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Medium Web Scraping Selenium and price prediction with Prophet.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Medium Web Scraping Selenium and price prediction with Prophet.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyOjGC6sGcr4gbg2jSp3rIeL",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Guidosalimbeni/e3e255a13c3927d626e053be0f10ca3b/medium-web-scraping-selenium-and-price-prediction-with-prophet.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xV9jmXHZypAz",
"outputId": "6403842b-e888-4eef-efe7-03fb636df7e9"
},
"source": [
"!pip install selenium\r\n",
"!apt-get update \r\n",
"!apt install chromium-chromedriver\r\n",
"\r\n",
"from selenium import webdriver\r\n",
"chrome_options = webdriver.ChromeOptions()\r\n",
"chrome_options.add_argument('--headless')\r\n",
"chrome_options.add_argument('--no-sandbox')\r\n",
"chrome_options.add_argument('--disable-dev-shm-usage')\r\n",
"wd = webdriver.Chrome('chromedriver',chrome_options=chrome_options)\r\n",
"driver =webdriver.Chrome('chromedriver',chrome_options=chrome_options)"
],
"execution_count": 167,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: selenium in /usr/local/lib/python3.6/dist-packages (3.141.0)\n",
"Requirement already satisfied: urllib3 in /usr/local/lib/python3.6/dist-packages (from selenium) (1.24.3)\n",
"Hit:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n",
"Ign:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease\n",
"Ign:3 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease\n",
"Hit:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Release\n",
"Hit:5 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
"Hit:6 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release\n",
"Hit:7 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n",
"Hit:8 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
"Hit:9 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
"Hit:11 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n",
"Hit:12 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
"Hit:13 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
"Reading package lists... Done\n",
"Reading package lists... Done\n",
"Building dependency tree \n",
"Reading state information... Done\n",
"chromium-chromedriver is already the newest version (87.0.4280.66-0ubuntu0.18.04.1).\n",
"0 upgraded, 0 newly installed, 0 to remove and 45 not upgraded.\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:10: DeprecationWarning:\n",
"\n",
"use options instead of chrome_options\n",
"\n",
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:11: DeprecationWarning:\n",
"\n",
"use options instead of chrome_options\n",
"\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "iMYo4MoPgukf"
},
"source": [
"\r\n",
"url = \"https://www.macrotrends.net/assets/php/chart_iframe_comp.php?id=2535&url=coffee-prices-historical-chart-data\"\r\n",
"driver.get(url)\r\n",
"\r\n",
"\r\n",
"script = driver.find_element_by_xpath(\"//html/body/script[2]\") \r\n",
"htmlCode = driver.execute_script(\"return arguments[0].innerHTML;\", script)\r\n",
"import json\r\n",
"\r\n",
"\r\n",
"start = htmlCode.index('[')\r\n",
"end = htmlCode.index('];')\r\n",
"js_obj = json.loads(htmlCode[start:end+1])"
],
"execution_count": 168,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yNa8vZ2bhY2L"
},
"source": [
"import pandas as pd\r\n",
"\r\n",
"df = pd.DataFrame(js_obj)[[\"date\", \"close\"]]\r\n",
"df = df.rename(columns = {\"date\" : \"Date\" , \"close\" : \"price\"})\r\n",
"df[\"Date\"] = pd.to_datetime(df[\"Date\"])\r\n",
"df[\"price\"] = df[\"price\"].astype(float)\r\n"
],
"execution_count": 169,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_0EsqqZjriBr",
"outputId": "4b138b04-6f02-4d87-8235-9212020efe24"
},
"source": [
"!pip install pytrends"
],
"execution_count": 170,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: pytrends in /usr/local/lib/python3.6/dist-packages (4.7.3)\n",
"Requirement already satisfied: pandas>=0.25 in /usr/local/lib/python3.6/dist-packages (from pytrends) (1.1.5)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from pytrends) (2.23.0)\n",
"Requirement already satisfied: lxml in /usr/local/lib/python3.6/dist-packages (from pytrends) (4.2.6)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25->pytrends) (2018.9)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25->pytrends) (2.8.1)\n",
"Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25->pytrends) (1.19.5)\n",
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (1.24.3)\n",
"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (2.10)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (2020.12.5)\n",
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (3.0.4)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas>=0.25->pytrends) (1.15.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FdNNhVvotXaG",
"outputId": "cc7eab7b-3c4d-4a2b-d893-421a33756764"
},
"source": [
"from pytrends.request import TrendReq\r\n",
"import numpy as np # Import Numpy for data statistical analysis \r\n",
"import matplotlib.pyplot as plt\r\n",
"import random\r\n",
"import seaborn as sns\r\n",
"from fbprophet import Prophet\r\n",
"\r\n",
"# Only need to run this once, the rest of requests will use the same session.\r\n",
"pytrend = TrendReq()\r\n",
"\r\n",
"# Create payload and capture API tokens. Only needed for interest_over_time(), interest_by_region() & related_queries()\r\n",
"pytrend.build_payload(kw_list=[\"coffee\"])\r\n",
"\r\n",
"# Interest Over Time\r\n",
"df_cont = pytrend.interest_over_time()\r\n",
"df_cont.shape"
],
"execution_count": 171,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(261, 2)"
]
},
"metadata": {
"tags": []
},
"execution_count": 171
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zSWgA7ivt86A"
},
"source": [
"df_cont[\"Date\"] = df_cont.index\r\n",
"df_cont = df_cont.reset_index()\r\n",
"df_cont = df_cont[[\"Date\", \"coffee\"]]\r\n",
"df_cont[\"Date\"] = pd.to_datetime(df_cont[\"Date\"])\r\n",
"df_cont[\"coffee\"] = df_cont[\"coffee\"].astype(float)"
],
"execution_count": 172,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 609
},
"id": "Z5k4MApsvBYo",
"outputId": "d21812cd-4914-4bfe-99e4-c5daf38e565f"
},
"source": [
"df_cont = df_cont.sort_values(\"Date\")\r\n",
"\r\n",
"\r\n",
"start_date = '01-01-2016'\r\n",
"end_date = '31-12-2020'\r\n",
"\r\n",
"mask = (df_cont['Date'] > start_date) & (df_cont['Date'] <= end_date)\r\n",
"\r\n",
"df_cont = df_cont.loc[mask]\r\n",
"\r\n",
"\r\n",
"\r\n",
"plt.figure(figsize=(20,10))\r\n",
"plt.plot(df_cont['Date'], df_cont['coffee'])"
],
"execution_count": 173,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fa77e238e10>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 173
},
{
"output_type": "display_data",
"data": {
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CFZ4/QM8IhAAAAAAEzp0MYkIInZi23XFCSKr1CFWYEAJ6RiAEAAAAIHCUSqMby1bHY+elWo8QK2NA7wiEAAAAAASuXF8Zo1QanVi2rVh095WxqskpY0CvCIQAAAAABK5YdVfGmPBAe+Yup4xJUjxmsDIGeEAgBAAAACBw7qoYE0LoxHYcRXdZGYvTIQR4QiAEAAAAIFCO4zQmhMp0CKED09p9QigRjajKKWNAzwiEAAAAAASqYtly6tUvRQIhdGA7XQIhSqUBTwiEAAAAAASqVLXb/h5o1rVDiJUxwBMCIQAAAACBaj5qnmPn0YllO4rtGggZnDIGeEAgBAAAACBQzSEQK2PoxOoyIZSIRZkQAjwgEAIAAAAQKHdNLJOIqszK2MD+6RPP6/f/8uWgL8N3XQOhqEGHEOABgRAAAACAQLlTQZOZBBNCPvjmC9f11eeXgr4M33ULhOLRiCqcMgb0LBb0BQAAAAA42NyVsWwmrtWVSsBXE375snlLBmu1QKjzTEM8yiljgBcEQgAAAAACVWwKhEpVS47jyDA6T4Jgd/myqbJpq2LaSsRunaUQs0updO3YeUqlgV7dOn87AAAAAAilciMQSsh2RDHwAEzLVqlqy3GkxbVi0JfjK8t2FNklKOTYecAbAiEAAAAAgXJLpScz8ZY/w7vN8taq2PzqrRcI7TohFDXoEAI8IBACAAAAEKjGylg6IWlrYgje5Stm4/cLt1og5DiKdCmVpkMI6B2BEAAAAIBANZdKS7olC5H3S760FQjN526xQKinDiECIaBXBEIAAAAAArW1MpZo+TO8y5dv3Qkh07K7HjtftRw5DsXSQC8IhAAAAAAEyp0Imki7HUJMCPVrsx4IxaOG5lcLAV+Nv2xHuwZC7olqFEsDvSEQAgAAABCoctVSMhZRJhGVxMrYINwJoTunR7Vwi62Mmba968pYPFp7GUfPA70hEAIAAAAQqGLVUioeVTJeC4SYEOqfGwjdc3RMS2slWfatE47YtnYtlU5Ea7e3VU4aA3pCIAQAAAAgUKWqpXQ8qjSB0MDcUumTx8Zk2o6urZcCviL/dJ0Qqq+MUSwN9IZACAAAAECgSlVbqXhEqXik8Wf0x+0QOnl0TJJumbUxx3G6dgjF6xNCZSaEgJ4QCAEAAAAIlLsylmJCaGD5iqlkLKITUxlJumWKpd3Vt6jRw8oYE0JATwiEAAAAAASqVA+E3JUxSqX7ly+ZGk3GdDyblnTrHD1vuoFQtPspY5RKA70hEAIAAAAQqHJjZcydEGLCo1+bZVMjyZgyiZgOjyRumZUx2+k+IRRnQgjwhEAIAAAAQKCK9VLpZMztEGJCqF/5sqXRZEySNDuZ1vytNiHUw7HzdAgBvSEQAgAAABAod2UsEjGUjEUIhAaQL1e3AqFs+pZZGbPqa2C7nTJGhxDgDYEQAAAAgEC5pdKSlIpHCYQGsFm2NJKsfS1ns2kt5IpynPB36lhO9wmhBMfOA54QCAEAAAAIVO3Y+VqIkY5H6RAaQL5sajQVlyTNTaZVNm2t5CsBX9XgGqeMRTrfwtIhBHgTC/oCAAAAABxs5aqlVLx2M5+KR4bilLHvvryi08fGNTmSCPpSPMmXTY26E0KTtaPnF3JFTY8lg7ysgW0FQp1fxw2EKnQIwYNCxdSjT82rsu10ur/9rtuUSdzakcmt/dkBAAAAGHpuqbQ0HCtjpmXrE3/4A/3dD9ytX//g3YFei1ebZbOlQ0iS5lcLeuC2bJCXNbBeJoQSsdo62fYbe2A3f/y91/U/ffHKjsc/et8MgRAAAAAA7BXTsmXaTkuHUNATQmXTVtVylCtUA70OryzbUaFiaaTplDFJt0SxtHvK2O6l0rXnUJUJIfTIcRw9+tSC7r8tqz/6r97V8rKx5K0fl9z6nyEAAACAoVWq37w3r4yVA+4QcieU8uVwBUKbFVOSGhNCE+m4xlIxLeTCHwi5E0KR3Y6dr08I0SGEXl1aXNcL1zb0zx56mybS8aAvZ99RKg0AAAAgMMVKLXxpWRkzg58QkmondoXJZrk1EJJunaPnrR4mhBodQgRC6NH5CwuKRw195L7jQV9KIAiEAAAAAATGncZJNp0y5oZEQdmaEDIDvQ6v8qXa9Y40BUJzk+lba0LI6CEQYmUMPTAtW194+qo+cOpI6Mrj/UIgBAAAACAwbviSGsIJodAFQh0mhOZXi3KccBct9zIhlIy5x86H+3PF/vjWSytayZf1yJm5oC8lMARCAAAAAAJTqvcFba2MRRqPBcUNqTbDGgilmieEMsqXTa0Xw/W5bGfatedENNp9QogOIfTi/IUFZTNxvf/UdNCXEhgCIQAAAACBcaeBtkqloyoFvDLmTghtlMIVorgB1kjTUdnuSWPzuUIg1+QXuz7hFN1lZSwaMRQxWBlDd+ulqr76/JI+et9xJWPRoC8nMARCAAAAAAIzjKXSjQmhSrgCoXy9BHss1boyJoX/6HnT6r4yJtWmhJgQQjdffnZJZdPWubOzQV9KoAiEAAAAAARme4dQOh5V1XJkBnhTv3XKmBmq7p18qSqptVS6MSEU8kDI7RCKdgmEErEIp4yhq0cvzOuOqRE9cFs26EsJVKz7qwAAAADA3ijVw5etlbFI4/HRaDD/fu2GVFXLUdm0G2FVUP7yx8t66Xpen3zPHbu+3mZ92mokuXW9h0cSSsUjoT9pzHJ6DISiEVbGAvDs/Jr+6sVl/dr77wr6UnbYKFX1W48/1+jYchzp+6/e1H/zs/fI2GUF8SBgQggAAABAYNy+oOZTxqStUCYI5aZAIehiacdx9M///JJ+72s/7jqtlC+bSkQjLZ0ohmHo6HhK1zfKe32pe8rscUJoLBVTrlDdj0tCky88vaDf/coLQxnGPX5xQY8/fVULuZIW10paWi/pJ05M6pd/4ragLy1wTAgBAAAACMxWqfQQBUJNH3uzbOnwaGCXouevruvH1/KSpPWiqYlMvOPr5ktmy3SQK5tJKFeo7Nk17ge7x0BodjKt+ZBPQ4WRO31zY7OsmYl0wFfT6vzFBZ06NqYv/cZ7g76UocOEEAAAAIDAFId8QmijHOy0yfkLC43fdzspbLNstvQHuSYz8dBPzfQ6ITSXzYS+QDuM3EBoecgm0V5ZzuviG7kDXx7dCYEQAAAAgMCUqvUOoVik5Vf38WCuqXVCKChVy9YTzyzoLYczkrqfFLZRNjXaJhDKpuNaDfmEkFsqHYvsfgs7O5nWSr4caKB4ELmrlSv54QqEHru4oIghPfQAgVA7BEIAAAAAAlMyLcWjhmL1Aul0ojYhVBySCaF8gBNC33pxWSv5in7tfbWi3m4nhW12CoQyidBPCG2dMrb7681ma+tKV1kb21fDOCFk244eu7ig99w9raPjqaAvZygRCAEAAAAITLFitZziNQwrY80fOx/ghND5CwuazMT18JlZpePRrieFbZZNjabarYwllC+bqob4OPatQKj7hJDUPTyDv9zvk5X88Eyi/fC1m5pfLercGaaDOiEQAgAAABCYsrktEIq5gVBw4cUwnDK2Vqzqq5eu6WP3H1ciFtHsZLqnlbG2HUIjtSLqME8JNQKhLseEz9UDoW7hGfzlTtIN04TQ+QsLGklE9XNvOxr0pQwtAiEAAAAAgSlVbaXiW7cl6UTt90GujJWqVmP1Kl8KJhD60rOLqpi2zp2dk1RbheppQiixMxCaSLuB0PBMb3jVCISiuwdCx8ZTikYMiqX3mdu1tTwkHUKlqqUvPruoX3jHjDJtvidQQyAEAAAAIDDFiqV004RQMhb8yljZtHVoJCFpqxtlv52/uKC3To/ovrkJSbVVqO6BkNVxZUyScsXwTgiZjVLp3QOhWDSiY+MpJoT2mft9sjIkE0Jfu3RNG2WTdbEuCIQAAAAABKa0bWXMLZUuBzwhlElElUlEAwmE3rxZ0A9evamPn52TUV+RmptM6+ZmRYVK++uxbUf5jsfO1wKh1c0QTwg5tUAo0mVlTFJP63XwT8W0VamvWQ7LhND5C/M6PpHST771cNCXMtQIhAAAAAAEplixGr1B0lapdNCnjCVjEY0kY3vSIfT9V27oo//m2x3DnSeeuSpJeuiB443H3NOzOgUdhfrXazQZ3fGybOYW6BCqF2J3mxCSpLlsWvOrhb2+JNS53yPRiDEUE0LXN0r6qxdX9PCZWUV6eL4cZARCAAAAAAJTMm2lEs2l0rVblCBLpUtVS8l4VKPJ2J5MCD31xqqeXVjTpavrbV9+8Y2c7joyqrnJTOMxtyx5vsMqlNt1NJqM73iZGwithrlDqDYg1NMN/uxkWkvrpVCfqhYm7vfI3GRa6yUz0HVPSXri6auybEfnzrIu1g2BEAAAAIDAlKtWIwSSah0w8agReIdQMhbZs0DIndS5vNg+ELq8uK7TM+Mtj81ma+FQpwkh9zpH2kwIjSZjikWMUHcIWXbvE0Kz2bRsR1paK+31ZUFbz70Th0ckSTcCXk187OKC7pub0F1HxgK9jjAgEAIAAAAQmGK1tUNIqh09H+wpY7ZS8ahGktE9WRlzu3wuLW7seNlasaqFXFGnjrXezB4ZSyoeNTTfIRByr3OsTam0YRjKZhKhPmXMLZWO9rIyVp+solh6f7jPvTumaoFQkGtjV5bW9fzVdcqke0QgBAAAACAwpWrrKWOSlIxHA10ZK5tWfUIornzZ/2DKndRpNyH0wlItJLp324RQJGLo+C5HzzcmhDocsT2ZiWt1M7wTQraHQGh2cve+JfhrozEhVAvilgMMhB67sKBYxNBH7z/e/ZWh9n9bAAAAAMA+qE3jtP47dToRCXZlrD4hFIsYypf9D1HcSZ0XljZk2U5LyOGGRNtXxqTaKtRCh7LkrZWx9rd42Uw81B1CjQmhHk4Zm5lISVLHaSr4y50QOuFOCAV00phlO3r86QW97+S0Do8mA7mGsGFCCAAAAEBgilWrpVRaqq2MBdshZDWdMub/dawWqjKM2uf+xs3WgOfy4romM3EdHd95Qzu7y4TQbitjkpTNJLQW4g4h23ZkGL2VSqfiUU2PJbWQ46Sx/eA+995S7xAKakLouy+v6Np6WefOzgXy8cOIQAgAAABAIGzbUcW0W46dl2o39EEGQm6H0Ggq1ji9y0+5QlVvPz4haefamFsobbSZhJmbzOjaelllc+fXptuE0OQtMCHUS6G0a26yc3gGf23Uv0cOjSQ0nooFNiF0/sKCxlIxfeDUkUA+fhgRCAEAAAAIRKkebGwvlU7Hgy6VrncIJWKqWLYqpn99Ro7jKFeo6CdOHFI0YrQEQpbt6IVrG23XxaStbpzF3M7Ts9xAaLRjIJTQaqEqx3EG/RQCsX21rpvaeh2B0H5wp+hGElFNjSW1HEAgtFk29eXnlvSR+47v+PsEnREIAQAAAAiEWxyd3tYhlIxHAiuVNi1bpu00JoQk+XrSWL5syrQdHR1P6q1TIy2B0KsrmypV7c6BULZeltxm8iVfMhWLGErG2t/iTWTiqph2oEHbICzb6ak/yDU7mdbVXKlRRo29s1kxlYpHFItGND2a1MrG/k+iffm5JRWrlj5+ltPFvCAQAgAAABAIdy1sx7HzAa6MlevTQG6HkLQ1feOHXKHW4zOZSej0zLguNx09f2WpFg5tP3LeNbfL6VmbZVMjyVjbVTP34zV//LAxPU4IzWXTqlh2INMqw+r6RmlPJsQ2SqZGk3FJCmxC6PzFed1+KKN3vmVy3z92mBEIAQAAAAhEsUMglB6CQCgVjzbWr/YiEMpm4jo1M6aFXFFrha1j6GMRQ3cfHW37tscmUooY0nybk8byZavjuphU6xCSFNoeIdvxGAhN1o5A56SxmpV8We/57b/Ql55b8v19b5ZNjSZr38O1CaH9DYRyhYq++/INPfzA8Y6BKNojEAIAAAAQiM4TQsGtjLnXlIxF9iQQcgOZyZFEYzXscn0y6PLihu6cHlUy1r4DJR6N6Nh4SvPtVsbK1V0DoewtMSHU++2r27dEsXTN/GpRFcvWlW0l5n7Il83GeuX0WFIbZXNfA91Li+tyHOnBE4f27WPeKgiEAAAAAATCDX1S2zqE0vFoo3B6vzVPCO3FypgbCGXTcd3rBkKL641fT8+0XxdzzbhO654AACAASURBVE62L0veLFsaSXYu082GfELIsrydMtboW2JCSJIaUzvtwsRB5cumRhL1QGg0KWl/j5531y47dW+hMwIhAAAAAIFwpwjSbTqEipVgAqHmCaGxPSiV3loZS+jIWFKHRhK6srihXKGixbVS15va2Wz749Q3yqZGU/GObxf2DiHL48rYSDKmbCauhdzO9bqDyO312YuArLYyVvtemRqrPc/28+j5y4vrmhpNanosuW8f81ZBIAQAAAAgEJ1WxpLxqMqmHcgJUW0nhEp70yFkGIZOz4zp8tJ6z1MOs5NpLa2VZFqtK3XNPS7tuBNCubBOCHkslZZqJdx0CNW4E0J7sULXsjI2mpK03xNC3Sfr0B6BEAAAAIBA7FYqLW2FM/uppUMosTcrY2PJmOLR2q3Y6WPjemFpQ89fXav9uUsgNDeZkWk7urbthrt5SqOdZCyqTCKq1bBOCPURCM1m26/XHUTuhNBimzBxUO4Jd1LzhND+BI9Vy9aL1/Ksi/WJQAgAAABAINwOoZ0rY5H6y/d/baxx7Hw82ujk2Sz7dx25QkUTma3VrtMz4yqbtr747GJPay+dunHypa2b8k6y6Xh4O4T6CoQyWsgV9+So9bBxV7isNmHioPJlU2P1597hkf3tEHpleVMVy2ZCqE8EQgAAAAACsbUy1npb4k4MBVEs3XxNsWhEqXhE+bJ/UzWrhWqjz0eSTtVvZC+8kevppnbr9KytbhzHcbRZ2X1CSKr1Fq2FdELItG1PpdJS7WtVqFih7U3y08pGpRGo+Tk1ZVq2SlW7EUYmYhFlM/F96xC6Uj+hjwmh/hAIAQAAAAhEYz2rw8pYEMXSjQmh+tHvo8m48n5OCBWrjT4fSbrryGgj6OjlprbdhFCxasl21DUQmhwJ84SQFDG8dwhJokdItZWxk0drgaOfRdvu9FzzdNrUaHLfJoQuLa4rEY3ozunRffl4txoCIQAAAACB6HzKmLsyFlyHkHsNo8morx1CuUKlZUIoGYvqriO1m9leJoRS8aimRpMtIYdbet11ZSyTCO20jGXbikW9dwhJ/gYgYbWyUdb9t01IkuZv+heQbdSn58aannvTo8l9mxC6vLihu46MNjq54A1fNQAAAAy1UtXSYxfnZQVw4hT2VqlqK2JI8W03+skAV8a2TwiNJGO+Hju/ullpmRCStiaDel17mZ1sPXreDay6royFuUPIYULoqddv6uXlvOe3K1UtbZRNzU1mNDWa8PWksbYTQmP7GQitsy42AAIhAAAADLXP/eAN/f0/eUZffm4p6EuBz4pVS+l4VMa2G313YqgUxMrYjgmhmG8TQqZla71kKts0ISRJP33PtE4czvS89nLn9IieXVhTpR5e9RoITWYSWitWZYcwXLX66BCaSMc1lorptRube3RV++sf/Psf6dOff8bz27nrW9OjydrJaz4GQu5zzy1gdz/OfqyMreTLWt4oUyg9AAIhAAAADLXzFxYkSY9dnA/4SuC3UtXaceS8FGyp9M4OoVhjJWtQ6/X3M7ltQujhM7P65n/7/p7XXj5633HlClV984XrkppvyrutjMVlO9KGT5/PfjIt76eMGYah08fGdWVxY4+uan+tbJT1zJs5z1NC7pHz02PJ2nSZjxNT7nNvLNU8IZTQZsVSobK3z7PLi7VC6XuZEOobgRAAAACG1ovXNvTswpqOjif1zReWdWOf1hCwP4odAqHGhFBAHULNa2yjqZg2fbqxdde1JrdNCHn13runNDWaaISl7tpO8015O+7HDePamO14D4SkWi/TlaWNUE5FNatatjbq4cvjFxc8ve1KfVpnqj4hNJ8r+vb12GwTRk6PJusfd2+fZ24gdIpAqG8EQgAAABha5y8uKBox9K9++QGZtqM/feZq0JcEH5Wr9o4j56Wtda2gThlLxrbW2EZ8nBDK1YOYiW0TQl7FohE99MCsvnHlmnKFivL1Yt9eJoSkcAZCpt1fIHRqZlz5shn6HqG14lYZ+PkLC54CnZV87f/39FgtEKqYtlY2/QnX3e+N0W0dQtLWZNJeubK4oaPjSR0aGSxgPcgIhAAAADCUbNvR4xcX9FN3T+ndd03pbcfHdd7jv4xjuA3jyljtmrZuk/zsEFrdrN3UDzohJEmPnJlV1XL0pz9aVL5R7Lvza9nM7S7KFcN30pjVZyDkFg5fqk+ThJUbJn7w1BEt5Ir6wWs3e35bt8/n8GhCc5MZSfJtbaxdf5U7IbTXPUKXKJQeGIEQAAAAhtL3XrmhxbWSzp2dkySdOzunH82v6aXrt0YfCDqvjLmPBTIhVLUb/UFS7Ua3bNqqWoOvr7lBzPYOoX687fi4Th4d02MX5htrO2PJ3d+v+3FzIZwQsmzHc6m0JJ08OqaIsbVeFFarhdpz55cevE0jiageu9B7OL6SLyubiSsejWi2fvKaX8XSbVfG6hNCe3nSWMW09fJynkBoQARCAAAAGEqPXljQWDKmn733qCTpY/cfVzRiNHpTEH6l+ilj27kTOm7B834qma0TQu6Nrh9Hz7tBzPZTxvphGIbOnZ3VhTdyenZhTRFDbdfvmjU6hDYPzoRQOhHViamR0AdCuXogdDyb0i+8Y0Z//uyiStXeAtPljXJjaqcRCPk4IZSMRVoK0d0Vrr2cEHrpel5VyyEQGhCBEAAAAIZOoWLqy88t6sPvmGlMi0yPJfVTd0/psYve+jMwvEodOoQS0YgMQz3f8Ppp+4TQWD0Q8mNtbLVQUcTYep+DevjMrCKG9JXnljSSjDV6jzoZT8dlGAdrZUyqrY1dWQr3ZGFzIfm5s7PKl0199dK1nt52JV/WVD0QGk/FNZaK+daplC+bLetikhSPRnRoJLGnE0JbJ4xx5PwgCIQAAAAwdL76/DVtViydOzvb8vi5s3NaXCvpe6/cCOjK4KdOHUKGYSgdjwayMtZ5Qmjwa8kVqspmEor0GWxsd3Q8pXffNSXTdnoKmaIRQ+OpeGhXxqKR/m5f750Z1xs3C9oohS8Ic21Nl8X1k3cc1vGJlB67MN/T2y7ny401Lkmam8z4ujLWrsx8anTvA6FkLKITh0f27GMcBARCAAAAGDqPXpjX3GRaP3HiUMvjP3vvUY0lY3qUtbFbQqdASKr1CAVRKr19QsgtanZP8hpELRAavD+omRuadjthzDWZiTf6aMLEtB1F+8zRTh2rTZG8EOIpodVCVbGIodFkTJGIoYfPzOqvXlzR9Y1S17dd2diaEJKk2Wza15Wx7RNCUm2icy9Xxi4vrevksTHFokQag+CrB8AX66Wq/tH5Z33ZrwcAHGzX10v6zksreuTM7I5JilQ8qg+/Y0Zffm4xkOkR+Ku47USvZqlYRKVqMB1CyaZrGku5K2ODP99WCxVfThhr9vNvO6ZMIqrRVG+BUDaTOHATQm7PzH73CD352k398z+/JMfpbcX18YsL+twP3mj7MjdMdNcCz52dlWU7+tU//KF+5TPf16985vv6xB/+QD/cdvpYoWJqs2JpamzreTc3mdZCrrjrdV1fL+k3H/1R179nOwVCU6PJPT12/srihk4foz9oUARCAHzx1Our+twP3tCP5teCvhQAQMg9u7Am25Hed/JI25e/5+4pbVYsvXGzsM9XBr+VqnbbUmlJSiWiKg5Bh5A7eZMv+dEhVFU27e+EUCYR0z/8+ZP6eP00vm4mM/FGQXGY9HvKmCTNTKQ0kY7r0uL+Tgj9L19/Uf/Ht17VMz38fFy1bP2Pf3ZJf/jtV9u+PFeotJSR33VkTJ/4m29RMh5RvmwqXzb1vVdu6PM/fLPl7VY2auHf9LYJoXzZ1NouXVJfem5J/98P3+x6vH2+bLYNI0/PjOvNm0W9fmNz17fvx2bZ1I3Nik5MsS42KH/azAAceKX6vx74cSQrAOBgc8tObzuUbvty9wSbME45YIvjOPW+ng6BUCyqcgCB0PYOoVEfTxlbK1R07x6civSr776j59fNZhJ68Xre92vYa5bj9N29ZBiGTs+M7euE0OJaUd95eUWSdP7CvB64Lbvr6//lC8u6uVmR3WFqpzZd1hom/g8Pvb3lz7/yme/r8lLr5+hO6Uy1dAjV/m6dXy12PPHO/VpdXlzXT98z3fG6N8uWRqZ2xgofu/+4fufLV/TYxQX9vZ+5p+Pb98PtJmruRUJ/mBAC4IsCgRAAwCcLuaISsYimRtr/sD9Rn7AIYw8KtpRNW46jjoFQOhENZGVs+4TQqK+njFV33NTvt+wBnBCSahMrLyxtyNqnEwofv3hVjiOduT2rJ565qoq5+3P5/MVaQXSuUG37um4h+W5Oz4zrx9fyMpt+Hnd7fFomhNyj53cplm4OhHZTWxnb+T18PJvW37rzsB67uNDzylyvCIT8QyAEwBfuSDeBEABgUAurRc1m0x2nASaZELollOthT+dS6UgwK2MdThkbNBAqVS0Vq1bj+RuUyUxC+bLZNaAYNqZl933svFQLS4rV/Vk1dRxH5y/M651vmdSvf+Bu5QpVffOF6x1ff61Q1dcvX28Ujt/Y3Nm9k+th3fD0zJgqpq1XVrbWtNqFJ7PZeiDUoVjash29cK22Xtc1ECq17xCSpHNn5vT6jYIuvLG66/vwyg25pkaD/V66FRAIAfCFWzhXDtkPFwCA4TOfKzZuWNpxJyyYEAo39wSxzqXSUZWCWBnbNiEUj0aUjEUGXhlzp3ImfO4Q8sr9/tmtP2YY2Y4GCoTu3cdi6eevruvF63mdOzur9949panRhM7vcjLinz+7qIpp6+/8zROStnp/mq0WKl3DxHbl2W54cqjpbQ+NJJSKRxrrudu9urKpUtXW8YmUXl7e7Ph9aNmOilWr4wl3H3r7MaXjUd9PhVzO13uRmBAaGIEQAF9sTQjtzxguAODWtbBaaHRctJOOR5WIRZQrMiEUZu4/Jg1dqbS58+Sz0WRs4Akh9/nq9yljXk1kwjlhZ9r2QCtjdx0ZVTRi7Esg9OiFeSWiEX3kHccVi0b0sftn9Y0r1zp+zc9fmNddR0b1/pO1rp7lfOtR8sWKpbJpNyaIOnnr1KjiUUOXm8qzV/JlHRpJKN50PLthGJqbzGgh135ayv0aPXymdpLZSx06pzYrte+JThNCI8mYPvT2Y/qzZ676Gu4ub5RlGNKhgL+XbgUEQgB8wcoYAMAPpaqllXxl1wkhwzCUTceV2wzXhANabU0I7VYqvb8/V1i2o6rltEwISbUb20EDodX68zXoDqGwTtjZtvoulZZqz7O3To3seSBUtWw98fRVffD0EU3Uv9bnzs6qajn60x8t7nj9129s6snXV3Xu7Kym6j0/2yeEVgu9hYmJWER3HWktz17Jl9uuVs1m0x07hK4srSsWMfTR+49Lki51+Jq5J+91CoSk2ue+XjL1H690XpnzaiVf1qFMQrEoccagBvoKGobx9w3DeN4wjOcMw/icYRgpwzDuMAzj+4ZhvGQYxp8YhkFsBxwARUqlAQA+cG9QZneZEJJqN0arIZtwQCv3Z4eOK2PxyL6vjJU7rLGNJmM+rIzVnq/dioH3mhsqhO37Z9AJIam2UnV5j4+e/9aLy7qxWdG5s3ONx952fFwnj47psQvzO17/sYsLMgzp4QdmGytQ7slgLnfdsFuHkKQdp6ktb5TbrlbNTqY7dghdXtzQndOjuufomFLxiK50+Jq53xOdVsYk6W/dOaWj48ldV+a8WunwOcG7vgMhwzBmJf26pAcdx3m7pKik/0zS70j6Pcdx7pK0KumTflwogOHm/lAXtoJCAMBwcW9QdpsQksJ7UhK2lLqUSqfj+78y5l5TMrYzENooDTgh5N7UD8EpY1KtyDgsHMeR7UgRY/BAaCFX3NPP/dELCzo0kmg5qt0wDJ07O6sLb+T0alPhc618ekF/687DOp5NKxWPaiwZa/T+uLyEiffOjOv6Rlk36qHSSr7SmDxqNptNa7VQbRt0Xl5c1+mZMUUjhk4eG+84VbVRf9vRVOdAKBox9PADs/rmC9cb1zSo5Xy57ecE7wadsYpJShuGEZOUkbQo6QOS/kP95Z+V9PCAHwNACBTqP7BVmBACAAzALTntZUKIDqFw67oyFq+VSvt9ZPVuyh2uaTQVa/Sl9GtYOoSyIZwQco+KH3xCaEySdHlpb9bG1opVfe3SNX30vhkltoWKDz0wK8NQy5TQU6+v6o2bBT1yZmuaaHos2TgZzOWGiZMjvUwIucXStame5Y324clch6Pnc4WKFtdKjfdz78yYLi+tt/0+dMOk3VbGJOnc2TmZtqM/feZq1+vvxUqeCSG/7P5/bheO4ywYhvEvJb0hqSjpq5KekpRzHMf923Je0uzAVwlg6DVWxkxKpQEA/VvIFRSNGDo2ntr19bKZeOg6UNBqvX7KVadS6UwyKtuR7vrHX5IbA9x1ZFR/9nffs2fdIY0JoW0rYyPJmDZXBptWyhWqSsYiSifaf777ZSRRK2X/7S9f0e9+5YW2rxOLGvp3/8U79f6TRzy//6ffzOnTn39aj//auzWe8mcayqwHQtHoYIFQ80ljP/nWwwNf13Zfu3RNFdPWI03rYq5jEym9564p/ev/+JL+t2++LEmyHEfpeFQfevuxxutNjSZ3TAj12iEktZ40dub2rIpVq2144gZCr65s6p6jY43H3b4g9/2cnhnX537wppbWS5qZaA3qGytjid1jhZPHxnTvzLi+8MxV/eq77+j6OezGcZx6yEUzjR/6DoQMw5iU9JCkOyTlJP17SR/y8PafkvQpSbr99tv7vQwAQ6JEqTQAwAcLq0UdG091veHPZhLKFSpyHEfGgGskCMY3Ll9XNhPXW6dH2r78kTOzKlVtWXbtZ4ultbIevTCvb7+0ovf1EVT0ojEhtK1UejQZHXxlbLMS+LqYVFtf+t1fvE8/vta5S+cz335V3/rxSl+B0PdfuaFXljf1+kpB75ibGORSG+z6dEp0wO/16bGkDo0kOnbiDOrNm7VTu95+fLzty3/rI/fqiaevytHWP6DeP5dtmbCZGkvohaXW61urh6cTPXQIHRpJ6Oh4UpcX1xvBUrsJobcdn9BYKqavPLekn3/bViDlThadqk9TnTq2FTBtD4Tc74mxXVbGXO+9e0r/13dek2nZAwW6mxVLparNyphP+g6EJP2MpFcdx1mWJMMwzkt6t6SsYRix+pTQnKS27VGO4/yBpD+QpAcffJCRAiDkCvUxalbGAACDWMgVu66LSbWTkqqWo0LF2rXQFMNpo1TVVy8t6RffObfjRC/XzERan/7Zexp/rpi2vnHlms5fWNizQKjThJAfpdKrhWrg62Kuhx7YfYnj2y/d6Ps0LncFyc+VzsaE0IArY4Zh1EqX93BlbDwV6xh43HN0TP/g50/u+j6mR5P6Tv5Gy2OrmxWl49GO65XbnTo2rstLG43Vs3YTQql4VP/JO2b0xDNX9c/KZuPv0cuL65oaTejIWG1K0w2GLi9u6AOnjra8j15KpV2nZ8ZVsWy9sm0iySs35GJlzB+DzFq+IeknDcPIGLV/lvmgpEuS/kLSL9Zf5xOSvjDYJQIIg2L9ByhKpQEAg1hYLWquS6G0tFWMG6YeFGz50nNLKlXtlpOYuknEIvrofcf1leeXtFHam3XBcrX9hNBIMqZi1ZI5wD98rRWHY0KoF7v1xnTjFsP7udJpWf4EQpJ0+ti4XljaGOj/ZSerhcrAp8hNjSa1Vqw2ptVq77eqSQ/PndMz43rp+oaurpXq77P9NZ07O6dCxdJXnl9qPFYrlN6acBpPxTU3mW579PxmvTJiJNk9qGpeZRuEG3IxIeSPvgMhx3G+r1p59AVJz9bf1x9I+u8kfdowjJckHZb0GR+uE8CQK9YnhFgZAwD0q2rZWlovNbotduPedHHSWDidvzCvO6ZGdOa2rKe3O3d2VmXT1peeW+r+yn0omZ0nhKStG+B+DNOEUDenZ8aVK1S1tF7y/LaNCSEfw1rL8adUWqp9bmXT1ms3Nru/skdeg5t23MmXG/mtr1/OY9B0emZMVcvR91+pTRpNdwhPHnzLpG47lNZjF2tLPaZl68Vr+ZZAqPb+xnWlTZCzUTKViEY6Tvk1e+v0iBLRSNtgyYsVJoR8NVAbm+M4/8RxnFOO47zdcZxfcRyn7DjOK47jvMtxnLscx/klx3H8OVsOwFAr0iEEABjQ0lpJttP9hDFpq1yVCaHwmV8t6Huv3NQjZ2Y99z89cFtWd0yN6HzTSU1+cieEtt/gNgKhAdbGajf14ZgQau6N8cJxnMaEkJ9hrdVYGRu8TNwNOy7tQY+Q1+CmHXfypblYetXjc8ctz/6rF5dlGLVeoXYiEUOPPDCrb7+0oqW1kl5Z2VTFshunsblOz4zr1ZXNRmeoa7Ns9jQdJEnxaER3HRltdBT1a5kJIV/tTT0/gAOnUP8XM1bGAAD9ahw5n810fV33X+GZEAqfLzxdO3r6kTPeDyM2DEPnzszqe6/c1Pxqwe9La0wIpdqcMiZJ+T4DIcdxlCtUBw4L9ktzb4wX60VTG/WvkZ9h7VYgNPj7uuvIqOJRY+DVpXZyPkwITdUnX5qPns8VvU2X3TE1okQsojdvFnUok9i1xPmRs3NyHOkLTy80vibbJ4TunRmT7WhH2XW+bGq0h0Jp1+mZ8cFXxjbKiuwScsEbAiEAvtg6ZYyOeABAf9xVk14mhCYagRATQmHiOI4evTCvd91xSLcd6h78tfNwPUh6/GLbs2sG0nFCKDVYIJQvmzJtZ+CwYL+4vTFeb97nc1sh3bBOCCViEd05PbongZAfHULuKlTzhFAtTOz9uROLRnSyXtzcbbXqjqkRnb09q0cvzOvS4roS0drXp1mn/p982ex65Hzr+xnT8ka5Jezyajlf1qGRpC99UiAQAuCDqmU3giBOGQMA9Mud+DieTXV93WzaXRljQihMfjS/pleWN3Wuj+kg122HMnrXHYd0/uJCX6XHu+naIdRnIOSGI2GZEJL6m+Zw18XiUcPXCSHTxwkhye3E8XdlzLRsbZTMgdcCD9cnX9zQxLYd5QoVz/1T7tpXL6tV587O6cfX8vqzZxbrE1StX+jbJjMaSUR3PB82y2ZPR8673FW2Qb72yxuVjiXZ8I5ACMDAik37xHQIAQD6tbBa1JGxZE8FpYlYRKPJGB1CIXP+wrwSsYg+fN/MQO/n42dn9crypp6ZX/Ppymoap4zF23cI5Uv9BULu8zSbDseEkNS5N2Y37pTfPUfHhnZCSKqFJUvrJa1u+vf3R65Y+3wHLQ5PxaMaT8W0Ui+V3iiZsh15DprcHqhewpOP3DejRDSihVyxsS7YLBIxdPLY2I4VwnzTcfW98OOkseV8mUJpHxEIARhYqenEDTqEAAC9mF8tyLZbpzsWcsWe1sVc2Uxca0wIhUbFtPXEM1f1c/ce1XhqsGDkF94xo2QsMlC59Eq+rEKlNeApux1CHUqln7u6ph++dlM/fO2mnnkzt+M53IkbjkyGqPfk9LH2vTG7mV8tKhWvrRz5esqY7d8pY9JgwcSbN9t3V21NgQ0e+k2NJRsrY7liPUz0PCFU+xx7CU+ymYQ+cOqIpK0pnnbv7/LSestUntdAaHIkoWPjqYECoZWNcsdT0+AdgRCAgRUqTAgBAHp3I1/W+//lN/VHf/1ay+MLuaJms94CISaEwuPCG6taLVT1sfuPD/y+xlNxffD0EX31+Wt9vb1p2frYv/m2/ucvXml5vFy1ZBi1ladm2Uxc0Yihf/sXL+uXfv+v9Uu//9d66N9+R1+9tNTTx3Ofp2HpEJL6C00WVmvfw5OZuK/rnG4gFPF4Kl0nWyeNeQsmvvjsot77L/5CLy/nd7zMDcD8WAucGk02TtNyv45enzv3zowrGYvo9sMjPb3+L//EnKTaSX7tvO34hDZKpl68vvW5b5ZNjXkIhKRaYXm/R887jqMVJoR8RSAEYGDNK2MVSqUBAF28dmNTVcvRnzy5Nd1h246u5oqam+y9aHgyk6BDKESW1kqSpDuPjHZ5zd6cOjaupfWSp5Um17dfWtHVtZJeu7HZ8njJtJWKRWVsCx7GUnF98dffqz/+5N/QH3/yb+h//5V3SpKu5ko9fbwwdgjdfqjWG3PFw4RQbcovo4lMQuulaiPIGZTfE0JTo0lNjyU9n6L2Jz98U5L0RpspoX6Dm3amx5Ja2XADof6CpolMXF//9E/rP33wtp5e/wOnjurrn/5pPXjiUNuX/8y9RxQxWsvc8yVvE0JSLYx7eTnf11bBRtlU2bQ5ct5HBEIABuYGQvGooSorYwCALtzj5S8vrjemD65vlFW1HI8rYwmtFQmEwsJdgfHrX/fn6s+Vq/XeGi/OX1houSZXuWrtKJR2nTw2pvfcPaX33D2lnzl9VIbR+yl37k39RIg6hNzeGC/THAu5ouYmaxNCjiOt+/T9adq1ny/9PFnKa2n29fWSvvXisqSdzxupeQps8NBvumlCaGvyyPtz57ZDGSVivd/y37VLWHtkLKWfumdaj19ckG07sm1HmxWrr0Coajl66frOKatu3JBsaiw8weqwIxACMLBifWVsIh3nlDEAQFdu8WwsYuix+r82L9SPq57zsjKWZmUsTFbyZSViEc8rJp2464ULHgOhjVK1serlFve6SlV7R39QO9GIoYl072tRuUJVY8nYjtObhp0bmvRymluhYurmZqW+MuaeAujP96ftuKXSPgZCx8b00vV8z3UHTzxzVe7AU7tj09d87BCaHktqo2SqVLW2+qeGYLrs3Nk5XV0r6Xuv3tBmvX/L6/fzvfXS6n56hBqh8mj3kyjRm3D9jQRgKLmB0Hg6TocQAKCrhdWiJjNxve/kET12cUGmZTemhrxMCE1m4lor+reWgr21XC+D3b6O1S/3ueIedd6rLz23pFLV1nvumtLNzXLL86dsdp4Q2q62sthb4JErVJQdCc90kOvUzLg2SmZPoZv7/2FuxeEj6QAAIABJREFUMq2Jeiji10qnafm7MibVwq6KZbftA2rn0QsLuv+2rEaTsY4TQrGI0SggH4R7MthKvqzVQlWGMRzTZT9371GNJmM6f2FBm+Xaz/9eJ4ROHB5RMhbpKxByA1wmhPxDIARgYIXq1oQQK2MAgG7c08Q+fnZWyxtlfeflG40bTm+l0glf11Kwt5bzZU35WAZ7bDylaMTwPCF0/sK87pga0c/ee1S2I91sOnq81wkhqfZzT68ri6uF6lBMeHi1Nc3RvWtnvul72P1c/TppzKpPCEV8DoQk6UoPn9ulq7X11o+fna31++R3fl6rhaqymbgvgafbkbOSryhXqGg8Ffd1OqpfqXhUH37HMX3p2cXGlNRoylsgFItGdPLYmKduKtfyRq2zi1PG/EMgBGBg7rHz46k4pdIAgK7mV4uay2b0gdNHNJ6K6bEL85qvTw15O8K49i/mOQKhUFj2+bjoWDSiY+OpxnRZL+ZXC/reKzf1yJnZRpdR87SHtwmh3lcWc4XKUEx4eHXymBuadJ/mWGia8nOLlXM+TQj5XSotSW+dHlEi2tukymMX5xWLGPrIfcc1NZpoBBPNcoWKb6Xhzc9NN2gaFufOzmmzYunRC7VDAUaTvQWozU4dG+t5FbHZSr6iaMQIZbg6rAiEAAys2DQhVDG9n/QBADg4HMepHU09mVYyFtVH7z+uLz+/pB8vbXhaF5OkbNrfnhLsrZV8RdM+r3rMTqY9rYx94emrkqRHzsw2TWFsBUJeJoQmMwmtbvbYIVQM54TQaDKmtxzO6PJS99BkfrWoeNTQkbFUIxjx63vTtP2fEIpHI7r76GjX0mzTsvX401f1/lNHdGgkoanR9hNCuULVlxPGJLU8N/0MmvzwrhOHNJtN6z88VQuERhLeV+ROz4zrxmal7erdblbyZR0aSfj6PDjoCIQADKzQ6BCKqcqEEABgF6uFqopVq7Eadu7snEpVW0++vuppXUzaKm/1ay0Fe8eyHd3cLPt+XPRcNt3zypjjOHr0wrzedcch3XYo05jCaA6EvEwIeTnlbnWz4ltYsN9OHxvvaWVsIVfUzERa0YihsWRMEcO/CSF7DyaEJLc0e/fP7Tsv39DyRlkfPzsrqX4kfJtS6dVCRRNpf4Kbw/UOoeWNsq9Bkx8iEUOPnJnVRqlWKu11ZUzaWtfzcoKd5P+UIQiEAPjAnRAaS1EqDQDY3cK28uizt2d14nCm9lg24+l9NU4y6nFKA8G5uVmR7fh35LxrdjKtpfWSzB5+/vjR/JpeWd7UuTO1G/uppptuV6lqK9njhFA2E1e+bKrSpT/RtGytl8yhmvLw4vTMuF67salC/VSpThZWC41QNxIxlM0klCv6OyHkd4/O6ZlxreTLu06qnL8wr4l0XO8/dURSbXonV6ju+P/uZ3CTjEU1kY7XS6UrQzdd9kg9HJPUV4n26foqYi9BY7MVn3vIQCAEwAfFiql0PKpkLCLTdhr/igPcyhbXivrq80t9v/3FN1b13MKaj1cEhMP8av14+XogZBiGHjkz1/JYrxrFtXQIDT13osL3CaHJtCzb0eLazk6XC2+s6n/9+ouN/37ny1eUiEX04ftmJNVuZFPxSN8TQo2enC6hhztFNEw9MF6cmhmT46hrCbBbFu/KZuK+nTJm7VUgdGz3I9DzZVNfeX5JH7lvphEUuqHmjc3WEGm1UNHkiH/BzdRoor4yVh26/qk7p0d1/21ZSf0FQhOZuGazac8njTEh5D8CIQADK1YtpRNRxaO1v1IqTAnhAPjsd1/Xp/6fp/TGjUJfb/9bX3hO//0XnvP5qoDh5673zDVNA/3ig3M6PpHS2bdMenpfYyl3LYWVsWHnTmD4PiFUfx61Wxv7p088r9/7+o8b/3335Rv6xXfOaTxVu7k2DENTo8kdE0K9dghlGydp7R56uIHlsE159Ork0Vpo8tL1zsezl01L1zfKLaHuZCbh3ylje7Qy9rbjE4pFDH3npZW2L//Ss4sqVW2dOzvXeMwNNVufN5bKpu1rcDM9ltTVXEn5sjmUz51PvucOvXV6RON9fs6nZ8Y8BUKO42glX+HIeZ95j/MAYJtixVY6HlWiHghVLVupuPcTB4Awub5e+9foxy4u6Dd+5m7Pb39tvazNsinbdihHxIEyv1rUaDKm8fTWj6Gz2bS++48+6Pl9RSKGJtK9n/SE4OzVhJA7kbK9WNq0bF1Z2tAn33OH/vGHTzce3/737fYjxMum7WFCqMdAqP78DOuE0PFsWoax82vcbDFXkuOopQcsm463ndzqhxsIRXw40r3ZRCau952c1uNPL+gffujUjgmk8xcWdOJwRmdvzzYec1cNmyfL3L+D/AxupkaT+ssXlmvvd2T4njsfu/+4Pnb/8b7f/tSxcf3FC8sqVa2e7hvWi6Yqls2EkM+YEAIwsGLVVDoRVSLmBkKsjOHWt1z/QfD8xXnPx6batqObmxUVKpbeuNnfhBEQVgu5omazaRk+3djVphBYGRt27jSFezPtl5mJlKSdE0Kv3dhUxbR178y4IhGj8d92/z97bx7kyH1feb4EkLiBAqqAqkKh+mDz6Krm2S1alEaXaUkUubIkdkvj8TGzsh32zDhmNtaWZ+z17Ib3ig3vEetrYu2xZ3Ysee21V7a6ddDWfVKiDlPVbFLsqmazm30AjeoCqoDCjUQe+0fil7gSQOJIAIX6fiIUYuMuIBPI38v3fa/VIVSpSn04hNRFei9BkmVcTaPLwwh2mwVLPmfX8G52XfPImPHQ7V7UHUKjX76ePb2Ku9kKvnttt+nyeKaE717fxbkzq03fV42V8Iz6Zzxah1CuouY2HdT8qW6sR/yQZKWr86wRdtw1apfhYYcEIYIghqYkSHA3jIxRsDRxGEjlBditFtzcLWLjVqav+6aLgnZw2+/8PEEcdGLpUt/18t2Yc/MkCB0AUvkKnLxloLyRbjh5K8I+h5ZNxbhcC6tlbUadUCvEG0Z/+moZM9ZylzngGUKAKvS0vseNMPdQ4yho0D06956WIWQdvaP23euL8DltOL8Ra7r80xfjAICzp6NNl9cr4et/W90FNlqHECMwZRlCo2A9oo4iGm0aM8tleNghQYggiKEpCqrVk6/9SPdq2yCIWSCZq+CpB5fg5C1tB5E979uw+CBBiDhsxNPFvsOjuxF022lk7ACQzKmV86NyhjWyGmyvnt9MZMFbOdy36O1637DPgb2iAFGSIckKqpJi2CGktdwZHhk7uC6PaKD9PW4klinBwgHLNccWAAQ9dhQFCRVRGvr5tZYxE7YfJ2/FTz4Swed/tI1CzZGjKArOb8Tw5uPzODLvbru9z2lrcgiZIfo1OmEOqrusG8cWPHDxVsPHQWblkB12SBAiCGJoylVJzRCyUag0cTiQZAV7hQruCXnw9IPLeO7lRF8HvKlcffF6uc/KVYI4yOTKVWTLYlPOyLAEyCF0IEjlBdMWctGAqy3fZjORxb1hr3Zs0omw1w5FAfYKgvY9btQhpLqjuZ7bX7oowGrh4Hce3PjWaNCFRKasOXVaiaWLWPI7m95vFrA8iv1TUsxpGWOcO7OKUlXCF36ktoe+HNvHtWQB585EdW8f9jqaTu6YkSHUmJVzkN1lnbBaOJxcNh4sTQ4hcyBBiCCIoSnWRsbsNDJGHBL2CgJkRT0oOXdmFfulKr6+tWP4/sm8GrL5UNRPDiHiUKGXMzIso2wyIswjla+YtpCLBl24kylDbhArNhPZnuNiQEMeTL6CSlU9fnH2EJEYHMchYGD7SxerCLh4U9xR42I16IIoK9jJ6YdEx9OlNqHXaOi2EaTasaVZgtDjx4I4Mu/ChdqY2PmNGOw2C555OKJ7+5DXgVSjQ6g4eodQ4/4yyjr7aWI94sdmImcoizGZq8Bq4WZyfG6SkCBEEMTQlGoOIS1DSKRQaWK2aTxL9bb7Qlj0OfCpjbjx+9ccQu+4P4x4pjSy0E2CmHZiezVBaJQOIRePgiDRuPKUk8xVTHMIrQZcECRZc2zsFQTczVa0jJJuNFaIlzWHkPGmVCM5OfvFKuYOuMOD7bOxDk1j8Ux7NljQYOi2EVhfiVmCEMdxOHt6Fd+5lsLtvSI+93IC7z211LFGPuxrcQgVBLh460hbdtn+YrNw8Nhns713PeLDfqlqqI1OFZXt1Mw6YkgQIghiaMpVCS67Fbw2Mjb8rDhBTDOphqYLq4XDs6ej+PrWDvYKxg56k/kK7DYL3nx8HgCwRS4h4pDAHEKrQXePWxon4GEuBHIJTSuiJGOvKJjmEGLbExMrmPOyH4dQKi/UHUIGR8YA1BxCvUfGDnoGDMv90queFyUZ2/vlNqE34B7dvinJ6mdjM1EMOHc6CkUBfv2Tl7BXEPDhDuNigNqWl2rJEBr1WNdCrZEv4LYfaHdZN9g+asQtzXLIiNFCghBBEENTFJhDiIVKk0OImG1a65PPnYlClBU89/IdQ/dP5SoIex3agdDWNuUIEYeDeKYEh80y0urxuguBnHbTyl5BgKKoeT1mwJwpTHDsRxDSdQgZDJUGVIdab0GoOtI68kmwEmh+jxu5m6tAlJU2obfewjb8vqmFSpsoCB0PefCmY0H84MYeQl473nF/uONtwz4HsmVRy53KFIWRh4bzVguCbv7AbzvdWFtWXXxGjoPMzCE7zJAgRBDEUCiKoo6M2a1w2ChDiDgcNDqEAGBt2Y/1iB9/8JWr+Cd/8l3tf3/41au690/mKwj5HFjyOxB085QjRMwkv/P5TbzweqrpMpYzMsqz3cERuhBmgeevJvHvO3z3TIpk3tx2IOZMiWsOoRzCPochN4HHYYOLtyLVmCHUh0PISMudGWLBuHHbbZj32HVHxtj73j4yZqyFzQjyGAQhoF4x/4FHV7QoBD1aq+fNEv1CXseBd5d1w+fkcWTeZah63swcssMMCUIEQQxFRZShKFBHxihUmjgkJHMVOGwWeB31xphff+8DuH+pXm98a6+Ij79wo+P9w17VAq4GKpIgRMwWVUnGn3zzOv7PL7/WdHlMJ2dkWFjGBzmEVD598Q7+5FvXJ/0ymqi7Ks1ZzHkcNgTcPOKZIgDjgdKMsM+BVL6CcnUAh5BHdQh1C8XN1EKlDzqrQRdi6WLb5a/v5AEA9yx4mi5nJwtHIdaaWTvfyIceW8HZ01H84tvu6Xo7TRCqbdtmjQX+wtvuwc88cWTkjztNrC8bOw5KFwXMz2i49iQ5uN2HBEFMBSVBPXhqDJWmYE9i1mG25UaXw3tOLeE9p5a0f//RN17H//6FKygKItx2W9v9Tx8NAFBHGv7y+zchyYrpZz4JYlywPK0f3kzj5m4Bx2oLxXi6iFMN+8koCFKGUBOZooB8RZyq7xTmojBz3EMVK0qoSjJe38njHQ+EDN835LUjmaugIg7mEBIkGaWq1PZdD6g5i6WqNBMtUdGAC1futo/2bCay8DpsWs5QI0YcVEaQZQUcB9MDhX1OHr/3Tx7reTutna4mCJkVHP6zTxwd+WNOG+sRP76yeRclQZ040KMiSihXZfidJF+MGnIIEQQxFKXa2TR3g0NIIIcQMeMYCTZsHWFgSLKCvUL9/usRP8pVGW+kCua8WIKYAMmGsNXztQa+clVCKi+MtGEMoAyhVtjiO18WJ/xK6jQ2M5pFNOBCPF3CtWQegiRjfXlMDqEeDjUz6sgnRTTgwp1Mqc0NtbWdxdqyT1esCbh7ZywZQZQVUwOl+yWkhZFXoCgKMqWDnxM1KdYjPsgKdMVGRq72feZz0ns8akgQIghiKIo1h5CTb8wQolBpYrYxMsfOzpTGWgI49woCZKV+dpHVItPYGDFLsMyYeY8d5y/GoCiKFkY76pExF2+F3WpBpkQOIaAuQGTL0yOQJXMVuHgrPA7zzu5HA27EM6W+AqUZIa9jYIcQywZKd2iZZALdLOTARIMulKsydhv+VkVRsJXIdXy/RyUISbICyxQ1bbFg/GSugmxZdeTNwmc8CYw0jTFByO8ih9CoIUGIIIihYGfTGkfGKEOImHVS+UrP0YdoQG1baXUItWZp3Lfohc3CkSBEzBRsO//oW4/j9l4JL95M14NnA6OrnAcAjuPURWdhegSQSZIpqe/Dfml63g8j35nDEg26UBQkvPD6LuxWC06EPb3vVCPscyBdrCJfURed/TiEgj2atDSH0ExkCKn7bmOwdCxdQq4idhSERjUyJk2ZQ8hhs8LvtCGVr2jjqgc9OHxSHAm64bFbux4HZWvfZ35yCI0cEoQIghgK5hBy220NtfMkCBGziyipZ0d71Scv+hzgrVxbI0vr6ITDZsW9YS8JQsRMwbbzf/qWo3DxVpzfiGn7gl7OyLCMatF50JFlRVuc5qZoZEwdszV3scy2q69t7eD+JW/XhqhW2PfxnZqLzTGAQ6iTQ22WxAK9UejLmiPLp3ufgNs+knFOUVZMzw/ql5DPgVRemCnRbxJYLBzWIn5sJTqPjDHHI42MjR4ShAiCGAqWIeSyW8BT7TxxCNgrClCU3uGoFguHlYBLG5NhtFbWA+qB9NZ25wMhgjhoJHMVeB02LHgdeOahZTz3cgLXk3nYLByW/M6RP1/AzWvOmMNMriyiVsY0VSNjY3EI1cSK3YLQ17gYUBeEmNAxiEOok+jBLg96Dv5Clo17sjY3QB3z4Tjg5HInQYjHfkno2sJmBFmZLocQAIRro4baWOAMfMaTYj3iw+Z2tuN2QiNj5kGCEEEQQ1FvGbPBTqHSxCGgn/pkNeS0uaK3fv/62eL1iB+J/TK1JBEzQyovaNv4uTOryJVF/O1GDMtzTlOar9ScEtp/Gl1S2SkSyIwE8Q9Lo/OsX0GIiVXMxTZIhlDmEGQIzbl4+By2JofQZiKL4wse3YY1QBXMqpKCQu14cVBEWYHVMl1L11AtjLweHH7wP+NJsR7xI1cW21zVDBoZM4/p2qsIgjhwlKqqYu9qaBmrihQqTcwu/dQnRzs4hJy8Bd6GcFW2eLlMY2PEjJDMlbV95K33LmDZ70SmWB15wxgjOKKxlINOo0tqWkbGqpKMdLFqukNozsXDU6us7jS+1ImwlwlCRXActBNcRrDbLPDYrR0davulKhw2C5y8cdfRNBMNupoW7ZuJXNf3u1fotlEkSUEfH8tYaHMIkSA0MGvL3YOl6y1j5BAaNVO2WxEEcdAoCaobyG23wmrhYLVwNDJGzDSpfhxCQRd2chVUxPqZUXamnGtoS6k3bNDYGDEbqA4hdR+xWjg8ezoKoB5KO2oCbjsyxeHHUg46TQ6hKRkZ26sJAWY7hDiO07avfirnASDkUxfy29kyHDZL0/ezEQJdMqzSBWGmhILVYP1ER74i4tZesev7zXJ1hg05lxQFtilzCIV9DuQqIrazZQCAn8SKgVlb9oHjOh8HZctVWDjA08GJRgzOdO1VBEEcOIqCqtizM1+8laORMWKmYXXaIQNnu1eDbigKkMiUtctSeaHtTHnY50DIa8cWOYSIGaE1M+bcGSYImeMQmveoYymdmp7+9FvX8OE/fsGU554mGsfmzHAIVUQJ7/3db+Ivv3/T8H36GbMdliPzLkTmnAh6+hNg3HYbPHYrZKW//CBGt2r1dLGKgHt2xlzUUWhVELqyzQKlOwtC7LNoFMw++eJtPP373+pLwJVkBVOmB2ljsdd28vA7bbBNm4XpAOFx2HBs3o0rd/WPg7KlKrwO29QFi88CtNUSBDEUjbXzAMBbLdQyRsw0qVwFLt6qjSZ0Q2tkaRgb65SlcXzBg1t7xbbLCeKgIYgyMsVq03b+wJIPf/xzZ/BzbzlqynM+cc8CAOCLr263XSfJCv7zt2/ghzfT2K0JurNKuqCKEk7eYkqG0Ne3dnB1J48/+84Nw4v5pE6Qvln8xtNr+IOfPj3Qfdnr6yc/iNGt5W6/NFsOoWjQhVxFxH6piss1N8f6ShdBqCV0W1EU/N/Pv4Gt7VxfuUJq7fx0LV3ZNnN1J9+3CEm0E5lzaQJyK7myCD+1uJnCdO1VBEEcOEpVCTYLB3utYcxhs9DIGDHTJPMVhHx2QyMFzA3RGMCZyusLQo02fII4yOwW9B0hzzwcwaJv9A1jAPDI6hzuDXtw/mK87brvXd/VRjpmfSwzU6qC41R3ohkjY+c31Pf39Z08XonvG7oPW+CFx+AQemDJhzffMz/Qfdn2OkjWT8DNY/+QOITYWF4sXcRmIgu/04aVuc77tRa6XRPMLieyuHJX3Q/7ES0lWTElkH4Y2DZza69IgdIjIODmO2bBZctVCpQ2CRKECIIYiqIgae4gQHUIkSBEzDKpfMXwwmZ5zgkLB8RqQo8oydgrto+MAepZ18R+GSLtP8QBRxMAxuAIYXAch3NnVvGDN/Zwu8Vp96mNmPY7tbU922OZmaIAv5NHwMWPfGRsryDg61d28I/ftAq7zaKJQ71IaWO2071gZot7h63/5ZG6kNV3CGWKwkyJBZrzNV3CZiKLtYi/6wmSuZqrg43UNW43/WyjoizD2me2k9mw7zhFqWclEYPDsuD0yJZECpQ2CRKECIIYinJVgsveLAjRyBgxy/RTn8xbLVj2OxGrVc/vFQQoChD2ti8OogE3JFnB3Q52aYI4KGgCgM52biYsuPpCg0uoKIj4wo+28ezpFSz6HDPf5JcuVhF08/C7+JE7hJ57+Q6qkoJfeNs9eO/6Ej576Y6hE0DJXAUeu7VjLfm0UB8Z698hFHTbsV+qQpabx+gURc21Cs6QQyhac77eTpdwZTuHU13ygwD1d9DnsCFdFCBKMj7zUhzztfGqfrZRScbUOYQWPPVjgVn6jCdFsJbFpTeOmi1XaWTMJEgQIghiKIpCqyDEoSod7pYXYrbRC4XuRjRYD+DslqUR1RkvI4iDyCQcQoDqXHjriQWc34hpC4ovvrqNoiDh3JlVrEf8sz8yVnOj+Jy2kTuEzm/Esbbsw6kVP86ejmKvIOCbV5I975fKC4ZC+CfNcA4hO2SlXeDIV0SIsjJTI2MLHjucvAXfvZZCUZC6Vs4zAh51of/81RRSeQE/8+YjAPodGZOnThCy2yyaA2qWXGCTIuDmIcoK8pX2765cWaSRMZMgQYggiKEotYyM2W1WahkjZpaqJCNdFPpqy4kG6tlA3dp26gHUFCxNHGxS+fHUjOtx9kwUN3aL2LiVAaCKGEfmXXj8WBDrET9e38nNtIs1U8ur8Tv5kYZKX0vm8dLtjNYW966TYcx77Dh/Mdbzvqmc8THbSTKMQyjQMhbFYP+eJbGA4zhEAy48fzUFoHvDGIOFbp+/GEfAzeNDj6nbUT+ipaRMn0MIqG83sxQcPinqeVPt313ZcpVGxkyCBCGCIIai1DIyZrdylCFEzCzayFefDqHtWjYQWyjr3V8vgJogDiLJXAU+h22ghfWwPPPQMpy8BRcuxrC9X8a3X0/h7OlVcByH9YgPVUnBtWR+7K9rXKSLaqOV32VDtiz2VevdjQsbcVg4aAt53mrBBx9dwVc2dzqGKTOSHYL0pw024jiIQyjoYU1azfkn7N+zJhZEg25URBkWTg3y7sWci8ftvSK+9Oo2PvjoyoAjYzJsUygIse1mllxgk4LtJ637kVxzDdHImDmQIEQQxFC0OoQoQ4iYZbo5fDoRDbgh1rKBut3fyVsR8toRI0GIOOAk85Wxj4sxfE4e73twGZ+7lMDfvHgbigKcq2ULMSfD5gznCDGHkM/JQ5IVlKrGa707IcsKLlyM4+33h7Hkr7dJnTsThSDK+LtXEl3vn5rg9tAP7DU6BmoZ03c2sMakWcuXYY7WE2GvIeE36LbjWrKAiijj7Omo5vTox8UmSgosUygIhWvNiSQIDQ/bT1r3o1xFhKIAfnIImQIJQgRBDEWpKsFtp5Yx4nBQzwAyfra30fmTylfg4q3wOPQPahrHywjioJLqI3jdDM6ejmK/VMW///rrOHM0gOMhDwDgRMgDu80ys4KQIMrIV0TVIVTL2siWhs8R+sGNPcQzJXy4Ni7GeDg6h/sWvTi/0XlsTBBlZIrVA+IQGjxDiDkbMqVmZwNrTJo1sYD9rhkZFwPqC/0TIQ8eOxKAw2aFw2bpa2RMVpSpdgjNmgtsErD9pNUhlKs5yShDyBxIECIIYihKgtR0dshus0CgUGliRkmxsFyvs8ct62hh0ZlizzPljQHUBDEsVUnGrd3xZ1JN0iEEAG+/L4SwzwFBlHHuzKp2uc1qwQNLXmxttwdLZ4qC1o6mRzJX6TreEs+UUB6BG2cY9kssr4aH31VzYIygaez8RgweuxVPnVpuupzjOJw9HcWLN9O4uVvQve9uYTIB44MwigyhdGH2M4SAukPISKA0UP/7z52JahX1/TbhibJCGUIzTienHRO22fcaMVpIECIIYih0HUI0MkbMKFpYbh8OIS0sOl2qVdZ3vu9q0I14pjSy3A/icPPpi3G8+3e/oY0qjotUj+3cbGxWCz7yplW4eCt+8pFI03Xry35dh9C//Isf4lf+4ocdH/Pn/+wH+B8/e1n3OllW8Mzvfwt/9I1rw73wIam7Uezw1c6k54YUhBRFwRdfvYv3PbjclBfIeLY2jvelV+/q3j+xXwYALB4AQcjJW7Ey5xzotfpdPDiu/hkwmNMhMGPZJ/cveQEAZ44GDd1+NeiC3WrRthdAHf/J9uMQmlJB6ETIA5uFw9Lc9G/j044mrLbsR0w49JFDyBRIZiMIYiiKbS1jHLWMETNLMleBx26F227857MxGyiVr+Ce2viKHtGACxVR7rvaniD0iKVLqEoKXr2zjx8/uTiW5yxXJWTL4sRHhH7tPQ/gn73lWJszYz3ix9/8MIadXBmLteyPm7sFfO/6XsecF1lWcHUn33FcZSdXQbYs4uKt9Gj/iD5pzKvxOlhGy3AjY7F0CfulKs4c01/4RwMuLPudePXOvu71V2puLCPBw9PAZ/+rt2vvXT9YLRzmXLz2GTAyRbWHC3SDAAAgAElEQVQZyWadrXPwD67M4fnfeBJH5t2Gbn/2dBRvvz+EyJxLu8zXZxOeKE/nyNhTp5bxrd94Uvs+IQbHZrXA57S1ZwjVhEMaGTOH2fp2Ighi7JSqEpyUIUQcElL5CkIDCDXRmvMn2SNbhbmJYmmqnieGh7kVNhPtI1JmsVvo3KQ3Tuw2C1YCrrbL68HS9ffkwsU4AFVQKVTaBZRUvgJBlDsGvrP9dZzvsx6NjVbsTPqwI2PMTdUtK2Y94uv4t28msvA6bFrmzLQT8joGbscLuu3IlFoFIWHm8oMYRsUgQF3oN4pBABsZ66N2XlZg4aZPELJYON3vGmIwAm6+zWnHhEMaGTMHEoQIghgYSVYgiDLcfP0L2k4jY8QMk8xVEB7A+bAacOHGbgHpYrVnhhAACpYmRgJbnG5tjy9EOTVAE984YZknTOhQFLVBi7eqC029fS9Wu2y3IKAktOcEsfuk8pWxj+c1wurf51yNGULDOYS2tnPgOGBtubPDZz3ix7VkHhWx/b3ZTGSxtuybynaoUTPnal/IpotVypbpgM9p62ukUZIV2Kyzvx0ddoJue5vTLkcjY6ZCghBBEAPD6mxd9vpXCU+h0sQMk8oP1p4UDbpwe09dNHZ1CDU0khHEsLCD6nG2ajFBZNIOoU4E3HZE5pzae7JxK42bu0V85E1HAOjve42X6QpGDdePU3xrRXMIeRpbxoZ3CB2bd3dsRgRUQUiUFby+k2+6XFEUbCVyhpuoDjpBN9+WfaI6hEgQ0sPv5PsaaZxWhxAxWgJue7tDqCZs+6h23hRIECIIYmDYmVKXvdkhJOicJSSIWSCZr/QVKM2INtjJuwlCficPv9NGDiFiJLCD6mvJwtgasFhT1yCjleNiPVIPlj6/EYeTt+CX3nEPgLobqJHG/VFv34xnSlqW3iQr7dPFKngrB4/dCidvhd3aX623HpuJbE9BR28MD1CFslxFPESCkL2tZUx1CJGrQQ+/y9Z3y9g0ZggRoyXo5ttGL7OlKly8FfyMZXFNC/SuEgQxMJogxDdmCHGokkOImEGqkoxMsdpX5TyjMT+jl3MiGnSTQ4gYCemiALfdCknHvWEWzCG04JleV8R6xIdryQKy5So+d+kOnn5wGfcseGC3WnTzu2LpItg6VP/6Eu5f8mLZ75xojhBzo9RrvftbcLdSqIi4uVfsKejcE/LAyVvaxDD27zWD1eQHnYDbjn29DKEZaxgbFX4nD0GUDYvVkqzAaqGl66wTcPFIF5odQrmySPlBJkJ7FUEQA6ONjDW1jFGoNDGb7A5QOc+INgpCPUbOogFXx/BaguiHTLGKHzs+DwC4PCbnSipfgd9pGziYdxysR/yQZAV/+s3ryJZFnD2zWguGdXYcGXtgyQebhetwfRHRgKsWrjw5h1CmWG0SH/x9tji1srWdg6J0D5QG1Iatk0vtf/tmonf+0CwRcPPIV0QItRxFUZKRLYs0MtYBf238x6iLTRWEzHxFxDQQcNuRLYsQG9YS2XKVGsZMhHYrgiAGhglC7paWMVFWIMvkEiJmCy0bZZAMocaRsR6C0mrQhXimBEWhfYgYHFGSkSuLePRIAE7egq0xOVeSAzbxjRMmcPynb1/Hos+Bt927AEAVbjuNhB2Zd2N5ztl2vaIoiGdKiAZcWIv48fqOfrjyOEgXhaYAYzW0d/CRMc3hY0DQWVtWx/Aav7c2E1kcX/DAbT8cZ/bZaFimpJ48YG4hGhnTx18TL40GS0sKOYQOA2x/aXTbZctVyg8yEdqrCIIYmKKgHmg6+WZBCAAEcgkRM8Yw2Si+WjaQx27tuThaDbqQr4h9hW0SRCssg2HBY9d1b5hFKicMJJqOk+ML6ohTuSrj2dNR2Gq/W9GAq80BpCgK4mlV8NG7fq8goFyVEQ26OoYrj4tMsdpUca7Weg/uENpMZOFzGquMX4/4kC5WcTdbb1nb3M5qrW6HAeYEytTC3Nk+GJzi8clJwhb4RpvwyCF0OGD7S2OOkDoyRsKqWZDURhDEwJR1HEL22q91VZKnemSAOJh848oOjsy7cW/YO/bnHsYhBKjZQCWh94EvcxPFMkXMuecGei5ifHz/+i6+dTXZdNlPrC3hTceCAz3ep34Yw0+sLQ69iGSB0gE3j/WIH194dRuKomj5MqPg21dTmHPxeHi1vp2m8hWsr0x3iLDVwuHksh+Xbmdw7kxUuzwacGMnV0FFlOCwqb9f+6UqCoKE1aAL2XIV37222/RYzDEUDbhwIuwBAGwlcnhwZfz7broo4LEjAe3ffiePxH554MfbTGSxvuw3tM3Ug6WzWJ5zIl8R1fa2M6sDP/9Bg4lx/+Gb1xCZc2ri2BwtZHXptwlPlGTYyCE087D9pbFpLFuq4viCZ1IvaeYhQYggiIEpai1jzRlCAChYmjCFj33yEt67voT/7SOPjP25X4pl4OQtWPQPJgj9+MmwoQPfxur5SSwqif74n567jFfvZLX2G0lR8MVX7+LLv/bOvsWX7f0yfv1vLuHfPPUA/vVP3D/U62IuhaDbjvWIH3/9D7exnS0jMtfb7WGUf/u3l+B38vjCr75D+1uTuQreOeUOIQB46tQSFjx2rC3XxSvmhLmTKeOekLr4YHleqiAkYjsbhyDK2m9d/Xo3ji944LC1hyuPA0VRkCk1O4R8TtvAGUKyrODKdg4feZMxQWeNCULbWTy5togr29mmyw8D9y16EXTz+OxLd7TLAm4e9y8dHpdUP/icbGTMmENIVlQxl5ht2NhrY2NfrizSyJiJ0DtLEMTA6LeM1R1CBDFKJFlBuii0tbiMg4oo4blaGxFzDvTLbz69Zuh2q0E3AFCw9AGgKsm4ejePf/HOE/it/2IdAPD/fv8W/t2FV/BKfB+PrAZ6PEIzOznVzTGKpqp0TRBiDiH1cbMjE4TSBQGJ/TIS+2VcTmTx4MocylUJuYrYs0lvGvhXT97XdlmjGNsqCEUDbmRLIhRFFe6OLri127L72qwWnFz2YXN7/IJQqSpBEOWmAONhRsZup4soCJLhyvg5F49owKVtu+z/D9PIWGTOhYu//dSkX8aBgbVGGd1GRVkmQegQoAlCNYeQoihqqDQ57UyDfHcEQQwMGxlz2Ztr5wFoLRsEMSpy5SoUxfjB4yj52uYOsmUR58Yw/hB083DxVt1wW2K6uJbMQ5DkpkXz+x+OwG6z4PxGvO/HY2OJo3CYsIPpoNuu1X6PshK98TVeqP2t7PWHvAczM4WNa8Yz9Wp5bSQs6NIEo1jL9T6HTRtzWF/2YzORG3sofLrYHmDsc9hQrsoD/R6zz9eoIMRuy+63mcjC77Q1BeoTRCP9jozJMjmEDgMBT3OodLkqoyop5BAyERKECIIYmKKOQ4jZ6ClUmhg1bMEzTGvOoHxqI662Ed0XMv25OI5T247IITT16C2a59w83ru+hM9eutO3U5IFl7+xW9BC+welMUPI7+SxGnSNdJSJ1dg/fiyIT790B6Ika6//IDiE9Fiec8LCoWnfi6dLcPFWBN18XTBquD6WLmlCEaA6YvYKAnZy9XDlcZAusM+72SEEGG9xauRyIgcLBzzQx7jTqYgP15N5lKsSNhNZrEWM5Q8RhxO33QqrhTP8my7KsjaaS8wuPocNVgunndRg319UO28eJAgRBDEwrHaeRsaIccAODsbtENorCPjGlR08ezo6trOT0YB+/TUxXWwlcrBbLVqYMOPs6Sj2CgK+eSXZ4Z76pPLMIg+8dne4pqpMsQqbhYPXoZ5VbXRvjIKt7RxCXgd++Z0nkMpX8PzrqQaH0MEUhHirBZE5V9O4ZixdxGrQBY7jEAk4wXHQvZ7BxMHLY84RYmfTm1vG1M9+EBF9M5HF8ZCnyQHci7WIH7Kibhtb2zmcOkT5QUT/cByn5lwZ+E1XFAWyAlhIYJx5OI5DwMVrJwHZ9kEjY+ZBghBBEANTEiQ4bBZYGhbJWsuYSKHSxGhhjodBQ1IH5XOX7kCUlaY2IrNZDboQSxd735CYKJcTWdy/5NWEcMa7ToYx77Hj/MVYX4+XzFXA1jvDijfpWgU5c2isR/x4I1XQRn2HZTOhVoo/eXIRATeP8xtxTdA6qA4hQBVjYw1ibDxTdwA5bFYs+hxNYm08U2oai2Ih1eMOlm4cEWT4HLWRnAFEdPXz7U/QYbf/0qvbKArSocoPIgbD57QZEiwlWT2mJIfQ4SDg5rGvCULq9kEjY+ZBghBBEANTqkpNlfMAwGsjY6NZdBAEI9MwMjbOfI7zGzGcivib2ojMJhp0IV2sDj02RJjLZiKnu2jmrRZ88NEVfGVzRzuoNUIyX8GxeTe8DtvQgkKmKDSND52K+CArwJXt4XOEWJj2qYgfdpsFH3hkBV96dRs3dgsAgAXPARaEWsY1WwWfaKB+fbZcRa4sNo2MzdVGy7ZGmNdkBL0MIXZGPVvq73skW64ili717fA5Nu+G227Fpy+qmVLj/M4kDiZ+J2/oJI9YE4QsJAgdCoJue90VXqKRMbMhQYggiIEpClLTuBjQGCpNDiFitLAFjygr2rii2by+k8el2P5Y3UEAdLNKiOkimasgla9gbVnfBXHuTBSCKOPvXkn09ZiLPifWln0jcAgJTeLAKJ0r15MFCJKshVWfOxNFRZTxyRdvY87Fa1lyB5FowIXtbBmiJCNfEZEpVpsEn2jQrTmE4g0NZI2sR4b//PolU8sQmtMdGevPIbQ1YEOYxcLh5LIPd/bLsHDAyQ77BkEw/E5jTXiyQg6hw0TA3Tgypgracy5yCJnFwf3FJghi4pSqEpwtDiE7ZQgRJsFGxoD+z3gPyoWLMVg44IOPrYzl+RirWpsRCULTClvwd3JRPBydw32LXpzfMD42lspXEPY5sB7xY2vIpqpMsdrkEDo674bHbh2JUNEapv3YkQBOhDzIFKsHelwMUPc9SVawnS1rgs9q0N10/Z1MCZKsaFlCjRlCgPq+XB/heJ4RMqUq3HYrHLb6b7LPOdjI2NZ2/w1jDHafe0IeOHnj+UPE4cToyBhzCFHL2OEg4LZrx3xM0PaRQ8g0SBAiCGJgykL7yBg7M0yCEDFq0g2C0CCtOf0iywoubMTxzgfCWPQ5TX++RtgClBxC00uvWm6O43DuTBQv3kzjZm2UqhfJXAUhrx3rET9yFbEpvLhfMsUqAg0hnMy9sTmCkbHNRBZ2qwX3hr0A1L/17GnVRXdQK+cZzA0UT5e0+vnWkTFRVrCTKyNey/mK6ghCkqzg6pDB4P2gOsKa33t/LXOjXwF9M5FFwM1j2d//9x7bHwYRk4jDh99lbGRMkkgQOkwE3bwWE8C+v2hkzDxIECIIYmD0R8ZqGUIiCULEaMk0ZLGMo2ns+2/s4c5+WVvojpOw1wG71TKUIDBOPvNSHH/8jWuTfhljZTORxbLfiaCnswDy7GNRcBxwoZap0o1yVUKuLCLkdWijOsM0VaWLQttrY01jw2ZwXU5kcd9ic5j2s7X9JDxm8XTUaOOamVKDQ6hxZKxRMCrByVuwoPM+A8B//dcXcfaPvoOzf/Qd/NSffFdz3phBphYi3ojHbgPH9S+gX76TxfryYJXxp2rbLglChBHUkTEDodI0MnaoCLjtKFUllKsSsmW1MdPJk2xhFvTOEgQxMKWqBJe9eaZXE4TIIUSMGFajDcDQAeSw/MONPQDAT6wtmv5crVgsHBb9Duxky2N/7kH4xAs38IkXbkz6ZYyVre1cz4yVlYALbz2xgAsX4z1FmN1CvaHr5LIPHIeBg4lLgoSKKLcJBPeEPMiVxaFHLtW/vXnBf2TejX/7vpP4yJtWh3rsSbPSkN8Vy5Rgt1oQ9tbH4FYbBaNMCSsBV5twcmzejZ9581FEgy54HTZ4HTb84I09fPNK0rTXnS4KbZ+3xcLB57D19X2Z2C/h5fg+njgxP9DreDgawM89cRQffHS8Y7bEwcTntCFfEbUWsU5IFCp9qGDfZZliFblyFX4XP5BATRiD0pkIghiYkiBhyd+cF1HPEKJQaWK0pIsCokEXbu4Wx1I9v5nI4tiCe2Jz6yGvA8l8ZSLP3Q+yrGBrO4eqJEOWlUNxwF4RJby+kzckFp47s4p/8zeXsHErjTcd67zITubUzzrkdcBtt+H4gmfgvJ9Mqb2CHKjXwSfzlabw4X5I5StI5iq6Yti/evK+gR5zmnDyVoS8arV8viIiEnA2bdPMIRRLqw6ixnwhhsXC4XfOPdx02SP/wxeb6upHzX6xqolZjfhdxkJ7GZ++eAeKgoGdkXabBf/L2Yd735AgUG/Cy5fFrt9JVDt/uGC/XemigGxJ1MZfCXMghxBBEANTqraPjFGGEGEWmWIVR+fVxdc4HEKbCXVsYlKEfQ5NJJhmbu0VURQkVCUF+2MQ6qaB13fyEGXF0FjM0w8tw8Vb8amN7mNjqdpnzUSb9YgPmwOOGKUL6ufQmCEEqGITgKG2q15h2rPAatCFWLqEWLrUFhjtttsw77Fr10d1RBj9x3SbOgLa2irH8Dl5w44wRVFwfiOGx48FcWzBM+qXSBBt+FjOVQ/RUtJCpWnpehhodQhRoLS50F5FEMTA6I+Msdp5EoSI0ZIpCpogZHaodKEi4uZecaI5GCGvA6m80PuGE6bRxZI6AI6mUbDZRy2312HD+x5cwnOX7nRtnWJusBAThJb9uLlbRL7Sv/jJ2lkCLQ4hJggN8zmxz3tthgWhaNCljYTpCT7RgAvXknnsFoQ2wajrY5okCMmyKsa2OsIANVjaqEPoR/Esru7kce7MwR77Iw4OfoNNePWWMdNfEjEFsO+yTFFAtizCT5XzpkK7FUEQA1PSC5UmhxBhAoIooyBIWPY7YbdaTK+d39rOQVGMLfjNIuy1Y69Q6ZmtMGkaW6sOgqNpFGwmsnDYLDhu0EVx7swqsmURX9va6XiblDYyph4IMzHyygAuoXQtgD3oaT6rytxHwwlCOSz5HZjvEqZ90FkNuBBLF5HMVRANtI+ERQMuvHQ7o/23EaIBVWQaNtBbj2y5ClkB5lztZ9H9Lt5QrTcAfGojBrvVgvc/HBn1SyQIXdhCv9dvOjmEDhfMIZQuVpEtValhzGRoryIIYiAURUGpqlM7T6HShAlojgePHb4+zngPCmsDmqRDKOxzQFaAvcJ0u4Q2E1ltVPQgZB6Ngs1EFieXfbAZPF39tvtCWPQ5cL7L2FgyX4HfaYPDpn6nrmlNY/0HS3fKEAq4eFgt3NAjY7PeIBUNurQcvNZKeXYZc8HqXa/HatCFfGX4QG89WAOjnkPI57QZylyrSjI+d+kO3nNqceB8KYLoF7bQ7+X61QQhChY+FDRmCOXKojZaSJgDCUIEQQyEIMmQZAUuu37tfFWcblcDcbDQHA9uvq8z3oOymcjC57QZHgcxg1HkvYyDzUQWT9yjhiUfhBG3YVEUpe98KauFw9nTUXzjyg52O4hmqXxFGxcDVEeJ32kbKFiaCQStjhGLhUPIax/YIcTCtGddEGrc7/W+A3pd3+0xb6eLQ766dtI1wbzVEQaoC24jI7bfei2J3YKAc6dpXIwYH/WRMaMOIRKEDgNO3gonb8F+qYpsmRxCZkOCEEEQA1EW1LOjzpaRMauFg9XCQZA6Z2UQRL8wh1DQbVczMUwOL95M5LC+7J9ozekoxnvMJluuIpYu4Yl75mG3WqZevBoFO7kK0sVq3+OEZ89EIcoKPnfpju71qZzQVG/OcRzWIn5sDSAIpQsCXLy17fsZqLXXDfg5XdspGA7TPsg0jol1yhAC1MajRZ+zr8c0o2mMCYCtmVGAmiGUq4iQe4yent+IY95jx7tOhkf++giiE1qodI/fdGoZO3wEXHakchUUBYlCpU2GBCGCIAaiVAtHbR0ZA9RgaaqdJ0ZJusHx4DN4xntQZFnBViKrjexMilEEAJvNVm2c6dSKfyjnyUHicmKwccK1ZT9ORfy4cFF/bCzZ4hAC1Cavre1cz8V8K+liVbdxClCFxkGdXPWGscnuG2bDxsAsHLA81y74sOsjAadhxwK7jxnB0swh1NoqB6gZQooC5IXODoz9UhVf3ryLDz66orl8CWIcMEGol+tXlNWTkOQQOjwE3Dxu7amOSgqVNhf61icIwjCiJKNclVCuSlpGRWuoNKCOjVHLGDFKNIeQxw6/y2Zq7fztdBEFQZq4C4KJA9PsutlsEEdCvsGdJwcJrWWrj5ExxrkzUVyK7eP1nfZcoFSu0uQQAtRQ86IgaQfFRtkvCbpuEYC113X+nNh3vN7/fnRnv68w7YOK12HDnIvHst+pK5Cs1tw+RgOlAXXc1cVbTXUI6beMsYyWzt+Zf/9KAoIo49yZ6MhfG0F0w2a1wGO39swFlBUaGTtsBN32uiBEDiFTIbmNICbI967v4tf+v5fw5Y+9C17HZHdHSVbw1O99E//inffip37sSNv1ewUB7/o/vt52UKn3uh02C7WMESOlMUPI5+BNHRnbHNABMmo8ditcvHWqXTebiSwCbnXhHPI6cDdbnvRLMp0r2zmszDkHCt794GMr+J3Pb+GzlxL42HvrLptyVUKuImpjggy2DV6KZXA8ZFyESRerWktLK0wQUhSlbSTy9778Gv7gq1e7Pvajq3OGw7QPMkfn3boOWEA9W+132nB0vr2BrBMcxyEaVNvL+uVrW3fxm596BV/99XfpLowyRQEcp7qBWmkcyekkYH3u0h3cG/bg4ehc36+NIIbFiOtXlEgQOmwEPTx2rqvHPxQqbS707hLEBLl6N4fEfhl3s2V4w96JvpYbuwVcSxbwzdeSuoLQpVgGubKIn/9Hx7HkVy30Lt6Ct98farstOYSIUZMpCbDbLHDxVvhdNlNDpS8ncrBwwMmlyY7FcByHkM8+1a4bFq7McRzCXgd+FN+f9EsyncR+GatB40JAI4s+J+5f9OLlWKbpcvYZtzqETkX8WPQ58NzLCXzoMePujXRR6Bh6HfY5UJUU7JeqbS6ijVtpRAMu/NO3HOv42G+7b8Hw6zjI/M65h2Gz6i8+OY7Df/wvH8dKHw4hQA2WHsQh9PEXbiKZq+DWbhEP6Yg2ybyAebddd7HMRKJOIrqiKHglto+zZ6ITzUwjDi9+l6137Tw5hA4dc67675Oe2E2MDhKECGKCsByeYmXyAczMFdGp0YZd/rGnHuhp3eSt5BAiRkumUEXAxYPjOPidPEpVCYIoa3Xno2QrkcXxkKetQW8ShL2D572YjSQruHI3h599syoehHx27BYEyLICywwftKfylb4axlpZj/jxwrVU02XJmgss5GsWaGxWCz702Ao+/sIN7BUEzHv0x8BayXR1CKmPkcxV2gSheLqER4/M4Vd+/F5DzzPL6AkvjTxxon9hLBpw4dLtTO8bNnA3W8a3ryYB1LeTVlL5Spu7jNFrZCyWLiFXEQcagSSIUeBz8j1HxihU+vDRmINHI2PmMvueX4KYYspVVTQpdAl7HBdM8Hljt4CizuvZTORqNci9v5QpVJoYNemioOVj1EMozRkb29zOTnxcjDFMI5TZ3NgtoFyVtbatsNcBSVaQMbkBbtIkcxVNVBmE9YgPd7MV7BXqQl+q9hmHvO2L+nNnVlGVFDz3sn47WSuyrCDTsL+0woSDVnFBlhXEMqWB3U9Eb6JBF9LFqu5vbCc+81IcLFO803dBKl/R3XaAhpGxDt+X9ZD02Q4KJ6YXv7O361es7QSzfLKBaKbxN4xGxsyFBCGCmCDMIVQSpsEhpIacKoqakdF+vfFFst1mhUAOIWKENDoemHXYjLGxXLmK23slnJoSQUhthJpOQag1a+kghGAPS7kqIVduz/rpB/Z+NdbJMxeY3uOuR/xYj/jxqQ39drJWchURsoKODqGw1l7X7DxLFSoQRLmvoGSiP9h720/T2PmNONaWVbGm03dBN5Gy1/flZiILjgNOLpMgREwGv6u3Q0gmh9Cho/E3jEbGzIUEIYKYIOWaIDQNDqGtRBZnjgbU/24RhMpVCdeTecNVw3YrRxlCxEjJlOqOB+ZS63UAOQhs25+Ws+UhrwN7RQHiFAqsm4ksrBYO9y2q+WchTWiYXUFot+bq6eTGMAIThC43CEJMRFvw6D/uh89Ecel2BteS+Z6Pzxr5OrWMhTsId0ykIEHIPJj7KmZQELp8J4ut7Rx+7omj8NitSOXax0cVRek6MtYYKq3HViKHexY8cNvpDDwxGXxOW8+iCM0hRDlXh4bG37BJF+/MOiQIEcQEYSNjk84QyhQF3Nkv472nluF12NpyhK7ezUNWjLcuUYYQMWoaW5PqI2OjF1KHqRQ3g5DPAUVB03jRtLCZyOHesAdOXs1a6iQ0zBLJLqNdRgl5HQj7HJorE1BFtICb75iJ9cFHV2DhgAsGXEKNjXx6zLl48FauTbhjYcfRIAlCZrFae29jBoOlz2/EwFs5/OQjKwj5HLoZQvmKiHJV7rhN8lY1jL+TgD5NI7LE4cTv5JEri1CUzlEDmkOoQ9A7MXuw3zCfw0Zh4iZDghBBTBDmEOonT8AM2MLk1Iofa8u+NkGo3xpuEoSIUaIoaiYKO1vUqzVnGDYTWcy5eETmnCN/7EFg4z2dwmQnSesY6WFwCLGsn2FGxgD1u3SzxSHUTWRa9DvxjvvDuHAxri2MOtHLIcRxHBY87dlUzLVCgpB5hL0O2K0WQyNjoiTjM5fu4MmTiwh67GrAvI7Y2m3ckNGpmTFfEXFzt6iNpBHEJPC7eIiyosUo6CHSyNiho/WYjzAPEoQIYoLUR8Ym6xDabAiVXI/4sZXINZ2puZzIwm234ui8sbBRu80CgUKliRFRECRUJaV+tqhHSOowXE7ksB7xTU39cthXb4SaJjJFAYn9cpMg5HfaYLdZpu61jpJ6G9iwgpAPr+/kNeE8la+0Vc63cu5MFPFMCd9/Y6/r7TI1h1CnDCFAP5sqni7B77RRm4uJWCwcIgGnoer5b7+eQjJXwbkzq0H1KTkAACAASURBVABqAfM6YqsR11qnFqcr2/2d7CEIMzDi+pVoZOzQ0XrMR5gHCUIEMUGmxyGUxULtDORaxIdcRWzKONhMZHFy2We43YG3WihDiBgZzPEQbDlbNOqRMUlWcGXKxifCXtWpNG3V88xV2PhecRyHcIdF66xQbwMbvGUMANaX/RAkWcsESuYrPUWmp2ojvRcuxrreLt2yv+gR8tp1R8ai1DBmOqtBF2LpYs/bnd+II+Dm8eRaGEDngHl2WVeHkNOGbKn9+/Iy249Xpuc7jzh8aLmAXVy/9dp5WroeFuZqx3p0ksJ8aK8iiAnC7LGFCWcIsQwBjuPaAk8VRemrYQwA7DaORsaIkcEcD3O1s0Veuw0cp3/weD2Z14TWfrmp1ahPz+Io1IdD6LW7Oe2guReKouC1u+1tgkbZ7FBVrQoN0yVejZJkvgK/0waHzTrU49SbxtTPIGWgyt5lt+KZh5bx969sd22mzBSr4Lj6wbQeYV/7yFg8XaJA6TEQDbjaRsYURcF3r+3ia1t38bWtu/jy5bv40uVtfOCRFW1bC3kdyBSrbSdbmCDUzSHkd/HI6TiENhNZ+J02rEzJiCxxODHi+tUcQrRyPTTYrBb4nDb4XeQQMhvarQhigrBQ6UnWzouSjNfu5rWF3dqyDxxXX/Dd2S8jWxb7WiRThhAxSlodDxYLB6/DhmyLQ6hQEfHMHzyPv/rBrYGehwkk05Sn4bbb4LZbe+by3N4r4unf/xYuXDRWTf6N15J46ve+hesGWqv0ePHmHsI+BxZ9zQtJPaFhlujW5tQPJ8Ie2K0WbCayKAoiCoJk6HGfPR1FviLiO6+nOt4mUxTgd/JdQzhDXgd284KWR6QoCmLpohZ6TJhHNODGTq6Cilj/3f/K5g5+5j9+D7/48Rfxix9/Eb/85y+iXJXxkTetardh4vBuoXn/SuYqsHDAvKezoDjvsSOWLrW1FbKTPdMyIkscTrRcwC6uX5EcQoeS4wserZ2RMA+S3AhigkxD7fz1VAGCWHdFuO02HF/waILQ5h31/41WzgM1QYhGxogRodea5NfJxIilS6iIMm7t9R7H0IONSRrNyhoXnUZFGvlRfB+yAly6nWlaRHbiTi3D5Ha6hBNhb1+vZ79UVRewP3ak7bqQ14FLsf2+Hu8gkcoJQzWMMXirBfcveXE5kdWqxI087mNHAgBUB+d7Ti3p3qaxka8TYZ8DoqwgU6pi3mPHfqmKgiCRIDQGWGh3IlPG8ZAHAPC3P7yNkNeB//TRx8GkGY/DhvsW6/smy5hK5QRE5uqfUypfwbzH0VUAfOrUEs5vxPGda7t41wPqCJosK7iyncNPPd6+HxPEODE0MlbLtaS2qcPFX/7yE7BbSQQ0G3qHCWKC1DOEJucQ0msQW4/4sLWtuiW2aqGTJ/uo4VZDpUkQIkbDvk5rkk8nEyOeUYWgQUeWYukSPHZr11GbSRDy9nbdaAJuS0NgJ9gYnl5rUS8+/0oCgihrYbeNhH0O7OYrhkfXDhpGsn6MojaN5bTMJSMOIY/DhmML7q6fc7qhka8TrY1wWsMYjYyZDnuP2XueKQr42tYOPvTYCh47EsCjtf81ikFAPcg8mS83XZ40MG745Noi5lw8LmzU86du7RVRFKS2sU+CGDd+bWSsS6h07ZiSBKHDhd/Jw8kPN6JN9IYEIYKYIGxkbJKh0puJHHgrh3sbXALry37c3C0iXxGxmcjh6LwbXodxQ6GdQqWJEcIcQo1CjV4mBltgJXPNCyajxDMlrAbdUzc+Efb2dgixcNit7VzPWnIASBdU0WyQAOjzG3GcCHvwyOpc23UhrwOyUh/zmzVSud5tYEZZj/iRylc0ccfo464v+7sKQvulapObTg9NEKoJgqz1iirnzYe5sJiA/bmXE6hKCs6diXa9X6NDqJFkXugpJjpsVvzkIxF84dVt5Cvq8YbeySCCmAT1oohuDiH1/0kQIojRQ4IQQUyQ0pQ4hO5b9MFuq38dsAPEK9vZWsZAf2cQeSuHKtXOEyMiXRTgddiatlF1ZKzFIVQThIZxCE3jgjjksxtyCPFWDvmWhsBOpAd0CN3aLeIHN/bw4TOrusIZExpmMUeoXJWQq4gjyRAC6oHcz19NAjDmEFLv58fNvSIKFf0TCemigEAPl1tYc5uQQ2jcLM85YeHq31fnN2JYW/bhVA9hpvUzYxgVKc+dWUW5KuPzryQAqN8ZFg54YIkcQsRkcdgs4K2cbhMeQ5LJIUQQZkGCEEFMEC1DqMOB/TjQE3xYBe3GzQze2C30fQaRQqWJUZLRyURRa5RbHEIZJggNJkbE08WpXBCHvU6ki9WO+1S2XEU8U8JPrC0CqDcEdmO/NJhDiIVWP3ta383AFq2DfgbTDBO5RuYQqo3hvvD6LoDuocBN94v4oCjAlQ4tcZlCtefIWLhFuIunS3DxVsOvgRgc3mrBst+JWKaE68k8Lt7K4OzpaE9nopO3wuewNYmtiqIgaTDo/MzRAI4vuHF+Q92HLydyOBH20jgGMXE4joPfqd+Ex6iHSpMgRBCjhgQhgpgQsqygIrKRsck4hHbzFezkKtrChLEy54TfacOnX4pDUfq3lNttFoiyYmh0hSB6kSkKWsMYQ29kLK5lcrRXM/ciV64iWxan1iEEALsdnE+suvxDj0Vh4eq5X93QHEJ9CDeKouDCxRjecmK+o3DGskxmUhBi9d6+0YgmQY8dy34nchURQTcP3mBwJvs+1hsbq0py7fG6v0a/ywa71aL9TfFMEdGga+rGJWeVaNCFWLqET1+Mw8J1FlhbCbUEzOcqIgRRNhRIznEczp5exffe2EU8U9IaxghiGvC72l2/jbDjSXIIEcToGVgQ4jjuJMdxLzX8L8tx3K9yHDfPcdyXOY67Wvv/4ChfMEHMCpWGBeukBKHN2kKy9aCQ4zisRfx4VWsY698hBICCpYmRoNea5HPakKuITaJjLF0Cb1UPFlurmXvBMlSmsWWpNQC4FSYMnDkaxPGQx1CwNMv4ac0j6cbGrQxu7BZ1w6QZ2ljLDI6MsfG6UbSMMZg7s58xtNWgCz6HTfdz3q+55oKe7iNjHMch5LVrn388U5pKd9ysshp0I54u4fzFON52XwhLfqeh+4W8zeOj7L+NipRnT0ehKMCff/cG4pkS1pZpXIyYDnw6rt9GmEPISqI1QYycgQUhRVGuKIrymKIojwF4E4AigAsA/hsAX1UU5X4AX639myCIFti4mIu3TixUuh4q2X5QyEQgr8PW90KBVUTS2BgxCjI6rUl+Jw9FAQq1fadclZDKVzRxs19BIj7FGSqdskMYm4ksgm4eS35HLXBYf5SoEdYy1s/I2PmNGJy8Bc88tNzxNl6HDQ6bZeAcp2mG/U2jyhAC6mJ8PyKTKtj7dD/nTE3oM9KUF/Y5mjKEptEdN6tEAy7EMyXE0qWeYdKNhFscQiltjNGYoHR0wY03H5/Hn33nBoD+T/YQhFn0GhmTZQUcB1jIIUQQI2dUI2PvBnBNUZSbAD4E4BO1yz8B4NkRPQdBzBRlURWEFrx2VCVlIq1cm9tZLPocWNBZjDCRaG3Z1/cPMHNpULA0MQrSxfbWJL+ruab2Ts3h89iRAID+R5a0UN0pXBS35r20wkY/OI7DesSHW3vFngfWmaIAC6c6hYwItxVRwnMvJ/C+B5fhc3YWG1TniWMmHULsb1rwjF4Q6ldkWo/4cUWnUY6NAvYaGQNUESqVq6BQEZEpVqfSHTersO8Zt92K9z3YWWBtpXXfGmSM8dyZqHa8QSNjxLTgd9m6joyJskLuIIIwCeM90t35aQB/VfvvJUVRErX/3gawNKLnIIiZolQbE1vw2BFLl1ASpKYWpXGwmch1PCBklw9ywGi3qSGVVD0/e+wXq/jMpTh+7oljY5nll2QF2XJ7SC4TJbKlqna2HVAFoT//7s3+HUKZEuw2C0IjXOyPim4jY5Ks4MrdHH72zccANDYE5vD48Xndx8tVRMgKcE/IgzdSBewVhLaRlXimhP/nuze1Zpe72Qr2S1WcNZB10upiAICvbt7F967vNl32gUdX8MhqoOfjTQupfAUBNz/S7+lBHELsfvnKTcTSJRxdcGuXpwuqQ8iIIBT2OfBKfL9eOT+F7rhZhb3XTz+0DLfd+KF42OtAtiyiIkpw2KwNDiHj288zD0fw2599FR67FUv+6fu+Iw4nPgffdWRMkhXKDyIIkxhaEOI4zg7ggwB+q/U6RVEUjuN0LQIcx/1zAP8cAI4ePTrsyyCIA0e5qi60grVWl4IgYs7d2+Y/Ku5my7iyncVTp+7Xvf6BJR8eXZ3De071r+nWHUIkCM0aX3g1gd/+zKuIBlx497r5en+2VIWioK1G218ThHK1M4ps5IsJDP2OLMXTJawGXFNpR3fZrfC2tAsx3kgVUK7KmqOvMXC4kyDExoruW/TijVQByVylTRD65D/cxn/45jW47fUGooejc3j7faGerzfkdSCWLmr/rogSPvbJSygKopYvVq5KuJYs4D///I/1fLxpIZmrjDQ/CFBFuR87HsQT9+h/Vp1gn/PlRLZJEHo5tg8LB6wEeo8QhbwO7BYE3N5TPytyCI2PB1f8uG/Ri4++9Xhf9wvVnGS7eQErARdSeQFWC2dIAGTMuXh89K3HUBFlChEnpga/y6b9nushyQo1jBGESYzCIfQMgA1FUe7W/n2X47iIoigJjuMiAHb07qQoyp8C+FMAePzxx2muhDh0lKrMIaQe4I07R+gzL8UhK8AHH1vRvd7JW/GZf/32gR6bnUGnUOnZYyerihLnL8bHIgix8OPWkFyfszYyVjujGEuXYLVwOL7gbqtmNkIsM90ZKiGvXVfkYo1iTCCIzDkx5+JxuUuOEBsrun/Riy9fvqubIxRLl7Dsd+J7/+7dfb/WsM+Bl26ntX9/fWsH+6UqPvGLb8a7HggDAH71ry/i+2/s9f3YkySVr4yscp5htXD4m3/5j/q+38klHzhOFf6ermU6ybKCCxfjePv9Yd0x4FZCXjskWcEr8X0AQDTg7nEPYlQseB34ysfe1ff9GsdHVwIuJHMVLHjsfQvZ/+37T/X93ARhJj4nj1JVQlWSdRsXRVmZyhM2BDELjML3/DOoj4sBwGcBfLT23x8F8JkRPAdBzByVaj1DCBh/09j5jTgePRLAvWHvyB+bp1DpmYWNAn358l2t0chMmHjRFipdcwxla1k58YwqYNisFoQawnKNEk9Pd8tS2OdAMlduu3wzkYXNwuH+JXU/ZjlC3arnmUOI3SelI56xGvKBXqvXjr2CAKmWb/OpjTjCPgfedu+Cdpv1iB+J/bL2Wg4CyXxFc2hMGpfdinsWmhvlfnBjD/FMCecMVpiHfaqL6NLtDHgrh8Up+duIzrDtj30Pp/Kjd60RxCTw107ydHIJyQo5hAjCLIYShDiO8wB4L4DzDRf/rwDey3HcVQDvqf2bIIgWWKj0PBsZq4xPELp8J4ut7Rw+3Ee7ST9oLWMimf9mjWS+AofNAkGU8fevJHrfYUj2S/qZKK0Hj/GGlqRwLSzXKKyhbJoFoZDXoesQ2kzkcG/YC4etPtq1tqwfOMzIaA4hdcxM73Fj6dLAI0QhnwOyAuwWKtgrCPj61g6efWwFtoazvmsNI08HhVSugpDX+GiO2axH/NjarjvBzm/E4LFb8dSDxpx77G+5FNvHypSOSxLNsM+MOSCnSaQkiGHQTvJ0ONEkUoYQQZjGUIKQoigFRVEWFEXZb7hsV1GUdyuKcr+iKO9RFOVgecIJYkyUBNU9wwShcY6Mnd+Igbdy+MlH9MfFhoXXRsbG63oizCeVE/DYkQDuDXtwfiNm+vOlCzWHkKt1ZKz54DGeUTOAALVxpx+HkBaqO8UjY3pBzQBrGPM1XXYq4kdRkHBzr9h2e6A+hrcScMFtt7aN10mygu398sACGRtrSeUEPPfyHYiygnNnVptuw16zXnX6NFIURBQEaaSV88PS2ChXrkr4+1e28czDEcMhxexv2SsIUy2GEnVaA+ZTudGPMRLEJNB+0zs0ZEoSCUIEYRbjrTQiCEKjXK23jAFAYUwjY6Ik49Mv3cGTJxc1MWrUsFBpgRxCM0cyX0HY58C5M6v4hxtp3NrVFx1GhZYh1OIQstsscPIW5CoiqpKMxP7gDiEWSL0anN4MlZDXgUyx2tTclykKSOyX25oAG4Ol9WBjeHMuXldoupstQ5SVgQUy5lhI5iv41EYc6xF/22tc9DkR8to7vsZpI5VTt8NpGs9pbJT70uW7yFdEw+NiAJqcJSQIHQycvBU+pw2pvABFUZDKC31VzhPEtNJrZExSFNgstGwlCDOgPYsgJkTryFhpTA6hb7+eQipfwTmTxsWAhpExyhCaOVK1pqVnT0fBccCFi3FTny9TrMLC1UOkG/E71Zra7f0yZKW+qA3VqpmZ6NqLg+IQAtQxLAYbt1prEVvuX/LCauE6ii37RQF+pw1WC4eQ19HmEBq2hpw5Fr5/fReXbmc6ihTqyNPBEISY42y6HEJ14e/8Rgwrc0685cRCj3vV8TlscNTcnNO87RPNqHliFWRLIgRJJocQMRO0un5bkWQFpAcRhDnQrkUQE6IkNLeMjStD6PxGHHMuHk+uLZr2HKxljASh2aJclZCriAj7HIgGXHjriQWcvxiDopjnBMuUBATc+i06PqcN2XJVEzCYw0erZi4YCyyO1xrKlqZosd9KqKFdiMHGrVpHxpy8FSdCnq4OoWBNiA572x1CrDJ+UMcUe///4ns3YeGAD3VoMlyP+PHa3TzEA/A9wd73aVp8s0a5b11N4fmrKTx7OtpXDhDHcdp2Nc3uOKKZkFcNzZ9GkZIgBsXvqjWHdhoZk8khRBBmQXsWQUyISm30Y947vgyhXLmKL766jQ88GmkKoR01rGWscbyFOPi0LorPnVnFzd0iNm6lu91tKNLFalt+EMPv4pEri9rIV+PIGKDfnqVHLF3UGsqmFRYm2yjebCWyCHntWKy1RTWyFvF3zOdJFwWttU0vb0l7Pwd0CHnsVjh5C7JlEe+4P4xFf/vrA1QhSxBlXE8VBnqecZKawsU3x3FYW/bhy5fvQpKVgVyfTLyjkbGDQ9injsROo0hJEIPCQqU7jozJCihCiCDMYXqPfglixikJEiycuniyWbix1M5//kfbqIhyW8DrqNEEoQNw5p8wTuui+OmHluHkLTi/Yd7YWKYoIODWF4R8tZEx5hCKzKnCg5ZhY1AQimcGb9QaF+w9Z1k2ALC5nW3L5mGsR3yIZ0rYL7afbc0UqwjW3tOw14lMsdrk5otnSljw2OGyDyYacxynvd5uIkWvrKNpgm1LZuWuDQp7Dx9ZncN9i74et24nrDmEpnv7J+qEaw4h9n1MLWPELOC128Bx3VrGZHIIEYRJ0J5FEBOiXJXg5K3gOA5uu3UsgtCnL8ZxT8iD00cCpj5PPUOIQqWnnZIg4Vf+4oeGwqHZopiNmXgdNjz94DI+d+mOaW6wvUK1LVCa4XfakC2LiKWLCPsccPKqgKGJJy3Ol1y5il/6xIu4nsw3Xd5YWT+tsPf8d7/8Gt7/h8/j/X/4PDYTuS6CUE1s0cnoyZQEzXXFAml3G6rnYyN4P0JeB7wOG546tdzxNidCXvBWzvTq+dfu5vDs//Ud7X17/x8+j1/4sx903Ga/cWUHv3X+5aZRyFS+gqCb18TuaeFU7XM+20eYdCNhnx0WDlie03dxEdNHyGtHriwiVnPyTVPQOUEMisXCwetQf9P1kGT0NRJLEIRxpuvIhiAOEWVRgqu2gPU4bChUzB8Zu54s4PFjQXCcuT+qlCF0cLhyN4fP/2gb37mW6nnbVE00aGy1eff6ErJlEa/v5DvdbWDuZsu4sp3FqRV90UMdGVMdQo0jL6y5r9Uh9OKNNL6yeRcff+GGdllVkrGdLWuV9dOKk7fiV378XjwU9SMy50Rkzon3rC92FALuC3sBADd328exMoVqfWRMJ5toFI6pX3r7Cfz3HzjV1WVkt1lw36LP9Or5j79wA5uJrPa+2Swcvn4liRs67w0A/N3LCfzVD27jUmxfuyyZq0zVuBjjPaeW8M/ecgwfftNgrs9//PgR/MbTa1MndBGdYdvhle0sbBau40gtQRw0/E6+Y4ZQoSLCM6BrlSCI7rTXthAEMRZKgqw5GsblECpURHh12ppGTb12ngShaYcJAUbGq9htWBA60Dz200m4GZTPvBSHrHR2P/icNmRLaobQQ9E57XInb4XfaWtzCDEnymcv3cF/9/5TsNss9YayKXcIAcBvPr1m+LbLc05YuHoeEKMqychVRM111eqmUhQF8XQJ7x4ydP79j0QM3W494sPzV3uLkYNSESU8d+kOnnloGb//06cBAD+8uYcP//F3EU+X8MBS+5gVG0G8sBHDYzU3ZSpfmUonxrzHjv/52YcGvv+Zo0GcORoc4SsizIZth5uJHBa8+oH7BHEQYb/peqSLAoXfE4RJ0CkhgpgQZVGCg1d3QbfdZnqotKIoyAsivI4xCELkEDowMCGgVTzpdNuAm9ccYABwT8gDh80y8hwYRVHwqR/GcfpoACdqbpdW/E4egiTjts6IU8jnaAtL3kxkYeHUDJ1vXNkBAG3sYtYONHmrBUt+J2KZZkFov5bPEPSwDKFmh1AqL6AiymMLGT4V8SOZqxja/gbha5s7yJbFptw09lm3vjcMJgh9tmEUMpUXptIhRBw+2Hb4ejJP2yQxUzDXrx77pWrHPEGCIIaDBCGCmBCVan1kzG23omCyQ6goSFAUjEUQslOo9IGhX4dQa6ON1cLh5LJPN6tmGC4nsrhyN4dz/z97dx7c6H2fCf754b4JkOABAuq71WS3ulukLVmyJduSIltydDWVyiQZ79hJdmeztZvMbM2uM5PZzHi2ZiszTjZbU94t12SdayrZmUncbFmKrcuOHMuH7MjsS93sW1I3QJAE2ABx3+/+AbwgQBwESNx8PlUuuXG8eNEiRODB96gzG8VSqHbL5qSKli+7SVs2gBnIB0KfuncUdpOmOAhb/vA/iFuWXDZ9RYVQMJb/OxmSZwjJgVAhkCn+fXQoIJMrzK60qW3s9IIHY2YtPnHIXrxs1KSFRqmAO1A5NyuXk7AUjGNqwoxASXDoC/dmhRDtPvLPYTYn8WeSBoo8F7CaQCxVXIZARK3FQIioS+KFodJAfoZQuyuE5BlFxk5UCMlDpTMcKt3rmq0QqvYBZHoiv+K8dAjvTp1Z8ECtFHjmxGTN21hKZmdsrhAaNWvLnlMincX7/iiOO4fw/P1OfPfKCoKxVDEwcVgHb6iu06ovVkDJAoWtY3LLmF6jhEmrKgaCO10536x2bhq7G03he1dX8cKME8qSthqFQsBh1VWEZQCwGk4inZXwSw/cUwwOo8kM4uksqzGoJ4yYNma4ceU8DRJLYXPoZol0Fol0rjj7johai4EQUZck0jnoii1j7Z8hFC4EQuYOzBBSKgSUCoFUtv1zkWhnmqkQ8keqD9addphxN5rCaoNr3reSyebw0rklPD41BludNd8WXUkgZC2vaBk1acue07WVMHJSPoA4NeNEOivhlQteeIIxjJm10KoGb1il06bHciiBTEmlXiCarxAq3dxmN2mK4ZknGCvetxOGjRqMW7RtCYReOb+ETE7C3GxllZnTqi9WQ5WSn//eESOeO+nE315ZLQ5MZzUG9QKtSrlR4ceQkgZIrZaxQKzy9xYRtQ4DIaIuiafKW8ZiyfaGJ8UKIU1nZsmrlYJr5/vARoVQaotb1m6baXWVx9s3/PBHkjg1U39zUmm4Wa1CKJzMIJHOlp3btMOCY5MWHBk348yCG+7Azjdq9Sqn1YBsTsJKSTAWLHz7WjqLYdS8EZ65A3GYdariB85OmJqwtGX1/PyCG9MOC6YmKoedV2unAzZmSjlteszNOpHK5opb6ewmfhih3iD/LDKkpEFi1qkQTmaQy5W/dwzGKn9vEVHrMBAi6pL8UGk5EFIh2uaWsUgHW8aAfNsYt4z1PjkIiiQziNepUoulMoimsmUr52VTxUCoNXNg5hc8sBrUeGxqtO7t5JYxq0FdMRtL/sAkBx2L3jCMGiX2DBsghMDcrBMLt4O46F7v2LycTpODrtLgQ54hVPrG2m7aaK/zBOIdn6c07bDgpi/S0v9e3FiN4Lx7HS9WqQ4C8mHZajhZDAxl7pKWOTk4fOX8EgCwZYx6hvyzyJ9JGiQWnRqShIr3w4Eqv7eIqHUYCBF1STKdK1YIGbVKxFPZls5g2SyS6FzLGABoVQpuGesDvnCy+DNRb46QPKC52syKIb0aTqu+JRVC4UQab1xaxrMnJrds45LPu1qAsXmd+mVvCEcmzMUVzc/f74QQ+VbKQRwoDWxUTZUOTw7E0lApRFmAlp+3lP/36wl2vmJq2mFGOisVW7Na4cxZNxQCeO7+6jOo5L8b73qi7HJPMA6bQQ2jVgUhBE7NOpEpfFvNeS3UK+TKIFat0SCRf6dvHiwd3DT7johai4EQUZfkh0pvrJ3P5KS2buWSv3FhhRDJ4qksIskMpgstNZvXtJeSr6s1s2LaYW5JIPTqxWUkMzmcqlHZUUqeIVQt0LGXrFOXJAmL3lCxtQ0AJoZ0eKSweapT83I6Tf572VwhZDVoIMTGkGW7SYv1eBrJTBaeQLy4lr1Tjhb+vZy9E8B6PI31eLrm6uFG5HISXjq7hE/eO4oxc/Vh4dX+buQ/l/48vFAIDoXIzzsi6gVy4D3GCiEaIHLV7+bB0pwhRNReDISIuiSRzkKn2pghBKCtc4TkCiGjtjPDc9VKVgj1Orl6ZtphBlB/sLR8Xa0qiWmHBbf80YoWnM3+91cu49mv/qBmNdzpBTf2242Yuce65fkbNEpoVQrsHakMMORAyB9JwROMI5zIFFvbZPKw4T3Dg9kyplMrYTdpyoYnB2PpitW9yaE4uAAAIABJREFU8ofL9/3RrlRM7bcboVMr8C/PvIeT/+YNnPw3b+D4l9/A19++ta3jnXMH4QnGcWqmdqhYbKcLlq+e9wTLW+bk4HDUpIVKybdM1BscQzoIAYzWCDyJ+pH8JU+4RoUQW8aI2qMzpQJEVEaSJCTSWegLQZA86DmaytTdqrQTkULYZNZ25hcqh0r3Pl8xEMoHJXVbxgrX1ZpZMe2wIJuTcH0lguOuoaq3iaey+Kt37yCSzODcnSBm9tjKrncHYvjJ+3fxz568t6yCpRYhBP7Trz2IA6Omiuvk1cz+SBJXCrONjhaCL9lzJ53QqpTFSqFBtHmbViCWqnhTLYdn524H8/fpcMWUSqnA//uPPoprKxstY3/97h38fz+5jV9/ZH9DPwulbhZaz+6vEypODOmgEBszg4D8f5fdgRg+dW/57KrfmzuOlVBi8yGIuuYfPLAH0w5LR4e/E7VbsWVsU4VQMJaCTq2ATj1420CJegEDIaIuSGVzyEko/nIzFKp26g313aloMgOFQLFNrd3USkVbW+Bo5+SqnyMTjVUI1WubKd00VisQeuPycnG4+fyCpyIQeumsBwDwQp3Kjs0+dmCk6uXyamZfOIlF5FvZjmzaNqVUCHzuuKPhx+pHLpuhbINXMJbGPZsqouQ5JOfuFAKhLsxUevTwKB49vBHEmLRK/Pbpi1WDw614gnEIATiGaj8PtVKBCYuurGXsbjSFRDpX8fxdNkPH2+iI6hnSq8teL0SDoNgyltjcMpZmuxhRG7H+magLEul8UKJVyTOE8oFQtI2BUCSZgakwKLUTtCrOEOp1ctWPY0gPm0G9ZYWQzaCBukbbzJ5hA/RqJRaXa88ROnPWg8khHX7+hAOvXFgq+/mQJAnzCx48uH+4IrDYrvyw5CQWl0PYO2Ko2ES2Gzht+QoheY1vIJaq2TImB0KdHipdzdPHHdCqFDhTCAmb4Q7EMWbWQqOq/xbHadPDXVI9JVdSDepMKSKiXmYpVAhVaxmzMhAiahsGQkRdIM9ZkVvGDIWWsViyfavn5UCoUzhDqPfJm8NGTJr86vHCn6veNpKsu9FGqRA4MlF7sPRqOIHvX/PhhRknfuEjLgRjabx1dbV4/bk7QdzyR2uuCd8Ou0mTrxDyhouDs3cbp1WPVCYHfzQf9gWrfNMqt4xdWwlDp1b0xPBki06NJ4+O4+XzS00Hy40OxnbZDGUVQp6SlfNERNRZZl31odLBWApWtkcStQ0DIaIukAMheai0PEMo1s4KoUSmYxvGAAZC/cAXScBmUEOtVGDUrK2/ZSycrDk/SDbtsGDRG646MPrlc0vISflBzo8essNu0uLMwkb1x5mzHmhVCjzdwhauUbMOt+/G8MFatGzD2G5Suk0rnsoimclhaFOFkE6thFmnQk7K375TVYRbeXG2MjhsxObB0LU4rXoshxLIFP47Jc8T6oUKKSKi3UajUkCnViC86cvRQCwFm5GBEFG7MBAi6gK5ZUyeIaQvtoy1r0IomsrApOtgIKRSIMWh0j3NH04Vq0PsJu0WLWMbt63lqMOM9Xga3vXKAbzzCx6cdA3h0JgZKqUCz98/ie9eWUEwlkIqk8PL55fw5NHx4paRVrCbNFgNJyFJG5vUdhvXsLxNK153da+8Pc7ZQ7NyHj1sh92kKQsOt5LLSfCuxxtq+3La9MjmJCwXBkZ7gnGYtCoO6iUi6hKzTl2lQogtY0TtxECIqAvixZax/EtQXgXf1gqhDreMaZScIdTrfJGNqp9Rs3bLodK1Vs7LSgdLl1r0hnDZG8LcrKt42dysE+mshFcuePHW1VUEY2m8WHJ9K5QGWLu9QsgdKA2EKgMPe+HnoJfapVRKBZ476SwGh41YDSeRzkoNPY/i6vlCZZA7EO+pCikiot3GolOVDZWWJAnBeLrq7y0iag0GQkRdsLllTJ4hFG3nDKFEhwMhlWDLWI/LzwXaqBCKpbJVfwajyQzi6WwxNKhF3la2ORA6c9YDlULg2ZOTxcuOOiyYmjDjzIIbZxY8sJs0ePRwa9e/y2GXWavatW1AZp0aFp0KnkAc67H8m+xq37TKYV+v/T3JweHfXPA2dHt3IAagsedRbKcrDJP2BBurLCIiovaw6NVlQ6XDyQyyOQlWPSuEiNqFgRBRFxQDoeJQ6c6snecMISpVOhdIHhhdrW1MrhzaqkLIrFPjnmE9Fr3h4mXZnISXznrw6SNjZcOKhRA4NePEwu0gvrO4gudOOqGqscFsu+TznXKYd3XVh9NmKLSMyYFQlQqhwr//XguEjk1acGTcjPkFd0O3l8OdRp7HpLW8QsgTiPVUhRQR0W6zuWUsGK39e4uIWoOBEFEXbK4QUisV0CgVHVk73ylqpQLpHbSMBWMpvO+Pbvv+t9diCEQbazPZjWKpDGKpbLFCSA6GqgVC8mVbVQgBwPSEBefuBPHae1689p4X//H7N7EaTlbdHvbCjBMKAWRyEuZauF1MJj+n3douJnPZ9PAEtpgh1IMtY0AhOJzNB4eN/PdAHgw92cDz0KmVsJu0cAfiCCXSCCUyPReIERHtJvmWsY0KoXq/t4ioNRgIEXXBxlDpjZegQatErE1DpSVJ6vwMIZUCqR1UCP3OmYv4xf/446obqxrxxT/7Kf7dq1e2/fiDTl4xv1EhlP+nr8rqeTkQ2qpCCABm99rgCcbxG3+xgN/4iwV85bWrGDFq8Pj0WMVtxy06PD41hvucFhybbH1o47TqoVUp8MC+4ZYfu584rXq4A7HiHJ5q37QeGjNDq1Jgv93Y6dPb0nOFVsPvLq5seVtPMI5ho6bYhrsVl00PTzC+sXKegRARUdeYdWqES2YIBeOsECJqt859OiSiokRxqLSyeJlRo2rbUOlEOoechI62jO1kqHQwlsKbl1eQzkpYCSUxMaRr6v6SJMF9N44RY2Rbj78b+CL5zUpyq9BYIRiqtnpebhmzm7f+hu6/e/QAHp8aQza3EeSNmrXQqpRVb//VX55FVpLa0tJlM2rwzr94Yte/kXTZ9IimsvhgLQaDRln138Vnj43jJ7/zRE9ucnEM6WDSqorVP/W4A/GmqnycNj0uL4U2AqEeq5AiItpNLHoVQvGNL0c3vsjovd9NRIOCgRBRF8Q3tYwB+XCoXRVC4WT+GxaTtvqH8nZQKwXS21w7/8oFb/G+i95Q04FQKJ5BKpsrfsijSnIlkFwZNGzUQAjAX2XTmC+SghDAcANvyJQKgXvHG1/xXhqKtoPNyDeRcshxaSkEa42V6kKInn3DLYQoVDlt/Xr2BGJN/fy5rHq8eXkFdwrDqFkhRETUPRadGqlsDol0Fjq1stj6zy1jRO3DljGiLthoGSutEFIimmxPhZB8XJOuP4ZKzy+4sXfEAAC4vGljVSPkKpflUIKDrWuQ/47kyiCVUgGbQVOzQmjEqGn50GfqDJct/1q6vhLu2dBnK06bvrhBrBZJkvKbwpqo8nHa9Ehlcjh/JwitStFQWyQREbWHpfA+VV49L7eMDdX4MoOIdo7v7om6QK4Q0qpKZghpVG2rEJJXiRsbnKvRChqVApmchFyuuSqh9/1RnL0dxK88uAcum75ihXkj5BannAQsryeavv9u4A8n81U/JRU0oyZt1Qqh0vX01H/kqpdMToLN2J9vquVZP/XcjaaQSOeaqvKR28t+8v5dOK36Xb2Njoio2yyF4EduGwvG0jDrVPxCiqiN+Ooi6oJkOgutSgGFYuPDh1GrbNsMoXBhY0OnK4QAND1Y+syCGwqR30A1NWHZViBUuimrkTaT3cgXSWLYUF71YzfXrhAabWDDGPUmm0ENfaEasW8rhKx6hBOZ4rfG1civdbkiqrHj5m/rXU+wXYyIqMvMhfep8mDpQCzFDWNEbcZAiKgLEulsxewUfRuHSssVQh3dMlYIGppp2crlJMyf9eATh+wYt+hw1GHG+/5ocQh3o3wlVS5bVRXsVv5wZdXPqElbc+08K4T6lxCiGHbUmiHU6+TzrzcXTH6tN9syVvz/HChNRNRVFl2hQqjwRWYglub8IKI2YyBE1AXxdLZsoDQgzxBqT8tYRG4Z62AgpFbmq5+aGSz97ocBuANxzM06AQDTDgtyEnB1OdzUY/sjSSgVAkJgy7kju5U/Uln1Yzdp4Q+nIEkb/84kSWKF0ACQw45+/aZVPv96FX/bWR1v0qqKsyma2U5GREStt9Eylq8QWo+l+raylahfMBAi6oJEOgeduvzlZ9CoEG9ThZAcCJk7WSFUCLyaWT0/v+CGQaPEZ49NAMgHQgBwZbm5tjF/JIlRkxajJi03jdXgiySLK+dldrMW8XQW0ZKfw0gyg2QmV3Fb6i9y2GHt029a5TYwT52A1xOMw1wS8DR+7PzfDVvGiIi6a6NlbKNCqF9/bxH1CwZCRF0gr9MsZdAoEU1lyqozWiXa1QqhxgKhRDqLb13w4qn7JmAoDL/eM2yAUaPEore5CiFfOAm7WdPQINrdSJIk+MOpiqofecNS6WBpf6R8PT31Jzns6NcKIbtJA61KUff17A7EthXqyNVH8jwhIiLqjo2WMc4QIuqUzn06JKKieLVASKtETgKSmVzFdTsVSWYgRD506hRNYYPaH755rbhGtJ6VUBLhZAYvzrqKlykUAkcmzE2vnvdHUhg1aWHSqXH+TnDL20uShK/93U2s1NlIplMr8T8+fqj4ZqUZt9di+P51Hz7/0N6m7wsAP7rhBwTw8YP2bd1/s2gqi3g6WxHy2AsBkS+SxD67Mf//C+EQW8b6mxx69Os3rUIIOK31A153IL6tti8nK4SIiHqCQaOEUiEQTqSRyeYQTmT69vcWUb9gIETUBckqLWPySvhYqjIs2qlIMgOTRtXRlcqHx8yYsOjw1tXVhu/z0b02PHRgpOyyaYcFL59fgiRJDZ+/L5zE1IQZIyYtXnvPi1xOKtvottktfxRfee0qjBol1KrKwslcTkIokcGRCTPmSgKrRv3BG1fx8vklfObYOMbMuqbv/3uvXoEQwMv/0yNN37cauQKo2lDp0usB4GcfBgAA+wsBEfWnj+4bxrFJC45NDnX7VLbNadNvOVT6Y/uHmz7uJ+8dxdXlMCYszb82iYiodYQQMOtUCMUzWC/MEWKFEFF7MRAi6oJ8dUb5Lzi5eieazGDY2NpfftFkpqPtYgBwdNKCd37niR0fZ8phwV/+5DY8wXhD66RzOQlr0STsZi0mrXqksxJWw0lMDNX+sHel0JL2X//7h3Gfs/IDcyabw9F//TquNDncGsivTn390nLxcbYTCLkDMShaGObJq+UrhkqbNWXXS5KE+QU3PrLX1tQqb+o9Tqse3/qtR7t9GjvisunxxlL1asFQIo1wIrOtKp/HjozhsSNjOz09IiJqAYtOjVAijUAsHwixQoiovThDiKgLqs8Q2qgQarVIMgNTA21bveiowwwADc8RWo+nkc5KGDVpi+0jnmD9TWOL3hCUCoFDY6aq16uUCtw7bsJik61rAPDqxWUkC4O1t3P/aDKDQCyNtWiqZUPHa1UIjRi1UIiN6y8thXB9NVLc+kbUTU6rvubroLhhjHOAiIj6mlmnQjiRQTCWn2HILWNE7cVAiKgLEpnqM4QAIJpq/er5SDLb8QqhVjkykd801miY4i9Ut9jNWrgaWFUtH/vgqLFuq970hGVbgc78WTcO2I1wDOm2df/SmSlbBVuN8teoEFIqBIaNGvgKg6RPL7ihUSrwzPHJljwu0U44iwFv5etZfo1zdTwRUX+z6NQIxTcqhGysECJqKwZCRF0QT1UOjpZnCLVj9XwkkYZJ27mB0q1k0qqwd8TQ8Or5YjuUSVv8ANlIICSvuK9l2mGBP5LCarj24OnN3IEY3rl1F6dmnJh2WJrelgagbGbKVs+jUb5wEgqBqq2JdpMWvnAS6WwOr5xfwhPTYxjimzHqAXL1T7VASF5Hz8HQRET9zaJXIZRIFyuEOEOIqL0YCBF1QTKdrRgqXTpDqNWiySxMfVohBMjVOY2FKRtbsTQwaFSwGdR1NxMFYyksrScwNVE/EJpqsnUNAF466wEAvDDjxNSEGTd9ESQzzQV+7rIKoRYFQpEUho1aKKsM2h41a+GPJPH2dR/8kdS2hmgTtYOrGPBWVsp5gnHo1AqMtHj+GhERdZZZpy60jOUrhPilFFF7MRAi6oJEJgt9xQyh/J/bNUOoX1vGgHx1zgdrUcQaaKfzF9qdRk354c0um6HuZiI54JkuBD61HHU017qWH8jswcf2D+OeYQOmHRZkchKur0Qaur/ME4hDrRRQK0Xd59EMXzhZMdRcJlcInV7wwGZQ41P3jrbkMYl2atyig0pR/XXgCcYxadV3dJMiERG13kbLWAoqhYC5j9+/EvUDBkJEHZbJ5pDOSpUtY9r2DpXu51+o0w4zJAkNbfnyhZPQKBWw6PPP12nVV60okMkBz9EtWsasBk1Tc4DOu9dxyx/Fi4UKm+kmAyWZOxCDY0gPx5C+ZS1j/kiyYn6QbNScD4TevLyC505OQqPirwnqDUqFwMSQruYMIW7CIyLqf2adCtFUFmuRFKwGNYN+ojbjO32iDksUNk7VahlrpAqmGZIkdWXtfCs1E6b4I0mMmDTFNxBOmx6eYBySJFW9/ZXlEEaMmpoByebzuNJgy9j8ghtalQJPH58AAOy3G6FTK5peXe8JxuGy6eG06lvXMhZOYtRU/fnaTRqksjmkMjm2i1HPcVr11SuEAnE4rZwfRETU7yz6fIvYnUAMQ3q2ixG1GwMhog6Th0ZXtozlA5tosrUVQslMDpmc1NeBkMumh1mraigQ8oXLq1+cVj0S6RzuRlNVb7/oDWPaYWnoG6hpR2NzgFKZHF4+v4TPHJuAWZd/M6NUCBwZNzddISR/0HXaqn8QbpYkSfBHkrDXCMDkVfQHRo044Rra8eMRtZLTVlkpF09lsRZNccMYEdEAsOjy71dv341xoDRRBzAQIuqwRDofJmg3BUJKhYBWpWh5hVCkMKTarOvfQEgIgSmHGZeWGqsQspdUv7jqrKrOZHO4uhLecn6QrNE5QH93zYdgLI25WWfF/Re9oZrVSpslM1mshpNwFiqEVsIJpAoVZtsVTmaQzORqzhCSw7QXZ10s06ae47IZKl4HcksoK4SIiPqf/EXaUjAOKwMhorZjIETUYXJ1yeYZQkB+jlCrZwjJW8vktfb96uGDdpy7E8Tyev217/5IeTtUvdXz7/ujSGVyW66clzXauvbuB3ehUSrwiYP2ivsHYmmshJINPZ43mH+ucoWQJGHL57+VW74oAGDPsLHq9R/dO4xff2Q/fuXBPTt6HKJ2cFkrXwffWVwFAMzssXbrtIiIqEXkGZA5CbBxwxhR2zEQIuqweCr/zfbmljEgP0co2uIKoXAifzxTH1cIAcCpGSckCXjpnKfmbXI5Cf5ICnbzxjdKLmt+0Gy1dqvLhWBnq5Xzsn0j+TlAW62eX1wO49CYqWIg89SEvLq+sbYxOcRy2Qx1V243Y6sh2nqNEr/7zFHYuL6belAx4A3mXwf5bX5ufHSvDXtHqoecRETUPyy6jRDIykCIqO0YCBF1WKJYIVT58jNolIi1eIaQXCFk6uMZQkB+KPPsHivmF9w1W66C8TSyOamsQsiiV8GkVVVtGVv0hqFWChwaMzV0Do3OAVr0hqpWHU0VLrvcYCDkKXzoddn0xWDLvcPB0oveEExaFeetUF+S28LkgPfSUgjXVyM4tak9k4iI+lN5IMQvp4jajYEQUYfJM4SqVwipEEu3OBAqVBz181Bp2dysC9dWIjVnCfnC+Vas0oHJQgi4qgyiBfLhyMHRykqeeqYdFiwu154D5I8k4Qsnq84lGtKr4bTqG64Q8gTiUAhgYkiHiSEdhKhe6dSMK94wpibMUCg4H4j6j8Oafx3Ir+fTC25olAo8c3yyy2dGREStILeMAeBQaaIOYCBE1GHylrHqM4SUiCXb1DI2AIHQMycc0CgVmF+o3jbmj+QDoc0r1Z1WfdVWqyvLoZqtU7VMOywIxtJYDlWf5bNVS9a0w9Lw6nl3MI5xiw5qpQIalQLjZt2OVs9LkoTF5erVS0T9QKtSYsyshScYRzqbw8vnlvBzR8cwxLYCIqKBUPp+lTOEiNqPgRBRhyUK23GqtYzp1SpEWz5UOn+8QQiErAYNHp8aw8vnPchkK7dtVasQAvJzRzYHKXejKayEkk2HI/Ltr9SYIyQHQlM1jnvUYcYtX6RYKVaPOxAva+3KVzptf4aQOxBHOJHBVINb1Yh6kdOqhycQx9vXfViLpnBqxtXtUyIiohZRKRUwavJfmjLsJ2o/BkJEHZbYokIo3vK18+nisQfB3KwT/kgKb1/3V1wnVwjZq1QIhRMZrMfTxcvk4KbZQEgOU2rNAbriDWPcosVwjaHM0w4LchJwbWXrKiFPIF62SrtasNWM7T5nol7itBngCcZxesGDYaMGn7p3tNunRERELWTR54MgtowRtR8DIaIOS9RZO2/QtL5CKFKoEOr3tfOyTx8Zg82gxukFd8V1vkgSGpUClk0b1Vy2yk1jG+FIc9UyFp0aLlvtOUCXawyUljW6uj6TzWE5lChuVQLywZY3mEA2V31+0VYWvWEIsbHtjKgfuWx6LAXjePPyCp47OdnUDDAiIup95sL7OAZCRO3Hd1FEHSa3ClWtENK0foZQNJmBUaMcmCHCGpUCz56cxJuXVxBKpMuu84WTGDVpIUT5c5VDldLqmsveEEbNWoxsqiZqxNSEpWqgk8rkcNMXqRsI7Rk2wKBRbrm6fiWcRDYnwVnYLgbkn0cmJ2E1XH1+0VYWvSHsGzHCMCDhIO1OTmv+dZDK5DDH7WJERANH3jTGtfNE7cdAiKjD4qnCDKEq32obNErE0tmaG6y2I5LIwKQbrABgbtaFZCaHVy96yy73R1IV84OAjVXV11bC8IXzW8AuL21/uPJRhxnv+6MVc4BurEaQzkp1j6tQCByZMOOiZ714Lr5wEslM+bHcdzdWzsvkSqdqG9MakR8ozeog6m9ywHtw1IjjzqEunw0REbWaWaeCTq2o+uUpEbXWYH1KJOoDiUwWaqWASlklENKqIElAPJ1tWRVHJJUZiJXzpU66hnBg1IjTCx78gwf2FC/3hZNwWnUVt7ebNDBolPj916/i91+/Wrz8samxbT3+0cn8HKCLnnU8sG+4ePnGhrH6ocuxSQv+4p3beOD/+E7xskNjJrzxTz9ZrOSSq5k2t4wB+da3B/Y1d87RZAYfrsXwC7McwEv9be9wPhidm3VVVAMSEVH/GzFpMWaufD9HRK03WJ8SifpAIp2t+Y3HUGGI3no83bpAKJEZiA1jpYQQmJtx4g/euIY7d2O4p/AB0R9J4v57KisGhBD44y88gBu+SPEypRB46r6JbT3+xw/ZoVUp8Mr5pbJA6MpyCFqVAvtGjHXv/1uPHy4OlwaA6yth/Kcff4h3Pwzgwf3548nzjsqGSlsrW98aJa+650Bp6ncHRk340199AB8/ONLtUyEiojb4Z5+5F3ejqW6fBtGuMFifEon6QL1AyFbolQ5E03AM6aveplnR5OAFQgDwQiEQeumsB7/5xGFkcxLWIsmKDWOyhw+O4OEWfYC06NR48ug4Xj6/hP/t548Wh9ouesM4MmGuWv1Vasyiwz/82N7in2OpDL7xMzfmF9wbgVAwDrtJU/azotcoMWLUbKtlTK5e4sp5GgSPHdledR8REfU+x5C+Ze+Diag+zhAi6rBEOgeduvpLz1rYphCMte5bkUhy8FrGgPw8nYcODGP+rAeSJCEQSyEnVa6cb5cXZ10IxtL43tVVAIAkSVj0hra1wcugUeGp+ybwrQve4lwi96aV8zKnTQ93INb0Yyx6Q7DoVFWPSUREREREuw8DIaIOS6Sz0NeoEJK3KQRi6arXb0ckmYF5AAMhAJibceF9fxRn7wThCycBAKNVhkq3w6OH7bCbNJhf8ADIzy9ai6a23ZL14qwL4WQG31lcAZCvEJKHSJdy2fTbahlb9IYw5bBw5goREREREQFgIETUcfG6LWOFCqF46yqEogNaIQQATx+fgFalwJkFD/yRfCDUqQohlVKB50468d0rKwjGUrhcaMnabiD00IEROIZ0mF/wIJeT4AnGywZKy5xWPZaC8aY20eVyEq4sh3GU84OIiIiIiKiAgRBRhyXSWehU9SuEgi2sEIomswMbCJl1anz22AReubCEpULVTKcqhABgbtaJdFbCKxe8WPQWhjZPbC90USoEXphx4u+u+XB1JYxUJle9ZcyqRyKdw1oTwxbvBGKIpbJcOU9EREREREUMhIg6LJ7OQaepHghpVUoYNEoEWrRZIZnJIpXNwawbzEAIyIcywVgaf/2uG0B+xXynHJu04Mi4GWcW3LiyHILTqsdQIdTbjrkZJ7I5CV/73k0AqDFDKN9G5mlisPTiDquXiIiIiIho8DAQIuqwZDoLnar2S8+qV7dshlA0mR9QbKwRQA2CRw7ZYTdp8e6HAejUio5uVBNC4NSsEwu3g3j7un/HFTiHx8047hzCKxeWAACu4cpAyFVoI2tm09hlbxgKAdw7zgohIiIiIiLKYyBE1GH11s4D+U1j6y2aIRRJZABgYFvGgPwsnxfunwSQnx/U6aHJL9zvhBDA3R0MlC41N+uEPB6o1pYxAPAEG980tugN4cCoqe7PHRERERER7S4MhIg6LF5nyxgA2IyNVwithhO45YvUvD6SzAdCg9wyBgBzsy4AnRsoXWpiSIdHDtkBAFPbnB9U6tmTk1ApBCw6Fcy6yvYzi04Ns06FH91cwzfPeYr/Ww0nah5z0RvC1ASrg4iIiIiIaMNgf0ok6kGJdA46db2WMQ0W10MNHevLL1/CT9+/ix//iyegVlYeM5oa/AohADg6acH991hxeMzUlcf/lQf34J1ba7h/j3XHx7KbtPjsfRNYK2xLotUKAAAgAElEQVRNq2ZqwozvXfXhe1d9xct+bnoMX//CAxW39QTjcAfi+PxDe3d8bkRERERENDgG+1MiUQ9KpLM1h0oD+U1jjW4Zu+Behz+Swvev+fDE9HjF9XLLWCfn6nTLf/nHD0Gp6Gy7mOzp4w787LAdlioVPdvxh794EvW2yv/5rz0I7/pGRdCf/fAD/Oef3sZaJImRTVVSL531AAA+d5+jJedGRERERESDgS1jRB2Uy0lIZnI1184DgM2gQTCWQi5XJxEAEEqki4OF5wsf+jeTW8Z2QyCkUyurVkl1SqvCICC/ba7evB+DRoWDo6bi/z7/0F5kchJeOb9UdjtJkjC/4MaD+4axZ8TQsvMjIiIiIqL+x0CIqIOSmRwAbDFUWo2cBIQLYU4tV5fDAIADdiPevLyC9XhlVZEcCA16y9hud2TCjGOTlopg8KJnHTd9UczNOrt0ZkRERERE1KsYCBF1UDydXwOvrzdDyKABAARj9TeNLXrzc4Z+++kppDI5fPuit+I2UblCaMCHSlN+sPYF9zqur4SLl80veKBRKfD0cbaLERERERFROQZCRB2UKARC9SqEbIZ869FWm8YWvSFYDWp85ug4Do4acWahsm2sWCGkYSA06J47OQmlQhSrhFKZHF4+v4Qnj45jSN+6djYiIiIiIhoMDISIOqiRQKjRCqHL3jCmJywQQmBu1oWffnAXt9diZbeJJDIwaJRdG7ZMnTNq1uKTh+146awHuZyEv7vmw91oCi+yXYyIiIiIiKpgIETUQfEmKoTqbRrL5iRcXQ5hymEGALww44QQwJlNM2SiqQznB+0ic7MueNcTeOfWGs6cdcNu0uDRw6PdPi0iIiIiIupBDISIOiiRlodKbz1DKFCnQuiDtSgS6RymHRYAgNOqx0P7R3DmrBtSyb7ySDK7KzaMUd6TR8dh1qrwJz/8AN+5vIpnT052dfMaERERERH1Ln5SIOqgZHGodO0KoSG9GkLUnyF0xZsfHHy0EAgBwNysEx+sxbBwO1i8LJJIMxDaRXRqJT533IHvLK4glc3hxVlXt0+JiIiIiIh6FD8pErVROJHGH755DfFUPghaWk8AqN8yplQIWHRqrNepEFr0hqBUCBwaMxUve/q4A7/7zffw5Zcv4dhkPii6tBTCgVFjK54K9Ym5WSf+67t3cO+4qfhzQEREREREtBkDIaI2+sbP3PjTH36AMbMWojDX+fCYCXtHDHXvZzOo61YILXpDODhqLAuWTFoVfu0T+3F6wY3Vq/ngSQjgkUP2nT8R6hsP7BvGE1NjeOakA0JwmDgREREREVXHQIiojeYXPDg2acG3fuvRpu43ZNDUnSG06A3hgf3DFZd/6akpfOmpqabPkwaHQiHwx198oNunQUREREREPY4zhIja5PpKGBc965jbxhwXm0Fdc8tYMJbC0nqiOFCaiIiIiIiIqFkMhIjaZP6sB0qFwHMnJ5u+r82gQTBevUJosTBQemrCvKPzIyIiIiIiot2LgRBRG+RyEl4668EnD9sxatY2fX+rQY1gtHqF0KI3BKB8wxgRERERERFRMxgIEbXBO7fW4F1PbKtdDACseg3CyQzS2VzFdYveEEaMmm0FTUREREREREQAAyGitji94IFZq8KTR8e3dX+bUQ0AVecIXVkOY9ph4QYpIiIiIiIi2jYGQkQtFktl8Np7XnzuuKNsLXwzrAYNAGB90xyhTDaHqythTDs4P4iIiIiIiIi2j4EQUYu9cWkF0VQWc7PObR/DZshXCAU2VQi9748ilclxwxgRERERERHtCAMhohY7veCGy6bHA/uGt30Mqz5fIRSIllcIXS4MlGYgRERERERERDuh6vYJEPWzcCKNf/QnP8XdkuDm9t0YfvOxQ1Aotj/jx2qoPkNo0RuGWilwcNS07WMTERERERERMRAi2oFvX/Ti7O0gnjo2AZ06X3D3sf3D+PzDe3d0XJsxXyEU3DRDaNEbwsFREzQqFvcRERERERHR9jEQItqB0wseHBg14mufn23p1i+jRgm1UlTMEFr0hvDIIXvLHoeIiIiIiIh2J5YZEG3Tnbsx/PT9u3hx1tXyFfBCCAzpNQjGNiqE1iJJrIaTnB9EREREREREO8ZAiGibXjrrAQA8f/9kW45vM6gRiG5UCF1ZDgPgQGkiIiIiIiLaOQZCRNsgSRLmz3rw0IFhuGyGtjyGzaApmyG0WNwwZm7L4xEREREREdHuwUCIaBvO3gnifX8Uc7Outj2G1aAu2zJ22RvCmFmLEZO2bY9JREREREREuwMDIaJtOLPggValwNP3TbTtMawGNQKx0gqhMNvFiIiIiIiIqCV2FAgJIaxCiG8IIa4IIRaFEA8LIYaFEG8KIa4X/mlr1ckS9YJkJotXLizhs8cmYNap2/Y4NoMGgVgakiQhlcnhxmoYU2wXIyIiIiIiohbYaYXQfwDwmiRJUwBOAlgE8M8BfFeSpMMAvlv4M9HAeOuKD8FYGnOzzrY+jtWgQSqTQyKdw01fBOmshKOsECIiIiIiIqIW2HYgJIQYAvBJAH8MAJIkpSRJCgJ4HsCfF2725wBe2OlJEvWS+QU37CYtHjlkb+vj2Az56qNALIUry/JAaQZCREREREREtHM7qRDaD8AH4E+FEGeFEF8XQhgBjEuS5C3cZhnA+E5PkqhXJNJZvHV1Fc+dnIRK2d4RXNaSQGjRG4ZGpcABu7Gtj0lERERERES7w04+0aoAzAL4miRJMwCi2NQeJkmSBECqdmchxD8WQrwrhHjX5/Pt4DSIOuduNIV0VsLhcVPbH8tq0AAAgrE0Fr0h3DtuansIRURERERERLvDTj5dugG4JUn6SeHP30A+IFoRQjgAoPDP1Wp3liTpjyRJ+qgkSR8dHR3dwWkQdY689Utu52on26ZAaHqC7WJERERERETUGtsOhCRJWgZwRwhxpHDREwAuA3gZwBcKl30BwDd3dIZEPSQYSwPYqN5pJzl0ur4ahj+S4vwgIiIiIiIiahnVDu//mwD+UgihAXALwK8iHzL9lRDi1wF8COAXd/gYRD1DDoRsHQiEhgqB0I9urgEAV84TERERERFRy+woEJIk6RyAj1a56omdHJeoV8ktY9YOtIxpVUoYNEqcvR0AAK6cJyIiIiIiopbhhFqiJgQ7GAgB+UqkdFaCY0jXkTY1IiIiIiIi2h0YCBE1IRBLw6BRQqtSduTxhvT54Inzg4iIiIiIiKiVGAgRNSEYS3dkfpDMZpQDIc4PIiIiIiIiotZhIETUhGAsVaza6QS5TYwVQkRERERERNRKDIRaJJPN4fVLy7joXq95m3durSGeynbwrGpzB2K4sRrp9mn0nUAsVaza6QR59TwDISIiIiIiImolBkItkpUkfOkbF/D1H9yqev2iN4Rf+qN38LXv3ejwmVX35Zcv4fNf/wmyOanbp9JXgrF0R4c7Hxo1YcKiw74RY8cek4iIiIiIiAYfA6EW0aqUePakA69fWkY4ka64fn7Bnf/nWQ9yPRDCvO+PYjmUwI9vrnX7VPpKMJ4uVu10whc+vg9/96VPQ6kQHXtMIiIiIiIiGnwMhFro1IwLiXQOr763XHZ5JpvDS+eWMKRXwx2I4+8/uNulM8yTJAmeYBzARlBFW8vlJARjKVj1nasQEkJ0bKMZERERERER7R4MhFpodo8V+0YMOLPgKbv8hzfX4Asn8a+fPQqjRon5Tdd32t1oCol0DgaNEq++t4xoMtPV8+kX4UQGOQmwdrBCiIiIiIiIiKgdGAi1kBACc7Mu/PjWGtyBWPHy+QU3hvRq/PwJB566z4FvX/Qike7ecGl3IF8d9N88tBfxdBavX1re4h4E5AdKA+jo2nkiIiIiIiKidmAg1GKnZpwAgG+eWwIARJIZvH5pGc+ccECrUuLFWSfCyQzevLzStXOU28WePTmJPcOGrlcs9YtgPD8bqpNbxoiIiIiIiIjagYFQi90zbMCD+4Yxv+CGJEl49aIXiXQOc7MuAMBDB0YwOaTr6uweT6FC6B6bAadmnPjhTT+86/GunU+/kCuEhjo4Q4iIiIiIiIioHRgItcHcrBM3fVFccK9jfsGDfSMGzO6xAgAUCoHnZ5z4/nU/fOFkV87PE4zDpFXBoldhbtYJSdqoaKLagsWWMVYIERERERERUX9jINQGnzvhgEalwP/91g38+NYa5mZdEGJjbfjcjBPZnISXz3cnhHEH4nBa9RBCYO+IER/Za8Ppn+Urmqi2QLTQMsYZQkRERERERNTnGAi1gUWnxmeOjhfnBMlzhWSHx8044RrqWtuYOxCDy6Yv/nlu1onrqxFcWgp15Xz6RTCehhCARc8KISIiIiIiIupvDITaZG42HwI9uG8Y9wwbKq4/NePEpaUQri6Ht3V8TzCO/+etG8jlmq/q8QTjcJYEQs8cn4RGqcDpOgHVX/7kQ/z0/bsNHV+SJHz1u9exvJ5o+tza4buLK3Wrsb7xMzd+cN2/5XGCsRQsOjWUCrHlbYmIiIiIiIh6GQOhNnn08CgeOzKK3/j0garXP3tyEiqFwPzZ7VUJvXTWg99//Spu+SNN3S+USCOcyMBp3QiEhgxqPDE9hlfOLyGdzVXcZzWUwO++9B7+7bcuN/QYt+/G8H++eQ1//e6dps6tHbI5Cf/yzHv4nfmLiKeyFdevx9L4nfmL+FfffG/LlrlALM35QURERERERDQQGAi1iVqpwJ/+6oN4fGq86vV2kxafPjKKl856kN1GlY+7sCnssre5CiN5w1hphRAAzM264I+k8PZ1X8V9vnluCTkJuOBex43VrR9PHpa9uNz9FrR3bq1hOZRAJJnBm4srFdd/66IXqWwOt/xRnHev1z1WMJaClfODiIiIiIiIaAAwEOqiuVkXVkJJ/Ojm1u1Km3mC+WBn0dtc6CIHSS5beRvbp+4dxbBRg9MLnor7nF5w4+CoEUqFwHyV6zfzRwqBUJNhVTucXnDDrFPBMaSrOrNpfsGNvSMGaFWKLWc6BVkhRERERERERAOCgVAXPT41BrNO1VDIspknEAPQfCAk36+0ZQwANCoFnj3hwJuXV7AeTxcvv7wUwpXlML748X345GE7zpz1bDm3SK4Q+mAtilgq09T5tVIslcFr7y3jmRMOzM068f1rPqyGN+YafbgWxbsfBvBLD+zBk0fH8fL5JaQylS1zsgArhIiIiIiIiGhAMBDqIp1aiWdOTOK195YRTTYenEiStO0KIU8wDq1KAbupMtiYm3Uhlcnh1Yve4mXzC26olQLPnJjEqVkXvOsJvHNrre5j+CKpwnkCV7Y5NLsVXr+0jFgqi1MzLpyacSEnAS+f2xgufeasB0IAL8xM4sVZF4KxNL53dbXm8YKxNKysECIiIiIiIqIBwECoy16cdSKezuK195Ybvs9aNIVEOgenVY+VUBJ3o6mG7+sJxuG06iFE5aasE64hHBw1FiuWMtkcvnl+CY8dGYPNqMFnjo7DrFVh/mz9iiZ/JFncxHWli21j8wse3DOsx0f32nBozISTrqHic5MkCfMLHnz84AgcQ3o8etgOu0lTs1ornc0hkszAxgohIiIiIiIiGgAMhLrsI3tt2DNsaGrbmDwY+smj+YHVV5qoEnIH4hUDpWVCCMzNuvDTD+7izt0YfnDDD184iblZF4B8RdPnjjvw6kVv3VYwXziJQ6MmmLSqpiuYWmV5PYEf3PDj1IwLikI4NTfrwmVvCIveEH72YQC378YwN5N/biqlAs+ddOJvr6wiGKsM2IKxfBsdZwgRERERERHRIGAg1GVCCJyaceJHN9fgXY83dB+5XeyJ6TEAwOUmQhdPIA5XjUAIAF6YcQLIt1PNL3gwpFfjsanR4vVzs05EU1m8calyY5fMH0lizKLF1IS5a4HQN895IEnAXOH5AMCzJyehUoj8czvrgV6txFP3TRSvn5t1IpXN4W8ueCuOJ4dEQ6wQIiIiIiIiogHAQKgHzM06IUnAS2eXtr4xAHdhMPQJlxWjZm3D27ziqSzWoqmKgdKlnFY9Hj4wgr969w5ev7SMZ086oFUpi9c/sG8YTqu+btuYL5yE3aTFtMOCK8vhLYdQt5okSTi94MbsHiv22Y3Fy4eNGnz6yBjOnPXgb84v4an7JmDUqorXH5u04Mi4ueq2sQArhIiIiIiIiGiAMBDqAXtHjPjIXhvmF9yQpK3DE08gDrNOhSG9GtMOS8NVOHJlUa2WMdmpWSfcgTiSmVyxXUymUAjMzTrxg+s+rIQSFfeVJAn+SBKj5nwgFElmiqvuO+XSUgjXViIV5w7kZzb5wkmEEhnMzTrLrhNC4NSsEwu3g/jAHy27Tq4Q4gwhIiIiIiIiGgQMhHrE3KwT11cjeM+zdbgjD4YGgOkJM26sRpDO1l6XXno/AHBaDXVv9/R9E9CpFdhvN2LmHmvF9admnMhJwCvnKyuaIskMEukc7CYNph1mAFu3tF1dDuPTv/8WHv697xb/97n/8DbCifSWz6ma+QUPNEoFnjnhqLju8ekxWHQqjFu0+PhBe8X1L9zvhBDAS+fKK6DkGULcMkZERERERESDgIFQj3jm+CQ0SkVDw6XdJXOAph0WpLI53PRFGrhfvtWs3gwhADDr1Pj3L57Av33hvqrbyA6MmjBh0VVdKe8vrJy3m7Q4MmGGENiygukv3vkQ3vUEHj1sx6OH7Tg2acFlbwgX3OtbPqfNMtkcXj7vweNTY7BWqebRqpT4yi+cwO/NHS9uQis1MaTD9IQFC7eDZZcHChVC1Y5JRERERERE1G8YCPWIIYMaP3d0DC+fW9qy2qesQshhAdDYendPIA6VQmDcotvyts/f78QnDlVW0MicNn1x21kpXzgJABg1a2HQqLB/xIgry7UDoWQmi1cuLOGzxybwlV84ia/8wkn8+xdPANg6SKrm7et++COpinawUk/d58DjU+M1r6/WhheIpaFWChg1yhr3IiIiIiIiIuofDIR6yKkZF9aiKXz/mq/mbdbjaYQTGbhs+bavA6NGaJSKhsITTzCOiSFd1cqYZjmt+mILWil/JB8I2U1aAHK4UjuseuuKD8FYuizAGTFpMWrWNrU9TXZ6wQ2bQY1PHxlr+r6yaYcZvnCy+FwAYD2egtWgqVoxRURERERERNRvGAj1kE/dO4pho6buBi+5KkceDK1WKnB43NRQeOIJxOtuGGuG06aHdz2O7KYNYnKIMmqWAyEzbt+N1ZwHNL/gxqhZi0c2VSNtFSRVE0qk8eblFTx7chIa1fZ/tOWqq9KQLRBNc8MYERERERERDQwGQj1Eo1LguZOTePPyCtbj1QOUjcHQG8FOo+FJfvZQ/YHSjXJa9UhnJayGyzeN+cJJKMTGNq6piXy4crXKvKFANIW3rq7i+ZOTUCnLfxSnHWbcWA03NCxb9upFb9XNaM2qGgjFUrDqOT+IiIiIiIiIBgMDoR5zasaJVCaHb1/0Vr3eUxgMXbo6ftphgT+SLM7vqSaVyWElnNhy5Xyj5MHUm+cI+SNJjJi0xba06cnKcEX2NxeWkM5KVQOcow4L0lmpoWHZstMLHhwYNeKka6jh+1QzbNRg3KItm8sUjKW5YYyIiIiIiIgGBgOhHnPCNYSDo0bML1TfNuYOxKFTKzBi3KhWmZ7Ir3evN0doeT0BSQJcLWoZKwZCm+YI+cLJ4vwgAJgc0sGiU+FylQqm0wseTE2YcbQQGpWqVqVTz527Mfz0/bt4cdbVkjk/0w5LWRteMJ4qVj0RERERERER9TsGQj1GCIG5WRf+/oMAbq/FKq6XN4yVhh6NhCfuYGVl0U5MFoIl96YKIV8kBbtpIzgRQlTd2nXTF8G5O8Ga28D22+Vh2Y3NEXqpMHfp+fsnG34O9Uw7LLjpiyCVyUGSJARiaViNrBAiIiIiIiKiwcBAqAe9MJMPSc5UGS7tCcbh3DQHyGbUYMKiw5Uqc3pkcnDjalEgZNCoMGzUVARC/nCyOFBaNu2w4OpyGLmSAdRnFjxQiPx6+2rkYdmNVAhJkoT5sx48dGC4ZTOSpgstazdWI4ins0hlcpwhRERERERERAND1e0ToEpOqx4PHxjB/Fk3fuuJQ2XVQJ5AHMcmK2fkTDvMuOhZx/v+aNVjLnpDEAJwDLUmEALy4VJpy5gkSfBFkhg1lQdCRx0WxNNZvHNrDQ6rHpIk4cxZDx45PIpxi67m8acdFnzvqq/i8lxOwp1ADHK+dH0ljPf9UfwPnz7YmieG8ja8ocLsIG4ZIyIiIiIiokHBQKhHzc068b9+4wIWbgfxkb02AEAslcFaNFW1yue4cwhvXfXhsT/4Xs1jOq36Ha1jr3a8aysbVUnhZAapTK6iQug+Zz7A+pWv/6Ts8i89daTu8acdFnzjZ274NlUdffVvb+D/+s61stvq1Ao8fd/Etp5HNfvtRmhUCix6Q5hy5MMhK2cIERERERER0YBgINSjnj7uwO9+8z3ML7iLgdBSsHbb13/7yQM4NG4ua8va7N5xc0vP0WnV462rq5AkCUKI4pYz++YKoUkL/vSLD2A9ni5eplMr8OTR+gHOtGOjSmfUPAogXx30V+/ewcweK77w8L7ibffbjTDrWlfBo1IqcGTcjCvLYQRj+fPmljEiIiIiIiIaFAyEepRJq8Jnj03glfNL+FfPHoVWpSzO63FW2RRm0anx3MnWDFRulNOmRyKdw1o0BbtJC38hENpcIQQAj02NNX386YmNYdmfvDcfCP30g7vwBOP40lNHas4fapVphxnfXVxFIJYCAG4ZIyIiIiIiooHBodI9bG7WhVAig79dXAWwseK9VZvCdkoe4OwpBFW+SPUKoe2Sh2WXDpaeX3DDpFXhM1tUF7XCtMOCtWgK11Yi+fNhhRARERERERENCAZCPewTB0cwZtZivrBtzBOIQ6UQGDPXHsTcSXKlkhxU+YstY62rpJl2mIvb0+KpLL59cRlP3zcBvUbZsseo/dj5CqUf3/QDQHG4NBEREREREVG/YyDUw1RKBZ6/fxJvXVnF3WgK7kAck1Y9lAqx9Z07QK5UKq0QUipES1urph0W3FiNIJnJ4o3Ly4gkMzg1295WseJjF1rWzt0JwqBRQqtqfwhFRERERERE1AkMhHrc3KwLmZyEV84vwROMV50f1C1DejXMWhXcgRgAwB9OYcSogaKFgdW0w4JMTsKN1QjmFzyYHNLhof0jLTt+PUMGNZxWPdJZifODiIiIiIiIaKAwEOpx0w4Lph0WzJ/1wBOI98z8IJnTpt9oGYskqw6U3gm5bev71/x4+7oPp2adLQ2ctjI1Ia+cZ7sYERERERERDQ4GQn1gbsaJ83eCWA4leqpCCABcNn1x+5kvkmzZQGnZvhEDtCoFvva9G8hJwKkZV0uPvxU5kGKFEBEREREREQ0SBkJ94Pn7JyEXxbh6rULIqi8bKt3qCiGVUoEjE2aEEhmcdA3h0JippcffihwIcaA0ERERERERDRIGQn1gzKLDo4dHAfTOynmZ06ZHOJHBeiwNfyTV8gohYGO489xsZ6uDgPyWM4Ar54mIiIiIiGiwMBDqE59/aC90agUOj5m7fSplnFYDAOCyN4RUNtfSlfOyhw+OYEivxjMnHC0/9lb2jhjhtOpx73hv/b0TERERERER7YSq2ydAjXny6DgufvmzUCt7K8OTW9jOu4MA0PKWMSDfMvfzJxxdee5KhcD3v/QYlB0cZE1ERERERETUbgyE+kivhUHARgvbuduFQKgNLWNCCKiV3QtkGAYRERERERHRoOm9hIH6yohRA51agXN32lchREREREREREStxUCIdkQIgUmrHsuhBAC0Zag0EREREREREbUWAyHaMZctP1harRQY0nMbFxEREREREVGvYyBEO+a05ucIjRi1UHDeDhEREREREVHPYyBEOyZvGrObW79ynoiIiIiIiIhaj4EQ7ZhcIdSODWNERERERERE1HoMhGjHihVCDISIiIiIiIiI+gIDIdoxZyEQ4sp5IiIiIiIiov7AQIh2bNysw7MnJ/HpI2PdPhUiIiIiIiIiaoCq2ydA/U+hEPjqL890+zSIiIiIiIiIqEGsECIiIiIiIiIi2mUYCBERERERERER7TIMhIiIiIiIiIiIdhkGQkREREREREREuwwDISIiIiIiIiKiXYaBEBERERERERHRLsNAiIiIiIiIiIhol2EgRERERERERES0yzAQIiIiIiIiIiLaZRgIERERERERERHtMgyEiIiIiIiIiIh2GQZCRERERERERES7DAMhIiIiIiIiIqJdhoEQEREREREREdEuw0CIiIiIiIiIiGiXYSBERERERERERLTLMBAiIiIiIiIiItplGAgREREREREREe0yDISIiIiIiIiIiHYZBkJERERERERERLsMAyEiIiIiIiIiol2GgRARERERERER0S7DQIiIiIiIiIiIaJcRkiR1+xwghPAB+LDb59EAOwB/t0+CqI/wNUPUHL5miJrH1w1Rc/iaIWpOv79m9kqSNFrtip4IhPqFEOJdSZI+2u3zIOoXfM0QNYevGaLm8XVD1By+ZoiaM8ivGbaMERERERERERHtMgyEiIiIiIiIiIh2GQZCzfmjbp8AUZ/ha4aoOXzNEDWPrxui5vA1Q9ScgX3NcIYQEREREREREdEuwwohIiIiIiIiIqJdZlcHQkKIe4QQbwkhLgshLgkh/knh8mEhxJtCiOuFf9oKl08JIX4shEgKIf6XTceyCiG+IYS4IoRYFEI83I3nRNROrXrNCCGOCCHOlfwvJIT4p916XkTt1OLfNf9z4RjvCSH+sxBC143nRNROLX7N/JPC6+USf8/QoNrGa+YfCiEuCCEuCiF+JIQ4WXKsp4QQV4UQN4QQ/7xbz4monVr8mvkTIcSqEOK9bj2fndjVLWNCCAcAhyRJC0IIM4CfAXgBwBcB3JUk6d8V/kNokyTpt4UQYwD2Fm4TkCTpD8hQ128AAARMSURBVEqO9ecA3pYk6etCCA0AgyRJwU4/J6J2auVrpuSYSgAeAB+TJOnDTj0Xok5p1etGCOEE8AMARyVJigsh/grAtyVJ+rPOPyui9mnha+Y+AP8FwIMAUgBeA/AbkiTd6PiTImqjbbxmPg5gUZKkgBDiaQBfliTpY4X3ZNcAPAnADeDvAfyyJEn/f3t38zJVGcZx/HuRCWnUwqBIkwwigoisiIiSwja56IGCMigk6g+INkGbaNEiiGjXRguDEnoRahMILUqIxNCgyE0Z+ZJvpGgWpNavxTnC1CLROXOecc73szrPfea5uW6YH8NcM/c938/HuqRJ6Soz7VyrgJPAO0lumZcFjWHQ3xBKciDJjvb6N2AXsBSYAza2D9tI8+QgyeEk24HTo/NU1ZXAKmBD+7hTNoM0i7rKzH+sBn60GaRZ1XFuFgCXVdUCYBHwy4TLl3rXYWZuBrYl+SPJGeBz4JEeliD16gIy82WSY+34V8Cy9vou4Icku5OcommozvWzCqk/HWaGJF8AR3sqvXODbgiNqqrrgZXANuDqJAfaWweBq8/x7yuAI8DbVbWzqtZX1eJJ1SpNgzEzM2otsKnT4qQpNU5ukuwHXgP2AAeA40m2TKxYaQqM+VrzHXBfVS2pqkXAGuC6CZUqTYULyMwzwKft9VJg78i9fe2YNLPGzMxFz4YQUFWXAx8BzyU5MXovzZ66c+2rWwDcDryZZCXwO+CeW82sDjJzdp6FwMPAB50XKU2ZcXPT7mOfo/kQ4lpgcVU9OaFypXk3bmaS7AJeBbbQbBf7BvhrMtVK8+98M1NVD9C8uX2htyKlKWJmbAhRVZfSPAneTbK5HT7U7is8u7/w8Dmm2QfsS7Kt/ftDmgaRNHM6ysxZDwE7khzqvlJpenSUmweBn5IcSXIa2AzcM6mapfnU1WtNkg1J7kiyCjhGcz6KNHPONzNVdSuwHphL8ms7vJ9/f4tuWTsmzZyOMnPRG3RDqKqK5tyfXUleH7n1CbCuvV4HfPx/8yQ5COytqpvaodWAh69p5nSVmRFP4HYxzbgOc7MHuLuqFrVzrqbZ8y7NlC5fa9oDp6mq5TTnB73XbbXS/DvfzLR52Aw8lWS0SboduLGqVrTf4l7bziHNlA4zc9Eb+q+M3QtsBb4F/m6HX6TZP/g+sBz4GXgsydGqugb4GriiffxJml97OVFVt9F0DBcCu4GnRw6ekmZCx5lZTPMG94Ykx/tdidSfjnPzMvA4cAbYCTyb5M8+1yNNWseZ2QosoTlw+vkkn/W6GKkHF5CZ9cCj7RjAmSR3tnOtAd4ALgHeSvJKbwuRetJxZjYB9wNXAYeAl5Js6GkpYxt0Q0iSJEmSJGmIBr1lTJIkSZIkaYhsCEmSJEmSJA2MDSFJkiRJkqSBsSEkSZIkSZI0MDaEJEmSJEmSBsaGkCRJkiRJ0sDYEJIkSZIkSRoYG0KSJEmSJEkD8w8+TsJ+L/RA3AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 609
},
"id": "g6E4NksEvb5b",
"outputId": "710846ca-2924-4bcf-ad5d-a902011d4b94"
},
"source": [
"df = df.sort_values(\"Date\")\r\n",
"start_date = '01-01-2016'\r\n",
"end_date = '31-12-2020'\r\n",
"\r\n",
"mask = (df['Date'] > start_date) & (df['Date'] <= end_date)\r\n",
"\r\n",
"df = df.loc[mask]\r\n",
"\r\n",
"\r\n",
"plt.figure(figsize=(20,10))\r\n",
"plt.plot(df['Date'], df['price'])"
],
"execution_count": 174,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fa77e21bbe0>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 174
},
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "eAXt3khWAUKY"
},
"source": [
""
],
"execution_count": 174,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "5Z6T-1cJ3YyP"
},
"source": [
"df_all = pd.merge(df, df_cont, how= \"outer\" , on = \"Date\")"
],
"execution_count": 175,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AhLkKePxyiJO"
},
"source": [
"df_all = df_all.sort_values(\"Date\")\r\n",
"df_all = df_all.reset_index()\r\n",
"df_all = df_all[[\"Date\", \"price\" , \"coffee\"]]\r\n",
"df_all.iloc[0,2] = 59\r\n",
"df_all.iloc[1528,2] = 89"
],
"execution_count": 176,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "wtOZCzRdtKCL"
},
"source": [
"df = df_all[[\"coffee\", \"price\"]]\r\n",
"df = df.where(df.notnull(), other=(df.fillna(method='ffill')+df.fillna(method='bfill'))/2)\r\n",
"df[\"Date\"] = df_all[\"Date\"]"
],
"execution_count": 177,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ozViHC419VpN",
"outputId": "e832b462-ce53-4231-d18a-2a6caa8fd778"
},
"source": [
"df.info()"
],
"execution_count": 178,
"outputs": [
{
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 1529 entries, 0 to 1528\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 coffee 1529 non-null float64 \n",
" 1 price 1529 non-null float64 \n",
" 2 Date 1529 non-null datetime64[ns]\n",
"dtypes: datetime64[ns](1), float64(2)\n",
"memory usage: 36.0 KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ug8i_7sCuQx1"
},
"source": [
"# pd.set_option('display.max_rows', None)\r\n",
"# df_all"
],
"execution_count": 179,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "B7ykyh-4EjF2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 611
},
"outputId": "bdeefe81-3cc2-4f94-fd86-f2c0ea7d3609"
},
"source": [
"df_all = df.copy()\r\n",
"\r\n",
"\r\n",
"\r\n",
"df_all['coffee'] = df_all['coffee'] / 100\r\n",
"plt.figure(figsize=(20,10))\r\n",
"plt.plot(df_all['Date'], df_all['coffee'])\r\n",
"plt.plot(df_all['Date'], df_all['price'])"
],
"execution_count": 180,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fa77e32cd68>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 180
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ZRL6uqI2Fbr8"
},
"source": [
"prophet_df = df_all.rename(columns={'Date':'ds', 'price':'y'})\r\n",
"\r\n",
"\r\n",
"\r\n",
"start_date = '01-01-2016'\r\n",
"end_date = '31-12-2019'\r\n",
"\r\n",
"mask = (prophet_df['ds'] > start_date) & (prophet_df['ds'] <= end_date)\r\n",
"\r\n",
"train = prophet_df.loc[mask]\r\n",
"\r\n",
"start_date = '01-01-2020'\r\n",
"end_date = '31-12-2020'\r\n",
"\r\n",
"mask = (prophet_df['ds'] > start_date) & (prophet_df['ds'] <= end_date)\r\n",
"\r\n",
"test = prophet_df.loc[mask]\r\n",
"\r\n",
"\r\n"
],
"execution_count": 181,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 611
},
"id": "p3IuSrIi-MqR",
"outputId": "29b2cde6-82b7-4c73-9064-8fecc5b9035d"
},
"source": [
"plt.figure(figsize=(20,10))\r\n",
"plt.plot(train['ds'], train['y'])\r\n",
"plt.plot(train['ds'], train['coffee'])"
],
"execution_count": 182,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fa77e19c5c0>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 182
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "vE9__97E0gtJ",
"outputId": "e4651ffc-736c-4df5-9c78-0cbce46fcc0c"
},
"source": [
"\r\n",
"model = Prophet()\r\n",
"model.add_regressor('coffee', prior_scale=0.5, mode='additive') #multiplicative\r\n",
"model.fit(train)\r\n",
"\r\n"
],
"execution_count": 183,
"outputs": [
{
"output_type": "stream",
"text": [
"INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0x7fa756fdf2e8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 183
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pIg2kbW90U2E",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "9299406e-1ba4-4d14-8370-89bc1f6cfdfb"
},
"source": [
"# Forcasting into the future\r\n",
"future = model.make_future_dataframe(periods=52, freq='1W')\r\n",
"future.shape"
],
"execution_count": 184,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(1271, 1)"
]
},
"metadata": {
"tags": []
},
"execution_count": 184
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XhhL2ia20SxK"
},
"source": [
"\r\n",
"\r\n",
"future = pd.merge(future, prophet_df[[\"ds\", \"coffee\"]] , how = \"left\" , on = \"ds\")\r\n",
"future[\"coffee\"] = future[\"coffee\"].fillna(future[\"coffee\"].mean())\r\n"
],
"execution_count": 185,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 80
},
"id": "awwMPpjn1fCY",
"outputId": "3c028fab-241d-4bfd-92f7-7f7a47dd1422"
},
"source": [
"future.sample()"
],
"execution_count": 186,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" <th>coffee</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>149</th>\n",
" <td>2016-07-01</td>\n",
" <td>0.56</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds coffee\n",
"149 2016-07-01 0.56"
]
},
"metadata": {
"tags": []
},
"execution_count": 186
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Sbk97c9AHCgl",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"outputId": "1ec2ec7f-e1d1-40c3-e665-80821aa62634"
},
"source": [
"\r\n",
"#future[\"coffee\"] = future[\"coffee\"].bfill()\r\n",
"\r\n",
"forecast = model.predict(future)\r\n",
"\r\n",
"figure = model.plot(forecast, xlabel='Date', ylabel='Price')"
],
"execution_count": 187,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "CpDE56sL4jY8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 873
},
"outputId": "4a91b7bc-c28d-4d07-d876-43012ff55f87"
},
"source": [
"figure3 = model.plot_components(forecast)"
],
"execution_count": 188,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x864 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 309
},
"id": "bGx1sSx83-Zb",
"outputId": "99629912-ab75-4cab-cdb5-8b7ea3c2089f"
},
"source": [
"forecast.tail()"
],
"execution_count": 189,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ds</th>\n",
" <th>trend</th>\n",
" <th>yhat_lower</th>\n",
" <th>yhat_upper</th>\n",
" <th>trend_lower</th>\n",
" <th>trend_upper</th>\n",
" <th>additive_terms</th>\n",
" <th>additive_terms_lower</th>\n",
" <th>additive_terms_upper</th>\n",
" <th>coffee</th>\n",
" <th>coffee_lower</th>\n",
" <th>coffee_upper</th>\n",
" <th>extra_regressors_additive</th>\n",
" <th>extra_regressors_additive_lower</th>\n",
" <th>extra_regressors_additive_upper</th>\n",
" <th>weekly</th>\n",
" <th>weekly_lower</th>\n",
" <th>weekly_upper</th>\n",
" <th>yearly</th>\n",
" <th>yearly_lower</th>\n",
" <th>yearly_upper</th>\n",
" <th>multiplicative_terms</th>\n",
" <th>multiplicative_terms_lower</th>\n",
" <th>multiplicative_terms_upper</th>\n",
" <th>yhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1266</th>\n",
" <td>2020-11-29</td>\n",
" <td>1.383012</td>\n",
" <td>1.216610</td>\n",
" <td>1.549176</td>\n",
" <td>1.236460</td>\n",
" <td>1.528606</td>\n",
" <td>0.004466</td>\n",
" <td>0.004466</td>\n",
" <td>0.004466</td>\n",
" <td>-0.046037</td>\n",
" <td>-0.046037</td>\n",
" <td>-0.046037</td>\n",
" <td>-0.046037</td>\n",
" <td>-0.046037</td>\n",
" <td>-0.046037</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>0.063346</td>\n",
" <td>0.063346</td>\n",
" <td>0.063346</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.387478</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1267</th>\n",
" <td>2020-12-06</td>\n",
" <td>1.387594</td>\n",
" <td>1.219123</td>\n",
" <td>1.546652</td>\n",
" <td>1.236988</td>\n",
" <td>1.537764</td>\n",
" <td>0.000238</td>\n",
" <td>0.000238</td>\n",
" <td>0.000238</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>0.062203</td>\n",
" <td>0.062203</td>\n",
" <td>0.062203</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.387832</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1268</th>\n",
" <td>2020-12-13</td>\n",
" <td>1.392176</td>\n",
" <td>1.215047</td>\n",
" <td>1.567930</td>\n",
" <td>1.236514</td>\n",
" <td>1.547816</td>\n",
" <td>-0.003727</td>\n",
" <td>-0.003727</td>\n",
" <td>-0.003727</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.049122</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>0.058239</td>\n",
" <td>0.058239</td>\n",
" <td>0.058239</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.388450</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1269</th>\n",
" <td>2020-12-20</td>\n",
" <td>1.396758</td>\n",
" <td>1.199539</td>\n",
" <td>1.561903</td>\n",
" <td>1.236850</td>\n",
" <td>1.557749</td>\n",
" <td>-0.013280</td>\n",
" <td>-0.013280</td>\n",
" <td>-0.013280</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>0.051770</td>\n",
" <td>0.051770</td>\n",
" <td>0.051770</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.383478</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1270</th>\n",
" <td>2020-12-27</td>\n",
" <td>1.401340</td>\n",
" <td>1.187010</td>\n",
" <td>1.551983</td>\n",
" <td>1.235900</td>\n",
" <td>1.569399</td>\n",
" <td>-0.020742</td>\n",
" <td>-0.020742</td>\n",
" <td>-0.020742</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.052207</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>-0.012844</td>\n",
" <td>0.044308</td>\n",
" <td>0.044308</td>\n",
" <td>0.044308</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.380599</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds trend ... multiplicative_terms_upper yhat\n",
"1266 2020-11-29 1.383012 ... 0.0 1.387478\n",
"1267 2020-12-06 1.387594 ... 0.0 1.387832\n",
"1268 2020-12-13 1.392176 ... 0.0 1.388450\n",
"1269 2020-12-20 1.396758 ... 0.0 1.383478\n",
"1270 2020-12-27 1.401340 ... 0.0 1.380599\n",
"\n",
"[5 rows x 25 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 189
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "v6EAiOvz4H23"
},
"source": [
"temp = forecast[[\"ds\", \"yhat\"]]"
],
"execution_count": 190,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "K7efvqO04tKd",
"outputId": "c579cbaf-2bbe-4058-d4bd-a0f2807ead6e"
},
"source": [
"prophet_df.head()"
],
"execution_count": 191,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>coffee</th>\n",
" <th>y</th>\n",
" <th>ds</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.59</td>\n",
" <td>1.2390</td>\n",
" <td>2016-01-04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.59</td>\n",
" <td>1.2300</td>\n",
" <td>2016-01-05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.59</td>\n",
" <td>1.1995</td>\n",
" <td>2016-01-06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.59</td>\n",
" <td>1.1845</td>\n",
" <td>2016-01-07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.59</td>\n",
" <td>1.1900</td>\n",
" <td>2016-01-08</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" coffee y ds\n",
"0 0.59 1.2390 2016-01-04\n",
"1 0.59 1.2300 2016-01-05\n",
"2 0.59 1.1995 2016-01-06\n",
"3 0.59 1.1845 2016-01-07\n",
"4 0.59 1.1900 2016-01-08"
]
},
"metadata": {
"tags": []
},
"execution_count": 191
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jvOyJ3dh4z5q",
"outputId": "64fe0b56-78ad-4a1a-9ed6-a38127e6a7f5"
},
"source": [
"temp.shape"
],
"execution_count": 192,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(1271, 2)"
]
},
"metadata": {
"tags": []
},
"execution_count": 192
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "W17kCb1R4u3u",
"outputId": "cd8ec53c-e097-4aa0-fed8-fd69592155fe"
},
"source": [
"prophet_df.shape"
],
"execution_count": 193,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(1529, 3)"
]
},
"metadata": {
"tags": []
},
"execution_count": 193
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "zylxpM4I6MMr",
"outputId": "84a7ec7c-52a9-4ae5-f0b7-3c291e378e10"
},
"source": [
"final.tail()"
],
"execution_count": 194,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>coffee</th>\n",
" <th>y</th>\n",
" <th>ds</th>\n",
" <th>yhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1524</th>\n",
" <td>0.860</td>\n",
" <td>1.2465</td>\n",
" <td>2020-12-27</td>\n",
" <td>1.367979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1525</th>\n",
" <td>0.875</td>\n",
" <td>1.2335</td>\n",
" <td>2020-12-28</td>\n",
" <td>1.367979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1526</th>\n",
" <td>0.875</td>\n",
" <td>1.2540</td>\n",
" <td>2020-12-29</td>\n",
" <td>1.367979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527</th>\n",
" <td>0.875</td>\n",
" <td>1.2540</td>\n",
" <td>2020-12-30</td>\n",
" <td>1.367979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1528</th>\n",
" <td>0.890</td>\n",
" <td>1.2825</td>\n",
" <td>2020-12-31</td>\n",
" <td>1.367979</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" coffee y ds yhat\n",
"1524 0.860 1.2465 2020-12-27 1.367979\n",
"1525 0.875 1.2335 2020-12-28 1.367979\n",
"1526 0.875 1.2540 2020-12-29 1.367979\n",
"1527 0.875 1.2540 2020-12-30 1.367979\n",
"1528 0.890 1.2825 2020-12-31 1.367979"
]
},
"metadata": {
"tags": []
},
"execution_count": 194
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 611
},
"id": "TU_YsTXQ41He",
"outputId": "fe681c26-7cdd-4d50-96cf-6a17debda285"
},
"source": [
"import matplotlib.dates as mdates\r\n",
"final = pd.merge(prophet_df, temp, how = \"outer\" , on = \"ds\")\r\n",
"final = final.sort_values(\"ds\")\r\n",
"final[\"yhat\"] = final[\"yhat\"].ffill()\r\n",
"fig = plt.figure(figsize=(20,10))\r\n",
"\r\n",
"plt.plot(final['ds'], final['y'])\r\n",
"plt.plot(final['ds'], final['coffee'])\r\n",
"plt.plot(final['ds'], final['yhat'])\r\n",
"# Converter to convert date strings to datetime objects\r\n",
"plt.axvline(pd.to_datetime('2020-01-01'), color='r', linestyle='--', lw=2)\r\n"
],
"execution_count": 195,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x7fa7576f8cf8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 195
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "CYhjAkV95Rn9"
},
"source": [
""
],
"execution_count": 195,
"outputs": []
}
]
}
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