Skip to content

Instantly share code, notes, and snippets.

@tej87681088
Created April 28, 2022 08:56
Show Gist options
  • Select an option

  • Save tej87681088/914d6dbf634e03decdb1827733337444 to your computer and use it in GitHub Desktop.

Select an option

Save tej87681088/914d6dbf634e03decdb1827733337444 to your computer and use it in GitHub Desktop.
TEJAPI_Medium量化分析18.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "TEJAPI_Medium量化分析18.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyPhA1YsRf58elnlH0pnFC7W",
"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/tej87681088/914d6dbf634e03decdb1827733337444/tejapi_medium-18.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"from datetime import datetime, timedelta \n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt \n",
"import seaborn as sns\n",
"import tejapi\n",
"import plotly.graph_objects as go\n",
"import plotly.io as pio"
],
"metadata": {
"id": "xQsVqSsv8e9C"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "QvQxfPN6X00i"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"!wget 'https://noto-website-2.storage.googleapis.com/pkgs/NotoSansCJKtc-hinted.zip'\n",
"!mkdir /tmp/fonts\n",
"!unzip -o NotoSansCJKtc-hinted.zip -d /tmp/fonts/\n",
"!mv /tmp/fonts/NotoSansMonoCJKtc-Regular.otf /usr/share/fonts/truetype/NotoSansMonoCJKtc-Regular.otf -f\n",
"!rm -rf /tmp/fonts\n",
"!rm NotoSansCJKtc-hinted.zip\n",
"import matplotlib.font_manager as font_manager\n",
"import matplotlib.pyplot as plt\n",
"\n",
"font_dirs = ['/usr/share/fonts/truetype/']\n",
"font_files = font_manager.findSystemFonts(fontpaths=font_dirs)\n",
"\n",
"for font_file in font_files:\n",
" font_manager.fontManager.addfont(font_file)\n",
"\n",
"plt.rcParams['font.family'] = \"Noto Sans Mono CJK TC\"\n",
"\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "SmBIDv7YFFyB",
"outputId": "fc6d997c-2851-4bc2-cf61-555f6ecfad95"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2022-04-20 08:34:42-- https://noto-website-2.storage.googleapis.com/pkgs/NotoSansCJKtc-hinted.zip\n",
"Resolving noto-website-2.storage.googleapis.com (noto-website-2.storage.googleapis.com)... 142.250.141.128, 2607:f8b0:4023:c0b::80\n",
"Connecting to noto-website-2.storage.googleapis.com (noto-website-2.storage.googleapis.com)|142.250.141.128|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 121247366 (116M) [application/zip]\n",
"Saving to: ‘NotoSansCJKtc-hinted.zip’\n",
"\n",
"NotoSansCJKtc-hinte 100%[===================>] 115.63M 163MB/s in 0.7s \n",
"\n",
"2022-04-20 08:34:42 (163 MB/s) - ‘NotoSansCJKtc-hinted.zip’ saved [121247366/121247366]\n",
"\n",
"Archive: NotoSansCJKtc-hinted.zip\n",
" inflating: /tmp/fonts/LICENSE_OFL.txt \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Black.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Bold.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-DemiLight.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Light.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Medium.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Regular.otf \n",
" inflating: /tmp/fonts/NotoSansCJKtc-Thin.otf \n",
" inflating: /tmp/fonts/NotoSansMonoCJKtc-Bold.otf \n",
" inflating: /tmp/fonts/NotoSansMonoCJKtc-Regular.otf \n",
" inflating: /tmp/fonts/README \n"
]
}
]
},
{
"cell_type": "code",
"source": [
"tejapi.ApiConfig.api_key=\"\"###yourkey\n"
],
"metadata": {
"id": "NzY7DYIr8iFV"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df=pd.read_excel(\"/content/美國公債殖利率.xlsx\")\n"
],
"metadata": {
"id": "z-Wd51cU8kRZ"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 423
},
"id": "c-PZoI5589CS",
"outputId": "075ab4b8-9a95-4d46-ed3b-31ce880029d3"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" 日期 US3M US2Y US10Y\n",
"0 1990-01-04 7.84 7.92 7.98\n",
"1 1990-01-05 7.79 7.90 7.99\n",
"2 1990-01-06 NaN NaN NaN\n",
"3 1990-01-08 7.79 7.90 8.02\n",
"4 1990-01-09 7.80 7.91 8.02\n",
"... ... ... ... ...\n",
"8336 2022-03-30 0.55 2.31 2.35\n",
"8337 2022-03-31 0.52 2.28 2.32\n",
"8338 2022-04-01 0.53 2.44 2.39\n",
"8339 2022-04-05 0.66 2.43 2.42\n",
"8340 2022-04-06 0.65 2.51 2.54\n",
"\n",
"[8341 rows x 4 columns]"
],
"text/html": [
"\n",
" <div id=\"df-f0a04307-89e5-46b4-9b68-69bed859eccd\">\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>日期</th>\n",
" <th>US3M</th>\n",
" <th>US2Y</th>\n",
" <th>US10Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1990-01-04</td>\n",
" <td>7.84</td>\n",
" <td>7.92</td>\n",
" <td>7.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1990-01-05</td>\n",
" <td>7.79</td>\n",
" <td>7.90</td>\n",
" <td>7.99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1990-01-06</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1990-01-08</td>\n",
" <td>7.79</td>\n",
" <td>7.90</td>\n",
" <td>8.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1990-01-09</td>\n",
" <td>7.80</td>\n",
" <td>7.91</td>\n",
" <td>8.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8336</th>\n",
" <td>2022-03-30</td>\n",
" <td>0.55</td>\n",
" <td>2.31</td>\n",
" <td>2.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8337</th>\n",
" <td>2022-03-31</td>\n",
" <td>0.52</td>\n",
" <td>2.28</td>\n",
" <td>2.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8338</th>\n",
" <td>2022-04-01</td>\n",
" <td>0.53</td>\n",
" <td>2.44</td>\n",
" <td>2.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8339</th>\n",
" <td>2022-04-05</td>\n",
" <td>0.66</td>\n",
" <td>2.43</td>\n",
" <td>2.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8340</th>\n",
" <td>2022-04-06</td>\n",
" <td>0.65</td>\n",
" <td>2.51</td>\n",
" <td>2.54</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8341 rows × 4 columns</p>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f0a04307-89e5-46b4-9b68-69bed859eccd')\"\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-f0a04307-89e5-46b4-9b68-69bed859eccd 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-f0a04307-89e5-46b4-9b68-69bed859eccd');\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": "code",
"source": [
"df.dropna(inplace=True)\n",
"df.reset_index(drop=True,inplace=True)\n"
],
"metadata": {
"id": "RroiIznA8_u_"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df[\"dif2Y\"]=df.US10Y-df.US2Y\n"
],
"metadata": {
"id": "WGmGv8So9af3"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df[\"invertkeepday\"]=df[\"dif2Y\"].apply(lambda x : 1 if x < 0 else 0 )\n",
"df[\"cross\"]=np.nan\n",
"df[\"notcross\"]=np.nan"
],
"metadata": {
"id": "430O9xXd97SU"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 423
},
"id": "vDHwsP3k98Te",
"outputId": "7c0d34a1-c5fc-4ded-9465-a9e2a3c0efce"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" 日期 US3M US2Y US10Y dif2Y invertkeepday cross notcross\n",
"0 1990-01-04 7.84 7.92 7.98 0.06 0 NaN NaN\n",
"1 1990-01-05 7.79 7.90 7.99 0.09 0 NaN NaN\n",
"2 1990-01-08 7.79 7.90 8.02 0.12 0 NaN NaN\n",
"3 1990-01-09 7.80 7.91 8.02 0.11 0 NaN NaN\n",
"4 1990-01-10 7.75 7.91 8.03 0.12 0 NaN NaN\n",
"... ... ... ... ... ... ... ... ...\n",
"7584 2022-03-30 0.55 2.31 2.35 0.04 0 NaN NaN\n",
"7585 2022-03-31 0.52 2.28 2.32 0.04 0 NaN NaN\n",
"7586 2022-04-01 0.53 2.44 2.39 -0.05 1 NaN NaN\n",
"7587 2022-04-05 0.66 2.43 2.42 -0.01 1 NaN NaN\n",
"7588 2022-04-06 0.65 2.51 2.54 0.03 0 NaN NaN\n",
"\n",
"[7589 rows x 8 columns]"
],
"text/html": [
"\n",
" <div id=\"df-d043c1f5-4a71-40dc-9324-3475f8fae93e\">\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>日期</th>\n",
" <th>US3M</th>\n",
" <th>US2Y</th>\n",
" <th>US10Y</th>\n",
" <th>dif2Y</th>\n",
" <th>invertkeepday</th>\n",
" <th>cross</th>\n",
" <th>notcross</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1990-01-04</td>\n",
" <td>7.84</td>\n",
" <td>7.92</td>\n",
" <td>7.98</td>\n",
" <td>0.06</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1990-01-05</td>\n",
" <td>7.79</td>\n",
" <td>7.90</td>\n",
" <td>7.99</td>\n",
" <td>0.09</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1990-01-08</td>\n",
" <td>7.79</td>\n",
" <td>7.90</td>\n",
" <td>8.02</td>\n",
" <td>0.12</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1990-01-09</td>\n",
" <td>7.80</td>\n",
" <td>7.91</td>\n",
" <td>8.02</td>\n",
" <td>0.11</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1990-01-10</td>\n",
" <td>7.75</td>\n",
" <td>7.91</td>\n",
" <td>8.03</td>\n",
" <td>0.12</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7584</th>\n",
" <td>2022-03-30</td>\n",
" <td>0.55</td>\n",
" <td>2.31</td>\n",
" <td>2.35</td>\n",
" <td>0.04</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7585</th>\n",
" <td>2022-03-31</td>\n",
" <td>0.52</td>\n",
" <td>2.28</td>\n",
" <td>2.32</td>\n",
" <td>0.04</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7586</th>\n",
" <td>2022-04-01</td>\n",
" <td>0.53</td>\n",
" <td>2.44</td>\n",
" <td>2.39</td>\n",
" <td>-0.05</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7587</th>\n",
" <td>2022-04-05</td>\n",
" <td>0.66</td>\n",
" <td>2.43</td>\n",
" <td>2.42</td>\n",
" <td>-0.01</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7588</th>\n",
" <td>2022-04-06</td>\n",
" <td>0.65</td>\n",
" <td>2.51</td>\n",
" <td>2.54</td>\n",
" <td>0.03</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>7589 rows × 8 columns</p>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d043c1f5-4a71-40dc-9324-3475f8fae93e')\"\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-d043c1f5-4a71-40dc-9324-3475f8fae93e 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-d043c1f5-4a71-40dc-9324-3475f8fae93e');\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": 11
}
]
},
{
"cell_type": "code",
"source": [
"startday=[]\n",
"endday =[]\n",
"keep = 0 \n",
"df=df.copy()\n",
"for i in range(len(df)):\n",
" if df[\"invertkeepday\"][i] >0 :\n",
" if keep == 0: \n",
" df[\"cross\"][i]=df[\"US10Y\"][i]\n",
" startday.append(df[\"日期\"][i])\n",
" keep = 1\n",
" elif keep == 1 :\n",
" df[\"notcross\"][i]=df[\"US10Y\"][i]\n",
"\n",
" if df[\"invertkeepday\"][i] < 1 :\n",
" endday.append(df[\"日期\"][i])\n",
" keep = 0 \n",
" "
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "23tpWEbO-9xd",
"outputId": "fafa05dc-fde5-4322-a913-c7c9b208f501"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n",
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" if sys.path[0] == '':\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"df"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 423
},
"id": "ggxsgMqc-_a1",
"outputId": "c6f2c926-6802-4963-8b23-9bb4b8de5328"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" 日期 US3M US2Y US10Y dif2Y invertkeepday cross notcross\n",
"0 1990-01-04 7.84 7.92 7.98 0.06 0 NaN NaN\n",
"1 1990-01-05 7.79 7.90 7.99 0.09 0 NaN NaN\n",
"2 1990-01-08 7.79 7.90 8.02 0.12 0 NaN NaN\n",
"3 1990-01-09 7.80 7.91 8.02 0.11 0 NaN NaN\n",
"4 1990-01-10 7.75 7.91 8.03 0.12 0 NaN NaN\n",
"... ... ... ... ... ... ... ... ...\n",
"7584 2022-03-30 0.55 2.31 2.35 0.04 0 NaN NaN\n",
"7585 2022-03-31 0.52 2.28 2.32 0.04 0 NaN NaN\n",
"7586 2022-04-01 0.53 2.44 2.39 -0.05 1 2.39 NaN\n",
"7587 2022-04-05 0.66 2.43 2.42 -0.01 1 NaN NaN\n",
"7588 2022-04-06 0.65 2.51 2.54 0.03 0 NaN 2.54\n",
"\n",
"[7589 rows x 8 columns]"
],
"text/html": [
"\n",
" <div id=\"df-addccc36-51c9-4ba7-9d83-74fe94377737\">\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>日期</th>\n",
" <th>US3M</th>\n",
" <th>US2Y</th>\n",
" <th>US10Y</th>\n",
" <th>dif2Y</th>\n",
" <th>invertkeepday</th>\n",
" <th>cross</th>\n",
" <th>notcross</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1990-01-04</td>\n",
" <td>7.84</td>\n",
" <td>7.92</td>\n",
" <td>7.98</td>\n",
" <td>0.06</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1990-01-05</td>\n",
" <td>7.79</td>\n",
" <td>7.90</td>\n",
" <td>7.99</td>\n",
" <td>0.09</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1990-01-08</td>\n",
" <td>7.79</td>\n",
" <td>7.90</td>\n",
" <td>8.02</td>\n",
" <td>0.12</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1990-01-09</td>\n",
" <td>7.80</td>\n",
" <td>7.91</td>\n",
" <td>8.02</td>\n",
" <td>0.11</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1990-01-10</td>\n",
" <td>7.75</td>\n",
" <td>7.91</td>\n",
" <td>8.03</td>\n",
" <td>0.12</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7584</th>\n",
" <td>2022-03-30</td>\n",
" <td>0.55</td>\n",
" <td>2.31</td>\n",
" <td>2.35</td>\n",
" <td>0.04</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7585</th>\n",
" <td>2022-03-31</td>\n",
" <td>0.52</td>\n",
" <td>2.28</td>\n",
" <td>2.32</td>\n",
" <td>0.04</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7586</th>\n",
" <td>2022-04-01</td>\n",
" <td>0.53</td>\n",
" <td>2.44</td>\n",
" <td>2.39</td>\n",
" <td>-0.05</td>\n",
" <td>1</td>\n",
" <td>2.39</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7587</th>\n",
" <td>2022-04-05</td>\n",
" <td>0.66</td>\n",
" <td>2.43</td>\n",
" <td>2.42</td>\n",
" <td>-0.01</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7588</th>\n",
" <td>2022-04-06</td>\n",
" <td>0.65</td>\n",
" <td>2.51</td>\n",
" <td>2.54</td>\n",
" <td>0.03</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>2.54</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>7589 rows × 8 columns</p>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-addccc36-51c9-4ba7-9d83-74fe94377737')\"\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-addccc36-51c9-4ba7-9d83-74fe94377737 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-addccc36-51c9-4ba7-9d83-74fe94377737');\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": 13
}
]
},
{
"cell_type": "code",
"source": [
" \n",
"for start , end in zip(startday,endday):\n",
" print(start , end, end-start)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "GtfGcDR3ATj-",
"outputId": "52da6754-1fe9-4aa2-816e-2dc4b92fbe01"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1990-03-08 00:00:00 1990-03-30 00:00:00 22 days 00:00:00\n",
"1998-05-26 00:00:00 1998-05-27 00:00:00 1 days 00:00:00\n",
"1998-06-09 00:00:00 1998-06-12 00:00:00 3 days 00:00:00\n",
"1998-06-15 00:00:00 1998-07-10 00:00:00 25 days 00:00:00\n",
"1998-07-21 00:00:00 1998-07-28 00:00:00 7 days 00:00:00\n",
"2000-02-09 00:00:00 2000-02-10 00:00:00 1 days 00:00:00\n",
"2000-02-11 00:00:00 2000-12-27 00:00:00 320 days 00:00:00\n",
"2000-12-28 00:00:00 2000-12-29 00:00:00 1 days 00:00:00\n",
"2005-12-27 00:00:00 2005-12-28 00:00:00 1 days 00:00:00\n",
"2005-12-29 00:00:00 2006-01-03 00:00:00 5 days 00:00:00\n",
"2006-02-03 00:00:00 2006-03-08 00:00:00 33 days 00:00:00\n",
"2006-03-21 00:00:00 2006-03-30 00:00:00 9 days 00:00:00\n",
"2006-06-08 00:00:00 2006-06-29 00:00:00 21 days 00:00:00\n",
"2006-06-30 00:00:00 2006-07-27 00:00:00 27 days 00:00:00\n",
"2006-08-02 00:00:00 2006-08-04 00:00:00 2 days 00:00:00\n",
"2006-08-07 00:00:00 2006-08-08 00:00:00 1 days 00:00:00\n",
"2006-08-14 00:00:00 2006-08-16 00:00:00 2 days 00:00:00\n",
"2006-08-17 00:00:00 2007-03-21 00:00:00 216 days 00:00:00\n",
"2007-05-03 00:00:00 2007-05-22 00:00:00 19 days 00:00:00\n",
"2007-05-30 00:00:00 2007-06-06 00:00:00 7 days 00:00:00\n",
"2019-08-27 00:00:00 2019-08-30 00:00:00 3 days 00:00:00\n",
"2022-04-01 00:00:00 2022-04-06 00:00:00 5 days 00:00:00\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"\n",
"inverted=pd.DataFrame(endday,startday)\n",
"inverted.reset_index(inplace=True)\n",
"inverted[\"year\"]=inverted[\"index\"].dt.year\n",
"datetime=inverted.groupby('year')\n",
"datetime=list(datetime)\n",
"getstart=[]\n",
"getend =[]\n",
"for i in datetime :\n",
" i[1].reset_index(drop=True,inplace=True)\n",
" start = i[1][\"index\"][0]\n",
" end = i[1][ 0][len(i[1])-1]\n",
" getstart.append(start)\n",
" getend.append(end)\n",
"for start , end in zip(getstart,getend):\n",
" print(start , end, end-start)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "X9t86t0uBc8p",
"outputId": "c1a201fc-f37f-4126-effe-d195eb59a894"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1990-03-08 00:00:00 1990-03-30 00:00:00 22 days 00:00:00\n",
"1998-05-26 00:00:00 1998-07-28 00:00:00 63 days 00:00:00\n",
"2000-02-09 00:00:00 2000-12-29 00:00:00 324 days 00:00:00\n",
"2005-12-27 00:00:00 2006-01-03 00:00:00 7 days 00:00:00\n",
"2006-02-03 00:00:00 2007-03-21 00:00:00 411 days 00:00:00\n",
"2007-05-03 00:00:00 2007-06-06 00:00:00 34 days 00:00:00\n",
"2019-08-27 00:00:00 2019-08-30 00:00:00 3 days 00:00:00\n",
"2022-04-01 00:00:00 2022-04-06 00:00:00 5 days 00:00:00\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"df.set_index(\"日期\",inplace=True)\n",
"\n",
"plt.figure(figsize=(12.2,4.5))\n",
"plt.scatter(df.index,df['cross'],color='red', label='cross!',marker='x',alpha=1)\n",
"plt.scatter(df.index,df['notcross'],color='green', label='Notcross',marker='o',alpha=1)\n",
"plt.plot(df[\"US2Y\"], label='2Y', alpha=0.35)\n",
"plt.plot(df[\"US10Y\"], label='10Y', alpha=0.35)\n",
"plt.plot(df[\"dif2Y\"], label='dif', alpha=0.35)\n",
"\n",
"plt.title('Cross 2y 10y')\n",
"#字斜45度角\n",
"plt.xticks(rotation=45)\n",
"plt.xlabel('Date') \n",
"plt.ylabel('Price')\n",
"plt.legend()\n",
"plt.grid()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 334
},
"id": "rlZuz5a_CXn9",
"outputId": "47949d05-46d4-4557-b631-6feda7915994"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 878.4x324 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"df[df[\"US2Y\"]==0]\n",
"df.drop(index=\"2017-04-14\",axis=1,inplace=True)"
],
"metadata": {
"id": "5_WYjHgkC1gb"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"\n",
"plt.figure(figsize=(12.2,4.5))\n",
"plt.scatter(df.index,df['cross'],color='red', label='cross!',marker='x',alpha=1)\n",
"plt.scatter(df.index,df['notcross'],color='green', label='Notcross',marker='o',alpha=1)\n",
"plt.plot(df[\"US2Y\"], label='2Y', alpha=0.35)\n",
"plt.plot(df[\"US10Y\"], label='10Y', alpha=0.35)\n",
"plt.plot(df[\"dif2Y\"], label='dif', alpha=0.35)\n",
"\n",
"plt.title('Cross 2y 10y')\n",
"#字斜45度角\n",
"plt.xticks(rotation=45)\n",
"plt.xlabel('Date') \n",
"plt.ylabel('Price')\n",
"plt.legend()\n",
"plt.grid()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 334
},
"id": "STBRMNQWC4MS",
"outputId": "22510147-df71-4892-daab-40b535ef1589"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 878.4x324 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"from dateutil.relativedelta import relativedelta\n",
"for i in range(len(datetime)):\n",
" \n",
" start = datetime[i][1][\"index\"][0]\n",
" end = start + relativedelta(years=+2)\n",
" opts=[\"CA2136\",'CA32' ,'CA3301', 'CA34', 'CA3402','CA2402','CA0602' ,'SB03' ,'SB23' ,\"CA0202 GDP\" ]\n",
" data = tejapi.get('GLOBAL/ANMAR',\n",
" coid=opts,\n",
" mdate={'gt':start,'lt':end},\n",
" paginate=True,\n",
" chinese_column_name=True,\n",
" )\n",
"\n",
" data1=data.groupby(\"代碼\")\n",
" data1=list(data1)\n",
" datadescribe = tejapi.get('GLOBAL/ABMAR',\n",
" coid=opts,\n",
" # opts=\"cname\",\n",
" # mdate={'gt':start,'lt':end},\n",
" paginate=True,\n",
" chinese_column_name=True,\n",
" )\n",
" ####################### use drscribe to merge \n",
" data.rename(columns={\"代碼\" : \"總經代碼\"},inplace=True)\n",
"\n",
" mergedf=pd.merge(data,datadescribe,on = '總經代碼' )\n",
"\n",
" mergedata=mergedf.groupby(\"中文全稱\")\n",
" mergedata=list(mergedata)\n",
"\n",
"\n",
" try :\n",
" dataineed=pd.DataFrame(index=mergedata[0][1][\"年月\"])\n",
" except IndexError:\n",
" break\n",
" fig, axes = plt.subplots(nrows=3, ncols=3, dpi=120, figsize=(10,6))\n",
" for a, ax in enumerate(axes.flatten()):\n",
" try :\n",
" df = mergedata[a][1].set_index(\"年月\")\n",
" ax.set_title(df[\"中文全稱\"][0])\n",
" dataineed[str(df[\"中文全稱\"][0])]=0\n",
" dataineed[str(df[\"中文全稱\"][0])]=df[\"數值\"]\n",
"\n",
" df = df[\"數值\"]\n",
" # dataineed[str(df[\"中文全稱\"][0])]=df\n",
" ax.plot(df, color='blue', linewidth=1)\n",
" # Decorations\n",
" ax.xaxis.set_ticks_position('none')\n",
" ax.yaxis.set_ticks_position('none')\n",
" ax.spines[\"top\"].set_alpha(0)\n",
" ax.tick_params(labelsize=6)\n",
" except IndexError :\n",
" break\n",
" plt.tight_layout(); \n",
" trace0= go.Scatter(\n",
" x = dataineed.index,\n",
" y = dataineed['美國紐約道瓊工業平均數'],\n",
" mode ='lines',\n",
" name = 'Dow Jones',\n",
" yaxis='y2'\n",
" )\n",
" trace1 = go.Scatter(\n",
" x = dataineed.index,\n",
" y = dataineed['美國實質GDP經濟折年率-2012=100-季'],\n",
" mode ='markers',\n",
" name = 'gdp'\n",
" )\n",
" trace2= go.Scatter(\n",
" x = dataineed.index,\n",
" y = dataineed['美國CPI年增率-1982-84=100'],\n",
" mode ='lines',\n",
" name = 'Cpi',\n",
" )\n",
" trace3= go.Scatter(\n",
" x = dataineed.index,\n",
" y = dataineed['美國官方聯邦資金利率'],\n",
" mode ='lines',\n",
" name = 'Fed fund rate',\n",
" )\n",
" \n",
" data=[trace0,trace1,trace2,trace3]\n",
" # layout = go.Layout(title='Average Away and Home Team Goals Per Year')\n",
"\n",
" layout = go.Layout(\n",
" yaxis2=dict(anchor='x', overlaying='y', side='right')#設置座標軸的格式,一般次座標軸在右側\n",
" )\n",
" fig = go.Figure(data=data,layout=layout)\n",
"\n",
" fig.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "PL5rCR3MDOrM",
"outputId": "7149fa6d-3207-4fe0-ca09-da0b26981065"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"1e39a517-f9b5-40d8-90cb-dada4ff79303\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"1e39a517-f9b5-40d8-90cb-dada4ff79303\")) { Plotly.newPlot( \"1e39a517-f9b5-40d8-90cb-dada4ff79303\", [{\"mode\":\"lines\",\"name\":\"Dow Jones\",\"x\":[\"1990-04-01T00:00:00+00:00\",\"1990-05-01T00:00:00+00:00\",\"1990-06-01T00:00:00+00:00\",\"1990-07-01T00:00:00+00:00\",\"1990-08-01T00:00:00+00:00\",\"1990-09-01T00:00:00+00:00\",\"1990-10-01T00:00:00+00:00\",\"1990-11-01T00:00:00+00:00\",\"1990-12-01T00:00:00+00:00\",\"1991-01-01T00:00:00+00:00\",\"1991-02-01T00:00:00+00:00\",\"1991-03-01T00:00:00+00:00\",\"1991-04-01T00:00:00+00:00\",\"1991-05-01T00:00:00+00:00\",\"1991-06-01T00:00:00+00:00\",\"1991-07-01T00:00:00+00:00\",\"1991-08-01T00:00:00+00:00\",\"1991-09-01T00:00:00+00:00\",\"1991-10-01T00:00:00+00:00\",\"1991-11-01T00:00:00+00:00\",\"1991-12-01T00:00:00+00:00\",\"1992-01-01T00:00:00+00:00\",\"1992-02-01T00:00:00+00:00\",\"1992-03-01T00:00:00+00:00\"],\"y\":[2656.8,2876.7,2880.7,2905.2,2614.4,2452.5,2442.3,2559.7,2633.7,2736.4,2882.2,2913.9,2887.9,3027.5,2906.8,3024.8,3043.6,3016.8,3069.1,2894.7,3168.8,3223.4,3267.7,3235.5],\"yaxis\":\"y2\",\"type\":\"scatter\"},{\"mode\":\"markers\",\"name\":\"gdp\",\"x\":[\"1990-04-01T00:00:00+00:00\",\"1990-05-01T00:00:00+00:00\",\"1990-06-01T00:00:00+00:00\",\"1990-07-01T00:00:00+00:00\",\"1990-08-01T00:00:00+00:00\",\"1990-09-01T00:00:00+00:00\",\"1990-10-01T00:00:00+00:00\",\"1990-11-01T00:00:00+00:00\",\"1990-12-01T00:00:00+00:00\",\"1991-01-01T00:00:00+00:00\",\"1991-02-01T00:00:00+00:00\",\"1991-03-01T00:00:00+00:00\",\"1991-04-01T00:00:00+00:00\",\"1991-05-01T00:00:00+00:00\",\"1991-06-01T00:00:00+00:00\",\"1991-07-01T00:00:00+00:00\",\"1991-08-01T00:00:00+00:00\",\"1991-09-01T00:00:00+00:00\",\"1991-10-01T00:00:00+00:00\",\"1991-11-01T00:00:00+00:00\",\"1991-12-01T00:00:00+00:00\",\"1992-01-01T00:00:00+00:00\",\"1992-02-01T00:00:00+00:00\",\"1992-03-01T00:00:00+00:00\"],\"y\":[null,null,1.4612,null,null,0.2643,null,null,-3.5937,null,null,-1.8553,null,null,3.1522,null,null,2.0364,null,null,1.4047,null,null,4.8713],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Cpi\",\"x\":[\"1990-04-01T00:00:00+00:00\",\"1990-05-01T00:00:00+00:00\",\"1990-06-01T00:00:00+00:00\",\"1990-07-01T00:00:00+00:00\",\"1990-08-01T00:00:00+00:00\",\"1990-09-01T00:00:00+00:00\",\"1990-10-01T00:00:00+00:00\",\"1990-11-01T00:00:00+00:00\",\"1990-12-01T00:00:00+00:00\",\"1991-01-01T00:00:00+00:00\",\"1991-02-01T00:00:00+00:00\",\"1991-03-01T00:00:00+00:00\",\"1991-04-01T00:00:00+00:00\",\"1991-05-01T00:00:00+00:00\",\"1991-06-01T00:00:00+00:00\",\"1991-07-01T00:00:00+00:00\",\"1991-08-01T00:00:00+00:00\",\"1991-09-01T00:00:00+00:00\",\"1991-10-01T00:00:00+00:00\",\"1991-11-01T00:00:00+00:00\",\"1991-12-01T00:00:00+00:00\",\"1992-01-01T00:00:00+00:00\",\"1992-02-01T00:00:00+00:00\",\"1992-03-01T00:00:00+00:00\"],\"y\":[4.7116,4.3619,4.6737,4.8232,5.618,6.16,6.2898,6.2748,6.1063,5.6515,5.3125,4.8951,4.8875,4.9536,4.6959,4.4479,3.7994,3.3911,2.9213,2.9895,3.0643,2.6003,2.819,3.1852],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Fed fund rate\",\"x\":[\"1990-04-01T00:00:00+00:00\",\"1990-05-01T00:00:00+00:00\",\"1990-06-01T00:00:00+00:00\",\"1990-07-01T00:00:00+00:00\",\"1990-08-01T00:00:00+00:00\",\"1990-09-01T00:00:00+00:00\",\"1990-10-01T00:00:00+00:00\",\"1990-11-01T00:00:00+00:00\",\"1990-12-01T00:00:00+00:00\",\"1991-01-01T00:00:00+00:00\",\"1991-02-01T00:00:00+00:00\",\"1991-03-01T00:00:00+00:00\",\"1991-04-01T00:00:00+00:00\",\"1991-05-01T00:00:00+00:00\",\"1991-06-01T00:00:00+00:00\",\"1991-07-01T00:00:00+00:00\",\"1991-08-01T00:00:00+00:00\",\"1991-09-01T00:00:00+00:00\",\"1991-10-01T00:00:00+00:00\",\"1991-11-01T00:00:00+00:00\",\"1991-12-01T00:00:00+00:00\",\"1992-01-01T00:00:00+00:00\",\"1992-02-01T00:00:00+00:00\",\"1992-03-01T00:00:00+00:00\"],\"y\":[8.25,8.25,8.25,8.0,8.0,8.0,8.0,7.25,7.25,6.75,6.25,6.0,5.75,5.75,5.75,5.75,5.5,5.25,5.25,4.75,4.5,4.0,4.0,4.0],\"type\":\"scatter\"}], {\"yaxis2\":{\"anchor\":\"x\",\"overlaying\":\"y\",\"side\":\"right\"},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('1e39a517-f9b5-40d8-90cb-dada4ff79303');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"5af33844-1103-4715-bbc8-712fa1d67e7e\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"5af33844-1103-4715-bbc8-712fa1d67e7e\")) { Plotly.newPlot( \"5af33844-1103-4715-bbc8-712fa1d67e7e\", [{\"mode\":\"lines\",\"name\":\"Dow Jones\",\"x\":[\"1998-06-01T00:00:00+00:00\",\"1998-07-01T00:00:00+00:00\",\"1998-08-01T00:00:00+00:00\",\"1998-09-01T00:00:00+00:00\",\"1998-10-01T00:00:00+00:00\",\"1998-11-01T00:00:00+00:00\",\"1998-12-01T00:00:00+00:00\",\"1999-01-01T00:00:00+00:00\",\"1999-02-01T00:00:00+00:00\",\"1999-03-01T00:00:00+00:00\",\"1999-04-01T00:00:00+00:00\",\"1999-05-01T00:00:00+00:00\",\"1999-06-01T00:00:00+00:00\",\"1999-07-01T00:00:00+00:00\",\"1999-08-01T00:00:00+00:00\",\"1999-09-01T00:00:00+00:00\",\"1999-10-01T00:00:00+00:00\",\"1999-11-01T00:00:00+00:00\",\"1999-12-01T00:00:00+00:00\",\"2000-01-01T00:00:00+00:00\",\"2000-02-01T00:00:00+00:00\",\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\"],\"y\":[8952.0,8883.3,7539.1,7842.6,8592.1,9116.6,9181.4,9358.8,9306.6,9786.2,10789.0,10559.7,10970.8,10655.2,10829.3,10337.0,10729.9,10877.8,11497.1,10940.5,10128.3,10921.9,10733.9,10522.3],\"yaxis\":\"y2\",\"type\":\"scatter\"},{\"mode\":\"markers\",\"name\":\"gdp\",\"x\":[\"1998-06-01T00:00:00+00:00\",\"1998-07-01T00:00:00+00:00\",\"1998-08-01T00:00:00+00:00\",\"1998-09-01T00:00:00+00:00\",\"1998-10-01T00:00:00+00:00\",\"1998-11-01T00:00:00+00:00\",\"1998-12-01T00:00:00+00:00\",\"1999-01-01T00:00:00+00:00\",\"1999-02-01T00:00:00+00:00\",\"1999-03-01T00:00:00+00:00\",\"1999-04-01T00:00:00+00:00\",\"1999-05-01T00:00:00+00:00\",\"1999-06-01T00:00:00+00:00\",\"1999-07-01T00:00:00+00:00\",\"1999-08-01T00:00:00+00:00\",\"1999-09-01T00:00:00+00:00\",\"1999-10-01T00:00:00+00:00\",\"1999-11-01T00:00:00+00:00\",\"1999-12-01T00:00:00+00:00\",\"2000-01-01T00:00:00+00:00\",\"2000-02-01T00:00:00+00:00\",\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\"],\"y\":[3.7534,null,null,5.1058,null,null,6.6224,null,null,3.8402,null,null,3.1123,null,null,5.3428,null,null,6.9734,null,null,1.4554,null,null],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Cpi\",\"x\":[\"1998-06-01T00:00:00+00:00\",\"1998-07-01T00:00:00+00:00\",\"1998-08-01T00:00:00+00:00\",\"1998-09-01T00:00:00+00:00\",\"1998-10-01T00:00:00+00:00\",\"1998-11-01T00:00:00+00:00\",\"1998-12-01T00:00:00+00:00\",\"1999-01-01T00:00:00+00:00\",\"1999-02-01T00:00:00+00:00\",\"1999-03-01T00:00:00+00:00\",\"1999-04-01T00:00:00+00:00\",\"1999-05-01T00:00:00+00:00\",\"1999-06-01T00:00:00+00:00\",\"1999-07-01T00:00:00+00:00\",\"1999-08-01T00:00:00+00:00\",\"1999-09-01T00:00:00+00:00\",\"1999-10-01T00:00:00+00:00\",\"1999-11-01T00:00:00+00:00\",\"1999-12-01T00:00:00+00:00\",\"2000-01-01T00:00:00+00:00\",\"2000-02-01T00:00:00+00:00\",\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\"],\"y\":[1.6843,1.6822,1.6169,1.4888,1.4851,1.548,1.6119,1.6708,1.6059,1.7263,2.2769,2.0885,1.9632,2.1446,2.2644,2.6284,2.561,2.622,2.6846,2.7389,3.2219,3.7576,3.0686,3.1889],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Fed fund rate\",\"x\":[\"1998-06-01T00:00:00+00:00\",\"1998-07-01T00:00:00+00:00\",\"1998-08-01T00:00:00+00:00\",\"1998-09-01T00:00:00+00:00\",\"1998-10-01T00:00:00+00:00\",\"1998-11-01T00:00:00+00:00\",\"1998-12-01T00:00:00+00:00\",\"1999-01-01T00:00:00+00:00\",\"1999-02-01T00:00:00+00:00\",\"1999-03-01T00:00:00+00:00\",\"1999-04-01T00:00:00+00:00\",\"1999-05-01T00:00:00+00:00\",\"1999-06-01T00:00:00+00:00\",\"1999-07-01T00:00:00+00:00\",\"1999-08-01T00:00:00+00:00\",\"1999-09-01T00:00:00+00:00\",\"1999-10-01T00:00:00+00:00\",\"1999-11-01T00:00:00+00:00\",\"1999-12-01T00:00:00+00:00\",\"2000-01-01T00:00:00+00:00\",\"2000-02-01T00:00:00+00:00\",\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\"],\"y\":[5.5,5.5,5.5,5.25,5.0,4.75,4.75,4.75,4.75,4.75,4.75,4.75,5.0,5.0,5.25,5.25,5.25,5.5,5.5,5.5,5.75,6.0,6.0,6.5],\"type\":\"scatter\"}], {\"yaxis2\":{\"anchor\":\"x\",\"overlaying\":\"y\",\"side\":\"right\"},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('5af33844-1103-4715-bbc8-712fa1d67e7e');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"e5304778-ea35-47a4-9293-3c18b5342bb3\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"e5304778-ea35-47a4-9293-3c18b5342bb3\")) { Plotly.newPlot( \"e5304778-ea35-47a4-9293-3c18b5342bb3\", [{\"mode\":\"lines\",\"name\":\"Dow Jones\",\"x\":[\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\",\"2000-06-01T00:00:00+00:00\",\"2000-07-01T00:00:00+00:00\",\"2000-08-01T00:00:00+00:00\",\"2000-09-01T00:00:00+00:00\",\"2000-10-01T00:00:00+00:00\",\"2000-11-01T00:00:00+00:00\",\"2000-12-01T00:00:00+00:00\",\"2001-01-01T00:00:00+00:00\",\"2001-02-01T00:00:00+00:00\",\"2001-03-01T00:00:00+00:00\",\"2001-04-01T00:00:00+00:00\",\"2001-05-01T00:00:00+00:00\",\"2001-06-01T00:00:00+00:00\",\"2001-07-01T00:00:00+00:00\",\"2001-08-01T00:00:00+00:00\",\"2001-09-01T00:00:00+00:00\",\"2001-10-01T00:00:00+00:00\",\"2001-11-01T00:00:00+00:00\",\"2001-12-01T00:00:00+00:00\",\"2002-01-01T00:00:00+00:00\",\"2002-02-01T00:00:00+00:00\"],\"y\":[10921.9,10733.9,10522.3,10447.9,10522.0,11215.1,10650.9,10971.1,10414.5,10788.0,10887.4,10495.3,9878.8,10735.0,10911.9,10502.4,10522.8,9949.8,8847.6,9075.1,9851.6,10021.6,9920.0,10106.1],\"yaxis\":\"y2\",\"type\":\"scatter\"},{\"mode\":\"markers\",\"name\":\"gdp\",\"x\":[\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\",\"2000-06-01T00:00:00+00:00\",\"2000-07-01T00:00:00+00:00\",\"2000-08-01T00:00:00+00:00\",\"2000-09-01T00:00:00+00:00\",\"2000-10-01T00:00:00+00:00\",\"2000-11-01T00:00:00+00:00\",\"2000-12-01T00:00:00+00:00\",\"2001-01-01T00:00:00+00:00\",\"2001-02-01T00:00:00+00:00\",\"2001-03-01T00:00:00+00:00\",\"2001-04-01T00:00:00+00:00\",\"2001-05-01T00:00:00+00:00\",\"2001-06-01T00:00:00+00:00\",\"2001-07-01T00:00:00+00:00\",\"2001-08-01T00:00:00+00:00\",\"2001-09-01T00:00:00+00:00\",\"2001-10-01T00:00:00+00:00\",\"2001-11-01T00:00:00+00:00\",\"2001-12-01T00:00:00+00:00\",\"2002-01-01T00:00:00+00:00\",\"2002-02-01T00:00:00+00:00\"],\"y\":[1.4554,null,null,7.5262,null,null,0.536,null,null,2.5153,null,null,-1.1354,null,null,2.359,null,null,-1.6498,null,null,1.0947,null,null],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Cpi\",\"x\":[\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\",\"2000-06-01T00:00:00+00:00\",\"2000-07-01T00:00:00+00:00\",\"2000-08-01T00:00:00+00:00\",\"2000-09-01T00:00:00+00:00\",\"2000-10-01T00:00:00+00:00\",\"2000-11-01T00:00:00+00:00\",\"2000-12-01T00:00:00+00:00\",\"2001-01-01T00:00:00+00:00\",\"2001-02-01T00:00:00+00:00\",\"2001-03-01T00:00:00+00:00\",\"2001-04-01T00:00:00+00:00\",\"2001-05-01T00:00:00+00:00\",\"2001-06-01T00:00:00+00:00\",\"2001-07-01T00:00:00+00:00\",\"2001-08-01T00:00:00+00:00\",\"2001-09-01T00:00:00+00:00\",\"2001-10-01T00:00:00+00:00\",\"2001-11-01T00:00:00+00:00\",\"2001-12-01T00:00:00+00:00\",\"2002-01-01T00:00:00+00:00\",\"2002-02-01T00:00:00+00:00\"],\"y\":[3.7576,3.0686,3.1889,3.7304,3.6593,3.4111,3.4544,3.4483,3.4462,3.3868,3.7322,3.5336,2.9206,3.2691,3.6152,3.2483,2.7199,2.7199,2.6482,2.1264,1.8955,1.5517,1.1422,1.1377],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Fed fund rate\",\"x\":[\"2000-03-01T00:00:00+00:00\",\"2000-04-01T00:00:00+00:00\",\"2000-05-01T00:00:00+00:00\",\"2000-06-01T00:00:00+00:00\",\"2000-07-01T00:00:00+00:00\",\"2000-08-01T00:00:00+00:00\",\"2000-09-01T00:00:00+00:00\",\"2000-10-01T00:00:00+00:00\",\"2000-11-01T00:00:00+00:00\",\"2000-12-01T00:00:00+00:00\",\"2001-01-01T00:00:00+00:00\",\"2001-02-01T00:00:00+00:00\",\"2001-03-01T00:00:00+00:00\",\"2001-04-01T00:00:00+00:00\",\"2001-05-01T00:00:00+00:00\",\"2001-06-01T00:00:00+00:00\",\"2001-07-01T00:00:00+00:00\",\"2001-08-01T00:00:00+00:00\",\"2001-09-01T00:00:00+00:00\",\"2001-10-01T00:00:00+00:00\",\"2001-11-01T00:00:00+00:00\",\"2001-12-01T00:00:00+00:00\",\"2002-01-01T00:00:00+00:00\",\"2002-02-01T00:00:00+00:00\"],\"y\":[6.0,6.0,6.5,6.5,6.5,6.5,6.5,6.5,6.5,6.5,5.5,5.5,5.0,4.5,4.0,3.75,3.75,3.5,3.0,2.5,2.0,1.75,1.75,1.75],\"type\":\"scatter\"}], {\"yaxis2\":{\"anchor\":\"x\",\"overlaying\":\"y\",\"side\":\"right\"},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('e5304778-ea35-47a4-9293-3c18b5342bb3');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"cd70b3a9-fa12-4a71-aea5-b581b6a391c9\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"cd70b3a9-fa12-4a71-aea5-b581b6a391c9\")) { Plotly.newPlot( \"cd70b3a9-fa12-4a71-aea5-b581b6a391c9\", [{\"mode\":\"lines\",\"name\":\"Dow Jones\",\"x\":[\"2006-01-01T00:00:00+00:00\",\"2006-02-01T00:00:00+00:00\",\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\"],\"y\":[10864.86,10993.41,11109.32,11367.14,11168.31,11150.22,11185.68,11381.15,11679.07,12080.73,12221.93,12463.15,12621.69,12268.63,12354.35,13062.91,13627.64,13408.62,13211.99,13357.74,13895.63,13930.01,13371.72,13264.82],\"yaxis\":\"y2\",\"type\":\"scatter\"},{\"mode\":\"markers\",\"name\":\"gdp\",\"x\":[\"2006-01-01T00:00:00+00:00\",\"2006-02-01T00:00:00+00:00\",\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\"],\"y\":[null,null,5.4275,null,null,0.9386,null,null,0.6209,null,null,3.4496,null,null,0.9453,null,null,2.3124,null,null,2.1895,null,null,2.4555],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Cpi\",\"x\":[\"2006-01-01T00:00:00+00:00\",\"2006-02-01T00:00:00+00:00\",\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\"],\"y\":[3.9853,3.5975,3.3626,3.5457,4.1667,4.3188,4.1453,3.8187,2.0624,1.3052,1.9737,2.5407,2.0756,2.4152,2.7788,2.5737,2.6909,2.687,2.3582,1.9701,2.7551,3.5362,4.3062,4.0813],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Fed fund rate\",\"x\":[\"2006-01-01T00:00:00+00:00\",\"2006-02-01T00:00:00+00:00\",\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\"],\"y\":[4.5,4.5,4.75,4.75,5.0,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,4.75,4.5,4.5,4.25],\"type\":\"scatter\"}], {\"yaxis2\":{\"anchor\":\"x\",\"overlaying\":\"y\",\"side\":\"right\"},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('cd70b3a9-fa12-4a71-aea5-b581b6a391c9');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"8252a024-58ae-4b14-995d-ce6ef5980b6d\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"8252a024-58ae-4b14-995d-ce6ef5980b6d\")) { Plotly.newPlot( \"8252a024-58ae-4b14-995d-ce6ef5980b6d\", [{\"mode\":\"lines\",\"name\":\"Dow Jones\",\"x\":[\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\"],\"y\":[11109.32,11367.14,11168.31,11150.22,11185.68,11381.15,11679.07,12080.73,12221.93,12463.15,12621.69,12268.63,12354.35,13062.91,13627.64,13408.62,13211.99,13357.74,13895.63,13930.01,13371.72,13264.82,12650.36,12266.39],\"yaxis\":\"y2\",\"type\":\"scatter\"},{\"mode\":\"markers\",\"name\":\"gdp\",\"x\":[\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\"],\"y\":[5.4275,null,null,0.9386,null,null,0.6209,null,null,3.4496,null,null,0.9453,null,null,2.3124,null,null,2.1895,null,null,2.4555,null,null],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Cpi\",\"x\":[\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\"],\"y\":[3.3626,3.5457,4.1667,4.3188,4.1453,3.8187,2.0624,1.3052,1.9737,2.5407,2.0756,2.4152,2.7788,2.5737,2.6909,2.687,2.3582,1.9701,2.7551,3.5362,4.3062,4.0813,4.2803,4.0266],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Fed fund rate\",\"x\":[\"2006-03-01T00:00:00+00:00\",\"2006-04-01T00:00:00+00:00\",\"2006-05-01T00:00:00+00:00\",\"2006-06-01T00:00:00+00:00\",\"2006-07-01T00:00:00+00:00\",\"2006-08-01T00:00:00+00:00\",\"2006-09-01T00:00:00+00:00\",\"2006-10-01T00:00:00+00:00\",\"2006-11-01T00:00:00+00:00\",\"2006-12-01T00:00:00+00:00\",\"2007-01-01T00:00:00+00:00\",\"2007-02-01T00:00:00+00:00\",\"2007-03-01T00:00:00+00:00\",\"2007-04-01T00:00:00+00:00\",\"2007-05-01T00:00:00+00:00\",\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\"],\"y\":[4.75,4.75,5.0,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,5.25,4.75,4.5,4.5,4.25,3.0,3.0],\"type\":\"scatter\"}], {\"yaxis2\":{\"anchor\":\"x\",\"overlaying\":\"y\",\"side\":\"right\"},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('8252a024-58ae-4b14-995d-ce6ef5980b6d');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"d0631b94-57ed-4374-ac6d-273197ee9390\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"d0631b94-57ed-4374-ac6d-273197ee9390\")) { Plotly.newPlot( \"d0631b94-57ed-4374-ac6d-273197ee9390\", [{\"mode\":\"lines\",\"name\":\"Dow Jones\",\"x\":[\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\",\"2008-03-01T00:00:00+00:00\",\"2008-04-01T00:00:00+00:00\",\"2008-05-01T00:00:00+00:00\",\"2008-06-01T00:00:00+00:00\",\"2008-07-01T00:00:00+00:00\",\"2008-08-01T00:00:00+00:00\",\"2008-09-01T00:00:00+00:00\",\"2008-10-01T00:00:00+00:00\",\"2008-11-01T00:00:00+00:00\",\"2008-12-01T00:00:00+00:00\",\"2009-01-01T00:00:00+00:00\",\"2009-02-01T00:00:00+00:00\",\"2009-03-01T00:00:00+00:00\",\"2009-04-01T00:00:00+00:00\",\"2009-05-01T00:00:00+00:00\"],\"y\":[13408.62,13211.99,13357.74,13895.63,13930.01,13371.72,13264.82,12650.36,12266.39,12262.89,12820.13,12638.32,11350.01,11378.02,11543.55,10850.66,9325.01,8829.04,8776.39,8000.86,7062.93,7608.92,8168.12,8500.33],\"yaxis\":\"y2\",\"type\":\"scatter\"},{\"mode\":\"markers\",\"name\":\"gdp\",\"x\":[\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\",\"2008-03-01T00:00:00+00:00\",\"2008-04-01T00:00:00+00:00\",\"2008-05-01T00:00:00+00:00\",\"2008-06-01T00:00:00+00:00\",\"2008-07-01T00:00:00+00:00\",\"2008-08-01T00:00:00+00:00\",\"2008-09-01T00:00:00+00:00\",\"2008-10-01T00:00:00+00:00\",\"2008-11-01T00:00:00+00:00\",\"2008-12-01T00:00:00+00:00\",\"2009-01-01T00:00:00+00:00\",\"2009-02-01T00:00:00+00:00\",\"2009-03-01T00:00:00+00:00\",\"2009-04-01T00:00:00+00:00\",\"2009-05-01T00:00:00+00:00\"],\"y\":[2.3124,null,null,2.1895,null,null,2.4555,null,null,-2.2795,null,null,2.081,null,null,-2.1485,null,null,-8.3782,null,null,-4.4161,null,null],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Cpi\",\"x\":[\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\",\"2008-03-01T00:00:00+00:00\",\"2008-04-01T00:00:00+00:00\",\"2008-05-01T00:00:00+00:00\",\"2008-06-01T00:00:00+00:00\",\"2008-07-01T00:00:00+00:00\",\"2008-08-01T00:00:00+00:00\",\"2008-09-01T00:00:00+00:00\",\"2008-10-01T00:00:00+00:00\",\"2008-11-01T00:00:00+00:00\",\"2008-12-01T00:00:00+00:00\",\"2009-01-01T00:00:00+00:00\",\"2009-02-01T00:00:00+00:00\",\"2009-03-01T00:00:00+00:00\",\"2009-04-01T00:00:00+00:00\",\"2009-05-01T00:00:00+00:00\"],\"y\":[2.687,2.3582,1.9701,2.7551,3.5362,4.3062,4.0813,4.2803,4.0266,3.9815,3.9369,4.1755,5.0218,5.6001,5.3719,4.9369,3.6552,1.0696,0.0914,0.0298,0.2362,-0.3836,-0.7369,-1.2814],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Fed fund rate\",\"x\":[\"2007-06-01T00:00:00+00:00\",\"2007-07-01T00:00:00+00:00\",\"2007-08-01T00:00:00+00:00\",\"2007-09-01T00:00:00+00:00\",\"2007-10-01T00:00:00+00:00\",\"2007-11-01T00:00:00+00:00\",\"2007-12-01T00:00:00+00:00\",\"2008-01-01T00:00:00+00:00\",\"2008-02-01T00:00:00+00:00\",\"2008-03-01T00:00:00+00:00\",\"2008-04-01T00:00:00+00:00\",\"2008-05-01T00:00:00+00:00\",\"2008-06-01T00:00:00+00:00\",\"2008-07-01T00:00:00+00:00\",\"2008-08-01T00:00:00+00:00\",\"2008-09-01T00:00:00+00:00\",\"2008-10-01T00:00:00+00:00\",\"2008-11-01T00:00:00+00:00\",\"2008-12-01T00:00:00+00:00\",\"2009-01-01T00:00:00+00:00\",\"2009-02-01T00:00:00+00:00\",\"2009-03-01T00:00:00+00:00\",\"2009-04-01T00:00:00+00:00\",\"2009-05-01T00:00:00+00:00\"],\"y\":[5.25,5.25,5.25,4.75,4.5,4.5,4.25,3.0,3.0,2.25,2.0,2.0,2.0,2.0,2.0,2.0,1.5,1.0,0.25,0.25,0.25,0.25,0.25,0.25],\"type\":\"scatter\"}], {\"yaxis2\":{\"anchor\":\"x\",\"overlaying\":\"y\",\"side\":\"right\"},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('d0631b94-57ed-4374-ac6d-273197ee9390');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"ef63db40-4af0-470d-b9a4-1149d818f154\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"ef63db40-4af0-470d-b9a4-1149d818f154\")) { Plotly.newPlot( \"ef63db40-4af0-470d-b9a4-1149d818f154\", [{\"mode\":\"lines\",\"name\":\"Dow Jones\",\"x\":[\"2019-09-01T00:00:00+00:00\",\"2019-10-01T00:00:00+00:00\",\"2019-11-01T00:00:00+00:00\",\"2019-12-01T00:00:00+00:00\",\"2020-01-01T00:00:00+00:00\",\"2020-02-01T00:00:00+00:00\",\"2020-03-01T00:00:00+00:00\",\"2020-04-01T00:00:00+00:00\",\"2020-05-01T00:00:00+00:00\",\"2020-06-01T00:00:00+00:00\",\"2020-07-01T00:00:00+00:00\",\"2020-08-01T00:00:00+00:00\",\"2020-09-01T00:00:00+00:00\",\"2020-10-01T00:00:00+00:00\",\"2020-11-01T00:00:00+00:00\",\"2020-12-01T00:00:00+00:00\",\"2021-01-01T00:00:00+00:00\",\"2021-02-01T00:00:00+00:00\",\"2021-03-01T00:00:00+00:00\",\"2021-04-01T00:00:00+00:00\",\"2021-05-01T00:00:00+00:00\",\"2021-06-01T00:00:00+00:00\",\"2021-07-01T00:00:00+00:00\",\"2021-08-01T00:00:00+00:00\"],\"y\":[26916.83,27046.23,28051.41,28538.44,28256.03,25409.36,21917.16,24345.72,25383.11,25812.88,26428.32,28430.05,27781.7,26501.6,29638.64,30606.48,29982.62,30932.37,32981.55,33874.85,34529.45,34502.51,34936.13,35360.73],\"yaxis\":\"y2\",\"type\":\"scatter\"},{\"mode\":\"markers\",\"name\":\"gdp\",\"x\":[\"2019-09-01T00:00:00+00:00\",\"2019-10-01T00:00:00+00:00\",\"2019-11-01T00:00:00+00:00\",\"2019-12-01T00:00:00+00:00\",\"2020-01-01T00:00:00+00:00\",\"2020-02-01T00:00:00+00:00\",\"2020-03-01T00:00:00+00:00\",\"2020-04-01T00:00:00+00:00\",\"2020-05-01T00:00:00+00:00\",\"2020-06-01T00:00:00+00:00\",\"2020-07-01T00:00:00+00:00\",\"2020-08-01T00:00:00+00:00\",\"2020-09-01T00:00:00+00:00\",\"2020-10-01T00:00:00+00:00\",\"2020-11-01T00:00:00+00:00\",\"2020-12-01T00:00:00+00:00\",\"2021-01-01T00:00:00+00:00\",\"2021-02-01T00:00:00+00:00\",\"2021-03-01T00:00:00+00:00\",\"2021-04-01T00:00:00+00:00\",\"2021-05-01T00:00:00+00:00\",\"2021-06-01T00:00:00+00:00\",\"2021-07-01T00:00:00+00:00\",\"2021-08-01T00:00:00+00:00\"],\"y\":[2.5711,null,null,2.3674,null,null,-4.9575,null,null,-32.0827,null,null,33.7842,null,null,4.5362,null,null,6.2787,null,null,6.7251,null,null],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Cpi\",\"x\":[\"2019-09-01T00:00:00+00:00\",\"2019-10-01T00:00:00+00:00\",\"2019-11-01T00:00:00+00:00\",\"2019-12-01T00:00:00+00:00\",\"2020-01-01T00:00:00+00:00\",\"2020-02-01T00:00:00+00:00\",\"2020-03-01T00:00:00+00:00\",\"2020-04-01T00:00:00+00:00\",\"2020-05-01T00:00:00+00:00\",\"2020-06-01T00:00:00+00:00\",\"2020-07-01T00:00:00+00:00\",\"2020-08-01T00:00:00+00:00\",\"2020-09-01T00:00:00+00:00\",\"2020-10-01T00:00:00+00:00\",\"2020-11-01T00:00:00+00:00\",\"2020-12-01T00:00:00+00:00\",\"2021-01-01T00:00:00+00:00\",\"2021-02-01T00:00:00+00:00\",\"2021-03-01T00:00:00+00:00\",\"2021-04-01T00:00:00+00:00\",\"2021-05-01T00:00:00+00:00\",\"2021-06-01T00:00:00+00:00\",\"2021-07-01T00:00:00+00:00\",\"2021-08-01T00:00:00+00:00\"],\"y\":[1.7113,1.764,2.0513,2.2851,2.4866,2.3349,1.5393,0.3291,0.1179,0.6457,0.9861,1.3096,1.3713,1.1821,1.1745,1.362,1.3998,1.6762,2.6198,4.1597,4.9927,5.3915,5.3655,5.2513],\"type\":\"scatter\"},{\"mode\":\"lines\",\"name\":\"Fed fund rate\",\"x\":[\"2019-09-01T00:00:00+00:00\",\"2019-10-01T00:00:00+00:00\",\"2019-11-01T00:00:00+00:00\",\"2019-12-01T00:00:00+00:00\",\"2020-01-01T00:00:00+00:00\",\"2020-02-01T00:00:00+00:00\",\"2020-03-01T00:00:00+00:00\",\"2020-04-01T00:00:00+00:00\",\"2020-05-01T00:00:00+00:00\",\"2020-06-01T00:00:00+00:00\",\"2020-07-01T00:00:00+00:00\",\"2020-08-01T00:00:00+00:00\",\"2020-09-01T00:00:00+00:00\",\"2020-10-01T00:00:00+00:00\",\"2020-11-01T00:00:00+00:00\",\"2020-12-01T00:00:00+00:00\",\"2021-01-01T00:00:00+00:00\",\"2021-02-01T00:00:00+00:00\",\"2021-03-01T00:00:00+00:00\",\"2021-04-01T00:00:00+00:00\",\"2021-05-01T00:00:00+00:00\",\"2021-06-01T00:00:00+00:00\",\"2021-07-01T00:00:00+00:00\",\"2021-08-01T00:00:00+00:00\"],\"y\":[2.0,1.75,1.75,1.75,1.75,1.75,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25],\"type\":\"scatter\"}], {\"yaxis2\":{\"anchor\":\"x\",\"overlaying\":\"y\",\"side\":\"right\"},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('ef63db40-4af0-470d-b9a4-1149d818f154');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x720 with 9 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x720 with 9 Axes>"
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJ0AAALDCAYAAAC/5HH6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAASdAAAEnQB3mYfeAAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydZ5gUVdaA30NQQBREMCFZMaGCImICFDFgwrBGzAlzwrgGzKuCYXUVFT8xrKCygDlgQFRQMaACoiKCCUEEBZHM+X6cW05NT/dM90z3dM/MeZ+nnpquunXrdnXNDSeKquI4juM4juM4juM4juM42aRWvhvgOI7jOI7jOI7jOI7jVD9c6OQ4juM4juM4juM4juNkHRc6OY7jOI7jOI7jOI7jOFnHhU6O4ziO4ziO4ziO4zhO1nGhk+M4juM4juM4juM4jpN1XOjkOI7jOI7jOI7jOI7jZB0XOjmO4ziO4ziO4ziO4zhZx4VOjuM4juM4juM4juM4TtZxoZPjOI7jOI7jOI7jOI6TdVzo5DiO4ziO4ziO4ziO42QdFzo5juM4juM4juNkERHZSkSeFZEtSinTV0T+KyKbVGbb8o2IrCEiHUSkcexYcxHZPM3rm4vIwWLsIyJnp3ndHiKyU5LjdUSkWZLjTURk/fD3liJyVbzNpdxHRGRXEWkfO9ZfRK6KfX5QRPrGPm8jIl1EpHY63yVcU1dEdhGRpulek0Hd64vIOmmWPVRENkizrIjIFiJyuog8JiKdk5SpJyIbhf+h3UTkQBE5QUQuFJGzRERCufrhN9kyjft2EZEnRGTD2LFOInKviKyXTttT1NtPRO4s5fyJIrJXeeuvLrjQKY/4YJQcEblMRAaKSIXeTxG5VETOSDhWR0RuF5E+CcdFRIaLyLUZ3qOxiLwtIhdUpK2O4ziZ4mNIETVxAVKVJtDh+9crb5uyTSG1xanW/ABsB4xO9s6JSBPgTmAT4Ock5w8QEa3gdlTOv2X52Bj4Atg3duw64NU0rz83lN8A2A84RUQ2jG31AESkm4j0j133T+DMJPWNAIYlOX4L8GWob2vgBqDMPj9wB/BgJCABugK7xc73BjqEdgrwf6ENddOsH6AJMA44Jd0LRKSriPRIsu0hIi1CmdrAC8CnIlKnjPqaAPcA00XkahFZKxyvIyJtRGQvETlDRG4TkWeBucCXwODw/Q+MnlEYK74FlmD/E1OAd0L9+4fvuwhYO9y+AfablCl0AloCxwINY8faAWfH6ksLMWFXQxFpGOrdLPocNokVvwTYJZP6qyOlvkROzokPRh1VdWn8ZGwwmkqKwQh4voJtOFpVh1ewjqwhIhtjg8gLqrq6gtXtDfwCPBAdUNWVIrIRMFhExqnq/HDqEOBI4IyS1aRGVX8Xke+AG0VkhKr+WME2O47jpIuPIUWciy1ePsAWIN1E5H+x87+r6lIR6QZ0UdWB4fg/gR/DdXFGYBPTROHKLcDhItKcogXIE8DvabTxDmCJiOyhqootQOKT397AfCi2AGkS7rMqSX3RBHpA7Fg0gR4I/JZGmwj3qw9Ewq2/J9CxIotDm8Em0E8Br6dbPzauHyAiuyS+p5WNmEb8TRE5SVVfyWdbnOqNqi4SkVOAMcBBwNMJRW7CFs0nlTHnvQj4NcW5jYCFwFJgM2BaON4M63P+RkSGAiekqOc6VR0QK9sM6+96AWtiC/9/q+o7sTKKCQcaq+rycGw7YBLwtqr2KOU7lZsgaD8D67OmAfWxNe20WLGjgFewxX4/rE8sjRcwAVELVf0h3GcD7HkNxwSDG4WyrRMEMatU9bt4ZaqqInIx9tz+QcnfPpEDgc7A/knG8jbYb5CK9zGh27OllPlDVWeHv4cDrVKUe0dEugPnAztiY9ymxWUoACxX1RkAqjo/9KsDgGuBfiLSCXvmx4XyfwLfA1sBLwP/Ad5V1T/ilYbn1hNQ4A9MwDQH+JeqDk7S3mjcquiacR0pXYH0p6qujH0eBeyTUGZR7O9mwLwggNsC+LSC7avyuNApjxTaYBQhIh2Ay4DdsX/mscC1UeciIgOwTgVgBTZh/xIYBLwVTUwTyiXyqKqemOT4FVjH+rUkWCOVwcuquizNspcAb2KLtbdEZE3gdmzAeSixsIhcjg28ZfFDkk454gNV7Zpm++L3Xhfr1P6JaQP2UNWxScq1wbQAu2ILzLtVtcQAJ6ahvxUTyEWTiAtVdWZCuYOAK4FtsMXqSOCaDJ5x4n3XBq4H+gDrAhOB/qr6WSnXPI0N1LNUtXU579sQ2AO4FNMunaSqQ5OUE+zdOw6bvIwALk8YYAiTjFuBw7CJ1mPYQKg4TiVTaGNIvhY0NW0BkiYFM4EWkUuAq7F5xNLY8aEUvS9LsbnEp8BtqvpRrNxMbIHUIlLshLHxN+D7aHzI4P37FpgMjBKRvePvnONUFBHZFPgmyamnROSpFJd9mzB/rJv4/5k4T4vd7yvgXuAjrF8bigl5m1Jynj8SmB7+vgFb1Ed94bhYnfWxvqo91t/9gfVJh4jICar631id9bG+anz43C1JGzuHMnFSWWOuLSL9khyfqqpRG4/BxoE9Q996I7BXeebZMUYBdwE7YwodgKuw8ekEivctbyVc+xM2JgAQlNtrYYrvt4E+IvIJpmRYK7wjYOPUuuHzScB72PpnU0xRMi/Wtu3S+A5flnLuUeDE8PfmQPyFWxezsGqOjU89gBvDuavDlsgUgpUWgKouBC4SkYeBnqo6V0SuxhRf3wPzw2+1EnhNVV9M1kgRaQBEVoH1gQ2x57ShFLfqXqSqP5E9oVPK9UhgR+AjEVkDW0Otj60V7gZOxuZHVwCdgH8D+4jIeGyeUAsXOrnQqbIp8MEIEdkF014K8CwmmT4c6C4im6vqkvh9ga+ANpgwoTc28X8wnH8TiNrZH2hEUcf1eZJ7bwKcHj5ekez7lEIzoFSBiJgbQ+TKIMDL4bnWwkxZW2JaaIANVTXSXL+ATYaTsTfQF/t+c0u5/bxSzqVqbwtgFsUHhmTlmmJa+jWAx7EOb7iI1FfVR2Pl6gKvAdsCT2ILyZOBLiKyZRgwEJELsXfjK+y33BUT2rTFBqNMv4dgk5bewHPAd8DxwPhw3++TXLM59t5VlAWk189dhQnFXsSey8WY+fSpCeUewJ7Zk+H8zdiAdyOOUwkU+BiSlwUNNW8Bkg4FMYEWkW0w4eKj2DuRjEewMbI9JtD/h4jsq6qJbjbdsL4XTImQODam9f6p6nIROQx7px4Vka0T5jaOUxG+p3RXn+exPvyiUsoks2xMxW9AI1X9WES2xZSUSd1HVfU5bB6GiNyA9SvJ5i99McHEjap6dSh/GTYWvJ1Qdir2vxnvo+cklDmA1EroRJoA9yc5/gAwLgj4T8f64i/D2NYM60vjigZUNaXreSKq+puIrBcpV8XcEs8Bjsb6RrD+aTjWP84spbr7gYMTjh0d+zs+hp9O0donfm4QtrZAVTvGKxKR/bD11N6q+mfCuW2xsfkKVZ2Yon2rsfnucuAZTMn8IzbedcMEUCsxxc0uqrogzOVHAzsAHWJrpGKo6hRMIIWqzsLWMZnQhZJjKtj7E3+HnsKUSVEolqTK36CgODZ87BT2x4nIrwn3OYPS13Hfhn0D4HJsTdQI+422iP0dxdY6D1OmRMqpRMOEn1S1Woc9KIGq+laJGyYY2KKU7RvgpTLKSKjrAOyfrHUp9xsPXBX+3ggbMJoCrcO1R8XKCjZxXw70ih3vAHSLfR4Qrj0xdqw9sDhsaydpx0x73VK2s1b43kuxDq91wvYetuhJPB5ttZPU+TrwREK738FcFbbFpOefYCakG2IWMQeG79Y4oW3XYp17vP7m2ET52vC5TWhj1/B5HWyi3S3V9y7jXWmIDfx9Q7sV6JGk3MBwbu/wuU4oPw+oFyt3UCh3a+zY0eHY2eFzbUwD/whQKxyrG56TAtuV43tsG659KnZs53Ds9hTX/B+2YJgIzKzA/1v0/EYmvrOxMo3Ce/ciRf9b94fym8XKbR6O3Rf7f3kZs8RYJ1d9hm++xTcKeAxJuE5T/e8Cp4XzN8SOrYNZDm6SUMcUzOowOvYMJrwZGz5HFk3fhf00bBG2NPZ5GjAtlL883i5snBiaop1rxv4+Kvq+4Z51MJdsBTaNHasD1EmoZ3QoV5FtYKhrXWwhdA7wcDh3Xfi8NSasV2wR06eUbd1QX2PgXcw98NvQ1mnA7PD3u6G+D7AF1zkp2vdjkucn2AL1t+h+CeeHkjCuYRbWqwkKl3BsZngPBsfK3R7eg1TvWMr3L1ameyh3bb7/r32rORtmZTc8zbJ/99GY10G6/cVMKtZH3xvO9y6jfYrNGV8OnwUTOL1J6KNLubZE+4AhafzfCiZ0jm+PYcKvYsdD+VL7fGyNMy1ha4UpXv8X9UOhbNS/ti6jjbUpPiYcgSnxOyQcr4OtPf7AhFTx4yXWNbH618csUa9Pcu7l8CzWLKONzTGF6W/Yuu+g0O4Hgf9iY80L2Py/LaaQWIZZMSXWtUYG7/9K4IIM/2fmAf0Sjl2CjVsLw2+yOHyOtmtDuS1I/X9yauw3bZNhm17B1gqNgX9ha4jGFP3PNg3lngq/x1Fhmx2OHZxp31HVN7d0qmTUXASmpTovIsuAhaqaskyK68ZiE6hk7Bw0GhEHYKaTieyDmW8OVdUxsTZPLuv+qvp18CU+GvsHTyVdT8XVWByOC7TIfPZvRGSJ3Sa5Nj6h7Exivsoiciwm/JmJdZjdgG1V9UwRWY519nUxzfbpifWFc+2Ba4Op6C1YZ/w01nm8IhZU9fZQ9svgOvJKaMd9ZX/9kqhpL54I32EvigcfjLN3aMeYcN1KERkcrj0CG4zBfheIaXyxThLMxxpVXSUix9if5o6jqitE5BlMQ7ADZWvQEylxX1WdICILovvGEZGWmJvbYMy9r0Qw33RR1ej5bYrF7UrGIZjGbIiGEQJbzPXDBojofyfSUj0U6tZgRrwvNll4vLztdJx0KfAxJF0iN4EJ0QE1S8vjk5SdEtr1r6Bp7RaORdrNVZS0SDwds45K1p+Xiph7+YjYZ7Cx8TpMeP1U1E+ISGSNsFITXHETOIziVjmHYoL1rpT8LXfHhD3HU9Q/Q5EWdwPMlTrONWF/GkWxpcZogotfMtS01buJyCuY4O4KbJG2DeaKsRtmmbG/qs4L1nRfYpahYK4T4yiyQIqzC/Z7XaCqC8pqS2jPOyLyPqaYaEqR22f0HkR0wybybdOpN8W93haR54CLReRWzXOsKaf6IObav6iUIluLyJEpzq2rya1IjiK5BdO1WFDueEzSlVTMmyWKs7MzpsQojamYW1UdLKZcPWxO2rwC909J6H/fFZEXYoe3wPqLy2PHkvVJyfgLUxiDWfbPUdVZYkkd1gA2j1moRN+pnZQMDP+XBst9VS1mqSYiozEBz6WqenzseG3Moul14HktxQ1eLI5gPNj1EMy6K27NtS02Jz0ZaBNr92+qWsyFXs017SoRGYS9Q09g/f1Z0XgmIodia5mvsTF3f1V9I6FdawMfish7WBiOn8PxsaSeU9wpJZNVzFHVDcO1I7BxM879IhK3gDszfNf22BrvbIrG01cJ7nZhLhQFKT8cU1xtpqrTw7HdwzUHi8hISrrp1cIslVep6tcJ5/qFLaLYOBesuvfH5mTDxRJkPYJZl5cWf6ta4kKnPFDAg9ExYf9oknPpELmgtSEDoZNYVokBmMlq4mS6PPTHrIQuxQbOBzCT+ygg7MPAZ1I8tedlWMdfwtVLVZeFwedzTODUCJOsR5kI3g/7OcBOWAc1Dvs9dknSSWWbTYHPYwKTeJt2p0joFAUQ3IKixUxk9vl3wNkUi6fFYb9uOdoXvy8AYnFBGpE80O0lmLblfhIEdiJyItZhl0aqeGGp6BH278aOTcImIntQJHTqgWmq4q6h0TV74EInp5Io4DEkXbK2oKlpC5AqNoE+DBOWPZHkXGnE5xLRQmk65n65PvYbbY8pAMotdAo8imn4e1JcyOc4FeEvUrvYleVel7RvV9Vfkh0XkUmYhf1Msfh2m2LeAa2SlU+TUZjL1ZVBQXhnwhwzznzs+3bElJPvkZAJTETWwQQicTYiOfVEJJmS9TNVjT+b/bFn+A2mqOyIKSsBbsOEEWWiFq+2bxhjZlLUX02gKF5QIsmSKLxNTBkjIj9SUvC2mYgcR0k6AatiY8tXWtI18G5KCmIg+Xv0fwmfbyKEFwnvyOwSVxifASvFQq00wxQZe2Dz3i2A+0TkOsxSLxLS/xXadhNwtIjcjj3/ezEFSiJ3YOFbEt00/0r4fCe2jgNbX11DUWKoxZh17ftiMaDAYgrPCt9xjST1pWI89pvfHO6ZjNWYte8uof7amIt9lGXwIszSOJ5BcCEWkmQtTDjYDAsXUA+b19Q4XOiUHwp1MGod9plaskT87bea4XVTMFPOk4HnRGT/VAXFAssmUkzIoKojQtm+wC8aAkcHayHU4jn8DxuwwAbH3bAFUNJAfWGwvVVEJmICiUaYaf8MzG93T2ziOhsLrn4tMC7V75JlFmGdWpxooh73F342HL9CRF5XC+J9YOxcaUTBAsu0ekvCeEwzfrqIjA5akv2wxU+xASkIAk8FnlHVqVIyMPunJA9oGKdEvLAyWB+zlvg7XkqwFpsTzsXLzUlYQM7FBqN4OcfJNYU6hqRLVhc0gZq2AElFIU2gDwHeV9W0s+gFks0l1gQ+xiyc/sB+59Ksy9Ll9VDPIbjQyckSQWCc1Nq0AtaokbIhEto3xOZL07G+ZE3gQqC7qnZNMn9KG1X9SCwZ0ABMEN5NRM6KrFgSaIy5/u2CCYPfwKxh42yFhX1Ihw1SlN2RIoVAxDuhrV2xMekVrE9aQrAOVdV/Ye5PEakezD5YqI2nwnUVXSP3IPU6+zXgQ4rizCayPMXxeAKNNbE5/fmq+kgQ1L0DbBQfz0VkekId8yiaP+yEuTl/hbldH4FZ9UaKczCB0qXYuDQCUzTcG6xjT1HLPjc4WCfdHOq4NVqLJSIiA8P3uCvFd4xYHbO4UkxREv8cEQWk/zWcqx3avphSCJbTDVR1MRbj6XiSZwhULFNf/J69MDfGROJj1p3YO/UQ5oq/fahrNWY5VuNwoVMeKODBqBXmfpZO6ufE+zfBBAkrKD17QglU9WXCP29o10wsQ1icC7AJ8e1Jqvgqg9vVCc9qUGjrmWHfA1tQNEh9KWALj5OxQfVhrFPphmlJL8Um5udT5DZRGUKnGcD2ItJEVeeHY5FArUVUSFUXisghmK/9RBG5DXsn7lTVj1NVHjrwPbB3I3HAL5PgstcHs74aIyJ3YR3wqLDFuQDr9JMGnA2CsvIKRVOxPpZKNnHR+wfFhXbrkxAQUVVXi8hCbJLkOJVCAY8haZGDBU1ETVuA/E2hTaCD5VdrylZoJF63GRZIdi7Fx891KXoPFmLvQTLhY0aEcfFLSg/87DhpIxbMevMyipVmjQqps/auUtXG4T6RdecX2Py1B2aRenZGDU6Bql4nlkjiP1gIgW4icmyYs8ephQnZd8Hcmu+mSKEZ8SlmuRinJSWtXcAyJidzy0qV0CfOhqHOBsTGSBHZEbOeF0ygnixZ0alYH7NCRBqp6h/BQmvjNO77vaoWs6xR1elBOJ9MWbEa69eTrbdWJbrCJRL6+yixRaT0iBRKrcQyxNUlieAlCG6mhXr+GQ4vVdVpYkl8vsF+m0+w5/Qx0FJVPxCR7TGLo9OwmEV/xOqdhymX62l2XJUvFJFzwt9rYoKuu2KfI1ph2Vij518/7JNZOkXj/Y3YOm24WOKRDctqjIh8l2i1rKqR1fEAoKOq9gmf38Uso8djQrzWmHHCCuDbLD2fKocLnSqZAh+MNsT8flNpnBPZQEQ6YRqMKzFp8zUpXDcyYY6qDo4fCG4E9RKPl4PulNT0dyZ5poz4/dfBBFQXYQuYjzDXr8MxAc88zIf4ISwYaw/gXBG5GQuWmw2NbCoewTrPISJyK+YSchW2IEjMgFIfC7BbF8twshqbUJTGkZh1w/3l0FhHrIUNAPWwhStYevS/3zWxDBNnY1ZO5bGoKi+NsN80kb+wBW+m5RwnZxT4GJI2WV7QpKK6L0AKeQIdtaHUxVOgefhNOmKWrGsA/RPmItF7cCXm5vwgJbNDlZdfKbkgdpzy0ht7h5OxDmZleBdFrkLJWJHieG0RifqJhsAIVf1eRGZgLv4zMJfbrBDcaN/ErGH2A0aLSA9VnZBQ9G2K/ndLKAbVMsLNjB8L/SHYnDTOCg3uwmW0La4weA74RFV/DIKTj4ALROSZoKT5BLPCWRna8UVCWzbExpXamFvxChFZD4uZms7z3J3iIRoiJpLaKrgVxTPaRXyLzbmTsZaI9MPCoeyO9ZORcmAqNs5F4TVWAWelarBY5ut/EBQyYu7Se2FKmTHAFFVVEXkI++03CWPRuSIShRpJxnIRqRM8Bhphmf6K3RpoKSKdY8fmacmYvXeqav/QtnlYQpPB4XP8ndmK4grhyPPjr1C2DRY+oAdFsXE7YQqRUeE7JyrAk9GMhEzkCRZXiZ/fV9VzwvH3sfdrMSH+bk3EhU6VTyEPRr8CTUVE0hQ8xTXGi7CJ+6A0rssLqjpARK6nKABtKlYlCENOxyyvBPNZvgebfHfCFgvjY9cuA87F3NEGYBqBXUXkyLjARkTaUeTKELFCVb8lcx7FFgBHYi4Cv2HCsDcwjVF0z06Y6804rAO+GYvf8YqIdE9mZRC01ddiwpYSVmZiQb9LWIfFrSxEZBNMk/8T5r54PvauPBMmL1NC0bOx9/Z6UhAWfWW5si1S1cR0vaUxn+SL+LUpHnNqfmhfsnKZupQ6Tnkp5DEkI7K1oAl11YgFSBWaQEdCp3QUFfGYT3OwAPDJ4kC9h40hK7AU2NkUOu1SZinHSY/ZlAx5EBG52H5Nwv9fAiUEuWrJZYpZZorIukFYMB5za9pTLYREKoFAxqjqXBE5CFNw9sXmhPsmFPsSW1O+HSzA06k6EuBnMl8DIIxTJb5jkvuuStUWEXk2EqxTlFkO4N8Aqroodm0LVS1haSVFLm2p2Jrk1rSfh+uSKXFKW38txdyefwNOAsaKSOvY+f3C/vfIAEBELiU5UZzG57HxJ0rc8xy2PoniF24FzJHiAcshdVyoE4EDg7HAziS3or2QIgU0mOdIYkKQk0UksmpeF7hORC4In+OWTtth856IYkInzOPjBux5v4D9n+yvRXEQo3egDcmt6U7Agrb/jaq+QlFsxR6YtdmmamEIumFxFh+OXfICNodZiSmJaiQudKp8Cnkw+j60YR2KXCxK4z7MfWEmpu1MN2hbPrmI5C56cdpQXCPzDRaM+4ZgPoqIvIgtfr7FhA6zsGx2y7HAuC1U9dywoBqAxaiIT77foOTiYxZFcbXSRi3Q+dGYBroZpuWI3L3igqQB2CLqOLVMQmeKyCeYxvgWrGNN5GYsFsrpmjwT0mMkN4OOv4uXYEF9ewXB2zViWS5ewd6h7mKBxS/AOu7FsUG0HuYS2Rr7nziUNAKJY4NeuvwK7JhE2NqI4pOhX7H/jb8Rcz1cm3JMmhynnBTyGJIx2VjQ1LAFSFWZQC8L+0TlSjIGYAK5GcB3wSqiBMEVbhqWSnx+mgvbdFiDovY6TkU5gTKs57G5T2mZje/G5kR/IyLbYcG4twlbB0y4eximaKyFBYFujMUe3aM8jU9GsFo5D7Ow6ZzkvIrIo5hAvwTBqmmbhC3qY2cmFF87WPMkslxVowDZXSipQN4Km+N3wuL4nYLNtePhOppicViHEItFF8a/aWKx/HbEkguVm1QK2Rh1sHF8k2QnQ9/2h6omCnZWATuFcXASqefDV1OKcCMovq/EAo7XwtYjczBBUDNimWVjJIZOORJb98TrbYqtsSaohdaITu1JQmKKGE8lHlDVwxPqnQdcm8QLZmPM1Tt+PJofRa6F7wHNVHVBEIQdkaIdSbPQSlGW2sTjtbA1yhXYumtLEemCWY/tICIrVDVK5DQRU043wSyoayQudKp8CnkwmoVJpbclvYB/E1X1+TTKlYqInE/RRLwtZj56QUKxlkDdJMf/RpMHpRMR2RXYJtZZzcMGlUR6kjAZD3yM+aMTnh8Ut+h6AbM+eBJ7zgfEyr6FdTCJC4ezKDkglVtoF4QlX4Yt0oZD8Wx8u2DmsnNjx4ZglkW9EusUkZ7YAPQ/kj8XsAVisxTn4vf9XVUnxdr7atCWdwvWVDti7pm9sLTdiXxH0OpgHXppzCrjfCK/YO9fc8IiTSzzxQYUjxf2C2a1toZa2nooWuS70MmpLAp5DCkXFV3QULMWIFVlAh0tlpqmOB/nbVVNVU8iw9MslwnNSK21d5xMeRQLuJxIY8wi42PMugRsfpUsZlsyl9UnQtlPMMvGa7CMnk9gmcK2xRbwo7EFfrqhMkoQ5mVravGYPQvEEj8krVdVL0lRVy1MeRspBn7G5tS1gI+TCFaakHyM+4OQlU1D5k2xjJo9MIF9bywp0ZGq+pNY4p9nMSvdcZhlzw2YUmZ+MsUBFqO1FiX7mU3F4h4mkspyNZVCNk4Lkmeji0iqQNXiWU2vVtViwiUxd+iUhN9jCPY9byNkeVULPn53VCyU3R9b4/RU1TfDsX0wpfGMJNXfjllJJ67VvoiU9knaUyJshZh7f2JSqftFJP5e/IMiz4e4kKyYpVNwI08l8IrzQzqKjKAEn0pR7KjVmFL6Hszrp024X4uES3/BlBupLM2rPS50qnwKeTAagZntH0f6WSaywSBKxrlIlXUn1XEwlxLgb/eIZtjC6Bhsoh6XhCd7hqmCtX5OepmaSuvUFhNzzVLVstKEV5RISxDXQtQmwS0nLOZ+JiGzk4g0xwbvH4DTUrlbqmqyIJCJ1MYEhrUSBsvICmstLCveIUmufTDsT8fcZb6npFasoozBFqS7UTTR6IyZ776WUK4nplWJfOYj95Z4OcfJJYU8hqRFNhc04VyNWYBUoQn0r6GudGJgpY2q3pHN+gIbUVxB4zjlRlWXkBD/USwRw38wgcpV2BztPGzBfx/woJYRPBrYLj6HEpG9MWXn9Zil+4aYMOEaLOFNuQjC9uFACxHZOwoNIRaDZz1MCFHtLjoAACAASURBVJE2wSrnLCxEwaeqOie0fX+SuwKnijkYta8xFmO1JzYHW4HNr69QSxQR3fclEfk3Nh7OwFy0zgOeTJiLxukHPKCqCxOOv1X2Ny1CQ4a5Ur7DdGCsqp6axMo+ExqJhbCIkyyBRJx2hBiNwZo1VRsFOAebq8fn+tF64duE8t0xIdnNmkZMrjI4neKKmonY+u/J2LEF4fiHWBb0iMgjIVkM1tLYg+TJnw7BvD4ifsCUco0wRda/VPU2+DucyDTgMlWNr7+OwxRYK7F3rKxYutUSFzpVMgU+GI3GtBHHi8iTkeZRRFphvrbXltJRlxtNIyuQiLyOBRLfrYxydTF/5L2x7Df3YoPn+7FiTclMq5nY+SVyIyY4ubCUMkm1y9lALM7RTqo6JnzeAjgeG9Di5rATgb1FpJuqjgtlW2IuHx/F6qsHjMSEdt2DK15FmIhZGxyLLfiiNu8G/KRFsa5GJ/ludwGoaolzWeQFTCNyhog8FQb/yLQ7Hr/laSyGWT/g/aAtOh0TKOZaiOg4QMGPIWWS7QWNL0BSktcJdHCt+Ahb3BQsYQxsR4KbiONki9C33YtZZJ6hqh8CH4rIICwG6MXA1SLyIBbGIWlfnaSfGgN0UsvqCzav3V9E6qvqEike6ydqy0GYAiGisYhEWTPHhbnhakx5cTAwPVidLMT+75cRLGMyQVX/FhaIZbt+EBNClSc50ELMK+JzbE42HpuH/Z2IIShOOwP9w/HrMaXDpFT9vYhsi4VwiMcVXYZZsm+vyeOedsbGs1KzkYnIDtjvvIrY+BnmkS+IhZh4ABipmWU26x+2RFJmDVXVb0TkREwZUhrHYq7up2jxpBObYYqav9cGwTvgfsxb4GYqSOKzDha6czFBV1NMGXJW2CcmnYgUJJlar05PpnwSkWL1hGcxI8yRvgFuCFbBz2FzpTHYGiq6fj1gIDZOzgFuEpHRqvpThu2r+qiqb3ncsE7xfayTPz12fANMmDEf68z+jZnUx689ANMKt05Sr2CLiMTj9cO+dbj2qITze2OT9r+wjvR+7J9kAbBlKDMgXHtiGd+tG7YAugrr9DX2+aAMn9PrwLtplj0Xm+jWTnKuP/BLiutSPs8y7jcWG8iy/W6cGJ71AMydRbGAuwOAAbFyd2AD2TNYpzYXGyh3TqivI2bJsARbPN6BaTAUi9USlXs4HJsS+73iW+MMv0fz8B6vwhaxt2HWBQqcVMa1M4GZ5Xx+fWLPb2y43+jYscaxsheG869g1hwK3J2kzrvDueGhrAIXZvu39823dDcKaAwBDor1E4r1+9HnbqFMLSzehGLjyuOh31oY2rl1rD6N93Wx42MxIU1U30OhP9sLUxAo0C9Wvjm2gJLYvUcDHUp5rttiQpVrYscOxAQ5G5fyW0wHOpfxm+0Q+sLHsZhH0ylyd3gJ0yofgylaSqvn8PBdNo0d6xOObZLimhPD+aYJx/fGLOWWYZZ0x2NuzaOAOrFy61Gk0Lk6/MbNU9zr0nCv9inODw3ne5TxPWcCQ1NcPzOT9y9JHWeEsqX+Zr75lu6GWZ3uiQlnPg7v13SgT4ryDTFX4AWhH7wKWCuci/roimzxPnpoKeUGJLRrX6yvXRj6veeBrRLKlNlHJxzfIPQzChya5PwQMpzzYQJ2xQJWj6JoXvtJrMyesd/iDcyNeKfY+W5YaIZ7sXHoTsrof8toU+SafSlmWbsCmz82CeenA0PC3+tjfenPWPiPgSTpM7F+eWzs8yQso1tZbZkO3FjK+cEkrGEwgdPy8ExrJZz7GBifcOzK8GyPSPIOpfOODoldUx8bIw/B3PTuwMaluVi8xfh1UYy/+D1vx1wxJcl3LW3MLGtrmqQ+wYSxf8TKnQXUDeebY8LRr7C5yRqYZ8d0oE0u+6FC3PLegJq2UcCDUeyeO2Favx8xLegwoF3s/ADSEzoNKOW+QzN8bmkLncqop38az6R1hnWOJTdCp7GltTNWrh4myJmKDVijga4p6twGmzj8gi1G38KsmeJlsvp8Qp2twnv0fXiPJwCHpHHdTMovdBqa7vfABo5LsJhYM7G4L8mElrXDuZmh7CUkGdh88y1XGwU8hpTxPzcgoV1ZX9CEczViARLKFvQEGrMgWg3cn6L90fvSo4znN5P0hE5pv3+x32UKpj33fty3Cm+Ya9Os8M4twpRTxxAT3JZybVNMAL8Ks8CEoj76XCz8RSbbuaSY5+fhudQKfcuPof87JUW58gidng7f82fMeud4kgjCQxsOwuJC/YJZdYIJwmYDZ4fPO2Jz1W+Af2JjVWdM0bJh2G+JWfDvQZGCeEj0O2OCD8XmidcRW0OF83/3+bFja2AZTN8P1/ZMOJ8odNqXmJImdlww69UOmLJ5LnBlknK9wv0+IKyvsExwo8P9RxHGPWysOYkipc2ZCXV1xdzZJeF4JHS6EPOYSbb9QHGh0zYU77sXYAK2ZzHl2c2YYcRyoEu45iDM8+BMzFDipYR2dA/3GhrqXC92LhozewBbJNmuIDZmYi7j52BKo1nYHOa+8I5cgLmWf4rFlfweU960j92vFTaGlhCYVfdNwgNwKoHgAvE1FhT7TyzO0GPA05ok4GfCtU2xjqsf8JSqHiOWSvJ5zEWgLNeJRJph/7xHq2ouAnNmlXTd69Kopz+2WEtWzx5Yx9FGVWdmUOdYzGqmY0Xa5jiOUxo+hpSNiDyNBRidjSkrXgfe0ART9uDWcAA24eyNCTUuF5ENsAnujar6HxHZEYuNtQybsH6MCYPmYQKpephmth4mEGyFLUo2waytVorI7ZjCYxq2QHpMVf+OhxF3r4sdWwOL8XQ+pgjaS1XfCOe6Yy4Ou2GB5ZtqkZtiH2yxUJZ7XTNVnSeW/efQcI9umNvhE9jCbDds0fUjpvl+BVsQ76NFcbRaYTHtFFsAFXMlF5H7sMXAtqo6lQJCLEPW/cA/VDVZnDTHyZjgSlULi19Uar+c4voOWCKAabE+OqN5aainNbbgzXsfLZbx9B2s/zhbVcenKDcE6+taZ1B3a6wPnqZpLmpD/18r9M/bYq5RW2nIwi0iDbB+6xBgU0wguEaSqpaFbSnwgaoeFK6vh/XRk5O1KVmfn3C+rarOSDg2Auvre6Tx/UZjQqffMaHTeZoQZ0lEbsHGpbnA5ar6eBg/BmLCpac0uCKKyG2YAqIWpjQ+WC3hRlnt2BdTADXT1IHE3wA+U9WLwuc1MYHYLCy+18KE8jsCL2KuqqPCsUuwGI1ggp4jNJa8SEROxtZ3C4Bh0b3CuWjMTJWV9mgsxuHmqvpbcJd7EAtL8g6WVGtZrPzaWJzAHzFB5MWaECxfRNYHttAQ6qSm4EKnSsYHo/KRZaFTf1XdMMm5cj1PFzo5jlNZ+BhSOjVhAVKVJtAhfstXwE+Yi1tifKy8EH7ndzAt/z7pviuO45SPIHj6M1EwXQiIyPpaPLNz4nnBrIbrY/37MmB5dew3RKR2If5GcUSkQTQ+O1UHFzo5juM4juMEfAGSXURkd8xKagLQW1VTZYqtrPa0wFxYFmHu5XPy2R7HcRzHqe7UyncDHMdxHMdxCoXSBE7hvKrqIlWdq6oLVXWZC5xSo6rvYDE3PsWCs+ebP7FYXj1d4OQ4juM4ucctnRzHcRzHcRzHcRzHcZys45ZOjuM4juM4juM4juM4TtZxoZPjOI7jOI7jOI7jOI6TdVzo5DiO4ziO4ziO4ziO42SdKi90EpF6IrJ1SEnsOI7jJKE695XV+bs5juNki+reV1b37+c4jpMN8tFX1qmsG+WQdsDkyZMn57sdjuM4BcvkyZPp0KEDQAdgSp6bk218HHAcxymDaj4OgI8FjuM4ZZKPsaDKWzo5juM4juM4juM4juM4hYcLnRzHcRzHcRzHcRzHcZys40Inx3Ecx3Ecx3Ecx3EcJ+u40MlxHMdxHMdxHMdxHMfJOi50chzHcRzHcRzHcRzHcbKOC50cx3EqyJtvwkcf5bsVVQsRWSkik8LWSUQeFpFZIvJ/IiL5bp/jOLnlgw9g8GD4/vt8t8RxHMdx8sPKlTB0KMyale+W5JY6+W6A4zhOVWbxYjjwQNh4Y/jmm3y3pkrxnap2BBCRbYCtgTbASCyF6xd5bJvjODlkxAg49lhYvtw+b789HHII9OkDW28NLnZ2HMdxqjuzZ8NRR8G4cbDDDvDhh1CrmpoEVdOv5TiOUzk89xz89RdMn+5CpwyZn/B3fUCBn4HFeWmR4zg5Z/BgOOIIaNIEHnoIjjsOvvsOrr4attkGNtsM+veHd9+FVavy3VrHcRzHyT5vv20Kl3HjTNny8cdm8VRdcaGT4zhOBRg2rOjvl17KXzuqIK1E5BMRuQ8TNH0EPA5sAHyX15Y5jpN1VGHAADjzTGjXDt57D049FR57DObMgTfegHPOgWXLYNAg2H132GgjK/PCC7B0ab6/geM4juNUDFW4/Xbo2RMWLbJ1xHvvwfrrwxVXwB9/5LuFucGFTo7jOOVk/nx45RXYdVdYYw0XOmVIL6An0A04AmgFTAA2B9bPY7scx8kyq1bB2WfDddeZZvfdd6Ft26LzdevCnnvCPfdYjKePPoKrroINNoCHHzYX5qZN4R//MOGU4ziO41Q1/vgDDj0ULr0U2reHiRPNva5RI7jlFpg7F268Md+tzA0udHIcxyknI0fCihVwyinQoweMHWsxnpyyUdUvVHUBMBZoDLymqv8BXgf+kc+2OY6TPZYts0n1/febYOmtt0yYlAoRi21xww3wxRfw9demFe7YEf73P9hnHxfwO47jOFWLzz6zsW30aDj6aIvftOWWRedPPNHO3323jXvVDRc6OY7jlJNhw8zC6ZBDoHdvC4r75pv5blXhIyLbi0hzEWkA7I651G0dy1q3dv5a5zhOtli4EPbbzwKH/+MfJixaZ53M6ojHeJo8GRo3tro++CA3bXYcx3GcbDJ0KHTtapa8994L//0vNGxYvEytWvDvf5sy+6KL8tLMnOJCJ8dxnHIwe7Zp7Hv3tkVQ79523DXwabEaeBKYArwG3A40wmI5bQ88lL+mOY6TDebMMQvQt94y17phw2DNNStW51ZbWXwnVdh/f/jqq6w01XEcp+CZOxcuuMAE8IXI8OEWo88pYskSOO00OOkkaNYM3nnHxsNUGVp32QWOOQZefBFefrly25prXOjkOI5TDp5+2hY+Rx9tnzfbDDbd1IROqvltW6GjqpNUtbuqtlHVS1R1iar2UdXWqtpNVeflu42O45SfGTMs1t2nn1ocp3vugdq1s1N3167wzDPw++/mavfzz9mp13Ecp5AZPNhcr3bfHfbd1+IBFQpz55pg5ZxzYPXqfLemMIjGwSFDYO+94ZNPYKedyr7u1luhQQO48ELzoKguuNDJcRynHAwbZqaxBxxQdKx3bzOd/fLL/LXLcRwnn0yaZNra776zRdI116TW6paX/feHhx6CWbOs362u2X4cx3Eixoyxeecxx8Brr0GXLnDwwRYrKN/cfbdlGF20yC1QAZ5/3uIzTZoE115rCummTdO7dpNNLIvdV1+ZK151wYVOjuM4GTJjhsUTOfhg00ZEuIud4zg1mbFjoXt3WLDArJHOOCN39zrpJLjpJltwHXKIBSx3HMepjixaBO+/D3vsYfGAPv8cDjsMnnvOkiwccQRMnZqfti1cCP/5T5E164cf5qcdhcCqVSYwOuggex4vvwwDBmRu6XvxxdC6tVkKz52bi5ZWPi50chzHyZDhw20fudZFdO8O9eu70MlxnJrHyJHm7gbw6quWFjrXXHGFxcd46y04/nh363Acp3oydiysXAm9etnnDh0sQcMnn5jF/TPP2LHjjoPp0yu3bYMHm7XplVfa55osdHrwQfjXv8wK7ZNPisbETKlfHwYONIHeP/+Z3TbmCxc6OY7jZMiwYdCkSdHgH1GvHvTsaYECFy7MT9scx3EqC1VzcRs40DLKrbsuvP22BRCvDETMrePwwy3O3oUXekw9x3GqH2PG2D5x3tmpk7lyvf8+7LUXPPEEbLEFnHqq9c25ZulSuPNOaN7chCPNmuVe6DRrFjz+eG7vUV6eesoERm++CS1bVqyuQw81y7aHHzYBVlXHhU6O4zgZMHmybYcfDmusUfJ8796mjXr99cpvm+M4Ti759Vez5LzuOourtMEG5gJwySXQpg289565elQmtWvbAqR7d0s3fdttlXt/x3GcXDNmjMX62Xzz5Od32sniPI0bZ8GrH37YEtycdRb89FPu2vXoo/DLL+YOtuaaZuHz2WcmjMoV115rlq2ffpq7e5SHX381pfO++8Jaa1W8PhG46y7bn3de1VeouNDJcRwnA4YNs32ia13EfvvZ3l3sHMepyvz5py1gBg6EI480odL665uwacAAWwS1amWLmkcesUxK7drlp6316sHo0bDNNnD55bYQchzHqQ78+CNMm2ZWTmUlZdh9d3PFGzPGAlnff7/1y488kv12rVxpQv4mTeC00+xYly6wYkVug5uPH2/7QptnP/ecuXgfckj26tx2W+jXzxQ6Tz2VvXrzgQudHMdx0kTV4jltvLEN7Mlo3Rq22soGw6qulXAcp+YxaJAJbxo1MuuhSy6xeCH168MJJ1g2nQ8/tMC2EydaANkTTzTXunzSuDG88oq5NJxyigVwdRzHqepErnV77ZVeeRErO348vPCCWaSefXb2Yz2NGGGJdc4917LqgQmdIHcudvPmwTff2N+FJnQaNQrq1Cme1TobXH+9ja+XXAKLF2e37sokp0InEWkrIq+JyAwRGSySXD4rIjNF5HMRmSQi++eyTY7jOOVl4kQbYI88svRMFL17w+zZhZHG1nEcJ10+/xz697dsOYceCrfeakG6f//dMiMNHWqLlx13NFeKQmPjjS2IeaNG5gJdkwPaOo5TPchU6BQhYpapjz0GS5aYNVK2lKGqFjC7QQMTOkXsuKPtc9X3fvCB7evWtThW8+fn5j6ZsmiR/U49emRfAbPeeiZ4+vHHqu0+nmtLp6XAmUB7oDfQOkW5FcB2qtpRVV/McZscx3HKRVmudRHuYuc4TlXkjjts/+KLZt106aU2iV5nnbw2KyO22MK0+6q24Pr663y3yEmFiBwlIl+IyHgRaSki14nIVBG5Lt9tc5xCYPVqixG63Xbm3lweunc3F62xY2HIkOy06+WXTbF6+ukmFIlYbz1z58uV0GnCBNufdpo9m9dey819MuXll2H58uy61sXp1w+23tqETpURID4X5FTopKo/AzOADoAAP6YoOl/VHVEcxylcVq0yf+p27aBz59LL7rabmRq70MlxnKrCzz/Dk09Ct25l93GFzs47Wza7BQssZfUvv+S7RU4iIrIOcB2wK9AXqA8cgK0ZDhSRVnlsnuMUBJ9/bgGqE7PWZcqtt1og8v79zWKmovzrX2ZtdPHFJc916WLC/t9/r/h9EpkwwayrLr3UPhfKPHvUKNv36ZOb+uvUsaDiS5eam11VpDJiOh0HfApcrKorUpRpICIfiMhTIlK/EtrkOI6TEePGmcvc0UeXHchxjTVsgjBhQuGY/jqO45TGPfdYANhki4iqyAEHwIMPwsyZZn3qfXHB0Qt4Q1UXquoMYBfgM1VdDXwG9Mhn4xynEIhc6yoqdFpnHRg8GBYuhDPPrJib3XvvWZa2444zQVYiUVynjz4q/z2SsWqVWVDtuKMlsdhuO7MwWr06u/fJlGXLzDq4a1dz8c4Ve+1lQq1nnjGrtapGzoVOqvoY0A64pRSB0lFAT6AJpu1wHMcpKNJ1rYvo3buwTH8dx3FS8eeftiBp3z77QVDzycknw003waRJlvwhGxp+J2s0BxqKyDsi8j+gJRA5jswENshXwxynUBgzxuLnpUpekwn77w/HHmvuxxXJhHbLLaZ8jayNEslVMPHJk22s2nln+9y7twUWz7ZwK1PeeMNiOuXKtS7OwIGm2D7/fBPCVSUqJXtd0GBMArqkOD9FVf8EXgXaVEabHMdx0mX5csvSse22lpkuHTyuk+M4VYVHHjFXiIsuglrVLK/xlVfaRH3qVNhlF/jyy3y3yAk0BDYG9gUaAErRuqQ2kGf7BcfJL0uXmkXRbrtZ9tBscNdd0LSpBf+eNy/z6z//3Kx6Dj0UNt88eZlOnSzZTraFTu+/b/u40AnyP8+OXOsqQ+jUrp1ZI3/+OTz0UO7vl01ynb3u5JDBbi1gR2COiNQVkedFpGko01ZEthKRusCewORctslxHCdTXnvNYoOka+UE0Lx54Zj+Oo7jpGLVqqKFyPHH57s1ueHiiy2D0+zZtoCLMiA5eeUX4GtVXQyE5SStYvs5eWmVU6NZuLBwkg+8+64JnirqWhenaVNzpZ43z6xlMuXWW21/+eWpy9Svb0raDz7IXrY8KAoi3rVr0b5x4/wKnVatgmeftSDfm21WOfe84grYaCO46ipbm1QVcq3PmgQ8BkwBHlXVaUBdYGtgrVBmNXAH8CUwH3g6x21yHMfJiMi17sgjM7uuUEx/HcdxUjF6NMyYAWedlT1teiFy3HHw3HO2iNtzT1MIOHnldaCLiNQGOgPfAduFzx2Bt/LZOKfmoGoWRSedZIv5Lbc0V658k614TokceSQcdJAljnjhhfSvmzEDhg+32EJlJZvo0sUSOPz0U8XaGmfCBGjbtiiLX506lihi4kSYkycR9fjxFui9MqycItZe24R/v/0GN95YefetKLnOXveJqu6mqq1V9epw7C9Vbauqs8Lnmaq6r6puqqp9VXVlLtvkOI6TCX/9ZVqMrl2hTYbOv4Vi+us4jpOKQYMsZsjZZ+e7Jblnv/0s/ka9erboeuKJfLeo5qKq3wNPYkrnJcAwYCTm8fCMqnoELienzJ5tWdg239yydg4davO81avh8cfz3ToTOjVtCh07ZrdeEbjvPgsu3q+fWXelw8CB9myuuKLsstmO6/Tbb2aBFrnWRUShLF59NTv3yZTKdK2Lc+yxcP31lo2wqlDNPPcdx3Gyy/PPw+LFmbnWRUSmv65RdxynEJkwwbbjjivSHld3unY1t5WNNrLvfccd+W5RzUVV71DV9qp6hKquVNUbVHVLVa1C+nunKrFihVl3HnQQtGhhApQFCyye3RdfWKyc1q3hv//Nb2iEefPg00+hZ8/cxNlr3tyESD/9BJddVnb5X36B//s/EybtsUfZ5Xfc0fbZEjpFLtGJQqd997V9PubZqiZ0atXK4lhVJrVqwdVX2zhWVXChk+M4TikMG2ad+xFHZH5t3PR37tzst81xHKciDBpk+4suym87Kpstt7S031tuafGeLrssu7FHHMcpLKZNg0sugU02MauUF1+0+dmIESZ4GTQIOnSw+d6xx9qxt9/OX3vfeMP22Xati3PqqSZAGjwYxo4tvexdd8GyZRbLSaTsurfaCtZaK3tCpyieU6LQaYMNzNXv1VdhZSX7Sk2aBDNn2vuUzjOp6bjQyXEcJwW//27akz32gA03LF8dvXvbYiZfpr+FioisFJFJYeskIkeJyBciMl5EWua7fY5T3fn2Wxg50vqoLbfMd2sqnxYtzOJp553httvg5JMrf9HiOE7u+PNPePhh2HVX6+MGDrR4ODfdBLNmmeDpsMMsBX2cY4+1fT7db3MVzymOiGVAq18fTjvNwkkk448/4P777RkefHB6ddeuDTvsYDFNV62qeFsnTCgKUJ5I795mrVbZCSLy5VpXVXGhk+M4TgpGjoTly8vnWhcRmf56XKcSfKeqHVW1I/AtcB2wK9AXy2rkOE4OuesuE4hXpZgQ2aZJE3j9dVu0DB1qi4dUCy/HcaoW++1n1jyffmqZOceOhW++gSuvNIunVGy5pQlMRoyAJUsqrbl/o2pCp/btoWWOVXDt2lkw6unTYcCA5GXuu8/iPl12WWaufl26wKJF8NVXFWvjqlUmUNpxR/MgSCRf8VNHjYJmzUyo6ZSNC50cx3FSMGwY1K0Lhx5a/jrWX98GynyY/hY482N/9wLeUNWFqjpDVZfnq1GOUxOYP9/ic3TqBD165Ls1+aVBA4vxcvzxlslp773t+TiOU3X5+muzZOzTxwKGP/oodO+evhtU374maMkku1u2+OYb+P773Fo5xTn/fBMQDRpUMtvykiWmoGjRInMFbLaCiU+ZYlZria51EZ07W8D1yhQ6TZ9uGQ4POsisupyycaGT4zhOEn75Bd580zRl665bsbryZfpb4LQSkU9E5D5gE6ChiLwjIv8TkXr5bpzjVGceeMAsei6+2GNRgCkXhg61mC/vvWeZrH703GmOU2WJXJ9OOw0aNcr8+qOOMquefLjYRa51e+1VOferXdvcEGvXNjfj5TG13yOPWEzS/v1LuiGWRSR0mjixYu17/33bpxI61a5tXgWTJlksrsrAXesyx4VOjuM4SXjmGctcUhHXuoh8mf4WOL2AnkA3oDGwMbAv0ADok8d2OU5O+fFHGDIkf5mRli+He+4x95LyJEiorohYbKfbbzfN+q67VtwtxHGc/DBypMVv6tmzfNdvuKEJfV56yTLJVSZjxpggJZ0scdmiQwf45z8tg9+tt9qxlSutP2za1NwUM6VlS7P2r6ilUxREvGvX1GWiefYrr1TsXukyalTF3q+aiAudHMdxkjBsmLldHHhgxevKh+lvoaOqX6jqAmAsMBv4WlUXA+8DrfPYNMfJGatWweGHm/Y9H24bYH3b7Nlw3nlm4eMUp39/c8X56SezeJo8Od8tchwnE374wQQdBxwAa65Z/nr69jXByzPPZK9tZbFyJbz1llkJlcdCqyJccYUJn264AaZOheHDLTvbeefZfDhTROx7fPYZLF1a/nZNmABt2limulTsvbdZplXGPHv2bGtT795Qz+3y08aFTo7jOAnMnGkDysEHW8rXilKrVuWb/hYyIrK9iDQXkQbA7sA0oIuI1AY6A25f4FRL7ryzyM32rrsq//6qpzQbcQAAIABJREFUFrejYUMTfDnJOf54CyK8YIHFvJo0Kd8tchwnXUaPtn1F4nGCuU41aFC5LnYffmixpCornlOcNdYwN7tVq8zN7tZbbaw455zy19mlC6xYYYKn8jB/vlmcpnKti1hvPbOEGjOmuHtgLojeL3etywwXOjmO4yQwfLjts+FaF1HZpr8FzmrgSWAK8JqqjgufvwSWAM/nsW2OkxO+/hquvho228wWQ2+9BZ9/XrltGDPG3CdOPRUaN67ce1c1+vQxF4o//4Q99ywZYNdxnMJk5EizQImyB5eXhg2tHxg/HmbMyE7byiKK55QPoROYkOiCC0w5MnkynHFGxeKaVjSYeFnxnOLst59lyxs/vnz3SpdRo0xAt99+ub1PdcOFTo7jOAkMH26D7D77ZK/OyjT9LXRUdZKqdlfVNqp6STh2h6q2V9UjVNXz/DnVitWrTXO8bJlljbv8cjt+992V245BgyxWyPnnV+59qyr77w/PP2+uIT17FsUWcRynMPn1Vxg3zuZvDRtWvL6+fW3/3/9WvK50GDPGYgXttFPl3C8ZN9wAbduaYOWiiypW14472r4yhE6VET91wQJTGO21F6yzTu7uUx1xoZPjOE6ML780M+DDDss8U0dpVKbpr+M4hcW991pWtHPPhd12s4n4zjvbQubXXyunDV98Aa+9ZjGlWreunHtWB3r1skXMqlX297hx+W6R4zipeP55E/JX1LUuolcvaNbMXOxUs1NnKhYuNCFLjx75jbfXoIFlb373Xdh444rV1aQJbLpp+YVOEyZA/fqw7bZll+3Y0QLA51Lo9OKLFnfLXesyx4VOjuM4MR5+2PbHHpv9unv3NtPf997Lft2O4xQm335rAVrbtoWbby46fsEFZvn0wAOV04477rD9xRdXzv2qEz16wKuvFsXne+ONfLfIcZxkjBwJdepYEPFsUKeOhVr4+mv4+OPs1JmKsWOLhNv5plWrIiulitKliz2/BQsyu27VKnPz69w5PSFcrVrm8jZlCsyaVb62lsWoUXafgw7KTf3VGRc6OY7jBJYsgUcegc03h+7ds19/RU1/v/oK7rsve+1xHCe3rF5t8ZP++guGDCmemOCQQ2CTTex/OtfWj7Nnm1XV7rtnbyFR09h1V3j9dcuGdcABHp/PcQqNhQvNmnyPPczCJltELna5Diie73hOuSKK65RpXLypU01Rm45rXUQ0z3755czulQ5//WX9/m67wfrrZ7/+6o4LnRzHcQJPP22ZMs4801K9ZpuOHWGjjTIXOi1dCgMGmHnxeeflToPjOE52eeAB017362cLoTh161pWoNmzLVNaLrn3Xssg5FZOFaNLF7NyatDAsps+91y+W+Q4VZOFC7Nf50svmQA/W651EZ07Q/v2MGyYuVblijFjTBGx+ea5u0c+KG9cpyiGXiZCp169LG5hLlzsXnvNBE/uWlc+XOjkOI4TuP9+8x0/4YTc1C9ipr9Tp8LMmeld89ZbsN12cN11NukZN87Mnh3HKWxmzYJLL4WWLeG225KXOe0063Puuit38UIWL7a+bbPN4MADc3OPmsT225sgsVEji/2Xa4Gh41Q3vv7aLJHuvTe79Y4cafOsgw/Obr0iZu00d65ZO+aCH34wa/ZevXKj9MwnnTqZIChToVMURLxr1/SvadTILJHeeMMUttlk1Cjb9+mT3XprCi50chzHAT75xHzHjzkmt6nE0zX9nTcPTjzRUnX/8AP861/Wxl12yV3bHMfJDqomUPrzT3joIctGlIwmTeD442HixKIJdrZ55BGLpXHhhRaLwqk422xjgqemTeGoo+DJJ/PdIqci/PwzDBxoQotJk+CPP/LdourN+PEWr2fAgOxZPC1ZYtYtO+9sFuXZJorzmSsXu+rqWgdFgcA//DAz5cqECZb0YsMNM7tf795mkZTNpA8rVliQ+k6dPBFHefHph+M4DmYJAOZal0v22ssCU6YSOqnC0KGwxRbw6KOW9nfyZLjssvxmM3EcJ30eftgWEaecAnvvXXrZ886z/V13Zb8dq1bBnXda9sxcWXDWVLbayhY1G21kVhBDh+a7RU55+fRTuOQSs1zr1MkUT+utZ25BRx5piQAeesisJ777LrcuVjWByZNt/9tv2ev3xowxq85su9ZFtG1rSr9Ro0yZkG0ioVPPntmvuxDo0gV++QV++im98vPnw7RpmbnWRVQ0fmoyxo0z5Y271pUfFzo5jlPj+f13C7LbpQvssENu71Wa6e+0aRb35aSTTDA1bJgJp9q2zW2bHMfJHj/+aLGTmjeHQYPKLr/VViaY+t//zKoxmzz7LMyYAWedZXGInOyy2Wa2GGnZ0vrt224zoUSuU6s72aVbN7O+eeIJuP56szLu0MEWyU8/bZbGp59uSqO2baFePWjXztxV587Nd+urHlOmWED+TTe1PnL+/IrXOXKk7XMpFOjb1yxoRo/Obr2rV5vbXseO1TdAdRRMPF0Xuw8+sH15hE5bbw0tWmQ3mHjkWudCp/LjQifHcWo8jz1mptm5tnKKSDT9XboUrr3WYje9/bYFHZ42zdw2qptvv+NUZ1ThjDPMZeSBB0zInA7nn29WSf/5T3bbM2iQLe7OPju79TpFtGljfXm7dmaR2ratud3tvTdceaUthmfNckFUIbP22ra4PfZYuPpqc0l9+20TAi9ZYuPxSy9ZDKKLLjJhU61a8MILRRYqTvpMmQJbbmmxKhcuTB3zLl1WrLCg/h075lZJd8QRphDMtovdZ59ZSIXq6FoXkanQKXI3L4/QScTm2V9/DdOnZ359IqtXm6Bx001NoOWUDxc6OY5To1E117p11zUz+sogbvr75pvm63799RYo/L33rD25jCvlOE5uePxx+78+7jjYf//0r9t3X/v/f/BBE0hngxdeMOuNvn1hgw2yU6eTnJYtLS7X0KFw7rnmHv3uu3DLLeay1bq1WTDst58JNUaPNos4F0QVPvXqWTax/fYz4e2gQWb1EMXx8myymfHHHybM69DBFGsdOsC//21WZeUlcn3KlWtdxHrr2fxtzJiKtTeRSHC5117Zq7PQ2HJLWGut9IVOEybY/95225XvfvvtZ/tsWDt99JG5BR56qCuCK4ILnRzHqdGMHWtazJNOsmCHlcFWW5np7wMPmP/+jz96oHDHqerMnm0WSxtumHmcklq1LLbTggXZ0aJ/+aVZbay7Llx1VcXrc8pm3XUtbta//23Kg4UL4fPP4f/+z4QV7dpZNtIbbzQXjRYtLB7UoYfaGOBULaJgwi50yoypU22/9dbW791wg1mT3Xxz+euMXOtyLXQCE+KvXg3Dh2evzjFjzCJ1992zV2ehUbs2dO5sApxVq0ovu3q1udd17lz+WKY9e9q12YjrVBmumzUBFzo5jlOjue8+2/frV3n3FLGUq0uXeqBwx6kOqJp77u+/m6VikyaZ13HCCeaOd/fdFbOAmT8fDjrIguqOGOGZdvJFnTqW5e6kk8wt6/33YdEiC1o9ZIiNOS1amNXMKae41VNVo2lTU1S50CkzoiDikZvSwQdbwPYHHoDvv8+8vtWr7X+ofXtT6OWaAw6AddbJnovdkiXwzjsW67OyFJ/5oksX6wO/+qr0clOnmtC+PK51EQ0bQvfuJuiviPWwqr1fG21U5CLolA8XOjmOU2P5+Wdzc+jVywLCVia33GJmxh4o3HGqPsOHW9Duo44ygXJ5aNgQTj3VJtyvv16+OlauNDfh6dPN4mbPPctXj5Mb6ta1uDOnnGLCyYkTTSj12muWzMKpOohAq1YudMqUKVNs36GD7UXM+m/5cgszkCkffGBWppXl+lS/Phx+OHz8sVmUVpR334Vly6p3PKeIdOM6TZhg+4oIncBcIZctM8FTefnyS4sN1aePWeY55Senj09E2orIayIyQ0QGiyTvDkTkDBGZKiIPiYj/pI7jVApDhtgirbICiMdZay3T7rl/uONUbebMsTg+zZrBPfdUrK5zzrGJbXnTiF90kQms+vWzjHVO4TNwoMV7uuAC+PXXfLfGyYRI6ORWaukzZYpl0mzVquhYr16WQXDoUPjmm8zqq0zXuoi+fW2fDUFxpGBwoVMRFQkiHiceP7W8eNa67JFrAc9S4EygPdAbaJ1YQETWAi4FOgHNgN1y3CbHcRxWrrSgvc2bWyYax3Gc8nDOOfDbb5Z5rmnTitXVurVpVF96ybSrmfDQQyb06tHDrJycqkGTJvZ7/fabCQ2dqkOrVuYeNW9evltSdZg8uSieU4QI3HSTxfq59tr061I1odMmm1j8n8qie3e753//W3GB45gxNm507JidthUyLVpYUot0LJ1at7b4iBWhfXvzJHjppfL9Tl99ZTH5Gje2cdWpGDkVOqnqz8AMoAMgQLJQiV2AWaq6DPgU2COXbXIcxwF4/nnLRnH66RZ7w3EcJ1NGjLDt0EPN5SIbnH++7TMRHI0bZ5ZNbdrAM894fLiqxhFHWLbDJ56AV1/Nd2sqDxFZKSKTwtZJRB4WkVki8n+pvCMKichaZ+bMvDajyjB/vmV9S5Z2frfdLIvn8OHwxRfp1ff55zBjRuVnFatVC445xn738ePLX8+vv1qMt549a4brlohZO332mcU0TcaCBebS1rVrdu7Xu7f9TtOmpX/d8uUmBN12W/juO/jnP31MzQaV8YofhwmTLlbVFUnOrw9EHtEzAU/s6zhOzrn/fhM2nXpqvlviOE5VZNkyc4lq0sQSEmRr0bP77tCpk7ma/P572eVnzoTDDrP00s8/X3FrK6fyEbF3qGFDc41cvDjfLao0vlPVjqraEVgJbA20AZpgCuuCxjPYZUYUzymZ0AkstpMqXH11evXlM6tY5GJXkYDib7xh+5rgWhfRpYt5GkyalPz8Bx/YvqKudRGRi93LL6dX/sMPzWruqqss4+g770D//tlpS00n50InVX0MaAfcIiLJ4vJrrB21gdW5bpPjODWbb74xk+Y+fWDjjfPdGsdxqiKPPmrWkldcYS4D2ULErJ0WLzbT/tJYtMgy1f32Gzz5ZOrFnFP4tGxpaeNnzoRrrsl3ayqN+Ql/18fWBT8DBS96iyydXOiUHlHmug4pxIk77GBWS88+W7YLFli8naZNzUqqstlmG7OEeeops4wpD2PG2L6mCZ0g9e+brSDiET16mEKmrLhOixebe/POO5tV1DXXmBXarrtmpx1OJWWvU9UZwCTMlS6RX4AonFwrYE5ltMlxnJrL4MG290C7+SPRrSIcu0FEZua5aY5TJitXwq23wrrrwhlnZL/+o46y4NL33GNxTpKxejUcd5y5otx8s8emqw6c9f/s3XecVOX1x/HPoQmooEQQpCxgjw0VFWygYsOGGmM3lhhLkp8ae4dYiCVGY4stauxGFEUNUUFsESyIShEEBRVEQUBERdr5/XFmZBhml9ndmb2zu9/36zWv2b0zc++Z2dn73Hvu85zn9BhWcuONMbNdPVBmZqPN7DYi0fQO8AAx6uHTRCPLg5JOlbOqnk4QM9iZRU+Tinz8cez7DjoouRIJRx8dw8Hy7UWTyT2SThttFAnn+iJde6u8pNPIkZEk2mqrwmyvWbOYxfXVV+MiTS7//W8kQv/2t5jgZ/RoGDAAVlutMDFIKPbsdSemZrBbHdgO+MrMGpvZEDNLdwB/G+hoZk2BbYDhxYxJROq3H3+Ee++FTTZRYcCE/Tyswt3fM7M1iHZCpOQ99ljUEjnjDFhzzcKvf7XVYlbNqVPhmWdyP+fSS6NHwNFHw/nnFz4GqXkNG0ZB+IYN4eSTYXGuohR1y57AHsCuwK+Ji89vAhsT5TdKWrt2kfBQ0ik/Y8dCixZRhLs8m20W+7QXX4RXXin/eelZxWpy1rpsRx4ZCbLKDLFbuBBefhkuuAA+/7x+9XKCGI6+wQa5k+rLlsXwum23hSZNCrfNvn1jX5oezpj2zTdw3HFRS2zWrKij+MYb5ffEk+opdk+nMcC/gHHA/e7+EdCYGLO9OoC7/whcTdR9mg5UoySbiEjFHnssrkyddlrNFp6UlczJ+v0kYFASgYhUxrJlMHBg1N/54x+Lt51TT43ipTfeuPJjjzwSvZu22y6SFNqX1R2bbx5JxPffh7/+NeloisvdP3T3ucAIYC3gBXe/FXgJOCzJ2PLRsGHMyKVC4vkZNy6SSqvaX/XvH8m8iy8uf9axJ5+MhP8eexQ8zLx17BgXL4cMKb/+3uLFUWz8yiujx81aa8X9tddCy5aRYKtvtt8+ZmedO3fF5RMmwLffFm5oXdq++8Z9eoide7Shm24KDzwQj48bF+15w4aF3bYsV+zZ60a7+87u3tndL00t+8Hdu7r7tIzn3ePum7r7qe7VnXxSRKR8t90GzZvH1Q1J1M/DKsysMXAEMaxCpKQ980wcoJ52Wly1LZa2beNK+quvRm2JtLffhhNPjHp0gwfH8AGpWy6+GDbeOIZ4fPxx0tEUh5ltY2btzaw5sAsxpG6zjFnritCHsPDKytTTKR9ffw2zZ+dXd2799WMf98YbMHToyo9/8UX0iNl//+SHQB1zTEwqMSh1yWzpUnj3XbjuukhmrL121AW69NIYOrbrrnHRYuTI+DwKnWCpDdJ1nd55Z8Xlha7nlNa1a+xPn38+/lf33z9mH3SHhx6C555bPlRWiqceTNAoIhLeeSdO2I46Kq42SaIyh1UcBTzp7uVMoitSGtxjKuXVVoOzzir+9s44I+5vuinuZ8yICRAgEk6aCKFuato0erAtXBg1w+ro5dhlwMPEaIgXgOuAlkQtp22Au5ILLX+dO0fvjG+/TTqS0raqIuLZLr009rOXXLLy93/w4LhPcmhd2qGHRpx//Wvsm9dZJ+oWnXceDB8eQ8X694+LB3PnwgsvxNC6HXZIrhZV0sorJl6spBPEELvp06O0xvPPR7JwwoQ4H1BP4ZqhpJOI1Bu33x73p52WbByy0rCKe4EjzWwk0M7MBiYanEg5XnopktcnnRT1XIptm21gl11iKMC0aTE1+IwZcM89MbRO6q5ddomE08svRx3Cusbdx7h7L3fv4u7nuvuP7t4vNTpiV3efnXSM+VAx8fzkU0Q8U4cOcaw2enQMpcv05JORmN1nn8LGWBUtW8Z+ecIEePbZSGpceGHUpJo7N+pSXX55/D8n3SurVHTrFgm37KTTyJHx/1SMtvWgg+J+3XWj8PsDD0SCUGqOkk4iUi/MnRsnbjvsECdykpwcwyp2dvdt3L0H8KW7X5hwiCI5XXVVHCyfd17NbfOMM2JK7h494iD9wgvj6qzUfddcEydg55wDM2cmHY3koqRTfiqbdILY162+evR6Ss/iOXt2JHL23jvq6pWCW2+NCxJz5kRvnauvhj59opSDrKxZM9hyyxgime7FNm8ejB8f7Vwx9OoV2xs7tjSSlfWRkk4iUi/cf3/MXKdeTiVhhWEV7q4JJKTkvfFGnOwcfXTN1n846KDY3syZcOCBUZBW6oeWLeGWW+KiSXqopZQWJZ3yM3Zs1MBr2zb/17RpE9/7CRPg4Ydj2TPPxGQOpTC0Lq1Vqyho3qJF0pHUHttvD199FfW5IBJCUNwaV9tvXzqJyvpISScRqfPcY2hdq1bw618nHY1kD6vIeqxzQmGJVOjqq6P2wwUX1Ox2GzWKK+nHHhtTczfQkVu9csghMXzn8cdjliwpLemkk2awK597/jPXZTvnnEi+9u8fPT6feir2ifvvX5RQpYZk13UqZj0nKQ06dBGROm/48Jie9YQTNNOTiFTee+9F8dFDD42aHTVtv/3gX/+KKcKl/rnlluhFcfrpMH9+0tFIpo4dI5FSzJ5OCxfG8KPaasaMiL8yQ+vS1l4bzj0XPvkkJlR44QXo3bu4M4dK8eVKOjVtGvWepG5S0klE6rx0AfFTT002DhGpnQamSttfdFGycUj9tN56cO21MRTl4ouTjkYyNWkSf59iJp1OPx222GJ5XaPaJl3PKd+Z67KdcQa0bh29TBctKq2hdVI1m2wSQ93eeiuGS44aFTP9NWmSdGRSLEo6iUidNn16TK+7116wwQZJRyMitc1HH8ETT8C++8LWWycdjdRXJ58cM2DdeuvyoShSGsrKipt0evPNSDimkze1TVWKiGdaY40oKr5sWfQq69evcLFJMho2hO7dYzbY8ePh22+LV0RcSoOSTiJSp919d1wdPP30pCMRkdrommuiJol6mEiSGjSAO++Exo3ht7+NHh9SGsrK4OuvY7KSQluyBKZMiZ9ra7Jx7Ni4r2rSCWISmK5do2B3u3aFiUuStf32sGAB3Htv/K56TnWbkk4iUmctXhwH6R06RE0UEZHKmDYtinfvuivstFPS0Uh9t8kmcMkl0TPg6aeTjkbS0sXEP/us8OueNi2OZaD2Jp3GjYuZ6Fq3rvo6mjaN2nr63tcd6bpO99wT90o61W1KOolInfXkk1HA8pRTYrYTEZHKuO666GmgXk5SKs4/P4opH3ZY0pFIWjFnsJs4cfnPI0cWfv3FljlzXXW1aAHNm1d/PVIattsu7r/9Fjp1itpoUnfpNExE6ozvv4dXX4UXX4yD8nHjYijCSSclHZmI1DYzZ8bw3O7dYc89k45GJDRpou9jqUknnYpR12nSpLjv2DESUHPm1K6Z2z77LIZQVbWIuNRdHTvCuuvCV1+pnlN9oJ5OIlJrLVsW3a2vuSbG+bdqBX37wt/+Fgdmv/lNJKA0/l9EKuuGG+Cnn2LGOrOkoxGRUtW5c9wXM+l03HFxX9t6O1W3iLjUXWbLh9hpaF3dp55OIlKrzJixvCfTiy/CrFmxvFkz2G23mKVur73iAEcniiJSFXPmwO23wy9/CQcdlHQ0IlLKOnWK+2IknSZOhDXXhIMPhquuirpOffsWfjvFUogi4lJ39eoFQ4ZA795JRyLFpqSTiJS0Zcviyt5TT8HQocsPYAC6dYMTTogk0047RaFJEZHquvnmGBJy4YUxa5iISHlWXx3WWad4PZ022gi23DIurtW2YuLq6SQV+eMfY6RCt25JRyLFpqSTiJScpUvhtddg0KDlxcAhhsn95jdRz6JPnxgLLiJSSN99BzfdBF26wBFHJB2NiNQGZWWFLyT+/ffwxRewyy5Rn7J7d3jrrThGatiwsNsqlnHjokD02msnHYmUoiZNlHCqL5R0EpGSsHgxDB8eiabBg5cPm9twQ7jgAjj0UNh2Ww2ZE5HiuuMOmDsXBg7UrJcikp+ysqgxuXhxJIgK4eOP437jjeO+Z8+4IDd+PGyxRWG2UUzLlkWsO++cdCQikjQdTolIYhYujLpMgwbB00/DvHmxfLPN4LTT4Fe/ihlPlGgSkZqwcCH89a/Rq/L445OORkRqi7KySLJ88UX0kiyEdBHxjTaK+3Sx5TffrB1Jp08/hR9/1Mx1IqKkk4ikzJ4NRx0FXbvCkUdGd+5i1DL57ruozfTkk/Dss1E3BWCbbaI306GHLr+qJyJSk+69F2bOjMTTaqslHY2I1BaZM9gVKuk0cWLc50o6/e53hdlGMamIuIikKekkIgBccUX0OoIYXtKhQ9QzOfJI2Hrr6vU2mj4dnnkmbsOHw6JFsbxHj0gyHXJIJLtERKprzhzo3z8S3OutF72W1ltv+a1t26gjkW3xYrjmGvjFL+CUU2o8bBGpxcrK4r6QxcSzezqtu24ktEaOLNw2iildRFw9nURESScRYfJkuO022G47uOceePRRePhhuP76uG28cfSCOvLIqLG0Ku7wwQeRZHr6aXj33VjeuDHsthsceGBMQ96hQ3Hfl4jUL++9F0nsVRX0bd16eRIqnZSaMydOGK+4ImajEhHJV7GSTu3awZprLl/Wowc88kjsr1q1Kty2iiGddPrlL5ONQ0SSp6STiHDxxbBkCVx3XdQJ2GILuPLKuJr2yCPw2GNw+eVx6949kk+HHw7t2y9fx+LF8Oqry3s0pU/61loLjj46Ek377AMtWiTyFkWkjrv/fjj11Kircscd0VPzyy9j9svybi+/HHWc0lq0gN//Prn3ICK1UzrpVKgZ7NxjeN3WW6+4vGfPOC4bNQr23bcw2yqWsWOhU6cVk2YiUj8p6SRSz40aBY8/DgccAL16LV9uFgc3PXvCDTfEsLhHHomi32efDeecE8/fbz8YPRqefx6+/TZe27kznHFG9GbaeefCzeQiIpLtp5/gzDPhH/+Ajh3hiSdg++3jsRYtKq4R5x4TGMyYEQmqDh00tbeIVN5aa0VypVA9nWbNimOq9NC6tMy6TqWcdFqyBD76CPr0SToSESkFSjqJ1GPucN55UTD8L38p/3mNGsFee8XtttsiwfTII1EIfMSIeM5220WS6cADNeOcrJqZLQFSZUb5I3AZsCFwp7tfnVhgUqt88UXMcjlqFOyxR+yXWrfO//VmkWRae20VuxWRqjOL3k6FSjplFxFP22oraNYskk6lbMqUqN+p/aqIgJJOIvXas8/GkLiTT85/zH2zZstnmfv2W/jf/+IgaL31ihur1Dmfuns3ADPrA5wDfAp8Ymb/cPc5iUYnJW/48BhCN2sWnH9+DAlupKMaEUlI587wwgsxxLe6s/+mi4hn99Rs3DjKHIwaBUuXQsOG1dtOsWjmOhHJVIQJ0Zczsw5m9qKZTTWziyp43lQz+8DMxpjZfsWMSUTCkiVxota8ecz0VBUtW0b3biWcpAp+Tiq5+0vu/r67zwc+B0q8PKokyT3qz+25Z9RjGjQoemoq4SQiSSori949M2dWf13ZM9dl6tEjZuecMKH62ykWzVwnIpmKmnQCNiGuXm8J/MnMyjuRWAxs5e7d3P25IsckIsC998YBy9lnK2kkiSgzs9FmdptZDMY0s5bAL4CpiUYmJeu77+Cww2JY8MYbw1tvxWx1IiJJK+QMdhMnRiK9S5eVH8us61Sqxo6NIYebbpp0JCJSCoqadKrE1es57u7FjEVElvv+e7gLXEAkAAAgAElEQVTssqh9cu65SUcj9dSewB7ArkC61OiZwF3uviSxqKRkTZgQBcIHDYrE01tvwSabJB2ViEgo5Ax2kyZB1665J2KpDUmnceMiYda8edKRiEgpKHZPJyCvq9fNzWyUmT1mZs1qIiaR+uyGG6L7d//+mspWkuHuH7r7XGAE0MXMugMHANcmGpiUpEGDIuH08cdw/fXw2GOwxhpJRyUi1WFmS1KlNcaY2dZmdoSZfWhm/zOzTknHV1mF6um0dClMnpx7aB1A27ZRP2rkyOptp1gWLYqkmYbWiUhajSSdWPXV6yOIK96tgGNqKCaReunrr+Haa2HDDaOAuEhNM7NtzKy9mTUHdgE+Au4FTnL3n5KNTkrNww/HDHXNm8NLL8WQYM2OKVInfJoqrdENmAIMAHYizgUKUBmpZnXuHPfVTTpNnQqLF5efdILo7TRhAsydW71tFcOkSVE3VEXERSSt6EmnfK5eu/s4d18A/BfIMXpZRArlz3+GBQui8G6ubtsiNWAZ8DAwDngB2I3Y99+fuuL9hySDk9Lx4otw/PHQoUMMp+vdO+mIRKSAMmcp3RMY5u7z3f0Td1+UVFBV1aYNNG1a/aRTeTPXZerRI+5HjaretopBRcRFJFtR53oxszWIq9fHpK9em1lj4EngBHefbWZdgabAx8DuwIPFjEmkPps0Ce64I66QHXxw0tFIfeXuY4BeWYsHJBGLlK53340i4auvDkOHLh+6IiJ1RpmZjQZGAhOBNczsNeBr4Gh3X5hodJVkBp06FS7ptKqeThB1nfbZp3rbK7R00kk9nUQkrdg9nc5m5avXjYHNgNVTz1kG3ABMIK54PF7kmETqrYsuii7P112n4SkiUrqmTIG+fWN/NWSITl5E6qjMCSXWAtYD9gGaA/0SjKvKyspieFx1pkeaODHuK+rptNVW0auqFIuJjx0LDRpUHL+I1C9F7enk7gPIffW6a8ZzphINjIgU0ZtvRjHegw+GnXZKOhoRkdy+/hr23htmz4591s47Jx2RiBSDu38IYGYjgC+BSe7+vZmNBDonGFqVlZXFsOBvvoF11qnaOiZNiokS2rYt/zlNmkD37jG8btmySPKUinHjom5o06ZJRyIipaKEdlEiUizucO650LAhDByYdDQiIrl99130cJoyBW67DfrVyr4OIrIq5Uwosb2ZNQS6E8Ptap1CzGA3cWIMrVtVj/QePWD+/CgoXioWLoyZ99Q7VUQyKekkUg88/TS88Qb87nfq7iwipWnRopil7t134fLL4ZRTko5IRIpohQkl3P3V1O8TgB+BIQnGVmXVncHu++/hiy/yO1bLrOtUKj76KHpeKekkIpmUdBKp4xYvhvPPj2K8l1+edDQiIitbtgxOPBFeeAFOPln7KpG6zt3HuHsvd+/i7uemlt3g7hu5+6/dfUnSMVZFdXs6TZ4c9xUVEU8rxaSTZq4TkVyUdBKp4+65J+oDnHcerLtu0tGIiKzs/PPhoYfgwANjWJ0mOhCR2qi6Sad0EfF8kk7t2sX2Ro6s2raKYezYuFdPJxHJpKSTSB323XfRY6BtW/jTn5KORkRkZTfcANdfDzvuCI8+Co2KOsWJiEjxrLde1M+cOrVqr580Ke7zLYXQsyeMHw/z5lVte4U2bhw0bhyFxEVE0pR0EqnD/vrXmAlqwICYCUVEpJQ88gicfTZsuikMGQLNmiUdkYhI1TVqBB06VL2nUzrplG/SpkePuB81qmrbK7Rx46KXVpMmSUciIqVESSeROurLL6P3wCabRK0UEZFS8uKL8JvfQPv2MHQotGqVdEQiItVXVla94XVt20KLFvk9v5TqOn3/PXzyiYbWicjKlHQSAT7/PIai1SUDBsQBwDXXaLiKiJSW0aPhkENigoOhQ6FTp6QjEhEpjM6dYe7cyh9XukdPp8rMMtytGzRtWhpJpwkT4l5FxEUkm5JOUu/Nnw9bbAFbbln1Mfil5v334e67YZdd4IADko5GRGS5KVNg331jZs1nntEJiojULVUtJj5rVtRmyqeIeFqTJrDttjG8btmyym2v0FREXETKo6ST1HuDBsG330bCqVevOCGqrRYuhCuuiDH+y5bBtddqFigRKR2zZsE++8Ds2VHPaZddko5IRKSwqpp0qmwR8bSePeM49qOPKve6Qhs3Lu6VdBKRbEo6Sb33wANxpejmm+GLLyLxlG74a5P//Cd6DFx2GXTpAsOGLS8wKSJSCm6+GSZPhptugoMPTjoaEZHCSyedKtt7Pn3sWZmeTrD8WC/pIXbjxsFqq8H66ycbh4iUHiWdpF77/HMYMSKGoP3hD/DQQzBzZiSe0mPTS93UqXHy1rdvxH7ttTBmDOy2W9KRiYis6KWXoGVLOPXUpCMRESmOqvZ0mjgx7iubdCqVYuJjx8bkNaojKiLZlHSSeu3hh6Nw47HHxu9HHAGPPhpDP3r3Xj4+vRT99BNcdRX88pcweDD8+tfRtfrcczVVrYiUnvnz4a23IqmvkxIRqas6doz7qgyva9gQunat3OvWWy8mYxg5snKvK6T58+NCrobWiUguSjpJveUeQ+tatYqitmm/+hU88UTMPNK7d/QaKjX//W8UP7/kkji4eeEFeOwx6NAh6chERHJ79VVYuhT22CPpSEREiqdpU2jXrmpJp65doXHjym+zZ08YPz5qOyVh/Pi418QQIpKLkk5Sb73/fow/P/zwlXsGHXQQPPVUTHe7++7w7rvJxJjts8/g0EOjEO/06TBwIHzwAey5Z9KRiYhUbPjwuFfSSUTqurKyyiWdli6NeneVHVqX1rNnXEwdNapqr4eYOe+ppyKWytLMdSJSESWdpN568MG4P+aY3I/vt19M5/3jj3GSVJ2GvLoWLYK//AU23RSefDISTxMmwAUXRNFGkdrGzJaY2ZjUbWszG2Bm481sQNKxSXEMGwbrrhtDgkVE6rKysqizuXBhfs+fNi2O9So7c11adYuJ//hj9Po/5BA48sgo4VAZ6Znr1NNJRHJR0knqpaVLo55T167LCzDmsvfe8NxzsHhx9CZ6442aizHtlVdgyy3hwguhfXsYOjSG/3XqVPOxiBTQp+7ezd27AfOA/YHNgQPMrCzZ0KTQvv46emXuvjuYJR2NiEhxpYuJf/ZZfs+vahHxtK23jouQVUk6LVsWtU1HjoQNNoB//zsm2FmwIP91jB0LzZtD586V376I1H1KOkm9NHw4fPll9HJa1QnQ7rvDf/4TjfLee0ddkpry2GPQp08ctFx1FXz4YcQgUgfMyfi5N/C+uy8D3k/9LnXIiBFxr6F1IlIfVHYGu0mT4r6qSacmTWDbbaNX/rJllXvt+efDoEExIc2ECfC738GLL8bF1jlzVv16iJ5Om24KDXRmKSI5aNcg9dIDD8R9eUPrsu26axTvbtAguh+na5MU0913RxfnNm3gnXfgoos0lE7qlDIzG21mtwFtgPSh+VRg3cSikqIYNizud9892ThERGpCVZNOVR1eB9Fzf9685b2m8nH77XD99bDjjnD//TGz6D/+Eb3rR46M2UZnzKh4HXPmxIVcDa0TkfIo6ST1zvffR12kHj1gww3zf91OO8WVn8aNo97TCy8UL8YbboCTT4YuXeD111UDReqkPYE9gF1Tv6fbo4ZAJa/TSqkbNiz2Z126JB2JiEjxpYeZ5Zt0mjgR1lgjZr2rqnS5iHyH2D3/PPzhDzGk7umnY9Y9iBEAV18N110Xw+Z23hmmTCl/Pel6TioiLiLlUdJJ6p3BgyPxlG8vp0w77BAnT82axXj3hx6K2UIKxR0uvxzOPjsSTa+9ppM0qZvc/UN3nwuMAFYD0nWcyoCvkopLCm/atDhh0dA6EakvqtLTaaONqlfzrjLFxN97L4bTrb12JJ/WWWfl55xzTvS6nzYtEk8ffJB7XUo6iciqKOkk9c6DD0b34cMPr9rrt902htettVYkrvr2hU8/rX5cy5bBWWfBn/8c23jlFVhvveqvV6TUmNk2ZtbezJoDuwCvAFuZWUOgG/ByogFKQaWHI2tonYjUF2usAa1awdSpq37uDz/A559XvZ5TWvv20LFjDIuryOefR4/9JUuih1NFvf5POikKi8+ZE0Pt/ve/lZ+jmetEZFWUdJJ6ZebMGBa37765r+rkq1u3aGSPOy5mk9tss+iGvGRJ1da3dGkMp7vppqgfNXx49eITKXHLgIeBccAL7v4K8CQwFvi3u3+RZHBSWKrnJCL1UVlZfj2dPv447qubdIIYYjduHHz7be7H58+PhNOXX0YNp512WvU6DzlkxZmc//vfFR8fOxbWXDMSXiIiuSjpJPXKo48unxq2utZZJxrsl16Kq0vnnQfdu8Pbb1duPYsWRcHwf/4zkmH/+Q+0aFH9+ERKlbuPcfde7t7F3c9NLbvC3Td19yuTjk8Kxz2S6JtvDuuqPLyI1CNlZTB9+qovSBaiiHhaz56x333rrZUfW7wYDjssZkIeOLByPf779IkLCE2bRnmJxx9f/ti4cXHxtTpDA0Wkbitq0snMOpjZi2Y21cwuquB5p5jZeDO7y8yUCJOieeCBSOjsv3/h1rnHHjHO/eKLo+HdYQc44wz47rtVv/aHH6Bfv+i6fNhhUW+qefPCxSYikqSPPoor6urlJCL1TVlZ9GSfPr3i56WTToXq6QQr13Vyh9NPj97+J58M559f+XXvsAO8+iq0bg1HHAF33glffw2zZqmek4hUrNgJnk2Ac4AtgT+ZWavsJ5jZ6sB5wNZAa2DnIsck9dT48TB6dCR3mjUr7LqbNYMrr4zCjD17wt//HoXAn366/NfMnw/77BM9m046CR55BJo0KWxcIiJJSg+tUxFxEalv8p3BbuLEuC9E0qlbtziWzE46XXNNFAXfay+49daq90rabDN44w1Yf3045RQ47bTly0VEylPUpJO7v+Tu77v7fOBzYKWkE7A9MM3dfwLeA3YrZkxSfz34YNxXZda6fG2+ecw4d/vt0dOpX78YC599lWv27Ljy/9prcOaZcNdd0LBh8eISEUnC8OHQoEEUoBURqU/yncFu0iRo27YwpRVWWy0moxk1KspJQJSWuPBC2GKL6FnfuHH1ttG5M7z+Omy1FTz5ZCxTEXERqUijmtiImbUEfgFMzfFwGyC9O54K7FATMUn9smwZPPRQFDncddfibqtBAzj1VDjooBhm9+9/R92ngQNj+VdfRSHG8ePh8svjpnHwIrXb4sXxvz1jxoq3L79c/vO338IJJ8SwhqZNk464+JYuhZdfjlp3LVsmHY2ISM1KJ50qmsHOPXo6bbll4bbbs2f0dJo0KS5y/uY3MRvyc88VrmbouuvCiBFRruLttyMBJSJSnhpJOgFnAne5e65Ses7yHlcNiVmNRArqtdfgs8/gggsiKVQT2rWLQovPPgu//z384Q9RU2rWLPjkE7jhBjjrrJqJRUQKY9YsGDIkDugzk0pffx0nD7k0bRqTDSxbBv37x37g5ptj4oC67L33YN48Da0TkdzMbAkxaynACe7+npldARzr7p2Ti6ww8unpNHt27CcLMbQuLV3X6V//gjvuiJ5Nzz5b+Nnl1lorLizMnAlt2hR23SJStxQ96WRm3YEDgPIm5ZwJpHbLlAFfFTsmqX8eeCDuCzFrXWXtvz/07g2XXQY33RQnpnffHXWcRKT0ffppFPkfPDiGFKSHLDRpEleP118fdtklfm7XLu4zby1bRm/GxYvhxhthwADo2zeG3t54Y92dZnr48LhX0klEyvGpu3dL/2JmawDbJRhPQbVqBauvXnHSqZAz16Wlk04DB8aF1iFDYOutC7f+TI0b1902TEQKp6hJp1TjcS9wTKpmE2bWGHiSuKIxG3gb6GhmTYFtgL8UMyapfxYujCFuW28dxb2TsMYa0bPpxBOj1lP6gEBESo87vP9+JJmeeipmp4SYMOCgg6JW2157xfCCygyNbdwYzj03Zv056ywYNAiGDo2E9Fln1b2JBIYNi/oiO+6YdCQiUqLmZP1+EjAIuDiBWArOLHo7VZR0KmQR8bT27aFDB/jiiyga3rdv4dYtIlIVxe7pdDbQBbjf4sj8buCfwGbA6sBsd//RzK4mioi/AvyvyDFJPTNkSMwUl0Qvp2wqtChSmpYsiV5M6R5N6ZOEX/wCjj8eDj4Y+vSB5s2rv62OHeGJJ+C//41htxdcAPffD7fdFr0i64KffophzTvuWPjZQkWkzigzs9HASOAM4AhiQqE6kXSCKLo9bFj0kM1V3qEYPZ0getZ//XXUEhURSVpRk07uPgAYkOOhrlnPuwe4p5ixSP314IPR0B9xRNKRiEipeeUVuO++SE5/800sKyuLWSX79YOddoJGRWop994bPvwQrrsOrr4adtsNjjoKrr8+hunVZqNGwY8/amidiFRoT+AL4DXgKOBJd19odWh2lbKySMJ/9VXu/fqkSTF7cZcuhd3uIYcUdn0iItVRQyWVRZIxezY8/3zMFlfbT+JEpPBeey2STh06xEyS770XNZz+9jfo1at4Cae0pk3h0kth3DjYbz94+GHYZBP4+9+j91VtNWxY3O++e7JxiEjpcvcP3X0uMIIox3GkmY0E2pnZwESDK5BVFROfODESTnVteLWISCYlnaROe/zxOHE75pikIxGRUnTyyTGb5JgxMbNct26Vq9NUKF27Rm+rwYNh7bXhjDNgu+1ilrzaaNgwWHPNeA8iItnMbBsza29mzYFdgJ3dfRt37wF86e4XJhxiQVSUdFq6FCZPLvzQOhGRUlP02etEkvTAAzFzyMEHJx2JiJSidddNOoLlzKJQ+Z57wlVXxbC7HXeMnk+5aoFUtJ7evaNWVIcORQu3XAsWxPC6ffYpfk8xEam1lgEPA52AJ9y9TtZ0rSjpNG0aLFpU2CLiIiKlSD2dpM6aPBlGjoxx7auvnnQ0IiL5ad48kk4ffBBJKLOYUS/f24IFMWPR+uvD//0fzJhRs/G/9lr0MNXQOhEpj7uPcfde7t7F3c/NeqxzQmEVXEVJp3QRcSWdRKSu0zVIqbMefDDuNbRORGqjTTaJ4XaV5Q7/+U/UqLr5ZrjrLjjllOj51LZt4ePMlq7npCLiIlLftW0b9ZoqSjppeJ2I1HXq6SR1knskndq21YmPiNQvZtC3L7z1FjzzDGy6aUyf3aULnH12zKJUTMOHQ+vWsPnmxd2OiEipa9AAOnWCqVNXfmzixLhXTycRqeuUdJI6aeRImDIlph9v2DDpaEREap4ZHHAAvPtu9JjaeGO44YZIPp13HsyaVfhtfvNNFGXfbbfK1aESEamrysqip5P7issnTYryD+utl0xcIiI1RYeEUielh9Yde2yycYiIJC1doHz0aBg0CDbYIIqUd+kSQ+5mzy7ctl5+OU6s1MNURCSUlUWtvblzV1w+aVL0ckpixlQRkZqkpJPUOYsWwaOPwmabwVZbJR2NiEhpaNAgJlYYMwYefxw6d4Zrronk08UXw5w51d/G8OFxr6STiEjIVUz8hx/gs880tE5E6gclnaTOGTo0Tp6OPVZXj0RKmZldYWZTLdxjZtPM7J9m+s8tpgYN4LDDYna8Rx+Fjh3h6qthyy2r3+tp2LCoX9K1a2FiFRGp7XIlnSZPjnsVEReR+kBJJ6lzHnggkk1HHZV0JCJSHjNbA9gu9evmwGZAF6BV6ncpsgYN4PDD4cMPo9bT9Olw2mkr1x3J1xdfxHCRPfZQwl9EJK1z57jPTDqpiLiI1CdKOkmdMncuDBkCvXvH1XsRKVknAYNSP88BmgEOzAC+Tyqo+qhhQzjzTDj0UHjiCXjkkaqtR0PrRERWlu7plDmD3aRJca+kk4jUB0o6SZ3x5pvQowf89BMcf3zS0YhIecysMXAE8ACAu08H3kn9vi7waXLR1U9mcPvt0KYN/P730eupsoYNi/vdditsbCIitVn79tGzNLOnk5JOIlKfKOkktd6PP8K558LOO0eDfs01cMwxSUclIhU4DHjS3RcCmNm6QBnwJrAx0CbB2Oqt1q3hrrtg3jz47W8rN8zOPZJOm26q6b9FRDI1bhyJp+zhdeuuCy1bJheXiEhNaZR0AEm6+ea40tCgQQwvyL6Vt7xLF9h7b2jWLOl3IKNGRa+mjz6C7beH++6Lkx4RKWm9ge5mdijQDhgD/M3dbzWzDYmk1C0JxldvHXhg7FPvuw/uvBNOOSW/1338cfSOOvjgYkYnIlI7lZXBhAnxs3sknbbYItmYRERqSr1OOj31FLz8ctVeu/rqsN9+8KtfQd++8bvktnQpvPUWPPsszJ8PBxwQwy8aN676OhcuhP794brroFEj+Mtf4Oyz42cRKW3u/rv0z2Y2FbgS2CVj1ro1k4hLwo03Rn2ms8+GPn1g/fVX/Zr00Lrddy9ubCIitVFZGbz+OixYEMew8+Zp5joRqT/q9Sn6oEFR/2fp0hVvy5aVv2zJEnj77Si2+vjjcWvWDPbdNxJQ++0HLVok/c6SN28evPBCJJr+858Vp+G+5RZYe2046KD4zPr0gdVWy3/db78dV+LHj4fu3eOK/GabFfodiEgNegjYn6jl9BlwSLLh1G8tW8Z+dffdY187YkT08q3IsGHRO7h37+LHJyJS22TOYDdvXvysek4iUl/U66TT2mtX7XU77RQz/UyfHr2lnngi7p98MpIne+8dyZQDDoC11ipszKXKPYYqPvts3F5/PRJ0AFttFUM09t8/TmaefDI+s/vui1uLFvFZHXoo7LNP+cMWf/oJBgyAa6+Nk5urroLzzlPvJpHazN07p37sl2QcsqLddoP/+z/4+9/hb3+Dc84p/7nLlkWv4W22qXq7KiJSl6VnsJs2Db76Kn5W0klE6gudrldD+/bwhz/EbeZMGDw4kinPPgvPPBPDx/bcMxJQBx0ErVolHXFhLVoEr74a7/e552Dy5FjerFkkj/bfP4Yeduy44usuvjhuU6ZEb7NBg+Chh+K2+urxmvSwxTXWiNe8805ccR83Lk5s7rtPY+FFRIpp4EAYOjT21/vuW36P0vffhzlzovi4iIisLDPplC4oruF1IlJfKOlUIG3bwqmnxm3WLHj66UhAvfACPP88NG0Kl18eNTKqU8soaQsWRILpiSfgv/+F776L5R07wmmnRaJpt93yK7K+/vrRU+m88+Czz5b3gPr3v+PWtGkkrzp2hNtui95NV1wB559fuz9DEZHaoHlz+Ne/YMcd4bjjYOTI3PvedD2nPfao2fhERGqLzKTTpEkxZLlr12RjEhGpKQ2SDqAuat06rvgOHRpdaP/5z2hsLrwwZlgbPTrpCCtnwQJ49NEY/ta6NRxxRPRO2nxzuPpq+OCDaERvuy16J1VlVr9OnWLI4uuvx7DFW26BHj2ix9jNN0evpnfegUsuUcJJRKSm7LBDtF2jR8OVV+Z+zvDhsV/eeeeajU1EpLbo1Cnu00mnLl2gSZNkYxIRqSlKOhVZq1ZwwgkwZkwMURg7NhJP558PP/yQdHTl++47eOQROOSQSDQdeWTUrdphh0gITZ8O//tfnIxssQX8POdUAay3Hvz+91Ej5Msv44Tmrbdgyy0Ltw0REcnPZZdBt25RR+/tt1d8LD3MumfP6BklIiIra9YM2rSBTz6JchSq5yQi9YmSTjWkadO4SvzOO7D11lEMe8stI7FSKubPh4cfhoMPjkTTUUfFMMEePeDWW2HGjJjF6Pe/h3btaiamNm1iuJ56N4mIJKNJkxhm17BhDLP78cflj731Fnz/vYbWiYisSufO0Wv0p5+UdBKR+kVJpxq21Vbw5ptw/fWRxNl9dzj55OXTp9a0efPgwQehX79I8Bx9dAxp23HHGC43Y0Ykxk4/PepWiYhI/bPFFlFT76OP4KKLli8fPjzulXQSEalYWdnymZ1VRFxE6hMlnRLQqFEUFP/wwzhQv/tu2HTTKKRdE2bMgNtvh732ih5Nxx4LQ4bATjvF8hkz4kTitNNg3XVrJiYRESltZ58d7cSNN0avV4gi4quvDtttl2hoIiIlL11MHNTTSUTql6InnczsbjP73sy6VfCcEWb2kZmNMbOTix1TqVh/fXjxxSg0vnBhFOo+9NCoY1RokybBNddE3Y327aPn0iuvROLprrtim8OGxex7SjSJiEi2hg3hvvuidtPxx8PMmdFzd9ddVRBXRGRVlHQSkfqqUQ1s4wGgex7P28Pdpxc7mFJjFoXG990X/vhHeOKJ6GV0/fVw4olVL9DtHuPGn3oqbuPHx/I114TDD4+6TfvuCy1aFO69iIhI3bbBBtE+nX467L03LF6soXUiIvlIJ52aN48LwCIi9UXRk07u/oqZ5VOxaE6xYyllbdvCv/8NgwfHwfxvfwsPPRQH9Y0bl39r1GjF3xcuhKFDYz2ffRbrbt061nfwwXFysNpqyb5XERGpvU49NdqYF16I33ffPdl4RERqg3TSaaONCjvrs4hIqauJnk75cGComS0EjnH3WUkHlJR+/aB3bzj/fLjzzqrPbtelC/zpT5Fo6tkzhkWIiIhUlxncc08UF2/UKCbIEBGRinXuHPvMzTZLOhIRkZpVKkmnU4EvgFuBM4GLkw0nWWutBXfcARdeCLNmxfCFzNuSJSsvS98Adt4ZttxSV1FERKQ4OnSIYuKLFkEDTUkiIlVgZkuAsalf/whcBmwI3OnuVycWWJG0aAEvvRQ1XUVE6pOSSDq5+0QAM3sWOCThcEpG585xExERKTXq4SQi1fSpu3cDMLM+wDnAp8AnZvYPd69zpTd69Uo6AhGRmpfI9Ukz+5eZbZr6uZWZ7WhmDYA9WX7FQ0RERERE6qafk0ru/pK7v+/u84HPgVbJhSUiIoVU1KSTme1qZmOI2eseM7NLUg9tBqyVfhpwFjAe6ATcUsyYREREREQkcWVmNtrMbjOLohBm1hL4BTA10chERKRgijq8zt1fBbrlWL5txs/fABKy0VcAACAASURBVIcVMw4RERERESkpexI1XV8D+gAvErVd73L3JUkGJiIihVMSNZ1ERERERKT+cPcPAcxsBNDFzLoDBwA7JRmXiIgUVl1IOjUBmDx5ctJxiIiUrIx9ZJMk4ygStQMiIqtQSu2AmW0DfAXMBXYBHgfuBY5x95+quFq1BSIiq5BEW2DuXlPbKgozOxB4Ouk4RERqiYPc/ZmkgygktQMiIpWSeDtgZt2Am4h6rk8AC4BzgfTZ0N3uXqk6r2oLREQqpcbagrqQdGoJ9CJmuliUcDgiIqWqCdAReMXdv006mEJSOyAikpc62w6A2gIRkTzVeFtQ65NOIiIiIiIiIiJSehokHYCIiIiIiIiIiNQ9SjqJiIiIiIiIiEjBKekkIiIiIiIiIiIFp6STiIiIiIiIiIgUnJJOIiIiIiIiIiJScEo6iYiIiIiIiIhIwSnpJCIiIiIiIiIiBaekk4iIiIiIiIiIFJySTiIiIiIiIiIiUnBKOomIiIiIiIiISMHVy6STmd1tZt+bWbfU7383s4/NrH/Gc3ItG2Bm08zseTNrUsH6DzCzsWY22MyamlkPMxuTuk0zs4cTju/3ZjbdzM7MWLadmX1gZiPMrFURYltpWTnrP8XMxpvZXWbWILXsz2Y2x8z6reK1NR5bavlJZualFJuZHZLxnfvSzK5OOL6V/obZ/yflvK6Dmb1oZlPN7KLUsgGp9zog43l5LStnG7leu8LnUUqxpZZfYWZTK3qtVKwa3/kBpnZA7YDagarEp3ZA7UDJqcb3foAVuS2ogdiq3A5UM76itgVJxJVavsp2IIn4rBJtQQ3EVufagSTjSy2vHW2Bu9e7G9ALGAN0A7YBRgONgaHAL8tZ1hL4PLXsJuCActZtwCRgHeBG4Lisx28GeiUVX2r9WwH3AWdmLBuRWn4mcFmBY1tpWTnrXh2YAqwGDAZ2TS3fIfW6fkX43KobWwPgZeCLUost4/GngPWTii/X35BV/J9kvK5P6nvZApgNbAu8m/rcRwNlQJd8lpWz/pzPy/w8KnhPScW2RuqznFrM/WRdv1XxO692oOqxqR1QO6B2QO1Ayd2q+L2vkbagmLGl1l/ldqAa8RW9LUgorrzagaTiy3i8wragmLHl+vtRB9qBhOOrNW1Bvezp5O6vAPNSv24EvOfui4E3gb3KWfYjsIz455gOfF/O6jsDjdx9NvAesFv6ATNrRvxzvppgfLj7+8DUjLgaAT2AsdkxFyi2XMty2R6Y5u4/Zcbh7qOAmeXFlGRswAHA/4AlJRgbZtYBWOzuUxKML9ffsDPl/J9kve4ld3/f3ecTB1HbAO+7+zLgfaB36pbPslxyPi/r8yjvPSUSG3ASMKii2GTV1A6oHShUbKgdUDugdqDWKuW2oJTbgWrEV/S2oJTbgQTjy6stUDtQ+XYgyfioRW1BvUw6Zfkc2MbM1gA2BtrlWubui4C7iaxxL+CNctbXBpiW+nkqsG7GY4cBw919lV0vixhfLr8AvnT3pTlirnZs5SzLpaLPrrJqKrY/An8v0dgATgSeTji+ysa8EjNrSXxPW+V4Xa515bv+an/najI2M2sMHAE8UNk4pUJqB9QOqB0obnyVjXklagfUDtSAUm4LSrkdyDu+cpblUqi2oJTbgZqMDyrfFqgdqCS1BeVT0imy0u8Bw4irA9/lWpYaY9qbyCZuQHRzw8yut+XjZDcGnOWfa0PiakPaXsBbCceXS0UxVzu2cpZhZg9nxLZmNeJIJDYz2xGY6O5flVpsGdsq2neuEvHlUtm/9ZnAXeW8Lt9lWNQoGGNmr1UxjqRjOwx40t0XViFOKZ/aAbUDageKG18uageqFpvageIp5baglNuBvOMrZ1kx24JSbgdqJL6MbRXlO1eJ2HKpS+1ATcdXq9qCep908nCiu+8AfAVMz7UM2InYodwD3A78NvX6c9y9W+o2kegyWJZafVnq9WntgS8Tji+Xb4A2Ft1qs2OudmzlxIu7H5UR23dU/NlVSg3F1gfYxcxGAu3M7L4Sii2taN+5SsSXS95/azPrTnRbvrac1+W7DHfvnYprl8rGUSKx9QaOzPjODaxMvJKb2gFA7YDageLGl4vagarF1hu1A0VRym1BKbcDlYmvptuCUm4HEvjcivKdUzuQWHy9qU1tgZdAYakkbkShvG7EmOeNgKbAh0S3tlzL+gDDgUZEFvOOctZrwASiG9zNwNEZj00E1kkyvoz192fFwoEvEeNPzwYuLnBsKy0rZ73NiOJ3TYEhwE4Zj93HKgrIJhVb6vGppRZb6vXfFPF/Iq/4cv0NqeD/JOs1a6TWvVXq947E1ZSGxJjmDvkuK2f95T4v/XlU8H4Siy3f75xuBf/Oqx2oemxqBxKIDbUDagd0K8b3vsbagmLFlrH+/lSxHahifDXSFiQRV+rxvP4nazo+KtEWFCu2XH8/6kA7kHR8lfneJXlLPIAaf8OwK1GFfgGxw78ceBEYB5yaek7LHMsaAHcS4yhHAxtUsI19U699EmiSsXwO0CDJ+IDmqfXPJDLRg1PLt0l9iV8GWhY4tpWWVfD+TyJ2Pv8gdkQbpLY5B/gUuK1UYst6bGoR/qbVio0YUzy5iP8TecVX3t+Qcv5Psl57eSquManbH4BLU+/1kozn5bWsnG2s8Lwcn0fO1ycRW77fOd2K9p1XO6B2QO2A2oFEY8v3O6fbqm/V+N4XvS0odmxUox2oZnxFbQuSiCvrsQr/J5OKjzzagmLHVt7fj1reDiQVX2W+d6VwS38RRURERERERERECqbe13QSEREREREREZHCU9JJREREREREREQKTkknEREREREREREpOCWdRERERERERESk4JR0EhERERERERGRglPSSURERERERERECk5JJxERERERERERKTglnUREREREREREpOCUdBIRERERERERkYJT0klERERERERERApOSScRERERERERESk4JZ1ERERERERERKTglHQSEREREREREZGCU9JJREREREREREQKTkknEREREREREREpOCWdRERERERERESk4JR0EhERERERERGRglPSSURERERERERECk5JJykpZmZJxyDBzBqaWZOk4xARkVUzsy3NbL2M39czs25JxiQiUhU1eT5goVFNbU+kPlLSqQ4zs1+a2dNmtkkFzznGzB4ysw41GVuOOBqa2f+Aewu0vtXN7AYzO6oQ60utcy0zu8LM1sxavquZ7ZrH6y8xs5GFiifH+vcxs8MLuMqrgClm1rm6KzKzFmbWroLH1zCzDcyscZ7rW8vMXjGzM6sbm0h11bJ9bRMz+5+ZnZpkHGlmtp2ZdS3yNq4zs+ur8Dozsw3N7BQzuzbVTu1qZs3MbCczOzv1ebbNujXLsa5uZvaLHMsbZv3+rJkdl7WsRY7XtTGzDpk34HngrIzfzwFezH6ema2R5/tvYmZDzezAij6jPNazSzmfSXcza59PLMVgZl3N7EEz2zxjWZmZ3WJmG1ZjvQea2WMVPH6Qmf2qquuXyqtl++jNzexlM+tUydc1Sv1/9zCzw8ysv5kNMbMXzewXqcfbm9m2Zra/mZ1hZveZ2XtmdnSx3k81XGhmz2XvIysjdax4ga36AuqrwD8que4yM2tTyddUuL80s33N7F4z61iZ9VZi+3ea2SP57Lel9jOzNc1s69T5YeJ/c3P3pGOQIrFIjnwILAS6ufvCrMdbAROB8cBu7r4s6/H9gSHVDONId380z3jvAn4DdHL3mdXZqJk1AMYCqwEbu/uSPF4zD2iZ46H73f14M7sMOBDokV5fajtjgNvcvcIGy8xuBI5w97ZZy7sBua5GNwSGu/unqedtAWyc9ZxX3H1WqlH+GJgKnF5OCMuAjz2Pf/rUAciDwGJgD3d/bVWvyXp9A2B9YB/gAKA38DWwvbvPyPH8XwH/Brq4+9Q8t3Ef8CtgE3f/ojLxiRRSLdzXvgrg7qtMlqeefzBQ3eTAp+7+XI51jwWedfcLUr+n9wUVucnd8044m9l7wFx3370Sr9kEeAlYA3gNGAE8BFwJ7AW0AA4GfgSeTb2sAbA28Gt3/3fGuhoB7wNtgQuBe9x9qZndk1rPr9P7ZTNbAFzv7v1Tv28OvA2c5u73ZazzCaB7VtgdgAXAvNTvawFrAp9nPKcsta5VnmCZWdPU+/uju9+S4/HmwHPAf939L+WsYzvgLaCfuz+dsbwJMAV4zd2rdHEolchanE/7Xs7ruxOf7Z7u/lLWst3cfUQl1tUUSPeUOAb4PdAz4yk/uvvS1HOfA75y9xOrErdUXm3aR1tcfBsDfAIcmM8xW+p1xxMXbicCn6Vu7wNvpu73AP4DfATMAKYTx41vAW+7+5xKvp+iSf0/TQMGu/spqWUXAAPzXEVrd59tZpsCQ4n3e6C7zypnezcSx5MdK/F5fwS87u6/zfFYM2J/3AnYhDjG3wroCuzn7qNyvKYB8B7QBihz90X5xFEZGd+RFfbHUnuk/jc6EOerLYl2PvPnTsAGwIbEMQfE+ddl7n5HjQecQV0J6zB3/87MTgJeJJIlj2c95SqgOXBCdgOb5U9Azh010A6YTzTkGxKNGUBr4IbMJ5rZOcB1eYT+ZQUJ2RMyD7zL4+7LLK5s3wMcBfwrj+2eQuyM7wTeIRImewB3WgxZ+D+gD7CxmX3q7j8ARwPfA3eZWTd3H7OKbZiZbQb0BfYlTkD2BS4v5/kfpNbrxInOyVmPH0f8bX4NdEndJlSw/R7ASo1dZnDAacBNwAvEjupFMzva3Qet4o39BtieaFi3JE52lhIna+cRJ5YrJZwqWF++BxifV/B9GeXuPfLdpkhVlOC+9njy6DVqZhUdXJ/r7uneQWcAvVa1vlV4mkhQ5KsPcVKUbVgVtt2Y+Owqqz3Qy91fBbDoldMYWETsZy8DDnb3dVKPtyNObr7JXIm7LzGzXYC/AncAvzOzQ4mToceJ/fdKPWNS++MbgB/IOuF195V6ypjZVOBud78y9Xt/4FR375zxnAW53mgqCZTds2K11H1rM9sg67HZxHesJ3BJrnWmnE+cPD6budDdF5nZFcAdZvZ3d69UL+DUZ/MU0NzMjirChYc1zGytCh7/Ieuk8EbiGCLTdxk/b0ccVwBsA1xd/RAlXyW4j+4NvLyKsH8JLKvg+CY7edwI+Mbdc/bmSvf2cfdNV7HdzNf0AAYAOxIJ6KeAc9z9u9Tj9xEXiwHmEN/xm9z9+az1HM/yNmkpsZ+cDNxCJJayP/PjiAR+5v/Js0C+/+cLANx9QiqR/DzwcuqCakXH6eV93o3zvHh9C3A40Ar4ikj4f04kAm8APgAmlfPyg4lj5yFA30p0THnb3aentt+DSDKuyuBVrL9ZdmJ2VVLnNgOBnYGfgFeAs9z9yxzP7QecS1xIHw78X3ZnAzNbDdgJOJO4eD0gfTGmqtvN8300Ii7onAYcC/zL3Y8v57mrfB+p5/2W6BDQjvgunuHuOdviPLQnksUQbcz8jPsyoCnRHv2D+K597O7fVnFbBaWkUx2TOjD8OMdDj1n53b2nZO18sneuT5XX+8TMJhKNxjvA9cB9RAO1DlmNbIbsxEk+2gF/ztr2L1n5IDnTN8SV1LZmtk85z5nu7h8CuPtjZnYHMMLdB5vZOsSOZwzwDHAX8ClxIHGxmb1JvOc+wGHArWZWlt6RWAwZ+SVx8LEBkcRqQ/TAmkdcPU934/7e3X8e8mBmuxMnV1enr7q4+1+Jk5YVmNnGxM7lb+7+JzNbm2j8j3H3h1IH568AM3NdXclYT3Mi2fRbYBCRUFtMnPg9YWZ3knGwkcM2qffzWiqek4GW7t4nx7b6p9ZV0TCPig4w9iKuJp9DJMbKM7uCx0SqrJbsa3dlxROk7kTSpKKD0tVZfnKctgeQ6wh1CvBP4oQN4GFSiZocz61st+opuT4LM1tcyfVAJMAre9CVvur/Ssbf7FfEPmkr4sDuLCIhM7ec1/4s1YvgBDN7BDiROOl6gjjxvMrMnkj3hMmwL7An8Dt3/ybrMczsG1bsndsQ+HNq/wrR88rMbEnWc3LpRO7vM0Ry7bKsZZOJdu1wd38j14vMbCPgEOACoH2qjcn0JrGfb2MrD3ta6u7lxYO7u5ldSfSKG2Nmx2Wf6FbTqnq1HEb8/TCzfYmD/deJC0l9iUTi8cSxy+PALmb2A9H2tyV6NEgR1ZJ99G5AZXv2NyJ6bWXrAvyinIsJw4jj2IouNoxz98yhpn1Tr/mW+A6vRey7NjezXbISRf8ketPvAzxnZv3dfUCObbwM/A/oCPQjjjUHAhdlbLcZ8X90h7tPsxgFMczdHzWzCcTJ/ePufmvqYufxxL6yGTFM7pLMhInHaIB9iAvHE4DspNtFxIXp6cTf62VWTghm75vL05n4zvVy97zbqlQvp/TF5wNSt3z9vC8i2uRjy3leJ6KtvoPYV1WkUu2smfUiLiwtJvbJrYnk245mtknqIn36uXsQ36cJqeceDQxNfacyzy/GEm1MQbZbCf8hzusqlO/7sBgufxfxmT9P/H06mNl+Veml6+5TzKwlsCBHj8z7iNE4/Su73pqgpFPd8xkr71AzDSF2iH+q4Dn57lwhEjst3f1dM9sSuJg4GC+Xu99difUDPw91+HPW4tOJLuyrck0Fj91PNFgVOY446XLgDaLL833EVfs1iSvUZcD5WZnrM1Prnpq6/Ug03r2BD9I7C4thcz9LJYmuJA5cModobMzKJ34/ECeSHwDpcevp3gl/Th0E/QRslHofK0lt79dEL7T2xOd1ScbO8AIzGw/cDOxjZhcBj2Tv7Nz9jKz19iP3cMV8jQcOBd509xcy1tueyOIPcPcbzKwL8Tn9wd1HWtQ/uZkYwvJqNbYvUpGS39cSV7h+PqFJHXhfRRy0n+ru01MHu/8gkreXEkmnFeRIhqTX50RyID3ceFk8veIDKTObwvLheqsBm1rUZ5uWel8QyZxcV1orVd8jtX9rQ+WTTulE0snE/h7ipOZiYF1gC6I9mEwk8iB6A7xCjqRTWmpflrk/u5Y4cP0lK59IHkoMfbknez2piwutSA0NsxiS8wOxH7wj9Zz+xN+5bfbrc5iS8T7SmhJXUM8Ebk0ta0a0m/2A0909u8dIpvOIXmH3ECeX5fWW2z/Hsq9YPjQgJ3d/3cy2IT6/58zsbHcv7+Qe+PkqdrqeWVnqvl/qGOMdIP3dvZQ46SnP2xk//4n4PjhxIaQTcfJzDtF7BuJYYDFxLADwWo6eBnn1ppC81YZ99GQiUVNRb8FMPwGblfNYD6In0nmp34cDg4G/E8efNxDJlN+lHh9IfFfT9Zx+7rmX6mVyD/H/v6O7T0wt7wfMz9Ez6QF3H2HRO3A40N/MnnL3D7Ke96ovHzrcmhj2d76Z/dPdJ6eecy6xn7nUzLYnLoSme/AfC+wA/CZ1rHcNcK+7L0ztS1ultr+CVNI+ndT5KPMxM/sEOBIYTfRY+R1xrH048X99Qfrir63Yswti5MNJqZ/TiaJFlUk4pZyX2tYZpJKDGf5IfEc3ZPn+KdPPF5ZSCbbvifIWf82IuxHxtx9OnDc1IhL+j7n73anjgCuJ/dNd6ddVwpbERfnd3X1uapt/T8V+MnFBO+1K4oJwb3efa2YjgEeBI4jkTNp5xPHIrpTfWaEy283XtUQbtykZydAcVvk+LEqfDCTO0fZI9fCdBPyFSDi/WJnAzKwtkfxN/579lJbAajku4mTy9P9zjXN33erRjTiIejTP5+5PHER1JoZIeZ63qanXOFHDKL2+XYG/pH5eUon1jSVOGv4CbJuxvg7EOOnM29Gp11yX47Fct05Z73le1rY/Sm3nD8QVrEXAZqnndid63DxBJEjWBhplrKshRN201O83Er2Nsj/n/kTGOv1739S2e2c9b2GOz2YEkfjalThomU4caB1OXJUfSwzhOI844F8zY32rEQ3tm6l1TQF2quD70JE4WXJiB3os0LyC5z8BjCnnsez3/KvUejtnxfcQcfXsYuKq/S+IE70PiQOPPsQV47HEzrY18C7REOyQ9P+bbvX3RrL72j7EAWXH9D6I6KnSh0j2DE39j3QAbidOhvdL7bOapV57SFaMbVLbyrx9QfS+TP8+hDhxz37eelnr+lNqH3BNKvbXU7+fmbEvqOh2YyX+DmumXnNFFf6G3xH7/AWp2/+zd95hUlRLH35LkpJERFARFMyCiIrhEwyAKJizXMVrzllBxcs1IooBjJgVQb1GlKSAoihmJKiIGQFFQRQByWHr+6O62d7ZSbs7szO7W+/zzDM7HWt2uk+f8zsVumCTHcsxV/aLgE6R9auCc9WJOY4kOH4t7LnRAutINsDCte+IfN4caBBn392Dc7UOPm8ffD4yss1NxHnmlOD7bxgc85LgcyPMS2E15uGUbN//w9ruWeVwr9XAvOwUGzBskMZ3ivfqiz3XFcvrUxIbHsEmohoE18VXwd9tguO1C7brjw0SuwevL7GBYPdkdvsrK9dNLtvoHYNjtsQGqJ9i+ePC152Y10502d2YV1SzYN+2QLXgeCcG5+gSOcePwE3B3/tj/e5TI+ufwDz7433f04PjXZvi/zKYmP4qFkqqmBAVLjsjWHZTzP79guUnBp93xQSy84L/29vB71QDE3B/BfoG2/bH+rx1g/3WkqJdCvaL/Y16YaGxszHPxEew9nwFJgLViux7ICaCnRP8Fh9EPjfHnp1x/6dJ7OmMiZuvEedZgfXtlcj4IsXxLg+O9yqWM7A6Nn5ZChyKTXw/gz3f2gbrnwr2Oa8M91OtmM//F9g9JLKsRbDsvsiyatik0PgEx4177ZTkvKX8PgcFxxkcZ11a3yNyjCsjyzYLlj1ZCpsejHP9lvS1tKTnzdQrJyf1V5Z/VGuAS3sxNogcJ/qQ3ZziA4ltsBjtsTHLtiLOQzbGxrXBzbNTitdrwPQSfPdDg/P2KOX/bhEmMO2EqdPfBssbYTOvl2APyWOC5btiYtA+mNvkIUmOnVJ0wmZXpgAj07S3Cxb+9zTW0d0bmy0N11fD1PTrsAfQk8GyzbAHpmIeDgNKcI1cHZxTg//XdsG5TsAeDuHrc0wAiy47OfY7R/ZVIqJT5P9xLTZ4uZPCh2/0NQ+bsd4Emw37Gdgh1/ehvyr/izxva7EZ0xeCv2dhM7Zhu3A6Jj4tBY7G3NhnAUck+K6vl+G7JhKfw+8d7ZSGbUEbCoWX6GsOMaIT1tEva0dsQhz7ZmMhzuHnU7EwlV2C/9dLwOaR9ZdiwlN0sqEmFnJ8B1A/5vhXpGlbsU4ilpdmZfBaFdl2ZeS1Ns6ycPJiUORYR1IogkRf/w62fRoLZ/4h+PxknG27xtwX3wTbzoosr0fqZ/5Osf+nBNdOD6BN5HM1bLC4AEsGnM79GwpMB0eWNQuW3UnhPRZ9NcMEg1Yxx3okxW/YDnue/YQN7jYK9vuW4L70V+Zf5GkbjbW70XOtwPoy4Su8V2OXxdrYKDjeK0QGwMGyPgT3JeaF+SBF26azEl17FApr26T4/w4OtjsoskwwwWstsGGw7Ixgu5ti9r8oWH5N8DlsN6KvA4N112KTJXWxPt8q4Ixg3VuYSCcxdjyHTXJUiyzfDJs4aIqFUp2MiUYTgvU/Yp5CfYGLk3z3b7EcetFlo4BPElwf0VfdYPsDsYmGGcCmCc5TItEp2OcQzFv3E2xSOvZ/ug6b4BbMO2cFlmg9k/deKLiPjCwLr4MTY7YdE1wvxYT3RNdOuuel8P5L9poV5zgHBesGJ7Ep6ffAxjoK7BXn2pmZof9za2zy/Ufsvv0VGBqc9wViJv1y+fLwusrJchK7FKdyJ46br0cTVJMTkWlY/OiswO1vO8wTZes07PxTVb9NtoGIlDQkolHwnijRYzr8qqrfisj8wIYNsJmoCViIwZXAwSLyZrC8P/A7lrDtBILQCRE5mDiukzHx9LFlmY/F8oUkislGRLoD/4tZvBuRMME4LpdPqurxkc8LxBKtrwm+g2AzrlFuwjo5sVWJhmEi1dFACy10ib6b+L/705G/5xMnYW4i1FrU/iIyCRO6NsY6XzOx+PxO2ODr9+C73Ii5b5ep+qHjpEnetrVBnpkjMSE+urwaNovcDxOc26vqFyKyKTZwGSYiJ6vqa3EO+zUmlISMwASIsApOH6wNjm5zIyY2xOOY4L2HiDyoqp9F1i1R1UWxOwQhfLG8SOLksHtg+T7AhPdEz5yfI+e4AhgYfOwtIr1jtv068veJcdrbAhEJk54qNiFxA5bTqQ/wlBaGLK7F2v1EnIK1cUVQ1RFiFbe6YJMKzbHqWOtDimPD60TkJGBLTFCJJu5+gOTP7DMoGoZ+VvCK8gWWz6IaVvl0J6ydjoZDdsYmklIRzVGSiKFY/pUvAdSqAV6IeUH8CuurgO2qqlPSOCfBcX4Rkf7YYLhXos2wgidbqaoGfYQ+2CAVLFz9HGzgF7IQG/i3DD63Cu7pbbEBp5Md8rWNbhT5eyrWpkRTT9yE9WMfiizrE9gUbS9WBe+nAutEpAMmckftin68OLa9EpExWrwIzrZYUvJZcWxPSnBPhNd2MxLnigPzLILCCpt3Yl618zEh9zng56Bd+RybXNwR8376BhNtBmNhzVdgoc/zInY8GxzneBE5Qy1PXBfgC7Xw8iaYABh9RgkmBP0PeF5EHtWShb3uQ+R5koDTsHbyd8yb62Ls+ZCs2NKaOM+a2RopFBGiquOC0MTa2LV1CdYe7409ky/EqmOriNyDCZbpJCAvCWF+sGiYcuPgPTbJ92/Ys6IhZc/FGnveRVi4dDJKOtZM93sk227vEp6zCME9cSWWMmEyFqbbH5sIO00sF9og4Nug3zGohNdxxnHRqRKiFmsdt2MtIquwznxSsSfOfnWxh114Y9bFOlU/AtsH8d9XYjMS+8ZpGMuLzYL3rmKlUhPxg8Yp352AG7HB0Uzs+9fDOon9sYfLntiAogD4U0QuwDx1TwAAIABJREFUDAYU07HwtZBzMFfWSyLL5sc531rsofh1nHVRtkhHXBGraFQMLaxMFTI4Zr9LsBn2wcTn9ZjjbRPZdz+ss/ULUNpkflE+xgY547FB7kBs9qYzFjq4BHMp3he79l10crJOvra1ItIW6zAP1Ug+NKz9+QwbhN0G3K2qq8RK8M7Fwu9qYh3t/VU1NqH4Ii0sLb8FFoo3NrLsHGw29u2ILRcQR3QKOkxhDozFWJXQvSKbbBvYFUts3iFUdWic7cLzDMEE6QLs90g3d0oBNrgpDesFfLXcHreLJS5+CBP7hlFY4W4dFpa1K+bVG5sYtF3swUXkPEw43I3Cftw6YFyC6yHMjVUTE5uOJjIhEm/QEuzXObB3dyxkva+qrkj8tQH7rdtjz80NiIhVqvo68RPSp0RE9gFuxUS0mfG2CSYposUnbgUuD8ShYonY45yjjqouU9XrsFyGtRLYuyo4V8gOxK8a+0vk71exAeBYTPjbE3tuVU+wr5MB8rWN1kiia7GKZzUwoTbkheA9uuwVYIbGqSqmqquCY4WLdlXVZDnJwhx/b8ZZXgO7Rr+NLGuMhWqFzNbkeYvCAi8JCxSI5SA9Mfj4RfA9nhb7EsMx4eY6zLv1YFUdLyJPYwPp/TBvx89F5DksMqET9hw5Orw/VfVNsfxaLwAXiMh9BHmggudkc+zZt0XEpiZYu1Ub80wcgE1yJiT4zatTOIH7n8jq44AzKZocfFpg3/dYexz97S6jaCLvw4J9L6F4jrFEhX0IbD8c2Fot6fqJgV3nY8+CSWLV7jqSXBgsLWEy7qgIGoowsSJP+LkJZRedipw3mLzqm3jzUpHu90i2XZ3wmVOSEwf9opMwkbU1lu/4DrUqueu3U9X3RWR37Hq6AzhNrNJrNn7rtHDRqZIhIt+SuqPcSkROTrI+rnKOJYxtEJwnLH/8FabqHoQ1ZOkk9g65UURuTGO7VOJLlFDhviLpVjajlEh02ie4ccME379jORcmY2LT15g303xs1vbT4PU51qFvC0wOBKGw44CIHItVy1u/LFi+/m9VHSYihwNviMgKDRLCVkDCpO/NgFEicmRJG1YAsUSRF2IzkSuw//EgzKPscKxRH4t5a/2EXYeXikg/LIeLJ2V1skKet7VnY534c8WStR6BzbydjA0yjg9nsIMO/n5YfqE/sHttN+AREdkrZnAd5XRsNvi9JHYk4/+wTv3PWFscdqLCGeK3E+yXNmLJUw/HXN4XAt1F5Kp4HlRxUFX9MRiEbJnG9qtV9bfgvMW8sVR1plg1qHgCSDssNGSZiLyN5Sd6I0n79QEm7ozEPCJapOOREExAzFDVYgPNmO32wcSmTljHva2qpuWNo6qLgkmHHylM3Bse9xjS9HRS1VhPp3bYZMySdOwIGIqF5JyFiWaxhA/fS0XkAeALsWpYzVIdWER+jTP4bxF4uZwBXKGqbYNtn8UE2umYV9752P92HeZNnMorwikFed5GhzbuS2KPukT73KOqD5RknxLSCBOMowPlfthzJaQFhUnx4xHu2zhmecNABNoOS9WwI+b5GW1fzsPu9b3VEmOPxrw9P8REqFnAuar6iIjcCzyG9dfPwoSyM4h42KvqYhE5Avtt7se83+7HnoXDMZEoFPdbYsmrTw3ONRCbNNggdkIgYFcReQnzpj0DE3Pmqmp4TYSFkIguS8HjMaJkI0x0SsvjKnjunYAlwW6JebedhfWdL8D6zC0xwe1h7P/SX0ReBc5PR6BPw4ZtMG+uGdjzNyQsLhQ7eRFOTDegDCQ5b6ZJ93uks13aYyOxQk5XYs///2HPt1+A7YKx5BjgUymaSPxlzNv6RWCqiFyMpTRI1LfLGi46VT4Owxq9eNTHxJF7sZKZiUg0e1FNRMLOel3gFVWdI1b5YSjmCfRygn3j8RAWY56K1ak3Wc9+wHeqGjdzfzDAWoa5NiZiEyxmvz5A8GD7CZvBf1NEjsRmPgZgN/+LQUdzJdZZnpzguJtROLudELVKRNcCA0VknKom6pDOjDe4iUOxalQhYuVGWyRY3QioG3Sg4zFXVeOFDx6IeSD9jHVcmgFvipUHTTYrE3uc87AZKcG8Mh7AktjujnkhfBTZfBWWT6U1Ngi7AWgvFiZU5geo48Qhn9vagVjls3FAB2xgOwXzQOmGhSvE7vN6MOsahmEVJOqUiEjo3flIzD29DqgvIjVVNWy3E3m29MI8fvbE2uR+WBhK2N6FA/i3MM/UiyLn31JEJI1OU1dMbHsBC38+HZtxHphspxh2IH558lhWiEgbLQw3LkZg7y9xlk8SC2/shP1uLwF/iEjHBMeZAcwIRBwwD6d0npNNE60QK1N+HOaxcVBk1f7A1/G8NQJOU9VnY+z7IThm7LbjSV5NLCTe87kNlhMx7VlwVf1aRD4ELhSRAWoheE2wkMWDMG9ZsGfKGOye2hkLd0rFXtgkSJQi95UUDaV/VVWvCZZ/golgBViIi0+OZId8bqNDNsTavd21eIhbMYJrKp2qwFPS6B8mqgQaVt+MCgCPYPfIJSSuQhllk+A9Nqzo0uAF1re/i0hlahE5BRsXfAlcLSLbYv26VlhS8z/FQtB2CHbpj030NlNLi3EbJmjFUhDc/3dgYbntsLQTjwTrnwheBALVz1g78b6qhtUuEZFW2HV1GJYeYwNsvPA41m7UwsL1ckIg+A/B+vWPYyG+11I4ER+thLoKE2j2wibWH8A8x46NXotiXs3xrrmfkni73YRpDDfHiHXhtVU3ZvvQG7qs/fVi5xXz3EuV8mVtOhM3EdL9HtHtFiXZDhFpTmG10/XEeGJ+g/2+d2N9p3Gx28dhXrDtPljhl1ux3GPlPjZy0any8TuJRYaww/k9yd0X47nuLiVm8CAim4jlMvgIm6XupFYOMp0HIqSR06kkiJWQ3hmb9UjEJtiMY+yDMMoYVX09cGEMvZ2OxzoHb2IzICux/8ftWMdzFvawCctsx3Y4SbB8PDZrHctD2IPiHIq66UZpqWUIrwu4EPN+SMbTCZaPJSZnVSDq3YoNJhV7+B+PhceNEZHDVDXd2OkfsMb11nCgEcx4fYF5NdXDEv2+hHVe3sA6HpeKyDvYw2cLctCwOlWCvGxrA8+c17FO+RtYx3mUqi4LPAc3w/IcQaGYsoRIm6iq8cJ+g8PLWZjg/gUQm+vou+B8q2IEhy9iDrIvNnN9CNYZAhvUrKMwz1PIq9gsbE9VXS6W0+4JLL/JvQnsjJYqXoQlFP1HRD4GbhCR/yVrO1X13vDYQYhKMfUk+D26U5jz7l+h4KSqsR3R6H4NA7suDY4bhoEsxzqCo4JJh5OxgWs6/bRDSuDpFLtsU2zQdyo2EB+DXbeLsUTiiWhJYm/huAQCZWmf+btSNDdIujyKPUcOxp5ZG2Id70nYc+os4CwtDBFtG+zXkfjP5gOJ8cIL+jES7L8ddh8coKofBl4dh2jRcPY3sGv4eFKE7ThlIi/b6AR8LCKxoVNlYQ8tZXidWsj170S8lNRCrT8PBJl0RKdw3zkxy1/GPDlnAz/GmYg8FmvztsVCxz7HJg0eFEuZsRt2f4X5TcFSQ7QN7t0fiJ/f7wKxMNv/BPtei4XePpziezxI0RC2x7DJ7Z8x75WRwCnhBEgwDvkpxTGzyfdY23ZU6D0WPPe2oLCIwTqset0cLK/Ujqr6ZCCGP4N5n0X/h7djEzaxxPV2E5Gjg+3/R3HhNcy3Wz9meXifJOp7pCTJeZuSOnxwNpZwPF3S/R7R7RbFbLckxlt2CPHvrfVtjVquzdBbeBTF26F6WN/qX5gYOxhLoxCe+yIRubYkDgCZxEWnysfpmLtkMgYFr0TcR0x4mojshs007hq8WmPq/vGYG+cGwFoRaYA1VnFnaGNIN7wO4B5V7Zlim/Cc7ybZZqvgPZnolIhqgRAVOztUN/jesVwY+XsbTER6nqLxzXMpHHStJ+isTI63LkKZPZ1UtTsWctINWKyq672HRORzLKfTQZFl3bAH1lsJvAx6Y94UrQhiqFX1J7GQwXeBczGFPh0mE8w4R/6/90TWj8Jmm57Hrr8jItu+S2H1FcfJBnnZ1gZtx6GY99AmWBWVZcG6JcASEXkSm9k7OLpv4MG0paqOTGBvfSzkYAjQW4M8IhHuwISBLSjsDJ0Tc45QrP8Bm10N7Y7NSRLyOvY/PDUYwF+CdZQTieEh/8b+d5dFOlhXYyEa92MDw1IRDG4ewTp192MV7tIJ2QNLaHoWNkNfm8iAJvjftMC8i9pgIQI7kdr9/ss0nwWxHWSwiZINsYmOxwPvsjFY1amEAlESz6eEiMgjWNhRKvqr5VUK96uHPQvvL/FJTVh6AuuIj1XV2SLSOPCYaEfxhOgha+N5ICUSBoLfbkPsOT8T6xeciHmvdReRVWFIlKrOCzywOmDPMSc75GUbnYCDiBHnE5Aqp1pIWTydwK7h9iKytarOTvOcwHpBvh02GTg3ZvUMtdxuibgay9M5S1U1uK92x8Lt5pBe0v1eFBe3z8WeG0VswX6zeHQk/nXRG5uk+QLzOlkW0xduTuoiCOsRkeMpDOcNPS8vFZGoB9F+wfvlSYTJV9QKKCwnGHtE+s3jKPSIuQ5rowZjz4OLItvOxf7PKiLVI+3fQ8Rvp4oVbAo8SZ/ARLkL44wTwsme5jHLm2HXS7rP0ZKcdwGFucMSUdK8s+l+j+h2c2K2ixXYbqQwL3Fp+Q8WgdMdGB3xOF9PrgQncNGpMvIM8Ru8Bpgr8WRMmQebQY7nkl9sZgdrrFdjIRrDsdCKbYPlD2IP4BexAcLfpDfYTze8blIa24DFz/9JYSWleISzW8VEp2BGqhpwiFjVh0NjNukRvKBo0u24OSoibrtIYUWKfqpaJEdVMNCLtUWwmaJZCb4HZMbTKeQY4ACx8JC47rJiceXPYR33Yi6dgSDVF4s7/1aK5qqaJCJdsOsP7FpKOZAivSqIfydZt4zi7q+Okwnytq1V1d8BROR57Po/KL2vxJmYeJtIdFqMJXSNZzdBB2dYdJmIHETRcIf6WML/fwfhDkkNCgboz2EeK0swj6IXku0TiEIDsEHB+nZYVT8WkYeAS8QqGQ1OsP+2xElYHuFybLB5FNaR3FysWlWUdRqTsDPwgrkYayNnBp5nfwfixAmY2LQFFtLzCTbDvxNFE9DGo01pPZ2CEISzi2/NgZLAW7eMfEiMEBlDvOqmh2JhUumEEgAQPG8+CTzcJgKHiVhIZpohehPTEdbE8qcspGiy/AXYgHUpJkaswe7hKPMwwbFUgywnLfK2jY7DKxRWossEpfZ0ChiKTSAeR8nCkcHy9TXDcjWV9Dv9jYWFXRWI1P/BBI8zg8mT9TelFCZ0vzDa344l6GPvhk1ShmwI/JFIWA/a6mJo0eqgsfs0wp5vJRHpLsTSUUS5M8G2ySZsp2FFFAYR3yspllkp1q8PH1bVSaQxDhMLY/sfNtl1ZIKohnew+6EDgQgo5p29D4kns8t03uC6SVsITJN0v8dbWPRHBwLPWRFpik0uRStToqop82OKyGDS+32HBdvHW7csmTd2NnHRqZKhVlmmyEyIWFWFh7DcFn2wzu1lmOI9CHhMVYsp1jHsFo3LFZFDMA+TW7D46M0xlfkGEs8cxpJWeF06LseBPZ2wUKxkM0Ghp1ORnBGByh+KF+diMyDRxu8+rNGqHrxH/189sc5LXA8rEamNdeq/IcksTTA7dAWW52EfbKZoSJLvMjfNQUGy2ayQ3pjnwQVYXHc8+mGdoktiV4jIltj1MAP7fxRDI+VYVbVfcLxknEec+OYIfTEvriuTbJNJd3XHWU8Fa2szRiLBqQT7LxbLE1eSTuCNWLjZS8QXJdYThGC8hbV7/44jol+P5bV6SkTWakw+ooDxpCd4j02ybj72W0W5Axus3hp8roc9d7bBhLlng3N/EHqnichNpBadssEkMhxeF7A0hQdVvOf30di9NjHOukT0w/JnHYeFDN6FCXjpVorrQeEkSZS9MTEDALWKQbth19s4LDw/9B4IK90+oKrrB5JieQ9PwK6FGylhImknPSpYG32kpp/TKR2+Ko03YoSh2D10vYi8qqqhl0ZCz/nAvoYU5sgaUIrzbou19Rdj4l1L7L7vSPL2NhnnYJOl0UnarYCDMiyshx5tn6W7Q6y3cTzEyt3fCtSI530Zw/3EVJaOoTv2/+1B8onf0oQI3oX9D3qr6ifxNlDV30TkPeAEEekTTAD0wPr6L5XinGmdN9OU4Ht8hgl8Z4jIvUH/KfT2Lc337U1hSH88rsZ+472SbJOzCBAXnSo5gfv4g1hH6XxV/Qz4TETuwXJKXA38V0QewwSbuA9bLV614S0s8WHoDvw7cLiIbKSqK8QqCJQLwezC45hraCr3++0xUaeIW6NaxZ1/YfHQX6vFtF+BiTCo6jfANyJyHPbQnRLZ/QtVnUDihLmXYAp8r2QqvqoWiMgJWL6VeVjD8lCc7V4QK799YGDfKuDSIHQm9JLqjw1ingHejOdiGXPMhSIyCOgjIk/ECncisgf24D5K4yfm/hNzxz5VS1GlLoFNSWe1g99nbQpXbccpF6pCWwvUlqJVUdKhWEiXqiYVjuJsPzPwFr0eq4oWdyZYLFfUq1gbfahaHpLYY/0jIp2xanFDggmHQdH/u8avVhU9z91AD1WNFZWS7dMeC+W4WQtzZjUDFqjqXcSvrpaKddjAYboUjjBjnzG1gLUUCvDpeh4sTyEOlcTOstISmFBCwbM5haLRCEwUSukZHGF2vO8fx6MNVf05uP9/xipGtsC81C7DvA8eiuxfCxM3RmODjqdE5Ll0BAenbORpG70S84x5Pbin6lBUDJBgWZicejbFy69Hbfsg8Pw4BBO8FmD9w/VihVh49XJM+P9AVYtNzqnlz7sIu44/E6ts1hQTgBdQNM8RWDn2UzFvoi2BPrFe/WnSMvh+C7HJ4WaY6HRaKY6FiNTB8gyeH1m2IebFdQGJq68mCq9LxqGY0J2usJ1xVHUKRccnRZDCnHWjNf2Q8JSIyGmYB/AyoFYglEUZGbk//oN5Ck0QkQ8wseZTInmYAg/pg4KPoc0HBZMwAIPVQsFLct50vkdbCvNKbhOeP3Le1yNtdcrvoaoqIr2CZe+IyHfBdsOJnzMwKYEXe8L0MCLyF+ZlnbF8yZnERadKRtCB3gN7qJ4Y/P0TcFx0cB50evuIVXI4D8szcYaI3AkMjBEO4lU6Cs+X1rIElCSnU6Lzb4ol9dwSODCZ23zQKT8YmBxn9htNHbKxCTbb8CeJw09i99kfq7w2ieReS6EN+yVaJxaKsT/minsE1iAOAe4MBafgGCoiT2MeW08BBWJhNs8AU0PhS0T2wnIvhfyNJc89OfgNo9XrqmHCXiMpWs3uR1X9QC2PzP5qyXBLQ7mOYBynrFSgtjZhmFSC5clCA3andB3qtDt9WKEHgB3FQnY7YrOHR2GeKv1FZCvgv6EbfTC7fh1wFdaOHaWqCb1i1PL6dMLyvj2A/R6Xq+qHJfta6RE8e+7BBmv3RJa1I3nlrKSo6kixijenYt60S4FjtLDwQm0sTK8JNsB8AQtvS4dUAmPLUppdN8VxN4qzrAP2HaIUkMATNvje68PT1aoy9i+hnWmF14UEAmdnsZClp7HKiWDeIuEzd2MsHL8J9hyfj/1240SkmyaufOuUgorQRqvqJyKyK+bNeDp2XfTSIPRXRI7F7tupWJjZaI1TITMQQzthfdxu2L3xMHBfjOAkmEdlD0yMXSEiw7D24f3otqr6YjCIvQkLvZ6LpZa4Ps7k41mYWDQZOFdV30j6xRPTGqtArSLyG+aR9DxwtohUiyeQpeBErH85IrLsSkyIfzrRhKwkCK9LRDD5fTIwNNnkciUmDNGug10vsfxK0A9Q1Y/Ecln1xiZiRgKXx0x2H4R5gUY5kMJE2xOw9j3t86ZJ2zjn3S14EZxzWgm+B6r6ioiciQnb4fPhijjidaXHRadKRDCD9gU2w7cU61yeCryUyCVTrQrHABEZgrkF3wzsgs0MhFxGnIRxKdiM1F5Hr5JeiMVT8RYGnbvHsQ7cuRpJgh2sb4/d4EuxWZ3dg9f1aZwz9ly7YQ/qnbEZ9GXBbEmyfbpgbq5LsbLSiUqLpktY6vsDbKD0SqB6FyPwzLpKRK7HwgvOw6qq/IvCHFQnYzN7qYgm7D0vZt0zgT1h9aW0CRrhHbHBw77YTHypK1c4TnlRgdrasMx1upxE8cSYUb6ieBuQitspLJ+dDuEsY2j3NKy0dYGI9MDCPi4FTgw8F+YF2+6FhbRcl8AbswhqBQ7aYF5T5wB9RaRzoo6gWNno+lh+ns1JP6EvWEWmfSia1LxDcJxiM+1iIYIHYAOj9lguq+j6A7GB5QHY956DXQNPRY4feiu0w2bgT8M8Mv4S85R9NpgVT8ReZGfGvn0axy2SZyYYxMV6Kf2KTZD8RdEKpRtg/xuwKnHFEPPc3QN7nkP8vIBphdcFk1EnYL9vB2wy6GWsylVL7D4/TSwE60XMW+QIDUJ9xDysR2HC0zaawySvlYl8b6NFZBdM/NgHm/z7C7s+rol6Zqjqa4EAcgzWlxsgIt9j18w9WhgydjYW3vcuFjb4isbJqRPcS+8C74rIxdgEZg+sDf03JnBFt3+bmGqNMevPAM5I9Q8IRLTBqbbD2odPg79/xzydvsImXP8VI+KFffB9RGQpRXkrEBO7Ai+H/dPAG+tW4MpEglMygsnfYzAhqzGFHl89McG8NCGFFR6NFBxKc/vRJAnPVtWbiC8ilem8aRxvMOldp+H2Sb9HaY+bLmJpWXaj0Ju5BSVvn8oNF50qEWohYcdhna6piR6sCfb9E7hYrHxo7H4jNY0kpVHE3IlTiU7TU3kXBce6hRhX3mC25iQsJ8J+GieMAvgDG0zUDF5rsAFLwjLbSdgGU9I7qYXSpcNvmCreQ1W/K8U5i6Cq94nIMyVxiVULR3geeF5E6kRn7NSqAaaqCJhNamNJFFdjg6ZiMwSOk49UlLZWVUtUGSvwQEkmOi3REuZMEEteXRJPxh+wQcerwKuqOjNcEbQPJ0gQhqyqc4NznABsFTvxkApV/RsLh3oG+D7FzOO+WDjUOqxtL8lz5C3sN4p6NdXDKv3FC+8owLwU1mLeBbfHWd8FE2cuBaYkml0PBlYjgZGBp80JmNdYqtn495J16EVke+BjSpb8eBUwXFWPSbSBiIwkRmRLwFWYYHgrxZO+z8UqNH2VYN8GFJZCfzbBdonC6zbFBILw3l2OeeN9j+Wh+STynJ0oIi9gYf0/YGEvJ0ePqxba3gXY3wWnzFEB2uifsCTy92KC2PdJ7uFfsInGB0RkM+z+bYL1cUPuwcT5tENIg/7hK8ArgVdYwrC9cmQTbIIUrA0sCLyeGmH993icQXHhqyM2iXkmJg6F1McG/+kUMYrHMsxrchPgawonZX/C/v/FvNAcJ1sEk3EDsQqHa7AQ75tyalQSpGp6ATqVAbGqMXXizeZk6Xy1NFKJIxC+agFrErn8isgGVdGF0nEcpzSIWIWxXNtRHohI7ZJ6iDqO41RWgn519QxEBiQ9RzaeMd7fd5zkuOjkOI7jOI7jOI7jOI7jZJwNcm2A4ziO4ziO4ziO4ziOU/lw0clxHMdxHMdxHMdxHMfJOC46OY7jOI7jOI7jOI7jOBnHRSfHcRzHcRzHcRzHcRwn41R40UlENhSRViKyYa5tcRzHyVey0VaKyBMiskxE2gafbxGRhSJyTPC5pog8KSI/iMiwoOJkomMNFpGZIjJNRG4soR3+HHAcx0lBZW8rK/v3cxzHyQS5aCsTDgAqENsC06dPn55rOxzHcfKW6dOn07p1a4DWwNcZOuxQoF3k82hg78jnxsA44DxgDHAYMCLJ8U5T1Q9LYYc/BxzHcVKQpedAPuHPAsdxnBTk4llQ4T2dHMdxnNygqu8BiyKfPwXmRT7/qqovquo6YDomQiVjYVYMdRzHcRzHcRwnJ7jo5DiO45QH+wCTUmzzmIh8JCLbl4dBjuM4juM4juNkFxedHMdxnKwiIgcCK1T1iySb3QwcDowHbioPuxzHcRzHcRzHyS4ZFZ1EpLuIfBXMVDdPsM0sEfkySBZ7eLDsfBGZISKPi4gLYY7jOJUEEdkYeBA4P9l2qvqzqi4BhgMtysM2x3EcJ38QkUuC8cE0EflLRM7LtU2O4zhO2cmYwCMi9bGZ6vZADyJ5PWJYA+ymqm1VdbSI1AGuAXYHNgM6ZMomx3EcJ+cMAh5S1R+jC0Xk7sADChGpJSJdglWHYPmfHMdxnCqEqj6oqm2xMcEM4KUcm+Q4juNkgEx6FXUBxqvqElWdqaqrE2y3UFU18nlvYLaqrgKmAh0zaJPjOE6l4Y034MknYdmyXFsCInKAiEzDqte9KCJ9gs9HAQNFZFAgKp0CXBjMXA+OHGJ7ChOLbwCcJCLTgSOBW8rtiziOU6lZuhReeik/2k0nbfYBJqnqopRbOo7jZABVGDECfvkl15ZUTqpn8FhNgboiMhH4AzhVVVfG2a62iHwKzALOwAYds4N1s7AHjeM4jhPDfffBhAlw8sm5tgRU9X2gbczivnE2lQT7Hx35ewVwbuascxzHMQYOhBtugC22gJtvhjPPhOqZ7P062eA84MlcG+E4TtXhttvgv/+FE0+0iQons2TS06kusCXQFagNHJNgu+5AZ6AhFoanETuqAQUZtMlxHKdS8M8/Jjh17Ah16+baGsdxnIrBZ5+ZyLRuHZx3Huy2G4waZbPaTt7ShdTVTh3HcTLCwIEmOAGMGwdr1+bWnspIJkWnecD3qroM+ATYJt5Gqvq1qi4FxmLJYucBWwertwbmZ9Amx3GcSsHbb8Pq1XDEEbm2xHEcp+IwdSrsuiv8+KMNKmbNgiOPNAF/kssaeYeIVANqJEnT4TiOkzEeewyuugp22QUuuggWL4ZPP821VZWPTIrkMTSkAAAgAElEQVRObwN7Bw+LdsB3IlJDREaKSCMAEWkpIruISA2gE5YsdhLQTEQ2BPYA3smgTY7jOJWCUaPs/fDDc2uH4zhOReGPP2DuXNh9d6hXD265BX74Ac49FyZOhL33hu7dYebMXFvqRGgM/JlrIxzHqfw89xxccAFsu61N7vboYcvHjMmtXZWRjIlOqjoHeB74BlgBjARqAK2AOsFmBcCAYJuFwEtBLo9+WBLxucBHmbLJcRynMlBQAKNHQ6tW0KJFrq1xHMepGEydau977FG4bMstbWb7q6/M4+nFF2GnneDKK+Gvv3Jjp1OELUlcAdtxHCcjvPYanH46bLUVjB9vef/22gs22cRFp2yQSU8nVHWAqu6gqiep6lpVXa6qLVV1drB+lqp2VdXtVLWHqq4Nlj+pqjur6gUxle0cx3GqPJMnw/z5HlrnOI5TEqZMsffddy++bpddrFLRhAnQti3ce6/NdvfvDytWlKuZTgRVnayqB+faDsdxKi9jxlhRnkaNTHDaOkj0U706dOkCn39unrJO5sio6OQ4juNknjC0zkUnx3Gc9JkyBUQseXgiDjzQ8ne88AI0bAjXXQc77ADPPGNepo7jOE7l4b334NhjLeT6rbdg++2Lru/a1d7feqv8bavMuOjkOI6T54waZYOhfffNtSWO4zgVh6lTYccdoU6d5NuJ2Kz3N9+Yx9Py5XDGGXD33eVipuM4jlMOfPaZTeDWqAFjx1qRiVgOPdTePcQus7jo5DiOk8fMnWuz9d26mduv4ziOk5rFi+Gnn4rmc0pFrVpw+eW2X8OGlu/JcRzHqfh88YUJSuvWwRtvQLt28bfbckto08ZEKfd2zRwuOjmO4+Qxb7xh7x5a5ziOkz7Tptl7SUSnkAYN4JBDTPCf5ymtHadULFkC551XmCLAcXLFt99arqbly2H4cOjQIfn2XbvCggWFeQGdsuOik+M4Th4zahRUq1bo7us4juOkJlkS8XTo1s3ex47NjD2OU5VYtMiE28cft1DVxYtzbZFTVfn5Zzj4YFi4EF5+2cSnVIR5nTzELnO46OQ4jpOnrFgBb79tMzKbbJJraxzHcSoOU6fae2lFJ8/r4TilY+FCG+R/+ikccAD89RfccUeurXKqInPnQufO8Ntv8OyzcNRR6e3Xvj3UrevtfyZx0clxHCdPmTDBXIE9tM5xHKdkTJkC22xTesG+SRPYc08YN85ygOQTS5bk2gLHic+CBdCpE0yeDDfeCO+8Y8maBw6EOXNybZ1TlfjjDxM/f/4ZnngCundPf9+aNU2s+vhj+Pvv7NlYlXDRyXEcJ08J8yC46OQ4jpM+y5dbJbrS5HOK0q2beW189llm7MoEw4fDttvChx/m2hLHKcr8+dCxoyVsvu02uOkmSw9w992wahX06ZNrC52qwt9/W3jnt9/CfffBWWeV/Bhdu1oi8fHjM29fVcRFJ8dxnDxE1USnli2t5LfjOI6THl99ZYOF0obWhYR5Pd58s+w2ZYIvv4RTT7W/mzbNrS2OE+W33+Cgg+Drr+Guu+D66wvXHXKIvZ591hMzO9nnn39swuCLL6BfP7jsstIdx0OsM4uLTo7jOHnI9Onmin7EESCSa2scx3EqDuHAtqyeTvvsY5Xs8kF0WrDA8pGsXg3DhlnooOPkA7/8AgceWOhV0rNn8W3uusvee/WySTXHyQbLl8ORR1o+seuvh969S3+sFi1s0nfMGL9mM4GLTo7jOHnI6NH27qF1juM4JSNMIl5W0al6dfPQ+Pxzyw+SK1avhuOPh9mzYdAg2H//3NniOFFmzTLB6ccf7dpM5FXSpo1VsXvnnfwQcZ3Kx6pV1k6+955dh337lv2YXbtaMvKvvy77sao6Ljo5juPkIaNGWeWMAw7ItSWO4zgViylTYPPN7VVWunWz97Fjy36s0qAKl1wCEyfC5ZfDOefkxg7HieWnn0xwmjXLEjVfeGHy7W+9FTbayLyd1q4tFxOdKsLatXDKKeaVdPbZlrg+E1ECYYi1h9iVHRedHMdx8ow//7SKGYccArVq5dqaxIjIEyKyTETaBp9vEZGFInJMZJsjRWS6iLwuIhsmOdZeIvKliEwQkYblYb/jOJWPNWssp1NZvZxCcp3X6cEH4fHHoUsXS8jsOPnA99+b4PTrr/DMMzbQT0XTpnD11TBjBjz9dPZtdKoGBQWWKHzYMKtQ9+ijsEGGFI4DD4QNN3TRKRNkVHQSke4i8pWIfCQizeOs31hEhonITBEZFFk+KxhsTBORwzNpk+M4TkVjzBh7iFaA0LqhwA+Rz6OB9XWeRESAe4CDgFnASUmOdRdwGvA6cEmG7XQcp4owY4aFo5U1iXjI5pvbscaOhXXrMnPMdHn7bbjySthhB3jxRQv3c5xcM2OGDcbnzbPk4Kedlv6+11wDjRvDDTfA0qXZs9GpGqjCxRfD0KGW827IEKuYmCk22siu9YkT/XotKxkTnUSkPnAz0B7oAcyLs9nWwMPALkBHEWkTLF8D7KaqbVV1dKZschzHqYiMGmXvhx2WWztSoarvAYsinz+laNu/DVBdVf8EpgId4x1HRKoD+wLTk23nOI6TikwlEY/SrRssXAiTJmXumKn44Qc48UQLsx4xAjbZpPzO7TiJ+Oorq1L3558mhP7rXyXbv149uPlmE6zcc88pC6oWqvnII3DwwXY91qiR+fN07WoTGRMmZP7YVYlMejp1Acar6hJVnamqq2M3UNUvVfUtVV0JfAs0DlYtVPW88I7jOGvWmKfT3ntDkya5tqbMNAZmB3/PAhJ9o02B31V1XYrtHMdxkhImEc+UpxMU5nUqrxCLxYtt1n7JEhtI7bhj+ZzXcZIxdSp07AiLFsGrr1rS5tJwzjmw005W0e733zNro1N1uOUWuOceaN8eXn/dwuCyged1ygyZFJ2aAnVFZKKIvJoid0d1oA3wRbCotoh8KiIvishGGbTJcRynQvHhhzbgqAChdemgFD5nqgEFZdzOcRwnKVOmQIMGsM02mTvmvvvaMcsjr9O6dZaX5NtvzRPk0EOzf07HScWkSdCpk4UYvf66iaKlpXp16N/fytvfcEPmbHSqDnffDTfdBHvuadWe69TJ3rl23NGeJ2++ad5VTunIpOhUF9gS6ArUBo5Jsu2pwARVXRB87g50BhpioXmO4zhVkjC0rpKITvOwsGqC9/kJtvsLaBxMSCTbznEcJyEFBTBtmoXWZaJyUUj16pbIe9IkWLAg9fZl4ZprbEb9zDPhiiuyey7HSYePP7bwpZUrYeTIzIT+H3mk5cp56ikvR++UjIcftrC61q0t197GG2f3fCLm7TRzJvz4Y3bPVZnJpOg0D/heVZcBn2C5PIoRJBi/BugVLlPVr1V1KTAWaJFBmxzHcSoUo0bBlltC27a5tiQj/AKsEJHGwB7AO+EKEblbRA4ECMLqPsQ8YIts5ziOky4//ADLlmU2tC6ka1eb5R43LvPHDhk8GAYMgP32s4FVJoWzikKqokRO+TJxolXSXbsW3njDxNdMIGLeKgUFJrQ6TjoMGQIXXQTbbQdvvQWbblo+5/UQu7KTSdHpbWBvEakGtAO+E5EaIjJSRBoBBOuGAj1VdWGwrKWI7CIiNYBOWCJZx3GcKscPP8B335mXU74PNkTkABGZhrX3L4pIn+DzUcBAERkU5Oq7CngXC8F+OXKI7SnM6wc2GfE0cATwYHl8B8dxKhfZSCIeEg46shVi99FHcP750Ly5lf6uVSs758ln0ixK5JQT775beN2PHWv5nDJJu3ZwyikmZo0fn9ljO5WPV181D9Dmze162Xzz8jt3p07m8eqiU+nJWPFVVZ0jIs8D3wDTgJFATaAVUAf4E3uA/B9wu4jcDrwBPAYMALbDPKReypRNjuM4FYnRQe3OihBap6rvA7H+WH3jbPcmUGyYpqpHx3yeAuyWSRsdx6laZCOJeMiWW8Juu9ngu6AANsjgtO2cOXDssTaoGT68UhSRKC3rixIBS3JtTFVm3Dg4+mioWdOu+X33zc55brsNXnkFevaEyZMze185lYc33rBKiY0bm+DUvJx9IOvVgw4dTIhduTJ7ScsrMxm9tVV1gKruoKonqepaVV2uqi1VdXaw/hlVramqbYPX9ao6S1W7qup2qtpDVddm0ibHcZyKwqhR9iDr3DnXljiO41Q8pkyB2rVhhx2yc/xu3axU/OefZ+6Yy5bZ4P6PP2Do0EoTWl1a0i5K5GSP0aMt59KGG9oAP1uCE1iC5ssus1xszz6bvfM4FZd337VKifXrw9tvW2hdLujaFVassJBTp+S4nuw4jpMHLFkC771n7uu1a+faGsdxnIqFqnk6tW0L1apl5xzdutl7pkLsCgrgjDNswH3zzXDccZk5bgWmJEWJnCwwfLh53dWrZ4P9du2yf87rr4eGDaFPHxvUO07Ixx+bAFqzpnnftWqVO1s8r1PZcNHJcRwnDxg3zhJ1VoTQOsdxnHxjzhxYuDA7oXUh//d/NtueKdHp0UcttOjEE+G//83MMSs4aRUlcrLDyy/DCSfAJpvAhAnl53W3ySZ2/f/yC9x3X/mc08l/pk41oV/V2txs5OorCW3aWB4pF51Kh4tOjuM4ecCoUfZ++OG5tcNxHKciEuZzyubApEYNq9712WcWZlcW5s+H3r2haVN48sn8Lx5RThQrSpRje6oMzz8P3btDo0YmOLVuXb7nv+gi2HZb6NcPFiwo33M7+cc331jVxJUrYcQIq+iZa0TM22nGDJvkcEqGi06O4zg5pqDAkiTuuitsvXWurXEcx6l4hJXrsunpBIUz7+PGle0411wDixebZ0e9epmxraKjqnOAsCjRCqwokZNlnnkGTjsNttjCwvx33rn8bahZE26/Hf75B265pfzP7+QPP/1kuU0XLTJP0HzKcxqt5uiUDBedHMdxcsykSTaz56F1juM4pWPKFPNEynbOj0zk9XjvPRgyxI7leZyKEluUKNf2VHaeeMLK0G+1Fbz/fvaS8KfDCSdY0vJHHoHvv8+dHU7u+OUXE5nmz4fnnsu/fvHBB1uFRQ+xKzkuOjmO4+SYMLQu3x6ujuM4FYWpUy0kqGbN7J6naVPL7TFmjHmplpQ1ayyUqFYteOABD6tzcsegQXDuuVZB7v33oWXL3NojAnffbfktr7sut7Y45c/8+SbqzJ5tYuhJJ+XaouJsuinsvbdV0VuzJtfWVCxcdHIcx8kxo0bZg2yffXJtieM4TsVj/nz47bfySzTbtat5p4YhfSXh3nstJ0jv3rkr/e04994LF18M229vglO+hPa3b2/ef6+9Bh98kGtrnPJi4ULLl/f99ybGn3lmri1KTLduVnH6449zbUnFwkUnx3GcHPLrr1Yu+7DDslfm23EcpzJTHknEo3TrZu8lrWL3yy9w882WMPnaazNvl+Okw113wZVXwk47WajnVlvl2qKi3HEHVK8OPXta/jSncrNkiQn5X31lv/0ll+TaouRkIsS6KuKik+M4Tg4ZPdrePbTOcRyndJRXEvGQ9u0t+XdJRacrr4Rly+DBB2HDDbNjm+Mko29fS2LfurVVqdtii1xbVJztt4cLL4RPP4WXX861NU42Wb7c+r+TJkGfPhVDjN9zT4tOcNGpZLjo5DiOk0NGjbIZvUMOybUljuM4FZMpUyy5a5s25XO+GjUs98inn1pYSDq8+Sa8+iocf3zhTLnjlBeqcMMN8N//Qtu28O670KRJrq1KzA03QP36Foa6alWurXGywapVcOyxMHEiXHFFxalaWK2a9dmnToV583JtTcXBRSfHcZwcsXy5JSPcf39o0CDX1jiO41RMpk6FHXeEOnXK75zdulki8XHjUm+7YoWFjNSpAwMHZt82x4miCtdfD7feal4a48dDo0a5tio5jRqZzTNnWsJzp3KxZg2cfLK1n+ecAwMGVKyiCuHEQTrtv2O46OQ4jpMj3n0XVq700DrHcZzSsmiRDUzLK59TSEnyOvXvbzbedBM0a5ZVsxynCKqWG+mOO2DffW2iq2HDXFuVHpddZvfLrbfC33/n2honU6xbB2ecAcOHwymnwCOPVCzBCQqjEzzELn1cdHIcx8kRo0bZu4tOjpOYVavg9NNNpHWcWKZNs/fyyucUstVWlhdnzBjzeErEjz/agL9VK7j88vKzz3EKCky4GTAAOnSAsWMrllf1RhvBbbeZ4HTbbbm2xskEqpav6/nn4ZhjYPDgillEZ/PN7ZkzbpyJaE5qMio6iUh3EflKRD4SkeYJtjlfRGaIyOMiskGiZY7jOJUZVROdtt8edtgh19Y4Tv7y9tswZIiV9042uHeqJmES8fL2dALzdvrjj8LqebGoWljdqlXw8MOWC8pxyoOCAhvcP/ggHHSQeeTVr59rq0rOqafa4P6BB+Dnn3NtjVMWVOGqq+Dxx81T6IUXKnab2LUr/PUXTJ6ca0sqBhkTeESkPnAz0B7oARRLrSUidYBrgN2BzYAO8ZZlyibHcZx85csv4ddf4fDDc22J4+Q3I0bY+zffwGuv5dYWJ/8IBZ/y9nSCwhC7RCEWw4aZd8npp1vuPscpD9atg7PPhscegy5drEpu3bq5tqp0bLAB3H03rF4N//lPrq1xysKNN8K991pb+NprUKtWri0qG2FeJw+xS49MehV1Acar6hJVnamqq+NsszcwW1VXAVOBjgmWOY7jVAgKCiw8rkGDkr3+7/9sfw+tc5zEFBTAyJGw9dZWYv6222y21HFCpkyBFi1yEzbUvr0N5uPldfrnHwuna9AA7ryz/G1zqiZr15rIOXgwHHaYifa1a+faqrLRqZNN0P3vfzBpUq6tcUpD//6Wm2uvvczLv6Jfk2D9+Hr1XHRKl+oZPFZToK6ITAT+AE5V1ZUx2zQGZgd/zwL2SbDMcRynQjB0qM0itm5tMd4loVkzOOCA7NhVHojIE8C/gPaqOk1EzgcuBz4EzgeOAW4INm8CPK2q1yc41gRgc2Al8JCqPp5l850KwOTJ8PvvcO21VgHs/vttgH/YYbm2zMkHli+Hb7+1stu5oGZN6NzZhNG//4ZNNilcd8stMHeuVd5q3Dg39jlVizVroEcPeOklOOooe6/o3iQhd95pbX/PnjBhQsVLPF2VGTQIrrsOdt3VBJqKGOYZjxo14OCDLSH6woUVJ0F/rsik6FQX2BLoCryCDTZeiNlGKfSuqgYUJFjmOI6T9yxdCr17w6abwvvvFx1wVBGGAu2gSPj0LsCLQAdVHQYMC9a/BjyZ4nidVXVu9sx1KhphaN1RR0Hz5pYX57bbLKzJBx3Ol1+aN1wuQutCunWzQcdbb8FJJ9my6dNh4EBo1w7OOy93tjlVh9WroXt3C1s6/nhL1FyzZq6tyhy77GIhg48/bs+Fo4/OtUVOOnz0EVx6qeUufeutyifMdO1q99zbbxe2/058MhleNw/4XlWXAZ8A2yTYZuvg762B+QmWOY7j5D133GFeGLfeWiUFJ1T1PWBR8DFhqLSIbAWsUdWfUhxyYVYMdSosI0bAZpvBPvtYtbDTT7dO7Hvv5doyJx/IZRLxkDCvUxhipwoXXWRi2MMPV8zKTE7FYtUqE5pee82EpxdeqFyCU8jNN0OdOub5umZNrq1xUvHPP+Z5V7OmXZtNmuTaoswT5nWKF2LtFCWTotPbwN4iUg2b+f5ORGqIyEgRaRRsMwloJiIbAnsA7yRY5jiOk9fMmmXJLVu3hnPPzbU1eUFsqHS0e3EWMDzF/gqMEZGxIrJZ5s1zKhqzZpknyxFHFA7cr73WEst6+WwHcptEPKR5c/PCGDPGhKahQ2HiRKsc1q5d7uxyqgYrVpjXz6hRcNpp8OyzUD2TcSx5xBZbQK9e8N138MQTubbGScXll1vFwbvusjayMhJt/z3fZHIyJjqp6hzgeeAbYAUwEqgBtALqBNusAPphs+BzgY/iLcuUTY7jONnimmtsdnHgwMrbwSshyUKlDwE+S7H/BcBhwO/AFRm3zqlwjBxp70cdVbhsu+1sJv/tt+GzVFdUnvL11/Dqq95BzQRTpthAtKT59DJNt24wb57lmunZ03I49e2bW5ucys+yZSbKjx1roWdPP135Pet69rR7/sYbYcmSXFvjJOLVV+167NoVLr4419Zkl65drf3/8stcW5LfZNLTCVUdoKo7qOpJqrpWVZeraktVnR3Z5klV3VlVL1C1Lle8ZY7jOPnKxInw8ss2GD744FxbkzckC5VuiolJCVHV74Lw7FFAi6xY6FQoRoywJLhduhRd3ru3vVckb6elS+Gpp6zaTevWcMIJcNVV+Sk8TZsGs2en3q6szJkDn39e+v1Xr7bcSbkMrQsJQ+xOPhkWLDAv2KoYcu2UH//8YwUV3nnHvOoee6zyC05g4XW33GL3mVeFzE/mzrVcdptuas+9yp5/MQyx8yp2ycmo6OQ4jlPZKSiAK66wqhV3351ra/KKuKHSIiJAfVVdGt1YRIaIyM7B3w1FZD8R2QDoAkwvX9OdfGPxYvMa6dzZBhlRWre2amUjRuT3zKKqeWOdd57NzJ99NnzxheWl6tAB7r3XZuvzifnzTRg75ZTsn+vf/7ZzTZ5cuv1nzDDhKZehdSEdOth1+uefVpG0R49cW+RUZhYvtoHu++9bCNNDD1nYcVXhzDOhVSu45x749ddcW+NEKSiw32fhQguB3GKLXFuUffbfHzbayEWnVFShJspxHKfsDB5sIR2XXw7bb59ra3KHiBwgItOwHH4vAlcTP1S6IfB3nEO0AhqEhwOuBGYAzYEHs2e5UxEYMwbWri0aWhflP/+x9379ys+mdFm4EO6/H3bbzRKgP/447LijJZX+/XdrQ0aPhr32siIE/fvn2uJC7r0XVq60ZO2/J/VNLBvz59uAee1ay0OzYkXJj5EPScRDatUyEaB6dSsPXtln9p3cMX++eVh/9JGFmg0cWPWut2rVLE/QypXw3//m2honygMPWJW6c86BY47JtTXlw4YbQseO8MEH5oHoxMdFJ8dxnDRZsgSuv96qafXpk2trcouqvq+qbVW1rqruqKp9E4RP/6Wq28XZf09V/TiyzYmqupOqdlNVz9RQxRkxwt6POCL++j33hEMPhZdegu+/Lz+7ElFQAO++C6eeCltuaaL0nDmWy2LKFAsju+AC2Hhj275+fRPWdt0VrrvOPBVyzaJFZkeNGvY5zKmVDYYPN0+w//s/+Oab0rWn+ZBEPMojj1hoYqtWubakYiMia0VkWvDKk183P5gxw4Tszz83seXOO6ue4BTStat5wj7zjHmQOrnnq6+s2Me225oYWpXo2tUmUd7xcmgJcdHJcRwnTW6/3WYZ+/YtHDw6jpNZ1qyBN96wyl9Nmybe7j//MeHijjvKz7ZYFiywdmGHHaBTJ3j+eRsUDhkCv/0GDz6YWBRp2NBmhHfYAS65xAZPuWTQIJulvftu89h5/fXsnWvYMBO3Ro0y4WngQAunLAlTpljepK23Tr1tedCokQtOGeLnYEKjrapOzbUx+cL48bDffpYv58knLa9RVRWcwL57mOKgV6/c2uKY19mpp5rw8txzULduri0qXzyvU2pcdHIcx0mDmTNhwAALmTn77Fxb4ziVlw8/NK+bRKF1Ifvvb6+hQ8sn8XUsK1eaYHL99SbWXHMNfPstvPeehYzVrp36GE2aWCW+rbeGs86yAgW5YPlyC61r3tySEh90kA1ysxEqsGiRHbtzZxPennnG8mGccUb61ajWrTPvht13r9oD70rKwlwbkG889ZQNalXhzTetrXCgbVtra996yyr4ObmjTx/zdLrhBpt4qWpstx20bGmiUz4WCMkHXHRyHMdJg169LGntvfdWjQoxjpMrwtC6VKITmLfT2rW5qWJ0333w008mOv36q+Vm2nHHkh+nWTMTYZo0sQTeo0dn3tZUPPWUeW317GkeSEcfbe1dNgZyo0fbb3bccfZ5++3NY2H2bLjyyvSO8cMPVi4+H/I5ORlnaxGZIiKDgkIUVZaCAmvjzj7bvD4/+sgr5sbSt6/l1OnZ08Rop/wZP96Suu+7rz0PqyIiJgzPmpUfIf/5iItOjuM4KZgwwcJBjjvOPAAcx8kOqiY6NW8Obdqk3v6QQywM78kns5v4OpY//rAk5i1a2MxumAeptGy7rXk8bbwxHH98+eaFWLPGkvJutlmhF+fRR9v78OGZP9+wYdZBD88Blu/q0ENN/ApFx2TkUxJxJ+N0AToDBwBVVmIJw5X69bOiA59+6uGb8WjWzMTq6dNzH6JcFVm40Cqy1q0Lzz5rodlVFQ+xS46LTo7jOElYtw6uuAJq1rSBmeM42eObb8x76Kij0gubEjFPgFWrLPy1vLjpJgsFu/NOq1yWCXbZBcaNs1n7o46Cjz/OzHFT8fzzlvT8iisKQwKbNTNBZ/RoE6UyxfLlFh60//7QuHHhchETDhs0gHPPNa+rZORbEnEnc6jqV6r6NzABaJFjc3LCn39a+OkLL8Cxx9rEV5MmubYqf7n2Wsup9t//mgekUz6o2oTB3LlWsXXbbXNtUW7p2NHGCi46xcdFJ8dxnCQ89ZTlDrnySovXdhwne5QktC7kqKPMA+Dhh+Gvv7JjV5Svv4ZHH4X27c0rKZPssYclUQfo1q1QXMkWBQUWFlivHlx0UdF1Rx8Nf/8NEydm7nxjx8KKFYWhdVGaNrVk5n/8AeefnzwvxpQpUKeOheY5lQcR2UNEmopIbWB/YHqubSpvvv/ewpQ++giuvtryvKWTH64qs/HGNhHw22/lO/lQ1Xn2Wbs+jzvOcvJVderWtQmVCRPsOecUxUUnx3GcBCxebF4UTZrYu+M42WXECBNADjww/X022MDySCxbZrOt2aZXLxNrBgzIThLr/fazsLaVKy188JtvMn+OkOHD7fgXXWReRlGyEWI3bJi9H3ts/PXdu8NJJ8Frr9mAJh6qJsbttpvn1zX7AxMAACAASURBVKuEFADPA18D41T1oxzbU65MnGjFCX7+2QTYu+/2azxdzjvPKoHeeadVGXayy88/w8UXwxZb2CRM1c6+VkjXrvbsfu+9XFuSf7jo5DiOk4C+fS3Mo18/Gwg7jpM95s+HTz4xD5+aNUu270knmWv//fenXwGtNIwda+Fhp54Ke++dvfN07gyvvGKV3jp3tpDDTKMKt99u4YFXXFF8fZs2VlVv+PDMVONZvRpGjYI997ScXfEQscH25pvDJZfAL78U32b2bPPA8nxOlQ9VnaaqB6pqC1XtlWt7ypPnnrMk4eF9cuGFubaoYlGjBtxxByxdal5PTvZYt86qBv7zDwwebKGNjuF5nRLjopPjOE4cfvjBqlPtvru7DTtOeTB6tIkbJQmtC6leHXr3NpFm0KDM2wZWce3qqy3nUr9+2TlHlCOOsIHo/PkmPMUTYMrCO+/ApEmWPHzzzYuvF4FjjjGR58svy36+CRPs94kXWhdl003hiSdMPDzzTPMqi+L5nJzKhCrccgv06GHJ/D/4wIR3p+Qccwx06ACPP55dD9GqTv/+8OGHcPnl5o3rFNKqlYWKu+hUHBedHMdx4tCrlyXQve8+C99xHCe7jBhhoSSlHXCddpolwB4wwBJWZ5qnnrJ8TldfndhTJ9OcdJIJMLNnQ5cumc1Z1a+f/b97JfEnyWSIXRhal0p0Ajj8cEsoPn48PPRQ0XVeuc6pLKxebcLqjTeaiPrppxY26pQOEQtJXLfOkos7mefzz+16bdXKPGWdooiYt9N331kIolNIRodSIrJWRKYFr2JzUCJyXGT97yLSL1g+S0S+DJYfnkmbHMdxSsr48TbIOvFESwroOE52WbHCKrd16AANG5buGDVrmoCyYIEJNZlkyRKrjNSkSfkPZs4808Tv774zwWb16rIf87PPzNPpX/+CbbZJvN3++8Mmm8Drr5ftfOvW2TF23hl22im9fe65B1q0gGuugW+/LVw+ZYr91rvsUjabHCeX/P03HHooPPOMiazvv28eEk7Z2GcfOPlkGDnSvCudzLFsmYWWb7CBeeFutFGuLcpPwhC7sWNza0e+ken5+59VtW3wKlZzRVWHheuBT4Ang1VrgN2CdaMzbJPjOE7arF1r+U1q1bKElI7jZJ/x4014Kk1oXZRzzoHGjeGuuzIjzoTccYdVVevbNzf53S67zEIZ3n/fPIDKmmMpnKG+7rrk21WvbgPiqVNhzpzSn+/jjy1MMB0vp5B69WxAvmoV/Pvf1jaD2dK6dcnzfjlOvjBzpiUMnzDBcpe9/rpVvnIyQ79+luOpZ8/i4blO6enZ06or9uvnHnnJOPhg8yL2ELuiZFp0WpjORiKyFbBGVcPUmAtVM5Gm0nEcp2w8+ihMn24P12QeAI7jZI4RI+z9yCPLdpyNNoKrroJff81cJbvZsy1kb9ddzesoV9xzjwlAQ4aULafUjBk2yD36aAuRSEUYYhf+RqUhVdW6ROy/v7XFkyaZUDZvHvz+u4fWORWXTz6Bffe1wfu998IDD5i462SOli1NzJs8GV54IdfWVA5GjYJHHoGOHeHKK3NtTX7ToIHd4+PHZ3byq6KTadFpaxGZIiKDRJIWTzwLiGYIqC0in4rIiyLiznqO4+SEefOs9HqzZqk9AJzKwbBhNhAeOtSSHDvlT0GBhULsvDNsv33Zj3fhhSYY9+pluSfKOqXVu7d52wwYkNvy5dWqwf/+ZzPMffrAiy+W7jj9+9t7797pbX/ooeb5Wdq8Tqrw2muWB6s0YtEtt5hn0y23FIZNehJxpyLy8ss2aF+2zO6Jyy/PtUWVlz59bPDfu7eVsHdKz/z5cNZZ9v985hnPc5oOXbtaJcWPPsq1JflDpi+bLkBn4ADg4CTbHQJ8FvncPdivIdAjwzY5juOkxdVXW+6W++93V/eqwldfmQfHv/9tYVndutnAdsGCXFtWdfj8cxN8yxpaF1K/vnX09tzThIrTTjPRqDR88okJPYcfbi7zuaZePRPottgCTj/dwtZKwqxZloujY0fLfZLuOTt3Lqw+V1KmTbPzHnecJVktKRtuaKKwiOXVAvd0cioWqib2nnSSDdzff7/Qg9DJDg0bmvA0Z455kzmlQ9UqnC5YYJ5OzZrl2qKKQZjXyUPsCsmo6KSqX6nq38AEoEWSTZsCv0f2+1pVlwJjU+znOI6TFcaPh+eftzLl3hmsOtx4o4XrPPaYDazHj7ecOZtvDp06wYMPwty5ubaychOGbWVKdAITZd57z+7l554rXeU3VQvVq1bNckTlC82amfBUrZp9v5JUyAkrO6Xr5RRy9NGWU+mNN0q2H5Ssal0i2raFm26yvzfYANq0Kf2xHKc8WbMGzj/fvKdbt7YKdXvumWurqgaXXGJer7fdltnKn1WJRx+F0aNt8ubkk3NtTcVhjz1gs81cdIqSMdFJRPYQkaYiUhvYH5guIjVEZKSINIpsJ0D9QGRCRFqKyC4iUgPoBEzPlE2O4zjpsGoVXHSR5YO5//7SzcY7FZfGjU1oevNNSxY9ZIjlFvr4Y7j0UthqK9hvP8up4yVwM8+IEdY5S9fzJl3q1IFXX7XCABMnWuLeH39Mf/+XX7Zr4IILLPQvn9hzTxPT/vzThPJ0PJDmz4cnn7R9S+q1FebaKk2I3bBhdo/tt1/J941yzTUmBHfqBLVrl+1YjlMeLF5sXpKPPw7/z959x0lVXn8c/xya1GABSywgYsEKtlhQEVHXFjVqRLDEGHsvqDEasQR/9hJrbNg1RkCNETuiIMSoqIgaG9iwYcFGP78/zp0wDDNbZ+fO7nzfr9e+ZufOnTtnd+/e597zPM+5O+wAzz8f00ylNJZYImrBffcdnHde2tE0PW+/HR0v3bpptFhdtWgRU9NffRU+/TTtaMpDMUc6LQDuBt4AHnf38UBrYB2gQ9Z6SwPf5LzvMuBNohD534sYk4hIjS6+OIp6nnlm3KJbasfMbjKzH82sd/L8cDObYmY3mlmLZNlUM3vNzCaZ2S7VbGs3M5tsZqPMrG2pfoZcSy4ZPXqjRsVw8vvuiykRr70WBY179IiL9ksuUZ2IYpg6NaY47rpr49RLatkSLr88Tpjfey+Ke44bV/P7Zs2C006Dzp1jNFw52mOPOHZNmRL76Ny51a9/5ZXxc51xRt0T6yusEEnBRx+t21TFt96K+PbYo+F/31at4Ikn4PHHG7YdkVL48EPo2zf22UMPjULMnTunHVXl2Xdf2GQTuPbaunU6VLo5c2Dw4Dje33GH9t36yEyxe+yxdOMoF0VLOrn7JHffxt1XdfchybKf3L2Hu0/LWm+Gu/fMej7V3avcvae77+/u84oVk4hITd5/P4Zer7VWJBWkTu4A3gEwsw7AqUAfoCvQN1lnLrCBu/d290fybSQZAXsp0A+YCvy2UaOupY4d42L+vvsiAfXgg1H76f33o0j1+uvD00+nHWXT9vDD8VjMqXX5HHNMjKiaNStGytR0R6O//jUSYmeeGaOwytVJJ8Fhh8WF7bHHFi6a/t13cM01cZzbY4/6fdYee8D330dtp9oaOTIe63rXukJatNBIVCl/L70USdrJk6OW0w03QOvWaUdVmcyik2ju3LpPK65k55wT+/Hpp8ddRKXudtgh9j9NsQuqPy8iFcs9LkZnzYpesDZt0o6oaXH3Z4HMxJ5NgWnuPht4Bdg2Wf61e433D+sOtHL3r3LeWzbatYvEyG23xTSlCy+Ejz+OOlAHHaTC4/X10EMxBWL77Rv/s3bZJabZdekC++0XyeZ8e+aXX8L558eox2OPbfy4GsIs6o4NGBAXtpdfnn+9a6+NmyScdlr97zyUqXVXlyl2I0dGYff+/ev3mSJNzYMPwtZbx5TX+++PaaFKlKZr663j+PWPf9T95guV6LnnYlriRhuV70jfpqBr1/gdPvFE1ESsdEo6iUjFGjEipovsv3/czUkaZFkgM6p1KrBc8n17M5toZveZWbs6vrcstWkTFxKTJ8ec/dtvj5o/w4cXHmkii/vuuxg1M2BA1F8qhT59opDvBhvEKKZDDolpBNmGDo0EzUUXRUKs3LVuHRe3vXrFaM3cpNDPP8MVV0QB8kGD6v85a60Fq68e21+woOb1P/wQXnwx6kEpoS/NnXv8n+25ZxzPnnkG9t477agk48ILY4rvySerna7Od99FiYG2beHOO3XsbqiqKvjmm2gLK52STiJSkb7/Ho4/Pmr4XHJJ2tE0C87CNqUlUa8PYCCwHVHPb/86vres9egRSct77416MwcfHMnLt99OO7KmYfTo6P1r7Kl1uVZaKXpyd94Zbr0VdtppYSHuKVNixNCWW8Jee5U2roZYcsm4w1CXLpFYeumlha/dcksUyD/llIZdQJjFaIFPP110+4WMGhWPDblrnUhTMG8eHHccnHgirLkmTJgQ9eOkfKy5ZtxF8IUXFt5RUxZ37LEwbVrcOGWttdKOpunL1HXSFDslnUSkQg0dCp98AsOGwXJlPa6myfgM6JZ83w34HMDd30juVvoYUKhMe973NgVmUaj0rbfiLmfPPhu1noYOrVvB5Ur00EPxuOuupf/sTp1ixM5RR0Vdri22iDsTDhkC8+fDZZc1vSkxq64aP9P8+TG66OOPo47JxRdHMuoPf2j4Z9Rlit2IETEtdccdG/65IuXqhx+i3tnVV0enw/jx0SEh5efss+PYf/rpi49wlahfeccdMRX9iCPSjqZ5+NWvogi7kk5KOolIBXrttbiT0yabRBFeKYoXgZWTO89tCDxtZj3MbG0zaw30ByZnVjaz280scyP6j4CfzWzZzHtLHHuDLbkkXHdd3BltjTWiCOf669et6HIlmTsX/vUv2Hhj+OUv04mhVau4ULzsskga9ukTMQ0eDJtumk5MDbX55lF3bPr0SObddFP0Wp9wArRvX5ztd+1ac9Lpiy9iNNmOO5Zu6qRIqX3ySRRZfuSRqO03ejQstVTaUUkhyy4bCad334Xrr087mvLy8ceRaOraFW6+uel1upSrVq2iZuWLL8JXX6UdTbqUdBKRirJgQTSs7nHS0Ri3aa8EZra1mU0CNgbuA04GhhGFwD8BxhPT5C4D3gS+Bv6etYl1gCUBkkLjJwHPACsC95fmpyi+LbaAl1+OIpwffhg93wcfrJONXM8/H1PaSj21LpdZTIkZMSJ6vtu2jdGPTdm++8J558Grr8ZIrk6d4Oiji7Ptli1jFNXkyXEXx0IeeiiOtZpaJ83Vq6/GKIZJk+L/7dZbVf+mKTjhBFhxRTj33IXTqivdggWRNP3225iOrdH/xVVVFdccTzyRdiTpUtJJRCrKLbfEnP6jj4YNN0w7mqbL3ce6e2937+jua7r7+e5+s7v3cvcjPEx19yp37+nu+7v7vKz3b+TuL2Q9f9Td13H337h7kx743rp19Ka+8UbcMnf48KiNcNttKmCakZlal3bSKWOPPeIicvx4WGWVtKNpuD/9KYrBAhx5ZIzEK5baTLEbOTJ6eNOYOinS2B59FPr2jTtd3nVX3JRAI0Oahvbt4+6kM2ZE55DEXU+ffjo6ZHXMLr7MFPNKn2KnpJOIVIyvvopbhi+/fPRMijSmHj3iJOOee2KEyO9+F3e6q3TukbBYZZWYglguVl89ptg1B2YxtW7kyOjRL6YBA6JWU6ZQeK7vvoMnn4T+/TXVSOrHzM4zs6lpx5HPddfFhXmbNrGfN+SOkJKOAw6IO5heeWVMP65kr74KZ5wRZQF0U53GsdJKsO668Nhjtbvza3OlpJOIVIzTToOvv44aLp07px2NVAIzGDgwpiO1bQs33ph2ROmbMiWKdv/61xod0JjatIkRXEssUdzttm8fI/iefz7/tNF//SumKmpqndSHmXUENkk7jlwLFsQdII86KjoUXngh6jlJ09OyZdxgYfbsGKVWqWbNihqGCxbEiD3V32s8VVXw+eeR5KtUSjqJSEUYNy6m1m23XSQBREqpa1fYc8/YD997L+1o0lVuU+uk7nbfPS5UHnlk8ddGjIhkYmYankgdHQI8kHYQ2X76CfbeO24jv+WWkXBaY420o5KG2H77SATceSe89FLa0aQjUwbgnHPiph7SeHbaKR4reYqdkk4i0uzNnRtz1du0gWuv1egKSUemxs6dd6YbR9oeeiiKW2+zTdqRSH3tuiu0aLF4Xaeff46RTltsEdOYReoiudPpQOCOtGPJ+Owz6Ncvpqrut19MqevSJe2opBguuiiOY0OGVF69xccfj+mFW24ZswCkcW25ZYwke/TRtCNJj5JOItLsXXllTG867TT1Tkp6tt8+7gpzxx2Vd4Kb8dlnMHFi9PrpTk9NV9eucRL92GORaMp4/PEYFaKpdVJP+wAj3H1W2oFAjALZbLO43fmZZ0aHQdu2aUclxbLeelFr8ZlnIlleKWbMiJ+7U6c4H9FdnBvfEktEncPx46PuYSUqatLJzOaZ2aTkK285TjObamavJevskiw73MymmNmNZqZEmIgUzUcfwdChUYPhj39MOxqpZK1aRdHZ996L6RmV6J//jISbptY1fbvvHgmmJ59cuGzkyHjcc890YpImrx+wn5lNAFYws9TuL/bkk5FY/eSTmJp/3nkxKkaal3PPjTp1Q4bAvHk1r9/UucNhh8H06XD11bDqqmlHVDmqqmD+fHjqqbQjSUexD58fJLfQ7u3urxRYZy6wQbLOI2bWATgV6AN0BfoWOSYRqWDHHw8//gjXXBN3XBJJ04EHxuMdZTN5pLTuuCNGCuyyS9qRSENlajZlptjNnRtTJ/v00YWM1I+7H+buG7r7ZsB0d0+lq+iWWxbWYHnsMTj44DSikFJYcUU4+WR48834uzd3w4dH3b3f/nbhlH8pjaqqeKzUuk6tiry9r2uzjvsiEws2Baa5+2wzewXYFhhb5LjyGjECPv64FJ8E3brpTj0iGf/+N0yY0Pif89ln0fO+994LD/Yiadpgg7h17n33wRVXFP/OYuXsvfdg7Nioi7LkkmlHIw3VsyesvTY8/HD03j77LHzzDZx0UtqRidTPggUxje6CC6B795hy1atX2lFJYxsyBP72Nzj11DiGHXFE87zD8XvvwXHHRaLtuut0TVpqPXrA6qtH0sm98n7/xU46dTOzl4EJwNE5yaWM9mY2EZgK/A5YFpiWvDYV+FWRYyrommvg6adL9Wlw220Le7lFKtWUKTFkvVTDmJdcMi7uRcqBWbQDp54ad/6qpNo3t90Wj7/7XaphSBHtsQcMGxZ1ukaMiGWaWifF4O7dS/l5s2bFsem++2DTTWPU3nLLlTICSUunTnDrrXDooXFHt2HDIvF0/PHwy1+mHV1xzJsXI5t++AFGjYKll047ospUVQV//WuMrFt77bSjKa1iJ522Bz4GngMGAE/kWWcgkWQaCewPfMfCaX4tgQVFjqmgK64oTTGvefNg333hlFPiji/6R5dK5Q5HHRW94vfcAyut1PifueaaUfRWpFwMGhRF7W+/vXKSTgsWRNJpxRVhu+3SjkaKZffd4wJt5Mj4WmONyjuRlqbvyy8jgTp+POy1Vxyb27dPOyoppZ12gvffh7vvjrvaXXRRXCcecECMhFpzzbQjbJhhw6KW5Mknqw1OUybpNHp05bWVRU06ufvrAGY2Bsg7o9/d30jWeSxZZzTQLXm5G/B5MWOqznrrleqT4NJL48B1xhlw/fWl+1yRcnLHHTEF48gjYeDAtKMRSceKK8KAATF146uvKuP222PGwIcfRjF/3Smn+dh4Y1hhhZiq8eOPMVKk0qYMSNM3YUJckA8ZAv/3fyoYXqnatIlj2IEHxkjkCy+Em2+OWk+77x6dRZttlnaUdTdxYhRMX289+Mtf0o6msm2zTZRVGD268qaiF+2wamYbmtmKZtYe2AqYbGatzexhM+uSrNPDzNY2s9ZAf2Ay8CKwspm1BTYESjjhrXQGD4Z+/WLO8MSJaUcjUnpffx2j/ZZdVo2eyAEHROHl++5LO5LSGD48HjW1rnlp0SLqVf74YzyvlJF70rzsthtMmhSjW5RwkhYtYp94/vn42m23mJK2+eaw9daRkMpbQKYM/fAD7L9/3D33rrsqq45kOerQIfahZ59d2G5WimIeWhcAdwNvAI+7+3igNbAO0CFrncuAN4mi439395+BYcArwCfA+CLGVDbM4Npr45/+iCMq47acItnOOCOGsF9yCSy1VNrRiKRrzz3j5KMS7mI3cyb84x+wxRYx/Uqal8xd7FZaKUY+iTRF66+fdgRSjrbcMu7Q+cYbcRfDCROiVMr668c0zLlz046weiedBO++GyP4SjnDRwqrqoI5cyLxVEmKlnRy90nuvo27r+ruQ5JlP7l7D3efljyf6u5V7t7T3fd393nJ8pvdvZe7H1Gg+Hiz0KtXjPSYNCmKmItUiokTY5Rfv37R4yJS6Tp2jFEhEyfC22+nHU3juv9++PlnjXJqrvr3jwuwo4/W1DoRaZ7WXjum2b3/ftRFmjoVDjoIVlsNLr88RhSVm1Gj4MYbYfvt4651Uh4yd9MePTrdOEpNg0hL7Mwz4zasZ50Fn36adjQijW/evBjd16pVjPbTRYlIyNzN9M47042jsQ0fDu3awW9/m3Yk0hiWWAJefTXu+iQi0pyttFKM2P/ooyjOPWdOjCZaZZW4tvvii7QjDNOnwx/+EDevGj5c00bLSa9esb8o6SSNqn37qFr//fdw4olpRyPS+K65Jkb3nXJKHGhFJGy7bdyO+c474+5uzdG770ZNjN/8Bjp3TjsaERGRhltyybgxxtSpcMMNsMwycP750K1b3KX5vffSi80dfv97mDEjZhn88pfpxSKLM4vRTu+8k+5+UmpKOqVg113j1qx//zs8/nja0Yg0nk8/jZ6f7t1jlJ+ILNSyZUw3nTo1EjPNkQqIi4hIc9W2LRx2GLz1VtQuXG+9uJvnGmvAvvvCSy+VPqZrr41RNAcfDHvtVfrPl5pV4hQ7JZ1ScuWVMerp6KNh1qy0oxFpHCeeGKP6/vrX2N+leTGzm8zsRzPrnTw/3MymmNmNZtbCzDqb2Qgze9/Mrq1hW2PM7C0zm2Rmh5bmJ0jfAQfEY9oFxd95B555prjbnD8fbrsNVl45RnWJiIg0Ry1bRoJn4kR4+mnYYYcYXLDxxjBgADzxRGnueDdlSsws6NEjrjWlPPXvH2VHlHSSRrfKKjB0aEw9uPDCtKMRKb7HH48Gd489YnSfNEt3AO8AmFkH4FSgD9AV6At0A64D1ga2NbOa7g+0nbv3dvcbGy/k8rLuutCnT/yv/PxzenEccUScGE+eXLxtPvMMfPxx1K5q2bJ42xURESlHZtHJ8uijUVpi0CAYMyaSUBttBPfe23h3MJ8zBwYPjsc77oBOnRrnc6ThOneOO/o+/TTMnp12NKWhpFOKTjghLjguuCCSTyLNxaxZMYqvfXv1tDRn7v4s8G3ydFNgmrvPBl4BtnX319z9CXefBbwFLFvDJr9uvGjL14EHwsyZ8PDD6Xz+7NkwfnzUlTrllOJt99Zb41FT60REpNJssAHcdVdc4x17bEzB22+/mHp3zTXw00/F/bw//zkSXWeeGQkNKW9VVbEPNNfyCrmUdEpR69Yx73f27LhAL8WwS5FSuPDCaGSHDo1RfVIRlgWmJd9PBZbLvGBmrYD1gVereb8Do83sMTPr2lhBlqP99ouRQLffns7n/+c/kSju2BEee6w4w72/+w5GjIC+faFnz4ZvT0REpCnq3h2uugo+/DDOi2fOhGOOiaLj550XBb8baswYuOgi2HRT1VBtKiqtrpOSTinr2zd6gR9/HO6/P+1oRBru3Xdj9N6668ZoPqkYzsI2pSWQfT+2wcAYd/+ymvcfAewMTAcqas9ZbjnYccc48Ujjdstjx8bjDTdAu3Zw8skNH/7/979HIkujnERERKBLFzj7bJg2LWqdduwYo5NWWSXOlz/8sH7b/fbbGDHdrl3cDbd16+LGLY1jgw3i/E9JJymZiy6CpZaKA87MmWlHI1J/7jFqb/bsGMWnhq+ifEbUcCJ5/BzAzFYhaj0Nqe7N7v62u/8I/BNYtRHjLEsHHBCFt++5p/SfPXYstGkDe+4JQ4ZEIdKbbmrYNocPjxPgffYpSogiIiLNQocOMdLpnXfg7rth9dWjFEWPHnEu8Prrddve0UfDRx/BFVfEtqRpaNEiOhwnT476l82dkk5loGvXmI40fXpkvEWaqvvvj1F7Bx8co/ikorwIrGxmbYENgafNrCVRbPwUd1+kXpOZ3W5mvZLvlzazLcysBbA9UMRy1k3D7rvDL35R+rvYzZ8P48bFkPx27SLptMIK0RZ99139tvn221Ejau+942cSERGRRbVqFdPrX3klRrtsvXWMVFp/fdh5Z3j22ZpLr9x9d3ztvjv84Q+liVuKJzPF7rHH0o2jFJR0KhOHHAKbbx7DLV95Je1oROpu5swYrbfUUrojYyUws63NbBKwMXAfcDIwjCgi/gkwHtgf2By4wMwmmdmwrE2sAyyZ2RxwIjAFWAW4uiQ/RBlp1y6SNC+9FCONSuXVV+H77+NkF2K4/1/+Al9+GdNk6+O22+JRU+tERESqZxYjXp5+Gv797zgXGD0a+vWLa8MRI6KDKNe0aXDUUTFF68YbYzvStGy/ffzdKmGKnZJOZaJFi5iOZAZHHhl3ERJpSv785xitd+GFMXpPmjd3H+vuvd29o7uv6e7nu/vN7t7L3Y/wcJu7t0nW6+3uZ2S9fyN3fyH5foa77+Pua7n7Tu5ekRONDzwwHks52ilTzymTdMrE0bs3XH45fPBB3bY3f34URF9llThhFhERkdrZZJOYNfDf/8Lhh8fd6PbaC9ZeOxJLs2fHevPnw0EHxYjkW2/VeXdT1aVL/M2feKLhtTTLnZJOZWSDDeC442DixDiwiDQVr7wSo/Q23zxG7YlI3W21VSRrshZenAAAIABJREFU7ryzdB0PY8dGp8fmmy9c1rIlXHopzJkDf/xj3bb31FPwySdxMtxCZxgiIiJ11rMnXH89TJ0KZ5wRNxk57LC4E96FF8K558b0u2OOgZ12SjtaaYiddork4cSJaUfSuIp6Smhm85IpFJPMrE+e1zub2Qgze9/Mrs1aPtXMXkvet0sxY2pqzjkHVlwRTj89nbsYidTVggUxOs8sRuvpQlOkflq0iCKiH38ctz9ubO7w3HPQp8/itZf694df/xruuw9eeKH227z11ng86KDixSkiIlKJll8+prx/+GF0BrVsGdeI554LvXqpnEVzkKnr9Oij6cbR2Ip9efhB1jSKfJWJugHXAWsD25rZ+snyucAGyfseKXJMTUqnTnH3gW+/hVNPTTsakZrdeGNk5487LkbriUj9HXBAPN5+e+N/1ltvwVdfLTq1LttFF0Wh0xNPrLmYKUS7NXJkbG+11Yobq4g0f2bWw8weTzqnrzdTlRoRiOvDk06C99+Pu8Putlt0CrVvn3Zk0lCbbBL1cJt7XadWRd7e19W96O6vZb43s7eAZTPvc6/NKW1l2GuvyHredhv8/veFLwhECnn99SgCnJn73ZieeipG551zTuN/lkhzt+aacSe5Bx6Aa66JWys3lnz1nHJjOeoouOqqOLkdOLD67d13XxxzVEBcROppFnAkMA14H+gO1LGynEjz1aZNjCTWaOLmo2VL2GGHOIf64gtYdtma39MUFTvp1M3MXgYmAEcXSiSZWStgfeDVZFF7M5sITAV+5+4/FzmuJsUMrr4a1lkHjj466uW0KvZfSpqt2bNhn33ituWlmOrWqRP87W/xKCINd8ABcOyxMGoUDB7ceJ+TSTr17Vt4nT//OUZdnX467LEHtG1beN3hwyNJts8+RQ1TRCqEu3+ajG7agLir6ccphyQi0uiqqiLp9PjjsP/+aUfTOIp9Sbo9sB2wNTCgmvUGA2Pc/cvk+cDkfUsTt9iueKutFtPrJk+Ga6+teX2RjEsvjYTT+efH3S0a++vbb2HnndP+qUWaj4EDo6OhMe9i5x5Jp7XXjrunFLLMMpF4mjYNrryy8HpvvgkTJsStnjt2LH68IlIxDgBeAU5297lpByMi0th23DEem/MUu6Imndz9dXf/BhgDrJpvHTNbBTgVGJL1vjfc/QfgsULvq0Snnx53MjrrLPj887Sjkabggw/gvPNiWswpp6QdjYjUR5cukch94gmYPr1xPmPatChYXpvp20cfHXfS+ctfCt/g4rbb4lFT60SkIdz9dmA14AIza5d2PCIijW2FFaIu7mOPle7uxaVWtKSTmW1oZiuaWXtgK2CymbU2s4fNrEuyTkvgDuAUd/86WdbDzNY2s9ZAf2BysWJq6tq3h8svh5kz637baqk87jElZ9asGB23xBJpRyQi9XXggXHicffdjbP9muo5ZWvTJoqKf/89nH324q/Pnx+jsrp3Vw1CEWk4d38fmARsmnYsIiKlUFUVN3d5+eW0I2kcxRzptAC4G3gDeNzdxwOtgXWATCnU/YHNid6LSWY2LHnfZcCbRCHyvxcxpiZvzz1h++3jNtQTJqQdjZSzUaPgkUeiBkz//mlHIyINseuusOSSjXcXu0zSaautarf+HntEQulvf4M33lj0tSeegE8/jVFOpagjJyLNk5n9PumM7gBsAmicv4hUhKqqeGyuU+yKdnro7pPcfRt3X9XdhyTLfnL3Hu4+LXl+m7u3cffeydcZ7j7V3avcvae77+/u84oVU3NgFncOatUKjjkmepRFcv3wAxx3HHTuHDWdRKRpW2IJ2HdfeO01ePXVmtevq7FjYdVVYaWVare+WRxbFixYfOrurbfG44EHFjdGEak4k4DbiQ7s29z9rZTjEREpiS22iJqYSjpJatZaC044AV56CW65Je1opBydc07UZxk2DJZbLu1oRKQYDjggHotdUPyzz+Cdd+o+FW7jjSOm0aMXnhR9802MsuzXL5JYIiL15e4vu3tfd+/u7melHY+ISKm0aQPbbQcvvBDnVs2Nkk5NxFlnRZGxP/4Rvv467WiknLz+etT+2nhjOPzwtKMRkWLZYgvo0QPuuae4o1yfey4e61N/6S9/gXbtYrTTvHlw770wZ44KiIuIiIg0xE47xYjyp55KO5LiU9KpifjFL+Dii2HGjEhAiUAcmI48MoqIX389tGyZdkQiUixmMGhQ1Et69tnibbeu9ZyyrbxyJJzeeANuvjmm1nXsCHvvXbz4RERERCrNjjvGY3OcYqekUxMyaBD07RvJhVdeSTsaKQfDh8O4cXDUUbDRRmlHIyLFNmhQPBbzLnZjx8Lyy0PPnvV7/6mnxvtPPRVefBH22Qc6dKj5fSIiIiKSX/fuUVZn9OgYUNCcKOnUhJjB1VfH98cc0/x2RqmbGTPiom+55eD889OORkQaQ69e0KcP/OMfMGtWw7f3zTcxJXfrraNNqY+OHWOa3cyZ8VxT60REREQarqoKPvkEJk9OO5LiUtKpidlggxjVMn483Hln2tFImk47LRJPl10Wd60TkeZp8GD47jt49NGGb2vcuOiwqE89p2wHHQSbbALrrBMjcEVERESkYaqq4rG5TbFT0qkJOvdc6NIFhgxZ2NMslWXcuKinst12sN9+aUcjIo1p4MAYlXTXXQ3fVqaeU0OTTi1bRp2piROhhc4kRERERBps662hbVslnaQMLLUUXHABfP55JKCkssybF8XD27SBa66p/xQZEWkaVlwR+vWDf/4zRjw1xNix0Yass07D42rXTrWcRERERIqlXbs453vuOfjhh7SjKR4lnZqo3/8+pjZceSVMmZJ2NFJKV10VNVlOPRXWXDPtaKSSmdlNZvajmfVOnh9uZlPM7EYza1FoWYFt7WZmk81slJm1LdXP0FQMGgSzZ8OIEfXfxo8/wksvxXQ4jU4SERERKT9VVTB3LjzzTNqRFI9OO5uoFi2iqPi8eXDccSoqXik+/hjOPht69IAzzkg7GhHuAN4BMLMOwKlAH6Ar0DffsnwbMTMDLgX6AVOB3zZy3E3OXnvF6MaG3MVuwoRoMxo6tU5EREREGkdzrOukpFMTtummcMgh8NRT8MADaUcjpXDCCTHU8uqrY/ilSJrc/Vng2+TppsA0d58NvAJsW2BZPt2BVu7+VQ3rVaylloKdd4ann4bp0+u3jWLVcxIRERGRxrHGGtC9e9xAprkMLFHSqYm74AJYckk46aSYOiHN16OPRnJxr71gp53SjkZkMcsC05LvpwLLFVhW2/dKjkGDYMECuO+++r1/7Fho3x769CluXCIiIiJSHGYx2umDD+Ddd9OOpjiUdGriunaNYuIffRQJKGmefv4ZjjkGOnaEK65IOxqRvJyFbUpLYEGBZbV9r+TYdVfo1Kl+d7GbMyem122xBbRuXfzYRERERKQ4mtsUu6ImncxsnplNSr7y9qU2pNCs5HfkkbDeenDxxc0nGyqLGjYM3n8fzjkHVlop7WhE8voM6JZ83w34vMCy2r5XcrRrB7/5DfznP/Df/9btvf/5D8yapal1IiIiIuWuf//oJFTSKb8P3L138vVK7osNKTQrhbVqFTV+5syJmj/SvLz9Nlx4Iay/fhSNFylTLwIrJ3ee2xB4usAyAMzsdjPrlTz9CPjZzJbNXU8WNXhwPNa1oLjqOYmIiIg0DZ06xd2Gn3kmOg2bumInnb6u4fWGFJqVamy9ddT7eOQRePjhtKORQs44A5ZZpm5fffrEbTOvuy4SjCLlwMy2NrNJwMbAfcDJwDDiOP4JMN7df85dlrWJdYAlAdzdgZOAZ4AVgftL9GM0OdtuC8stF0mnuhSXHDs2esw23bTxYhMRERGR4qiqihIrmY7DpqzYl7DdzOxlYAJwdHIhkS23WOyvCiyTerj44kg4HXccbLddFIyV8vH001F3a9VV444EdbHXXlGLRaRcuPtYoHeel27OWe/m3GXJ8o1ynj8KPFrMGJujVq1g4EC48sqYMrfJJjW/Z/58GDcuEk6666WIiIhI+auqgtNOiyl2O+yQdjQNU+yk0/bAx8BzwADgiZzXG1JoVmrwy19GUfETT4Tzz486QFIeZs+Go46KC76nnorEk4hIfQwaFEmnu++uXdLptddg5kxNrRMRERFpKtZbD1ZYIZJOl12WdjQNU9Tpde7+urt/A4wB8l1WN6TQrNTCMcdA795wySXw5ptpRyMZl1wStZnOPFMJJxFpmE02gZ494d57YxRTTVTPSURERKRpMYvRTm++CdOm1bx+OSta0snMNjSzFc2sPbAVMNnMWpvZw2bWJVmtToVmpe5atYraP/PmxciautT8kMbx/vsx8mytteCUU9KORkSaOrMY7fTZZ1FgsiZjx0KLFpqiKyIiItKUVFXF42OPpRtHQxVzpNMC4G7gDeBxdx8PtCaKxXYAyFdUtoZCs1IPm20Ghx4KY8bAnXemHU1lc4djj427Dlx7LbRpk3ZEItIcDBoUj3fdVf167vDcczEC9he/aPy4RETqy8xWMrMnzGyqmZ2RdjwiImkbMCA6DkePTjuShila0sndJ7n7Nu6+qrsPSZb95O493H1a1no3u3svdz8iU2g83zJpmAsugK5d4eST4Ztv0o6mco0cCf/6F+y/f9x1SkSkGNZcEzbaCB54IO5sUsjbb8OXX2pqnYg0CWsBpwDrAyeZ2dIpxyMikqqll4Zf/QqefDLuZt5UFbWmk5SPpZeOu9l9+SWcob6iVPzwAxx/PHTuHDWdRESKafBg+P57eOSRwuuonpOINBXu/qS7v+ruM4GPACWdRKTiVVXF+d4LL6QdSf0p6dSMHXhgXGjccAP8+99pR1N5hg6Fjz+Ouwgut1za0YhIc7PvvlHf6e67C6+TSTr17VuamEREGsrMOgPLAFNTDkVEJHWZuk5NeYqdkk7NmFnUEWrZEo48snZ3OZLieP11uOIK2HhjOPzwtKMRkebol7+E/v1jpFOhadRjx0KvXjHdWkSkiTgBuNHd56UdiIhI2jbaCJZZRkknKWPrrBN1nV5+ORJQ0vgWLIgknztcf30k/UREGsOgQTBnDowYsfhr06bBRx9pap2INB1mtjGwG3BR2rGIiJSDli1hxx3hlVfizsVNkZJOFeCss6BbNzjzTJg+Pe1omr/hw2HcODjqqMhMi4g0lr32giWWyH8XO9VzEpGmxMw6ArcCh7j77LTjEREpF5kpdo8/nm4c9aWkUwXo0AGuugpmzoSTTko7muZtxgw49VRYfnk4//y0oxGR5q5zZ9hlFxgzBj75ZNHXMkmnrbYqeVgiIvVxMrAqcJuZTTKzY9IOSESkHOywQzw21Sl2SjpViF//Or7uvReeeCLtaJqv006LxNNll8XFoIhIYxs8OKbz3nvvosvHjoXu3WHllVMJS0SkTtz9HHfv6O69k6+r045JRKQcLLccbLghPPZY06zTrKRTBbnqKmjfHo4+GmbNSjua5mfcOLj5ZthuOxg4MO1oRKRS7LxzJLmz72L3+efw3/9qap2IiIhIc1BVBV9/Df/5T9qR1J2SThWkWzf485/hnXfgIpVnLKq5c6N4eJs2UbDdLO2IRKRStG0btZ1efhneeiuWPfdcPCrpJCIiItL0Zeo6NcUpdko6VZgTT4S114Zhw+Ddd9OOpvm46ip4/fWYXrfGGmlHIyKVZtCgeMyMdlIRcREREZHmY7PN4Be/UNJJmoDMSJzZs+GYY6IOiDTMRx/B2WdDjx7wxz+mHY2IVKJ+/WCFFeIudu6RdFpuOejZM+3IRERERKShWreGAQPg3/+OGsJNiZJOFWibbeDAA6MQ2T/+kXY0Td8JJ8CPP8I110C7dmlHIyKVqGXLqCX3/vtxO93XXotRTprqKyIiItI8VFXBggXw5JNpR1I3SjpVqIsvhqWWioTJzJlpR9N0/etfMGIE7L33wnm2IpXKzFqZ2f1m9paZHWpmxyS3vZ5kZjPM7LBq3jvVzF5L1t2llHE3F4MHx+MJJ8RoJ02tExEREWk+dtwxHpvaFLuiJ53M7Dwzm1rgtd9kXYBMN7NhyXJdbJTYssvCBRfAp5/G1DCpu59+iimKHTvC5ZenHY1IWfg1sASwLnAEcLe79wb6AFOAv1fz3rnABsltsh9p9EiboQ03jJpymWLiSjqJiIiINB+rrBL1mUePblplcloVc2Nm1hHYpNDr7j4CGJGsOxK4OXkpc7HRhH51Td+hh8Ktt0YR7B12gJVXTjuipuWWW+CDD+DSS2GlldKORqQsrAG86O7zzOw1YGtgFPCrZPm31bz3a7UBDWMWo53OPhuWXBLWXTftiERERESkmKqq4LLLopTCBhukHU3tFDXpBBwCPAD8qbqVzGwlYK67v5cs0sVGClq0gOuug403hp13Tjuapmn99eG449KOQqRsfATsZ2YdgB7ACsnyw1jYyVBIezObCEwFfufuPzdalM3YoEGRdNpqqzjGi4iIiEjzsdNOkXQaPboCk05m1hoYCGxLDUkn4PfAg1nPdbGRkj59oujs88+nHUnT06oVHHRQPIoIECNZfws8AnwBfJ8s356YbledgcA0YCSwP3BjI8XYrPXsCaNGwTrrpB2JiIiIiBRb375w/PFxc7CmopiXy/sAI9x9ltV8u5wdgIOznutiI0XbbRdfIiINkXQY7A5gZncDn5hZS6C1u8+p4b1vJO97DFi1sWNtznbfPe0IRERERKQxtG0LV1yRdhR1U8zB9/2IaRUTgBXM7IJq1l0RmJ554u5vuPsPgC42RESaKDNrbWY9zGwZYENgPLAs8FWe9R42sy7J8x5mtnYyYrY/MLnUsYuIiIiISPEVLenk7oe5+4buvhkw3d3/mHthAWAxDOoXSZJJFxsiIs3HCsCdwFjgNHefDfwS+CxnvdbAOkCH5PkC4DLgTeBrqr/LnYiIiIiINBGNXY0m+8Ii09O9NPBN1jqZi42ewAR0sSEi0iS5+4fAFjnLXgIG5Cz7iSg0nnk+FagqQYgiIiIiIlJCjZJ0cvfuyeMiFxbJshlEginzfCq62BARERERERERaVaaw3232gC8++67acchIlK2so6RbdKMo5GoHRARqUEzbwdAbYGISI3SaAvM3Uv1WY3CzH4NPJh2HCIiTcTu7v5Q2kEUk9oBEZE6aXbtAKgtEBGpo5K1Bc0h6dQZ2Ab4CKj2ltwiIhWsDbAy8Ky7f5d2MMWkdkBEpFaabTsAagtERGqp5G1Bk086iYiIiIiIiIhI+WmRdgAiIiIiIiIiItL8KOkkIiIiIiIiIiJFp6STiIiIiIiIiIgUnZJOIiIiIiIiIiJSdEo6iYiIiIiIiIhI0SnpJCIiIiIiIiIiRaekk4iIiIiIiIiIFJ2STiIiIiIiIiIiUnRKOomIiIiIiIiISNEp6SQiIiIiIiIiIkVXkUknM7vJzH40s97J86vM7B0zG5q1Tr5l55jZNDP7l5m1qWb7u5nZZDMbZWZtzWwzM5uUfE0zs7tTju9oM/vEzE7IWraJmb1mZmPMbOlGiG2xZQW2f7iZTTGzG82sRbLsXDP72sz2qOG9JY8tWX6ImXk5xWZmv8na56ab2bCU41vsb5j7f1LgfSuZ2RNmNtXMzkiWnZP8rOdkrVerZQU+I997F/l9lFNsyfLzzGxqde+V6jVgnz/H1A6oHVA7UJ/41A6oHShLDdj3z7EStAcljrXebUMRY230tqIcYk2W19h2pB2r1bEtKXGs9WpX8mynbNuZcok1WV7/dsfdK+4L2AaYBPQGNgReBloDo4G1CyzrDHyULLsS2K3Atg34L9AFuAI4MOf1vwLbpBVfsv0NgOHACVnLxiTLTwD+XOTYFltWYNsdgPeAJYBRwNbJ8l8l79ujEX5vDY2tBfAM8HG5xZb1+khgtbTiy/c3pIb/k6z3DUj2y18AXwEbAS8lv/eXgW7AqrVZVmD7edfL/n1U8zOlFVvH5Hc5tTGPk839q577vNqB+semdkDtgNoBtQNl+VXPfb9k7UGpYk22X++2oUixlqStKJNYa9V2lEOsWa/X2JaUKtZ8f29q2a7k2U7ZtjNlFGuD2p2KHOnk7s8C3yZP1wBecfe5wAvADgWW/QwsIHbmT4AfC2y+O9DK3b8CXgG2zbxgZu2If6axKcaHu78KTM2KqxWwGTA5N+YixZZvWT6bAtPcfXZ2HO4+EfisUExpxgbsBowH5pVhbJjZSsBcd38vxfjy/Q27U+D/JOd9T7r7q+4+kzhh2hB41d0XAK8C/ZKv2izLJ+96Ob+PQj9TKrEBhwAPVBeb1EztgNqBYsWG2gG1A2oHmrRybw9KGGuD2oYixVqStqIcYqWWbUeZxFrrtqSEsda7XcmznbJtZ8olVhrY7lRk0inHR8CGZtYRWBNYId8yd58D3ERkfbcBxhXY3rLAtOT7qcByWa/tAzzt7nUZRlns+PJZBpju7vPzxNzg2Aosy6e6311dlSq2Y4GryjQ2gN8DD6YcX11jXoyZdSb206XzvC/ftmq7/Qbvc6WMzcxaAwOBO+oap1RL7YDaAbUDjRtfXWNejNoBtQMlUu7tQWPGmk9924Z6xVpgWT7FbCvSirU+bUdasUL92pLGjLWu8deonNuZNGMtRrujpFNkmF8BniJ6Ar7PtyyZE9qPyPD1JIaeYWaX2MJ5rmsCzsLfa0uiZyFjB+DfKceXT3UxNzi2Assws7uzYuvUgDhSic3MtgDedvfPyy22rM9qtH2uDvHlU9e/9QnAjQXeV9tlWNQjmGRmz9UzjrRj2wcY4e6z6hGnFKZ2QO2A2oHGjS8ftQP1i03tQOMq9/agMWPNp1jH5HJuK0oeawPajpLHmvVZJdlf6xBrPg3dL8q5nUkz1ga3OxWfdPLwe3f/FfA58Em+ZcCWxMHhZuA64A/J+09x997J19vEEL9uyea7Je/PWBGYnnJ8+cwAlrUYQpsbc4NjKxAv7j4oK7bvqf53Vyclim0AsJWZTQBWMLPhZRRbRqPtc3WIL59a/63NbGNiCPJFBd5X22W4e78krq3qGkeZxNYP2C9rn7ugLvFKfmoHALUDagcaN7581A7UL7Z+qB1oNOXeHjRyrPnUq22ob6xptBUpxVqvtiOlWDNKsr+Wql3JVc7tTBnE2o+Gtjtej0JQzeGLKIrXm5jfvAbQFnidGGqWb9kA4GmgFZFZvKHAdg14kxia9ldgcNZrbwNd0owva/tDWbRI4JPEnNCTgT8VObbFlhXYbjuieF1b4GFgy6zXhlOLooBpxJa8PrXcYkveP6MR/ydqFV++vyHV/J/kvKdjsu0NkucrE70fLYl5xivVdlmB7RdcL/P7qObnSS222u5z+ir6Pq92oP6xqR1IITbUDqgd0Fdj7fslbQ9KEWvW9odSz7ahCLGWrK0oh1iT16eWe6zUsS0pRaz5/t7Usl3Js42ybWfKKdb67q/uXnlJJ2Brokr8D8TB/mzgCeAN4Ihknc55lrUA/kbMbXwZ6FnNZ+yUvHcE0CZr+ddAizTjA9on2/+MyByPSpZvmOxYzwCdixzbYsuq+fkPIQ4W1xMHjp7JZ34NfABcWy6x5bxW8B8wrdiIeb7vNuL/RK3iK/Q3pMD/Sc57z07impR8HQOclfysZ2atV6tlBT5jkfXy/D7yvj+N2Gq7z+mr0fZ5tQNqB9QOqB1INbba7nP6qt1XA/b9krQHpYyVBrQNRYy10duKcog157WpJdgHStKWlDLWQn9vatGu5NlW2bYz5RBrfffX7K/MjiQiIiIiIiIiIlI0FV/TSUREREREREREik9JJxERERERERERKTolnUREREREREREpOiUdBIRERERERERkaJT0klERERERERERIpOSScRERERERERESk6JZ1ERERERERERKTolHQSEREREREREZGiU9JJRERERERERESKTkknEREREREREREpOiWdRERERERERESk6JR0EhERERERERGRolPSSUREREREREREik5JJxERERERERERKTolnUREREREREREpOiUdBIRERERERERkaJT0klERERERERERIpOSScRERERERERESk6JZ1ERESKzMzWNrMHzWytatbZ38zuMrOVShzbdma2fBG319bMbjSzPnleO9HMTinCZ/zBzA6sx/sGFOPzc7bZ3syONbOe1ayzhZkdamYdivnZ5cZCqzxfDT6/NLNbzGxoEcLEzHYxszvNrGXWsgFmdnUDt3uumQ2p5vXjzWyThnyGiDRtZrZE2jGIpE1JpwpnZpZ2DCIizdBHwAbAKDNrm/uimS0NXA6sBHya5/Vdzcwb+DUwz3aXBEYA52cta2dmR9Tw1bWan/U44BCgTc5ntQLOAHrV5hdWgz8AdU46AQOARZJOZrZp8vut7qt3NducDxwJ3Jn8jItIlt0AnAjMy7cBM1vRzNZq4Fe3evw+iq0DMDfP158zK5jZ0AL75/8V2qiZrQb8Lr6t834/Os8mewGDgexznt7A0XX9gc2sg5l1NLOOwGrAqpnnybLMei2I/7Ni7P8ieZk6ODKv1bqDw8z2NLOt8izfxMwOybO8k5ldYmbr1yPm7YHvzKxf1rKSX3uZWW8z2zDr+UFmdlXW8/PN7MSs56ua2TZm1iZ3W40U3w5mdnaB1zYys9vNbNl6bPfXZnZfNa/vbmZ713W7UneLnSxJw5jZ2sAFwGnu/laBdfYHdkrW+biU8eXE0RIYbWbD3f2uery/NbAX8KS7f5Xz2vHAi+4+vgHx/QLo4O7TC7zeEVgemObuc+v7OfWVXLw9CIx09ytK/fnFYGZt3X1WA96/FNCT+DuNqWa9DYHfAxe5+4d5Xt8J2Aa4wN2/q8XnXg486u6P1zf2Atv9LfCWu7+W57XuQFfgJXdfUM02GvQ7lebB3b9PTl6fAH4N/D1nlb8A7YGDq9ufgJOALwu8tgIwE5gFrA5k2pyuwGUF3nM0ONPuAAAgAElEQVQMsARwbtayDsB11cQAMDFfHGbWhUgs3ejuE3Ne3hroAvyjhm2X2p+BXWpY5zYi6fE/ZrYK8TcDuBS4BtjHzF7Jee8ewLpEIm7V5PrC3f3trHUuBfatT/BZxgF9k9i6Ax8UWO9gdx+eeZIkxS4k2u+fgduB/3N3z36TmXUCrgB2BqYD17j7zQU+42Lg5eT7fPve18Cfsp7/pcB2Mo4kEkT3AHdkLe8KjAe2BT4Grk8ez89a56catr2IpC2vzsyc/9GXgDXzxAvwI5BJPK2efJ+7f4gUU3YHR+/c8w9b2MExhQIdHMDDDYxhP3e/N2e7mQ6O+4lOA8ysHXBQDdt6wN0LtXmZDo6bcj4r08HxUC3jPQH4AXguZ/kKwI1mNjmnPTuL+B9frJ00szF5tj/f3bezGOU4kjiWjUragpbAEmZ2gLsXTIY0gj8CfcxsPXefDawH7JD1ej/iWJpxEdFpsybwRfaGzGxPoHM945jh7vn2ty2AI4Bz8rz2e2DH5LFGFh19mRzHL4G1szsEgJ/dfX7y/WHA55TfeUqzo6RT8ZXlwT8fd59vZvcAN5jZS4WSZNU4lbhw6W9mLwE/Zp20/gW4hDg5rJWkV3A1oArYjTgAfmFmm7r7Yr+rZL37gVWBqTnb2om4sKqrD9395ZpXA3f/1sw+AM43s3+kmUCsj+SC+E9mtpm7f5G1vCNxkO6cfC2Z9f1SQDfiZHp1YJnkbZ+Y2ZEFGhKIC5xtgNvNrH3W8vnu/g5wMrAZMXJghdw359k32wPDzOyJzD5nZn1Z/AQin7+4+5nJe1Zh0dEZlwB3m1n2RcvHyf/xucQ+2b3Qhs1sOWCCmZ3n7rfUIhZpRiymW72T56X7qulpey+n07O1u2ePjhnp7lMLfN7bwNXAf4h9dzhxwtaFPBf+yUXACUTy4MOkp3dc0mlgyTpDiJPN1u4+z8y2AcZQYMQOcbE/Gzgj6Yj4LXBvckK3F3FiPzHnhC9jjrvPyYpvU2DTAp+zPDDbzI4p8Ppb7v5kgdfyGQ/sXuC1QkmC24njWLa7q/mM7ARNdjICdx8IDAQwszWAG4E73f3GZNmTwA/uvkfSNt5OXCSc6O5PV/OZk4HcfS3357mBOHm/mzi+DyMuhLJHv7UiTsL7EUmftYCbzGyOu9/B4sa6+z+T9w7Nea01caFxfdb2Ty/0AyRtxCHAy7nHfjP7Ifl2qrtPTZ5/6+7vFtpeLXxTw+tdga+S/5++xN/xr0Qi+U/EPn4lkZw7KTmPexHYiPjfqOu5lUitqYMDqHsHx0jgYjNb2t2/TpJhLYGngceBw83sjWTdHkS7+Wfg86Qtc3f/MXk9c+6/HZHEHw+4mR1JtMtXA6e7uyfH8oeIY+L9hYJLRhwtV8ufJde8zDlujj8CbwLHE218QWa2AbA3cHT29UGWC1g88V5bL1GH61yLqYn7AXflnBtV5wrg8Jxl32d9vwlx3gSwIdEGSiNT0qnIyvHgb2ZHUPNB/s1qRnv2cfdJOdtclzgADwXeJXpBDwVqTHblbOcg4iJjA2B9oBMxdWEMkdT6Z4GEU01upX4H7EV6t5MT4wtq8b6Pqvn9TXT3zeoaSNKwnUPsR0sTDdlN7v5gnnX3Y+HFzyB3v6eGbQ8kLnKGs/h+tinwFODEQXpm1lev5PEG4L/EBfY7WY1vvs+qInpLIE4mss0ws42A/sRF7+t5NjGfxY9VFyWfvyfRk5Ztv6zv7wHOI5K8kDXlI/EQse9lOy35ytjczN4jRiXcC6yR87fOHsHwBbHv3mRmP7h77v+/NG8fUv1UmoeJ/5mTqllnfjWv5ZoBdHb3lyyG/f8JWGwqX5b/I5IfQ5Mk7VhgfyB7pOvSxEV85uQu87+3WFxmtjNx3N/R3WdkHS8/N7PxwD7EBfqMAvGcQ7QhGTsDeYfXZ/lrgeW3AXVJOs3NHaGbYWZ5/wbu3s/Mfgcs4+6XJuv+A+jo7lXJ8yeJ39/eyfNLgXfdPV8PuRGJuZuBZynQfrr7AotpBxcCT5nZSGCIu7+XZ/Xx7n5+nuWZz1yTSDhd5+5HJTH8i+iAuMrdZyarbkf0gp/m7hdZTLF4kUj231XD+UuuFcnTyVaNQ4hk2N1JzJcQHRPzWTg97j0zc+JCkSQZaUTZiBXc/TOL6Ye7Jev3TR6PTv6+2e3onjXEk7lYWR44nehs2RZYBViHmE54SvK8TbLOacTFzBLAnJw2Y5y790WkntTB0bAODmAUcCyRUPoaeJTFOxQOznl+AQuvB94mEvG4+/7JzzMa+Iz4378duDZZ92jiuANxfGoHzAFmZv09LnP37PPTQ4hjS33MBv6XdLKYGp8ZlfQPYJekDVkKaGMLaxO2Azolzw8F3ifam57EoILsWSebkxx783iKaPN/m7O8BbCAwn/fQnZJYl3LzK4vsM777n4R/G/QQTfgeSLRtnMSy++I6+e/A1slncvfEsd1jUYtASWdiqDcD/5Er+cY4kB/GZFUeJLI5v+bOGGCuDgYSBxoRybbhsVHES2VvD4OGJaMmLofuMbMxrj7Z8mqZ9vi83PfdvfseecbEjVNniOGyR9KXEQNyHlfpvf0FHfP16DkcxMxJDbblcCviFE1uZ7Ns+yfLDrcNNsOxAXbKeQMPc2R98KmOklvyMNEL/PDxLSJnYkRdKe7+4U5b9mCuJhsQzQGBZNOFvPrbyB6dA7PnVJB/B46sejItcx7xwCz3L2mqRGZ9dcgLmhfBrYkpmD8y90fTV43ordnFjHKrQexL++VO80uOclYLWvRJcDXFnUMMhdKZI/ysxjJ97QnU/+SBCxZ6y5St8XM3gWud/dLcpZfSvxuD2TxujL/G8GQ9GQdRlx8/C35f6hu35BmJDmpLTiqwcxmE1N16jTyIfm/yz0hztjczM7Ler4rcdzI3UZ/Yhh5FTH96CoiCZyb6FiaRZNEeZNOyQX9rcSFwHMW0wiGAre4+5MWU6y7EL3duVNmWxLt1s95fp7Z7p6vBtYEYuRPvrZhajXLlgI6Zj3fP89n1sW3wC1m9h93z9dmZMewJZFgrMpZbkSi/RziuPgQ0YO/YtZ5QYdk1ez28kxgNEki3cyuAIa6e/bvsVCCLyOTlL8R/nfMujmJcXcWTmXLrHdzst4cM7uDOIZvyeKjSgeb2c/u/lTOz7pEsu2rqIVkv8r0OmdPcx7n7n2T9ms6sFoy0mkUMerpBFt8tGsvFk9SZqbCZ/8PPpinHVxM8n/b18zeIhJi1xEXlt8RFzeDiCnkmSmPlxGJ3euI86/bibZ3VE2fJVIDdXA0oIMjOXb0zPq/34fFZ0dcSEyV7s3ibVV1iZOfiOumi4Hfunv35Jx+T6Ldu4EYcf9R8rM9T049RHdft9DGzWwy0RbWtjP7T8Topmz/zfo+9/p156zvM8fJB4iRT5n4vjGzjYlzgJ0zP0sS31wiyfdV1rINibbrmLp0xia/t1OIv+tSwMZ5VluNaCsyo7dOIkYFOws7A7om32dmWvyOuPadmjx/Ls/AgdzrcmkgJZ2Ko6wP/u7+Dcnw8WSEyzZEL+aJwMpEQuoLIhP8b6JhGJ3vJMzMVidGlvQgTrYOS5JQLYkG5GLggGT1a4jkWLbsngbcfZEDoZntQf3nCef6MSsBltn+z8TQ089yV04OlLmmED0oL3hW/SAzW5E4eT3H3S8zs1WJ5Mkx7j7Boh7VX4Gb3X1sPWLfjrhwvNPdD0g+cwiRNHs0z/qbE73QHZPvq3MR0aNxhOfUwjKzlYmLnczz3Pe2B1pZNQUricbm/SRJ9Aixbx5I9L4sBfzdzPq6+6vJ8r2AC919etKbvi7woJntkNMztSIxNDjbqcnjXUTSEjPLbYjXNrPMNNdf5Py8mYuU2cmiJYD/M7PzieHPTwC3EP+7s4ghuZ8k600h9oFFEr3uPjdJbk0hTlpye8ukGUt6Wb+vZpV1zKxQLZ+l3P3bPMsHkv8YfzYxFTZ7GPk8ctp2i2kJDxD78HlEImE5YhRrbttTKOn0v5Ov5P/0eWBZFk47AHgPOMFimulZxPHrmtygk+PjcKJnurHcmTz2J0YzZp4vduyvC3cfZWbPEsm2xQrRZiQny1cA97n7YzkvdyR+Z92T579OvvLJPeZlvERc1OXWj/u6YPChH/F7z07oPJ88bsvCpFM/YIq7zyiwXm7SaUmiU6R/zvLziH0otxbUh8AqZtYLaOnuk5Pf2S0snIaYfQ6yhcVUuswNcKaY2QKiLVtgZn8gp+fd3UezcFTFKcT5yf8uJGzhVO69zGxizueRbK8D8FOeTsBhLDolI9Oh8WOy7VWIDr4X3P3eJFnWivifmIBIA6iDo34dHBbThv83c8PMvge2cvcvk9eyC61vQozamcuibeqnOeemi3D374npeZk6VrsRiec3gN8Q5+jPmNlMCk/xLqaTWfRmGr8izm33JH6+bKsTAwrOBP6WtTxfUn4KMXLoj8BRNcQwhDhWj8l9IekQ6pb1PPNZKxC/n82BAbkdGlnrP0icr0eg7tsnI6JWJpJLg4h6XL8jElCvAoe4+3/M7EJiYMCxydvPSJ7/jRiVJUWkpFMRlPPBP4/5xAnnV8TF84rEhfgC4p92KeIE/V3yj97qSAz5fJtoUD5NtjORyBifZTEUHuCruv7MZag1sAYxaussomdlKWJ45nSiEPsAkpNZYppiVyKj342Fw2vrKjPl64XMgmQ/OzJ3RYv6FxsQFzgdgT+YWbuc3u/MuisRScErPH8NjOuoucAuFL4QgmhY102SL/cAE9z9jeTzDycuGjIX1nOJE4Bzkp9xmpn9mrioWSQhlpz0F5zDmCSQIGtYceIAFvbc5Lvb0/zMyIrskU7JKIJ1iEboQeLk5Vyit+dUomfqr+6+2IWzu79jZtcCx5nZme7+SaG4pdn5icKdEDV1QORNVuVLkgOY2SRgs6TXdnmiqP84Ft/PZxD7cKbn8WSisyLfdpdi0QuBzMnc/y4EklEvjxLnEG8QU097Ex0WXYgpTZ1YfDprRiap0GhJJ19Yt+3/gB6eVeMiSaZvk3VyW6Okpz3TS/o8UV9qb+Iipa0tvPvNcsTPty8xQnVc1mvz3X2kxzT8bYmOnnuATpnjiMXNDMYR0wV/cPc9kuWdgH3d/abkODXa3bNrpWTMSBKfbdw9XwJqWeDznGTjF8Q5wLLJZ1nyfW5NxswUuXx3ELomWT/TKdLCzK4mpvLt4+6f56w/gmhP9yOmVa9PJG76E3UvT8xadwiLH9cLcY8iubUxgrgguYuckQZZ5hMdSvvB/y5at2VhgutyYqTt/0Z1J+tkOt/WS5JpayTPq2s7RWpNHRz16uBwFiY+DgQezhrNsjyL34xhdRZO0c1Yj6idV63kWD2HmNFxF9H5vxHR+X5zsp3BRK2imkqg1Fvu7z0ZGTaROAd4PHuAgZldQFzf3VLTKB93/yk5zz3dzIYWGtWfdMr/FjivwDp/Is4XdiVqc2U6k9sRI+YeKJRwSnQgf12+/2fvvMOjqrY2/i56lSJFRQVsSAdFpYiKBZQiFkSuvdH0gr2Xq36AYkVEUEEEVKQoeq+oFKWqWEBBEWkiCCgKIoJUSdb3x7sPczI5M5mZTDKTZP2eZ55JTt3TdlnlXR3Dtmc5xo1z3cDv4X9Vdbcwo2aGxqCLbMSPGZ2SRDp2/gFt7AIOBstAK/czAOar6i63vyLYuV4KhsT+S1XfCbvMYtfebBXGXGTLMQgtToqFHxNwTjf4xFVBz29VoW6Gx25NrMJDEwlLpwKF7yoFbAfY8WRBVfcKqw1+C06QK4ETzNbuEM9j+RvoPSgGhhGXAdBaVVciMbz3txVyNly1AD/7hWDn28dtCxLVvsg9jw26kKp2Dt8mzMUfCy5Yy4CLk19Ao+NwAA9E+P5CVR8SkTki8n7Yrn+5hd9Y8H1b46LH/DzujqnvGS+FkXpBqYNlg16DW1Teq6H0ujkB5xYPW3w+KSJPur+ng9EMu0BP/mLQW3cRgL4uijASY8FKKxeACzKjCKDUuolUuTRRB4Q3vnj9QgWwGtBqAMcKU5huBXC6qrYMj1B0k8prhGKpX4LGr5kAvnMRGechFOFYF8Am91sD+PsEgM4isgWcpO9U1V6ubdeBHuGrXfvWgP34xwB2ishoUBfIrx3n9flBWnAlROSWgO2HgoaeoH0HBWzLiRXghDaIpwK23Q46aSLh11GqjJARwl9iexeYmu7pNHnbKwpLV78LVrU7YLQUkZ6gx7Y0QkavaNwORgtBRDyP7iLf/hoA1vlPcG3ZjpAOYnmwTw0f573//XqJnvFFwfdgNrigygQXd6+oaja9DFUdIiLPgVFO3uKmCRgdOxJZjU61wcXgLoQ5I8IoCzqD6kQ5xotCK6PUIjzPLT6CCo8oGLnrHx9uQLBGpr+q0r3gAvkpMMLgWFD/5ZeguZNhJIg5OOJ0cDgDzL+FEZY3IXvRBQDooq4ogh+JUOjJORBqg+NDBbd+ma/U3LsRTP+KlPbniY/nmdHJtfETMC06nMzw+YJjt297YMq7Yyxo9OuGyGuV28EI3EDBeXXV0933qoW6ghMicgb43tzh+uzwNaW6z7M8fDIo7tgHEBqTu4P9tr9S31ZwHXeU+7+h+44fjZAGrJFkzOiUPNKx8/eOfxhZxVmbuscdbn+EZmGK27dEnfaNqqqItBGRwyKc009ZCeIPMBy+MUKTRAE7h91e5As4KQtq96u+v39D8MCQE+3cI4iYO3g34RwsIl+BRodK4AC6BjQqnAmmRvwKvtb/gJV8cpPG8QHoDblCRH4HF22RvA5eOp1ndPK2BRmdLnTtXJJTA4QlRx8Fvyf/Awf5qaAHqxNoTBkCoJuI3A5gfNjk3M+74ETcz0TgwKQCoNfZb1BqguyaXB8g+Hfmr4DVLWzf6c77BjCv+wCq+glPkVrgYqcp+FtaC+D2MO/8HyIyAiwGsBRZv6NBLAa/JxfCjE5FAqHWS04VXaI5IABgnarWCdieoaqV3X28CfF34KL/DNAJcVOUtgmY8lsKjMLYDkYcnuW2+/vhoxAyrHt42jh1EUohOhXsSweo6ji3bRmAC51RoToYrfu+iJzpiwqMFulUHIweiUS0ffGwSVXHBO2Q7NXXoKpnJem+QfwNOiv+C/aBfmPcZNCIdCFYMjoSO8Co40/B96gd6EWfLiLH+gzklRCspeUZ1r1jEHCcV9Wzsm+bZwjb6+YHCxBaPB4DYHKUOQbAyqfHaKhCaGbY9f101SgVCoXRqRdE2u2eR4EOk4dFZAK4cI2GglEVfg78RkVkDKhLc4v7fwP4G/sQTAHqCs4R2oCLZsNICubgyJWDoxc4Bs5AdspKsBh52YBtAMfdi33/twHHWK/f+AhZCxf46YDI65Rkcjkit9+by0aSgogYEayqP4rIzEjXFpHioBN8oIaKVMSEqs4Rkbo+53941VSv8FN5ZP18j0NwROl6399vg2PXdDCI40Tw+1AiwrlGEjCjU5JIx84/jL/BzhqgR88ffl4CnOTtCNvuEb7tNnBxvsK3rRKoxfM5aEEeAOrZfBt2bgZobLgcAPyLKxFpDU6Y1wM43ovAygXPeRNB3z3GADhVVY8JP1gozheNBaA382PQk/ssGAp6FhgOuh0U62sJfhcSNjqp6kYXjfUK+H6fLCLXR4icagUuHteAC7ZdiKzrdDxYTS/iICIMR77KvZZDwMXsKLeg8NqnAN4RkRmgR2EsgCtF5JoIxjZFduHF8Db8oKoHyt2KSFD0lJceGnR97wcQXob24bD/s0TvCfUHvMpXVdzzwWCqZB9VnSQM4f4/UMhyIhi2O19EeqlqUMU9L3rAK5ttFA06InKazkFgSPsQUEg0EpEiOYr7fhMVALylrAq0BpyMrUGEEswuCvVZsCLOB2C6wVHucSWYRirusQnUjvP0aq5z/9cBvbVeZGwHd78/wfSy/4IG4aPBCfgQpU5GJ7DvHC8iXV3fEWh0UtWHQWNAbVXNEo0jIr+A1Ux7RXh/8gWhnl28k9ILVTWaeLSAC4+3QKNlT9++ymB6xmAAbwj1TLKhFNet43NOvCIi+8EFWk+ERFa3Imt0sUdFhCblnoEq/LiK7tnvtfcWkBkichWYjlzXbfsQ/E0ch+zpcZ5xca4zOEFdpVph5asgpgjTVSJRAb5x1zm9uoFGWU/rryn4/Z8HLlhyMmIeKBTho3ZYdCyEujIeW1X1Krf9c3Bh2QL8HRlGrjEHR+IODmcQuxpMqdojIhI2J46r6rCGKpVOA50Z14QdEq1iW77oBimlK6oieH7itS1SxkLUtYyqto+yLwNAS8lhgRrlfG/9+V8wYtSPF7ARbnTyqOuCM64BcIsXPCEir4NGsqXgfL436BjIAJ3q4SmWRpIwo1MSSOfOP+w6XorSZADFVPVi9//xYFRMThNjP9PVlQl11zgDDKsHAKjqSAAjhdoG4e2IZPDw9CmOADBVRLq48PdEKI74y3IG4owwfUHjz24womg4OJntBIYRTwdTAn4EP5d+IjIIzGFOqB2q+qqI/Ax6IU4FsERE+vq9864jbwXgK/e+7heRb0DNrywDqfM41ADg9wIhbP9T4MJUQeHdN93rqyehdLhMySokPhSMgBoP4FtnePog7PIXIrgs9eKAbdG4ENm9HQAHkPJgxNPRAfs9DizKhVoB7wA4GzQoDQQjEv9W1YdF5G2wpO0o0Aj3M4BzVXW6sCqf93qngtX2ghZDmwHUFJFiGl+JcaNg8it8QvxheKlZKxG9omW4MDTcBDrLpE1EqgjDyD8Dw8fPdFGDQYUYMsC+ai+YGrUYrF75J6intkdZhbQS6P37WUMaQ14f/rs6nTjX7wwHjRBlwMiRZWCfsRfAYyJyiKpuUtXlIvIv0ABxA9hPRox0EmoaTRCRk1V1odtWFUyvS6dIkX6ggToa9cEIzpzoCH4/OoJOoUzwMxUwMucRNx6MRFhqnJ+AsWYcuLjyV0LajOwFFYqDn+Vv7jq7RGRn+HEIRUD5I0C9z3I0aJh8E+43oKpLXNTYxwBWqa/anzNQlUV8UaAXxRnp1BwsXz7LPc4FcJKGhMTbg+91UGodwJSdLBHqytQPL/3jGjBlpLZSp6srgBKq+rbvlKng76IkAlJzDCNBzMGRuIOjDTifa+D6uTfAyCePuNLrYuAMRF4j1kD+CVZPQWSdYIDzl3AykF23ay0iZNaEHRdumPf/+4eq5hRlegClOHskCZsKCDY6/eS/Z1h73lbVu9z2z0Fd3kyw2rVVrMsjzOiUHNKy8w/CLZYvBjDcZzjwcloPl+xVyf5W1Q3ITmmhQOuHGlA22nkgXlbVIdlPDWyXV1HvJzBv9wgAH4pIJ9fZxEtpBHdCcSEivUAPs4BGiefBRV5zsIPyC63uBRcijcDomocAtBGRS9VXAUhEjoav0oLjH2X+dxZU9WMRaQgadq4B8KqI7PBNauuCg9ZPIuJFb/0EDqp1kNViXx18bwNzy92icyXY+T4PptMFpeiF8wMYFt0MjMwaKCIfhRlhxoZ7f1xHHy8TEVxuei/4W/sT/NxvDzjmFfii9twC/WXQA7LKtWkgXHSehnSg3gONilOc1waqutJFHHQFUCOCwQngAq84+N6HC+kahY+rkXPq7nBE12l7DtSDOYCINAXTTRu7RyMwCvFi0PhdDDQ4e7pjWcL1XdRdS3Cit98ZjcqDRtx6GhIa9dKm/Z7N8qAReo/veioiN4JRM4vVVwXTGa6+hs+wpqrTRGQsaIx6HdE1nf4LLgiGiEhbt3A42e1L2OgkTAm/EqFqPYdIVu1AP0GRQOFsyCl6WZiiHAtTwUnwP85Z4ZUVV9CIstt9to/BRQnHiNfnVPFt2wSOS6V8/VatsOO9444Mu94RAcd5RtYnQMPk284R5zEbrKw6QEROd9/FMmAa+mL4imXkAZPBfvtvYfW6cwOO0UiLDGF1vKDtxUGDmWfQOk2oidkH1Ofar6peOs0H4MJtHbJGhxtGbjAHR4IODme4biasvP0HshdMeC/BwJxIfIeAqm2O1siq+5eXnIewCp8Oz8CWTdM1AoMQXUfxFnBsHxnlmKAUb4Af+RlgMMWTqvplDO0pj1DqN9y47FUtPQbsd09T1U+FFd/bq6pft/ED0LlzMSiZYuQRZnRKDuna+XuUBkPfBewsBPxBh0dIPR9+IrgACNJI2AeGp48Qag6F50UfCeAwCWnp+Nnqj/pw7fo/0AqvoA7ExeBkdJqIdNQ4xDfd+1MWwEMiEiguGG6B97Ew7P9VoLf4/1R1izv3fVAT6UdwIFwHhuPuAzuvI1S1n4jMAo1PhyKroedjZPcSrEME8VPnQb0O/J7dCxq/PKOTl0bXC1k9Nd4+v9HJM7iEG7z89/IvmIe5xwHc53kRWMmnDjgZGOabIFwMoHyAEaZSgEEzUn55NMqB72c4q8DP4k/QG38/sk7wj0VAVIKq/ldE3nLtPkCkCUfA9o9V9ewo7fWM0bFWUzIKNmPBFKlwKoPOh0UIeUrfhk+LzEe2sQCcYO8DjTn/BQ3aR7vtw8BJq2eQ/RPBGgxnALhERB4AJ5nNwEnhfFDDDAg2OlUAS8ZnuaaL+LsJwA5hBc0LVfVBUMfj/oCF/O0AXlJWiIkY6aTUb7gXjCR8QkTuAieCWxCbEfwA7j51QMP8evA99Kp21kPOumzRCHLShFM3h/0e1cCx7mXQqOTXsrsEHKu/A7WD/oljQeR51/3CqDNBB88JCBXC8Cp/zgg7ro+IHKqqv0Y5rhLYv70YFMXsDJT3gv3vvc6oNhKs+tcmSuRzEHGl12lABdcAwgtJhHPAMCoip4Gv3YuM+gd8/U3A73J90BHoF1r/Bxz/f47ztRpGNMzBkXsHR1v3HL5+6Y5QFU4/5yHG1Dthxbat4NjVEnReT0fYnBpccwSN+UlDRA5FKEo1CK8/OzzC+QDnAD8DgKq+nMP9eoDVy4MKckQ65ys6LE4AACAASURBVDBwTlIDdFR8DTdvlrBMmjCOAtcFWT5f970rAzoG1oAC75eAaXQ9RGSvqj7vXs8mEfkUHN+yRbgZycOMTskhLTt/HzXACZEndpcldFRCGhWxptcVA9PkPhBq+vREsMHkTvcIpwqy5g7fC0bmNISrNqAUp+sEdjQ9EVxNKBI1we/2CGSvQnAluFh7OOC8+wO2LQLwDZBFZ+Jp3/6pYKTbePB96ew7djbo3QifaN6I7FWIoupXuYH3P6D3pp6IVHQRYJ7R6WpkFXkd6faN911mG9iJxxzSGsAwcPF6JWhwyeIJdpPqIM2lCxBsvMxW1SgHuiA4va4K6Hnxvld7VfXAglBEouWk34zI5bjHg3oEQdUOgRw+NzDCaQ+yV4EyCiFukZtloSvU3nsBrI75ANh39wdwDzgmvKxZhU+DaBpmqG8PfjcfBb3Hh4CeuoeQtYqWH29h/AdCKahzwMWAp2vjLQT8YfZZvIi+NlQF+4OOoAG5vzPyz3evMYvxzUV7elEtNdxzJGHRCaAH+A5w3DsXwF0a0neIirDAxhCwwENZcHx7CcA4paD221FOj5UgJ02ibAEjWeeAxh7/6xwDGtoHInjc8iJvXgTTTL5328ogVHp6mu/wSWDVvj4APndOml7gpN2fFj3BHdMb1NnydFB+AsdFj+PAqK9oYrMfi8hg0LnUCKzM20dd+mQcxJteFwuZ4NwjiH+Dn4vHl6BhqS64KL1SVSe5e58IRnRdG+advxv8vtcSRm6HV3I1jEQwB0cuHRyg1to0dVpyPoojeH0cFCUEIEv0Y2th1dAmYCT8kWCEahlw/hoYTSQiF/uiI5PNY2DfnRPRtArngp9rUhGRg8ExriO4hloArgM/9H0PvH43iK1gIIWn/VXCbavoO2YzONf6G5wr/YPsMhybwPS9QF0rIzmY0Sk5pHPnD9AI8zs4eXwcwPdhHtpo6XU/a3ZB70oIpTnUgRtgAu77GhglFI7fc3ge2MG85EJjDxykql+JyDkITXD3IbaUOc+7PEjDUgNFpAWAg1U13NsAoXB3ON8ihtxlhIRXg8giRKrZ9Y6y4RYCB/sXo87D/TOyVmBrBWCjOmFFd66AXpUsYuLOcLUJocE+6L5zED3n22OGOz5o3/eq2ihs24H0OhFpBaBxTt6SKPgrBzUCIwAAin9H+xwCUdWN7lrdAGSq6gENFhHZBX7vgqIUd8bgST8UwK/m4S6auP5mGJge1tstRr8UkafBVNzbATzoIlz+L5LxKdy4CxommquqV4XyVwCdRKSsm2jXCbhMA3feFtAwVgccly5FyOgUlGYVSS+hJfjbmAsaHg4CDdr/AzU1ykb5fRwDYLNG0OxzfdUd4KLgXNAI80mEawXxF4BzQM22FwF8kge/wRydNCLSDLEb1ruDkUdVkNUBcijoeLkDQG9h6etwDgWdTleIyGzQ2XIuaEwZp6p+vcWfRGQoaCQsA85TTgdwW9hYPx+cd9wvrDpVH4wYvSTsvWyI0EIyGgNBg2gPd+14+v9M8DN9K4Yor5/juC7Ar1ukIjBbwg7cA6aytwaja0eLSEfwN/Ak+Fv/ynf+saCw+n3g+zdMROZpYpIBhnEAc3DkzsHh3qseEV7DmwHbAnEROk+A/e3B4Pj6qWvbWHAsHQD2SxN90V9Xg5/Vk8oCGnmGm3tfE2m/iHzkjjvbtQ35OGfdBhZZmAc6JWYHGB13IXKhLu/79Zc7dr8L2CgOrlOmqeqN7tiK4Nj4vKo+4bvG6eD3aB+Y9h0ULGEkATM6JYE07/wBLiS+Aw1OK8FwzqYBxwV5btshey7ywQBKuYlrX7Bz7+na4mdNuFdSKN58EFh+/jD3epaBE+psqOoC39+DEBIcjIZniAnSooqXXsgeleRnADhQ3hrlmIwo+7LhOv2h4CLyTFX9yW0/EpzgL1Wm3JUHP8cs4aBuwbYQwJkiUi5sIfEFWI62dISogasQ/fU+Axopo3mTo6U/APRKPCciK9XpJh3YQa9UQ3CR4X1Hc7qeRxOEvGalhaWrPWoEHB/ODaD4fLjw7zkIFl/vh+yh0gdwC7rWCNagMgohLsLxBNDIdIn7+0cwQuPA90BVfwPwgFAXrxeYTnWNiDwB4NkwY0wWMcyw+8W6rRhYaXOQ6x9+Bn/HEwHMElZwPAoMPd8HGi+80xuCJaRvAFOjvd/HuQDmK0Wn17htXhprcTBUfWZAW8S9P9k07Nz+4qCHeJC73qdgX/CZiMwFI3U+BrAy0sTYGd4ODzd6ufch2lgZzi5VHR9hXzLT664DdVBage9/JdAQVAzsP0ao6tMi8goCoiZVdYOLtHkEfO/agUaR2xFcMe020NF1KTh3uQuMDPNfM1NELnPbuwD4BYziCY8SawM6wiIiIueCfWV1MM2xLVj99N+xjNPKtI7KQn2Oe13bb3YLjFbgd2UsgAnOMBQPMafX+drzhohMAKPTB4ELSE9yQACoUItxGjjmPgt+pssAfOQinqLJLRhGXJiDI24Hx1Xg+uwKEZnhzv8VWZ26kfBHw+wCjSZjQCP9Z0rNqtLg2mgyOLa+Dkp+vAgau44F8G9VzZbiLSL9ED0drgbYH0aK0AeYjfJY0A6htu9toEZfj7DdI8Bq2S8BGJ/XBnL3Xp2Ui/WaFzThzUE8x0oLMCq3pzDVcQK4Bt8AX/EK9zkNB/A+OLcYLSJvqGq8RY6MWFBVeyT5AXZAn4ML516+7TVBI8VWcNI0FED1sHM7gxFLdQKuK6AhKnx7Wfdcx53bw7fvENeOG6O093h33gUxvLaS4CAyG+xsbwYnxme4azRyx/0N4OGA8+uBIYzHg3o3iwAc79v/Fpi3Hcv73C3ovQInfm9FOGcMgNUR9i0FMCbOz3pOrO2N87o3IBTZ9RY4UP/qPstz3DGnu9f/YMD5g9y+08K2d3fb2yfYrgnxvl4wNHYMOFCeD4b6bgQ9P5XdMRvcb6MiGNWg7rEArAbkXesKAGt9/zdyx1Vx1+zrfgf73HfM/yjnPq8BEdo5DSzJ7t/2CegtqRbwKJvD6+7g2tYt2d8Pe6TfA9RFWOc+8x3u+3SZ//sb5dxq4EQoA5zoAaGxoB84MYzn0Q++sQDUatgAoLT7/zQA1Xz3n+D7zUV7LHbHFwONEHf5rrEZjIIBgMPDXt8VYPTOrWCamwJ4yLe/mOsbXgGjchV0kHR0+w8GU8tW+dqyDYy4nQkaHB4DJ5UVorzPJWJ8nd5jQ8A1jo/zGhHHVvdZKTj5rx227yPQ4FQbHPvrgv1dU/ce3Z8G3/kGrv0nuDZeCRpgtoKG1JvASG0FPdXtwDnEf8AUh72g4fPsCO/x2eC8qSeY+rcf1LNs5Tv2MDCy9y9wkfsYgCN9+zuB4+lU8Hcpvn23gL+58LHCewwDi6l4xx8LLtYmgQ6O3929m4IGvx1g2t1JYNTtIgA1fec3AxfZM1L92dmjYD/ACMUzQUf2Ivd7WR2lr6ngvrt/glE/D4D6m0BorMnNwxtrvGI1J7n/l4N9ezUw2u9M93uc4X7/N/geX7nf1Q2go8Zr+1AAH7m/D3L3aw3O6XbDzYkDXrOA2QoLwrafDRq/zwb7pwUAjkvy51PFtfEGcP4+27V7u3v+AcwGeQQ0gLUBUM6duzYJn8ceX1uKgRIt/REqbPAa3DgNjjX+9/dm913aAY7XJ8T52heCEUb58Tt4wL3ewHEfdI796ntfBvre50qgyP0WcK0soO7W7wBOTPVvvDA+LNIpCaSrd9txjXueIiKHI7gqT7T0Oo8flQJ+LcHc5NvA9KKVUe4flP98BEJ52/uE1Yly0sWJRLabikg9sPOOx5uddqjqKBH5DoxiOwvsLL8BcLGqepU2vPS5RQGXWOg7Zp5v+4egIetWZBdPTDoiUh+s9NcMoZzyv8EFQAMwuu5K73hlBFcTcJDcosHeuNoBnukW4OLjK3DhX04DKhKFf0/Dvu8VQI00/7Zy4EInSAermu96K9SNYj5uA19rkCClUchQCmBfBH53vwn6/kU5dwuAm0RkBPh98/Oeqq6Npy3O+zzUd/0NIlJbQ9UX/X0CVNUzVsVKSVDbzq9Pc6yqbvPuF3b8weDksDhoOH8vrH2ZInI5uAh4B/QOz3JjDpTpEg+D2kLHgsaLo0CDTG133qFgRG9ErSX3mSSrLFEs6XWNwcVGTtGaf6qr4ORjOzjGrnPXuhocD/aCRRLeSajVyaUW6GFerHpA8PcE0Bg4CYxk3gP2/RM1FF37iIhMBDWTrgIn/pG0muqDC7P/gZ/zXH9fq9RjuVsoUN4bXDCVEpE73HEng5FcmwE8GtBPq0ZOr/sZWYuACDi/+ARMqVns+50vEZEXwPnRXnBx10d9kQKqulhE2iBy4RnDyBEXnbEE1Av6G4wGvRzApEjjjutfnhGRceDv6RFwDnaZ77D+CI7qjkZ1+PpycB62G64KMLjWWebGuC1CbdJLfccHVTgbCb6+KS46tRtcJKaqbndpr7VU9TMROdY/3ojIFeCYsAs0HDcGjdze/oNB2Y+nVfUjYXGAcQC+E5FpoFF7C/i73wGm85Vzj0qgU/NoMILqalU9kE7ru4eA/VlzsH9cBs4Db3Xvy2HgvP4MMJK+L2iMPsm9xjoB70lu6Asa0H8G++V7NRS5lgVV3Q5mIjwPpjP2B7BIRK7TgKis/EZEmoOOhB1gX9sfwBwNVUCsAn5fTgGjreuA84mXwTnDIwCudJlDE8ExrLOqbnLn/wtcn8wQkTpqqdBJRbKPv0Y8uM5/JbJ2/uMQpfP3nVsN/AH0ASdkl4lIZ3BCnpvO/1+qOsEZmVaApZivEpF3wdD7RKirqmtFZAoY3trYTTJrgR6XNqBF/DhVXSUia8H34wWEUg8FFDI/Aazwli3tTETeAnCMqjYLaoSIXAtGS2WCBrDTAFRUhvl6HX0j0GucLcxeRMYAOFVVj3Hv/6HuWsVBj/nrqnp7rG+KUAOpcqT2piPCalCDAXRQ1aiGJ5ciVh9cCGeAn/EeVT0nxnudAS66doDf68kAprvPqz24aG0CvvdjVDVauLA3oRgMDth+7gIH77rhvzthGmJt0HA3CfytDXD7ktUBlvTf16WTfAjgTo2jgodhFFWEArH/qK86UZznlwajD00INB+JltoiImWCxuGwY8oB2B1gDPIfI9H2hx1bTLOnCBlGocKl08bt4PCd3wjAfqWWqrfuqJugg+MnuHWH21Y8aH6fCK5f/zeA9z3jsIhUjtTPi8jNoJSI5+CYAeAq73g3718AoKVzZnhGok6gk74pGF1ZMdvFGZ25BzQqbwdQX7NXavbaURXs12KpoJnU9yzg2sVAx+83Qf2o+DSdIpxfF8wwiLUPXgg6jc9NvNURr30EGD1XDFxT/gAa/751+0uDVWlXgrpan/sDOtz+Y915owAMDnc6uDVDW1X1F+AwkoAZnZJAunb+QhX/x0Chut/jbVeEewwHPdBvuf8vRajC13QAVyh1Fi4Cw36rge+Nxx+gtzGwSkMMRqebwNSxfaDVfrSqvuD21QKr+N2qqoEaE2FGJ7/Iq4Kd1KWRPAARrjcHBc/oVAr0IlUA0xQi5lK779AKMEJtDxhye5dGqSAUdr6ABqJPwhcfbt8xzki5AbEbnQaEe4KElZF2a4AgozAS8TcwnfN3AOeqarxV82LGGXsXgIa2pokuog3DMAzDMIzkISLVNAdNNedwPQhca+wBsM+M2YaRO8zoZMSFMxRIuna+IlIDFA2M1SJ/MOgN2Z2TR7Yw4dLe5oL5821VNZs4bUHCeXIOiuL9qgFGam2N9buRYDsqgakXNUA9rRV5dS/DMAzDMAzDMIx0p1jOhxhGCCVpaXACAFX9PR6jgqr+oap/FiWDEwCo6g9gBNIXYKhwgUZVM6Ol1bjvxR95aXBy7AWLCJxtBifDMAzDMAzDMIo6FulkGIZhGIZhGIZhGIZhJB2LdDIMwzAMwzAMwzAMwzCSjhmdDMMwDMMwDMMwDMMwjKRT4I1OIlJGRBq6SgOGYRhGAIW5ryzMr80wDCNZFPa+srC/PsMwjGSQir6yRH7dKA85GsDSpUuXprodhmEYacvSpUvRqFEjAGgE4PsUNyfZ2DhgGIaRA4V8HABsLDAMw8iRVIwFBT7SyTAMwzAMwzAMwzAMw0g/zOhkGIZhGIZhGIZhGIZhJB0zOhmGYRiGYRiGYRiGYRhJx4xOhmEYRtIQkVEislNEmrn/14rItyKyWEQ6uW29RWSZiIwUkWKRthmGYRiGYRiGUbCxib1hGIaRTF4DsMr3/z8AmqpqM1V9X0TKA7gLQHMA1QGcGrQtn9tsGIZhGIZhGEYeYEanfGDHDmDu3FS3wjAMI+9R1bkAtvk2bVVV9f1/MoB1qroXwDcA2kXYZhiGUWDYvBn46qtUt8IwDKNw88cfwKxZqW6FES9mdMoHhg4FzjgDWLQo1S0xDMPId8qJyBciMlFEygKoAWCd27cWQM0I2wzDMAoMV18NnHwy53yGYRhG3nDllcBZZwEffpjqlhjxYEanfGDlSj5/8EFq22EYhpECegA4C0BVAFcAUITGnuIAMiNsMwzDKBBs2QLMmMG/b74ZeOqp1LbHMAyjMDJ7dsjYdOONwK5dqW2PETtmdMoH1q/nszchMQzDKCqo6veq+jeA6QDqAtgEoLbbXRvAbxG2GYZhFAjeeQfIyACeeAJo1Ai4805g4MBUt8owDKPwoArcdRdQsiSN+2vXAv/3f6lulRErZnTKBzyj04IFwF9/pbYthmEY+YWIHCUiDUSkJIAzASwF8BWAI0SkDIATAMyKsM0wDKNAMHkyUKoU0LMnPfHNmgEPPAD85z9cKBmGYRi5Y/JkYOFCRjg99RRwwgl8Xro01S0zYiEho5OQV0RknYiMFpFKIjJFRNaIyPAo57V0ZbMXu3PHu+1zRGS5294z0ReTjqgCGzbw74wMTkYMwzAKIyJymogsBtACwEQAlwF4BsAPALYCmKSquwEMAgXDNwL4LGhbCppvGIYRN5s3U9S2QwegcmWgWjXg44+BFi2ARx8F7r3XDE+GYRi54Z9/gPvuAypWBO6/HyhRAnjpJSAzE+jdm89GepNopFMjAA3BVImqAOoAGAGgAYB2ItIk6CRV/dyVzW4G4H8AXvLtPsvtG5lgm9KSLVuAPXuAdq4W0/TpqW2PYRhGXqGq81w/XkFV66nqAFU9V1WPUdUrVHW/O+4VVa2vqn28ynZB2wzDMNIdL7Wue/fQtqpVgY8+Alq1AgYPBm67zQxPhmEYifLyy8CPPwJ33w1Ur85tLVoAN90EfPYZ8MorqW2fkTOJGp22AigLir/+AmCHqs5U1T0AloOViCLiKhg1ADAv7JqFDi+1rl07oG5d03UyDMMwDMMoLEyaBJQuDZx/ftbtlSrR0XjaacCQIcC//23eeMMwjHjZsQN45BHg0EOBW27Jum/AAOCww6j19JupgaY1CRmdVHUjgIUAXgNLW/8EACJSAkATAEtyuMQlAGb5vNkKYJqITBeR6om0KV3xjE5HHMHQ6zVrgNWrU9smwzAMwzCMgsb+/UyzSBd+/52yCeeeCxx0UPb9FSuycvGZZwLDh1saiGEYRrw8/TTTmB9+GChfPuu+gw4Chg4Ftm0Dbr89Jc0zYiRRTaeaYIWhBQDqIRTZdDmAOaq6OYdLtAfwpe//PgA6AvgVwC2BZxRQ/Ean9u35t0U7GYZhGIZhxE5GBqPGTzghfcpkT5lCI5I/tS6c8uWBqVNpmBo1Crj2Wr4WwzAMIzqbNlEs/PjjgeuuCz7moouAzp2BN94AZs7M3/YZsZNoel1nADNU9QUAHwG4RESOBHAXgDtjOL8WaGACAKjqClXdCWAqqBNVaPAbnc48Eyhe3HSdDMMwDMMw4mHsWOCTT1ipKF3KZHupdV26RD+ubFng3Xd53LhxwBVXpFfElmEYRjry6KPAzp3AY49RPDwIEWDYMKBcOVa22707f9toxEaiRicB0FBExP1fCUy1u0NVs2gzicg4Eakfdv5hADa5/VVFpLWIFANwDlhSu9DgGZ0OP5z5/S1bssqJTTYMwzAMwzByZscOVi6qXh1o1gx48klgSU5CDnnMb78Bc+cC553HNLqcKF0aeOst4OKLgQkTgB49gH378r6dhmEYBZGVKykg3ro10LVr9GNr16bu0+rVwKBB+dM+Iz4SNTq9ARqafgJwAoANAFoBeExEFouI/+NuCKBy2PnVERIOFwC3AlgG4EgAwxJsU1qyfj1w8MG0vgLUdfr7b2DBgtS2yzAMwzAMoyAwaBCNPAMHAqNHc1vPnqlNU4sltS6cUqVCBqcpU4Bu3YC9e/OujYZhGAWV++9nH//EE4xmyombbwaaNGHF0B9+yPv2GfGRqJD4blW9QFXrqOppqjpWVUu5UtnNVPU+37EnquqCsPOrqmqm+/sPVb1EVY9X1fNUdXvuXlJ6sX49U+s8TNfJMAzDMAwjNn76CXjmGS4mrrsOaN4cuPVW4KuvgBdeSF27Jk0CypShlkg8lCgBvP46cOWVwHvv0YP/999500bDMIyCyBdfMDK0a1egTZvYzilZEnjpJRac6NMHOFCuzEgLEo10MmIgIwPYuDGr0alFC6BKFdN1MgzDMAzDyIm77mIa2pAh1MUEWMWoTh2m3P38c/63adMmptZ17Bhbal04xYsDr74KXH8954PNmwOff578dhqGYRQ0VIG77waKFYs/Va5lSxqc5s0DxozJk+YZCWJGpzzkt99obfUbnYoXB84+G1i0CNiyJXVtMwzDMAzDSGfmzaO3+8ILWbnOo3x54MUXKTB7003579F++23eM57UunCKF6deybPPMiq+TRvgwQdN89MwjKLNBx/QqH/ddUCDBvGfP2gQcMghwJ132lo7nTCjUx7ir1znp0MHTlY++ij/22QYhmEYhpHuZGQAt9zClIknn8y+v0MH4PLLgalTaZjKTyZNYkW6Tp1yd51ixfgav/4aaNoUGDAAaNXK9EgMwyiaZGQA99zD/vXhhxO7RuXKjIz94w/gjjuS2jwjF5jRKQ+JZHQyXSfDMAzDMIzIjB0LfPMNjTJHHx18zDPPAFWrAv36AX/+mT/t+uUXYP58GpwqVEjONRs0YHrd/ffzNZ9wAjB0KIXKDcMwigqvvQYsXcp+v1atxK/TvTsdE2PHAnPmJK15Ri4wo1MeEsnodMQRQP36zOM3kTPDMAzDMIwQO3ZQr6l6dRpiIlGjBvD005QzuOee/GlbMlLrgihVipFO8+cDhx3GSkwdOgAbNiT3PslGREaJyE4Raeb+f1REtorIBb5juojIUhF5V0TKxLPNMIyiwe7dTDE++GBqOuUGEWD4cBZ76N3bqoSmA2Z0ykMiGZ0ARjv98guwbFn+tskwDMMwDCOdeewxGpIGDAAqVYp+7NVXA2eeSX2kefPyvm2TJgHlylFEPC9o3RpYsgTo2ZMyDI0bA2++mTf3ShKvAVjl+/99AF96/4iIAHgawBkA1gLoHuu2PG63YRhpxLBhNLI/8EDO/X4sHHUU8NBDwMqVwODBub+ekTvM6JSHrF9PS2tQeGCHDny2KnaGYRiGYRjkp5+YNtekCau75YQIy2SXKQP06pW3Hu2NG4FPPgE6d6aYeV5RoQKNaO+9xwioyy4D/vUvYOvWvLtnoqjqXADbfP9/AWCT75A6AEqo6hYA3wBoF8c2wyi0/P13qluQPmzdSgHwOnWAvn2Td93bb2f68qBBND4ZqcOMTnnI+vVAzZqcMIRz2mncbrpOhmEYhmEY5O67aTgaMoQV3mLhmGPo0V6xglFSecXbb/P5kkvy7h5+OnemvskFFwATJjDqaebM/Ll3EqkBYJ37ey2AmnFsM4xCydixFLy+9VbTbgOAxx8Htm1jdGvp0sm7bqlSdErs3UtjlsnapA4zOuUh69cHp9YB9JC1bcuSkLt352+7DMMwDMMw0o1584DJk2lkaRdnnMsddwCNGtGjnVfV3/I6tS6I6tWBKVOAV1+l1lX79kD//sCuXfnXhlyiCK03igPIjGObYRQ65s1j+mxmJo3rN9zAqm1FlZ9/ZuGE5s0Z0ZlsTj2V7/GsWRxf8hJVSueYcSs7ZnTKI/75B/j118hGJ4AThz17GKptGIZhGIZRVMnIYMWikiWBJ5+M//ySJYGRI4H9+5lml+zogQ0bgE8/Bbp0oeEpPxEBrrkG+PZbOiyff75AyTNsAlDb/V0bwG9xbDOMQsWPPwIXXcRongULaMB+9VWgRw9g375Uty41/Oc/jEQaPBgolkeWicceA8qWZep2XvLcc0DDhkCrVvmjMViQMKNTHvHLL7RyRjM6ma6TYRiGYRgGMG4c8M03rNp2zDGJXaNlS+Cmm+jMGzkyue176y0+J7tqXTzUqQPMng28+y5w4YWpa0ecrAewW0RqADgBwKw4thlGoWHbNqbM/vkn02VPOQV45x32KW+9BXTtWqAiGHONKnXrxo4Fzj4bOOecvLtXtWrA5ZcDX3wBfPllzscnQmYmHQLlywOLFgGnn04nxfff5839ChpmdMojvBK30YxOjRtT88l0nQzDMAzDKKrs2AHcdx9TyR54IHfXGjQIOPxw4K676ABMFpMmcTFx3nnJu2YiFC/OxWk6ICKnichiAC0ATBSRB9z/5wN4VkSGq6oCuA3AbAC1AEyOdVv+vyLDyBv++YfGpeXLgaeeAjp14vZSpYDx45n+NW0aAxL++iu1bc1r/v4bGD6cEUHnn8/34Ikn8v6+/frx+fnn8+b6M2cCa9Yw/Xn5cuDSS4GpU0NFMTzbQFHFjE55xPr1fI5mdCpWjCl2332X3ImRYRhGqhCRUSKyU0Sa+bZdLyLq+7+3iCwTkZEiUizSNsMwigaPPw5s2kQR2dyWyq5YEXjhBWD7dkZNJYOff2YqzPnnM0XDIKo6T1WbqWoFVa2nqgPc/1VVta6q3uiOqKkntgAAIABJREFU+1BVG6rqRaq6L55thlHQUWVfNHMmU39vuSXr/uLFWa3yttsYpXnmmcDmzcm59/LljP6cNi0518sNq1dTOL1WLbbp119ZXW7ZMuo55TVNmjD6aOJE4Lc8SN598UWmQvfqBRx9NKPZvvyS9xw9Gjj2WODeexnxVhSxiX0eEYvRCaDRCSiQ1UgMwzCCeA3AKu8fZ0C6AsBG9395AHcBaA6gOoBTg7blc5sNw0gRP/0EPP10yBucDM4/H7j4Yqas/O9/ub9eOqTWGYaR96gCO3cm95rDhgEjRtCYNGwYDRPhiDAC6pFHgK+/ZpXzjRsTv+eKFUwna9CAUUXduwNr1yZ+vUTJzKTBq1Mn4LjjKJx+xBGsKLdhA1/zUUflX3v69WPU2csvJ/e6GzZwrDnvPKZBe5x0EvDxx8AHH9Do9PjjNEg9+yx1rIoSZnTKI2I1Onn5q6brZBhGYUBV5wLw+3G6APgMwH73/8kA1qnqXgDfAGgXYZthGEWAu+/m5PvZZ+nxTxZDhwIHHUSP+vbtubvWpElAhQrAuecmp22GYaQnQ4aw33jggeQIe3/4ISObjjuOxuuSJSMfKwI89BDbsHw5q679+GN891u5ErjiChqbxo9ncMOzzzKF+cor869K3vbtTGOrX5+GmGnTWJV01ixm+PTqxXTl/KZrV67NR4xIrnD7yJE0sPXpk32fCN+Db76hflX58oxqO/544I03kl/0Il1JyOgk5BURWScio0WkkohMEZE1IjI8h3PniMhyEVksIj3dti4islRE3hWRMom0Kd1Yv56Tp0MPjX5czZpAs2aMdMrtl+7HH2lFX7w4d9cxDMNIIv0ADPX9XwPAOvf3WgA1I2wzDKOQM38+S1h37cr5SzI57DBWQ9qwIXc6UevWUXy2a1egTKGYoRqGEYQqI3AyM4GBAyn0/d13iV9v6VLq+lSuTG2fKlViO+/mm4FXXmFab9u2vE5OrFwJXHUVjTxvvAGcdRarbU6bRqNX//5M3ctr7aQVKxhNVKsW77llC/X11qwBpkwB2rULjvTKL0qUAPr2ZWrflCnJueY//9DodOSRrEYYieLF+RmtXMkKrX/9RQPhiScWDX3nRCOdGgFoCKAugKoA6gAYAaABgHYi0iSH889yOd8jRUQAPA3gDHCxUSiCl9ev54QnFq9dhw78UX7zTeL3y8wErruOVU1efDHx6xiGYSQLEWkNYIWq+rPnFaGxpziAzAjbDMMoxGRmcjFUsiQn4HlBr15AmzZMabn55sS0NCy1zjCKBosX02jSuzfw4IM0OLVoQeN1vBFCv//OSnV79tC4ceyx8Z1/3XXUBNqyhZpAX30VfNyqVcDVV9PY9NprNN5/8gmNGK1bh457/HEKdz/0ELBwYXxtiYXMTIqhH388+9ujjgJGjeJ6ePBgoHbt5N8zUXr2BEqXTp6g+Hvv0YjVq1ds6/4yZYA77mCwyJ13Aj/8QFtAly40NBZWEjU6bQVQFlwo/AJgh6rOVNU9AJaDXuuczveoA6CEqm5BIUqrWL8+59Q6D0/XKTdWzpdfBubN499Tp9JabxiGkWLOBtBWRD4HcKiIjAGwCYA3/agN4LcI2wzDKKSoAs89R+2S/v3jX5DFSrFiXIidcgrT7Y47joKu8USWT5rEdBtvrmYYRuFkwgQ+X3UV8OijLB5w1FHAPfdQY2n16tius2cPU8nWrWPk1OmnJ9aeSy6hTtDu3TQmzZkT2rd6NXDNNTQ2jRvHCKL585k506ZN9muVLcsIqGLFqPWUbN2qBx5gdNYZZwBz59KAd/31QLlyyb1PMqhWDbjsMuCzz4BFi3J/vRdfZARVvJqEVaow8mzlSrZn6lSmRQ4Zkn9pkPlJQkYnVd0IYCEoGFsTwE8AICIlADQBsCTa6QCmich0EamOQphWsXcvLdyxGp3atOGPMlFdp/XrGbp4xBG0sm7cmLuoKcMwjGSgqo+qahNVbQngV1W9BsBXAI5wqdQnAJgVYZthGIWQzz/nAu622yhB8OCDeXu/unWZZvLqq0zruP56oFWryJEDftauZfWh88+31DrDKMxkZtLodOSRQMuW3HbSSTSM33ILDRRNm1KUO5pjX5URPwsWcG127bW5a9e553J96OkCjR7Nax5/PPWBTj+dQQcffUQNqGg0bcq0wZUrGWGTLF59FXjsMRr3P/iA/XsqU+hioV8/Puc22mnVKhr6LrwQOOSQxK5x5JE0CE6fDtSowQp/p5xS+NbyiWo61QS90QsA1EMosulyAHNUNVqhxz4AOgL4FcAtKIRpFRs28DlWo1Pp0rRQf/YZhd7iQZWiZTt20NJ6+eXc/t578V3HMNKZvXuBk0/O+1x0I3eIyGkishhACwATRSSbkoqq7gYwCIxs3Qjgs6Bt+ddqwzDyg9Wr6blv1YoLsj59uKCrVCnv712sGKMCVq7khH7RIk7qe/aMXpp88mQ+W2qdYRRuPv+cqU09erC/8ChblkLcs2cD1auzMEGHDqG1XjgDB9KAcMEFNMQkg7Ztef/y5Wk0HzOGhp05c1gZrW3b2K91221cc44YAbz/fu7bNns2Ax7q1AH++1++XwWB5s0Z9DFhQvQxICdeeonPffvmvk3t21O/6+67GSl20klMw0t2VFqqSDS9rjOAGar6AoCPAFwiIkeCJa+j2k5VdYWq7gQwFdSEKnRpFbFWrvPTvj2FyPyhk7EwfjytyldcQfGy1q0ZrmdGJ6Mw8c479EoPGgT8/XeqW2NEQlXnOb2+CqpaT1UH+PbV8f39iqrWV9U+qvQZBm0zDKPgs3kzU+jq16c+UteunFiPGJG4ZzhRKlUCnnkGWLKEaSCjRjHlbtgwYP/+7Mdbap1hFA3efJPPPXoE7z/jDODbb2n0mTkTaNSIqbv+2cqkSYzcbN4ceP31rMar3HLiiUyf692bhp5ZsxJL2ytWjBFSlStTN+r33xNv0/LlwEUXMVtn6lQWxypI9O9Pp/bIkYmdv2cPo7zq1eP3IxmUK0f9rUWL+Jk//TS1uD78MDnXTyWJ/hwEQEMnAg4AlcBUuztUdWuWA0XGiUh993dVEWktIsUAnANgKYD1AHaLSA0UkrQKz+h0+OGxn9OhA5/j0XX6/XcKY1avTis8wJzSjh35Zd24MfZrGUY64w0If/3FQd4wDMNIb3btoqf/mGOYwnDiiUwDefddpoakkoYNGSEwaRJQoQJTLU44IaSNCbDa0sKFjFgoXTp1bTUMI2/Zv599Qb16rCgeiYMOoqF66lRG9Fx1FXDxxTSsf/klBb0PPZQ6TOXLJ7+d9eszqyW3Bo4jjuB1fv+dRrRE3HxbtgCdOjHT5q232KcWNC68kFX2Roxg4Ee8TJ4MbN3KqN1kpxM2bcoMqKFDgT/+4Nr+X/8CfivAoTmJGp3eAA1NP4GGog0AWgF4TEQWi8gg37ENAVR2fwuAWwEsA3AkgGHOo30bgNkAagGYnGCb0oZEIp2OO445nfHoOvXvzy/isGEURfPo0oXPU6fGfi3DSFd+/JEenc6d6ZkZOrRwCOWvW8fXMm9e4QmdNQwjZ0aNonD2Z4U0iTQjg97f444D7ruPjrFJk5hSF08aSF4jwnS/5cuB++9n1arTT6eg68aNllpnGEWFOXNogOnRIzbjQadOjNbs3p2R+A0bUvdNhAaneIIOUsWllzJLZupUFqOKB08ofc0aalydc07etDGvKVmSBqMNG+gMiZcXX6TW31VXJb9tACvh9esHLFvGCOEJE+iwGTUqvmIYaYOqFugHaNTSpUuXarrQp48qoPrrr/Gd17Mnz1uzJudj332Xx3btqpqZmXXftm2qJUqoduoU3/0NIx25915+12fOVL3jDv49Y0aqW5U7MjNVW7XiawFUixdXbd5ctW9f1bFjVVesyP67zi1Lly5VUEOvoaZB353MRzqOA4YRxPLlqmXK8HdfvrzqrFmpblHyyMxU/fBD1caN+foOPlh16FDVvXtT3bLYWLVKtXPn0GdzyCGqlSoVnPbHQmEeB9TGAiNBrr+ev/sffoj/3DffVK1ShedPnpz8tuUl27ap1q6tWrYsx6ZYyMxUvewyvt7bb8/T5uULv/2mWqqUatu28Z23ZAnfg2uuyZt2BTFliuphh/G+p52W2PfVIxVjQRKzTQ2P9etpPa1RI+dj/XiaATml2G3bBtx4I7UJhg/PbpWvVIneuo8/tggKo2Czfz895nXrslzsTTcxH33o0FS3LHe8+Sa9/j16MP2kSxfgl18Y4nv11QzxPvhghtM+8ggjIP/8M9WtNgwjN2RksOrQ3r3UaShenL/xadNS3bLcs2QJvd3nncdqPvfeyyjVfv2AUqVS3brYOOYY6mFOnUqtqU2bmH5RUNpvGEb87N0LvP020+oSSfvt0YPRkl99BXTrlvz25SWVKlGyYs8eRj3FkmL2yCPUE77gAmDw4LxvY15TowajvubP5zgWKyNG8DkZAuKxcuGFjHq68Ua2t2lT4IUX8u/+ucWMTnnA+vUMrYxXQO6ss3hOTkanO+/kAvXpp4HDDgs+pksXdiIffRRfGwwjnXj/fU78r7+ev406dRjC/P77rIRUENm5k2V0q1Rhauw99zA8+9dfWZ57wgSW561Xj4bjhx9mydyqVZnPf+21NDwbhlGwGDKExuabb2YFoVmzKBp6/vmJhfanC2vWsMT4rFmsELdqFYs+5EdVurzAS50ZPx548slUt8YwjLxkxgzOqSIJiMdCjRpAixbJa1N+0rYt56ELFwKPPhr92Ndfp9HpxBP5d/Hi+dPGvKZfPz4//3xsx+/YwdffvDkrzOUnlSrR0PTpp1wnHHVU/t4/N5jRKQ9Yvz4+PSePKlVYFv7jj4OrqADcN2oUDVTXXRf5Wp6uk1WxMwoyo0aFSl179O/PpLSCZN3388QT1At59FFGM3mIALVr0+Py7LNcnG7fzjK+zz1HAcG9eynYWLFi6tpvGEb8eLpBxx7LktoAJ+5z5tCg3K1bqHpSQePOO+nk+uADRqYWBD2TnChThn2uXy/TMIzCh9fvXnppatuRSh5+mIUUBg0CPvkk+Jj58+kAPvzwvBNKTxUnnUTHyRtvUCs5J954g5W0+/ZNvoB4rLRqBXzzDaOLCwpmdEoyO3cyDSYRoxPAKnZ//cUqCEHX7tWLntGXX47+RT/qKKBBA4aJF0ixMaPIs2EDFzGdOrG6hMcZZ7BU7ejR9DYUJNato9GpQQOKF+ZE6dLAKafQ0DZ+PCMKNmwoPN4lwygKeGl1+/bRKFOuXGhf48bA3LlM57r8cvZrBYk5c4ApU1g2+9xzU90awzCM2Nm5E/jvf7mAr1Mn1a1JHaVK0ZBSujRw5ZV0ePpZvTqUajx1auQsm4JMv350nowaFf04VQqIV6xIx0QqKWhrATM6JZlEKtf58XSdgqrYPfggF50DB8YWTtelC0srLlyYWFsMI5W8+ioNpjfckHW7CI0w27cD48alpm2JcvfdHNSGDAFKlEjsGgU1ZcUwiirPPMOIxVtvBdq0yb6/Xj16kevUoSd52LB8b2JCZGQwFbhUKUtDMwyj4PH++8CuXak3HqQDxx9P2Za1aznH9ti6lc7fP/+k/EPTpilrYp7SrRudP8OHR842AjiWL1nCinUVKuRf+woDZnRKMrk1Op18MheV4bpOn3/OhWrLlqHc05w4/3w+W4qdUdDIzAReeQU49FAK7YZz+eVMR33++YITyTd/PjBxIn+XBbW8rGEY8fHDD3QYHXccMGBA5OPq1gXmzeNx/foxIjLdefVVTr5vvbVg6UoYhmEATK0rVgy45JJUtyQ96NOHc+6xY4HJkxmde/HFwMqVXIN26pTqFuYdpUrx9f/8c/R1sycgHku2gpGVIm106t8/+eHguTU6lShBvaYvvwxVq9q7l97PkiW5EI81nO6UU6hH8L//JdYWw0gVH33EVLRrrw2OCCpXDujZE1ixApg5M//bFy8ZGRQPLlkSeOqpVLfGMIz8YP9+6tF5aXVly0Y//vDDaXhq3JhRkQ8/zFD+dGT7dmpU1awJ3HdfqltjGIYRH3/9RQmHdu0Y4WIwk2D0aKB6daB3bzp458yhIyTWgIeCTO/enKdHEhT/4w9g0iTg1FMp82HER5E2Om3cyAXrnj3Ju2ZujU4AdZ0yMykaDlDYbdky4IEHqAUTK8WL0yr97bdcwBtGQcHLqb7++sjH3HgjPVRDh+ZPm3LDmDEU/LvlFgoJG4ZR+Hn6aTqQbr8daN06tnNq1gRmz2YlpEceYaXLdDQ8DRwI/P47nw86KNWtMQzDiI933qFDIDdV6wojNWsywOHPP1m4pmNHpogXBQ45hFFvs2cD332Xff+YMQwE6ds335tWKCjSRqdGjWjc+eGH5F0zGUYnv67Tt9/S6OR5PuPFq2I3dWri7TGM/GTzZpYPP/vs6CkbtWsDF1xAT9WqVfnXvnjZvp2RADVq0HBsGEZ6smwZRb2Tda2HHqJeU05lqMM5+GBGe7ZuzcjIf/87vdKIf/yRqRbNmmWtLGoYhlFQmDCBUS0XXZTqlqQfXbpw/DrvPL5PiWqQFkS8iK5wbcXMTOCll5hBdPHF+d+uwkCRNjo1bsznpUuTd8316xlCX7Vq4teoU4e6DtOnM9IjM5PhjqVKxX+t9u15nuk6GQWFceOAf/7JLiAehCd2mM7CuwMGMCJg0CCLCDCMdOXzz5mSfsYZ1GrYtSvxa3lpdfv30zOaU1pdEJUqcQ5w5pkUNr3+eqbppgN33skIgSFDCl71HMMwjM2badjv0CF367XCzCOP0KlbsWKqW5K/nHIKcNJJwOuvh2RuAGDWLDq4r7uOVf6M+DGjE4JD6BJl/XpGOYnk7jrt2/NaCxcyNL9Fi8SuU7Ei85Vnzy545eWNoocqMHIkPf0XXJDz8aedBjRpQr2U8BKv6cCqVVyYNW9uEQGGka4sWkR9x8xMVpd76SUW9UjUIfXUU8BXX3Hsbtky8XZVqMAo5Y4dabzq0oX944IFqRvPZ89mWsrFFwOnn56aNhiGYeSGt96iEd+q1hnhiDDaadcuBnx4vPgin3v3Tk27CgNF2uh09NG0ViYr0kk1ZHTKLR068PmYYygmmhu6dKFXMrwinmGkG59+SnHwq66KzZMgwminHTtYbSPduOMORm0995xFBBhGOrJkCatJ7t3LiOC5c4HHHgOWL6e3c8SI+DSVli4F/vMflp+ON60uiLJlaeTp3h348EOgVy+m3R10ECvenX8+Bb0nTAC+/579TV6RkcFKdaVKAU8+mXf3MQzDyEvefJN9q1fl2zD8dO9OSYxhwzju/fILZT86dLBKrbmhSBudSpSgMHeyIp3++gv4++/kGJ3at+dietIkVurKDZ0789lS7Ix0Z+RIPseSWudx2WWMjHr++fTSPZk5k5Uju3cH2rZNdWsMwwhn2TJqx+3cyQnlmWfSOHzPPcAnn1BU9MYbqfmxdWvO19u/nxU3vbS6MmWS085SpWhU+ukn9imDBtFDX6ECDVHe/40aAeXLM/rz8suBxx8Hpk1je5LB6NE00t12Gw1ehmEYBY0NG4D58+mQr1Ah1a0x0pHSpengWbsWeP99FjfKyDAB8dxShKTBgmnUCHjtNWDbNqBy5dxdKxki4h6lSjE6IhnUrs1J6Pvv80djERdGOrJtGzB5Mr348VRpLFuWg8Njj3GB1bFj3rUxVvbvZ0RAmTLAE0+kujWGYYSzciVw1lnsd6ZMCUUXe7RsCSxezFD6iROZ6v7GG0zpjcQTT/C4u++mLkQyEaHeY506oQIhAKOYV6yg88z/GD8+dMyZZ/I1VKuW+P3/+osRVTVrsjCCYRhGQWTiRD5b1TojGn360HEzZAilMg4/nBXhjcQp0pFOQHLFxJNpdEo2XboAW7YAX3yR6pYYRjDjxwO7dwM9e8Z/bt++NKYOHZr8diXCSy8x1eWuu2j0NQwjfVizhoaYzZsZQeQ34vipVIlpGKNHM9KpXTumzgVFDn33HVPhGzTIfUp8PJQqxXnMZZfR8D51KrBuHY1pn37K/nTWLODEE4Gvv078PgMH8v0aNKjoCcsahlF4mDCB6cnnnZfqlhjpTK1a1C6cPZvRcT17Fq0qfnlBQkYnIa+IyDoRGS0ilURkioisEZHhUc4r5c5b5Y4v4bbPEZHlIrJYRBJYciZOo0Z8LuxGJy9v+X//S207DCMIT0D8oIOASy6J//wjjmAKzPTp1GJJJVu3stRsrVo0OhmGkT6sW0eD06+/Mso5p9LHIkyZ+/prRgw/+iiNTz//HDrmn39YKCAjg0UNkpVWlxsqVWLU6MsvA6+8AmzaRJH0116L/1qrV4cKIlx9dfLbahiGkR+sXs1o1AsvTI9+2khv+vXjc/Hi8cl+GMEkGunUCEBDAHUBVAVQB8AIAA0AtBORJhHOqwFgBoDjAVQE4E+EOUtVm6nqyATblBDJrGCXzkanFi2oT2G6TkY68vXXTGW57DJqkiRC//58HjYsee1KhIcfpuHpiScSfy0FGREZJSI7RaSZiFR3DoaVIvKuiJRyx/QWkWUiMlJEikXaZhjJZONGptStW8fopXgqF9WrB3z+OXDLLdR7atoUePtt7hs8mH3Y3Xez6l26cd111DCpVo1FGm6+OT7B8bvu4vFDhlh6vmEYBZcJE/hsqXVGLLRuDXTrxvXFYYelujUFn0Qn9lsBlAWgAH4BsENVZ6rqHgDLQeNSNlR1g6pOVNUMAEvDjotBpjP51KpFj2Bhj3QqVoy5qMuWMbXAMNIJT0A8kdQ6jzZt6IkfM4b6I6ng+++B4cOBVq2KdCne1wCscn/vBfAogHoAqgNoIyLlAdwFoLnbdmrQtvxutFG42bSJBqcff2T6ayIRO6VLA88+yxS2EiU4Gb3sMkY/NWzI1Lt05eSTgUWLgNNPZxry2WcDv/2W83mzZ7N6Xrdu0fWsDMMw0p0JE2h8P+usVLfEKAiIUGv2mWdS3ZLCQUJGJ1XdCGAhuLioCeAnAHDpck0ALInhMqcA+Mq7JIBpIjJdRKon0qZEEWG003ffxVcWOYgNG5gedNBByWlbsvF0KyzayUgndu6knlPz5sAJJyR+HRF6I3buZIpLfqNK8fCMDBYBEMn/NqQDqjoXwDb393ZVXQxGxR4K4AcAJwNYp6p7AXwDoF2EbYaRFDZvppFlxQoaXHr1yt31OnUCvv2WC5c332TVzDFjaJRKZ2rUYFXNm28G5s2jztOXX0Y+PiODkV2lS1tBBCMy/uhW939MkawW8WrkJ999R8dgt25AyZKpbo1hFD0S1XSqCaA2gAWgB9uLWLocwBxV3ZzD+acD2K2qnnGqD5hq9yuAWxJpU25o1Aj4809qPOSG9evTM8rJ4+yzOXk0XScjnZg0CdixI3dRTh49etCL9fzzXDDlJ1OnckF39dXASSfl773TGdffrwbwoqpuAseLdW73WtBxEbTNMHLN1q1A+/ZcbDz5ZEijIbcceigwYwbw4ovA668zhb0gULIk0+Reew344w+gbVtqPgUxejSNa7fdBtStm7/tNAoUB6JbY41ktYhXI7/xUuuKcBS6YaSURL0InQHMUNUXAHwE4BIRORIcLO6MdqKIVAIwDEBvb5uqrlDVnQCmgh7xfCUZuk6q6W90Kl+ehqd581KXfmQY4YwaBZQtyzSV3FKmDEucr1kDfPhh7q8XK/v2cWFWoQIrSBkhXOTTIQAuF5E6YGSrN/YUB5AZYZth5Iq//gI6dKBe3IABwB13JPf6xYqxvymI+iBXXAF89hmNZzfcwAqg+/aF9v/1F3D//dSCvPfe1LXTSH/80a2IPZLVIl6NfEOVRqdatYBTzZRpGCkhUaOTAGgociCBpBLo6bhDVbNoM4nIOBGp79s0HMALqrra7a8qIq1dGO05oNZTvpKMCnZ//AHs2ZPeRieAKXb79wPTpqW6JYbB6IPPPgO6d6e2WjLo25dit0OHJud6ObFtG/DII6yKct99XMQZWVHV30EHxekANoGRsnDPv0XYZhgJs2MHS2IvXAg8+CANKEZWmjfn+3PWWYzYatcO+OUX7hs4kGmJgwYBFSumtp1GgSLWSFaLeDXyja++ojPy0kvpLDAMI/9J9Kf3Bmho+gnACQA2AGgF4DERWSwig3zHNgRQGTiQZnEZgL7uuDGgAetWAMsAHAlGQeUrntEpN5FO6Swi7qdzZz6brpORDowaxedkliKtVYs5+zNnUjg/mWRkMN3k5ZdZEapBA6BKFS7MjjqKmk5GCBHpKiInuap1bUDj0lcAjhCRMuD4MSvCNsNIiN276WBZsAC4804ahY1gqlWjE+rOO+kAOPFEpgsOGUKjVCKC60aRJtZIVot4NfKNN9/kc0GMSjWMwkKJRE5S1d0ALgjbPDbCsSf6/p4LGpnCuSSRdiSLqlVZCjE3kU4FxehUqxbFmj/4gBFPJRL6BhhG7tm7Fxg3Djj+eFaeSyb9+wMTJwLDhrGaXKJs2gR88QVLpX/+Ob1lO3eG9tepw0lMy5bAJZcwva8oIyKnARgK4BgAE8EI2H8DOBrAHAAzVTXTOSa+ATAXwGeqquHbUtB8oxCQkQFcfjkwdy71mwYPLrqi/rFSogSFwk88kcb0K6/k9uees6gAI25ijWS1iFcjX8jI4Hzw6KMLjvaeYRRGzOTgaNyYk9SMDKbmxEtBMToB9AA/8gjw6acsn2wYqeCddyjye999yV8UtmrFBdTYsYxCqlw58rH79vH3u3Zt6LFyJas6rV0bOq58eZYdP+UUGplOOYV6J0YIVZ0HoFnY5gEBx70C4JWcthmFjxkzaAwePBioXz/n4+NBlQbnd96hMXjIEDM4xcOllzJ684or2Me1bZvqFhkFkPCo1ccBfJ2LbYaRK+bPZ6Go+++38cAwUokZnRyNGgHTpzPn99hj4z+/IBmdzj+fRqf33jOjk5E6Ro1iJaUrMkMDAAAgAElEQVSrrkr+tUVYFvyqq4CXXmIUkt+o5H9s3MiS5+HUrw9cey0XXy1bcjFmkYGGkThz5wJdu1L/cP584N13kzsGDR7MyMZ27YAxYyxKJxEaNwaWLMn5OMMAIka35hjJGuu2fH9BRqHDqtYZRnpgSyiHv4JdboxOhx+evDblFc2bM83uvfeAp55KdWuMosiPPwIff0xjUPXqeXOP7t1Zreqee/gIp1o1psedcgqf/Y/atVmJzjCM5LBwIaNsS5YEHn+c4t7t2wOvvpqcypXjxrHKWuPGjHQqXTr31zQMIzoRoluBGCJZLeLVyGv++Qd46y0GFjRsmOrWGEbRxoxODn8Fu4suiv/89eupDVWuXHLblReIUFD8pZeAFSuAevVS3SKjqDF6NJ979sy7e5QuDbzwAjBpEnDkkdmNSlaRyTDyh++/Bzp04AJg+nTgtNMYjdSxI/WX1q2jYTjR1IcZM4Drr2ek8YcfJq8SpmEYhlFw+eij/2/vzuOcKq8/jn8OwyKbKCqIIqDigoACKoMtIuBWWdSfu3UXrdpqRRRs1SqLS+tarbghiqKt1l0UreICKriAooAiKkvZVSiCiKzP74+TyDBMhiST5CYz3/frlddMbnJvzsxk8iTnPs853l28X7+oIxERJZ1i9tnH3/Cm28Fu7tzCWFoX17u3J51GjVLSSXLr88+9PXeLFt6qO5tOOMEvIhKNmTPh8MNh+XJ48UVPOAHsu68X5+/Z0+u6zZrlS+NSXcL68cdw/PE+M/HVV30Wr4iISLxr3cknRxuHiGxsTVrl1a4NLVum18FuwwavC1NISafu3f1nHjUq6kjKt24dTJ7sBWKl8E2dCl27+gfQu+5SzRWRymz+fDjsMFi8GB5/HI46atPbmzb12k5HHAHDhvnJkBUrkj/+rFk+W2rtWk9o7bNPZuMXEZHC9OmnnnT61a+8c52IREsf+Upo2xa++sqLnKZi8WJ/01tISafatf2N/nvveQexfPTtt36GvH17uOWWqKORipoyxZfULFvma+x79446IhHJlu+/99fvWbPggQe8xlpZtt4aXnrJl8e9+qrPhJo/P7nj/+Y3Pk48/rg6rYmIiFu3Ds49109Y33131NGICCjptIk2bWD9epg+PbX9CqlzXUm9e/vP+8orUUeyufffhw4d4O23vd39NdfAJ59EHZWk69NPPeG0fDk884x3sBKRymn5ck8IffEF3H67J5TKU6OGz3S6/nqf2dqpU/lL3X/6ycevGTN8xuTxx2c2fhERKVy33upLrwcM8BPXIhI9JZ1KKNnBLhWFmnTq2dO/vvhitHGUFILX9ejSxWdgPfqodzkLwQvOrloVdYSSqk8+8eWcK1Z4VynNcBKpvOIJoUmT4Npr4bLLktvPDK6+GkaO9NnDnTt7EdjS1q3z1tfvv+/Fxy++OLPxi4hI4frySxg4EPbe28cgEckPSjqVULKDXSoKNem0447QsaMvaVizJupo/MPK2WfDH/7gv8sJE+CMM3zG05Ahftb8T3+KOkpJxaRJXix85Up44QWvvyIildOaNV64f9w4uPRSf+OfqtNP92501ap5DagRIzbeFoKPDy++6GPDjTdmKnIRESl0Gzb4zNo1a2D4cNhqq6gjEpE4JZ1KaNnS26xXlZlOAEcf7Ush3nkn2ji++QYOOshnNvXqBRMnwn77bby9f3+v2XHXXd5yW/LfRx95EeFVq/xD4m9+E3VEIpIt69d7IuiVV+Ccc3xZnVl6x+ra1esN7ryzH+u66zzhdMMNXh/q8MPhwQfTP76IiFQ+Q4f62HHJJV5AXETyh5JOJVSvDq1apT/TqRBbNceXOt15pyd+ovDSS7D//p7sGzLEZ8Rsu+2m9ykq8oRU/fo+G+r77yMJVZL04Yf+wXD1au+QeMQRUUckItkSAlx4Ifz7315f6YEHKt6Zcp99fAnd/vvD4MG+5Povf/H6HM88AzVrZiZ2EREpfLNnw5//DC1a+AkKEckvSjqV0ratJ5GWLUt+n7lzoXFjnyVVaNq29RlGo0b5TK+OHeGOO5LrHlRR69f7GezevT2p9MorXjA80YeVFi38LMaiRXDBBf5BR/LP++97wmnNGk8oHnZY1BGJSLaEAFdc4TOPjjzSO8lVr56ZY++4ozeT6NUL3n3Xx4DRo/3kg4iICPg4dP75Xsph2DCoVy/qiESkNCWdSonXdZo2Lfl95s4tzKV14MsTxo71N/JnnOGd+/r185+na1e4//7szCpassQLmQ8e7DWbJk3yDyxbcvrp3nr72WfhkUcyH5dUzPjxPqtp3Tp/TnXvHnVEIpJN11/vS+k6d/bX5UyffKlXzxsQjBjhY9WOO2b2+CIiUtgeftgbT/TpoxOdIvlKSadSUu1gt24dLFxYuEkn8HbVRx3ly9cWL4ann4bjjvMZKxdeCE2aeAHokSO9/lNFffwxHHCA12Y691xff92iRXL7msG99/pSxksugZkzKx6PZMa773ricMMGn7XWtWvUEYlINg0d6t2B2rf3WY116mTncapXh7POgmbNsnN8EREpTAsW+MnynXaCW2+NOhoRSSStpJO54WY2x8weMrMGZvasmc00s3u2sG9vM5tqZs+b2VaJtkUl1Q52Cxb4h+xCTjqVVLu21+R4+mn49ltPRB1+OLz+Opx5pi8jPOEEr6kxfbonfebN82TV//7nU1vXrEm89O3hh72434IFPgU2ne4SDRv6LKcff/TZWevWVfznlooZN25jofBXX/X6KyJSeU2aBH37wp57+gmEBg2ijkhERKqSEOCii+CHH/yE9DbbRB2RiCSS7kynNkBrYFegIdACuBfYB+hmZvuWtZOZGXAb0BWYDZxU1rY0Y8qIpk39zXOyM50KuXPdlmy9tSd1Ro/22Vz33QedOvkSihNO8KLru+/uP/uOO3oyqF49X15RrZoXeq1b14uCN27sZyHOPde/f/ddOO+89GM79FC47DJfzvXXv2buZ5bUvf22z5SrVs0/fHbuHHVEIpJNP/3kS53N4MknYYcdoo5IRESqmief9O7Ip57q3bhFJH+lW+5zKVAbCMACYEUI4VMAM5sONEqwXwugegjhezP7BOgGvFPGtkfTjKvCzHy209SpnkHfUkvmypx0Kmn77b149wUXeJHx55/3gt5r1/rMpjVrNv2+9PX49927w9//7serqBtv9BlYgwb5sq4DD6z4MVOxZIkn5mrUyO3j5pNZs3zpZY0annDq1CnqiEQk26680me6/vWv0K5d1NGIiEhV8913XmZj++29A7eI5Le0kk4hhPlmNhEYiSefZgGYWXVgX+DTBLs2AubEvp8NNE6wLVJt23qdoYULfXZOeapK0qmknXeGP/wh6ih8Wd7jj3uy6fTTvVZU3bq5eezPPvMEywUXeLe/quqNN2DVKl8mqYSTSOX3n//A3XfDwQd71zoREZFcu/RSb3T0r39ptq1IIUi3plNjoDkwAdiLjTObTgPeDiF8l2DXUOIxi4ANCbZFKpW6TlUx6ZRP9t3XZzzNmJG7D0A//wynnebJloce8qUmVVX8f6S4ONo4RCT7liyBc86B+vW93l9RUdQRiYhIVTNqlCebjj4aTj456mhEJBnp1nTqBbwWQhgKjAFONLNmwACgfzn7LcKTVcS+Lk6wLVKpdLCbO9dr2TRpkt2YJLHLLoNu3bzm1EsvZf/xrr7aky377uvd/J55JvuPma+mTPHZZcl2H5TKz8weNLOVZtYuUZMJM7vAzD43s2FmVi3RNskfIfjMzoULfaaT/udFRCRdy5Z56Y109rvwQq+/e++9Wy6DIiL5Id039ga0jhUBB2iAL7W7IoSwdJM7mj1qZq1iV+cCq8ysEdABeDPBtkilOtNpp528pbNEo1o172a3zTbQp4933cuWN9+E22+Hgw7yelI1a/rSsqpqyhT/f6mmFIFsNBL4KvZ9c0o1mTCzuvgJivbADkDnsrblPGop16OPeoL9hBO8wYSIiEiqvvjCZydtu613zN5zT+jd21crPPAAjB3rJzcSdcHu3987YN9225ZLoIhI/kg3VfI4PttpFvBfYDhwEHCTmd0EjA4hXBW7b2tgG4AQQjCzfsBbwJfAU2VtS/eHyZSGDf2FLNmZTrvvnv2YpHy77OJnPE491bvivfBC5s9+/O9/cNZZPrNn5Eho1Aj+7/+8e8bXX0PLlpl9vHy3eLEXcjzmmKgjkXwSQhhrZsti338W316iycR2wJwQwuoSzSOKytg2LvfRS1lmzfKCrU2a+IxSnVkWEZFUfP21N/755z9hwwY44ghPOs2Y4bUCS69UqF/fE1J77eWXPfeE1avhwQfhsMO8G7aIFI50C4mvAo4ttfmRBPfdv9T1V4BXtrQtam3awLhxsH594roVq1f7rJquXXMamiRwyik+aD3+OAwc6INbJl18McybB8OGbUw09unjSaeHHvLaUlVJfCZgfGagSCKlmkx0Z9PmEcVs3lBCVcLyxPr1cOaZsGIFPP00bLdd1BGJiEihmD0bhgzxFQnr18Phh8PgwZs2n1m3DubMgS+/9MuMGRu/Tpq06fHq1PEZUTr5IVJYtCgsgbZt4bXXYOZM2GOPsu8zf75/VRHx/DF0qLfyHjzYk4XXXpuZ4z7xhJ+dOfpoTzTFHXooNG8OI0b4Y1alZZbxmYDxGmgi5filyYSZFURDCXG33ALvvusznY44IupoRESkEMybBzfc4CUo1q6FQw7x5NPBB29+3+rV/WTu7rtDjx6b3vbjj/DVVxuTUAcdBLvumpufQUQypwp9RE5NfPbGlCmJk07qXJd/GjTwWkuHHQbXXee1hq65pmLHnDsXLrrIl9MNG7bp2ZVq1byb08CBPj24Z8+KPVYhUdJJklGiyUT8rWZBNJQQ+OQTT9y3agV/+1vU0YiISL5btAhuugnuv99XhBx0kCebundPb3ZSvXrQvr1fRKRwqfxvAvEP0uUVE1fSKT9tu60nntq1g7/8pWLL3jZsgLPP9m4ZDz3kiafSzjnHB9KqVlB8yhRo3Bh22CHqSCRfmVkRmzeZ+AjYxcy2YmPziLK2SYRWrYLTTvNiro895rU3REREyvLdd17ke7fd4K67/HPU6NHw3nu+KkDL4USqNiWdEmjVyl8gyysmrqRT/mrYEMaM8cTT1Vf7WZd03Hmnd6y74ILEs5iaNfM16qNGeXHtqmDDBpg2TfWcZFNm1sXMJgMHAE8C17CxycRkM7sxVhPwRuATYD4wvqxtkfwA8os//cm7DA0eDB06RB2NiIjkm/Xr4fPPfUXBbrvBrbf66pDnn4cPP4SjjlKySUScltclUKeOdyPTTKfCtd12nng69FC46ipfCnfllcnvP3Uq/PnP/jy47bby79unj9cAGznS275Gbf58+O9/fVpzNsyaBT/9pKV1sqkQwjigXanNm5X0DyEMx7uelrtNovH6636munNnGDAg6mhERCRqq1f7++JPPoGPP/avn37qs2LBT9YPGgTHH+/vt0VESlLSqRxt2sCLL8LPP8NWW21++9y5UKNG2UuuJD/EE0/du/uZ+2rVfPrvlqxeDaef7h01HnsM6tYt//7HHOOzq4YPh8svj+bMztq13r3vwQfh1Vc3zkbaZ5/MP5bqOYlUTkuX+pLi+vXh0UcTd28VEZHKacUKTyiVTDBNm+bvieO2285PTLRvD7/6FfTqpfFCRBJT0qkcbdvCc895N7R2pc/d40mnpk2V0c93228Pb7zhiacBA/zvdfnl5e9z7bU+4F53HRQn0by9Vi1PUt11F0yY4ANwrkyf7smuRx+Fb7/1n2/ffWHyZF9Lr6STiCQjBLjwQliwAB5+WB2CRESqknfe8XIS06f7eBDXtKkvlevQwZNMHTr4Ni2dE5FkKelUjpId7BIlnVTTpjDssMPGxNMVV3hi5rLLyr7v2LHeJrxjR68Hlaw+fTzpNHx49pNOP/4ITz3ls5rGx6rf7L479O0LZ53lP1+TJvDBB3D++Zl//KlT/c1GNhJaIhKNxx7z15XjjvPXERERqRp++AF++1uf7XriiRsTTO3bq2GMiFSckk7lKK+D3U8/+Qtz06a5jUnS16iRFwXv1g369fOkSd++m97nhx/gzDO9U9Njj/nyyWTtuy8ccAA8+ST8/e++PCWTQvAk0vDh8MQTnnjaaiufYXXeedCly6ZnnZo18/tnw5QpXjRyS8sORaQwzJkDF18MO+7ora51BltEpOro3x/mzfPX/9/9LupoRKSy0cKwcrRs6cumyupgpyLihSmeeGrVymc63XXXprdfcokX4L79du/Akao+fWDlSvj3vzMTL3hy8447PAl60EE+u2nPPeGee2DhQi9efsghm39I7NjR1+CvWJG5WMDrXc2YoaV1IpXFunVwxhmwfDmMGOFLkkVE0mFm1c3sKTObbmbnx7YNMrPPzWxQifsltU2yb8wYGDbMG+9kY3a8iIiSTuWoXt2TE2XNdFLSqXA1buyJp733hksvhbvv9u1PPeUJnF690j/Lc+qpPkvqoYcyE+vy5Z486tfPO9JdfLEXdJw0CS66CLbZJvG+xcU+O2rixMzEEvfFF94mV0knkcrh+uu9lscf/whHHhl1NCJS4I4GagFtgAvNbH+gV+x6bzNrbma7JrMtmvCrlhUr/IRp3bp+UlOzXEUkG5R02oI2bTzBtGzZptuVdCpsO+7oiae99vLZTYMGefHE7bev2KDboAGccILXWfrii4rH2bcvfPMNDBzoxX3/8Y+y64uVJV4APdNL7OJJWNUzEyl8Y8fCkCH+unLzzVFHIyKVwJ7ARyGEdcBnQBfg0xDCBuBToGvsksw2ybIrr/QZ/n/7G7RoEXU0IlJZKem0BfHZHNOmbbpdSafC16QJvPWWL1UbOBD+9z9PODVuXLHj9unjXys62+m557yD1JFHeje92rVT23///b197YcfViyO0tS5TqRyWLIETjvNX1ueeMKXk4uIVNBcoNjM6gK7AVsDc2K3zQYaA42S3JYTixZ5t+JRo/z7quKtt+Dee71Ew0UXRR2NiFRmSjptQfyDdem6Tko6VQ7xxFNxMQwYAMccU/Fjduni9cAefRTWrk3vGIsW+RK/hg09eZXOzKs6dfz5m+mZTlOm+IfTdGpeiUh+CMET5PPn+xLjvfaKOiIRqSSeBdYDLwPfAoGNnzeKgA0pbMuJCRNg8GA4+mh/X9i0Kfzf/8ENN8Brr3mCvrJZudKb0NSp4w1qqukToYhkUcovMeaGm9kcM3sodn2wmS01s2PL2a+ZmU2OXb4ys/Gx7SPMbGZs+3UV+WGyIb6EqHRdp7lzvXPYdtvlPibJrJ12gvff96nFmWAG554L334LL72U+v7xD4Pff+9dRHbaKf1Yiot9Wd68eekfo7QpU7zWWXX1vhQpWPfcAy+84HXozjor6mhEpLIIIawKIRwTQugKrMVnL8XrMzUHFgOLktyWEz17ev3L++7z91/bb++znq65xmebb7+9d+w9+WS45RY/Wbl8ea6iy46rroKZM+HGG2H33aOORkQqu3Ty2m2A1sCuQMPY9ZeBchfxhBD+G0JoF0JoB9wH3F/i5jNit+Vdt4qmTb1OT1kznXbZRQX3pGxnneVnjYYPT33f+++H0aPhzDO9PlRFdOzoXzM122nZMk9gqZ6TSOH69FO4/HL/EHXffRrHRCRzzKyGme1mZtsBHYC3gf3MrAhoB7wVuySzLSdq1vSSBBdc4GUWJk/2pNL48XDnnd7ds1YtbzgzYAB07+6fDfbdF2bPzlWUmfPuu14j9Ne/9rqmIiLZls5chaVAbXwa7AJgZQhhipkltQrazAzvbHFYqWPmJTP/gD11qs9Aib85nzsXDjww2tgkf+20E/To4cmj+fNh552T22/GDP8w2Lw53HVXxeMoWUz8+OMrfrz4jD/VcxIpTCtXwimneAfKf/0Ltt466ohEpJJpAjwGNACuDCHMMbNnganA4yGEeQDJbotKnTpw0EF+iVu+HD7+2GdFvfWWv8d7+mm44oro4kzVTz/5bPxatbx8g5bViUgupPxSE0KYD0wERuJF/maleIiDgRkhhJLVbh4ws/FmlpdVYtq2haVLYeFCv/7DD95iVPWcpDznngsbNsAjjyR3/7Vr/WzaqlW+T4MGFY9h772hfv3MzXRSEXGpbB55xM/23nCDf5jYkLMqItG49FKYPt2XVMRnQoqIZEpsZcOvQgitQwgvxLYNCSG0CiFcX+J+SW3LJ1tvDV27epLpqaegRg3vhFxIrr0WvvoKrr/eG+mIiORCOjWdGuNrrScAe+HdJlJxBJsuxRsE9ATeAAamGk8ulK7rpCLikoxevaBRIz+TlMwH2Rtv9E5zV1zhnUQyoajIZ+RNnAjr1lX8eEo6SWXz3Xf+vL7mGl9esfPOcM45/oFi2bKoo8usJ5/0Jb9HHOEzKkVEJD3xmVDjxqXfNCbXJkyA22+HTp2gb9+ooxGRqiSdSZW9gNdCCEOBMcCJKe6/M7AwfiWEMCuEsBx4Aa8TlXdKd7BT0kmSUaOG12X65ht4553y7/vBBzBkiNcHGDIks3EUF/t06s8/r/ixpk71GVjJLhcUyXdXXOFF+998E/r39+YQI0bASSd58dguXeCmm7wOUghRR5u+WbO8I2ajRj67S0sqREQqpnt3X7L80UdRR7JlP//sM/Br1vSToUVFUUckIlVJOm87DWgdq80EUD/hHc1uNbPSczZ2wjtUYGa1zOzw2PYj8HXceUcznSRdffr41/IKiq9c6cvqiorgscd8nX0mlazrVBEheOK1bVsVHpbKpWZN6NYNbr7ZX+fnzPEC2716+ZK7q66Cdu28scR558EzzxRW56K1a71L3fLlMHIk7Lhj1BGJiBS+7t39ayEssRs40JdWDxzoHYhFRHIpnaTT43hxwFl4V4rXzWwyXhz8DjO7p8R992Dz5Xe/JJ1ij3+SmU0FegOD04gn6xo29MLQmukkqdp7b/jVr7zQ5A8/lH2f/v19ff2NN2Zn2VqmOtjNn+/LjbS0Tiq7Zs28i9Hzz8OSJTBmDPTr57P8hg/3rpJt2nhtv0Jw7bX+/9+/vy+tExGRiisuhtq18z/p9NFHcMstcMABhVX0XEQqj3QKia8KIRwbQmgRQugSQpgYQmgXQmgYQtg1hPD7Evc9JoTwVKn928Y7UsSOdX4IoU0I4aCoO1WUp00bX560fr2STpKaPn28OPi//rX5baNHw733+iyLyy7LzuM3aeLP1YomnVTPSaqiWrXg0EPhttt8DJg1Cy680MeBMWOijm7LxoyBv/3Na7tdn5eleUVEClPNmnDwwTB+vL/Py0erV3udwqIiePhhqJ5O33IRkQpSVYcktW3rA8rMmf5ho379zHQXk8rvpJOgXr3Nl9h9/72vr2/QwGvIZLPGSnExTJtWsZkZ8eWlSjpJVdaihc8YAk8a57Nvv/Wlu/XqedK7Zs2oIxIRqVy6d/fEzoQJUUdStuuv9/d/1167sVyIiEiuKemUpJJ1nebO1SwnSV69enDyyd5B7rPPfFsIXtR38WIYOtSX82RTcbE/5sSJ6R8jPtOpdevMxCRSqHbbzZfOjh6dv8XFN2yAs8+GRYu8PtXuu0cdkYhI5ZPPdZ0+/tgbYbRvD1deGXU0IlKVKemUpJId7JR0klSVLij+yCPw3HM+C+q3v83+48eLiX/4YfrHmDLFCylvu21mYpLKycweNLOVZtYudn2wmS01s2NL3Ke3mU01s+fNbKtE2/JZjx6wYIF3tctHf/87vPKKJ55y8RojIlIVtW/vM9bzLem0Zo0vqzPzZXU1akQdkYhUZUo6JalVK3/hfvttbzuqpJOkolMnfw499ph3D/njH704/b335qYT3P77+3r+dOs6rVsHX3yhpXWSlJHAVyWuvwz8ku6MdT69DegKzMabSWy2LSeRVkDPnv41H5fYTZoEf/oT7Lkn/OMfUUcjIlJ5Va8OhxziJ/XyqbnEX//qs+uvugr22y/qaESkqlPSKUl16kDLlvDuu35dSSdJhZnPdlq6FLp08TcmI0Z4Z8RcqFPHE0bpJp2+/tprFijpJFsSQhgLLCtx/QM2diwFaAFUDyF8D3wCdEuwLa917uxLZ/Mt6fTzz3Dqqf6a88QTHqOIiGRP9+7eaOidd6KOxC1b5t3qWrWCq6+OOhoRESWdUtKmDaxd698r6SSpOuMMPyP23Xc+0+nww3P7+B07+nKgeWn0iIzXc1IRSsmARsCc2PezgcYJtuW1mjX9f3jCBFiyJOpoNrrzTvjqKxg82Jd9iIhIduVbXadhw+DHH72OkxpIiEg+UNIpBSVneSjpJKlq1MiLh3fq5NOecy1e1ymd2U7xpJNmOkkGBDaOPUXAhgTb8l6PHl6w+7XXoo7Effst3HCDFzrv2zfqaEREqobWrWGHHfIj6bR2Ldx1FzRp4rNeRUTygZJOKSg5y0NJJ0nH0KE+M6J27dw/dkWTTkVFPlVbpIIWAc1j3zcHFifYlvd69PCv+bLEbuBAX7p7881Qq1bU0YiIVA3VqkG3bjB5cvQzX596yme0X3yxZjmJSP5Q0ikFmukkhWzvvaF+/fSSTlOnelFifZCVDJgLrDKzRkAH4M0E2/LeTjtBu3bw6qtezyNK06bB/fd7ranjjos2FhGRqqZ7dwgBxo6NLoYQ4LbbvI7nhRdGF4eISGlKOqWgZUv/0N2wob+gixSSoiI48ECYONG70SVr5Ur45hvVc5ItM7MuZjYZOAB40syuiV0/GrjDzO4JIQSgH/AWsDPwVFnbovkJUtejB3z/PXz0UbRx9O/vS/1uuy03HTFFRGSjfKjrNG4cfPwxnH127hrViIgkQ0mnFFSv7oNKp05RRyKSnuJi+Okn+Pzz5Pf5/HM/e6Z6TrIlIYRxIYR2IYR6IYS9QgjXx643DCHsGkL4fex+r4QQWocQjveM/4wAABZkSURBVAshrEm0rRDkwxK7//wHXnkFTjvNGwaIiEhutWwJTZtGm3SKn3S47LLoYhARKYuSTikaNcovIoUonbpOKiIuklinTn5GOaqk07p1cPnlsNVWcOON0cQgIlLVmfmJ6S++gIULc//4M2b455NjjvEEmIhIPlHSKUVFRV4wUKQQxWdBpJJ0mjrVvyrpJLK5oiI48kiYNAkWLcr94z/0kNdzuvxyaNYs948vIiIuvsTurbdy/9h33OFf+/XL/WOLiGyJ0iciVUiTJl4EP9WZTnXqwK67Zi8ukUIWX2L3yiu5fdwVK+Avf4HGjeHKK3P72CIisqlu3fxrrpfYff89PPKI1+3s3Dm3jy0ikgwlnUSqmOJinxmxYkVy958yBVq31gw/kUSOPNKXVuR6id1f/wrffgtDhnhnShERiU6zZr60LddJp/vug1WrfJaTGkmISD5K+WOkueFmNsfMHopdH2xmS83s2C3sO8LMZprZZDO7LrbtQDP7zMzeNjP1WhDJsuJiLww+ceKW7/vdd7B4sZbWiZRnhx38/+q112Dt2tw85pw5XjS2bVs499zcPKaIiJTv0ENh1iy/5MLq1XD33Z7wOuGE3DymiEiq0pm70AZoDewKNIxdfxn4MMn9z4h1MxoUu34LcAbwPHBxGvGISArixcQ/TOI/VvWcRJLTowcsXw7jx+fm8a66yj9s3Hab15USEZHo5bqu0z//6ScH//hH77ItIpKP0kk6LQVqAwFYAKwMIXwAJFtCdWn8GzOrDnQCpgKfAN3SiEdEUtChg39ITaauU7xzXZs22Y1JpNDF6zq9/HL2H+vDD/2DRo8ecPjh2X88ERFJTteu/jUXS+xCgNtv9+XV552X/ccTEUlXykmnEMJ8YCIwEmgMpDqB9AEzG29mewDbAQtDCOuB2bHjiUgW1a3rSaRUkk6a6SRSvvbtvaB3tus6heB1O4qK4JZbsvtYIiKSmkaN/D3Tm2/663U2vf66z0g/7zxo0CC7jyUiUhHp1HRqDDQHJgB7AY1S2H0Q0BN4AxiIz5aKx1AEbEg1HhFJXXExLFgA8+aVf78pU7xeTWOlg0XKVa2azzyaNs3rLWXLM8/Ae+/B734H++yTvccREZH0dO8OCxfCl19m93Fuu83Hnksvze7jiIhUVDrL63oBr4UQhgJjgBOT3TGEMCuEsBx4Aa8JtQRoFFtm1xxYnEY8IpKieF2n8mY7bdjgH6A1y0kkOfEldtma7bR6NQwYAFtvDQMHZucxRESkYuJ1nbK5xG7qVG9eccIJ0Lx59h5HRCQT0kk6GdDa7JemnAkbNZvZrWZ2SOz7WmYWrz5xBDA1tqzuPWBfoAOQ4yajIlVTMkmnOXPgxx9Vz0kkWYcf7svespV0+sc/vCPS1Vf7Eg4REck/Xbr4DKRsJp1uv92/Xn559h5DRCRT0ulz8Dg+22kW8F+gn5lNBpoBh5jZESGE38fuuwcbl99VA04yszuAFWycITUAeBgvMH5sWj+FiKRk77298GR5SSfVcxJJTYMG0LkzvPEG/PwzbLVV5o793XcwZAi0aOFdikREJD9tsw3sv793sNuwwRNQmbRoETz+uI83HTtm9tgiItmQctIphLCKzZND7RLc95hS+51fxn0+BvZLNQ4RSV9RERx4ILz/PqxbV3abXSWdRFLXsyeMHeuXI4/M3HEHDYLly2HYsMwms0REJPO6d4ePPoLPPoN2ZX5KSt/QobBmjTeVEBEpBBnOvYtIoSguhp9+gs8/L/v2qVP9a+vWuYtJpNDF6zq9/HLmjjl9Otx3Hxx0EJyYdBVFEZHcMzfczOaY2UOx6xeY2edmNszMqsXul9S2QpWtuk4//QT33gu77w5HH53ZY4uIZEtBv6CLSPriU7ITLbGbMgV23RXq1ctdTCKFbp99oFkzTzplql12//6wfr3X8PilmqKISH5qA7TGGwY1xOu2DgDaAzsAnc2sbjLbch965vz611CjRuaTTo8+CkuWQN++PmtdRKQQKOkkUkWVV0x8zRpv9auldSKpMfPZTjNnwldfVfx4Y8bASy/BKadAp04VP56ISJYtBWoDAVgAHADMCSGsBj4BugEdk9xWsOrW9dfssWNh7drMHHPDBrjjDth2WzjnnMwcU0QkF5R0EqmimjSBXXYpO+k0fbrXelLSSSR1PXv614p2sVu1Ci67DGrVgptuqnhcIiLZFkKYD0wERgKNgR+BObGbZ8e2NUpyW0Hr3t27AE+alJnjvfwyzJgBF1zgSS0RkUKhpJNIFVZcDNOmwYoVm26P13NS0kkkdd26eaKoInWdQoALL/T/xWuu8a51IiL5zswaA82BCcBesc3xzxtFwAZ8FlQy2wpapus63XabL9m75JLMHE9EJFeUdBKpwoqL/cNt6bNw8c51bdrkPiaRQle3LnTt6ssqfvwxvWMMHeq1O3r1gquuymh4IiLZ1At4LYQwFBiDJ56ax25rDiwGFiW5raAVF0Pt2plJOk2a5GPKKafATjtV/HgiIrmkpJNIFZaortOUKX42bc89cx+TFDYze9DMVppZu9j1Kte1CLyu09q18MYbqe/7zju+rG6PPWDkSKhW8L8NEalCDGht9kvbg7XALma2FdABeBP4KMltBa1WLejcGd57D37+uWLHuv12/3r55RWPS0Qk1/RWVqQK69DBu5+UlXRq1coTTyIpGgl8BZBsh6LK1rUIPOkEqdd1mj8fTjjBP6w89xxss03mYxMRyaLHgQbALDx5NAy4ES8OPh8YH0JYlcy23Ieeed27e8Lp/ffTP8bcufDvf8Ohh8J++2UuNhGRXKkedQAiEp26dX0JXcmk0/Ll8N//wsEHRxeXFK4QwlgzWxa7+ks3IjOLdyMqSnLbuCjiz5SWLX2m4OjRvoT1l3P+5Vi9Go4/Hr791j9gtG6d/ThFRDIpljw6ttTm4bFLyfslta3Qlazr1LVr6vuHAIMGeXOXfv0yGpqISM5oppNIFVdcDAsWwLx5fl1FxCWDku1QVOm6FoHPdpo3b2ONtC354x89ATxgAJx4YnZjExGR7OvQAbbeOr26TmvWwFlnwfDhvkzvN7/JfHwiIrmgpJNIFVe6rpOKiEsGJduhqNJ1LYLUltg9+CA88AAcfjjceGN24xIRkdyoXh0OOcTfY6XSWGLZMk8yjRwJvXvDq6+qvp+IFC69fIlUcYmSTprpJBmQbIeiSte1CKBLF1/CuqWk0wcfwB/+AC1awL/+5XXWRESkcuje3ZfHvftucvefO9dnNr31Fvz+917fr27d7MYoIpJNSjqJVHF77w3168OHH/r1qVOhQQPYZZdo45JKIdkORZWuaxF4MfDDDoPx4+F//yv7PosXex2natXg2Wdhu+1yG6OIiGRXybpOWzJ5MnTqBNOmwc03w91360SEiBQ+JZ1EqriiIjjwQJg40c/ETZniS+uSKXwsUpKZdTGzycABwJPA5VThrkXgS+zWr4fXXtv8trVr4aSTvGPdsGHQvn3u4xMRkexq0wa2337LSaf//MebuHz/PTzxBPTvr/diIlI5qHudiNCxo78ZeuMNWLpU9ZwkPSGEcUC7Mm6qkl2LAI46yr+OHg0nn7zpbVdcAePGeQHx00/PfWwiIpJ91apBt27w9NM+63XbbTe/z/DhcMEFXnR89Gh1EBaRyiXlmU7mhpvZHDN7KHZ9sJktNbPSLVJL7lfNzG4ys+lm9raZbRPbPsLMZprZZDO7riI/jIikJ17X6cEH/avqOYlkxi67+P/TK6/AhhLl0R97DO66y+s+3XprdPGJiEj2de8OIcDYsZtuDwGuvRbOO8/Hi/feU8JJRCqfdJbXtQFaA7sCDWPXXwY+3MJ+9YCZQKvY1zNL3HZGCKFdCGFQGvGISAXFk04vvOBflXQSyZyePeG773wJK8Ann8D558POO8O//w01akQbn4iIZFdZdZ3WrIGzz4YhQ2D//WHCBGjVKpLwRESyKp2k01KgNt7iegGwMoTwAd59KKEQwvIQwrAQQgA+BRqVOqaIRKRJEz/DtnatX9fyOpHM6dHDv44eDUuWwHHH+aynZ56Bxo2jjU1ERLJvjz38REM86fTDDz42PPoo9OrlM6B23DHaGEVEsiXlpFMIYT4wERgJNAZmpfG4xXi3orgHzGy8me2RxrFEJAPis5122gkaNow2FpHK5KCDvCPkqFFw6qkwezYMHbrxf05ERCo3M5/tNG2az3rt3NnraF54ITz3HNStG3WEIiLZk05Np8ZAc2ACsBebzlhKZv89gP3wJXkAg4CewBvAwFTjEZHMiH8A1tI6kcyqXh2OPBI+/hhefx1+9zuv3yEiIlVHfIndr38NU6fC3/4G99zjY4SISGWWzvK6XsBrIYShwBjgxGR3NLMawCPA70II6wBCCLNCCMuBF/A6USISgXjSad99o41DpDLq2dO/durkBcRFRKRqiSedAP75TxgwwGdAiYhUdunk1g1obfbLy2T9hHc0uxUYFUKI92oYCIwLIbwXu70W0CWE8DpwBDA1jXhEJAM6d/Yzbscm7EEpIuk6+WRYvBjOPBNq1Yo6GhERybVmzeDJJ2HXXeHAA6OORkQkd9JJOj2Oz3aaBfwX6Gdmk4FmwCFmdkQI4fex++5BbPmdme0G/BmYbma/Ab4FjgFOMrM7gBWkMGtKRDLLDC66KOooRCqnWrWgf/+ooxARkSiddFLUEYiI5F7KSacQwiqg9FyIdgnue0yJ72dS9nK+81ONQURERERERERE8ls6NZ1ERERERERERETKpaSTiIiIiIiIiIhknJJOIiIiIiIiIiKScekUEs83NQG+/vrrqOMQEclbJV4ja0YZR5ZoHBAR2YJKPg6AxgIRkS2KYiywEEKuHisrzOxo4IWo4xARKRDHhBBejDqITNI4ICKSkko3DoDGAhGRFOVsLKgMSacGwCHAXGBNxOGIiOSrmsAuwNgQwg9RB5NJGgdERJJSaccB0FggIpKknI8FBZ90EhERERERERGR/KNC4iIiIiIiIiIiknFKOomIiIiIiIiISMYp6SQiIiIiIiIiIhmnpJOIiIiIiIiIiGSckk4iIiIiIiIiIpJxSjqJiIiIiIiIiEjGKekkIiIiIiIiIiIZp6STiIiIiIiIiIhknJJOIiIiIiIiIiKScUo6iYiIiIiIiIhIxlXJpJOZPWhmK82sXez6XWb2lZkNLHGfsrYNMrM5ZjbazGqWc/zeZjbVzJ43s63MrJOZTY5d5pjZPyOO7w9mNt/M+pbYdqCZfWZmb5tZwyzEttm2BMe/wMw+N7NhZlYttm2wmS01s2O3sG/OY4tt72NmIZ9iM7PjSjznFprZjRHHt9nfsPT/SYL9mprZ62Y228yuim0bFPtZB5W4X1LbEjxGWftu8vvIp9hi24eY2ezy9pXyVeA5P8g0Dmgc0DiQTnwaBzQO5J0KPO8HWZbHghzElvY4UMH4sjoWRBFXbPsWx4Eo4rMUxoIcxFbpxoEo44ttL4yxIIRQ5S7AIcBkoB3QAfgYqAG8CuyTYFsDYG5s251A7wTHNmAGsD3wd+DMUrf/Azgkqvhix98PGAH0LbHt7dj2vsC1GY5ts20Jjl0X+AaoBTwPdIltL47td2wWfm8Vja0a8BYwL99iK3H7c8DuUcVX1t+QLfyflNjvsNjzcmvge2B/YFLs9/4x0BzYNZltCY5f5v1K/j7K+Zmiiq1e7Hc5O5uvk5X9kuZzXuNA+rFpHNA4oHFA40DeXdJ83udkLMhmbLHjpz0OVCC+rI8FEcWV1DgQVXwlbi93LMhmbGX9/agE40DE8RXMWFAlZzqFEMYCy2JX9wQ+CSGsBSYARyTYtgrYgP9zzAdWJjh8C6B6COF74BOgW/wGM6uN/3OOizA+QgifArNLxFUd6ARMLR1zhmIra1tZOgJzQgirS8YRQvgAWJQopihjA3oD44F1eRgbZtYUWBtC+CbC+Mr6G7Ygwf9Jqf3GhBA+DSEsx99EdQA+DSFsAD4FusYuyWwrS5n3K/X7SPQzRRIb0Ad4przYZMs0DmgcyFRsaBzQOKBxoGDl81iQz+NABeLL+liQz+NAhPElNRZoHEh9HIgyPgpoLKiSSadS5gIdzKwesBfQpKxtIYQ1wIN41vgQ4L0Ex2sEzIl9PxtoXOK2E4E3QwhbnHqZxfjKsh2wMISwvoyYKxxbgm1lKe93l6pcxXYJcFeexgZwLvBCxPGlGvNmzKwB/jxtWMZ+ZR0r2eNX+DmXy9jMrAZwCjAy1TilXBoHNA5oHMhufKnGvBmNAxoHciCfx4J8HgeSji/BtrJkaizI53Egl/FB6mOBxoEUaSxITEknz0p/AryBnx1YUda22BrTrng2sSU+zQ0zu9U2rpPdCwhs/L0W4Wcb4o4APow4vrKUF3OFY0uwDTP7Z4nY6lcgjkhiM7NfAV+GEBbnW2wlHitrz7kU4itLqn/rvsCwBPsluw3zGgWTzeydNOOIOrYTgWdDCD+nEackpnFA44DGgezGVxaNA+nFpnEge/J5LMjncSDp+BJsy+ZYkM/jQE7iK/FYWXnOpRBbWSrTOJDr+ApqLKjySafgzg0hFAOLgfllbQN+jb+gDAfuBc6L7X9FCKFd7PIlPmWweezwzWP7x+0MLIw4vrIsARqZT6stHXOFY0sQLyGE35aIbQXl/+5SkqPYDgMONrP3gSZmNiKPYovL2nMuhfjKkvTf2swOwKct35xgv2S3EULoGovr4FTjyJPYugKnlnjO3ZRKvFI2jQOAxgGNA9mNrywaB9KLrSsaB7Iin8eCfB4HUokv12NBPo8DEfzesvKc0zgQWXxdKaSxIORBYakoLnihvHb4muc9ga2AKfi0trK2HQa8CVTHs5j3JziuAV/g0+D+AZxW4rYvge2jjK/E8QeyaeHAMfj608uBqzMc22bbEhy3Nl78bitgFPDrEreNYAsFZKOKLXb77HyLLbb/kiz+TyQVX1l/Q8r5Pym1T73YsfeLXd8FP5tShK9pbprstgTHT3i/+O+jnJ8nstiSfc7pkvHnvMaB9GPTOBBBbGgc0DigSzae9zkbC7IVW4njDyTNcSDN+HIyFkQRV+z2pP4ncx0fKYwF2YqtrL8flWAciDq+VJ53UV4iDyDnPzB0wavQ/4i/4F8HvA5MAy6M3adBGduqAQ/g6yg/BlqW8xhHxfZ9FqhZYvtSoFqU8QF1YsdfhGein49t7xB7Er8FNMhwbJttK+fn74O/+NyHvxC1jD3mUmAWcE++xFbqttlZ+JtWKDZ8TfHXWfyfSCq+RH9DEvyflNr3ulhck2OXi4G/xH7Wa0rcL6ltCR5jk/uV8fsoc/8oYkv2OadL1p7zGgc0Dmgc0DgQaWzJPud02fKlAs/7rI8F2Y6NCowDFYwvq2NBFHGVuq3c/8mo4iOJsSDbsSX6+1Hg40BU8aXyvMuHS/yJKCIiIiIiIiIikjFVvqaTiIiIiIiIiIhknpJOIiIiIiIiIiKScUo6iYiIiIiIiIhIxinpJCIiIiIiIiIiGaekk4iIiIiIiIiIZJySTiIiIiIiIiIiknFKOomIiIiIiIiISMYp6SQiIiIiIiIiIhmnpJOIiIiIiIiIiGSckk4iIiIiIiIiIpJxSjqJiIiIiIiIiEjGKekkIiIiIiIiIiIZ9/9MXu5VzP/lJwAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x720 with 9 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x720 with 9 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x720 with 9 Axes>"
],
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment