyaE2ylUrw4uBAAMA3+65DpWbbdJyCsmp8nqhZD3DuyDA42Xb8UhYKrAghhBhdXfNMwwRWaSZQX8UZUpuhu3S3uMUMXWWNCqv319VWCZGt4jwXHQC5jRVu3C/DznN323SM5YlXUFRRg65eDpj4UGc9j9A0UWBFCCHE6LjA6tC1vHbX8DTmXO0dgULWV3Fc7WX8OFoKJH85loX7JVXo5CRctopjL5PghYdrs1Z7r0OtY9bq4p1i/HJM02h04ZiOtR5gcyiwIoQQYnS9feWQ21ihqKIGZ2uzS/pSpVThSo7whev1DW1Fhq6yRoVVXLbqkRBIJcK/RU95OAAOMgmu5JZg98XcVn8etx6gmgVGhXtjQJCrAUdpWoT/qhFCCLE4ErEIg3Qs6m6tKzklqFGxcLa1gq+zaSyZwtVZHbx6v8kM3YbjddmqsQJnqzhyGytMHhgAAPh67zWwbOuyVjvP5eBYRj5kEhEWPNbx1gNsDgVWhBBCBGGoOqu6+irhC9c5vX2dILexQnGlEmezCxtsr6xRYVWyJls1c1iwSWSrOC8MCoStVIwLd4qx70rLjU4rqlX4uHY9wOkxwfB1Fu6uTCGYzleOEEKIReECq7TsQuTXLtmlD3xj0E6Oejtme2ll6Bq5O3Dj8SzcK6mCj9wa4yL9jD28ZrnYSfHsAH8AwFdJ11vMWq3en47bhRXo5GSD6THBxhiiSaHAihBCiCA8Ha3R1csBLAscvKa/rBXXaiG8k5PejqkPXJ1V8gMZuvq1VTOHmUZt1YNeHBwEaysRUm8V4tD1vCb3yy4o5+9q/L/HusFG2jHXA2yO6X31CCGEWAyu9khf04GVNSpczdUUrgu5RmBj6jJ0RcgrreKf33TiFnKLa7NV/UyjtupB7g4yTKhtl/D13utN7rdk52VUKdWICnTBY+Eddz3A5lBgRQghRDBcsHHgap7Ot/M35tLdYijVLNzspfCWW7f7ePrk4WiNbt6a6UkuQ1elrKutmjEsBDKJ6WZ4pg0JhlQswvGMfBy7oWiwPSVdgR3n7kLEaNormEp9m7FRYEUIIUQw/fxdYCsVI6+0ChfvFrf7eNw0YM9OcpN8Yx8apr1O4uYTt5BTXAlvuTWeNtFsFcdLbo2n+2vG+GDWSrMe4AUAmuVwuADSElFgRQghRDBSiQgDg/XXdoErXO9lIv2rHsRn6K7lobJGhW+5OwGHBpt0toozPSYYEhGDQ9fzcDqrblHpDSdu4XJOCeQ2Vnjj0TABRyg8CqwIIYQISp91Vnzheu1ahKYm0t8Z9jIJ8suq8d7W87hbVAkvR2s83d+07gRsiq+zLZ7q2wkA8HXSNQBAYXk1lu++AgCY+2gonO06/nqAzaHAihBCiKBiumgCq9M3C1BcWdPm41RUm27hOsdKLMLDIZou5FtOZQMAZphJtoozc2gIRAyw78p9nMsuwheJV1FYXoMwTwdMirKM9QCbQ4EVIYQQQXV2tUWQmx2UahZHrjcsim6ti3eLoGY1d7B5OppW4Xp9Q8M8+P97OsrwTzPJVnEC3OzwRB9N1urdrefw39r1AD8Y3R0SAReNNhX0ChBCCBHcED10YTf1+ioOd60AMCMmGNZW5pOt4swaFgKGAc5mF0GlZhHXwwsDQ9yEHpZJoMCKEEKI4Lg6qwNX77d6PboHpfH1VaYdWHVyssFz0f4Y0c0D4x8yz6mzEA97PBbuDUBzA8I7o7oJPCLTIWhgdeDAAYwePRo+Pj5gGAZbt27V2j5lyhQwDKP1iIuL09pnzJgx6Ny5M6ytreHt7Y1nn30Wd+7c4bdnZmY2OAbDMDh69KjWcbZs2YKuXbvC2toa4eHh2Llzp8GumxBCiLYBga6QSkS4XViB9PulbTpG3VI2ph1YAcCHT/TE95P7m2W2ijNvZBjCO8nxweju8HOxrPUAmyNoYFVWVobevXtj5cqVTe4TFxeHu3fv8o8NGzZobR82bBg2b96MK1eu4LfffkN6ejr+8Y9/NDjOnj17tI4TGRnJbzty5AgmTJiAqVOn4syZM0hISEBCQgLOnz+vv4slhBDSJBupGFGBLgCA5EbW0mtJWZUS12sDMnMIrDqCADc7/PXKIEyK8hd6KCZFIuTJ4+PjER8f3+w+MpkMXl5Nt8WfM2cO/39/f3+8/fbbSEhIQE1NDaysrPhtrq6uTR5nxYoViIuLw7x58wAAixcvRmJiIr755husXr1al0sihBDSRjGh7jh4LQ/7r97Hi4ODdPrci3eLwbKAl6M1PEy4cJ10fCZfY5WcnAwPDw+EhYVhxowZUCiavmMkPz8f69evx8CBA7WCKkAzZejh4YFBgwZh27ZtWttSUlIwYsQIrediY2ORkpKivwshhBDSLK4r+bGMfFRUq3T63LRs86ivIh2fSQdWcXFxWLduHZKSkrB06VLs378f8fHxUKm0f+Deeust2NnZwdXVFVlZWfjzzz/5bfb29li+fDm2bNmCHTt2YNCgQUhISNAKrnJycuDp6al1TE9PT+Tk5DQ5tqqqKhQXF2s9CCGEtF2wuz06OdmgWqnG0Qzd2i6cyy4EQNOARHgmHViNHz8eY8aMQXh4OBISErB9+3acOHECycnJWvvNmzcPZ86cwe7duyEWi/Hcc8/xd5W4ublh7ty5iIqKQv/+/fHJJ5/gmWeewbJly9o1tiVLlkAul/MPPz/z6kNCCCGmhmGYurYLOtZZmcsdgaTjM+nA6kFBQUFwc3PD9evaiz+6ubkhNDQUjz76KDZu3IidO3c2uOuvvqioKK1jeHl5ITc3V2uf3NzcZmu7FixYgKKiIv5x69atNl4VIYQQDr+Wng79rEoqa5CRVwaAMlZEeGYVWGVnZ0OhUMDb27vJfdRqNQDNVF1TUlNTtY4RHR2NpKQkrX0SExMRHR3d5DFkMhkcHR21HoQQQtpnYIgrJCIGN/LKkKUob9XnXLijKVzv5GQDN3uZgUdISPMEvSuwtLRUK3OUkZGB1NRUuLi4wMXFBYsWLcLYsWPh5eWF9PR0zJ8/HyEhIYiNjQUAHDt2DCdOnMCgQYPg7OyM9PR0vPfeewgODuaDop9++glSqRQREREAgN9//x0//PADvv/+e/68r732GmJiYrB8+XKMGjUKGzduxMmTJ7FmzRojvhqEEEIcra3Q198ZxzPysf/afTzr2vKt/Fz/qp6d6A9cIjxBM1YnT55EREQEH/TMnTsXEREReP/99yEWi5GWloYxY8YgNDQUU6dORWRkJA4ePAiZTPMXia2tLX7//XcMHz4cYWFhmDp1Knr16oX9+/fz+wCa9gmRkZGIiorCn3/+iU2bNuH555/ntw8cOBC//PIL1qxZg969e+PXX3/F1q1b0bNnT+O+IIQQQvjpwNbWWXH1Vb18nQw1JEJajWHbunYA0VJcXAy5XI6ioiKaFiSEkHY4f7sIj399CLZSMVLfHwmppPkcwLDPkpGRV4Z1LzyktQ4fIa2h7/dvs6qxIoQQ0vF193aEm70M5dUqnLyZ3+y+RRVUuE5MCwVWhBBCTIpIxGBIqBsAYH8LdwdeqJ0G9HW2gbOd1OBjI6QlFFgRQggxOa2ts6qrr6JsFTENFFgRQggxOYO7uINhgMs5Jcgtrmxyv3NcY9BOTkYaGSHNo8CKEEKIyXGxk/J3+TU3Hci1WqCMFTEVFFgRQggxSfx0YBOBVWF5NbLyNU1Ee/pQYEVMAwVWhBBCTBIXWB26lgelSt1g+/nbxQAAf1dbyG2tjDo2QppCgRUhhBCT1NtXDrmNFYoqanC2dsqvvrTbhQCozQIxLRRYEUIIMUkSsQiDujTddoGrr6LAipgSCqwIIYSYrObqrNK4wIoK14kJocCKEEKIyeICq7TsQuSXVfPP55dV43ZhBQCgJ2WsiAmhwIoQQojJ8nS0RlcvB7AscPBaXdaK618V5GYHR2sqXCemgwIrQgghJi0mrOF04LnsQgCUrSKmhwIrQgghJo2bDjxwNQ9qNQugrr6KGoMSU0OBFSGEEJPWz98FtlIx8kqrcPGupnfV+dt0RyAxTRRYEUIIMWlSiQgDg+vaLtwvqcKdokowDNCDAitiYiiwIoQQYvLq11mdr1e4bi+TCDksQhqgwIoQQojJi+miCaxO3yzAkfQ8AOAXaSbElFBgRQghxOR1drVFkJsdlGoWG47fAkD1VcQ0UWBFCCHELAypvTuwtEoJgO4IJKaJAitCCCFmgauzAgARA3T3cRRwNIQ0jgIrQgghZmFAoCukEs3bVoiHPWylVLhOTA8FVoQQQsyCjVSMqEAXAEB4JydhB0NIEyjcJ4QQYjZeHhKErPxyjH/IT+ihENIohmVZVuhBdATFxcWQy+UoKiqCoyPN+xNCCCHmQN/v3zQVSAghhBCiJxRYEUIIIYToCQVWhBBCCCF6QoEVIYQQQoieUGBFCCGEEKInFFgRQgghhOgJBVaEEEIIIXpCgRUhhBBCiJ4IGlgdOHAAo0ePho+PDxiGwdatW7W2T5kyBQzDaD3i4uK09hkzZgw6d+4Ma2treHt749lnn8WdO3e09klLS8PgwYNhbW0NPz8/fPrppw3GsmXLFnTt2hXW1tYIDw/Hzp079X69hBBCCOnYBA2sysrK0Lt3b6xcubLJfeLi4nD37l3+sWHDBq3tw4YNw+bNm3HlyhX89ttvSE9Pxz/+8Q9+e3FxMUaOHAl/f3+cOnUKy5Ytw8KFC7FmzRp+nyNHjmDChAmYOnUqzpw5g4SEBCQkJOD8+fP6v2hCCCGEdFgms6QNwzD4448/kJCQwD83ZcoUFBYWNshkNWfbtm1ISEhAVVUVrKyssGrVKrzzzjvIycmBVCoFALz99tvYunUrLl++DAD45z//ibKyMmzfvp0/zoABA9CnTx+sXr26VeelJW0IIYQQ82NxS9okJyfDw8MDYWFhmDFjBhQKRZP75ufnY/369Rg4cCCsrKwAACkpKRgyZAgfVAFAbGwsrly5goKCAn6fESNGaB0rNjYWKSkpTZ6rqqoKxcXFWg9CCCGEWDaTDqzi4uKwbt06JCUlYenSpdi/fz/i4+OhUqm09nvrrbdgZ2cHV1dXZGVl4c8//+S35eTkwNPTU2t/7uOcnJxm9+G2N2bJkiWQy+X8w8+PVlonhBBCLJ1JB1bjx4/HmDFjEB4ejoSEBGzfvh0nTpxAcnKy1n7z5s3DmTNnsHv3bojFYjz33HMw9AznggULUFRUxD9u3bpl0PMRQgghxPRJhB6ALoKCguDm5obr169j+PDh/PNubm5wc3NDaGgounXrBj8/Pxw9ehTR0dHw8vJCbm6u1nG4j728vPh/G9uH294YmUwGmUzGf8wFcjQlSAghhJgP7n1bXwkZswqssrOzoVAo4O3t3eQ+arUagKYGCgCio6PxzjvvoKamhq+7SkxMRFhYGJydnfl9kpKS8Prrr/PHSUxMRHR0dKvHxtV+0ZQgIYQQYn4UCgXkcnm7jyNoYFVaWorr16/zH2dkZCA1NRUuLi5wcXHBokWLMHbsWHh5eSE9PR3z589HSEgIYmNjAQDHjh3DiRMnMGjQIDg7OyM9PR3vvfcegoOD+aBo4sSJWLRoEaZOnYq33noL58+fx4oVK/DFF1/w533ttdcQExOD5cuXY9SoUdi4cSNOnjyp1ZKhJS4uLgCArKwsvXxhhFJcXAw/Pz/cunXLbO9u7AjXANB1mJKOcA1Ax7iOjnANAF2HKSkqKkLnzp359/F2YwW0b98+FkCDx+TJk9ny8nJ25MiRrLu7O2tlZcX6+/uzL730EpuTk8N/flpaGjts2DDWxcWFlclkbEBAADt9+nQ2Oztb6zxnz55lBw0axMpkMrZTp07sJ5980mAsmzdvZkNDQ1mpVMr26NGD3bFjh07XUlRUxAJgi4qK2vZimIiOcB0d4RpYlq7DlHSEa2DZjnEdHeEaWJauw5To+xoEzVgNHTq02TnNXbt2Nfv54eHh2Lt3b4vn6dWrFw4ePNjsPuPGjcO4ceNaPBYhhBBCSFNM+q5AQgghhBBzQoGVnshkMnzwwQdadwqao45wHR3hGgC6DlPSEa4B6BjX0RGuAaDrMCX6vgaTWdKGEEIIIcTcUcaKEEIIIURPKLAihBBCCNETCqwIIYQQQvSEAitCCCGEED2hwEpPVq5ciYCAAFhbWyMqKgrHjx8Xekg6WbJkCfr37w8HBwd4eHggISEBV65cEXpY7fLJJ5+AYRitpYrMxe3bt/HMM8/A1dUVNjY2CA8Px8mTJ4UeVqupVCq89957CAwMhI2NDYKDg7F48WKDL47eXgcOHMDo0aPh4+MDhmGwdetWre0sy+L999+Ht7c3bGxsMGLECFy7dk2YwTajueuoqanBW2+9hfDwcNjZ2cHHxwfPPfcc7ty5I9yAG9HS16K+6dOng2EYfPnll0YbX2u15jouXbqEMWPGQC6Xw87ODv3790dWVpbxB9uElq6htLQUs2fPhq+vL2xsbNC9e3esXr1amME2ozXvc5WVlZg1axZcXV1hb2+PsWPHNlhLuCUUWOnBpk2bMHfuXHzwwQc4ffo0evfujdjYWNy7d0/oobXa/v37MWvWLBw9ehSJiYmoqanByJEjUVZWJvTQ2uTEiRP47rvv0KtXL6GHorOCggI8/PDDsLKywv/+9z9cvHgRy5cv59e2NAdLly7FqlWr8M033+DSpUtYunQpPv30U3z99ddCD61ZZWVl6N27N1auXNno9k8//RRfffUVVq9ejWPHjsHOzg6xsbGorKw08kib19x1lJeX4/Tp03jvvfdw+vRp/P7777hy5QrGjBkjwEib1tLXgvPHH3/g6NGj8PHxMdLIdNPSdaSnp2PQoEHo2rUrkpOTkZaWhvfeew/W1tZGHmnTWrqGuXPn4u+//8Z///tfXLp0Ca+//jpmz56Nbdu2GXmkzWvN+9ycOXPw119/YcuWLdi/fz/u3LmDp556SrcT6aV/u4V76KGH2FmzZvEfq1Qq1sfHh12yZImAo2qfe/fusQDY/fv3Cz0UnZWUlLBdunRhExMT2ZiYGPa1114Tekg6eeutt9hBgwYJPYx2GTVqFPvCCy9oPffUU0+xkyZNEmhEugPA/vHHH/zHarWa9fLyYpctW8Y/V1hYyMpkMnbDhg0CjLB1HryOxhw/fpwFwN68edM4g9JRU9eQnZ3NdurUiT1//jzr7+/PfvHFF0Yfmy4au45//vOf7DPPPCPMgNqgsWvo0aMH++GHH2o917dvX/add94x4sh09+D7XGFhIWtlZcVu2bKF3+fSpUssADYlJaXVx6WMVTtVV1fj1KlTGDFiBP+cSCTCiBEjkJKSIuDI2qeoqAgA9LcopRHNmjULo0aN0vqamJNt27ahX79+GDduHDw8PBAREYF///vfQg9LJwMHDkRSUhKuXr0KADh79iwOHTqE+Ph4gUfWdhkZGcjJydH6vpLL5YiKijLrn3VA8/POMAycnJyEHkqrqdVqPPvss5g3bx569Ogh9HDaRK1WY8eOHQgNDUVsbCw8PDwQFRXV7LSnKRo4cCC2bduG27dvg2VZ7Nu3D1evXsXIkSOFHlqzHnyfO3XqFGpqarR+xrt27YrOnTvr9DNOgVU75eXlQaVSwdPTU+t5T09P5OTkCDSq9lGr1Xj99dfx8MMPo2fPnkIPRycbN27E6dOnsWTJEqGH0mY3btzAqlWr0KVLF+zatQszZszAq6++ip9++knoobXa22+/jfHjx6Nr166wsrJCREQEXn/9dUyaNEnoobUZ9/PckX7WAU1NyVtvvYUJEybA0dFR6OG02tKlSyGRSPDqq68KPZQ2u3fvHkpLS/HJJ58gLi4Ou3fvxpNPPomnnnoK+/fvF3p4rfb111+je/fu8PX1hVQqRVxcHFauXIkhQ4YIPbQmNfY+l5OTA6lU2uAPDF1/xgVdhJmYplmzZuH8+fM4dOiQ0EPRya1bt/Daa68hMTHRpOoTdKVWq9GvXz98/PHHAICIiAicP38eq1evxuTJkwUeXets3rwZ69evxy+//IIePXogNTUVr7/+Onx8fMzmGixBTU0Nnn76abAsi1WrVgk9nFY7deoUVqxYgdOnT4NhGKGH02ZqtRoA8MQTT2DOnDkAgD59+uDIkSNYvXo1YmJihBxeq3399dc4evQotm3bBn9/fxw4cACzZs2Cj4+Pyc4cGPJ9jjJW7eTm5gaxWNzgroHc3Fx4eXkJNKq2mz17NrZv3459+/bB19dX6OHo5NSpU7h37x769u0LiUQCiUSC/fv346uvvoJEIoFKpRJ6iK3i7e2N7t27az3XrVs3k7pLqCXz5s3js1bh4eF49tlnMWfOHLPOJHI/zx3lZ50Lqm7evInExESzylYdPHgQ9+7dQ+fOnfmf9Zs3b+KNN95AQECA0MNrNTc3N0gkErP+ea+oqMD//d//4fPPP8fo0aPRq1cvzJ49G//85z/x2WefCT28RjX1Pufl5YXq6moUFhZq7a/rzzgFVu0klUoRGRmJpKQk/jm1Wo2kpCRER0cLODLdsCyL2bNn448//sDevXsRGBgo9JB0Nnz4cJw7dw6pqan8o1+/fpg0aRJSU1MhFouFHmKrPPzwww1uAb569Sr8/f0FGpHuysvLIRJp/3oRi8X8X+jmKDAwEF5eXlo/68XFxTh27JhZ/awDdUHVtWvXsGfPHri6ugo9JJ08++yzSEtL0/pZ9/Hxwbx587Br1y6hh9dqUqkU/fv3N+uf95qaGtTU1JjFz3tL73ORkZH4//buPyiK+o0D+Ps6gUM4RPACLrxTA9EQTwkZAQMEx1OK0hLIHOOHOjqgQiCmqYGgdJioxZCpGYdlTlMIQqOkToCGIwp5mDNyKUKQniH+GD3HQODz/cMv9/XghAO2Tr89rxlm2M/ufvZ59rM799zu3p2ZmZneOa5Wq9HY2Nivc5xuBXIgMTERkZGR8PLygre3N3bs2IH79+8jOjra1KEZLS4uDt988w0OHToEoVCou588bNgwWFpamjg64wiFwh7PhFlZWcHe3v6Zelbsvffeg6+vLzIyMhAeHo4zZ85g9+7d2L17t6lDM1poaCg2b94MiUQCd3d3nDt3Dtu2bUNMTIypQ+uVVqvF5cuXddP19fVQqVSws7ODRCJBQkICNm3aBFdXV4wePRobNmyAWCzGnDlzTBe0Ab3l4eTkhHnz5uGXX37BDz/8gI6ODt35bmdnB3Nzc1OFraevseheDJqZmcHR0RFubm7/dKi96iuP5ORkREREwN/fH9OnT0dJSQmKi4tRVlZmuqC76SuHgIAAJCcnw9LSElKpFOXl5di3bx+2bdtmwqh76ut1btiwYVi0aBESExNhZ2cHGxsbrFixAj4+Ppg6darxG+L0s4v/YtnZ2UwikTBzc3Pm7e3NTp8+beqQ+gWAwb/c3FxThzYoz+LXLTDGWHFxMZswYQKzsLBg48aNY7t37zZ1SP1y9+5dFh8fzyQSCRMIBGzMmDFs3bp1rLW11dSh9aq0tNTgeRAZGckYe/SVCxs2bGAODg7MwsKCBQcHM7VabdqgDegtj/r6+iee76WlpaYOXaevsejuaf26BWPy2Lt3L3NxcWECgYDJZDJWWFhouoAN6CsHjUbDoqKimFgsZgKBgLm5ubGsrCzW2dlp2sC7MeZ17sGDByw2NpYNHz6cDR06lM2dO5dpNJp+bYf3340RQgghhJBBomesCCGEEEI4QoUVIYQQQghHqLAihBBCCOEIFVaEEEIIIRyhwooQQgghhCNUWBFCCCGEcIQKK0IIIYQQjlBhRcgzrKGhATweDyqVytSh6NTW1mLq1KkQCASYNGmSqcN5KqSmpv5t+4LH46GwsJDzfgsLC+Hi4gI+n4+EhAQolUrY2tpyvh1DAgMDkZCQ8I9sixCuUWFFyCBERUWBx+NBoVDotRcWFoLH45koKtNKSUmBlZUV1Gq13m9u/ZutWrVq0Pvi7yzODFm6dCnmzZuHpqYmpKenIyIiAr/99tug+oyKinrqfv6HEK5RYUXIIAkEAmRmZuL27dumDoUzbW1tA163rq4O06ZNg1Qqfep+3HcweQ2GtbX1U7cveqPVatHc3Ay5XA6xWAyhUAhLS0s8//zzT1zHVPv27/L/lg/551BhRcggzZgxA46Ojvjoo4+euIyhqw07duzAqFGjdNNd7+YzMjLg4OAAW1tbpKWlob29HcnJybCzs4OzszNyc3N79F9bWwtfX18IBAJMmDAB5eXlevMvXLiA2bNnw9raGg4ODli4cCFaWlp08wMDA7F8+XIkJCRgxIgRkMvlBvPo7OxEWloanJ2dYWFhgUmTJqGkpEQ3n8fjobq6GmlpaeDxeEhNTTXYT2BgIFauXInVq1fDzs4Ojo6OPZa9c+cOFi9eDJFIBBsbGwQFBaGmpqbH/npcQkICAgMD+8yrvLwc3t7esLCwgJOTE9asWYP29naj42OMITU1FRKJBBYWFhCLxVi5cqXBXIGe498V+9atW+Hk5AR7e3vExcXh4cOHBtdXKpXYuHEjampqwOPxwOPxoFQqdfNbWlowd+5cDB06FK6urigqKtJbv6/xf1xZWRmEQiEAICgoCDweD2VlZT1uBXbl9MUXX2D06NEQCAQAgO+//x4eHh6wtLSEvb09ZsyYgfv37yM1NRV5eXk4dOiQLgdjf2j4q6++gpeXF4RCIRwdHfHOO++gubkZwKOxcHFxwdatW/XWUalU4PF4uh8P7ut4elI+hPQXFVaEDBKfz0dGRgays7Pxxx9/DKqvn376CdeuXcOJEyewbds2pKSk4LXXXsPw4cNRWVmJZcuWYenSpT22k5ycjKSkJJw7dw4+Pj4IDQ3FzZs3ATx6QQkKCsLkyZNRVVWFkpIS/PnnnwgPD9frIy8vD+bm5qioqMDnn39uML5PPvkEWVlZ2Lp1K86fPw+5XI7XX38dly5dAgBoNBq4u7sjKSkJGo0Gq1atemKueXl5sLKyQmVlJbZs2YK0tDQcO3ZMNz8sLAzNzc04cuQIqqur4enpieDgYNy6datf+7R7XlevXkVISAimTJmCmpoa7Ny5E3v37sWmTZuMji8/Px/bt2/Hrl27cOnSJRQWFsLDw6NfcZWWlqKurg6lpaXIy8uDUqnUK5YeFxERgaSkJLi7u0Oj0UCj0SAiIkI3f+PGjQgPD8f58+cREhKCBQsW6PaTsePfxdfXF2q1WpenRqOBr6+vwWUvX76M/Px8HDx4ECqVChqNBvPnz0dMTAwuXryIsrIyvPnmm2CMYdWqVQgPD8esWbN0OTyp3+4ePnyI9PR01NTUoLCwEA0NDYiKigLwqJiPiYnp8YYjNzcX/v7+cHFxAWDc8dQ9H0IGhLvfjSbk3ycyMpK98cYbjDHGpk6dymJiYhhjjBUUFLDHT6+UlBQmk8n01t2+fTuTSqV6fUmlUtbR0aFrc3NzY6+88opuur29nVlZWbEDBw4wxhirr69nAJhCodAt8/DhQ+bs7MwyMzMZY4ylp6ezmTNn6m27qamJAWBqtZoxxlhAQACbPHlyn/mKxWK2efNmvbYpU6aw2NhY3bRMJmMpKSm99hMQEMCmTZvWo5/333+fMcbYyZMnmY2NDfvrr7/0lnnxxRfZrl27GGP6+75LfHw8CwgI0NtO97w++OAD5ubmxjo7O3VtOTk5zNraWrfv+4ovKyuLjR07lrW1tfWaZ5fu49811u3t7bq2sLAwFhERYXQfXQCw9evX66a1Wi0DwI4cOcIYM278u7t9+zYDwEpLS3Vtubm5bNiwYXrxmJmZsebmZl1bdXU1A8AaGhoM9mtozAwJCAhg8fHxT5x/9uxZBoDdu3ePMcbY1atXGZ/PZ5WVlYwxxtra2tiIESOYUqlkjBl3PBnKh5CBoCtWhHAkMzMTeXl5uHjx4oD7cHd3x3PP/e+0dHBw0LsSwufzYW9vr7sN0sXHx0f3/5AhQ+Dl5aWLo6amBqWlpbC2ttb9jRs3DsCj56G6vPzyy73GdvfuXVy7dg1+fn567X5+fgPKeeLEiXrTTk5Ourxqamqg1Wphb2+vF3d9fb1ezMbontfFixfh4+Oj9+ECPz8/aLVavSuBvcUXFhaGBw8eYMyYMViyZAkKCgr0biUaw93dHXw+32D//fV4rFZWVrCxsdHbl8aM/0BIpVKIRCLdtEwmQ3BwMDw8PBAWFoY9e/Zw8uxhdXU1QkNDIZFIIBQKERAQAABobGwEAIjFYrz66qv48ssvAQDFxcVobW1FWFgYAOOPp+75EDIQQ0wdACH/L/z9/SGXy7F27VrdbYouzz33HBhjem2GnqcxMzPTm+bxeAbbOjs7jY5Lq9UiNDQUmZmZPeY5OTnp/reysjK6Ty70lpdWq4WTk5PBZ3C6nvMxdp8ONK/e4hs5ciTUajWOHz+OY8eOITY2Fh9//DHKy8t7rDeQ/rmM1djxH4ju+5bP5+PYsWM4deoUjh49iuzsbKxbtw6VlZUYPXr0gLZx//59yOVyyOVy7N+/HyKRCI2NjZDL5XoPmC9evBgLFy7E9u3bkZubi4iICAwdOhSAcceToXwIGQgqrAjhkEKhwKRJk+Dm5qbXLhKJcP36dTDGdFdKuHyG4/Tp0/D39wcAtLe3o7q6GsuXLwcAeHp6Ij8/H6NGjcKQIQM/5W1sbCAWi1FRUaG7YgAAFRUV8Pb2HlwC3Xh6euL69esYMmSI3gP+jxOJRLhw4YJem0ql6rOwGT9+PPLz8/XGoqKiAkKhEM7OzkbHaGlpidDQUISGhiIuLg7jxo3Dr7/+Ck9PT6P76A9zc3N0dHT0ez2uxt9YPB4Pfn5+8PPzw4cffgipVIqCggIkJiYOKIfa2lrcvHkTCoUCI0eOBABUVVX1WC4kJARWVlbYuXMnSkpKcOLECd08Y44nQrhCtwIJ4ZCHhwcWLFiATz/9VK89MDAQN27cwJYtW1BXV4ecnBwcOXKEs+3m5OSgoKAAtbW1iIuLw+3btxETEwMAiIuLw61btzB//nycPXsWdXV1+PHHHxEdHd3vF7nk5GRkZmbi22+/hVqtxpo1a6BSqRAfH89ZLsCjT1r6+Phgzpw5OHr0KBoaGnDq1CmsW7dO96IaFBSEqqoq7Nu3D5cuXUJKSkqPQsuQ2NhYNDU1YcWKFaitrcWhQ4eQkpKCxMREvduwvVEqldi7dy8uXLiAK1eu4Ouvv4alpSWkUumg8u7NqFGjUF9fD5VKhZaWFrS2thq1Hpfj35fKykpkZGSgqqoKjY2NOHjwIG7cuIHx48frcjh//jzUajVaWlqe+CnIx0kkEpibmyM7OxtXrlxBUVER0tPTeyzH5/MRFRWFtWvXwtXVVe/2uDHHEyFcocKKEI6lpaX1uKUzfvx4fPbZZ8jJyYFMJsOZM2d6/cRcfykUCigUCshkMvz8888oKirCiBEjAEB3lamjowMzZ86Eh4cHEhISYGtra3Qh0WXlypVITExEUlISPDw8UFJSgqKiIri6unKWC/Doqsfhw4fh7++P6OhojB07Fm+//TZ+//13ODg4AADkcjk2bNiA1atXY8qUKbh37x7efffdPvt+4YUXcPjwYZw5cwYymQzLli3DokWLsH79eqPjs7W1xZ49e+Dn54eJEyfi+PHjKC4u/lu/q+qtt97CrFmzMH36dIhEIhw4cMCo9bgc/77Y2NjgxIkTCAkJwdixY7F+/XpkZWVh9uzZAIAlS5bAzc0NXl5eEIlEqKio6LNPkUgEpVKJ7777Di+99BIUCkWPr1bosmjRIrS1tSE6Olqv3ZjjiRCu8Fj3hxQIIYSQZ9DJkycRHByMpqYmKpiIyVBhRQgh5JnW2tqKGzduIDIyEo6Ojti/f7+pQyL/YnQrkBBCyDPtwIEDkEqluHPnDrZs2WLqcMi/HF2xIoQQQgjhCF2xIoQQQgjhCBVWhBBCCCEcocKKEEIIIYQjVFgRQgghhHCECitCCCGEEI5QYUUIIYQQwhEqrAghhBBCOEKFFSGEEEIIR6iwIoQQQgjhyH8AA+PKgmYo4BIAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment