WeatherPy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WeatherPy\n",
    "\n",
    "---\n",
    "\n",
    "## Starter Code to Generate Random Geographic Coordinates and a List of Cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Dependencies and Setup\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import time\n",
    "from scipy.stats import linregress\n",
    "import json\n",
    "from pprint import pprint\n",
    "# Impor the OpenWeatherMap API key\n",
    "from api_keys import weather_api_key\n",
    "\n",
    "# Import citipy to determine the cities based on latitude and longitude\n",
    "import random\n",
    "from citipy import citipy\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate the Cities List by Using the `citipy` Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(\"Generated cities list: ['igarka', 'kourou', 'lamu', 'taiohae', 'coxen hole', \"\n",
      " \"'las palmas', 'siracusa', 'verkhnevilyuysk', 'margaret river', 'lorengau', \"\n",
      " '\\'lerwick\\', \\'rundu\\', \"kapa\\'a\", \\'bani walid\\', \\'mar del plata\\', '\n",
      " \"'bitlis', 'grytviken', 'georgetown', 'albany', 'ola', 'fort st. john', \"\n",
      " '\\'udachny\\', \\'whitehorse\\', \\'barakani\\', \\'vilyuysk\\', \"al \\'alamayn\", '\n",
      " \"'thompson', 'bamboo flat', 'cortez', 'port elizabeth', 'sinop', 'olinda', \"\n",
      " \"'saint-francois', 'rio preto da eva', 'bredasdorp', 'gadzhiyevo', \"\n",
      " '\\'san-pedro\\', \\'pama\\', \\'mana\\', \\'ocean city\\', \"severobaykal\\'sk\", '\n",
      " \"'howrah', 'ariquemes', 'inhambane', 'essaouira', 'komotini', 'dwarka', \"\n",
      " \"'buka', 'fort bragg', 'saint-philippe', 'marakkanam', 'inari', \"\n",
      " \"'vilyuchinsk', 'kasson', 'port macquarie', 'victoria de durango', 'bethel', \"\n",
      " \"'sao joao do piaui', 'saint john', 'hede', 'yalutorovsk', 'stanley', \"\n",
      " \"'edinburgh of the seven seas', 'akureyri', 'tolanaro', 'centenario', \"\n",
      " \"'kalmunai', 'coahuayana de hidalgo', 'santa rosa de cabal', 'flying fish \"\n",
      " \"cove', 'maumere', 'praia da vitoria', 'shahba', 'camacupa', 'kodiak', \"\n",
      " \"'toliara', 'strezhevoy', 'avarua', 'cabo san lucas', 'san patricio', \"\n",
      " \"'kirakira', 'alotau', 'fort wellington', 'hingoli', 'hulin', 'sitka', \"\n",
      " \"'salalah', 'pianco', 'sinmak', 'zhangjiakou shi xuanhua qu', 'port \"\n",
      " \"mathurin', 'klyuchi', 'petropavlovsk-kamchatsky', 'lodja', 'nantucket', 'san \"\n",
      " 'andres\\', \\'yellowknife\\', \\'rongelap\\', \"cooper\\'s town\", \\'lionel town\\', '\n",
      " \"'port-aux-francais', 'rabo de peixe', 'longyearbyen', 'hawaiian paradise \"\n",
      " \"park', 'anadyr', 'grand falls-windsor', 'berezovyy', 'agat village', \"\n",
      " \"'codrington', 'isafjordur', 'winchester', 'ancud', 'boa vista', 'evanston', \"\n",
      " \"'birobidzhan', 'kone', 'nurota', 'manaure', 'lebu', 'san fernando', \"\n",
      " \"'galliano', 'jinchang', 'puerto ayora', 'anloga', 'laojunmiao', 'hithadhoo', \"\n",
      " \"'puerto san carlos', 'kanniyakumari', 'hermanus', 'susuman', 'stephenville', \"\n",
      " \"'umluj', 'waitangi', 'daru', 'keflavik', 'lompoc', 'chernolesskoye', 'puerto \"\n",
      " \"deseado', 'west island', 'tiksi', 'berdigestyakh', 'tralee', 'constantia', \"\n",
      " \"'atafu village', 'kuqa', 'enewetak', 'wailua homesteads', 'greymouth', \"\n",
      " \"'saint-denis', 'saint-pierre', 'awjilah', 'rawson', 'malvan', 'hadibu', \"\n",
      " \"'tamanrasset', 'saipan', 'nuuk', 'saint-joseph', 'talnakh', 'apodi', \"\n",
      " \"'gillette', 'oranjemund', 'naze', 'ulladulla', 'newman', 'callao', 'natal', \"\n",
      " \"'qamdo', 'leer', 'blackmans bay', 'alice springs', 'chonchi', \"\n",
      " '\\'christchurch\\', \\'bilibino\\', \\'lazaro cardenas\\', \"hayma\\'\", '\n",
      " \"'vorgashor', 'puerto natales', 'papatowai', 'bereket', 'labytnangi', \"\n",
      " \"'jamestown', 'haiku-pauwela', 'yigo village', 'yuzhno-kurilsk', 'adamstown', \"\n",
      " \"'dinguiraye', 'al jawf', 'keningau', 'portland', 'port alfred', 'ilulissat', \"\n",
      " \"'hamilton', 'tarauaca', 'port lincoln', 'tazovsky', 'shyroke', 'aykhal', \"\n",
      " \"'selfoss', 'qaqortoq', 'nizhneudinsk', 'ust-nera', 'lensk', 'kenora', \"\n",
      " \"'rosarito', 'kavieng', 'rio casca', 'wenchang', 'minas de marcona', \"\n",
      " \"'ushuaia', 'fortuna', 'abadeh', 'brookings', 'takamaka', 'arraial do cabo', \"\n",
      " \"'remire-montjoly', 'kingston', 'vangaindrano', 'dudinka', 'choibalsan', \"\n",
      " '\\'utrik\\', \\'karakoyunlu\\', \\'iwanai\\', \"mil\\'kovo\", \\'lihue\\', \\'weno\\', '\n",
      " \"'coquimbo', 'sofifi', 'olonkinbyen', 'yamada', 'catriel', 'polyarnyye zori', \"\n",
      " \"'aasiaat', 'aleksandrovsk-sakhalinskiy', 'ambovombe', 'tranovaho', 'ulan \"\n",
      " \"bator', 'antofagasta', 'tura', 'sandnessjoen', 'devinuwara', 'nishinoomote', \"\n",
      " \"'linxia chengguanzhen', 'iqaluit', 'invercargill', 'manadhoo', 'kenai', \"\n",
      " '\"bich\\'vinta\", \\'mocimboa\\', \\'tual\\', \\'ribeira grande\\', \\'lycksele\\', '\n",
      " \"'broken hill', 'juan de ayolas', 'necochea', 'haimen', 'vadso', 'seogwipo', \"\n",
      " \"'lushun']\")\n"
     ]
    }
   ],
   "source": [
    "url = \"http://api.openweathermap.org/data/2.5/weather?\"\n",
    "units = \"metric\"\n",
    "cities = []\n",
    "\n",
    "\n",
    "for i in range(500):\n",
    "    lat = random.uniform(-90, 90)\n",
    "    lon = random.uniform(-180, 180)\n",
    "    city = citipy.nearest_city(lat, lon)\n",
    "    cities.append(city.city_name)\n",
    "\n",
    "    cities = list(set(cities))\n",
    "pprint(f\"Generated cities list: {cities}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of cities in the list: 589\n"
     ]
    }
   ],
   "source": [
    "# Empty list for holding the latitude and longitude combinations\n",
    "lat_lngs = []\n",
    "\n",
    "# Empty list for holding the cities names\n",
    "cities = []\n",
    "\n",
    "# Range of latitudes and longitudes\n",
    "lat_range = (-90, 90)\n",
    "lng_range = (-180, 180)\n",
    "\n",
    "# Create a set of random lat and lng combinations\n",
    "lats = np.random.uniform(lat_range[0], lat_range[1], size=1500)\n",
    "lngs = np.random.uniform(lng_range[0], lng_range[1], size=1500)\n",
    "lat_lngs = zip(lats, lngs)\n",
    "\n",
    "# Identify nearest city for each lat, lng combination\n",
    "for lat_lng in lat_lngs:\n",
    "    city = citipy.nearest_city(lat_lng[0], lat_lng[1]).city_name\n",
    "\n",
    "    # If the city is unique, then add it to a our cities list\n",
    "    if city not in cities:\n",
    "        cities.append(city)\n",
    "\n",
    "# Print the city count to confirm sufficient count\n",
    "print(f\"Number of cities in the list: {len(cities)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Requirement 1: Create Plots to Showcase the Relationship Between Weather Variables and Latitude\n",
    "\n",
    "### Use the OpenWeatherMap API to retrieve weather data from the cities list generated in the started code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beginning Data Retrieval     \n",
      "-----------------------------\n",
      "Processing Record 1 of Set 1 | nemuro\n",
      "Processing Record 2 of Set 1 | edinburgh of the seven seas\n",
      "Processing Record 3 of Set 1 | udachny\n",
      "Processing Record 4 of Set 1 | lebu\n",
      "Processing Record 5 of Set 1 | boende\n",
      "Processing Record 6 of Set 1 | blackmans bay\n",
      "Processing Record 7 of Set 1 | grytviken\n",
      "Processing Record 8 of Set 1 | bataipora\n",
      "Processing Record 9 of Set 1 | vorgashor\n",
      "Processing Record 10 of Set 1 | mvomero\n",
      "Processing Record 11 of Set 1 | korla\n",
      "Processing Record 12 of Set 1 | bethel\n",
      "Processing Record 13 of Set 1 | hawaiian paradise park\n",
      "Processing Record 14 of Set 1 | kolondieba\n",
      "Processing Record 15 of Set 1 | carnarvon\n",
      "Processing Record 16 of Set 1 | rongelap\n",
      "Processing Record 17 of Set 1 | yangor\n",
      "HTTP error occurred for yangor:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=yangor\n",
      "Processing Record 18 of Set 1 | alta\n",
      "Processing Record 19 of Set 1 | keren\n",
      "Processing Record 20 of Set 1 | port augusta\n",
      "Processing Record 21 of Set 1 | mount gambier\n",
      "Processing Record 22 of Set 1 | port-aux-francais\n",
      "Processing Record 23 of Set 1 | ribeira grande\n",
      "Processing Record 24 of Set 1 | waitangi\n",
      "Processing Record 25 of Set 1 | margaret river\n",
      "Processing Record 26 of Set 1 | at taj\n",
      "Processing Record 27 of Set 1 | yeniseysk\n",
      "Processing Record 28 of Set 1 | 'ohonua\n",
      "HTTP error occurred for 'ohonua:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q='ohonua\n",
      "Processing Record 29 of Set 1 | iqaluit\n",
      "Processing Record 30 of Set 1 | hermanus\n",
      "Processing Record 31 of Set 1 | jamestown\n",
      "Processing Record 32 of Set 1 | bilibino\n",
      "Processing Record 33 of Set 1 | klyuchi\n",
      "Processing Record 34 of Set 1 | mana\n",
      "Processing Record 35 of Set 1 | albany\n",
      "Processing Record 36 of Set 1 | hithadhoo\n",
      "Processing Record 37 of Set 1 | st. john's\n",
      "Processing Record 38 of Set 1 | papatowai\n",
      "Processing Record 39 of Set 1 | namsos\n",
      "Processing Record 40 of Set 1 | polva\n",
      "Processing Record 41 of Set 1 | vila franca do campo\n",
      "Processing Record 42 of Set 1 | kingston\n",
      "Processing Record 43 of Set 1 | la paz\n",
      "Processing Record 44 of Set 1 | baihar\n",
      "Processing Record 45 of Set 1 | bredasdorp\n",
      "Processing Record 46 of Set 1 | iskateley\n",
      "Processing Record 47 of Set 1 | puerto natales\n",
      "Processing Record 48 of Set 1 | obo\n",
      "Processing Record 49 of Set 1 | venice\n",
      "Processing Record 50 of Set 1 | noumea\n",
      "Processing Record 0 of Set 2 | kapuskasing\n",
      "Processing Record 1 of Set 2 | lazaro cardenas\n",
      "Processing Record 2 of Set 2 | puerto ayora\n",
      "Processing Record 3 of Set 2 | saint-pierre\n",
      "Processing Record 4 of Set 2 | yermentau\n",
      "Processing Record 5 of Set 2 | ushuaia\n",
      "Processing Record 6 of Set 2 | adamstown\n",
      "Processing Record 7 of Set 2 | anadyr\n",
      "Processing Record 8 of Set 2 | san salvo\n",
      "Processing Record 9 of Set 2 | manokwari\n",
      "Processing Record 10 of Set 2 | vila velha\n",
      "Processing Record 11 of Set 2 | colonia\n",
      "Processing Record 12 of Set 2 | manga\n",
      "Processing Record 13 of Set 2 | nar'yan-mar\n",
      "Processing Record 14 of Set 2 | polyarnyy\n",
      "Processing Record 15 of Set 2 | hamilton\n",
      "Processing Record 16 of Set 2 | taiohae\n",
      "HTTP error occurred for taiohae:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=taiohae\n",
      "Processing Record 17 of Set 2 | choma\n",
      "Processing Record 18 of Set 2 | maloye ganyushkino\n",
      "Processing Record 19 of Set 2 | nayudupet\n",
      "Processing Record 20 of Set 2 | tiksi\n",
      "Processing Record 21 of Set 2 | college\n",
      "Processing Record 22 of Set 2 | qaqortoq\n",
      "Processing Record 23 of Set 2 | whitehorse\n",
      "Processing Record 24 of Set 2 | egilsstadir\n",
      "Processing Record 25 of Set 2 | talcahuano\n",
      "Processing Record 26 of Set 2 | ola\n",
      "Processing Record 27 of Set 2 | cargados carajos\n",
      "HTTP error occurred for cargados carajos:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=cargados%20carajos\n",
      "Processing Record 28 of Set 2 | sitka\n",
      "Processing Record 29 of Set 2 | petropavlovsk-kamchatsky\n",
      "Processing Record 30 of Set 2 | chonchi\n",
      "Processing Record 31 of Set 2 | keflavik\n",
      "Processing Record 32 of Set 2 | tralee\n",
      "Processing Record 33 of Set 2 | tasbuget\n",
      "HTTP error occurred for tasbuget:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=tasbuget\n",
      "Processing Record 34 of Set 2 | saipan\n",
      "Processing Record 35 of Set 2 | ilulissat\n",
      "Processing Record 36 of Set 2 | wailua homesteads\n",
      "Processing Record 37 of Set 2 | arraial do cabo\n",
      "Processing Record 38 of Set 2 | olonkinbyen\n",
      "Processing Record 39 of Set 2 | benito garcia (el zorrillo)\n",
      "HTTP error occurred for benito garcia (el zorrillo):404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=benito%20garcia%20(el%20zorrillo)\n",
      "Processing Record 40 of Set 2 | utrik\n",
      "Processing Record 41 of Set 2 | franceville\n",
      "Processing Record 42 of Set 2 | muisne\n",
      "Processing Record 43 of Set 2 | lobamba\n",
      "Processing Record 44 of Set 2 | porto novo\n",
      "Processing Record 45 of Set 2 | pingdingshan\n",
      "Processing Record 46 of Set 2 | taltal\n",
      "Processing Record 47 of Set 2 | irymple\n",
      "Processing Record 48 of Set 2 | port elizabeth\n",
      "Processing Record 49 of Set 2 | mejit\n",
      "Processing Record 0 of Set 3 | longyearbyen\n",
      "Processing Record 1 of Set 3 | talnakh\n",
      "Processing Record 2 of Set 3 | kailua-kona\n",
      "Processing Record 3 of Set 3 | nabire\n",
      "Processing Record 4 of Set 3 | afaahiti\n",
      "Processing Record 5 of Set 3 | dryden\n",
      "Processing Record 6 of Set 3 | nadi\n",
      "Processing Record 7 of Set 3 | flin flon\n",
      "Processing Record 8 of Set 3 | aykhal\n",
      "Processing Record 9 of Set 3 | vadso\n",
      "Processing Record 10 of Set 3 | yellowknife\n",
      "Processing Record 11 of Set 3 | inarajan village\n",
      "Processing Record 12 of Set 3 | ar ruways\n",
      "Processing Record 13 of Set 3 | kibondo\n",
      "Processing Record 14 of Set 3 | minas de marcona\n",
      "Processing Record 15 of Set 3 | xiva\n",
      "Processing Record 16 of Set 3 | yuzhno-kurilsk\n",
      "Processing Record 17 of Set 3 | vilyuchinsk\n",
      "Processing Record 18 of Set 3 | ati\n",
      "Processing Record 19 of Set 3 | matoury\n",
      "Processing Record 20 of Set 3 | zheleznodorozhnyy\n",
      "Processing Record 21 of Set 3 | wotho\n",
      "Processing Record 22 of Set 3 | celestun\n",
      "Processing Record 23 of Set 3 | aasiaat\n",
      "Processing Record 24 of Set 3 | kapa'a\n",
      "Processing Record 25 of Set 3 | pathein\n",
      "Processing Record 26 of Set 3 | antalaha\n",
      "Processing Record 27 of Set 3 | meridian\n",
      "Processing Record 28 of Set 3 | kikwit\n",
      "Processing Record 29 of Set 3 | haiku-pauwela\n",
      "Processing Record 30 of Set 3 | mao\n",
      "Processing Record 31 of Set 3 | puerto cabezas\n",
      "Processing Record 32 of Set 3 | kununurra\n",
      "Processing Record 33 of Set 3 | port lincoln\n",
      "Processing Record 34 of Set 3 | akureyri\n",
      "Processing Record 35 of Set 3 | booneville\n",
      "Processing Record 36 of Set 3 | darwin\n",
      "Processing Record 37 of Set 3 | remire-montjoly\n",
      "Processing Record 38 of Set 3 | isafjordur\n",
      "Processing Record 39 of Set 3 | sandnessjoen\n",
      "Processing Record 40 of Set 3 | la'ie\n",
      "Processing Record 41 of Set 3 | newman\n",
      "Processing Record 42 of Set 3 | bay roberts\n",
      "Processing Record 43 of Set 3 | amurzet\n",
      "Processing Record 44 of Set 3 | kilinochchi\n",
      "Processing Record 45 of Set 3 | galesong\n",
      "Processing Record 46 of Set 3 | west island\n",
      "Processing Record 47 of Set 3 | lerwick\n",
      "Processing Record 48 of Set 3 | lihue\n",
      "Processing Record 49 of Set 3 | port hedland\n",
      "Processing Record 0 of Set 4 | ilheus\n",
      "Processing Record 1 of Set 4 | lorengau\n",
      "Processing Record 2 of Set 4 | santa ana\n",
      "Processing Record 3 of Set 4 | eldama ravine\n",
      "Processing Record 4 of Set 4 | tolanaro\n",
      "Processing Record 5 of Set 4 | ahau\n",
      "HTTP error occurred for ahau:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=ahau\n",
      "Processing Record 6 of Set 4 | kangding\n",
      "Processing Record 7 of Set 4 | grand rapids\n",
      "Processing Record 8 of Set 4 | belmonte\n",
      "Processing Record 9 of Set 4 | east london\n",
      "Processing Record 10 of Set 4 | pico truncado\n",
      "Processing Record 11 of Set 4 | dudinka\n",
      "Processing Record 12 of Set 4 | thompson\n",
      "Processing Record 13 of Set 4 | constantia\n",
      "Processing Record 14 of Set 4 | rawson\n",
      "Processing Record 15 of Set 4 | vernon\n",
      "Processing Record 16 of Set 4 | zahir pir\n",
      "Processing Record 17 of Set 4 | jinjiang\n",
      "Processing Record 18 of Set 4 | broken hill\n",
      "Processing Record 19 of Set 4 | harlingen\n",
      "Processing Record 20 of Set 4 | port mathurin\n",
      "Processing Record 21 of Set 4 | nikolayevka\n",
      "Processing Record 22 of Set 4 | cable beach\n",
      "HTTP error occurred for cable beach:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=cable%20beach\n",
      "Processing Record 23 of Set 4 | alzamay\n",
      "Processing Record 24 of Set 4 | nizhniy odes\n",
      "Processing Record 25 of Set 4 | tranovaho\n",
      "HTTP error occurred for tranovaho:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=tranovaho\n",
      "Processing Record 26 of Set 4 | klaksvik\n",
      "Processing Record 27 of Set 4 | ust'-barguzin\n",
      "Processing Record 28 of Set 4 | mar del plata\n",
      "Processing Record 29 of Set 4 | pisco\n",
      "Processing Record 30 of Set 4 | kolonia town\n",
      "Processing Record 31 of Set 4 | alupka\n",
      "Processing Record 32 of Set 4 | kulattur\n",
      "Processing Record 33 of Set 4 | presidente medici\n",
      "Processing Record 34 of Set 4 | la passe\n",
      "Processing Record 35 of Set 4 | mount isa\n",
      "Processing Record 36 of Set 4 | puerto san carlos\n",
      "HTTP error occurred for puerto san carlos:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=puerto%20san%20carlos\n",
      "Processing Record 37 of Set 4 | yashkul'\n",
      "Processing Record 38 of Set 4 | kone\n",
      "Processing Record 39 of Set 4 | soto la marina\n",
      "Processing Record 40 of Set 4 | touros\n",
      "Processing Record 41 of Set 4 | codrington\n",
      "Processing Record 42 of Set 4 | olyokminsk\n",
      "Processing Record 43 of Set 4 | buta\n",
      "Processing Record 44 of Set 4 | tommot\n",
      "Processing Record 45 of Set 4 | taro\n",
      "Processing Record 46 of Set 4 | ta`u\n",
      "Processing Record 47 of Set 4 | pasni\n",
      "Processing Record 48 of Set 4 | hilo\n",
      "Processing Record 49 of Set 4 | mahina\n",
      "Processing Record 0 of Set 5 | pierre\n",
      "Processing Record 1 of Set 5 | paragominas\n",
      "Processing Record 2 of Set 5 | uturoa\n",
      "Processing Record 3 of Set 5 | loukhi\n",
      "Processing Record 4 of Set 5 | machico\n",
      "Processing Record 5 of Set 5 | cabedelo\n",
      "Processing Record 6 of Set 5 | greymouth\n",
      "Processing Record 7 of Set 5 | nizhnesortymskiy\n",
      "Processing Record 8 of Set 5 | lethem\n",
      "Processing Record 9 of Set 5 | okha\n",
      "Processing Record 10 of Set 5 | chibougamau\n",
      "Processing Record 11 of Set 5 | governor's harbour\n",
      "HTTP error occurred for governor's harbour:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=governor's%20harbour\n",
      "Processing Record 12 of Set 5 | georgetown\n",
      "Processing Record 13 of Set 5 | bozdar wada\n",
      "Processing Record 14 of Set 5 | tanjung pandan\n",
      "Processing Record 15 of Set 5 | fomento\n",
      "Processing Record 16 of Set 5 | nova sintra\n",
      "Processing Record 17 of Set 5 | brisas de zicatela\n",
      "Processing Record 18 of Set 5 | slave lake\n",
      "Processing Record 19 of Set 5 | broome\n",
      "Processing Record 20 of Set 5 | namasuba\n",
      "Processing Record 21 of Set 5 | goya\n",
      "Processing Record 22 of Set 5 | am djarass\n",
      "HTTP error occurred for am djarass:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=am%20djarass\n",
      "Processing Record 23 of Set 5 | thetford-mines\n",
      "Processing Record 24 of Set 5 | utmanzai\n",
      "Processing Record 25 of Set 5 | san antonio de pale\n",
      "Processing Record 26 of Set 5 | taloqan\n",
      "Processing Record 27 of Set 5 | kodiak\n",
      "Processing Record 28 of Set 5 | godhra\n",
      "Processing Record 29 of Set 5 | ladario\n",
      "Processing Record 30 of Set 5 | alofi\n",
      "Processing Record 31 of Set 5 | puerto aysen\n",
      "Processing Record 32 of Set 5 | igrim\n",
      "Processing Record 33 of Set 5 | crane\n",
      "Processing Record 34 of Set 5 | malango\n",
      "Processing Record 35 of Set 5 | ytyk-kyuyel'\n",
      "HTTP error occurred for ytyk-kyuyel':404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=ytyk-kyuyel'\n",
      "Processing Record 36 of Set 5 | callao\n",
      "Processing Record 37 of Set 5 | rantauprapat\n",
      "Processing Record 38 of Set 5 | mount horeb\n",
      "Processing Record 39 of Set 5 | soe\n",
      "Processing Record 40 of Set 5 | punta arenas\n",
      "Processing Record 41 of Set 5 | zlocieniec\n",
      "Processing Record 42 of Set 5 | waingapu\n",
      "Processing Record 43 of Set 5 | wiwili\n",
      "Processing Record 44 of Set 5 | yagry\n",
      "HTTP error occurred for yagry:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=yagry\n",
      "Processing Record 45 of Set 5 | prince rupert\n",
      "Processing Record 46 of Set 5 | alice springs\n",
      "Processing Record 47 of Set 5 | xilin hot\n",
      "Processing Record 48 of Set 5 | praia da vitoria\n",
      "Processing Record 49 of Set 5 | inhambane\n",
      "Processing Record 0 of Set 6 | fort st. john\n",
      "Processing Record 1 of Set 6 | amga\n",
      "Processing Record 2 of Set 6 | kodinar\n",
      "Processing Record 3 of Set 6 | pyin oo lwin\n",
      "Processing Record 4 of Set 6 | labrador city\n",
      "Processing Record 5 of Set 6 | sinabang\n",
      "Processing Record 6 of Set 6 | pontianak\n",
      "Processing Record 7 of Set 6 | wingham\n",
      "Processing Record 8 of Set 6 | stanley\n",
      "Processing Record 9 of Set 6 | turkmenbasy\n",
      "Processing Record 10 of Set 6 | suva\n",
      "Processing Record 11 of Set 6 | cabo san lucas\n",
      "Processing Record 12 of Set 6 | zangguy\n",
      "HTTP error occurred for zangguy:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=zangguy\n",
      "Processing Record 13 of Set 6 | new norfolk\n",
      "Processing Record 14 of Set 6 | fortuna\n",
      "Processing Record 15 of Set 6 | bereznik\n",
      "Processing Record 16 of Set 6 | gislaved\n",
      "Processing Record 17 of Set 6 | saint croix\n",
      "Processing Record 18 of Set 6 | sirte\n",
      "Processing Record 19 of Set 6 | teguise\n",
      "Processing Record 20 of Set 6 | we\n",
      "HTTP error occurred for we:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=we\n",
      "Processing Record 21 of Set 6 | badger\n",
      "Processing Record 22 of Set 6 | tangalle\n",
      "Processing Record 23 of Set 6 | otjimbingwe\n",
      "Processing Record 24 of Set 6 | hultsfred\n",
      "Processing Record 25 of Set 6 | claremore\n",
      "Processing Record 26 of Set 6 | onega\n",
      "Processing Record 27 of Set 6 | atafu village\n",
      "Processing Record 28 of Set 6 | lebanon\n",
      "Processing Record 29 of Set 6 | ancud\n",
      "Processing Record 30 of Set 6 | hotan\n",
      "Processing Record 31 of Set 6 | dauphin\n",
      "Processing Record 32 of Set 6 | cockburn town\n",
      "Processing Record 33 of Set 6 | nagqu\n",
      "Processing Record 34 of Set 6 | chaoyang\n",
      "Processing Record 35 of Set 6 | hopelchen\n",
      "Processing Record 36 of Set 6 | bocas del toro\n",
      "Processing Record 37 of Set 6 | nealtican\n",
      "Processing Record 38 of Set 6 | dazuocun\n",
      "Processing Record 39 of Set 6 | ayacucho\n",
      "Processing Record 40 of Set 6 | carutapera\n",
      "Processing Record 41 of Set 6 | mandalgovi\n",
      "Processing Record 42 of Set 6 | turpan\n",
      "Processing Record 43 of Set 6 | cadale\n",
      "Processing Record 44 of Set 6 | port macquarie\n",
      "Processing Record 45 of Set 6 | sonsorol village\n",
      "HTTP error occurred for sonsorol village:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=sonsorol%20village\n",
      "Processing Record 46 of Set 6 | margate\n",
      "Processing Record 47 of Set 6 | solnechnyy\n",
      "Processing Record 48 of Set 6 | nishinoomote\n",
      "Processing Record 49 of Set 6 | guerrero negro\n",
      "Processing Record 0 of Set 7 | rehoboth\n",
      "Processing Record 1 of Set 7 | abu jibeha\n",
      "Processing Record 2 of Set 7 | kerikeri\n",
      "Processing Record 3 of Set 7 | invercargill\n",
      "Processing Record 4 of Set 7 | sydney\n",
      "Processing Record 5 of Set 7 | assai\n",
      "Processing Record 6 of Set 7 | pangkalanbuun\n",
      "Processing Record 7 of Set 7 | aldinga beach\n",
      "Processing Record 8 of Set 7 | anna regina\n",
      "Processing Record 9 of Set 7 | bom jesus\n",
      "Processing Record 10 of Set 7 | qinzhou\n",
      "Processing Record 11 of Set 7 | salinopolis\n",
      "Processing Record 12 of Set 7 | gunjur\n",
      "Processing Record 13 of Set 7 | torrevieja\n",
      "Processing Record 14 of Set 7 | howrah\n",
      "Processing Record 15 of Set 7 | tucuma\n",
      "Processing Record 16 of Set 7 | tadine\n",
      "Processing Record 17 of Set 7 | exu\n",
      "Processing Record 18 of Set 7 | ust-nera\n",
      "Processing Record 19 of Set 7 | rabigh\n",
      "Processing Record 20 of Set 7 | happy valley-goose bay\n",
      "Processing Record 21 of Set 7 | itoman\n",
      "Processing Record 22 of Set 7 | douz\n",
      "Processing Record 23 of Set 7 | honiton\n",
      "Processing Record 24 of Set 7 | bikin\n",
      "Processing Record 25 of Set 7 | karasburg\n",
      "Processing Record 26 of Set 7 | farshut\n",
      "Processing Record 27 of Set 7 | toga village\n",
      "HTTP error occurred for toga village:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=toga%20village\n",
      "Processing Record 28 of Set 7 | fale old settlement\n",
      "Processing Record 29 of Set 7 | tual\n",
      "Processing Record 30 of Set 7 | kimovsk\n",
      "Processing Record 31 of Set 7 | pandan\n",
      "Processing Record 32 of Set 7 | kourou\n",
      "Processing Record 33 of Set 7 | media luna\n",
      "Processing Record 34 of Set 7 | box elder\n",
      "Processing Record 35 of Set 7 | sokoni\n",
      "Processing Record 36 of Set 7 | mayen abun\n",
      "HTTP error occurred for mayen abun:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=mayen%20abun\n",
      "Processing Record 37 of Set 7 | tema\n",
      "Processing Record 38 of Set 7 | antonio enes\n",
      "Processing Record 39 of Set 7 | muli\n",
      "Processing Record 40 of Set 7 | ak-dovurak\n",
      "Processing Record 41 of Set 7 | xining\n",
      "Processing Record 42 of Set 7 | kearney\n",
      "Processing Record 43 of Set 7 | port isabel\n",
      "Processing Record 44 of Set 7 | lure\n",
      "Processing Record 45 of Set 7 | laojunmiao\n",
      "Processing Record 46 of Set 7 | ingeniero jacobacci\n",
      "Processing Record 47 of Set 7 | kavaratti\n",
      "Processing Record 48 of Set 7 | bargara\n",
      "HTTP error occurred for bargara:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=bargara\n",
      "Processing Record 49 of Set 7 | tura\n",
      "Processing Record 0 of Set 8 | smithers\n",
      "Processing Record 1 of Set 8 | taoudenni\n",
      "Processing Record 2 of Set 8 | nizhneudinsk\n",
      "Processing Record 3 of Set 8 | betio village\n",
      "Processing Record 4 of Set 8 | palmwoods\n",
      "Processing Record 5 of Set 8 | yarmouth\n",
      "Processing Record 6 of Set 8 | kutum\n",
      "Processing Record 7 of Set 8 | kuusamo\n",
      "Processing Record 8 of Set 8 | crescent city\n",
      "Processing Record 9 of Set 8 | ceeldheer\n",
      "Processing Record 10 of Set 8 | pacific grove\n",
      "Processing Record 11 of Set 8 | kingsford\n",
      "Processing Record 12 of Set 8 | dalnegorsk\n",
      "Processing Record 13 of Set 8 | larne\n",
      "Processing Record 14 of Set 8 | krychaw\n",
      "Processing Record 15 of Set 8 | san patricio\n",
      "Processing Record 16 of Set 8 | kargasok\n",
      "Processing Record 17 of Set 8 | guilin\n",
      "Processing Record 18 of Set 8 | washington\n",
      "Processing Record 19 of Set 8 | luis correia\n",
      "Processing Record 20 of Set 8 | susuman\n",
      "Processing Record 21 of Set 8 | noyemberyan\n",
      "Processing Record 22 of Set 8 | puerto deseado\n",
      "Processing Record 23 of Set 8 | westport\n",
      "Processing Record 24 of Set 8 | pariaman\n",
      "Processing Record 25 of Set 8 | qamdo\n",
      "Processing Record 26 of Set 8 | itamaraju\n",
      "Processing Record 27 of Set 8 | palikir - national government center\n",
      "Processing Record 28 of Set 8 | pujehun\n",
      "Processing Record 29 of Set 8 | kurchatov\n",
      "Processing Record 30 of Set 8 | sorsk\n",
      "Processing Record 31 of Set 8 | tulun\n",
      "Processing Record 32 of Set 8 | auki\n",
      "Processing Record 33 of Set 8 | angicos\n",
      "Processing Record 34 of Set 8 | lae\n",
      "Processing Record 35 of Set 8 | zabaykal'sk\n",
      "Processing Record 36 of Set 8 | mawu\n",
      "Processing Record 37 of Set 8 | yekaterinoslavka\n",
      "Processing Record 38 of Set 8 | okhotsk\n",
      "Processing Record 39 of Set 8 | sarankhola\n",
      "Processing Record 40 of Set 8 | ain kercha\n",
      "Processing Record 41 of Set 8 | trancoso\n",
      "Processing Record 42 of Set 8 | aoulef\n",
      "Processing Record 43 of Set 8 | yunguyo\n",
      "Processing Record 44 of Set 8 | namibe\n",
      "Processing Record 45 of Set 8 | faya-largeau\n",
      "Processing Record 46 of Set 8 | rabo de peixe\n",
      "Processing Record 47 of Set 8 | sur\n",
      "Processing Record 48 of Set 8 | miagao\n",
      "Processing Record 49 of Set 8 | weno\n",
      "Processing Record 0 of Set 9 | canchungo\n",
      "Processing Record 1 of Set 9 | labytnangi\n",
      "Processing Record 2 of Set 9 | sayat\n",
      "Processing Record 3 of Set 9 | trairi\n",
      "Processing Record 4 of Set 9 | marinette\n",
      "Processing Record 5 of Set 9 | rikaze\n",
      "Processing Record 6 of Set 9 | richards bay\n",
      "Processing Record 7 of Set 9 | fort mcmurray\n",
      "Processing Record 8 of Set 9 | guachochi\n",
      "HTTP error occurred for guachochi:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=guachochi\n",
      "Processing Record 9 of Set 9 | avarua\n",
      "Processing Record 10 of Set 9 | kayenta\n",
      "Processing Record 11 of Set 9 | cao bang\n",
      "Processing Record 12 of Set 9 | manicore\n",
      "Processing Record 13 of Set 9 | gobo\n",
      "Processing Record 14 of Set 9 | chake chake\n",
      "Processing Record 15 of Set 9 | albuquerque\n",
      "Processing Record 16 of Set 9 | urangan\n",
      "Processing Record 17 of Set 9 | belyy yar\n",
      "Processing Record 18 of Set 9 | el calafate\n",
      "Processing Record 19 of Set 9 | maxixe\n",
      "Processing Record 20 of Set 9 | igarka\n",
      "Processing Record 21 of Set 9 | khash\n",
      "Processing Record 22 of Set 9 | rakops\n",
      "Processing Record 23 of Set 9 | ugbokpo\n",
      "Processing Record 24 of Set 9 | geraldton\n",
      "Processing Record 25 of Set 9 | nouadhibou\n",
      "Processing Record 26 of Set 9 | khadan khak\n",
      "Processing Record 27 of Set 9 | sanchor\n",
      "Processing Record 28 of Set 9 | springbok\n",
      "Processing Record 29 of Set 9 | lobujya\n",
      "Processing Record 30 of Set 9 | fendou\n",
      "Processing Record 31 of Set 9 | merowe\n",
      "Processing Record 32 of Set 9 | zaragoza\n",
      "Processing Record 33 of Set 9 | puerto armuelles\n",
      "Processing Record 34 of Set 9 | revda\n",
      "Processing Record 35 of Set 9 | port glaud\n",
      "HTTP error occurred for port glaud:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=port%20glaud\n",
      "Processing Record 36 of Set 9 | flying fish cove\n",
      "Processing Record 37 of Set 9 | madukkur\n",
      "Processing Record 38 of Set 9 | nuevitas\n",
      "Processing Record 39 of Set 9 | mariental\n",
      "Processing Record 40 of Set 9 | tazovsky\n",
      "Processing Record 41 of Set 9 | ban phe\n",
      "HTTP error occurred for ban phe:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=ban%20phe\n",
      "Processing Record 42 of Set 9 | at taraf\n",
      "Processing Record 43 of Set 9 | alaghsas\n",
      "Processing Record 44 of Set 9 | lepsy\n",
      "Processing Record 45 of Set 9 | eyl\n",
      "Processing Record 46 of Set 9 | sierpc\n",
      "Processing Record 47 of Set 9 | molde\n",
      "Processing Record 48 of Set 9 | marsa alam\n",
      "Processing Record 49 of Set 9 | nalerigu\n",
      "HTTP error occurred for nalerigu:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=nalerigu\n",
      "Processing Record 0 of Set 10 | wynyard\n",
      "Processing Record 1 of Set 10 | pemangkat\n",
      "Processing Record 2 of Set 10 | verkhnevilyuysk\n",
      "Processing Record 3 of Set 10 | tarawa\n",
      "Processing Record 4 of Set 10 | mega\n",
      "Processing Record 5 of Set 10 | hadibu\n",
      "Processing Record 6 of Set 10 | arrifes\n",
      "Processing Record 7 of Set 10 | karratha\n",
      "Processing Record 8 of Set 10 | pechora\n",
      "Processing Record 9 of Set 10 | medina\n",
      "Processing Record 10 of Set 10 | kulhudhuffushi\n",
      "Processing Record 11 of Set 10 | alo\n",
      "Processing Record 12 of Set 10 | howard springs\n",
      "Processing Record 13 of Set 10 | al bardiyah\n",
      "Processing Record 14 of Set 10 | ishikawa\n",
      "Processing Record 15 of Set 10 | antsiranana\n",
      "Processing Record 16 of Set 10 | narvik\n",
      "Processing Record 17 of Set 10 | hakui\n",
      "Processing Record 18 of Set 10 | sabancuy\n",
      "Processing Record 19 of Set 10 | mineros\n",
      "Processing Record 20 of Set 10 | vorkuta\n",
      "Processing Record 21 of Set 10 | cabinda\n",
      "Processing Record 22 of Set 10 | bengkulu\n",
      "Processing Record 23 of Set 10 | genhe\n",
      "Processing Record 24 of Set 10 | ciudad acuna\n",
      "Processing Record 25 of Set 10 | kerman\n",
      "Processing Record 26 of Set 10 | santana\n",
      "Processing Record 27 of Set 10 | yatou\n",
      "Processing Record 28 of Set 10 | ribeira brava\n",
      "Processing Record 29 of Set 10 | puerto baquerizo moreno\n",
      "Processing Record 30 of Set 10 | ba\n",
      "HTTP error occurred for ba:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=ba\n",
      "Processing Record 31 of Set 10 | rotterdam\n",
      "Processing Record 32 of Set 10 | viveiro\n",
      "Processing Record 33 of Set 10 | kathmandu\n",
      "Processing Record 34 of Set 10 | kultali\n",
      "HTTP error occurred for kultali:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=kultali\n",
      "Processing Record 35 of Set 10 | inyonga\n",
      "Processing Record 36 of Set 10 | port alfred\n",
      "Processing Record 37 of Set 10 | gillette\n",
      "Processing Record 38 of Set 10 | boguchany\n",
      "Processing Record 39 of Set 10 | hayma'\n",
      "HTTP error occurred for hayma':404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=hayma'\n",
      "Processing Record 40 of Set 10 | beau vallon\n",
      "Processing Record 41 of Set 10 | saint-francois\n",
      "Processing Record 42 of Set 10 | kashin\n",
      "Processing Record 43 of Set 10 | sorong\n",
      "Processing Record 44 of Set 10 | carmen\n",
      "Processing Record 45 of Set 10 | nova xavantina\n",
      "Processing Record 46 of Set 10 | emerald\n",
      "Processing Record 47 of Set 10 | beboto\n",
      "Processing Record 48 of Set 10 | capao da canoa\n",
      "Processing Record 49 of Set 10 | havre\n",
      "Processing Record 0 of Set 11 | bridlington\n",
      "Processing Record 1 of Set 11 | eaglehawk\n",
      "Processing Record 2 of Set 11 | wuwei\n",
      "Processing Record 3 of Set 11 | al kharj\n",
      "Processing Record 4 of Set 11 | bubaque\n",
      "Processing Record 5 of Set 11 | beruniy\n",
      "Processing Record 6 of Set 11 | driefontein\n",
      "Processing Record 7 of Set 11 | saint-philippe\n",
      "Processing Record 8 of Set 11 | severo-yeniseyskiy\n",
      "Processing Record 9 of Set 11 | antofagasta\n",
      "Processing Record 10 of Set 11 | quellon\n",
      "Processing Record 11 of Set 11 | jeddah\n",
      "Processing Record 12 of Set 11 | nisa\n",
      "Processing Record 13 of Set 11 | jumla\n",
      "Processing Record 14 of Set 11 | dharampuri\n",
      "Processing Record 15 of Set 11 | ust'-ilimsk\n",
      "Processing Record 16 of Set 11 | huarmey\n",
      "Processing Record 17 of Set 11 | cheria\n",
      "Processing Record 18 of Set 11 | urengoy\n",
      "Processing Record 19 of Set 11 | grand falls-windsor\n",
      "Processing Record 20 of Set 11 | acarau\n",
      "Processing Record 21 of Set 11 | noshiro\n",
      "Processing Record 22 of Set 11 | shurugwi\n",
      "Processing Record 23 of Set 11 | kattivakkam\n",
      "Processing Record 24 of Set 11 | chippewa falls\n",
      "Processing Record 25 of Set 11 | conception bay south\n",
      "Processing Record 26 of Set 11 | al quwayrah\n",
      "Processing Record 27 of Set 11 | ponta delgada\n",
      "Processing Record 28 of Set 11 | sarkand\n",
      "Processing Record 29 of Set 11 | bagayevskaya\n",
      "Processing Record 30 of Set 11 | tubarjal\n",
      "Processing Record 31 of Set 11 | freetown\n",
      "Processing Record 32 of Set 11 | landau in der pfalz\n",
      "Processing Record 33 of Set 11 | bang phae\n",
      "Processing Record 34 of Set 11 | dunedin\n",
      "Processing Record 35 of Set 11 | kirakira\n",
      "Processing Record 36 of Set 11 | robertsport\n",
      "Processing Record 37 of Set 11 | katabu\n",
      "Processing Record 38 of Set 11 | kwang binh\n",
      "Processing Record 39 of Set 11 | tomatlan\n",
      "Processing Record 40 of Set 11 | jatiroto\n",
      "Processing Record 41 of Set 11 | nikopol\n",
      "Processing Record 42 of Set 11 | kulia village\n",
      "HTTP error occurred for kulia village:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=kulia%20village\n",
      "Processing Record 43 of Set 11 | tsumeb\n",
      "Processing Record 44 of Set 11 | belokurikha\n",
      "Processing Record 45 of Set 11 | aweil\n",
      "Processing Record 46 of Set 11 | krasnovishersk\n",
      "Processing Record 47 of Set 11 | salekhard\n",
      "Processing Record 48 of Set 11 | zaraza\n",
      "Processing Record 49 of Set 11 | marsaskala\n",
      "HTTP error occurred for marsaskala:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=marsaskala\n",
      "Processing Record 0 of Set 12 | vingt cinq\n",
      "HTTP error occurred for vingt cinq:404 Client Error: Not Found for url: http://api.openweathermap.org/data/2.5/weather?appid=ac68eb747d7d71f54c8c302a89439a32&units=metric&q=vingt%20cinq\n",
      "Processing Record 1 of Set 12 | port-vila\n",
      "Processing Record 2 of Set 12 | mpulungu\n",
      "Processing Record 3 of Set 12 | phek\n",
      "Processing Record 4 of Set 12 | belen\n",
      "Processing Record 5 of Set 12 | utiel\n",
      "Processing Record 6 of Set 12 | takoradi\n",
      "Processing Record 7 of Set 12 | fada\n",
      "Processing Record 8 of Set 12 | hobyo\n",
      "Processing Record 9 of Set 12 | mangrol\n",
      "Processing Record 10 of Set 12 | sedalia\n",
      "Processing Record 11 of Set 12 | northfield\n",
      "Processing Record 12 of Set 12 | rio grande\n",
      "Processing Record 13 of Set 12 | kem'\n",
      "Processing Record 14 of Set 12 | kaplice\n",
      "Processing Record 15 of Set 12 | zhongxing\n",
      "Processing Record 16 of Set 12 | san jose de feliciano\n",
      "Processing Record 17 of Set 12 | angra do heroismo\n",
      "Processing Record 18 of Set 12 | smara\n",
      "Processing Record 19 of Set 12 | hojo\n",
      "Processing Record 20 of Set 12 | shingu\n",
      "Processing Record 21 of Set 12 | natal\n",
      "Processing Record 22 of Set 12 | siirt\n",
      "Processing Record 23 of Set 12 | lagos\n",
      "Processing Record 24 of Set 12 | nyurba\n",
      "Processing Record 25 of Set 12 | springfield\n",
      "Processing Record 26 of Set 12 | kilindoni\n",
      "Processing Record 27 of Set 12 | crookston\n",
      "Processing Record 28 of Set 12 | khark\n",
      "Processing Record 29 of Set 12 | jamiltepec\n",
      "Processing Record 30 of Set 12 | tuni\n",
      "Processing Record 31 of Set 12 | zhezkent\n",
      "Processing Record 32 of Set 12 | mamedkala\n",
      "Processing Record 33 of Set 12 | juan griego\n",
      "Processing Record 34 of Set 12 | akrehamn\n",
      "Processing Record 35 of Set 12 | bamboo flat\n",
      "Processing Record 36 of Set 12 | ampanihy\n",
      "Processing Record 37 of Set 12 | malakal\n",
      "Processing Record 38 of Set 12 | sault ste. marie\n",
      "-----------------------------\n",
      "Data Retrieval Complete      \n",
      "-----------------------------\n"
     ]
    }
   ],
   "source": [
    "# Set the API base URL\n",
    "query_url = f\"{url}appid={weather_api_key}&units={units}&q=\"\n",
    "   \n",
    "# Define an empty list to fetch the weather data for each city\n",
    "city_data = []\n",
    "\n",
    "# Print to logger\n",
    "print(\"Beginning Data Retrieval     \")\n",
    "print(\"-----------------------------\")\n",
    "\n",
    "# Create counters\n",
    "record_count = 1\n",
    "set_count = 1\n",
    "\n",
    "# Loop through all the cities in our list to fetch weather data\n",
    "for i, city in enumerate(cities):\n",
    "\n",
    "    # Group cities in sets of 50 for logging purposes\n",
    "    if (i % 50 == 0 and i >= 50):\n",
    "        set_count += 1\n",
    "        record_count = 0\n",
    "\n",
    "    # Create endpoint URL with each city\n",
    "    city_url = f\"{query_url}{city}\"\n",
    "    # Log the url, record, and set numbers\n",
    "    print(\"Processing Record %s of Set %s | %s\" % (record_count, set_count, city))\n",
    "\n",
    "    # Add 1 to the record count\n",
    "    record_count += 1\n",
    "\n",
    "    # Run an API request for each of the cities\n",
    "    try:\n",
    "            # Parse the JSON and retrieve data\n",
    "            city_data_response = requests.get(city_url)\n",
    "            city_data_response.raise_for_status()\n",
    "            city_data_json = city_data_response.json()\n",
    "        \n",
    "          # Parse out latitude, longitude, max temp, humidity, cloudiness, wind speed, country, and date\n",
    "            city_lat = city_data_json['coord']['lat']\n",
    "            city_lng = city_data_json['coord']['lon']\n",
    "            city_max_temp = city_data_json['main']['temp_max']\n",
    "            city_humidity = city_data_json['main']['humidity']\n",
    "            city_clouds = city_data_json['clouds']['all']\n",
    "            city_wind = city_data_json['wind']['speed']\n",
    "            city_country = city_data_json['sys']['country']\n",
    "            city_date = city_data_json['dt']\n",
    "        \n",
    "        # Append the City information into city_data list\n",
    "            city_data.append({\n",
    "                \"City\": city,\n",
    "                \"Lat\": city_lat,\n",
    "                \"Lng\": city_lng,\n",
    "                \"Max Temp\": city_max_temp,\n",
    "                \"Humidity\": city_humidity,\n",
    "                \"Cloudiness\": city_clouds,\n",
    "                \"Wind Speed\": city_wind,\n",
    "                \"Country\": city_country,\n",
    "                \"Date\": city_date\n",
    "            })\n",
    "            \n",
    "    except requests.exceptions.HTTPError as err:\n",
    "            print(f\"HTTP error occurred for {city}:{err}\")\n",
    "        \n",
    "            \n",
    "            \n",
    "    # If an error is experienced, skip the city\n",
    "    except Exception as err:\n",
    "            print(f\"An error occured for {city}: {err}\")\n",
    "            print(\"City not found. Skipping...\")\n",
    "            \n",
    "\n",
    "    # pause to avoid rate limiting\n",
    "    time.sleep(1)\n",
    "\n",
    "# Indicate that Data Loading is complete\n",
    "print(\"-----------------------------\")\n",
    "print(\"Data Retrieval Complete      \")\n",
    "print(\"-----------------------------\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City          559\n",
       "Lat           559\n",
       "Lng           559\n",
       "Max Temp      559\n",
       "Humidity      559\n",
       "Cloudiness    559\n",
       "Wind Speed    559\n",
       "Country       559\n",
       "Date          559\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the cities weather data into a Pandas DataFrame\n",
    "city_data_df = pd.DataFrame(city_data)\n",
    "\n",
    "# Show Record Count\n",
    "city_data_df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Max Temp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cloudiness</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nemuro</td>\n",
       "      <td>43.3236</td>\n",
       "      <td>145.5750</td>\n",
       "      <td>20.32</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>2.60</td>\n",
       "      <td>JP</td>\n",
       "      <td>1726629757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>edinburgh of the seven seas</td>\n",
       "      <td>-37.0676</td>\n",
       "      <td>-12.3116</td>\n",
       "      <td>10.71</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>7.20</td>\n",
       "      <td>SH</td>\n",
       "      <td>1726629759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>udachny</td>\n",
       "      <td>66.4167</td>\n",
       "      <td>112.4000</td>\n",
       "      <td>0.14</td>\n",
       "      <td>66</td>\n",
       "      <td>99</td>\n",
       "      <td>8.01</td>\n",
       "      <td>RU</td>\n",
       "      <td>1726629761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lebu</td>\n",
       "      <td>-37.6167</td>\n",
       "      <td>-73.6500</td>\n",
       "      <td>7.98</td>\n",
       "      <td>88</td>\n",
       "      <td>100</td>\n",
       "      <td>1.62</td>\n",
       "      <td>CL</td>\n",
       "      <td>1726629762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>boende</td>\n",
       "      <td>-0.2167</td>\n",
       "      <td>20.8667</td>\n",
       "      <td>22.06</td>\n",
       "      <td>91</td>\n",
       "      <td>53</td>\n",
       "      <td>1.13</td>\n",
       "      <td>CD</td>\n",
       "      <td>1726629763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          City      Lat       Lng  Max Temp  Humidity  \\\n",
       "0                       nemuro  43.3236  145.5750     20.32        67   \n",
       "1  edinburgh of the seven seas -37.0676  -12.3116     10.71        75   \n",
       "2                      udachny  66.4167  112.4000      0.14        66   \n",
       "3                         lebu -37.6167  -73.6500      7.98        88   \n",
       "4                       boende  -0.2167   20.8667     22.06        91   \n",
       "\n",
       "   Cloudiness  Wind Speed Country        Date  \n",
       "0           0        2.60      JP  1726629757  \n",
       "1         100        7.20      SH  1726629759  \n",
       "2          99        8.01      RU  1726629761  \n",
       "3         100        1.62      CL  1726629762  \n",
       "4          53        1.13      CD  1726629763  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display sample data\n",
    "city_data_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the City_Data into a csv\n",
    "city_data_df.to_csv(\"output_data/cities.csv\", index_label=\"City_ID\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Max Temp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cloudiness</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>City_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nemuro</td>\n",
       "      <td>43.3236</td>\n",
       "      <td>145.5750</td>\n",
       "      <td>20.32</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>2.60</td>\n",
       "      <td>JP</td>\n",
       "      <td>1726629757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>edinburgh of the seven seas</td>\n",
       "      <td>-37.0676</td>\n",
       "      <td>-12.3116</td>\n",
       "      <td>10.71</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>7.20</td>\n",
       "      <td>SH</td>\n",
       "      <td>1726629759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>udachny</td>\n",
       "      <td>66.4167</td>\n",
       "      <td>112.4000</td>\n",
       "      <td>0.14</td>\n",
       "      <td>66</td>\n",
       "      <td>99</td>\n",
       "      <td>8.01</td>\n",
       "      <td>RU</td>\n",
       "      <td>1726629761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lebu</td>\n",
       "      <td>-37.6167</td>\n",
       "      <td>-73.6500</td>\n",
       "      <td>7.98</td>\n",
       "      <td>88</td>\n",
       "      <td>100</td>\n",
       "      <td>1.62</td>\n",
       "      <td>CL</td>\n",
       "      <td>1726629762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>boende</td>\n",
       "      <td>-0.2167</td>\n",
       "      <td>20.8667</td>\n",
       "      <td>22.06</td>\n",
       "      <td>91</td>\n",
       "      <td>53</td>\n",
       "      <td>1.13</td>\n",
       "      <td>CD</td>\n",
       "      <td>1726629763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                City      Lat       Lng  Max Temp  Humidity  \\\n",
       "City_ID                                                                       \n",
       "0                             nemuro  43.3236  145.5750     20.32        67   \n",
       "1        edinburgh of the seven seas -37.0676  -12.3116     10.71        75   \n",
       "2                            udachny  66.4167  112.4000      0.14        66   \n",
       "3                               lebu -37.6167  -73.6500      7.98        88   \n",
       "4                             boende  -0.2167   20.8667     22.06        91   \n",
       "\n",
       "         Cloudiness  Wind Speed Country        Date  \n",
       "City_ID                                              \n",
       "0                 0        2.60      JP  1726629757  \n",
       "1               100        7.20      SH  1726629759  \n",
       "2                99        8.01      RU  1726629761  \n",
       "3               100        1.62      CL  1726629762  \n",
       "4                53        1.13      CD  1726629763  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read saved data\n",
    "city_data_df = pd.read_csv(\"output_data/cities.csv\", index_col=\"City_ID\")\n",
    "\n",
    "# Display sample data\n",
    "city_data_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build scatter plot for latitude vs. temperature\n",
    "city_max = city_data_df\n",
    "plt.scatter(city_max['Lat'], city_max['Max Temp'], edgecolor='black', linewidth=2)\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "plt.title('City Max Latitude vs. Temperature (9-17-2024)')\n",
    "plt.xlabel('Latitude')\n",
    "plt.ylabel('Max Temperature (C)')\n",
    "plt.grid(True)\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig(\"output_data/Fig1.png\")\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Latitude Vs. Humidity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the scatter plots for latitude vs. humidity\n",
    "plt.scatter(city_max['Lat'], city_max['Humidity'], edgecolor='black', linewidth=2)\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "plt.title('City Latitude vs. Temperature (9-17-2024)')\n",
    "plt.xlabel('Latitude')\n",
    "plt.ylabel('Humidity (%)')\n",
    "plt.grid(True)\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig(\"output_data/Fig2.png\")\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Latitude Vs. Cloudiness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the scatter plots for latitude vs. cloudiness\n",
    "plt.scatter(city_max['Lat'], city_max['Cloudiness'], edgecolor='black', linewidth=2)\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "plt.title('City Latitude vs. Cloudiness (09-17-2024)')\n",
    "plt.xlabel('Latitude')\n",
    "plt.ylabel('Cloudiness (%)')\n",
    "plt.grid(True)\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig(\"output_data/Fig3.png\")\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Latitude vs. Wind Speed Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Build the scatter plots for latitude vs. wind speed\n",
    "plt.scatter(city_max['Lat'], city_max['Wind Speed'], edgecolor='black', linewidth=2)\n",
    "\n",
    "# Incorporate the other graph properties\n",
    "plt.title('City Latitude vs. Wind Speed (09-17-2024)')\n",
    "plt.xlabel('Latitude')\n",
    "plt.ylabel('Wind Speed (m/s)')\n",
    "plt.grid(True)\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig(\"output_data/Fig4.png\")\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Requirement 2: Compute Linear Regression for Each Relationship\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function to create Linear Regression plots\n",
    "def renderChart(x,y,title):\n",
    "    slope,intercept,rvalue = linregress(x,y)[:3]\n",
    "    print(f'The r^2-value is: {rvalue}')\n",
    "    plt.plot(x, x * slope + intercept, 'r' )\n",
    "    plt.scatter(x,y, edgecolor='black', linewidth=2)\n",
    "    plt.xlabel('Latitude')\n",
    "    plt.ylabel(title)\n",
    "    plt.grid()\n",
    "    plt.annotate(f'y = X{slope:.2f} + {intercept:.2f}', [x.min(),y.min()], color='r', fontsize=14)\n",
    "    plt.title(f'Latitude vs {title} (09/16/24)')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Max Temp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cloudiness</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>City_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nemuro</td>\n",
       "      <td>43.3236</td>\n",
       "      <td>145.5750</td>\n",
       "      <td>20.32</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>2.60</td>\n",
       "      <td>JP</td>\n",
       "      <td>1726629757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>udachny</td>\n",
       "      <td>66.4167</td>\n",
       "      <td>112.4000</td>\n",
       "      <td>0.14</td>\n",
       "      <td>66</td>\n",
       "      <td>99</td>\n",
       "      <td>8.01</td>\n",
       "      <td>RU</td>\n",
       "      <td>1726629761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vorgashor</td>\n",
       "      <td>67.5833</td>\n",
       "      <td>63.9500</td>\n",
       "      <td>8.40</td>\n",
       "      <td>89</td>\n",
       "      <td>86</td>\n",
       "      <td>5.01</td>\n",
       "      <td>RU</td>\n",
       "      <td>1726629768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>korla</td>\n",
       "      <td>41.7597</td>\n",
       "      <td>86.1469</td>\n",
       "      <td>25.99</td>\n",
       "      <td>26</td>\n",
       "      <td>96</td>\n",
       "      <td>2.53</td>\n",
       "      <td>CN</td>\n",
       "      <td>1726629770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>bethel</td>\n",
       "      <td>41.3712</td>\n",
       "      <td>-73.4140</td>\n",
       "      <td>17.17</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>1.54</td>\n",
       "      <td>US</td>\n",
       "      <td>1726629544</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              City      Lat       Lng  Max Temp  Humidity  Cloudiness  \\\n",
       "City_ID                                                                 \n",
       "0           nemuro  43.3236  145.5750     20.32        67           0   \n",
       "2          udachny  66.4167  112.4000      0.14        66          99   \n",
       "8        vorgashor  67.5833   63.9500      8.40        89          86   \n",
       "10           korla  41.7597   86.1469     25.99        26          96   \n",
       "11          bethel  41.3712  -73.4140     17.17        92           0   \n",
       "\n",
       "         Wind Speed Country        Date  \n",
       "City_ID                                  \n",
       "0              2.60      JP  1726629757  \n",
       "2              8.01      RU  1726629761  \n",
       "8              5.01      RU  1726629768  \n",
       "10             2.53      CN  1726629770  \n",
       "11             1.54      US  1726629544  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a DataFrame with the Northern Hemisphere data (Latitude >= 0)\n",
    "northern_hemi_df = city_max[city_max.Lat>=0]\n",
    "\n",
    "# Display sample data\n",
    "northern_hemi_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Max Temp</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Cloudiness</th>\n",
       "      <th>Wind Speed</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>City_ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>edinburgh of the seven seas</td>\n",
       "      <td>-37.0676</td>\n",
       "      <td>-12.3116</td>\n",
       "      <td>10.71</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>7.20</td>\n",
       "      <td>SH</td>\n",
       "      <td>1726629759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lebu</td>\n",
       "      <td>-37.6167</td>\n",
       "      <td>-73.6500</td>\n",
       "      <td>7.98</td>\n",
       "      <td>88</td>\n",
       "      <td>100</td>\n",
       "      <td>1.62</td>\n",
       "      <td>CL</td>\n",
       "      <td>1726629762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>boende</td>\n",
       "      <td>-0.2167</td>\n",
       "      <td>20.8667</td>\n",
       "      <td>22.06</td>\n",
       "      <td>91</td>\n",
       "      <td>53</td>\n",
       "      <td>1.13</td>\n",
       "      <td>CD</td>\n",
       "      <td>1726629763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>blackmans bay</td>\n",
       "      <td>-43.0167</td>\n",
       "      <td>147.3167</td>\n",
       "      <td>8.74</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>0.45</td>\n",
       "      <td>AU</td>\n",
       "      <td>1726629764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>grytviken</td>\n",
       "      <td>-54.2811</td>\n",
       "      <td>-36.5092</td>\n",
       "      <td>2.06</td>\n",
       "      <td>90</td>\n",
       "      <td>98</td>\n",
       "      <td>9.50</td>\n",
       "      <td>GS</td>\n",
       "      <td>1726629765</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                City      Lat       Lng  Max Temp  Humidity  \\\n",
       "City_ID                                                                       \n",
       "1        edinburgh of the seven seas -37.0676  -12.3116     10.71        75   \n",
       "3                               lebu -37.6167  -73.6500      7.98        88   \n",
       "4                             boende  -0.2167   20.8667     22.06        91   \n",
       "5                      blackmans bay -43.0167  147.3167      8.74        88   \n",
       "6                          grytviken -54.2811  -36.5092      2.06        90   \n",
       "\n",
       "         Cloudiness  Wind Speed Country        Date  \n",
       "City_ID                                              \n",
       "1               100        7.20      SH  1726629759  \n",
       "3               100        1.62      CL  1726629762  \n",
       "4                53        1.13      CD  1726629763  \n",
       "5                99        0.45      AU  1726629764  \n",
       "6                98        9.50      GS  1726629765  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a DataFrame with the Southern Hemisphere data (Latitude < 0)\n",
    "southern_hemi_df = city_max[city_max.Lat < 0]\n",
    "\n",
    "# Display sample data\n",
    "southern_hemi_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Temperature vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: -0.8033293900502885\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on Northern Hemisphere\n",
    "x = northern_hemi_df.Lat\n",
    "y = northern_hemi_df[\"Max Temp\"]\n",
    "\n",
    "renderChart(x,y, \"Max Temp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: 0.7673381926682172\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression on Southern Hemisphere\n",
    "x = southern_hemi_df.Lat\n",
    "y = southern_hemi_df[\"Max Temp\"]\n",
    "\n",
    "renderChart(x,y, \"Max Temp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:** Per review temperature increases closer to the equator."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Humidity vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: -0.00027958083277774756\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Northern Hemisphere\n",
    "x = northern_hemi_df.Lat\n",
    "y = northern_hemi_df[\"Humidity\"]\n",
    "\n",
    "renderChart(x,y, \"Humidity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: -0.02138696682357281\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Southern Hemisphere\n",
    "x = southern_hemi_df.Lat\n",
    "y = southern_hemi_df[\"Humidity\"]\n",
    "\n",
    "renderChart(x,y, \"Humidity\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:** Per review humidity appears to increase closer to the equator."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cloudiness vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: 0.1363538243705599\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAHFCAYAAAAUpjivAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAC+XklEQVR4nOydeXgT1frHv0mzl7JKSymVpaJQi4hWXFBBZZFNFhEFlaKIrCr0et39iXKvigtuIItaoWqxLFIREIGL4gKKCOVSdwERCghcoFvSrOf3R5hplkkyk0ySSfp+nidPm8nMmfe855zJyXmXo2KMMRAEQRAEQSQp6ngLQBAEQRAEEU1oskMQBEEQRFJDkx2CIAiCIJIamuwQBEEQBJHU0GSHIAiCIIikhiY7BEEQBEEkNTTZIQiCIAgiqaHJDkEQBEEQSQ1NdgiCIAiCSGposkMkJEuWLIFKpcLOnTtlKe/ZZ59FWVmZ3/EvvvgCKpUKX3zxBX9s/fr1mDVrliz39WXWrFlQqVRRKTuafPXVVxg9ejSysrKg0+nQrFkzXHXVVViwYAHq6ur48zp06IDx48fHRcbx48ejQ4cOXsdUKlXU2jJW2O12dOnSBc8//7zX8draWsyYMQNt27aFwWDAxRdfjA8//NDvesYYXn/9dXTp0gV6vR6ZmZmYMmUKTp8+HfCeI0eOxLBhwwAAhw8fxowZM9C7d280b94cKpUKS5YsCXhtXV0d/u///g/nn38+9Ho9WrVqheuuuw6///674PmXXHIJHnjgAQDA22+/jeHDh6NDhw4wGo0477zzMGXKFBw9ejSojv7++2+0atUKKpUKK1eu9PrsnXfeQVZWllc/JZIPmuwQBAJPdi655BJs374dl1xyCX9s/fr1ePrpp2MonbJ56qmncO2116KyshKzZ8/Gpk2b8OGHH+KGG27ArFmz8MQTT8RbxIBs374d99xzT7zFiIg333wTp0+fxn333ed1fOTIkVi6dCmeeuopfPrpp7jsssswZswYlJSUeJ334IMPYubMmRg2bBjWrl2LRx55BCUlJejXrx/sdrvf/erq6rBhwwbcfPPNAIA//vgDH3zwAXQ6HQYNGhRU1traWvTp0wfvvPMO7rvvPmzcuBHvvvsuLr/8cpjNZr/zDxw4gN27d/P3euqpp9CkSRM8++yz2LBhAx566CGsXbsWl156Kf7++++A9502bRoMBoPgZwUFBUhNTcULL7wQVHYiwWEEkYC8++67DAD7/vvvZSkvNTWVFRQUiDp32rRpLFpD56mnnopa2dFg+fLlDACbMGECc7lcfp9XV1ezzz77jH/fvn170XqWm4KCAta+ffu43Dta2O12lpWVxR555BGv4+vWrWMAWElJidfxfv36sbZt2zKHw8EYY+zw4cMsJSWF3XfffV7nlZSUMABs8eLFfvdcvnw502q17NSpU4wxxpxOJ//Z999/zwCwd999V1DeBx54gKWmprJ9+/aJqt8LL7zA0tPT+Xv8/ffffudw95w9e7ZgGStXrmRNmjRhS5cuZQDYihUr/M556aWXWLNmzVhdXZ0ouYjEg1Z2iKSlvr4e//jHP3DxxRejWbNmaNmyJa688kp8/PHHXuepVCrU1dVh6dKlUKlUUKlU6NOnDwB/M9b48eMxf/58/jru9eeff+LPP/8MuIQvZC5Zt24dLr74Yuj1enTs2BEvvfSSYD0YY3jzzTdx8cUXw2g0okWLFhg1ahT2798ftP5lZWVQqVT4z3/+4/fZggULoFKp8N///hcAsH//ftx2221o27Yt9Ho9MjIycMMNN6C8vDzoPZ555hm0aNECr7/+uqD5LS0tDf379w9axl9//YU77rgD6enp0Ov16Nq1K15++WW4XC7+HCFzIoCAOl+yZAkuuOACvrzi4mLBe/u2C2ce/fzzzzFlyhScc845aNWqFUaOHIkjR474XV9aWoorr7wSqampaNKkCQYMGIDdu3d7nSNGt1u2bEGfPn3QqlUrGI1GnHvuubj55psFVzs8WbNmDSorK3HnnXd6HV+9ejWaNGmCW265xev4XXfdhSNHjuC7774DAHz77bdwOp1+KzJDhgwBAKxatcrvnqtWrcL111+PFi1aAADUanFfI2azGW+//TZuueUWdOrUSdQ1q1atwogRI/h7pKen+51z6aWXIiUlBYcOHfL77NSpU5g2bRr+/e9/49xzzw14n9tvvx3V1dWCZj4iOaDJDpG0WK1WnDp1Cg8++CDKysqwbNkyXH311Rg5cqTXl9/27dthNBoxaNAgbN++Hdu3b8ebb74pWOaTTz6JUaNG8ddxr8zMTEmy/ec//8GwYcOQlpaGDz/8EC+++CKWL1+Od9991+/cSZMmYcaMGejbty/Kysrw5ptv4scff8RVV10VdOl+yJAhSE9PFyxzyZIluOSSS3DRRRcBAAYNGoQffvgBL7zwAjZt2oQFCxagR48eOHPmTMDyjx49ioqKCvTv3x8mk0lS/TlOnDiBq666Chs3bsTs2bOxZs0a9O3bFw8++CCmT58eVplLlizBXXfdha5du2LVqlV44oknMHv2bGzZskV0Gffccw+0Wi1KSkrwwgsv4IsvvsAdd9zhdc6zzz6LMWPGIDc3F8uXL8d7772HmpoaXHPNNfjpp5/480Lp9s8//8TgwYOh0+lQVFSEDRs24Pnnn0dqaipsNltQOdetW4f09HTk5uZ6Ha+oqEDXrl2h0Wi8jnPtXVFRAQB8+Xq93us8rVbrNRnmqK+vx7p163izkhR++OEH1NXVoXPnzpgyZQpatGgBnU6H/Px8rFu3zu/8w4cPY8eOHSHvtXXrVjidTlx44YV+n91///3o2LFjyL7Upk0bdOnSRVAOIkmI99ISQYRDOGYsh8PB7HY7mzBhAuvRo4fXZ4HMWJ9//jkDwD7//HP+WCAz1oEDBwIu4QNgTz31FP/+8ssvZ23btmUWi4U/Vl1dzVq2bOlV9vbt2xkA9vLLL3uVd+jQIWY0GtlDDz0UtM6FhYXMaDSyM2fO8Md++uknBoC98cYbjDHGTp48yQCwV199NWhZvnz77bcMgJ8JJRi+ZqxHHnmEAWDfffed13lTpkxhKpWK/frrr4wx4XZgzF/nTqeTtW3bll1yySVeZrU///yTabVaPzOWb7tw/Wrq1Kle573wwgsMADt69ChjjLG//vqLaTQaP/NPTU0Na9OmDRs9ejRjTJxuV65cyQCw8vLygOcEomvXruzGG2/0O965c2c2YMAAv+NHjhxhANizzz7LGGOsvLxc0AT0n//8hwFgOp3O63hZWRlLSUlhx48fF5QnmBlr2bJlDABr2rQp69WrF1uzZg1bu3Ytu+6665hKpWIbNmzwOv/VV19lLVq0YHa7PWD9q6urWdeuXVl2djarqanx+mzt2rVMq9WyvXv3MsYa+pCQGYsxxm6//XaWkZER8F5EYkMrO0RSs2LFCvTq1QtNmjSBRqOBVqvFO++8g59//jluMtXV1eH777/HyJEjvZwm09LSMHToUK9z165dC5VKhTvuuAMOh4N/tWnTBt27d/cz6/hy9913w2KxoLS0lD/27rvvQq/XY+zYsQCAli1bIicnBy+++CLmzp2L3bt3e5mQosmWLVuQm5uLnj17eh0fP348GGOSVmMA4Ndff8WRI0cwduxYL7Na+/btcdVVV4ku56abbvJ6z62IHDx4EADw2WefweFwYNy4cV7tYjAY0Lt3b75dxOj24osvhk6nw7333oulS5eGNE96cuTIEUHTDoCgUX3cZ927d8e1116LF198EStWrMCZM2ewbds2TJ48GSkpKX4mqlWrVuGaa65B69atRcvIwdVbp9Ph008/xdChQzF48GCsXbsWmZmZmD17tt+9hg0b5rc6xVFfX4+RI0fi4MGDWLFiBZo0acJ/VlVVhUmTJuHhhx9GXl6eKPnS09Nx/PhxOBwOyXUjlA9Ndoik5aOPPuLDod9//31s374d33//Pe6++27U19fHTa7Tp0/D5XKhTZs2fp/5Hvv777/BGENGRga0Wq3X69tvv8XJkyeD3uvCCy/EZZddxpuynE4n3n//fQwbNgwtW7YEAN6vZ8CAAXjhhRdwySWXoHXr1rj//vtRU1MTsGzOB+LAgQOS6u/J//73P0ETYNu2bfnPpZYH+Osx0LFAtGrVyus9Z+axWCwAwJsPL7vsMr92KS0t5dtFjG5zcnKwefNmpKenY9q0acjJyUFOTg5ee+21kHJaLBbBKKNWrVoJ6u7UqVMAwLc90PCDYPTo0WjRogWuu+46jBw5EhdffDGysrL48+x2Oz755JOwTFicTABw1VVXIS0tjT9uMpnQu3dv7Nq1iz927NgxfPPNNwHvZbVaMWLECHz99ddYs2YNLr/8cq/PH3/8cWi1WkyfPh1nzpzBmTNnUFtbC8DtO3TmzBkwxryuMRgMYIzF9dlARA/hKTNBJAHvv/8+OnbsiNLSUq9fuVarNSr34750fMv3/dJp0aIFVCoVjh075leG77FzzjkHKpUKX331lZ9fBeDvayHEXXfdhalTp+Lnn3/G/v37cfToUdx1111e57Rv3x7vvPMOAOC3337D8uXLMWvWLNhsNixcuFCw3MzMTHTr1g0bN26E2WwOy2+nVatWgjlSOGfgc845B0Bg3fpO9rgvVDG6jQROrpUrV6J9+/ZBzxWj22uuuQbXXHMNnE4ndu7ciTfeeAMzZsxARkYGbrvttqBycBMYT7p164Zly5bB4XB4rYzs3bsXALxWO9LT07F+/XocP34cx44dQ/v27WE0GvHmm2/y/mkAsHnzZlRVVWHEiBGh1CMItzomBGPMaxVp9erVSE1NRb9+/fzOtVqtGD58OD7//HN8/PHHuOGGG/zOqaiowJ9//ik4wS0oKADg/tHRvHlz/vipU6eg1+u9VoiI5IFWdoikRaVSQafTeU10jh075heNBbgnDdyv9lD4/srnyMjIgMFg8HPq9L1famoqevbsiY8++sjrV2RNTQ0++eQTr3OHDBkCxhgqKyuRn5/v9+rWrVtIeceMGQODwYAlS5ZgyZIlyMrKChohdf755+OJJ55At27dvH5tC/Hkk0/i9OnTuP/++/1+KQPuvCobN24MeP0NN9yAn376ye8+xcXFUKlUuO666wCATwboq9s1a9Z4vb/ggguQmZmJZcuWeclz8OBBbNu2LWhdpDBgwABoNBrs27dPsF3y8/MFrwul25SUFFx++eV8xF8o/Xfp0gX79u3zOz5ixAjU1tb6RVMtXboUbdu29VsJAdyTnosuugjNmjXDwoULUVdX5+XYu2rVKlxxxRVeqz1SyMzMxJVXXolvvvkG1dXV/HGz2YytW7fiiiuu8LrXkCFD/Cbz3IrOli1bsGrVKgwYMEDwXq+++io+//xzr9crr7wCwJ248/PPP/eb1Ozfv9/P0ZtIHmhlh0hotmzZgj///NPv+KBBgzBkyBB89NFHmDp1KkaNGoVDhw5h9uzZyMzM9MvW2q1bN3zxxRf45JNPkJmZibS0NFxwwQWC9+QmGHPmzMHAgQORkpKCiy66CDqdDnfccQeKioqQk5OD7t27Y8eOHX5J3ABg9uzZuPHGG9GvXz/84x//gNPpxJw5c5Camur1S71Xr1649957cdddd2Hnzp249tprkZqaiqNHj+Lrr79Gt27dMGXKlKA6at68OUaMGIElS5bgzJkzePDBB71+Rf/3v//F9OnTccstt6Bz587Q6XTYsmUL/vvf/+KRRx4JWvYtt9yCJ598ErNnz8Yvv/yCCRMmICcnB2azGd999x0WLVqEW2+9NeDkaubMmSguLsbgwYPxzDPPoH379li3bh3efPNNTJkyBeeffz4Atwmqb9++eO6559CiRQu0b98e//nPf/DRRx95ladWqzF79mzcc889GDFiBCZOnIgzZ85g1qxZksxYoejQoQOeeeYZPP7449i/fz9uvPFGtGjRAn///Td27NiB1NRUPP3006J0u3DhQmzZsgWDBw/Gueeei/r6ehQVFQEA+vbtG1SOPn364JlnnvFbWRs4cCD69euHKVOmoLq6Gueddx6WLVuGDRs24P3330dKSgp/7ltvvQXAbU47c+YMPv30U7zzzjt49tln+WSaTqcTH3/8ccD+wGUl5vyNdu7cyU8mPFeHXnrpJVx33XUYMGAAHn74YahUKrz88ss4efIk77Pzv//9D1u3bhUMAx81ahQ+/fRTPP7442jVqhW+/fZb/rOmTZvyk5WLL744oM4uvPBCPrUEh8vlwo4dOzBhwoSA1xEJTvx8owkifLiomUCvAwcOMMYYe/7551mHDh2YXq9nXbt2ZW+99ZZg4r7y8nLWq1cvZjKZGADWu3dvxphwFJDVamX33HMPa926NVOpVF73q6qqYvfccw/LyMhgqampbOjQoezPP//0i/phjLE1a9awiy66iOl0Onbuueey559/PmBSwaKiInb55Zez1NRUZjQaWU5ODhs3bhzbuXOnKH1t3LiR181vv/3m9dnff//Nxo8fz7p06cJSU1NZkyZN2EUXXcReeeUVPvlcKLZu3cpGjRrFMjMzmVarZU2bNmVXXnkle/HFF1l1dTV/nlBSwYMHD7KxY8eyVq1aMa1Wyy644AL24osveiWrY4yxo0ePslGjRrGWLVuyZs2asTvuuIPt3LlTMPrn7bffZp07d2Y6nY6df/75rKioSDCpoG+7BIryCxQNVlZWxq677jrWtGlTptfrWfv27dmoUaPY5s2bRet2+/btbMSIEax9+/ZMr9ezVq1asd69e7M1a9aE1Psff/zBVCoVW758ud9nNTU17P7772dt2rRhOp2OXXTRRWzZsmV+5y1atIh17dqVmUwm1qRJE3bNNdewsrIyr3M2b97MALD9+/cLyhFsLPry1Vdfsd69ezOTycRMJhO7/vrr2TfffMN//vbbbzOTySSY4C/YfbgxG4hg0Vhc9NkPP/wQtAwicVExJrD2TBAEQSQEQ4cOhcPhwKeffhq1e0ydOhXfffcdfvjhh6jdg2PQoEEwGo2CCQ2jxZ133on9+/fjm2++idk9idhCkx2CIIgEpqKiAj169MC2bdtw2WWXxVuchGPfvn3o2rUrtmzZgquvvjre4hBRghyUCYIgEpi8vDy8++67skabNSb++usvzJs3jyY6SQ6t7BAEQRAEkdTQyg5BEARBEEkNTXYIgiAIgkhqaLJDEARBEERSQ0kF4U4odeTIEaSlpQXdPI8gCIIgCOXAGENNTQ3atm3rt3GtJzTZgXsfnuzs7HiLQRAEQRBEGBw6dAjt2rUL+DlNdgB+B95Dhw6hadOmspVrt9uxceNG9O/fH1qtVrZylQbVM3loDHUEqJ7JRGOoI0D1DER1dTWys7P57/FA0GQH4E1XTZs2lX2yYzKZ0LRp06TvnFTP5KAx1BGgeiYTjaGOANUzFKFcUMhBmSAIgiCIpIYmOwRBEARBJDU02SEIgiAIIqmhyQ5BEARBEEkNTXYIgiAIgkhqaLJDEARBEERSQ5MdgiAIgiCSGprsEARBEASR1NBkJ4a4XC7U1dXB5XJ5/S/0ebBjYsoPdsxms+HAgQOw2Wz8OTU1NaiqqkJNTU3Ie3Hn+55rNpv9rvUsW0z5nLw2mw3Hjx9HfX09jh8/DofDIbr+DocjoJ6l6DNYXcXgcDh42R0OB44dO4aqqirJ5QSSy7eOnvVWGlL1Huy6SNqEu95sNoeUzeFw4MiRIzhy5AhsNht/z0B6FltHoT4ZqD5ixmYwHdXW1orSRzC5Qz23wik7VDnc2PEc/556EmqD2tpaXkeRyOk5nqqqqnDs2DG/+/veg/vfbDbjxx9/RH19vah62Ww2wbHr+ewIR79KQxFyMoJVVVUxAKyqqkrWcm02GysrK2O7du1i48aNYyaTiQFgKSkpTKPRMADMZDKxIUOGsCFDhvCfBzo2btw4Vl5e7nef8vJyr/IDXX/JJZfw77lXSkoKU6lUfseGDBnid6/y8nI2ZMgQlpKS4nXueeedx8rKypjRaOTlLC0t9Ts3WPlcHXQ6nd/53KtTp06stLQ0YP0NBoPffbj7GwwG1qlTJ/6cYPoMVNe0tDS+PYNRWlrKOnXqFLAeKpWKXXvttQHvHQzftvasI/cyGAxB6xYMrs/abDbJ14qRN5Teg103ZMgQdu211/JjJ1hfDVWm0WhkZWVlrGvXrn59Ys6cOSw9PT1g+/nqubS0VFQdfetkMBhYu3btmFqt5svUaDRsyJAhAcePZ32D6Yi7jqvniBEjQsrjK7fv5xqNhi9XzPgRKjuUrkKNHd+XXq/3ev5w4ytcOYXGU6AxzJ3n2R89XxqNhj3wwAOS6qXValmTJk0En3ueYzPccRVrwpFT6jNI7Pd3XCc7W7duZUOGDGGZmZkMAFu9erXX5y6Xiz311FMsMzOTGQwG1rt3b1ZRUeF1Tn19PZs+fTpr1aoVM5lMbOjQoezQoUOS5Ij2ZCctLU304A310mg0rKSkhL9HSUlJwMEW6SslJYW/V0lJiddD2fPFPVC5h43U8qXWYfr06bLV31efwerK1bNJkyZ+13BMnz5d9L1VKlXAcoSQWlehuoVCzslOMHmDyRZOm6rV6qB19S0z3D4bbt+Se5yq1eqA4zHQ2PQdz8HaZvr06aLkDTR+pNZVo9Gw/v37h6ULMW0pl5zhvFq2bClLOQ888AArKysLe1zFmnDlTMrJzvr169njjz/OVq1axQD/yc7zzz/P0tLS2KpVq9jevXvZrbfeyjIzM1l1dTV/zuTJk1lWVhbbtGkT27VrF7vuuutY9+7dmcPhEC1HtCY7u3btCjgI1fpUps/OYyp9qncnaNku5HkajYb/ZefZmQKVmdI0XdS9oTUIdsrS0lK/XzueZXg9bDSBV2aE7hvol1RAGc++SktL/eov5tpg+mTM/UskUF1Nzc/h6+l5DUdpaamkOnD1F7sqEejBEew+QnIGQ67Jjpi+KSSb0HXajBxR9Q2kS98yVVqDV5/lypPad8X2rdLSUlHjVJuRIzgGw+nTXD2bd77U6xkkRR6xn/uOH6GyfesV6T1VWoPw80fCOA9nPPmeJ7Zvhq0PTcN5XD09fzyLHVexJtzxz1j0Jjtx3Qh04MCBGDhwoOBnjDG8+uqrePzxxzFy5EgAwNKlS5GRkYGSkhJMmjQJVVVVeOedd/Dee++hb9++AID3338f2dnZ2Lx5MwYMGBCzuggxb9483HTTTQAATfNMOM4cBQCk5vVFy/6TodYa4LLX49TGhair2AwAcNac5K8PdJ7D4cArr7wCxhhv0w1WpstSHbJMADB1vgIqtYZ/D7htx4899hicTmfAMixb3+E/S0ltAWfV36Lr7FmuGBk5HnvsMfTq1cvPph3sWk3zTGTe/UZAfS5ZsgRz584NWFedq8EO73kNx6OPPipaDk4vTqfTrxwh5s6dy9dVbF8KJGcs8JQ3VD/2lE3oulMb34T9731BywIC69K3TOaygx3Y4X6f2wfn9J4AtdaAwwsnSOq7ngSr42OPPSZqnOpad4C2VTuYf9oqqmxOTqE+DQDGzlcgffg/ADiRmtsHlh8+lSSPmHs7zhz1Gz9CZZ/45EW+XpHck8PY+Qq0Hvqg3/NHbH8LZzyptEYwuyWsvhm2Ppw2+BLOuIo14Y7/aKLYXc8PHDiAY8eOoX///vwxvV6P3r17Y9u2bZg0aRJ++OEH2O12r3Patm2LvLw8bNu2LeBkx2q1wmq18u+rq92TAbvdDrvdLov8LpcLn332GW666SaYmraExVwHrdEItT4VbQdOgUqrA8CAFD3aDpyMI4fL4bLWuS/WhD7vk08+gUqlglHGMnG4HJn3LsZRz+sAHDlyBEajEQAEy2jWbwIAuM+xVANGI1Q6E+C0iK/zWcSee+TIEaxdu5aXS8y1KqcFRr0WUPl/tnbtWlgsFq8yfcvTa3UAXEht1grA/7B27VpYrVao1Wo4HA4cPXpUVHuonBbomrUCs7mdZD/55BO+nEB9ad26dTCGqVdPOUPB9f9IxoGnvKFk9JRN8DqNBuyvXaL7ua8ufcvMvHESjiyeyLdxm373wKbWgbkc0NnC77uZN06CWqcXPIcbP6HKch3cyY9pjkj6NA6XQ692nq3nBFj2fS9JnlD18uzH3PgRbHfmBA7vCXjPzBvvReW+b0TVl4erm8Hn+RNCZl85Jbe1Jvy+ycsVQh+Bno1c/aSOq1gT7vjnkPoMEnueijHGJNcmCqhUKqxevRrDhw8HAGzbtg29evVCZWUl2rZty59377334uDBg/jss89QUlKCu+66y2viAgD9+/dHx44dsWjRIsF7zZo1C08//bTf8ZKSEphMJvkqRRAEQRBE1DCbzRg7diyqqqrQtGnTgOcpdmWHQ6VSeb1njPkd8yXUOY8++igKCwv599XV1cjOzkb//v2DKksKLpcLOTk5mD9/PiZMmgaLuQ7MYXXPdCcuhEqrb5DXbkXlW5PBPGbyoc4zGo1QqVQwm82ylanS6tH23sU48vZUr+s8ESpD57LiX1docPfdd8NicS/zqnQmwOWUVGcxMnpiNBr5+4mqn0aPdtOXAiq132cmkwmHDh1Cu3bt+DJ9y9OrGWbnuzBh8nSYq/4Hk8mEyspKfmWnVatWouVg6hTg7MqO0WjEkSNHgq7sZGVlwWw2h6VXTzlDYbfbsWnTJvTr1w9arTbk+aHkDSWjp2yC12m0ODy/AMwurr6+uvQtM/OeN3Fk8b0waNQoKirCY1/VwqFLA2MMh18bAyC8vps1bSnUOmPQc0KWpdFBpVKB2a2irwnWp1VaPXLuX4LZ+cAT3zqwf6FEeULUy7Mf+44flc6ErHsXuctmrqBt6LJZUDm/QLRMAKDS6tFumrvevs+fYDJzcmZnZwuOp8x73oQKaqi0WkClDt6OIfqmy2ZB5VtT+HHOyxVCH0Ltyxx2WL4uxryH73bX02pHu6nvihpXsSbc8c8h9RnEWWZCodg8O23atAEAHDt2zOv48ePHkZGRwZ9js9lw+vTpgOcIodfr0bRpU68XAGi1Wtleer2eN6OZq0/BluL+Yq47cxJHPl0IS70VVqcKlnorjny6EOYzJ2GxWGDTNRV13tChQzF48GBR59Y7mKjz0O5iHN2wmH/Pvdq2bcv/L1TGsU1um7nnNeaq/4mus+dL7Llt27bFkCFDJF1rSzHCYrULfjZkyBAYjUavMn3Lq7e67efmqv/x1+j1emi1WhiNRmRmZoqX42wZXFty5QTqS1xbh6NXTznFvCIdC57yhpLRUzbB66x2qM69RHR9fXXpW+bRDYvhOieHn9AeeHMifn9xNI6sfR3Ws3oNR8dHNywOeA43fkKVpW6fD7TrLlufRruLYXWluJ+jm96RLE+oenn246uuugqTJ09GdXU1r8MDb92HqkO/umU4Wy+hex7dsFjy+OfqJvT8CSYzN84Djac/Xr4Nv780Cr+/NBqHy17CoY9e9HiOQlTfrDl6AIfLXsIfL9/mNc4Pr37ZLVcIfXjKq2p/KayuFNjUBhivHtdQz7oaVK5fIGpcxfoV7viP5BkkCmk+1tED8I7GcrlcrE2bNmzOnDn8MavVypo1a8YWLlzIGGPszJkzTKvVeuVeOXLkCFOr1WzDhg2i762kaKxzhj3MoE4Jep6io7FCRC9QNJb3i6KxYh+NBUgPPadorCCfq9VBQ7g1LdslVDSW2JdQ31Rp9EGvUWn04qOx1Cks867XWfuH17L2D69l5z/2ieR6xgslRmPFdbJTU1PDdu/ezXbv3s0AsLlz57Ldu3ezgwcPMsbcoefNmjVjH330Edu7dy8bM2aMYOh5u3bt2ObNm9muXbvY9ddfr5jQc6l5dlQaPcsuXMnOGfpPrwmP14ND4Xl21PpUv/D5UOVTnh1xUJ6dIF88IvLseE5iubZs3vnSkCHGcvStRMqzA4BBrQn4DPIdw556FRu2LaSreOTZCfYjLuI2irCsloNm8BOd9g+vZZ3/uTKsesYLyrPjweeffy6oiIKCAsZYQ1LBNm3aML1ez6699lq2d+9erzIsFgubPn06a9myJTMajWzIkCHsr7/+kiRHLDIoFxQUBMyg3K5dw+QgNa8vyy5cyTLvep2ZcvswqBoeaDk5OQF/uXqWzyVXHDp0aNgZlIcOHSr4q3vo0KFeDwiVSsU/bM65dCDLLlzJ2j+8lmXc+RLTNM8M+ID0LZ+rQ7AMyjk5OQEzKBcUFITMoJyTk+OVLbegoCBoZlXfukrJoJyTkxOwHpFmUPbtS0IZlIPVLRjRyKDs2zfFyBaoT/fu3dsvg7JQXxViyJAh/HXnXDqQlZWVsfMf+4RlF65kqXl9+c8uvfRSlpGREfLLiNNzaWmpqDr61ilQBuWhQ4ey0tJSv/7nW99AOhLKoDxy5MiQ8phMJq9+a8i5nJly+zCVllutUHnJWVBQ4KVT7tnV/uG1fjpNSUkRpatQY8f3JSaDcrD+JlZ+oTEcLIOylLI8X559wbcMrs8ajUY2dOjQsMZVrAln/EdrsqOYaKx4Ul1djWbNmoX05paK3W7H+vXrMWjQIGi1WrhcLlgsFj6EkPt/7969yM/P5/MSqPWp0KZ3hO34Ad4xLiUlBT/88AO6d+8e8H6e5Xs6aPoes9lsqKysRFZWFnQ6nde+JWq1GqmpqUEd2zzPz8zMBAAsW7YM//zGCZvaw0HPXo/D88aB2czQarX4+++/odFogpbPyavVanHmzBk0bdoU1dXVaNmyJTSa4P703LV6vR5Wq9VPz5wTrK8+QpVZV+duA51Ohw0bNvDtGQqHw4FTp06hZcuWAICTJ0/CaDQiLS0tYsdBob7kWe9wy/fts3IhVe/BrvNsk1B91bOctLQ03mky5/5ivNgrBQ/tSIHVqYLLXo/K+QVwnXWa5PY/On78OADgnHPO4aM+jUajoJ7F1tH3vGD1ETM2g+nI4XDgyy+/DNqentcLPYs0rTvAdvwA72ibkpKC77//Ht27d/fSada0Yqi13uPfV6fBnkuecGPHc/yr1WpeT55t4HQ6sX79elx77bX88wVAyLbw7ROh5K+qquJ9vXzvsXv3buTn5/M6C1aW0WjEyZMnUVtbi+bNm8Nut/Nj97fffkPPnj0FvwsMaheWLVuGO++8E1999RW6d+8e9riKNVLklPoMEvv9rVztJCGeDyvP/7t3747i4mL+y9xlrYP1UAU/0dFoNHjvvfeCTnR8yw92TKfToWPHjtDpdPw5aWlpaNasmagvYu58jUbjFQ3lzqXgcZ7WAF1GJwDuDvzrr7+GLJ+TV6fTIT09HQaDAenp6SEnOp7Xek6ofOsvZjInVFepExSXywWr1YpzzjkHGo0GGo0Gbdq0QbNmzWR5KAn1pVATyXgiVe/BrgunTSwWC7/5pza9o2Bf1aZ3BOAOZbVYLF5tptFo+HsG0rPYOgr1yUD1ETM2g+moSZMmfuf7bsoY6llkO/wjP9HhnkU9evTw06nnl3sgnYrVlUaj8Rv/nnoSaoMmTZrwOhLTFlLlt1qtXu3keY8uXbrw14Uqy2KxgDGG9PR06HQ6r7Hbo0ePoN8FALBo0SL+uyDccRVrlCCnsjXUiBgzZgx27tyJgoICPtePyWRCQUEBdu7ciTFjxsRZQn+MRqNXXiLPkFnA/WvGdvwA/37BggUxky1e7NmzBwUFBfwXTVpaGgoKCrBnz554i9ao8eyr9uMHgvZVk8mE3377LenaUWzfFPss8tWpy+6907evTj2TJSoBOeWXs6xA+h87diwAYNSoUVKqSZyFJjsKonv37liyZAlqampQW1uLmpoaLFmyJOSKTrxQq9W4+eab+fent7zDD3IuLbjnL5KVK1fyvyaTkWXLliE/Px/FxcX8L0az2Yzi4mLk5+dj2bJlcZaw8aJWq/kvCZe1Dqe3NGwx4NtX8/Pz0bNnz6Rqx5UrV0rqm2KeRb46PbVxYcDxf8sttyhu9UFO+aWUlZ+fH1IXQvpvDD8Wo4p4V6PkJdoOynI5eyqR7du3C26qGCgCoba2Nt4ih02w9owk1FJJJHOf9WyjQNFYGo0mZHRRIrQjh1BEqJx1UkK/j6TPyim/6FQgItNNyFnPRCJaDsrKmmoTCUfPnj153x9AwMasTgE0bvu1Epey5cJ347usaUvRZuzzaDdtKVLz3JvUchvfKQlf/41kxtcfBQCsh3/y8o274oor+I1gE6kdQyFH3xTqK2L8DYuLixW7Oi2n/N27d8eVV17Jv/f3t3Fn9ec2rBWiMY3HWEOTHSIifE1ZXNp6lVYPU24fGDrmAw63f4QSl7LlwOVyYeXKlQDc0RMt+0+BWmtwv9ca3Dv+6t3RGytWrFDEgyyQ/0ZFRUW8RYsqnD8E5/8AuCfhQ4cOxYABA/D111/zx5nLAcfpIwCU246h8JQx3L4ZytcnEf0NPZFLfpfLhR9++MH9Rq2B6uyPPJVWj9S8G5Bx54sBdU2+ftEn+b55iJgzffr0hjfMBZXOBG3GebDs+x71+74D4P6FNHPmzDhJGF0iiUqJB8F8i3r37h1X2WJB9+7def+Ho0ePYvHixfj000+xbt06r/PMP32Bo0tnou6nrQCU145iqK9vcJQNp2+K9UNLNH9DX+SQ3/M5oM/qguzCFcieuRLZM1fgnMEzYWjbRVDX5OsXG2iyQ0RMXl4eAPBLwcxmhu3wjwmzlB0piRSVsmfPHowbN84rj4c+Ow+qs784ueNKW+GJ1vL+/v37MX78+ID6gMuJk+vmwnZ8v6LaUSwGg4H/3378AJw2M1y2ejDm1mOwOonpK+PGjfNafVBCiHG88Iv4c9ig1hmgOrvaLaTrcHRMhEfj65FE1Ni6dWvCLmVHQiJFpYjxLQKA+fPnx0tEL6K9vD9v3rzQ+nA5UfXdR4pqR7F4JSi01uHwq7fh0CujcOiVW3Dikxdx4uMXA9YpUf3QwkGOfhbOc6Ax6TjuyOE9nehQNFZk+NbT6XSy2tpa5nQ64yyZvCR6NJbT6eTTtqv1qSy7cJXX3jvZhStZ6tnNTlu1ahX39gt3bx0xcG3ZqlWroPpQy7C5ajzh6hlqw1PfOonpK5xuTCZTXPtKpM9ZOfuZlOeAVB3X19c3yu+TUFA0FhE3GuNSdiJEpYjyLWrdHkD8fVJitbwv1teKQwntKAVfc6Sfme4ss2fP9qpTovmhhYvc/UzKc0Cqjj39rwjpNJ5vI4KIInv27MGGDRv8trUwGAyKMeWJ8i06cRBA/H1SYrW8L9bXCgDGjRuniHaUwrx58/j/g5ktf/nlF6/rEskPLRKi0c+ilYHa0/+KkA5NdggiQjyjKXx/fdntdgwYMEARKwFSfAqGDx8et5W5WIbyDxs2zH3PEPoYN24cli5dqoh2FIvL5cLHH38MQLoeE8kPLVyi2c8aQwbqRCP07ooEQQREaBncc8d6p9OJcePGITc3VxFflIWFhSgpKYHD4UBdxWZYft/uJS/3C33atGlxk1Hs8r71UAVvQuF2oZbK9OnTUVxcHFAfgNv0UFhYGFml4oCXHlu3l6zHUH0FSOyUErHoZ5xJPxDJrmMlQVPFBIaybcafRIumEONTADSkE4gHsTSh5OXlKd7XKly89HjioGQ9JoIfWiQowVSX7DpWEjTZSUAo26YySMTMyUBwn4KtW7fGWbrYL+8negbgQKjVatFmukB6TFbdAMoxIyWzjhWFHKFiiU4ihZ5HMxw3XBpriH1tbS2ve312nlfYKPfSZ+cpehNU3zQBSmnLaIfyB6pnsqVN2LVrl1foeSR6VKpulLIRqBwE07FSxma0odBzIq7ZNslk5k+wZXDGXHCYz8D6937+XJfLpTj9KTVNQLyW95Wqj3DxzW4eiR6VrptwnlFKMyMpXceJDGk0gYiHfwiZzAIjtAxef+QXnFw3F4fm3oLKN+4AbG4HSJvNhqZNm5L+JEDL+/KRzNnNuVxCWVlZYT2jqJ81EuRYdkp0EsGMFY+MpmJNZo15edV3GVzsK14mx1AotS3lNqEotZ5yk+zZzUtKSlhaWppgluhwxpiS9dNY+2woyIyVZMQ6oyltUCcObhk8JSXF67hK650AjPQXGbS8Lw/JpMdoPKOSST+EN9SiCUKswyQTLaQ6HOTyQxozZgwGDhzIv0/N6wtj58u93iej/gginng+owCg7cSFNMaIgNBkJ0GIZZhkooZUi0VuPySXy4UtW7YAcOurRb9JsPz+Lf8+2fRHEPHG9xkFAKqzq900xgghaLKTQBQWFvJRA3UVm1E5vwDHSh7B4fkFqKvYDECebJvJvEGd59YOXB3NZjOKi4uRn5+PZcuWSS7TV18qqMDsVv59sm6iSBDxwjc7tC80xghfaLKTQMQqTDJZN6iLlh+Sr74YXPyvzGTeRJEg4oVvdmhfaIwRvtBkJ8GIRZikUjKLyk20/JB89XV602IYO1/Bv08W/RGEUvAdcwD41VQaY4QQtBFoAsLtqFtUVASLxQKj0Sj7YE62DeqE/ZC8bfyW37fDZa3DihUrUFRUJEmnvvryjMZKBv0RhNLgxhzHkbcmw5HWhsYYIQhNdxOYaIZJKi2zaKREO3TfV1/M13SV4PojCKURzWeUUjLGK0WOZIAmO0RAkimzaCxC94X0ZTAYkJOTw/s1Jar+CEKJjBkzht+8Vo5nlFIyxgvJMXny5JjKkGzQZIcICmcyq6mpQW1tLWpqarBkyZKEW5GIlR+Sr77q6urwxx9/oK6uLqH1RxBKhdv/q7KyMqIxFo1IzXAIJAd3f84cT0iDfHYIUXAms0Qmln5IvvpKBv0RhJKJZIwJRWp6Phu4SM3c3Nyo/lAJJgfgNmVNmjQp6nIkI7SyQzQaIrXxc3Zzsp9HDvkiEEpCKRnjg8qR2ydmciQjNNkhGhXh+CFx9vOsrCwA7t2Vaefy8FCKTwRBcCglY3woOVpcP4E/l7JCS4cmO0SjQ4ofklLs+MkA6ZJQIrHeZDlcOVQe7ykrtHRoskM0WkKF7gvZzwHQzuVhEK3s1QQRKbHeZDmQCTeUHFzSxFBykIlYGJrsEEQAfO3nbScuBABkTVxIuypLRCk+EQThS6wiNUOZcEPJcXrLO3xZQnKQiTg4NNkhCAGE7OfcMrJKq6ddlSWgFJ8IgghEtDdZFmvCDSrHT18ElINMxKGhyU4Uoeid0Ch1yVUuO75S6xdLlOITQRCeeI7NaGZjlmLCDSUHACxatMhLDjIRi4MmO1GAondCo/Ql10jt+EqvXyyJtU8EQQQj0NjMzc2NSsZ4qSbcQBGjY8eOBQDe1BVu+Y0VmuzIDC0nhiYRdCRkP+ccBJndGtSOnwj1iyWx8okgiFCEGps//fSTrBnjwzXhCkWMLliwQLbyGyP0VJERit4JTSItufraz4+85d6bpvKtyQHt+IlUv1gSbZ8IggiFlLEp1ybLkZpwQ8lBJmLx0GRHRpIteica/iaJtOQqZD8HENSOn0j1iyXR9ImIFuRvlVwEGptZU9+FKfc6APKPzWibcMlELB6a7MhEMkXvRMvfJBGXXHNzc3HjjTfyX9IAkJKSgqFDh/rZ8ROxfrEknOzV8YD8rZIPobHpOH0EJ9fNReW8O2H+6XP+3NLSUtnGZrRNuGQiFk/jrbnMJMtyYjT9TRJNR5wu1q5dy/8iBACn04lPP/0UP/30k9f5iVa/eCAle3U8IH+r5MR3bFp+/xZHl85EXcUWr2R9AFBfX4+lS5fKdu9om3DJRCwOmuzIRDIsJ0bb3ySRdCSoi3a5/OdCukik+sUbuXwi5IT8rZIXz7FpO/YHTq6bC7icAPzbGQDuvfde2do52ibcRDQRxwPlPGkSnEiid5RCtP1NpCy5ZmZmYu/evZFWKWyEdJF+yyz3+wC7D9OScmJD/lbJi+fYZPZ6fqITq3aOtgk3UUzE8UTFGGPxFiLeVFdXo1mzZqiqqkLTpk3DLmfPnj3Iz89veGA2PwcfLHkbY8ffA/OZkwDcs+ydO3cqbpbtcrmQlpYGs9kMtT4VWdOKvcwwLns9KucXwGWtg8lkQk1NDf9lbbfbsX79egwaNAharTbofXx1pNanQpveEbbjB7wSZwENv0hiPVAD6UKfwvBCTyf++Y0D+14X1oWY+im1DwDS2jKR8a1nJP1fyTSG9hRbxz179uDSSy+F09mwohOPdna5XLBYLDAajZLKFlvPcMtXClL7rNjv78TThIIJJ3pHKcTK30RMhlBo3PeOl9lAzO7DQrpwuVw477zzsGTJElpSTjDI3yr56d69O9566y3+fbzaOdomXCWaiJUAaUNmEnU5MZb+JpyOcnJyGg6q1DDl9kHmXa8j+/4P4mo2ELP7sKcufvvtN6/onXvvvRc33ngjhg4dmlB9oDFD/laNg4KCAhgM7ghJaufGBU12ogAXcVJZWQkAqKysVFTEiRCx9jfp1q0bjh49CgBQ6UxoN6MUrYc+CF16p7iHaQfTBQCc3vIOr4v8/Hz07NnTL3pn7dq1+PTTT7F48WJFRh0R3pC/VeNArVZj9OjRAKidGxua0KcQ4cINlEQZMIWFhSgpKYHD4UBdxWZYft8u6G8iRwijp9lAl9EJKTrvX1DccrL1UAW/nJyamipUVFQQ0kXTc7sAPZ/02n34m2++8fIB8NSXw+HA+PHjFeufQ3gTy/5PxA9q58ZJYnwLEzEhliGMSjcbCOricENeHY1GgyuvvJKf6FD0TuJDIbyNA2rnxglNdggvYuVzlAhmAyFdAMDYsWOxY8cO/PDDDwAoW3Iykag+d4Q0qJ0bH2TGIvzgfI6KioqiGsKYCMvJnrqoqanBF198gQULFsBms4mK3omXGY4In1j1fyK+UDs3LqhliYBEO4QxkZaT1Wq11+qO0s1wROQkaggvbWAqjURtZ0Ia1LpEXEnU5eREMMMRjQuhDUwnT54cb7EIQhEo+gnscDjwxBNPoGPHjjAajejUqROeeeYZr18sjDHMmjULbdu2hdFoRJ8+ffDjjz/GUWpCKkrfHDIQtAEfoRQCbWDKbVzK7fhNEI0VRU925syZg4ULF2LevHn4+eef8cILL+DFF1/EG2+8wZ/zwgsvYO7cuZg3bx6+//57tGnTBv369UNNTU0cJSfCIdGWkxPJDEeIJ9HMQKE2MAWASZMmNYoNTBOt7YjYoehvle3bt2PYsGEYPHgwOnTogFGjRqF///7YuXMnAPeqzquvvorHH38cI0eORF5eHpYuXQqz2YySkpI4S080BhLVDEf4I2QGKigoUPwkIegGpgE2rU1GJk+enHBtR8QORUdjXX311Vi4cCF+++03nH/++dizZw++/vprvPrqqwCAAwcO4NixY+jfvz9/jV6vR+/evbFt2zZMmjRJsFyr1Qqr1cq/r66uBuDegMxut8smP1eWnGUqkcZez9zcXLz11ltYtGgR6uvrYTAYvDZJTSQaa1uuXLkSkyZN4icNRqMRjDGsWLECq1evxqJFi3gfLSXhcrmwbt06dySRPhVtB06BSqsDwIAUPZr1mwDAXZ+1a9fCarUmzMqpWFauXAmTyYSysjIwxhKm7aTSWMem2PNDoehdzxljeOyxxzBnzhykpKTA6XTi3//+Nx599FEAwLZt29CrVy9UVlaibdu2/HX33nsvDh48iM8++0yw3FmzZuHpp5/2O15SUuIVcUMQBEEQhHIxm80YO3ZsyF3PFb2yU1paivfffx8lJSW48MILUV5ejhkzZqBt27YoKCjgz1OpVF7XMcb8jnny6KOPorCwkH9fXV2N7Oxs9O/fP6iypGK327Fp0yb069dP1Fb1iQrVM3loDHUEvOt533338Y68qbl90OL6CVBp9WB2K05veYffHmTs2LFYsGBBHKX2x+VyISsrC2az2b2yM3EhVB45n3QuK/51hQZ33303VCoVKisrk2plZ/LkySgrK0NRURGmzymC8epxotrO5XL5rcJKIdLrw6Exjk0x9eQsM6FQ9GTnn//8Jx555BHcdtttANybRx48eBDPPfccCgoK0KZNGwDAsWPHkJmZyV93/PhxZGRkBCxXr9dDr9f7HddqtVHpRNEqV2lQPZOHxlBHAEhJScGHH34Ii8UCtT4V5/S+Bza1HnACUBtg7D0Bpyq+hMtah2XLlmHx4sWKmywMHjwYxcXFgMWCI58udGfv1hrcKRC2vgNcMQkWiwWjR48WfO4lKi6XCx9++CE444Tx6oKQbbd3717MnTsXK1euhNlshslkwqhRo1BYWCgqkGDPnj0RXS8HjWVsiq2nWF0oa9T6YDab/R4sKSkpvKd9x44d0aZNG2zatIn/3GazYevWrbjqqqtiKitBEIlHfX29qEzYAPhM2EojaAoEj01rky0FgudmwgDO+io14Nt2S5cuFQzPLy4uRn5+Pr+6F4hA4f1iryfii6InO0OHDsW///1vrFu3Dn/++SdWr16NuXPnYsSIEQDc5qsZM2bg2WefxerVq1FRUYHx48fDZDJh7NixcZY+8aEwTiLZMRgMCZ8JO1QKBABYtGhR0qVA8MxiDgDMbvX63LPtDAYDJk6cGDA83+FwYNy4cQGjt0KF94e6nog/ip7svPHGGxg1ahSmTp2Krl274sEHH8SkSZMwe/Zs/pyHHnoIM2bMwNSpU5Gfn4/Kykps3LgRaWlpcZQ8sUnUEFyCkEqyZMIOlAKB+9GXDNFIvni2HQCc3vJOwLbLysqC0+kEIBCen9cXQPDw/KDh/SKuJ+KPoqOxYkV1dTWaNWsW0ptbKna7HevXr8egQYMSxsa6bNkyr18wnnBJ8nxzxyRiPcOhMdSzMdQR8K7nTz/9hPz8fK9f7UIb0u7cuTMhVkdcLhe/saXT6Uzq9tyzZw+uueYavPfeexgzZgysLrVg22k0GtTX10OtT0XWtGIvc6XLXo/K+QVwWetgMplQU1PjNal1uVxIS0vjncClXi8XjXFsinVQFvP9rcyfKURcoKVaojGSbJmwEy0TeSR0794dixYt4t8Ltd3ixYtRX+9e8QnHL8vTNyhR/boImuwQHtBSLdFYaayZsJPBL48zZY0dO1aw7TzbNBy/LE/foET16yJoskOcxeVy8ZsFqvWpaNl/CtRag/u91uAOZz27wrNixYqEfjgShBCJuiFtOCSjX96CBQsE2y5Sv6xk8etq7Cg6zw4RO8Qu1VoPVfBLtampqUJFEURCw5mBkhUhvzwuhLqkpETQLy9RCNR2hYWFKCkpgcPhQF3FZlh+3y7o2xMoPD/S64n4Q1NQAkDgpVrGXHDZ6uG0mZN+qTYZlvTlxlMnYvQTLR1KLdflcqGmpgY1NTUxa09fGeXUhVxlheOXF+ze4bRLtPuQ0PWh/LJSUlKCruKJ9evq1q1b1J4hXJsJBY8QoaHJDgHAf6n2xMcv4sQnL+LQK7fg0CujcPjV25J2qTYZl/QjpaKiwksner0eOp0uoH6ipUOp5e7ZswdDhw6FXq9H06ZN0bRpU+h0OgwdOjRq7ekrY2pqKnJycpCamhqxLuTWqxS/vGD3DqddQp0faV19+6zv9Zxf1tChQ/lJC4fT6cQ999wT9H6HDh0KGB2kVqvxxBNPyNLmvixfvhw5OTlo1aoVAKBVq1bIycnB8uXLIy67UcEIVlVVxQCwqqoqWcu12WysrKyM2Ww2WcuNFuXl5Uyj0TAAQV/PPfec13WJVk9PSkpKAtZZo9GwkpIS/txErqdYuDqmpaWF7AecfqToUApSyy0pKWEpKSkB5VWr1fw1crVlMBkj1YUcevWsp9PpZCaTya0LfSrLLlzF2j+8ln9lF65kan0qA8D0en1AXarV6oCfBWqXUPWIpK6h+qzn9WLaS+h+/fv3F9XGcvZ/xhibPn06X5bRaGRlZWXMaDTyx6ZPnx522UpF6tgU+/1Nkx1Gkx1PnnvuOe8Hmz6V6bPzmOrsQ5AbwOXl5fw1gerpdDpZbW0tczqdoo5HQjhl+k7uQtU1EdtTKrt27fJ6oArpxPdh7vnFJ6a/iEFq24g5HwBLSUlh5eXlsrSl2HtCa5CsC6n1D4RnPWtra/lr9dl5XhMd7qXPzvOf3ATpA3K0S6R9SEyf1Wg0rLS0VHCiE+p+c+bMkU0fUigtLfUqO7X5OaysrIyZmp/jdby0tFRy2UomWpOd5LFFELLw888/8/+HG34eaDl6+fLlsps6Iln6plB7f+bNm8f/H0gnAKBp7t541+FwRJSZNhBS20bM+YDbXCFXe4q9p6nzFZJ1EY2+KSWEmsP33ly7i5VLbD0i6UNi+qzD4cBjjz3m5+8i5n6eGfsj1YcUHn30Ua+y205cCADImrjQq3899thjkstujNBkh+CRI/w82GZ5t956q6yb6EWyMR+F2vvjcrnw8ccfAwitE2ftKah0DfsSqXQm2XQotW0cDofo8wG3D0Sk7SlFRsvv29Gi372idRGtviklhFro3iqNDs7aU6Llktou4fQhKX1237593voQUYf6+nrU1tbKog8pfc7hcGD//v1eZavORsiqtHq/epHTcmhoskPwRJoptKKiImikB4dKa4g4M3Ok2Z4pK6o/Xjpp3T6oTpjDCm3rDvxn2tYdZNOh1LY5deqU6PO58rmMuuEiRUZmt0IFtWhdRLNvBt0hvWKz17m+92Z2G5jDKlouqe0STh+S0md9EVMHzwlSpPqQ0k6nTp0SLafv+YQwNNlphAQK7Yw0U+i8efNELesbO18haalXSN5Il/kpK6o/Xjo5cTCoTlQaPWwn/uQ/s5/4UzYdSm2bli1bSjLPGI1GGAwGUbLIIaNKqweDS7Quotk3xYRQ63Q6wXurtDqoNHrRckltl3D6kJQ+64uYOuTk5AQ8X6o+pLRTy5YtRcvpez4hDE12GhGh/FsizRQqdjnZ8vt2MOYKudQbSN7du3dHvMxPWVH9UavVGDZsGIDQOklp0hKwmflrmc0smw6lto1Go5Fknhk9enTE7SlFRmPnK3F602LRuoh23wy1NcZtt90meG/msLnbXaRcUtslnD4kpc96TlzE1sFgMKBJkyay6ENKO2k0GnTq1MmrbGZ3ryIxu9WvXr6h9IQAcnhPJzqNIRpLbGhnOFEgXD25aAgxkR7ZM1cKHq+trRUlL/e/mHtxZfpC0Vj+UDSWvDJCQdFYQghFMYquF0VjSS5LChSNRaHnspPskx2pD06pOS+4erZq1YovP7twpV8OD+5+Kq2enfvQGr/jJpOJOZ1OyQ/bYPfiygwE5dnxhvLsyCdjpLqQO8+OXPWiPDviX5RnRzo02YkiyT7ZGTduXMOvg7y+/OQgu3AlS83ry39WUFDAX1NeXs4KCgr4JGQmk4kVFBQI/kLh6nn33XeLuo8pt0/Q+4uVV2qdAiG2rkppz2jC1XHXrl1eOvH89S2kHyn9RQpSyy0vL2dDhw71+kJLSUlhQ4cOFZUbSg4ZDQYDy8nJYQaDISJdlJeXsyFDhoSsSzAiqWcw3YfTLqHOD7cPBeqzga7n7sO1D/cyGAxB7zdnzpyAEyq52lyI0tJSlpOT4zXZycnJSboVHY5oTXZUjDGGRk51dTWaNWuGqqoqNG3aVLZy7XY71q9fj0GDBgVMMx5tXC4X0tLSYDabodanImtasZdnv8tej8r5BXBZ62AymVBTU+NlW3a5XLBYLDAajQFtzlw9zz33XPTs2dMrQsp3szzAHY2la3Oe3yZ6O3fuRLdu3UTL64nQvbgyxe5aHaquSmjPaONbR0+dAAjZF8T0l3CQWi7n1A4AqampftdEoy19ZYxEF0KbdXJw+zCJ2axTjnoGq0c47SJ3HwrWZ4Ndz52n1+thtVpF389ms6GyshJZWVnQaDSytXkoLBYLNm7ciP79+yd1wITUPiv2+zv5vS4bOZGGsXK7CIsZuHl5eUEjPTiYvV5wE73u3btLkhdwb+AndC/PMsUipa4cyb55qKdOxOgnHB1KlUPs+WlpaUhLS4uZc7mvjOHqItK0CnITrB7htEu0+5DY67nzNBqNpPvpdDp07NgROp0urDYP95nBPVfJGTk8aLKT5MQ6xDpYpEdpaWnACBDuV6pUeb///vuQZUYD2jyUiBaU2Ts5oWdGfKHJTpITjxDr7t27Y8mSJaipqUFtbS1qamqwZMkSjB49WvC45+qLVHl79OgRsky5WblyZdiZmwkiGJTZOzmJJNs7IQ+0HtYIKCwsRElJCRwOB+oqNsPy+3ZB/5aZM2fKel9uSVfs8UjkDVWmnEyaNCmgXxJnYsjNzY3qhItITsSaca2HKnizc6z6PREeQmZJembEHlrZaQSIyZoq1b8lmihJXiH7OpkYiGhBmb2TDzJLKgOa7DQSQmVNjaZ/SzjEW14h+/qkSZP4z8nEQEQDyuydXJBZUjmQGasRwfnSFBUVRS08Uk7iJa9Q2K/ZbMaHH37Ip6YnEwMRLeJldibkh8ySykG533RE1IhWeHC0iKW8ocJ+OcjEQEQLJZlxxZLsKRjChcySyiExvu0IIkYEta/n9uHPIxMDEU3ibcYVC4VTB4fMksqBzFgEcRZh+7p72VmtNaDF9RO8zicTAxFNlG52DmTuLS4uRklJiegsz8kOmSWVgXJGDkHEmVD2dZXPeyAxTAzJRGM0lyjR7Ky0LM9KJhHNksmIckYPQcSZUPZ1Zrfy/xsMBowbN07RJoZkgswlyoLCqaWRKGbJZIYmOwRxllD29dNb3uHPvfXWW7F06dKYZm5urFD2WWVB4dThESizPD0zYgNNdgjCg8LCQn65ua5iMyrnF+BYySM4PL8AdT99AcDbvq5EE0MyQeYS5RHp5sKNHXpmxAfSNkF4EMq+DgCLFi2iX2MxgswlyoPCqYlEhCY7BOFDIPv62LFjAYA3dRHRhcwlyoTCqYlEhELPCUIAobBfp9OJ9evXx1u0RgNln1UuFE5NJBo05SaIIJB9PX4o3VzSGMPgOSicmkg06AlOEIQiUaq5hMLg3VA4NZFIkBmLIAjFojRzCWUN9kbpWZ4JgoN6JUEQikVJ5hIKgw8MmXsJpUM9M440Zpu/kqF2URZKMZdQGLwyoPFJhANNduIA2fyVCbWLcol39lkKg48/gcZnRUVFvEUjEgCa7MQYSn2vTKhdEoN4mUsoa3B8CTY+e/fuHWfpiJC4XIDNFlcRaLITQ8jmr0zEtgv9gmy8xDsMvjGbbsSMTwA0PpWA3Q5s3gxMmQKkpwMqlfuVkgLo9cDu3XETjSY7MYRs/spEbLvMnz8/nmIScSReYfBkWhU3PgHQ+IwlZjOwejVwxx2AwdAwqdHpgH79gIULgRMn/K/TamMv61loshMjyOavTKS0S1lZWbzEJBRA0E1iKzYDkDcMnkyr0scnPTdl5vRpoLgYuOmmhgmNSgWkpgIjRwIffABYrYGvT0kBRo8GSkuB6mogLy92svtAk50YQTZ/ZSK1XYjGSyzD4Mnk7UbU+GzdHgA9NyPiyBFg3jzguuu8JzUtWwIFBcAnnwS/vnlzYMIEYP16oL4eYMz9cjjcE53Ro4G0tJhUJRCUVDBGcDZ/s9nM2/y5XyhA/FPfN1aktgvRuBkzZgxyc3PxyiuvYMWKFTCbzTCZTLjlllswc+ZM2aLDfE03LftPhlpr4E1mdRWbeZP3kiVLZLmnEhE1Pk8cBEDPTVH89huwapX79cMP0q/PzgZGjQJuvhm44gr3yk2CQCs7MUKpqe8bO1LaZfjw4fESk1AQ0Q6DJ5N3A1LHJz034V5R+eEH4LHHgPPP916pueAC9/FQE50LLwT+7/+APXvckVTcSs1ffwFz5wK9eiXURAeglZ2YorTU94Qbse0ybdo0/PXXX3GWllAKXBi83NBu796EGp/cas60adPiLGmMcTqBr74CVq50r9QcOya9jCuucK/SjBwJdOokv4wKgqbBMURJqe+JBsS2S14cneuIxkO8w9yVhpjxCUAR4zMqKQLq64E1a5By990YfNtt0Op07lUajcbtYzN/fuiJDhchdfRowyoNY8D27cCDDyb9RAegyU7MUUrqe8IbahdCKZDJ259g43Pr1q1xlk6mFAFVVe7oppEjvU1PRiMwbBjU778PTX198DK4CKkzZ7wnNRs3ApMmAW3aRFTPhIYRrKqqigFgVVVVspZrs9lYWVkZs9lsgp87nU5WW1vLnE6nrPeNNaHqmWgEapdkq6cQjaGOjCm/nuXl5Uyj0TAADABT61OZPjuPqfSp/DGNRsPKy8uDlqP0eoaD7/iMdx1LSkq82srzpdFoWElJifcFR48ytmABY337ek5HRL9caWmMjR/P2CefMGaxxKXO0URqe4r9/iafnTgSLZs/ERnULkS84Uw3XPg5Z7rhaMwmbyWNT6EUAZw/UUdrHW52OJAzdiwwdqz0wtu2dfvT3HwzcPXVsLtcWL9+PQYNGgRtHJPzJSo02SEIglAgsQpzJ8Jn7ssv40KHAzcDuEWfii7WOuCQxG0rLrigYVLTo4fbdCVEEkfdxQKa7BAEQSgULsy9qKgIFosFRqOxUfjoKA6nE9i2rSFHzeHDAIClnuec9aMKBMvPh4qLfDr//OjJSghCkx0iarhcLnpAE2FBfccbJZlukhqrFfjPfxomNVVVkovYdu5FWH9BL2zsfAX++8mLvPmx9osvqA3jCD1FCNmhzQuJcKG+Q8SEmpqGbQzU6obIJ4MBGDwYKCoKOdFhN92Ee3Q6tACQok/FuYUr0eHhtRg75lm8f8lgHDOkNqoUAUpH8ZOdyspK3HHHHWjVqhVMJhMuvvhi/OCR/ZExhlmzZqFt27YwGo3o06cPfvzxxzhK3LihzQuJcKG+Q8jOiRPAW28BN97oHc7dtClw223AihXuGKdAGI3unb1Xr3bv9O0RF6X6+GPYb7sNZ0ApAhIBRZuxTp8+jV69euG6667Dp59+ivT0dOzbtw/Nmzfnz3nhhRcwd+5cLFmyBOeffz7+9a9/oV+/fvj111+RFueNxxobFRUVASMTmLWO37wwNzeXnCsJL4JFtVDfIUJhPH4c6ldfBcrK3L41UklPb3AS7t3bnbBPBJQVP3FQ9GRnzpw5yM7Oxrvvvssf69ChA/8/YwyvvvoqHn/8cYwcORIAsHTpUmRkZKCkpASTJk2KtciNmnnz5tHmhUmC2WxGWlpazH6N0saXREgYA378scGfZu9eAIAWQH+xZeTkNExqLrsscOSTSChFQOIQ1mTHYrGAMcZnsjx48CBWr16N3Nxc9O8vutuFZM2aNRgwYABuueUWbN26FVlZWZg6dSomTpwIADhw4ACOHTvmdU+9Xo/evXtj27ZtASc7VqsVVquVf19dXQ0AsNvtsNvtssnPlSVnmUqEq99nn33mdijVp6LtwClQaXUAGJCiR9uBk3HkcDlc1jqsXbsWVqs14ZZ1k709KyoqsHDhQgwaNAidOnWCSqXCsGHDMH369Kim4ne5XFi3bl1M+06ytyVHQtbT5YJqxw6oVq+GevVqqP78U3IR7OKL4RoxAq7hw4GuXYVPOju5jpRRo0ahS5cumD9/PsrKyvgUAcOHD8e0adOQl5cni/4Tsi3DQGo9xZ6nYiyYwVKY/v37Y+TIkZg8eTLOnDmDLl26QKvV4uTJk5g7dy6mTJkitUhBDAb3Tr+FhYW45ZZbsGPHDsyYMQOLFi3CuHHjsG3bNvTq1QuVlZVo27Ytf929996LgwcP4rPPPhMsd9asWXj66af9jpeUlPATOIIgCCJ6qBwOnLN3L9pu24a2334LXU2N5DJOXnghjl55JY5cfjnqW7eOgpSE0jGbzRg7diyqqqrQtGnTgOeFtbKza9cuvPLKKwCAlStXIiMjA7t378aqVavwf//3f7JNdlwuF/Lz8/Hss88CAHr06IEff/wRCxYswLhx4/jzVD5LkYwxv2OePProoygsLOTfV1dXIzs7G/379w+qLKnY7XZs2rQJ/fr1S+qMl1w9p02bhlOnTrl/nU9cCJXHbs3MbkXlW5PBrHUwmUyorKxMyJWdZGzPiooK9O7dGw6HA0ajEUVFRZj8xBxUH/7dy+9g69atUVnhcblcyMrKgtlsjlnfSda29EUR9ayrg2rDBvcqzerVUIWxMuEaNAiuESPAhgwBWrXijzcDYLLbsT/edYwBimjLGCC1npxlJhRhTXY4ez4AbNy4ESNHjoRarcYVV1yBgwcPhlOkIJmZmcjNzfU61rVrV6xatQoA0ObspmbHjh1DZmYmf87x48eRkZERsFy9Xg+9Xu93XKvVRqUTRatcpTFgwAAUFRUBFguOfLrQz+/CfOYkAGD06NGC+k8Ukq09X331VdSc/VWdmtsHAND0psegrbfy/jIA8Nprr0XNX2bw4MEoLi6Oed9JtrYMREzq+b//AWvWuP1p1q2Tfr1W2+BPM3Ag4JGTRo3QocPUlsmF2HqK1UVYk53zzjsPZWVlGDFiBD777DPe0/z48eOyroz06tULv/76q9ex3377De3btwcAdOzYEW3atMGmTZvQo0cPAIDNZsPWrVsxZ84c2eQgxDF9+nQUFxdTZEIC4XK5sHLlSgDuCKgW19/Df6bWGtCy/2RYft8Ol7UOK1asQFFRUVRW5CiqJYE4fBj46CP3pObLL6Vf37Kle0IzahTQpw+g08kuIkH4EtZT6//+7//w4IMPokOHDrj88stx5ZVXAnCv8nCTDjmYOXMmvv32Wzz77LP4448/UFJSgsWLF2PatGkA3OarGTNm4Nlnn8Xq1atRUVGB8ePHw2QyYWw4G68REZGXl4clS5YgJSUFAPjIBM8vK4pMUBYWi4XPaaNN73jWMbgBtdYAbXpHAO4VXYvFEhU5uKgWzdmQX+o7scflcqGurg4ubg+mX34B/v1v4JJLvHPUZGcDDzwQeqLToQPwj3+4Q8GdzoYcNf/7H7B4MdC/P010iJgR1srOqFGjcPXVV+Po0aNeD58bbrgBI0aMkE24yy67DKtXr8ajjz6KZ555Bh07dsSrr76K22+/nT/noYcegsViwdSpU3H69Glcfvnl2LhxI+XYiQOTJ0/Ghx9+CKfTCY1GA8YYnE4nbV6oYIxGI0wmE8xmM+zHD4DZrfB8LLjs9THLAksbX8YBxvDbBx/g9+efR5effkKO9HgVoFu3BvPThRdGHM5NENEg7Dw7bdq04X1mqqursWXLFlxwwQXo0qWLbMIBwJAhQzBkyJCAn6tUKsyaNQuzZs2S9b6EeFauXAmTyYRly5bxv/y5nCkajQaLFy/2mqASykGtVmPUqFEoLi6Gy1qH01veAXq5UzbEIwssbXwZJRwO90oMl6Pm+HH+o/PPvkJy1VXuCc3Ike5VG4JIIMJ6iowePRrz5s0D4F4Gz8/Px+jRo3HRRRfxzsNE42DPnj1e+YzU+lTos/Og0rudCx0OB8aPH097GymYwsJC3nxU99MXAIDjK2bh8PwC3jk51v4y3MaXNNGRiMXiziJ8552AyQStTodhw4dDazIBffsCCxZ4TXSE2KBKwUQA6QC0Gg32lJe7zU/ffAMUFtJEh0hIwnqSfPnll7jmmmsAAKtXrwZjDGfOnMHrr7+Of/3rX7IKSCgbr8y3uX2QNW0p2ox9Hu2mLUVqXl8A4DPfEsrE118GAKyHfyJ/GSVz5gzw3nvA8OHe/jQmEzBiBPD+++6JTyBUKuxo3x63AkgD0CSvL7+R5b0zS7Esry9OgMYukTyENdmpqqpCy5YtAQAbNmzAzTffDJPJhMGDB+P333+XVUBCuXhG8gBAi+vvgVrrTgTJRfKoz67wrFixosHxkVAcY8aMwc6dO70c+00mEwoKCrBz506MGTMmjtI1Yo4eBd58E7j+eu9JTYsWwLhxwMcfB72cNWuGgzfcAMfHHwP19byTsMvhwHUnTmA5ALM+FS37T6GxSyQ1YfnsZGdnY/v27WjZsiU2bNiADz/8EIB7404u6zGR/HCRPJzTqkqrA5wNn3ORPNZDFXwkT6pH7gxCWXTv3h0LFizA+vXrcfTo0ZjujdXo+e47YPbs8PLTAEC7dg1OwlddBZyNiHTY7Shfvx5tBw5057E5i28UnlrrnbuIxi6RbIQ12ZkxYwZuv/12NGnSBOeeey769OkDwG3e6tatm5zyEQqGi+ThdhxhdiugbpjsxjKSh5AXk8mUMBMdl8sVdWdmWe7BGLB+vXtS89134ZXRtas7P83NNwMXXRR25JNvFJ7LXs+v7ADhj91YtAVBhENYvXHq1KnYvn07ioqK8M033/CdulOnTuSz04jgInk4Tm95By57PYD4RPIQjYs9e/agoKAAaWlpaNKkCdLS0lBQUCCrM3xY97DbgaVLgc6dvU1PajUwZIi4iU7PnsCcOcDvvzfkp2EM+Okn4JlngO7dIwrx9hy7LmsdTm1cGNHYjUVbEEREsAiwWq3sl19+YXa7PZJi4k5VVRUDwKqqqmQt12azsbKyMmaz2WQtV0mUl5eztLQ0VlZWxoxGI1PrU5k+O4+p9KkMAAPANBoNKy8vj7eoEdMY2jNR6lhSUsI0Gg3fxzxfGo2GlZSUBL1eTD1D3ePDJUsYW7mSsebNPacj0l8TJjD2++9yqyhkPcvLy73qF+7YjbQtIiVR+mykUD2FEfv9HdZPbbPZjAkTJsBkMuHCCy/EX3/9BQC4//778fzzz4c36yISku7du2PRokX8e8p8S0SbPXv2YNy4cXwUoFC6g3HjxkW0quB5jzQAt2v0+MjYlP8WtzscuHX8eLdJ6cwZcYU+9BBw7Jj/dOftt4Hzzgtb1nCRI2t1LNqCIOQgrMnOo48+ij179uCLL77wckju27cvSktLZROOSAy45fCxY8fCZDIBoEgeInp4pTvI6ytfuoO//wYWLQL690f3iy+G3eEAA1AN4H2HFSMsInZXTksDXngBqK72n9TMmQME2aA4HnBReAUFBWGN3ai1BUHITFgOymVlZSgtLcUVV1wBlYfdODc3F/v27ZNNOCKxWLBgARYvXkwOikTU8N241B0y7Y4kEr1x6YEDUC9fjmvefRfa4cMly3A8tTlWWGqx0uXAD0YjztTWJnRfDzdrtSxtQRAxIqzJzokTJ5Cenu53vK6uzmvyQzQ+uMy3BBENpIRM55jNcDz2GHSffOJ27PUgBUDLEPf6DUBZ2jn4cuQTqMjI8XIIPlbyCKyHKgCLJWnCsqWOXQpfJxKJsCY7l112GdatW4f77rsPAPgJzltvvcXvgE4QROMiFmHHfhuX2sy47PgBDPx1G278dRuyak54XzBnTuhCL720Yc+nCy6Ay+VCWloazGYz1DYLslq1g9pjokMpFdxEK3ydIKJBWE+k5557Do8//jimTJkCh8OB1157Df369cOSJUvw73//W24ZCYJQMDEJO7bZgE8/hfree3H8rC+N01qHg6+MxsoPHsaEnR/7T3R86dMHeOMN4PBh2G02fFxWBrvNBuzcCTz6KHDBBQDkD8tOVkhPRCIR1srOVVddhW+++QYvvfQScnJysHHjRlxyySXYvn07JRUkiEbEsmXLvKJxAHe0ZnFxMUpKSlBcXCzNQb221p14j9ud2+n0OyWUIWQNgNVqNf7xxRfIO7uHnx92e9AyCgsLUVJSAofDgbqKzbD8vh3a9I6wHT/gFa0Uy81RlQjpiUgUwprsAEC3bt2wdOlSOWUhiJjiaXYBQI7VEhEKO/b8ouPCjnNzc/3Dl0+edO/rtGoV8Omnku/t1Gqx3OHACsawAYDnlpdcyHTAiY4IuLBsrn5cWLbvPRp7SgXSE5EohP1Ud7lc+O233/D111/jyy+/9HoRhJLxNbvodDro9XrK/CoRMWHHmQ4HfrznHuDqq72zCbduDdxzT+iJTuvWwOTJwKZNblPW2TDuFJsNubt3o2lBAVRRSncQaVh2Y2HMmDH44IMPkJOT43U8JycHH3zwAemJUARhrex8++23GDt2LA4ePMjvi8ShUqngFFh6JgglIGR28eyvEZlgGhG+YceXXzoEg3esxsBfv0HXE396n7xzZ+gCO3Vq2MjyssvcWyuEINyQaSnE4h6JjtCYAoB9+/bh9ttvh9PppHFExJ2wJjuTJ09Gfn4+1q1bh8zMTAo3JxICX7OLJ5JMMI0VlwvYscNtelq5EnVnw45hrQOWzhBXRvfuDZOa3FxZxIpFugNKqSBMRKZMgoghYU12fv/9d6xcuRLnxSHFeWMmEXcUVpLMnmYXTfNMOM4cBeA2wbTsPxlqrYGPIqmr2Mxnfl2yZEkcpY49KocDqs2bG3xqTp70OydUS36X1RXLju3DR04b/mcyoaamJu7tT8iPrymTxhGhVMJ6+lx++eX4448/5JaFCEAi7iisNJk9zS4qnQnO2lMAPDO/uvODcJlf1Wf39lmxYgVcLldcZI46ZjPw0UfA2LGAXg+oVNDqdLhp1ChoBg1yb50gMNHxZD2AuwG073Itzi1ciQ4Pr8W5hStxQ4ssvOa04RAo7DhZEc6g3AjHEZEQhLWyc9999+Ef//gHjh07hm7dukGr1Xp9ftFFF8kiHBGF0N4YoESZvbK9tu4AW6U7o26jyPx66hSwZo17lWbtWunXazQNpqeBA4EmTQC4J7TD8vPd7fzLl1Af+IHCjhsRlEGZSCTCmuzcfPPNAIC7776bP6ZSqcAYIwdlGUlEe7hSZfbK9nriT6g0ejCHNbkyvx4+DKxe7Z7UbN0q/foWLeAaMQLftWuH/IcegjbEF5OYsOMlS5bgvPPOg8vlCrq6oyRzJyEOyqBMJBJhPVUOHDjg99q/fz//l5CHRNxRWKkye2Z7ZTYzUpq4d0ZKyMyvv/4KPPuse5sDz3Du7Gzg/vtDT3TOPReYORP45ht30j5uV+5Tp+BcuBDHL7kE0OlEiRIoPHvo0KG48cYbce+99wY1YyrN3EmIhzIoEwkFI1hVVRUDwKqqqmQt12azsbKyMmaz2SRf63Q6mclkYgCYWp/KsgtXsfYPr+Vf2YUrmVqfygAwk8nEnE6nrLJLgatnfX29omUuLy9nGo2GAfB7qfWpTJ+dx1Rn5QPANBoNKy8v96tnOO0pGZeLse+/Z+yRRxjr3Jmbjkh7XXghY089xdh//+suTwSR9tna2lr2/vvvB9SzRqNhJSUljDHGSkpKRJ0XDWLalnEk2vX0HVNixpHcUFsmF1LrKfb7W7QZa82aNRg4cCC0Wi3WrFkT9NybbrpJbLFEABLRHl5fX69omX3NLp7ELfOrwwF8+WXD9gh//y29jCuvdPvTjBjhzlcTJ9RqNf744w+MHz8+pBkzJSVFkeZOQhqUQZlIFERPdoYPH45jx44hPT0dw4cPD3ge+ezIQyLaww0GAzQaDRwOR0iZNRpNXGQeM2YMcnNz8corr2DFihUwm81ISUmBSqWCw+GAyWTCLbfcgpkzZ8r7gLZYgI0bGyY1XI4aKfTv757UDBsGZGTIJ5uMiA1FfuyxxyhkOUkQGlNRG0cEESaijagulwvp6en8/4FeNNGRh0S1h7OzGbVDycx8Mm/HEi4rbk1NDWpra2Gz2WC1WlFbW4uamhosWbIk/Ad0VRXw/vvuVRZPfxqTCRg+HHjvvdATnZtvBkpK3GV5GqY++wy4917FTnSkhCLv27dP1HkUspwY+I6piMcRQchM2BuBEtEn0XYUrq+v95rsBpIZcG/REG/Tm29WXEmyHD0KlJW5V2n+8x/pN09LA0aNck9sbrgBMBhCX6NwpJheOZRo7iTChzJNE0pF9GTn9ddfF13o/fffH5YwhDdKtYcHChM2GAy86Y0/10dmDqWY3kKybx+/PYL2++8xTOr1WVkNOWp69QJSUqIhpSKQYnrlSBQTLUEQiY3oyY5vqPCJEydgNpvRvHlzAMCZM2dgMpmQnp5Okx0ZUZI9fM+ePZg7dy5WrlzJyzFq1CjMmDEDQIPprbi4GIB7SwZn7SkwhxUqjR4pTVryWzQoyfQGxoDy8gZ/ml9+kV5Gly4Nk5qLL3abrhoZnu3PmTF9fXG41b2cnBzs27cv5HmK6icEQSQu4YSGffDBB6xXr17sl19+4Y/98ssv7JprrmHvv/9+OEXGFSWGngvBhfbGI8w8WJhwWloaX0/fUFSVzsR0WbkMOlPMQlED4nAwtnUrY/ffz1hWVljh3Kc6d2aOf/+bsd9+i738MSDSPis2FLm0tDSuIcsUxps8NIY6Mkb1DITY7++wfjI9+eSTeOONN3DBBRfwxy644AK88soreOKJJ8KbdREh4ezh0fil63K5UFdXJ+gMKpQVWZ+dB9VZJ1LueEVFBW9602jci4bMZnZvzWBzm7ZiYnqzWoF164C77waaNWtwEtZogN69gddfByorg5dx/fXA/PnAkSP8VMdus+HLF1+E65//BDp3jp78CYxv+3NmTE8fs+LiYowePVrUeeTgShCEHIT1rXn06FHY7Xa/406nE3+HkyeEiBtiMtiKyYoMAPPnzwcQOKtuQUEBdu7cKd++WDU1wIcfuh19PSOfDAZgyBDg3XeB6urgZXARUqdPe6/h/Oc/wNSpQGamPLI2IsS2f8z6CUEQjZ6worFuuOEGTJw4Ee+88w4uvfRSqFQq7Ny5E5MmTULfvn1DF0AoAjEbdt56660C4cTu6BkuTPhUUTkAoKysDIsXL4ZareZDUYuKiiLf8+j48YbIp40bpV9vMjX40/TvD5DDa9QR2/6y9hOCIIgAhDXZKSoqQkFBAXr27MnveO5wODBgwAC8/fbbsgpIRAexG3Z27NgxdDhx6/YAIBgmLCkU9cAB4KOP3JOa7dulVyojo2FSc+21brOVQmisG12KbX8KWSYIIpqE9W3QunVrrF+/Hr/99ht++eUXMMbQtWtXnH/++XLLR0QJsZluFyxYEDqc+MRBACLDhBkDKioaIp8q/MPSQ3LeeQ2Tmvx8RUc+BYpgKywsJH8UgiCIGBHRT9/zzz+fJjgJiHCmW2/TlOX37XBZ67By5UrcfPPNeO+990KGCQ8fPrxh1cLlAr79tmFSc/CgdEF79HD744wc6Q7tTjDEmAnJL4UgCCL6hDXZufvuu4N+XlRUFJYwRGyQusno1KlTsWzZMsFMzhprHQbqdOg+fz4Gf/cd8M470gXq3du9SjN8OJCdLUMN449YMyFtdEkQBBF9wprsnD592uu93W5HRUUFzpw5g+uvv14WwYjoIXWT0Z49e6Jk8WKsuuceDHe5cLO1DlrPrMg2G7BpU+gbDxnintTcdBPQsqXc1VIUYs2EtNElQRBE9AlrsrN69Wq/Yy6XC1OnTkWnTp0iFoqILsEy3TatPoFea17AEGsdBgPuTStTUnALgFvEFK7TuSc0o0YBAwYAjdDpVIqZcMWKFSgqKmpUTssEQRCxRrZwFbVajZkzZ6JPnz546KGH5CqWiBIPjx2LVu+/j+EuF66t2AxUbJZ0PWvZEhg1CqpRo2Dv1QvrN23CoEGD+Oi8xoxUMyFtdEkQBBFdZI3N3bdvn5czJqEAfv6Z38gSHokCcwHMFXN9x44NkU89ewJnVyC84p8EEkw2ZqSaCWmjS4IgiOgS1mSnsLDQ6z1jDEePHsW6detQUFAgi2CEBFwu4PvvGyKf9u+XXMRelQorGMN6gwF5o0djJoVGh42UDTFpo0uCIIjoE9ZkZ/fu3V7v1Wo1WrdujZdffjlkpBYRAQ4H8MUXDZOaEyekl9Grl3uVZsQIoEMH/vCFLhc6WSyY1ciS3kWLwsJClJSUCEawee7/NHPmzDhLShAEkfyENdn5/PPP5ZaD8MRsBj77rGFSU18vvYyBAxsin1q3Dnk6ZbCVF24bhPHjx8PhcPAbXXLQRpcEQRCxIyKfnRMnTuDXX3+FSqXC+eefj9YivlQJD06fBj75xD2hWbNG+vUpKQ3+NAMHAmlp8stISMYza7LD4UBKSgpUKhUcDgdMJhNuueUWzJw5kyY6BEEQMSKsyU5dXR3uu+8+t0+CywUASElJwbhx4/DGG2/wOxgTZzlypGFS88UX0q9v3rxhUnP99YBeH/ISIj4IZU12Op0A3GNk8eLFuP322+MlHkEQRKMkbAflrVu34pNPPkGvXr0AAF9//TXuv/9+/OMf/8CCBQtkFTJRUX31FYYNHy7+guzshknNlVe6V26IhCFU1mSn04nx48cjLy+PVnUIgiBiSFiTnVWrVmHlypXo06cPf2zQoEEwGo0YPXo0TXbOovJx5ObJzW1IvNetm6I3siTEQ1mTCYIglElYkx2z2YyMjAy/4+np6XwyNQJwTZ+ObxwOXDl8OLQXXBBvcYgoQlmTCYIglEtYT9srr7wSTz31FOo9ooQsFguefvppXHnllbIJl/Co1TjdpQtAW2gkPWKzJgPgsyYTBEEQsSGslZ3XXnsNN954I9q1a4fu3btDpVKhvLwcBoMBn332mdwyEgrB5XLBYrHASLl4/KCsyYSScblcqKuro7FLNFrC6vV5eXn4/fff8dxzz+Hiiy/GRRddhOeffx6///47LrzwQrllJOLMnj17UFBQgLS0NDRp0gRpaWkoKCjAHo/tJxo7XNZkAHzWZJfdvfJJWZOJeFFR4c7tlJWVRWOXaNSEnWfHaDRi4sSJcspCKBChUGqz2Yzi4mKUlJSguLiY/5Jv7FDWZEJJLFu2DJMmTcJ7773Hm1h9x+6YMWPiLCVBxAbRk501EpLe3XTTTWEJQyiLUKHUDocD48aNQ5cuXeIsqTLo3r07iouLeZ1R1mQiXnBjV6vVAnCPXf05OX5jNzc3l/oj0SgQPdkZLjJfjEql4pOoEcGJtw+Mw+HAqVOn0LJlS2g0/l1BbCj1/PnzMXTo0IjlkaKPeOtOSA7APdHfsWMHXnvtNaxYsQJmsxlGoxEjRozAgw8+iB49ekTt/slsGmss9ZQLbuxyk522ExfCplZeGgRqVyJWiO5dLpdL1CuaE53nnnsOKpUKM2bM4I8xxjBr1iy0bdsWRqMRffr0wY8//hg1GeQg3j4wy5cvR05ODrRaLTIyMqDVapGTk4Ply5fz5wiHUrsdbrlQarXevZdWWVlZRPJI0Ue8dRdIDp1OB71ejyZNmuDqq68GYwxFRUUYO3YsVCoVSkpKcPXVV8smq1L0EG0aSz3lxHfsAoDKJw0Cd3zFihV8FvxYQu1KxBwmgf/85z+sa9eurKqqyu+zM2fOsNzcXPbll19KKVI0O3bsYB06dGAXXXQRe+CBB/jjzz//PEtLS2OrVq1ie/fuZbfeeivLzMxk1dXVosuuqqpiAATrFQk2m42VlZUxm83GHyspKWEajYYB8HtpNBpWUlIiqwy+TJ8+XfDe3Gv69OmMMcZqa2v5Y/rsPNb+4bV+L312HgPAjEajXz3FIkUf8dYd157B5BDzilTWaOpBqM/Gi8ZST7nxHLvNO1/KysrK2PmPfSI4dgGw2tramMond7smc1t6QvUURuz3t6R1w1dffRUTJ05E06ZN/T5r1qwZJk2ahLlz50opUhS1tbW4/fbb8dZbb6FFixb8ccYYXn31VTz++OMYOXIk8vLysHTpUpjNZpSUlMguR6QI+cDos/OgOvsri7OjR+vXzfLlyzFv3jz+ve/9AWDevHlYvnw5H0oNgA+l9sQ3lDocpOgj3rrzZNKkSV4O2xxC+gQAldYgm6xK0kM0aSz1jAZeY/fEQb/P45kGgdqViBeSJjt79uzBjTfeGPDz/v3744cffohYKF+mTZuGwYMHo2/fvl7HDxw4gGPHjqF///78Mb1ej969e2Pbtm2yyxEpvj4wWdOWos3Y59Fu2lKk5rnrxtnRo8Gjjz7K/x/o/gDw2GOPSQqlFuvP5YsUfcRbd55wcmiaZ/LHgunT2PkK2WRVkh6iSWOpZzTwHbsAwOxW9/s4p0GgdiXihaTQ87///pt3eBMsTKPBiRMnIhbKkw8//BC7du3C999/7/fZsWPHAMBv64qMjAwcPOj/i4bDarXCarXy76urqwEAdrsddrtdDrH58ri/LpcL69atczvi6VPRduAUqLQ6AAxI0aPtwMk4crgcLmsd1q5dC6vVKutDyOFw4OjRo6Luf+TIEVgsFsyYMQOrV692Rxbt+wanisqhbd0ethMHwazuBGUajQZTpkzB4cOHJelOqj4YY3HTHYfNZgPg/uWs0pkApwVaETLhcDn0aidgiEzWWPQhzz4bLxpLPaMJN3a55/Xp92bAkZbhN3YfeOCBmOkgWu2a7G3JQfUMfn4oVIwxJlaInJwcvPTSSxgxYoTg5x999BEefPBB7N+/X2yRQTl06BDy8/OxceNGPjyyT58+uPjii/Hqq69i27Zt6NWrF44cOYLMzIZf2RMnTsShQ4ewYcMGwXJnzZqFp59+2u94SUlJ2CYZgiAIgiBii9lsxtixY1FVVSXoYsMhabJz33334YsvvsD3338Pg8Hg9ZnFYkHPnj1x3XXX4fXXXw9fcg/KysowYsQIpKSk8MecTidUKhXUajV+/fVXnHfeedi1a5dXSO+wYcPQvHlzLF26VLBcoZWd7OxsnDx5MqiypGK327Fp0yb069cPKSkpyMrKgtlsdv+qmbiQj5AA3MvMlW9NBrPWwWQyobKyUvaVnVatWgFAyPsDwP/+9z8+HL2iogLz589HWVkZzGYzTCYThg8fjmnTpiEvL8+rnsFW/jxxuVyS9MEYg8ViiYvuOGw2GzZv3oy7774b9U4V4HKCOawhZVJp9Wg3bSmgUocla0VFBebNm4ePP/64YaNdtQbpo2dBn3m+rHoIpy3lRmrfSNR6xoL//ve/OHz4MKZNm4ZTp075jd1YEq12bSxtSfUUprq6Guecc07IyY4kM9YTTzyBjz76COeffz6mT5+OCy64ACqVCj///DPmz58Pp9OJxx9/XEqRQbnhhhuwd+9er2N33XUXunTpgocffhidOnVCmzZtsGnTJn6yY7PZsHXrVsyZMydguXq9Hnq93u+4VquNSifiyh08eDCKi4sBiwVHPl3ol7fGfOYkAGD06NGC8kUqQ2ZmpnvVLcT9c3JyvJwWe/TogbfffhuLFy8OmhNDqv6k6IMxFjfd+WKxWGCxWKBpnglHzZmQMpk6Xg6rKyUsWYUyWHMcfPdBtBz0ANK69ZVdD9EaC2KJ1ViJdz2jzUUXXYTDhw9j3759cDgccc9nE812Tfa25KB6+p8nCqlhYX/++ScbOHAgU6vVTKVSMZVKxdRqNRs4cCA7cOCA1OIk07t3b7/Q82bNmrGPPvqI7d27l40ZM0axoefl5eVeIZdqfSrTZ+cxlT7VK/SyvLxcVjk4SktLvcI8he4PgJWWlkoqN9yQSCn6iLfuGGuoZ1pammDYbCB9qrSGsGQVU2cATJuRI5selBLeGu32Vko9o43S6hmNdlVaHaMF1VOYqISeA0D79u2xfv16nDx5Et999x2+/fZbnDx5EuvXr0eHDh2kFhcxDz30EGbMmIGpU6ciPz8flZWV2LhxI9LS0mIuSyi47QQ48xC3nYDnvknR3E5g9OjRmD59Ov/e9/4AMH36dIwePToq9/dFjD4WL16Mbt26xV13nixatEgw47SQPgGA2evDklVM5AoA2P/eFxc9RBMltTchH9SuRNyQYyaW6MQyqSBj7l83BQUFzGQyMQDMZDKxgoKCqK5KeFJaWspycnK8VgdycnIkr+hwRPqLw1cfBoOB5eTkMIPBwOtn3Lhx/ApPvHTnWU9fOVJSUvhfrJxMpaWlYcvqdDr569T6VJZduMorKVx24Uqm9vg1bDQaZdGD0n49Rqu9lVbPaKHUesrZrkqto9xQPYUR+/0tyUE5WamurkazZs1COjhJxW63Y/369Rg0aJCgXTHe+8KE2htLLKHqKRaXy4WlS5di4sSJgtuOcL/6xowZExfdCdXTd28sIZnCkbWurg5NmjQBAOiz89Bm7PN+5xwreYTfaLS6ulqW1Uy52lJu5G5vpdZTbpReTznaVel1lAuqpzBiv79p57U4olarkZqaGjeHQY1Gg/T09IgmOnKyd+9e3HvvvfxEJ1h21XjrjsNTjkAyhSOr1AzWqampfmUkE0ppbym4XC7U1dXFZe+pRCER25VITKiHEYqBsqs2ICWDdayz4BLBoU0uCUJ50BOSUARSdlmP107NsaawsJBfdaur2IzK+QU4VvIIDs8vQF3FZgDu1bmZM2fGU0zCg2XLliE/Px/FxcV8TiSz2Yzi4mLk5+dj2bJlcZaQIBonNNlRMNFcBlfaErvFYuG/HLTpHaHWeufYUGsN0KZ3BOD+8rBYLDGXMdZQ5EpiQZtcEoRyocmOAonmMrhSl9il+qjEcqfmeDJmzBjs3LkTBQUFvH5MJhMKCgqwc+dOjBkzJs4SEhxkhiUI5UKTHYURzWVwJS+xk49KYLp3744lS5agpqYGtbW1qKmpwZIlS2hFR0GQGZYglE3j+cZIAKK5DJ4IS+zkoxIcilxRLmSGJQhlQ09NBRHNZfBEWGInHxUiUUkUM6zSfPUIIlbQZEchRHMZPJGW2MlHhUhElG6GraioUKSvHkHECmVkkyNEL4NbD1Xwy+BiE8lFs+xowPmoFBUVxTXDNEFIobCwECUlJXA4HKir2AzL79uhTe8I2/EDXquT8TDD9u7dGzU1Nfx7zlevpKSEz0pOEMkMfYMohGgugyfKErsv5KPihkwPiUE8zLCh+kZFhXs7kXB99XzL5947HA7qk0RC0bi/RRREtJbB9+zZg7vuugtWq1X2sonootQ0AURgYmWGFds35s2bx/8vxVfPt/zU1FTk5OTAaDSiSZMm0Gq1/HHqk0RCEPkepYlPrHc9D0R5eTm/czbO7natz85jKo/drTUajeidgUtKSrzK83xFWnYk9UxUYlnPYG2n0WhYSUlJVO5LbSkfTqeT1dbWMqfTKWu5YvuG0+lkrVq1YmVlZSy1+Tksu3AVa//wWv6VXbiSqc+Of5PJxMsZrPxAr2j2yVBQn00uorXrOf2EVxByLoMLhZprWrbjP6dIJ+WSCGkCEoF4m/+iYYaV0je8fPVatxcVDh+qfA6V1hD3Phnv9iUSC5rsKAy5lsGFQs2zJi5Exp0vQdM8kz9Po9FQpJPCSIQ0AUommc1/UvqGl6/eiYOifPXElA8Axs5XxK1P+rZvVlYWgAb/JIIQgiY7CiTSjLnBQs0Nbbsg8+43oNK5H4JarRZFRUW0oqMQEilNgBJRcpbwSJHaNwBg2LBh7mtF+OoBEF2+5fftYMwV8z4ZqH0Bd8RZIrcvEV1osqNgwl0GFxNqrsvoxJ9L2VyVA2XiDZ9kN/+F0zemT5/Ofx4qK7mU8pndCma3BbxvNEj29iWiC012kpBEDTVXCuH6AsjhQ9CY2y5S/SW7+S+cvpGXlwcAovwApZSv0uqh0uoC3jcaBGrfrIkL+XMSuX2J6EKTnSRE6dlclUq4vh5y+og0xraTQ3+NwfwXSd/YunVrSD9AKeUbO18JlUodsz4ZrH1VZ1egEr19iSgjR6hYoqOU0HM5kTuMPRjJEBIpJpxXqJ7RCBGPZdv5Euu2lEt/tbW1/HX67DyvEGvupc/O4885c+ZMQvZZqX3Dtz1DhcOLKR8AU2kNMeuTjAVv3/Mf+4SVlZWx5p0v5c+pra2NihzxJBmes2Kg0HOCR8xyP22qKR6xvgC+0R7R8iFoLG0np/6kmngMBoOcVYkZkfaNUH6AocrnYPb6mPbJUO0LALYTBwEkn3mXkAea7CQQUpf7aVNNcYj19Zg/f35Y14XjQ9AY2k5O/TUm81+0+4ZQ+QaDATk5OdDpdF7nGgyGmPTJYO3L7O7s8MnSvkR0UDHGWLyFiDfV1dVo1qwZqqqq0LRpU9nKtdvtWL9+PQYNGgStVhtRWcuWLfP6FewJ96sq2MPG5XJFbVNNOesZa1wuF9LS0mA2m6HWpyJrWrFXFIrLXo/K+QVwWevQqlUrvPPOOxg0aBBSUlJEX2cymVBTUxO23qPZdr7Eqi2l6F2s/vbs2YP8/HyvlSKhjTh37tyJ3NzchO2znoTqG5G2p2/53Hu9Xg+r1RrTTXoDtW9KzTGULHkbY8aMgd1ux86dOxN+1VOIRH7OSkFqPcV+f9P0NwGQY7mfNtUURmo4b7jXRRKOmwxt52t6jYb+Gov5z5No9w3f8rn3Go1G1vuSaZ6INon79GxEJHtIbTyR6usR7nWN1YcgkOn1t99+i4r+GoP5L5mQyzQPuCPOqH2JQNBkR+E0hpDaeCLF12P48OFhXddYfQiCZTPu2bMnLr30UgDy6y/SDOREbAg327Vv+1ZWVgIAn1OIIITQxFsAIjhil/uthyr45f7U1FShoogAFBYWoqSkBA6HA3UVm2H5fbugr8e0adPw119/Sb5u5syZcalXPBEyvXrqxuFwYPv27UhJSYHT6YyK/jiTC6E8xPSPcePGITc3N2Rkmd1uj6XoRILS+H5uJhjhmktoR2DxiPUF8P3lSD4EgRFreu3VqxfprxFCpnki1tBkR+FINZfs3bs3aXd8jibh+nqQj4g/UkyvO3fuxI4dO0h/jQgyzRPxgMxYCYBYc0mXLl28QjOBBht4SUlJyPD0xg7nC1BUVCQp1Dvc65IVqabX888/n/TXiCDTPBEP6ImSAIgxl8yePRtPPvkk7QgsA+GG8yZDiLgchGt6Jf01DiiSkYgH9FRJEEKZS37++WeygROKgCLViGBQ/yDiAZmxEohA5hJhG/jZnYDP2sAtv2+Hy1qHFStWoKioiB4gRFShSDUiGNQ/iFhD33gJiO9yfyyz+RKEGChSjQgG9Q8i1tBkJwkgGzihRGIZqUapFhKPaPUP6guEEDTZSQLIBk4olWhnM5a63QChLOTsHxUVFdQXiIDQt16SUFhYyC8J11VsRuX8AhwreQSH5xegrmIzALKBE/EjGpFW4W43QCgPOfpH7969qS8QAaHJTpIgpw2cloHF0xh1pYQ6C203EO9UC0rQSyIhl74qKioAQFF9gVAeNNlJIiK1gZNJQDyNUVdKqrOSthtQkl4SAbn1NW/ePP7/ePcFQsEwglVVVTEArKqqStZybTYbKysrYzabTdZyxeB0OlltbS1zOp2izi8pKWEajYYB8HtpNBpWUlIS8Np41jOWcPWMRFdKJ1BbKqnOTqeTmUwmBoCp9aksu3AVa//wWv6VXbiSqfWpDAAzmUyCY0CuPqskvQihtLEpt76cTidr1aoVKysrY6nNzwmrLyQKSmvLaCG1nmK/v2llJ0mRYgNXoklAyUyaNKlR6Upp/UMpqRaUphelEw19efWF1u0p7QYREJrsEIoyCSQCjU1XSusfUlItaDQa/Pbbb1GRQ2l6UTrR0JdXXzhxkNJuEAGhyU4jh3YgFo9n3RuLrpTYP6SkWnA4HOjZs6fs0ThK1IuSiZa+1Go1hg0b5r4Hpd0ggkDbRTRyaAdi8dTXN/xqbCy6Umr/ELPdAAdnHsnNzZUtv49S9aJUoqmv6dOn46+//gIA2nqCCAhNcxs5lH1ZPAaDgf+/sehKqf0jVKoFqFPQctAMQfOIy+Xiv3jDRal6USrR1FdeXh4A0NYTRFBostPIoezL4vGse2PRlZL7x5gxY7Bjxw6kpKTwx1QaPVLzbkBmwStI69bXyzxSWlqKcePGIS0tDZmZmQCAyZMnh+VArGS9KJFY6Gvr1q0x2ZqESFDkCBVLdJIx9FwK5eXlXuGgan0q02fnMdXZkE2cDQstLy8XvD5R6hkpXD3T0tLC1pXSEWrLSPtHNKmtreVl0GXlsnMfWuMVetz+4bVMn53nF+ZsNBpZWVkZMxqNYYeIK1kvHEoam9HSl28dpabdSBSU1JbRhELPiaiRaDsQxztT7aJFixJGV3Kg5P7haR5xnDwI5rB5fe6y18N67A+vY2p9KvTtcvn34YaIK1kvvpjN5rg7ScdKX9HYmoRIfKg3EABiu0N1uCglU+2oUaMUryu5UWr/EGMegYd/CBfynH7LLPf73D4Awg8RV6peAPd4mTx5MgAgMzNTEZmdlawvIsmRY9kp0WnsZixfpC4Dx6KeSshUK1TPZFsyF9OWSquzGPMId5zLsHv+Y5+wsrIy1vmf8mXYVZJeuPHiaa6L9XgJhVz6StTnrFSonsKQGYsIG6UtAys5U63SdBULlFbnkJFZZxEKeVZp9bJl2I2mXqSYbn3HCwDo2+UqYrx4orR+RCQ31MsIxUOZaolQBDKPjBs3jk8ZIBTyzOxWRYeIh2O69RovZ8106bfMovFCNGposkMoGspUS4ile/fuWLJkCWpqalBbW4uamhosXboUo0ePBuDv0wMAp7e8o9gQ8WXLliE/Px/FxcV8XiCz2Yzi4mLk5+cLZoX2HS8trr+H/4zGC9GYUc7IJggBlLLpI5E4+JpHCgsLeRNXXcVmVM4vwPEVs9zvf/oCgPIy7IZruvUdLyqtzutzGi9EY4UmO0lKvMOz5SKamVejqSObzYYDBw7AZmsIhY51myitD0RLHiFde9KtWzcsXrzY26fn8E/850oJEffUT7imW9/xwuxW73tEcbx4fq60vkcQip7sPPfcc7jsssuQlpaG9PR0DB8+HL/++qvXOYwxzJo1C23btoXRaESfPn3w448/xkni+KOU8Gy5iEbm1Wjq6IUXXkBaWhr0ej06deoEvV4Pk8mESy+9NGZtorQ+EC15hHSdlpaGF154we++d999NzQaDXJycry2/Rg7dmzcQ56F9PPBBx8AkG669R0vp7e8w38WrfHi+7ler4dOp1NE3yMIHhkixaLGgAED2LvvvssqKipYeXk5Gzx4MDv33HNZbW0tf87zzz/P0tLS2KpVq9jevXvZrbfeyjIzM1l1dbXo+yRL6Hm8wrOjXU85M69GoqNQ9ezfv79guYFe0WiTSPuA3G0ZrT4ZStfdunULeN+UlBRWVFSkiDDeYPoBwDQt2/llhPbNCu35PGTMe7xwoefNO18alfEyffr0oPInw/NHKVA9hRH7/a3oyY4vx48fZwDY1q1bGWOMuVwu1qZNG/b888/z59TX17NmzZqxhQsXii43GSY78Uxdnyh5dqK5LcacOXP8crpoM3L8jkWzTeToA3K2ZbT6pJCuhfLqBPs8LS0t7l8cYvMDZdz5ktdEJ7twJX9OoNxAcuTZESuf2M8T+fmjBKiewiRlnp2qqioAQMuWLQEABw4cwLFjx9C/f3/+HL1ej969e2Pbtm1xkTFeJHt4thyZV6Opo9mzZ/P/c2XrWrf3OxbNNhFbvyeffFKW+8klj9T6C+nat9xQn3vmoIkXYvQDAP/75GXJpltuvIwdO5Y/Jtd4SR/9NDTNM73O1TTPROvRTwvKz52byM8fIvHRxFsAsTDGUFhYiKuvvhp5eXkAgGPHjgEAMjIyvM7NyMjAwYMHA5ZltVphtTY47lVXVwMA7HY77Ha7bDJzZclZphAulwvr1q2D0WiEWp+KtgOnnI3CYECKHm0HTsaRw+VwWeuwdu1aWK1WWUNsY1XP3NxcvPXWW1i0aBHq6+thMBj4eoS6txw6ClRPm80Gp9PpXbZGA/bXrpi1iZT6bd68GR988AEfki2mjtGUR0r9BXUdoFwAyOg/ARqD3u9zvdrFlxcPpOgH1jP43zuToEvvANuJg2DWOhiNRmg0GjzwwAMB2yo3Nxevv/46Nm3ahEOHDqFJkyYRjxfzL1+j+rN50Lqc0Ho6N1vPoPqjWdAOmA5Tl15e8qucFuiatQKzmRP6+RNvqJ7Bzw+FijHGwpYqhkybNg3r1q3D119/jXbt2gEAtm3bhl69euHIkSPIzGz4pTFx4kQcOnQIGzZsECxr1qxZePrpp/2Ol5SU8KsGBEEQBEEoG7PZjLFjx6KqqgpNmzYNeF5CrOzcd999WLNmDb788kt+ogMAbdq0AeBe4fGc7Bw/ftxvtceTRx99FIWFhfz76upqZGdno3///kGVJRW73Y5NmzahXbt2ePPNN/Hxxx/DbDbDZDJh2LBhmD59Or9KFQkulwtZWVkwm81QaQ0w5uTDsu97MLsVKq0expzLYN63E7DXw2QyobKyUvZfVps2bUK/fv2g1WplK1dOPHWk1qei7cSFUHnk7GF2KyrfmgxmrQuoo0D1tNlsaN26NQA0lK3R4vD8AjC7Nez7Rat+HGPHjsWCBQtE1TGa8kipv6Cug9Qzc8o70BjS/D43qF0oKipC3759odN556KJBVL0o9FooNVqYbFYYDKZMHz4cEybNk3UsyPc9hSS7/SWt1H301YA7szMLa6fAJVWD2a34vSWd/icRam5vdHi+nt4+VUaPZg6BbCZG+3zRw6onsJwlplQKHqywxjDfffdh9WrV+OLL75Ax44dvT7v2LEj2rRpg02bNqFHjx4A3A/DrVu3Ys6cOQHL1ev10Ov1fse1Wm1UOtF1112Hmpoa/r3FYkFRURGKi4tRXFwsS9jr4MGDUVxcDFgsMO/e1PCBz/vRo0cL1l0OoqU/ufDU0ZFPF7pDeLUG3g/CfOYkgNA68q2nVqtFSkoKamtrvcpWnXsJzBVbIr6f3PWDWgO4HFi2bBkWL14s+MUjR1vKpW9fuYR0LVhPAH9vLBL8nJ01weh0urj1WbH6KSgoQFFRESwWi9usFMZEIZz29JSvcv0CWH79Gszhnryf0/se2NR6wAlAbYCx9wScqvgSLmsd6vd8DnO9nZdf07w5HGeOAmjczx+5oHr6nyeKSD2no8mUKVNYs2bN2BdffMGOHj3Kv8xmM3/O888/z5o1a8Y++ugjtnfvXjZmzBjFhJ7v2rXLKxIimtE4paWloiIjSktLZaiZN4kSJUDRWGBQp3jJ5Ru2TNFYsSMWEZSRtKevfNxLn50XMhxe6EXRWJFB9RQmKaKxFixYgKqqKvTp0weZmZn8q7S0lD/noYcewowZMzB16lTk5+ejsrISGzduRFpaWpCSY8O8efP4/8OJRpGShXTdunUh7wUA69evD7c6CU+o3bEjyaT70EMPeUUFuqx1sP+9z+scOe8nBLc3VKD7QZ2CljfeB8cZt2O/yWSCXq+PWqbbaOlbSNe+u5x369Yt4H1TUlKwaNGiiOomB9Hsj9GQjyNUJnMh4l0XglD0ZIe58wD5vcaPH8+fo1KpMGvWLBw9ehT19fXYunWrLH4wkeJyufDxxx8DkJ4FVWrGWdosUzxyhLAH4rPPPsOcOXP8JtpcBmW57yfE7bffjiFDhngdU2n0SM27ARm3z4H1r4Yv08zMTDRr1syrj1VUVMgqT7T0HUjXaWlpmDNnDv773//y9/XMmAy4l703b94cXoVkJpr9UW75UlJSAITOZK5SqfhzlVQXopET2YJTchANM1Ztba1X9lKxWVDDSZ5XW1sraYnZ13QRKYm6vOp0Olltba1gUjYhpNTTarWy/fv3M6vVGvb9wsXX/KDSmYKaeTxf0TTvRKv+QrrmCDSeuLEZray+4RAN/cg5Nnft2iXK7LZr166Y9XXGEvf5IxWqpzBJYcZKZLw25DtxUNQGluHudBzNzTKTGd/dseVEp9OhY8eOXpE+0byfJ77mB2Yz+5l5eJkE+hgA2Vd4gOjVX0jXQOidwwFg0qRJitm3SS79BDN/R7JBZ48ePUSZ3Xr06BGzvk4QYqGeGCXUajWGDRsGQPwGluFmnI3GZplEYhPIPJKTk8OfE8y3a/78+TGXWW6CjqfcPgCSK6uvkPl78uTJANyTVzk2Y1W62Y0gApEwSQWjSXV1NZo1axYyKZFUdu/ejb/++gtjxoyBxWKBWp8KbXpH2I4f8Po1tHPnTnTr1g1paWl8XousacVQe+TdcNnrUTm/AK6zeUlqamq8Ji179uxBfn6+16/YQPeS20nQbrdj/fr1GDRoUFKHRCZqPV0uFywWC/R6PZo1axa0j50qmowPlryNCRMm4Pjx4wk7MXa5XEHHk85Vjxd7aTBmzBioVCq/8ZRoLFu2zGsVi8NoNGLZsmW4/fbbUVfnv7LHrcaEM0nh+lW44fBykajjUipUT2HEfn8n7uhOADhHaTHRFhaLBWazGQCgTe/o9WAG3I7G2nR3niGz2QyLxeL1udIjO4j4wZkUrFZr6D52dj8voT6WSIQaT54J/BK9rmLMdZzZSqxpXAxkqiISCeqlMWDr1q0hl33l8LuhJWYiGKL62An3nnJy+3ZF4isSTvmh6srsDXvjJbofmxhzHeDekFPOzWh9dR5pG0e7jxCNG5rsxIC8vDwsWbIENTU1qK2tRU1NDZYsWeK1yiKX3w2XayXYvYjGiZQ+Nnz4cFl+sUtNoyBX+Xv37g1a19Nb3uHLSGQ/tlBpJ1pcP4E/11l7CiqNjv8s3JQUvjpPTU1FTk4OUlNTw2rjaPcRggBAoeeMRS+DstQQulhkVI0GFBKZOITqY1xI9q5duyK+VzhpFOQs/7nnngtYV66eaWlpihtPUgiVduL8xz7xyuKePXNlRCkpguk8nDaWo48kw7gUA9VTGAo9T0DI74aINmL6GICIE3OGm0ZBzvKffPJJzJ49O2BdAWDRokUJPZ6kmOtUGj1U2obwfKkpKcT4BgEAzq4shWrjaPcRgvCEJjsKg/xuiGgTrI9t3bpVlnuEm0ZB7vJ/+eUXwbqOHTsWAHhTV6ISyjTpaa5LadISzGHjP5OakkKMzgHA1PkKUW0c7T5CEJ5Q6DmiF3oeaaigUkI7Q0EhkYmLbx+To46hwr490yjo9Xr3eRL6t5TyPdM0eNbV6XQmTVsGSzthULuwbNkyUekvgq1wSdG5SqtH1vT3cOTNuwKmygi3DYVIxnEpBNVTGAo9TwIotJOINtHoY1LSKFitVuzYsSNq5XuGlSfreAplmgTA1zlc07gUnTO7FSqog6bKiDTVBkFIJblGPUEQcUdKGgUAWLBgQdTKT/SwcrEEMk1y5rqvvvoqItO4FJ2rtHowuIK2AbUhEWtoskMQhKyo1WrcfPPNAEKHuAPAypUrJeVWoe1RhBFKO8FNJMWkvwiGFJ0bO1+J05sWB20DakMi1mjiLQBBEMnH1KlT8d577wEA6io2w/L7dj9fEQ7OTJGamipUlCCFhYUoKSmBw+EIWL5Go8HMmTPlq1SCwJnrAMDpdAb8TCpidA4A5t+/Bc5OXIK1AbUhEUtoukzIhtlspuynBACgZ8+eXruQ+/mRqFMAjdtPIxwzBaVpiD1ifIMAeE10grUBtSERS2iyQ0TEnj17+J2VMzMzKfspAcC9gnDbbbc1HFC5HzUqrR6m3D4wdMwHHO4cMOGaKShNQ+wR0rnBYEBOTg4MBnd+HSltQG1IxAoyYxFhw+20rNVqcdNNNwFwr+4UFxejpKQk7N2UieTA00wB5oJKZ4I2vSMs+76XzUzB+akUFRUlRJqGZCCQzsNNlUFtSMQC6lFEWPhmPwUAfbtcyn5K8PiaKZjNDNvhH6NipkjWsHIl46vzSNuA2pCIJtSriLDwyn56dmfl9FtmUfZTwgsyUxAEoQRoskNIxnen5RbX38N/FsluykRyIhQSLSXsmSAIIlJoskNIxjf7qefmggBlPyWEITNFcuByuVBXVyfrj5holEkQntBTh5CMb/ZTz52VAcp+ShDJyJ49e1BQUIC0tDQ0adJElsjLaJRJEELQZIeQjG/2U8+dlSn7KUEkH8uWLUN+fj6Ki4v5VV0u8jI/Px/Lli1TRJkEEQj6FiLCorCwkI+yqfvpCwDA8RWzcHh+AeoqNgOg7KcEkQz4Rl6q9anQZ+dFFHkZjTIJIhg02SHCwjesGACsh3+i7KcSibavQjL6QiRjnZSMV+RlXl9kTVuKNmOfjyjyMhplEkQwaLJDhA0XVsztrAxQWLFYou2rkIy+EMlYJ6Wze/dulJSUAHCvvrTsPwVqrTtTcriRl77RnHKUSRChoMkOERHdu3fnd1Y+evQohRWLINq+CsnoC5GMdVI6y5Ytw2WXXcavwGjTO0Kt1XudE07kpW80pxxlEkQoaLJDyIbJZFK0M7ISzB/R9lVIRl+IeNRJCX0lnnA699w13X78AFxnN/nkCCfy0jeaU44yCSIUyv1mIgiZUJL5I9q+CsnoCxHLOimpr8QTT51rmmcCcEdentq4kJ+chBt56RvNKUeZBBEK6kVEUqMk80e0fRWS0RcilnVSUl+JJ746bzX0QUCdAgCoq9iMyvkFOFbySESRl17RnDKVSRDBoMkOkbQozaQTbV+Furq6pPOFiJV/R6C+Ap3b3JKI5r9w8dW5oe0FOGdwIT/hcVnrYD1UEVHkpW80pxxlEkQwaLJDJC1KM+lEy1eBM71kZGTwx5LFFyJW/h2+faX16KehaZYOlavBZ8XhcODJJ58Mq/xEQkjnqbm9kVnwClLzboBK0zDhTElJwY4dO8KKvKRNYolYQpMdIilRokknGr4KnqYXz1WNZPGFiIV/h29f0Z+bh78/eBh1FVvAHN5boXzyySf44IMPIqmS4gmkc116J7TsPwXGC67mz73jjjvQo0ePsO9Fm8QSsUIT+hSCSDzEmj+shyp480dqamrU5SosLERJSQkcDgfqKjbD8vt2aNM7wnb8gNcSvhhfBSHTS0rzNrD/vQ8AIi5fKcipMyE8+0pK8zY4teEN4OyKjlqf6nev8ePHIy8vL6m/kKOtc1+4TWIJIloo/6cdEXWSMcxWTvOHnPqR01dByEzXdvxraDloBgBVxOX7Eq9+Em3/Dq++cuIgP9EJx/QZz7Gk1H5KEEqAJjuNmGQOs5XD/OGrn6ysLABARUVFRLLJ4asQzEyX1q0vMu58EVA3LNxG4guhhH4STf8Oz74CV8MqmRTTZzx1FK17k08NkVQwglVVVTEArKqqStZybTYbKysrYzabTdZy5aCkpIRpNBoGwO+l0WhYSUmJ6LKUWs/y8nKvOqr1qUyfncdU+lSvupaXl/tdK6Qfo9HIysrKWFpamiT9BMPpdLLa2lrmdDolXVdbW8vLpc/OY+0fXuv30mfn8edUV1eLKte3LeXsJ3IRrs488a1neXk5S0lJkaTT2tpaxlh8dSTm3nKMTTl0Hi2U+vyRG6qnMGK/v2llJ8kRWtpWWkh2tAh3KT6W+uF8FaQ61ko104XjD6HUfhKuzoLRvXt3LF26lH8v1vQZTx2JufekSZMklyv0zIiGzgkillDPTVKCLW0rLSQ7WuzZswcbNmzw2pkdAAwGQ9Cl+ED6yZq4kD8n3vqJRZRSY+knHLfffjuGDBkCQLxO46kjsfcWixLMlQQRLWiyk4QEywR76aWXorS0FIByQrKjgacO6uu9f6Hb7XYMGDBA0LkymC+M6mxEl1L0E80stEoM3Y8F//rXv0TrNJ46knJv7vxgUPZoItmhyU6SsWfPHtx5550Bl7adTiesVnfukHAz0io9eivU8r7T6QxoWggVsg4A2tbtAbj1c/LkyajogdOxw+EIqOtoRszU19dHPXOxEvuRFJ3Gc/duKfcG4Dfh90Sp5kqCkBOa7CQRe/bswciRIxt2KlapYcjJR8u+93otbXNIDckOtMwdaXSS3ERiWgjlCwMAthMH+f8zMjJkXe7ndJyamoomTZpAq9WiSZMmSE1NFbxHtCJmDAZD1DIXK91cIlan8dy9W8q9AXd7BqKxmSuJxglNdpIEbhl6//79DQeZC+aftuLo0pmw/P6d/9K2BF+PYMvcvXv3jlEtQxOpaSGYLwyzu1fEOP1wyLXcH8z0Vl9fH/Ae0chCGy2foEQxl4jRaTx375Zyb+58IRqruZJohMgRKpboJHrouZgQa6hTWOZdr3uFzgY73zMkO1T5XEj2rl27olpPMUgNyebChz0JVF9T83NYWVkZMxqNDABTaQ2iQ9lD4XtPsW0jN559NpLQfTF1jHXdPJFrbMazTmLunZaWFrSecoyXeEMh2ckFhZ4TARGzDA2XE1XffcQvbet0OtG+HqLKBzB//vyY1DcYcpgWQvltAIC+XR7a3fe+bMv9njrmiLdJQW6foGQ0l8iho3B9l8Tce9GiRUHLiKcpjiBiCU12Ehwpy9Dmn7/kH4Ri/RKklF9WVhb3ZW65TAtC+uFQaQ1IH/20bMv9njrm66EQk4JcPkHJbC7x1JGvb4xGo8GGDRsE/ZHk8F0K1T58ZugAxNMURxCxhHpugiMpKoO5v0C40FnOL6H27rvBANQ89JCfX4LFYkE7sxlmAH86bGh6dt8gjgyrBW+6GAbcdRcO/+9/wAUXAM88A9hs4ivx++/As88C114LtG0L6HRAdjYwbhzwyy+Br9u1C7jlFqBjR8BoBNq3B4YNw5O9e8sSku3pt/H333/zx3UZncKLvHnhBUClcr++/ZY/zLXhPQDWANgPoNpmRsW8O/Fp0XTM/Op9NLPUhBfds3o10K8f0KqVW0cdOwJjxgCHDgmff+AAus+fD8155wF6PZCRge4zZmDJ4MER+QTFM3IpFnTv3h0DBgyA3W73Oh7I10pO36VIfbaimcKAIJQCTXYSHKlRGSkpKX7L6qo5c4DOnaH+97+B3bu9y9fp8L5aDT2ACeoUVHv8smtdexqri2fijur/4dQFF2CRwQBVRgbw1FPAsGGA2F/nTz4JPP442OnTsA8aBDZjBtCtG/Dee8AllwBffeV/TVkZcNllwLp1wFVXAQ88AFx9NbBpE86bMAFfTZggm/lFrVbjnHPO8dos0lPPjLngMJ+B9W+3c7jgcv/PPwP/93+AQCZjrg3vBNABwFcA5qs1WHHhdajX6PHAtg+xbsn9aHXmqHiTAmPApEnAyJHAgQPAbbe5dXTNNcC2bcDBg/7XbNoETY8eaPfll2CXXw784x/u6202YPPmiLLoJqO5xNP8xIVvc5GQwcK3xYR633nnnZKj08JtH9r0k2gUyOFQlOgkuoPyuHHjeAfC1Ly+LLtwJWv/8FqWXbiSpeb15T/LyckJ7Ci5bRtjajVjeXmMWa0Nx//1L8YANl+g/BW5vRkD2P1aLSsrK2MTJkxgzOVirKCAMYCxoiJR8h98+mn2+JAhzGQyMQDMZDKxcePGsT+ff95dTm6u/0VduzKmUjG2e7f38R9+cB/v2JGVl5ezgoICr3ILCgrEOYsC7np4cPfdd/MOyql5fVnGnS+x1LzrmUqj93IqHjp0qHdZDgdjl13GWM+ejN1xh7vs7du9Thk3bhzT+zgnc7p+7cpbGQPYK+e05z8r8JHNj9dec99n2jT3/X2x273f//UXY02bMtd557HP3nrLv8/6nh8GYvtpyLrJQCRjs7y8nI0bN86rX3Xq1El03YT0kHnX68yU25tBpRY3XqNQz4jGSxwhx93kIloOyjTZYdGd7Hw9e7b7S2fqVOGTfvzR/flNN4V9H9kiQv75T7csjzzifr9nD2M6Hatv14419dgkUa1PZa2yujILwP4AmNFg8I7GOnLEPXG68sqQsofayLAqM9Mt04kT3hfq9YxlZQkX2rYtY6mp/NuwNjEUmOzs2rXLKxor0Mtv88d//5sxnY6xioqGiaDPZMd3I0pPXV+acR5jAPtIbFuazYy1bMlYp07iJymTJzMGMPtnn0XtgZoM0VjB+isAptLoWXbhKq9opuzClUztEbnITSbU+lSWXbiKnTP0nwxq/7YX7EsxqKeSN/0UgiYByQVFYyUoJ7t1A+vcGfjgA0DID+Htt91/J04M+x6yLUPPng1ceCHw4ovAl18CBQWAwwH9Bx9g4XvveZV/SeXPMADYBECj1QIA8vLy3OVkZrrNUN99B0SYufWvo0dxthLeF194IXD0KPDf/3ofLy93H7/+ev6QXJsYcvVLSUnxOh4042xFBfD008ATT7hlDgJjzO+Yy1qHfn//AQCogMi23LQJOHUKGD4ccDqBjz4Cnn8eWLgQ+OMPoRsDy5cDrVqBXXcdmv3xB9Svvgq89BKwebN4c2QIEt1cEqq/AgBzWOE4Xel1nac/kq/vkuN0JU6umwu4Qpu/YgVt+kkkI5rQpxCR4powASmPPAKsWOF2uuWw2dx+KVlZwMCBoQsqL3f7qggwBsB1Eybg22+/xY8//gi7w4GjOh2sY8bwzsgh0euBpUuBK64A+vcHrFZg5kzg2msxBkBubi5eeeUVrFixAp3PPrCb5+dj6+LF+Ouvv7zL6twZ2LMH2L8fyM0VvJ1vKHLL/pOh1hr4KJDcis3IA7C/VSt0at7c92JgyBC3v86IEUC7dsDhw+4v9muuAUKE3EZCv379sHr16oBy11VshsPhwGsvv4yin34CunYFHnkkaJlz587lI5DuNjZDdn0N0pgLlwC4DsAuAHMBDBw4MHQE1M6d7r8aDdC9O/Drrw2fqdXuNn3ppYZjBw64J0eXXQb19Onos3ixd3k9egBr1rh1fBaXywWLxQKj0SjpS3HMmDFe/chsNsNkMuGWW24R30/jRKj+yjnzVn33EVoPfRCA25/Laanm/bmMRiNUKhXMZjPsxw+g6rtV/EQnWF965ZVXsGTJkthXmiCSBRlWnRKeqPvsHDniNrtcc433CcuXu00aTzwhrsB333WfL/Ll6t07PMFvu81dRmam2yTig9PpZNannnKfc9a/w2/Z8e673Z9v2yZ4C6fT6bec77n0nzttKftJpWIOgA3Q64WX1HftYiwnx7ve2dluPUWKgBmLq2erVq0Cyu1psnhGq2UujcbtR8QhYMby1cW2dhd61enzc7uxdK2R96MIaV6YNMl9bUqK21doxw7GamoY+/JLxrp0cX/25psN52/fzp/vatKE/XDffcz299+MHTjA2MSJ7s8uv5wxJuyvMm7cuLBMT/E0l0hdKg/VXz3bHSo1S7/jhYD+XJ4+O5yPTqgyRbW7DPVMRBpDHRmjegaCzFhK4pxz3FEtX30F/PZbw/F33nGHIU+YIK6c8eMlTHUYVF98IV3WH390hysDwLFjwPbtfqeo1WrodDrpZXsQLBRZ77Bh8dqX0ZUxPAngM6vVPxT500+BPn2Ayy8HfvoJMJvdEU99+gB33QUUFooT5IsvGsLBPV+Ae5XL45hWp0O/iRNFhVBfBOBhux32Bx5wR5RJ0MWY2+egw8Nr0eO+D3DXqKfQtq4KP7js6AaRYdmc2Umna4haa9LEveK1cqV7defll/3PdzrhmjULh264AWjRAujQAVi82K3j777DpqeeknWrh0Qyl0hN8XD8/YdQV7EFzGH1Ou/TTz9F165deVMelw4iGcPxCUJJKP8pkyzce6/7L+ej89dfbt+Kvn3dXyoy4HK5UFNTg5qamvCSsjkcbj8dmw144w1Aq3VPxGpr/c9t1sz9t6pKuKzqau/zfAgUiqxz2LHoo3+j18H/4rkULZ6DQCjyqVPA2LFuU9l777nNREYj0KVLgxnutdeAffsE7+2VsbZDB3eovO8LcJuAPI45n3gC+4YOFRVCvRTAfpUKmtmzQ2bINRqNfP2sx/bBYT4Dxlw4ZUzDf7K74fZh/8Q5TgfeOnuuXq9HVVUVjh075pd12eVywcYlQczPB9q29e4XXbuCdeoE7NsHx8mTqKqqwkmP3DB1ffvy5XDXOAcPBgBs+Ne/wt4ZW8wu7oHgrrXZbDh+/DgcDoefTkO9FyrT92+w6/V6vaQUDxwqnQm6rFxAa+T19MQTT+Dpp5/2muTZjx+A02aGy1YPdnYC5BuOr9Vq+fqH0lUw/bpcLq/+49s2wdoonGzPDocjpNwEEXXkWHZKdGIWen7BBYxlZDBmszHGmYGWLxdf4O7d7ut8XkcnTWIfdO7Mnlap2FMAewpgT6tU7JXu3aWZF2bNcsv0wAPu92fDztmUKf7nfvaZ+7NJk4SXHbt3d0dkWSwBb+cbgnve/SXsi46XMAawl4OFWa9Z4753YaFwwY8+6v58xQqvw5JMMEHMWHfffbeX3EJhxmLX37568EHWrl07gUgcFYNKxb/fBTAnwIwCETvt2rVjc+bM4es24WzZ32ZksGuvvdYrykulUrEdZz9vc/aYDmD2s8fano2s43QEgE09+9kjIeos1Faczg0Gg5fMBoMhpPmLu1an0/nVWXVWNwaDgXXq1Ikv3/e9bxtzZbZq1YqVlZWxFi1aBL3e932odvd8aZpnMqRoBdo2wOusSUul1TNTbm9myLmc/6xJkyZe53bq1ImVlpaG7NtcBCG319m1117L6y7Uy7ONwjFflpaWeoXkC8ktB2TeSS4o9DwE8+fPZx06dGB6vZ5dcskl7MsvvxR9bcwmOy+91PAlfO657P/bu/eoqMr1D+DfPVeGATEEhUEUxFsqmWKp5Em7eSNa1llaHgu8Zd4Kyrx20VMmejq6rE55QeJAZno6osvMVFKgo63UUBK0n5oX0sRYalzkMsMwz++PYbZzgxkuE7J9PmvNqtn73e9+n3fP5XF433dTQIDtmjauNHLMThZAcrncvamrx48TKZVEPXrcHqdTU0MUFWVet+bAAdvypaXmcUjdupFBr7eN082p59ZTkdUA7RXkRAC9b/UF4XQq8n//a47xhRecVzx9unn/rl3iJldT3B36qIFk5/jx4y6nUG8SBNokCJQM2DzO1F2by1FRdLhPH+rv5hdhEUDGusTEVdludec46yxWgG4CVA6Q3Gp7Tt0xj6pUDtPr/1W37zm4nlptPbbE1TTtevvezWMb81AoFDR37lyxTsvNa10tI9DQw+kNd//kx9y5cxvsK8uNQLds2UIymaxJ55DJZE6XRWjo+s2dO9dlu1sKJwHSwslOA7Zu3UpKpZKSk5Pp9OnTlJCQQFqtlgoLC906/k9Ldq5fNycIOp35y3TevGbV72xtliatXaLXmxcTlMmIDh+23VdQYF4jJizMPMjVWlwcEUDGjz66HWdDiwpWVBD9/DOR1XXZsmULaeVy2lv3hfpPNz5I6coV8+Bbjca8FpB9e7Vacz/Xrc3TpPVdUH+yYzAYXCZP1l8s1udLrYsz2u6LJ0DlTfcHdXf6xbm07phMwfYYBUC9FCrqZrVNUHqRslOE2J/T7NrwpsycUKbbbZ+oUBMBdEAmo11ffkkajYZkai1FBvWgWwCVAtS+7pjgKR+6vDN2c+7iXt+xbiUaSq+Gn9c9vNvdY5PsuEpcZGotKTtFND5RaERC5E4bnO2v77UG3E7qtFqty3oEpZfLtrpz/bZt2+ZWu1vqFx5OAqTFU8mOJKaer1mzBtOmTcP06dMBAGvXrsW+ffuwbt06JCUltXLrrHToAPz1r8CWLebnde1tqjVr1ojL0wPNmLr69tvm9WDmzzdP5bbWty+wbBmwZIl5/7p1t/etXAlkZUH2yit4YPBgyA4fNt+K4PBhYNQo8/gfa0ePAo88Agwfbh4YDPNU5FFffAH/r77CNQDlAJYrFOjbty+GDBmCoDNnzOefPPn22KaQEGDxYmD5cvPg23HjzPt+/dU8uFqvN68VFBAg9pOrKcONnd7b0BTqGzduYPfu3U7Pp/j0ZaCkCLVWYx60/R5H1P2jsHfzfJwI6o6C6gpcKSlCAIC/AOgN4JpCheXPvw/tj1+JU5xDAPyf0YBCpRfC6saQaHoMgSCTYfbv5/E9gE0A/uobgF97DkW/64V4yFSLSwDm27XtkKEKO1Lm4OmyYpQnJmK1oERAxECM+eUIvAQZXgy5FyVXTgGwnVoNOL/VQ313cXen750dq2gfDGNJUYP1AIB3jyEQZIp6n1uO91IKLttlv//m/k9Q8/t5sT21t26aByALMlgGGrsTrzPutsHZfsv4GWdlTOcPuyxjqUfTYwgCY1+vt63uXr/Fixe71e4lS5ZgwoQJTvuDsZbW5pMdg8GA3NxcLLJbx2TkyJH4/vvvnR6j1+uh19+eJVFWN5i2pqbG4UZ+zWGpy7pOYdIkKLZsgemhh1AbEQE08Xwmkwm7d+8WB7bK1FroxsyCoFQBIECuhm7MTFy9kgeTvgK7d++GXq93mPkiHDkC+T//CfTuDeNbbzlvz6uvQp6RAWHDBtSOGweyLNgXEAAcOgThrbfgv2sXZMePg7p0gentt2GaP9+8oJ1VMiYYjVAAMBGh1uo87esGOQcBWAaYB0r/9JP5Ucc4bBgoJOR2m95+G0KfPpBt2gQhM9M8INrPD/TwwzDNng2KiQFqamAymfD111+b14NpRB8p6/rYup3217NPnz5ITk7Ghg0bUF1dLd7xOiQkpN7zeYf0AkqKoFaroZHJxDI3jAasjx6PBwvzMcZQCT8A1QDOCwJWyuX42MsL3sFhNu31MpkAvR5yjS+0Wh+Y9BWgyydAAIo0GgwzmfA2AaNMRjx24htc92mP9XI5kpRK3PLysW2bxgtLXvwIuRtnYIFcjimVZag5fxQnQnpjQ/R4HNX1hDZ5pvkcl45BWVsJmUoDqtHjj5wUeMlMgEaDiRMnoqamRuxzC3f7HoDDsYLKG6itgtKNa4greQiesRFF9T0HEDTqRZR8lgAA0Pp1wD0N1QcgePRLkCmVoF+P376uL/4LgkIBk0GPq8kzQDV6CCpvUE01QCbX7bTiTtng0S9BplLXX5dS47SOm+k/A4Bbr39cyYNaVgt4OdYvqLzdun4mkwlFRUVune/q1auoqqq6PTOtiZx9zkoRx9lweVcEIifLtrYhV69eRUhICA4fPoxoq18lVqxYgbS0NJyxXlCtzrJly/D3v//dYfuWLVvEGRee0j0jA33T03E8IQGXH3nEo+dijDHGpKyyshJ/+9vfUFpainbt2tVbrs3/smMhCILNcyJy2GaxePFivGa1DktZWRlCQ0MxcuTIBjursWpqapCZmYknnngCSqUSqK6G4pVXQP7+iHznHUQ2487OJpMJOp1OXHvD/K/N9RCs1uqgGj1+S54J0lfA29sbv/32m0fWNHGI8w5iMpkQEhKCysrKZveRO3G6c74rG18CDOY1W1y1yUJQqtF5ThrIWGO7T6FCyEvJuLpptnmbom79I6PBoX4y1eLKBxMbPO/NzxKRsv5fmPbiTHSYvsH8J5p62mQvOTkZEyZMsOkDC3f7HoDDsYLKGzDVgox6l/UISjV0MzaK/WH/HAB0s1NR8lkiUjaux/SZc3HPC2sb7P+QOWmQKdW48nE8qMauDWQStzemndbcKRsyJw0ylab+upQadH5po0MdN9IT8OmGjzF16lToTTKXfdd5ThogyBzqF1TeCJmxweX1M5lM6NChg9tx3bhxo0V+2blTP39aEsfpnOUvM660+WQnICAAcrkc165ds9leXFyMTp06OT1GrVZDrVY7bFcqlR55EamOHoXi8GFg3z7zuJKVK6FsgaTqySefRHp6uvlJVRWufrPe4e/jlSXXAQATJkxwGnNL8lT/NVdMTIy5n1qoj1zF6ep8VaU3bhd20SYLbUQ0qvQ1Dvu8+wxG0d6N4jbvPoMhyGSoKDjotH6Dqh1qS3+v97ymurYZ5BpU6WsabJO12NhYTJo0ybEP3IzTuu+dHatoHwxjeYnLerzD7frD7jkAXNu3CV4hkQCAitIbqHLR/0V7N8J/5EwIXQaisuCgQxvQuT+qTuc0qp023ChraUO9ddV3Pctu1u2uQpUbfac3yRtVv7PrFxwcjAsXLrg8JiIiwnb9rGa6Uz9/WhrH6VjOLc0eOn0HePDBB2mW3Vow9957Ly2y3L3bBU/PxjK++aZ5dk9AANGrr7p/J2oXWmw2VjPd6bMEWupu2+7G6c753Llu1g9lpwjn++xmG1lmY9mXs9QPharB81pPyXZ3JpGzvrsbZmOJfVrPOdyptzFleTZW896XbR3H6dxdOfU8JSWFTp8+TYmJiaTVaunSpUtuHf+nTT33AFfrZ7i9zk4ztIU3YaPX2XGiMXG6cz5Xa5G0xqOx68801HdSX2fnTnjwOjtt4/OnJXCczt1VyQ6ReVHBrl27kkqlooEDB1JOTo7bx7blZIfI/C/h2NhYmw8khUJBsbGxHv1Fx6KtvAnz8vIoPj7eZhXY+Ph4t/uosXG6c75t27bVs4Iy3F7p1rKCsv25YmNjna6gXN+XniAIYhJgvYKy5SGXy8W63O07Sx84W0HZ1fGWY12toBwREWGz4rH1c/t2Wuq0XkG5oeOd1RcbG0uxsbEOMSkUCvL19XV5veyvq1wup06dOjlcF7lcTrGxsbRq1SqKiLD9VSkiIsJhBWVnrzX7FZSHDx/eqBWULX3XlPfOtm3bXLa7JbSVz5/m4jidc/f7u83PxmoJZWVl8PPzczmau7FqamqwZ88ejB079k/5G6vlvjUA/tQbLP7ZcTaXyWRCVVWVeXpsI/qoqXG6cz6j0Yjr169DrVZDoVBAqzXfc6qqqgpKpRI3b96ERqOBr68vAKC8vBxVVVUICAiwGeDp7Fz2rwtLvWq1GhUVFWI9MpkM5eXlyM7OxujRo2EwmAc5azQa6PV6cXxFU/rO0i61Wi3W5e7xlmOVSiVKSkrg7+8PmUxm0w77uF31uV6vx969ezF69Gio1WqXx9fXr85iMhqNuHnzJtq3by9Op9doNOJkAss1sH+vWt93ytlNUi31+vv71zuo176dzl6zlvueWV936zgaukZNee+40+7maGufP03FcTrn7vd3mx+gzG6TyWTilyGrn+WL5E46n0KhQFBQkMN2y3H2+/z8/ODn5Carzs7l7HVhKWNfj2XpBftjrL+kmtJ31u1q7Bee9bEdO3Z02g77uF31ueWL2vq/ja2vvpgUCoXYTpVKJW63vwb2z129f63rbSguV9dHJpM5XHf7OOq7Rk1577jTbsY8je96zhhjjDFJ42SHMcYYY5LGyQ5jjDHGJI2THcYYY4xJGic7jDHGGJM0TnYYY4wxJmmc7DDGGGNM0jjZYYwxxpik8aKCACyLSLt7q3h31dTUoLKyEmVlZZJf8ZLjlIa7IUaA45SSuyFGgOOsj+V729XNIDjZgXnpfQAIDQ1t5ZYwxhhjrLHKy8udripvwffGgvl+L1evXoWvry8EQWixesvKyhAaGorLly+36D237jQcp3TcDTECHKeU3A0xAhxnfYgI5eXl0Ol0Dd6vjX/Zgfl+L507d/ZY/e3atZP0i9OC45SOuyFGgOOUkrshRoDjdKahX3QseIAyY4wxxiSNkx3GGGOMSRonOx6kVquxdOlSqNXq1m6KR3Gc0nE3xAhwnFJyN8QIcJzNxQOUGWOMMSZp/MsOY4wxxiSNkx3GGGOMSRonO4wxxhiTNE52GGOMMSZpnOx40CeffILw8HB4eXkhKioK//vf/1q7Sc3y3XffITY2FjqdDoIgYOfOnTb7iQjLli2DTqeDRqPBiBEjcOrUqdZpbBMlJSXhgQcegK+vLzp27Ihx48bhzJkzNmXaepzr1q3DfffdJy7aNXToUHzzzTfi/rYeX32SkpIgCAISExPFbVKIddmyZRAEweYRFBQk7pdCjADw22+/4fnnn0eHDh3g7e2N+++/H7m5ueJ+KcQZFhbmcC0FQcCcOXMASCNGADAajXjzzTcRHh4OjUaDbt264Z133oHJZBLLtHisxDxi69atpFQqKTk5mU6fPk0JCQmk1WqpsLCwtZvWZHv27KE33niDtm/fTgBox44dNvtXrlxJvr6+tH37dsrPz6dnn32WgoODqaysrHUa3ASjRo2i1NRUKigooLy8PIqJiaEuXbrQrVu3xDJtPc5du3bR119/TWfOnKEzZ87QkiVLSKlUUkFBARG1/ficOXr0KIWFhdF9991HCQkJ4nYpxLp06VLq27cvFRUViY/i4mJxvxRivHnzJnXt2pUmT55MR44coYsXL9K3335Lv/zyi1hGCnEWFxfbXMfMzEwCQFlZWUQkjRiJiJYvX04dOnSg3bt308WLF+nLL78kHx8fWrt2rVimpWPlZMdDHnzwQZo5c6bNtt69e9OiRYtaqUUtyz7ZMZlMFBQURCtXrhS3VVdXk5+fH61fv74VWtgyiouLCQDl5OQQkXTjvOeee2jTpk2SjK+8vJx69OhBmZmZNHz4cDHZkUqsS5cupf79+zvdJ5UYFy5cSMOGDat3v1TitJeQkEARERFkMpkkFWNMTAxNnTrVZtszzzxDzz//PBF55nryn7E8wGAwIDc3FyNHjrTZPnLkSHz//fet1CrPunjxIq5du2YTs1qtxvDhw9t0zKWlpQAAf39/ANKLs7a2Flu3bkVFRQWGDh0qufgAYM6cOYiJicHjjz9us11KsZ47dw46nQ7h4eF47rnncOHCBQDSiXHXrl0YNGgQxo8fj44dO2LAgAFITk4W90slTmsGgwGbN2/G1KlTIQiCpGIcNmwYDhw4gLNnzwIAfvrpJxw6dAhjx44F4JnryTcC9YDr16+jtrYWnTp1stneqVMnXLt2rZVa5VmWuJzFXFhY2BpNajYiwmuvvYZhw4ahX79+AKQTZ35+PoYOHYrq6mr4+Phgx44d6NOnj/hB0tbjs9i6dSuOHz+OY8eOOeyTyrUcPHgw0tPT0bNnT/z+++9Yvnw5oqOjcerUKcnEeOHCBaxbtw6vvfYalixZgqNHj+KVV16BWq1GXFycZOK0tnPnTpSUlGDy5MkApPN6BYCFCxeitLQUvXv3hlwuR21tLd577z1MnDgRgGdi5WTHgwRBsHlORA7bpEZKMc+dOxcnT57EoUOHHPa19Th79eqFvLw8lJSUYPv27YiPj0dOTo64v63HBwCXL19GQkIC9u/fDy8vr3rLtfVYx4wZI/5/ZGQkhg4dioiICKSlpWHIkCEA2n6MJpMJgwYNwooVKwAAAwYMwKlTp7Bu3TrExcWJ5dp6nNZSUlIwZswY6HQ6m+1SiHHbtm3YvHkztmzZgr59+yIvLw+JiYnQ6XSIj48Xy7VkrPxnLA8ICAiAXC53+BWnuLjYIVOVCsvsD6nE/PLLL2PXrl3IyspC586dxe1SiVOlUqF79+4YNGgQkpKS0L9/f3zwwQeSiQ8AcnNzUVxcjKioKCgUCigUCuTk5ODDDz+EQqEQ45FCrNa0Wi0iIyNx7tw5yVzP4OBg9OnTx2bbvffei19//RWAdN6XFoWFhfj2228xffp0cZuUYpw/fz4WLVqE5557DpGRkXjhhRfw6quvIikpCYBnYuVkxwNUKhWioqKQmZlpsz0zMxPR0dGt1CrPCg8PR1BQkE3MBoMBOTk5bSpmIsLcuXORkZGBgwcPIjw83Ga/VOK0R0TQ6/WSiu+xxx5Dfn4+8vLyxMegQYMwadIk5OXloVu3bpKJ1Zper8fPP/+M4OBgyVzPhx56yGEJiLNnz6Jr164ApPe+TE1NRceOHRETEyNuk1KMlZWVkMls0w+5XC5OPfdIrE0a1sxcskw9T0lJodOnT1NiYiJptVq6dOlSazetycrLy+nEiRN04sQJAkBr1qyhEydOiNPpV65cSX5+fpSRkUH5+fk0ceLENjctctasWeTn50fZ2dk2U0ArKyvFMm09zsWLF9N3331HFy9epJMnT9KSJUtIJpPR/v37iajtx9cQ69lYRNKIdd68eZSdnU0XLlygH374gZ588kny9fUVP2ukEOPRo0dJoVDQe++9R+fOnaPPP/+cvL29afPmzWIZKcRJRFRbW0tdunShhQsXOuyTSozx8fEUEhIiTj3PyMiggIAAWrBggVimpWPlZMeDPv74Y+ratSupVCoaOHCgOH25rcrKyiIADo/4+HgiMk8XXLp0KQUFBZFaraaHH36Y8vPzW7fRjeQsPgCUmpoqlmnrcU6dOlV8XQYGBtJjjz0mJjpEbT++htgnO1KI1bL+iFKpJJ1OR8888wydOnVK3C+FGImIvvrqK+rXrx+p1Wrq3bs3bdy40Wa/VOLct28fAaAzZ8447JNKjGVlZZSQkEBdunQhLy8v6tatG73xxhuk1+vFMi0dq0BE1LTfhBhjjDHG7nw8ZocxxhhjksbJDmOMMcYkjZMdxhhjjEkaJzuMMcYYkzROdhhjjDEmaZzsMMYYY0zSONlhjDHGmKRxssMYk4ywsDCsXbvWI3WPGDECiYmJHqmbMeZZnOwwxlrF5MmTMW7cuCYd++9//xvt27d32H7s2DHMmDFDfC4IAnbu3Nm0BjLGJEPR2g1gjLGWEhgY2NpNYIzdgfiXHcbYHWfNmjWIjIyEVqtFaGgoZs+ejVu3bgEAsrOzMWXKFJSWlkIQBAiCgGXLlgGw/TNWWFgYAODpp5+GIAjic2e/KCUmJmLEiBHi84qKCsTFxcHHxwfBwcFYvXq1QxsNBgMWLFiAkJAQaLVaDB48GNnZ2S3YC4yxlsLJDmPsjiOTyfDhhx+ioKAAaWlpOHjwIBYsWAAAiI6Oxtq1a9GuXTsUFRWhqKgIr7/+ukMdx44dAwCkpqaiqKhIfO6O+fPnIysrCzt27MD+/fuRnZ2N3NxcmzJTpkzB4cOHsXXrVpw8eRLjx4/H6NGjce7cuWZEzhjzBP4zFmPsjmM9EDg8PBzvvvsuZs2ahU8++QQqlQp+fn4QBAFBQUH11mH5k1b79u0bLGfv1q1bSElJQXp6Op544gkAQFpaGjp37iyWOX/+PL744gtcuXIFOp0OAPD6669j7969SE1NxYoVKxoTLmPMwzjZYYzdcbKysrBixQqcPn0aZWVlMBqNqK6uRkVFBbRarUfPff78eRgMBgwdOlTc5u/vj169eonPjx8/DiJCz549bY7V6/Xo0KGDR9vHGGs8TnYYY3eUwsJCjB07FjNnzsS7774Lf39/HDp0CNOmTUNNTU2z65fJZCAim23W9drvc8ZkMkEulyM3Nxdyudxmn4+PT7PbyBhrWZzsMMbuKD/++COMRiNWr14Nmcw8rPA///mPTRmVSoXa2lqXdSmVSodygYGBKCgosNmWl5cHpVIJAOjevTuUSiV++OEHdOnSBQDwxx9/4OzZsxg+fDgAYMCAAaitrUVxcTH+8pe/NC1QxtifhgcoM8ZaTWlpKfLy8mwegYGBMBqN+Oijj3DhwgV89tlnWL9+vc1xYWFhuHXrFg4cOIDr16+jsrLSaf1hYWE4cOAArl27hj/++AMA8Oijj+LHH39Eeno6zp07h6VLl9okPz4+Ppg2bRrmz5+PAwcOoKCgAJMnTxYTLwDo2bMnJk2ahLi4OGRkZODixYs4duwYVq1ahT179nigpxhjzcHJDmOs1WRnZ2PAgAE2j08//RRr1qzBqlWr0K9fP3z++edISkqyOS46OhozZ87Es88+i8DAQPzjH/9wWv/q1auRmZmJ0NBQDBgwAAAwatQovPXWW1iwYAEeeOABlJeXIy4uzua4999/Hw8//DCeeuopPP744xg2bBiioqJsyqSmpiIuLg7z5s1Dr1698NRTT+HIkSMIDQ1twR5ijLUEgdz5AzVjjDHGWBvFv+wwxhhjTNI42WGMMcaYpHGywxhjjDFJ42SHMcYYY5LGyQ5jjDHGJI2THcYYY4xJGic7jDHGGJM0TnYYY4wxJmmc7DDGGGNM0jjZYYwxxpikcbLDGGOMMUnjZIcxxhhjkvb/1nbfBxyitEQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Northern Hemisphere\n",
    "x = northern_hemi_df.Lat\n",
    "y = northern_hemi_df[\"Cloudiness\"]\n",
    "\n",
    "renderChart(x,y, \"Cloudiness\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: 0.04221075571869753\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Southern Hemisphere\n",
    "x = southern_hemi_df.Lat\n",
    "y = southern_hemi_df[\"Cloudiness\"]\n",
    "\n",
    "renderChart(x,y, \"Cloudiness\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:** Per review nothern hemisphere does not have any variance, as to southern cloudiness increases near equator."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wind Speed vs. Latitude Linear Regression Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: 0.01794406523828552\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAHFCAYAAAAHcXhbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAADJUklEQVR4nOydeXwTdf7/X5M7aQuU+wbpim4BK8rqokJBREWpgHLI1QqooOBBvf3pd3F1RWEFVE5dEQq0AkWqIrogyKGiyNGuFREVFOQUOUqbNs3x+f0RZppJJslMMjn7fj4eeUAnk5nPNZ/Pe96f98ExxhgIgiAIgiASFE2sC0AQBEEQBBEOJMwQBEEQBJHQkDBDEARBEERCQ8IMQRAEQRAJDQkzBEEQBEEkNCTMEARBEASR0JAwQxAEQRBEQkPCDEEQBEEQCQ0JMwRBEARBJDQkzBAxZ8mSJeA4Drt27VLlei+//DJKSkp8jm/ZsgUcx2HLli3CsfXr12PatGmq3NebadOmgeO4iFxbbf7973+D4zh88803ouMulwuNGzcGx3H48ccfRd/V1tbCYrHgzjvvBFDXj7/++qtq5ZLqM3988803GDJkCNq3bw+j0YgWLVqgZ8+eeOyxx1QrT6To06cP+vTpI+vcc+fOoWnTpnjvvfdEx0+dOoV77rkHTZs2hcViQc+ePbFp0yaf39fW1uL//u//cMkll8BgMKBDhw545plnUF1d7feeV111FR555BEAwPfff48HH3wQPXv2REpKStD+OX36NB555BF07NhR6JcBAwbgzJkzPuc6nU40b94cs2fPhtPpxKxZs3Drrbeibdu2sFgs+Otf/4qnn34a586dC9hG+/btg9FolJxXnn/+eVx11VVwuVwBr0EkFiTMEEmHP2Hmqquuwo4dO3DVVVcJx9avX48XXnghiqWLT/r27QsA+Pzzz0XHy8rKcPbsWaSkpPh8980336C6ulr47e23344dO3agVatW0Sm0Bx9//DGuu+46VFRUYMaMGdiwYQNef/11XH/99Vi5cmXUyxNJXnjhBbRu3RojRowQjtlsNvTr1w+bNm3C66+/jg8++AAtWrTArbfeiq1bt4p+P3LkSMycORP3338/1q9fj3vvvRezZs0SXc+TQ4cOYe/evbjrrrsAALt27UJJSQkaN26Mfv36BSzrsWPHcO211+LTTz/F888/j40bN2LBggX4y1/+gtraWp/zt23bhj/++AN33nknqqurMW3aNHTo0AFz5szB+vXrcd999+Gtt97C9ddf71f4cjqdGD9+PJo2bSr5/eOPP45Dhw5h6dKlActOJBiMIGLMu+++ywCwb7/9VpXrpaSksLy8PFnnTp48mUXqMfjHP/4RsWurjdPpZI0aNWK33HKL6PisWbNY69at2ciRI9nw4cNF3/3zn/9kANh3330XsXJ9/vnnDAD7/PPPA57Xu3dvlpGRwex2u893TqczQqVTj+zsbJadnR30vD///JOZzWa2cOFC0fF58+YxAOyrr74SjtntdpaZmcmuueYa4diOHTsYAPbaa6+Jfv/yyy8zAGzDhg0+95wxYwZr3ry50I6e7bl69eqA/TNo0CDWpk0bdubMmaB1Y4yxBx98kPXo0YMxxpjD4WCnT5/2OYe/57JlyySvMXPmTNamTRv2+uuv+51XpkyZwjp37sxcLpeschHxD2lmiISgpqYGjz32GK688ko0bNgQjRs3Rs+ePfHBBx+IzuM4DlVVVVi6dCk4jgPHcYL63nvL4p577sG8efOE3/GfX3/9Fb/++is4jsOSJUt8ysJxnM/W1Mcff4wrr7wSRqMRl1xyCf79739L1oMxhvnz5+PKK6+E2WxGeno6hg4dioMHDwasf0lJCTiOk9w2WLBgATiOw//+9z8AwMGDB3H33XejdevWglq/X79+KC0t9Xt9jUaD3r1748svv4TD4RCOb9myBX369EF2drbPVsKWLVvQrFkzdOnSBYD0NlOfPn3QtWtXfPvtt+jVqxcsFgs6deqEV155xUfNv3//ftx6662wWCxo2rQpJk2ahAsXLgRsF54///wTTZs2hU6nk6ybJx07dsTAgQOxdu1aXHHFFTCZTOjUqRPeeOMNn99WVFTg8ccfF7Zk2rRpg0cffRRVVVWi8+T2K2MMM2bMQIcOHWAymXDVVVfhk08+kVVHwN3GDofDR4uydu1aXHbZZejZs6dwTKfTYcyYMdi5cyeOHj0KAPjyyy8BALfddpvo9wMHDgQArFmzxueea9aswZAhQ4R29G5Pf/z666/48MMPcd999yE9PT3o+YwxrF27VtAAabVaNGnSxOe8a665BgBw5MgRn+9++ukn/N///R/mz5+PBg0a+L3X2LFjceDAAR9tI5G4kDBDJAQ2mw1nzpzB448/jpKSEhQVFeGGG27AnXfeiYKCAuG8HTt2wGw247bbbsOOHTuwY8cOzJ8/X/Kazz//PIYOHSr8jv8o3SbZtGkTBg0ahLS0NLz33nuYOXMmVq1ahXfffdfn3IkTJ+LRRx/FTTfdhJKSEsyfPx/ff/89rrvuOpw8edLvPQYOHIjmzZtLXnPJkiW46qqrcMUVVwBwL1S7d+/GjBkzBLV+9+7dg9oZ9O3bF5WVlfj2228BuO1ltm3bhuzsbGRnZ+PUqVPYt28fALfdxY4dO9CnT5+gdkEnTpzA6NGjMWbMGHz44YcYMGAAnnnmGSxfvlw45+TJk8jOzkZ5eTnmz5+PZcuWobKyElOmTAl4bZ6ePXvim2++wcMPP4xvvvkGdrs94PmlpaV49NFHMXXqVKxduxbXXXcdHnnkEZEQarVakZ2djaVLl+Lhhx/GJ598gqeeegpLlizBHXfcAcaYcK7cfn3hhRfw1FNPoX///igpKcEDDzyA++67z8ceyR8ff/wxunfvjkaNGomOl5eXC/3vCX/s+++/BwBha8doNIrO4//mBWKe33//HTt37hQEDCVs374djDG0bt0aI0eORGpqKkwmE/r06YMdO3b4nP/VV1/h+PHjQe+1efNmABCEaB7GGO69914MHDgQd9xxR8BrXH311UhNTcXHH3+ssFZE3BJDrRBBMMZC22ZyOBzMbrezCRMmsO7du4u+87fNJLVl4W+b6dChQwwAe/fdd32+A8D+8Y9/CH9fe+21rHXr1qy6ulo4VlFRwRo3biy6tj8V/5EjR5jZbGZPPvlkwDrn5+czs9nMzp07Jxzbt28fA8DefPNNxhhjp0+fZgDYnDlzAl5LitLSUgaAvfzyy4wxxnbv3s0AsP379zPGGGvRogWbO3cuY4yxrVu3MgBs/vz5wu/5fjx06JBwLDs7mwFg33zzjehemZmZoi2tp556inEcx0pLS0Xn9e/fX9Y20+nTp9kNN9zAADAATK/Xs+uuu45Nnz6dXbhwQXRuhw4d/N6rQYMGrKqqijHG2PTp05lGo/EZl8XFxQwAW79+PWNMfr+ePXuWmUwmNmTIENF5X375JQMga5vJYrGwSZMm+RzX6/Vs4sSJPse/+uorBoAVFhYyxhgrKSmR3KJ55513GADWuXNn0fE5c+aw9PR0ye07xgJvM02fPp0BYA0aNGCDBg1in376KVuzZg274oormMlkYmVlZaLzH330UdatW7eA9f/9999ZixYtWI8ePXy2D998802Wnp7OTpw4wRgLPq9cf/317Nprrw14PyJxIM0MkTCsXr0a119/PVJTU6HT6aDX6/HOO+/ghx9+iFmZqqqq8O233+LOO++EyWQSjqelpSEnJ0d07rp168BxHMaMGQOHwyF8WrZsiaysrKAeO+PHj0d1dbXIoPXdd9+F0WjEqFGjAACNGzdGRkYGZs6ciVmzZmHv3r2yvTauuOIKNGnSRCjHli1b0LJlS1x22WUAgN69ewtqef4c3vg3EC1bthS2Bjzv9dtvvwl/f/755+jSpQuysrJE5/H1CkaTJk2wfft2fPvtt3jllVcwaNAgHDhwAM888wy6deuG06dPi873d6+Kigrs2bMHgLu/unbtiiuvvFLUX7fccotou1Juv+7YsQM1NTUYPXq06L7XXXcdOnToELSO586dg9VqRfPmzSW/D6Qh478bMGAA/vKXv+Cpp57Cxo0bce7cOXz66ad49tlnodVqfbaQ1qxZg0GDBklu3wWDH3dt27bFmjVrcMstt+DOO+/Ep59+Co1GgxkzZojOf//99wNqZc6cOYPbbrsNjDGsXLlSVNbffvsNzzzzDGbOnIkWLVrIKl/z5s2F7Tci8SFhhkgI3n//fQwfPhxt2rTB8uXLsWPHDnz77bcYP348ampqYlaus2fPwuVyoWXLlj7feR87efIkGGNo0aIF9Hq96PP111/7LLjedOnSBX/729+ErSan04nly5dj0KBBaNy4MQAIdjW33HILZsyYgauuugrNmjXDww8/HNT+hOM4ZGdn48svv4Tdbsfnn3+O7Oxs4fvs7Gxs3boVjDF8/vnnaNmyJS6//PKgbSRl92A0GkXeKH/++aesNgxGjx498NRTT2H16tU4duwYpk6dil9//dVn4Qx0rz///BOAu7/+97//+fRVWloaGGNCf8ntV/66odaTby9PoZmnSZMmwvU94d2f+fFhMBjwySefoH379rj55psF255nn30W6enpaNOmjfDbEydO4Msvvwxpi4kvEwDcdNNN0Gq1wvFWrVohKytLEBoBYOfOnTh8+LDfe509exb9+/fH0aNHsXHjRnTq1En0/eTJk9G1a1fcddddOHfunCD4AUBlZSXOnz/vc02TyRTQHZ1ILJSL2wQRA5YvX45LLrkEK1euFL2B2my2iNyPXzC8r++9YKSnp4PjOJw4ccLnGt7HmjZtCo7jsH37dh+bBcDXjkGKcePG4cEHH8QPP/yAgwcP4vjx4xg3bpzonA4dOuCdd94BABw4cACrVq3CtGnTUFtbi4ULFwa8ft++ffH+++/jm2++wfbt2zF9+nThu+zsbJw+fRq7d+/G119/jSFDhgQtr1yaNGkiqw2VoNfr8Y9//AOzZ89GeXl50Ovyx/hFuGnTpjCbzVi8eLHk9XnXX7n9yl/X3707duwYsD7876Xis3Tr1g3fffedz3H+WNeuXYVjf/nLX7Bjxw4cPXoUZ86cQUZGBs6fP49HHnkEvXv3Fs5bu3YtUlJS0L9//4Dl8oeUDQ8PY0ykWVmzZg06d+4sKifP2bNncdNNN+HQoUPYtGmT5HXLy8vx22+/SRoa9+3bFw0bNvSxGTtz5oxf920i8SDNDJEQcBwHg8EgEmROnDjh480E+L71B4JfaLzPb9GiBUwmk49BpPf9UlJScM011+D9998XaYguXLiAjz76SHTuwIEDwRjD0aNH0aNHD59Pt27dgpZ35MiRMJlMWLJkCZYsWYI2bdrg5ptv9nt+586d8dxzz6Fbt26iN2F/8NtGs2fPxvnz50WB3Lp06YImTZpg+vTpqKmpkbXFJJe+ffvi+++/R1lZmeh4YWGhrN8fP35c8ji/Bdm6dWvRcX/3SktLE+IQDRw4EL/88guaNGki2V+88CG3X//+97/DZDJhxYoVovt+9dVXoi03fxgMBnTq1Am//PKLz3dDhgzB/v37RUEPHQ4Hli9fjmuvvdan/gDQpk0bdOvWDRaLBTNnzkRKSgomTJggfL9mzRoMHDhQlpAtxbXXXou2bdtiw4YNcDqdwvFjx46hrKwMf//730X3ktLK8ILMwYMHsWHDBnTv3l3yXu+99x4+//xz0eepp54CACxcuBDr1q3z+c3BgweRmZkZUt2I+IM0M0TcsHnzZsnosbfddhsGDhyI999/Hw8++CCGDh2KI0eO4MUXX0SrVq3w008/ic7v1q0btmzZgo8++gitWrVCWlqaYPfhDb/QvPrqqxgwYAC0Wi2uuOIKGAwGjBkzBosXL0ZGRgaysrKwc+dOycX1xRdfxK233or+/fvjscceg9PpxKuvvoqUlBTRW/T111+P+++/H+PGjcOuXbvQu3dvpKSk4Pjx4/jiiy/QrVs3PPDAAwHbqFGjRhgyZAiWLFmCc+fO4fHHHxe94f7vf//DlClTMGzYMFx66aUwGAzYvHkz/ve//+Hpp58OeG3ALbA0b94ca9euRbNmzfDXv/5V+I7jOPTu3Rtr164FIM9eRi6PPvooFi9ejNtvvx0vvfQSWrRogRUrVmD//v2yfn/LLbegbdu2yMnJweWXXw6Xy4XS0lK89tprSE1NFaLX8rRu3Rp33HEHpk2bhlatWmH58uXYuHEjXn31VVgsFqFMa9asQe/evTF16lRcccUVcLlcOHz4MDZs2IDHHnsM1157rex+TU9Px+OPP46XXnoJ9957L4YNG4YjR45g2rRpsrfT+vTpI+nKPX78eMybNw/Dhg3DK6+8gubNm2P+/Pn48ccf8dlnn4nOnTFjBlq2bIn27dvj5MmTWLVqFUpKSrBs2TJhm+nPP//E1q1bfaIMA24vr/Xr1wMAvv76awDA1q1bcfr0aaSkpGDAgAEA3C7cs2fPxvDhwzFo0CA88MADqKqqwosvvgiDwYBnnnkGgNuz7JdffvERZqqrq3HLLbdg7969mDNnDhwOh3A/AGjWrBkyMjIAQCQY8fBzydVXX40ePXqIvvvzzz/x008/4aGHHvLT0kTCETvbY4Jww3sd+Pvw3jGvvPIK69ixIzMajeyvf/0re/vttyUD05WWlrLrr7+eWSwWkZeIlDeTzWZj9957L2vWrBnjOE50v/Pnz7N7772XtWjRgqWkpLCcnBz266+/+ngzMcbYhx9+yK644gpmMBhY+/bt2SuvvOI3aN7ixYvZtddey1JSUpjZbGYZGRksNzeX7dq1S1Z7bdiwQWibAwcOiL47efIku+eee9jll1/OUlJSWGpqKrviiivY7NmzmcPhkHX94cOHMwBs6NChPt/NmTOHAWBt2rTx+c6fN1OXLl18zs3Ly2MdOnQQHdu3bx/r378/M5lMrHHjxmzChAnsgw8+kOXNtHLlSjZq1Ch26aWXstTUVKbX61n79u3Z2LFj2b59+0TndujQgd1+++2suLiYdenShRkMBtaxY0c2a9Ysn+tWVlay5557jl122WXMYDCwhg0bsm7durGpU6cKXjM8cvrV5XKx6dOns3bt2jGDwcCuuOIK9tFHH8kOmrdp0yYGgO3cudPnuxMnTrDc3FzWuHFjZjKZ2N///ne2ceNGn/NeeOEFlpGRwYxGI2vUqBG79dZb2bZt20Tn/Oc//2EWi0Xw7PKE9/ST+nj3KWNuD6q//e1vzGQysYYNG7I77riDff/998L3zz33nOTvAt0HQNDAmIG8md555x2m1+t9+pBIXDjGPIIlEARBJDkdO3ZE165dJbceEoErrrgC119/PRYsWBCxe9x2220wm82SQfTUJjMzEwMGDMBrr70W8Xvx9OrVC+3bt/fZ8iMSFxJmCIKoVyS6MPPpp59iyJAh+Omnn9C2bdtYFyfh2LZtG26++Wbs27fPxyuKSFzIAJggCCKBuPXWWzFz5kwcOnQo1kVJSP78808UFBSQIJNkkGaGIAiCIIiEhjQzBEEQBEEkNCTMEARBEASR0JAwQxAEQRBEQpP0QfNcLheOHTuGtLS0gInYCIIgCIKIHxhjuHDhAlq3bu2TBNWbpBdmjh07hnbt2sW6GARBEARBhMCRI0eChiFIemEmLS0NgLsxGjRooNp17XY7NmzYgJtvvhl6vV6168YbVM/koT7UEaB6JhP1oY4A1dMfFRUVaNeunbCOByLphRl+a6lBgwaqCzMWiwUNGjRI+sFH9UwO6kMdAapnMlEf6ghQPYMhx0SEDIAJgiAIgkhoSJghCIIgCCKhIWGGIAiCIIiEhoQZgiAIgiASGhJmCIIgCIJIaEiYIQiCIAgioSFhhiAIgiCIhIaEGYIgCIIgEhoSZgiCIGKIy+VCVVUVXC5XrItCBID6Kb4hYYYgCCIGlJWVIS8vD2lpaUhNTUVaWhry8vJQVlYW66IRHlA/JQYkzBAEQUSZoqIi9OjRAwUFBbBarQAAq9WKgoIC9OjRA0VFRTEuIQFQPyUSJMwQRAwglXX9paysDLm5uXA4HAAAjTEFxnZdwRlTAAAOhwO5ubn05h9jqJ8SCxJmCCKKkMqamDVrlrBApnS9CW0mL0XLUa+g7eSlSOl6EwD3Qjl79uxYFrPeQ/2UWJAwQxBRglTWhMvlQnFxMQD3m37jmx+ARm9y/603ofHNk6C5+Oa/evVq0tzFCOqnxIOEGYKIAqSyJgCgurpaEGT1zS+BRm8Ufa/Rm6BvfgkAt6BbXV0d9TIS1E+JCAkzBBEFSGVNAIDZbIbFYgEA2E8dgsteI/reZa9B7alDAACLxQKz2Rz1MhLUT4kICTMEEWFIZU3waDQaDB06FADgslXhzIaFwkLpstfgzIaFYLYqAMCwYcOg0dAUHQuonxIPXawLQBDJjlyVte1IuaCyTklJiUVRiSiQn5+PwsJCOBwOVJV/huqfdkDf/BLUnjokLJA6nQ5Tp06NcUnrN9RPiUVMxclt27YhJycHrVu3BsdxKCkpEb6z2+146qmn0K1bN6SkpKB169bIzc3FsWPHYldggggBUlkTnmRlZaGgoAA6nftd0mWrgu1IuWiBLCgoQFZWViyLWe+hfkosYirMVFVVISsrC3PnzvX5zmq1Ys+ePXj++eexZ88evP/++zhw4ADuuOOOGJSUIEKHVNaENyNHjsSuXbuQl5cnCLoWiwV5eXnYtWsXRo4cGeMSEgD1UyIR022mAQMGYMCAAZLfNWzYEBs3bhQde/PNN3HNNdfg8OHDaN++fTSKSBCqQCprwpusrCwsWbIEixcvRnV1NcxmMwmycQj1U2KQUDYz58+fB8dxaNSokd9zbDYbbDab8HdFRQUA97aV3W5XrSz8tdS8ZjxC9VSHzMxMFBQUYOLEiRe9mlzA6V9g0gAwm6HT6bBo0SJkZmZGrAzUl/GLwWCA0+mE0+mU/ZtErKdSQqmjy+VCTU0NTCaT6kJHKP0kh/rQl4DyeippD44xxkIqlcpwHIe1a9di8ODBkt/X1NTghhtuwOWXX47ly5f7vc60adPwwgsv+BwvLCwU1IQEQRAEQcQ3VqsVo0aNwvnz59GgQYOA5yaEMGO32zFs2DAcPnwYW7ZsCVgpKc1Mu3btcPr06aCNoQS73Y6NGzeif//+0Ov1ql033qB6RoZIvj36g/oyuagP9ZRbx+LiYg+tpxhe68nbrcUj9aEvAeX1rKioQNOmTWUJM3G/zWS32zF8+HAcOnQImzdvDloho9EIo9Hoc1yv10dkkETquvEG1VN9pMZpNKC+TC7qQz0D1VEqura3PVpubi4yMzPj3vOoPvQlIL+eStoirq2YeEHmp59+wmeffYYmTZrEukgEQRBEHEHRtQkgxsJMZWUlSktLUVpaCgA4dOgQSktLcfjwYTgcDgwdOhS7du3CihUr4HQ6ceLECZw4cQK1tbWxLDZBEAQRB1B0bYInpttMu3btQt++fYW/8/PzAQB5eXmYNm0aPvzwQwDAlVdeKfrd559/jj59+kSrmARBEEQcQtG1CZ6YCjN9+vRBIPvjOLFNJgiCIOIQPrq21WoVomvzmhmAomvXJ+LaZoYgCIIg/EHRtQmeuPdmIgiCIAh/UHRtAiDNDEEQBJHAUEJIAiBhhiAIgkhwKCEkQdtMBEEQRMJDCSHrNyTMEARBEEmDRqMh9+t6CImtBEEQCnG5XKiqqqIgbAQRJ5AwQxAEIZOysjLk5eUhLS0NqampSEtLQ15eHsrKymJdNIKo15AwQxAEIYOioiL06NEDBQUFQtRZq9WKgoIC9OjRA0VFRTEuIUHUX0iYIQiCCIJUZmZju67gLub9cTgcyM3NJQ0NQcQIEmYIgiCCQJmZCSK+IWGGIAgiAJSZmSDiHxJmCIIgAiA3MzMAITMzQRDRhYQZgiCIAPCZmQEImZk9oczMBBF7SJghCIIIAGVmJoj4hyIAEwRBBIEyMxNEfEOvEARBEEGgzMwEEd+QMEMQBCEDysxMEPELbTMRBEHIhDIzE0R8QsIMQRCEQigzM0HEF/RKQRAEQRBEQkPCDEEQBEEQCQ0JMwThB5fLhaqqKgpPTxAEEeeQMEMQXpSVlSEvLw9paWlITU1FWloa8vLyKCMyQRBEnELCDEF4UFxcjB49eqCgoEDIx2O1WlFQUIAePXqgqKgoxiUkCIIgvCFhhiA8mDhxIhwOBwB3hmRju67gLmZEdjgcyM3NJQ0NQRBEnEHCDEF4wAsyKV1vQpvJS9Fy1CtoO3kpUrreJHw/e/bsWBaRIAiC8IKEGYIAREa+GmMKGt/8ADR6k/tvvQmNb54EzUUNzerVq8komCAIIo4gYYYgANTU1Aj/1ze/BBq9UfS9Rm+CvvklANw2NNXV1VEtH0EQBOEfEmYIAoDJZBL+bz91CC57jeh7l70GtacOAXDn4zGbzVEtH0EQBOEfEmYIAhDl13HZqnBmw0JBoHHZa3Bmw0IhQ/KwYcMoHw9BEEQcQbmZCMIDnc79SFSVf4bqn3ZA3/wS1J46JAgyOp0OU6dOjWURCYIgCC/o9ZIgPFi0aJEg0LhsVbAdKRcJMgUFBcjKyoplEQmCIAgvSJghCA+GDh2KXbt2IS8vDxaLBYDbRiYvLw+7du3CyJEjY1xCgiAIwhvaZiIIL7KysrBkyRIsXrwY1dXVMJvNZCNDEAQRx5AwQxB+0Gg0SElJiXUxCIIgiCDQ6yZBEARBEAkNCTMEQRAEQSQ0JMwQBEEQBJHQkDBDEARBEERCQ8IMQRAEQRAJDQkzBEEQBEEkNCTMEARBEASR0MRUmNm2bRtycnLQunVrcByHkpIS0feMMUybNg2tW7eG2WxGnz598P3338emsARBEARBxCUxFWaqqqqQlZWFuXPnSn4/Y8YMzJo1C3PnzsW3336Lli1bon///rhw4UKUS0oQBEEQRLwS0wjAAwYMwIABAyS/Y4xhzpw5+H//7//hzjvvBAAsXboULVq0QGFhISZOnBjNohIEQRAEEafErc3MoUOHcOLECdx8883CMaPRiOzsbHz11VcxLBlBEARBEPFE3OZmOnHiBACgRYsWouMtWrTAb7/95vd3NpsNNptN+LuiogIAYLfbYbfbVSsffy01rxmPUD2Th/pQR4DqmUzUhzoCVM9g58shboUZHo7jRH8zxnyOeTJ9+nS88MILPsc3bNgAi8Wievk2btyo+jXjEapn8lAf6ghQPZOJ+lBHgOrpjdVqlX3NuBVmWrZsCcCtoWnVqpVw/NSpUz7aGk+eeeYZ5OfnC39XVFSgXbt2uPnmm9GgQQPVyme327Fx40b0798fer1etevGG1TP5KE+1BGgeiYT9aGOANXTH/zOihziVpi55JJL0LJlS2zcuBHdu3cHANTW1mLr1q149dVX/f7OaDTCaDT6HNfr9REZJJG6brxB9Uwe6kMdAapnMlEf6ghQPaXOk0tMhZnKykr8/PPPwt+HDh1CaWkpGjdujPbt2+PRRx/Fyy+/jEsvvRSXXnopXn75ZVgsFowaNSqGpSYIgiAIIp6IqTCza9cu9O3bV/ib3x7Ky8vDkiVL8OSTT6K6uhoPPvggzp49i2uvvRYbNmxAWlparIpMEARBEEScEVNhpk+fPmCM+f2e4zhMmzYN06ZNi16hCIIgCIJIKOI2zgxBEARBEIQcSJghCIIgCCKhIWGGIAiCIIiEhoQZgiAIgiASGhJmCIIgCIJIaEiYIQiCIAgioSFhhiBk4HK5UFVVBZfLFeuiRIz6UEeCIJITEmYIIgBlZWXIy8tDWloaUlNTkZaWhry8PJSVlcW6aKpRVlaG3NxcpKamJm0dCYJIbkiYIQg/FBUVoUePHigoKBCyt1qtVhQUFKBHjx4oKiqKcQnD55VXXkH37t2xbNkyVFdXA0i+OpLGiSCSHxJmCEICXlvhcDgAABpjCoztuoIzpgAAHA4HcnNzE1p78corr+CZZ57xG4U70etYXl6e9Fo1giDckDBDEBLMmjVLEGRSut6ENpOXouWoV9B28lKkdL0JgHuxnz17diyLGTJlZWV49tlnhb+9hTWeRK5jdnZ2UmvVCIKog4QZgvDC5XKhuLgYgHuRb3zzA9DoTe6/9SY0vnkSNBcX/dWrVyfk9sVrr70maGT8CWs8iVbH8vJyAEhqrRpBEGJImCEIL6qrq4W3eX3zS6DRG0Xfa/Qm6JtfAsD9ts/bmiQKLpcLa9asARBcWAMSr45z584V/p+MWjWCIHwhYYYgvDCbzbBYLAAA+6lDcNlrRN+77DWoPXUIAGCxWGA2m6NexnCoqamRLawB7vZIlDq6XC588MEHAJJXq0YQhC8kzBCEFxqNBkOHDgUAuGxVOLNhoSDQuOw1OLNhIZitCgAwbNgwaDSJ9RiZTCbZwhqQWHUUadWadUg6rRpBENIkxgxFEFEmPz8fOp0OAFBV/hmOzsvDicKn8fu8PFSVfwYA0Ol0mDp1aiyLGRJKhDWO45Cfnx+zsipFpFX747ek06oRBCENCTMEIUFWVhYKCgoEgcZlq4LtSLmwyOt0OhQUFCArKyuWxQwZOcIaALz88ssJVUeNRoNBgwYBSE6tGkEQ0tCTTBB+GDlyJHbt2oW8vDzhbd9isSAvLw+7du3CyJEjY1zC0AkmrHEch+nTp+Ppp5+OZTFDYsqUKcL/k02rRhCENCTMEEQAsrKysGTJEly4cAGVlZW4cOEClixZklDaCn/4E9Zyc3Oxd+/ehBRkAKBr164AkLRaNaL+QtGs/UPCDEHIQKPRICUlJem2JaSEtaVLlybFQr9169ak1KoR9Y/6kCMuXJJrZiYIIiSSUVjr2rVr0mrViPpDfcgRpwbJM3MRBEFIkIyCGlE/qA854tSCnm6CIAiCiEOSPUecmpAwQxAEQRBxRn3IEacmJMwQBEEQRJyR7Dni1IaEGYIgiAhC7rREKCR7jji1IWGGIAgiApA7LREOyZ4jTm10sS4AQRBEslFUVCTyQgHq3GkLCwtRUFBAsW6IoOTn56OwsBAOhwNV5Z+h+qcd0De/BLWnDomCQFI0a9LMEERCQ1sY8Qe50xJqkew54tSEhJkEhBYwgrYw4hdypyXUJJlzxKkJCTMJBC1gBEARQeMZcqclIkEy54hTCxJmEgRawAiAtjDiHXKnJSIJRbP2D7VIAkALGMFDWxjxDbnTEkRsIGEmAVBzASN7m8SFtjDiH3KnJYjYQE9SnKPWAkb2NokPbWEkBvn5+YL3SVX5Zzg6Lw8nCp/G7/PyUFX+GQBypyUItSFhJs5RYwEje5vkgLYwEgNypyWI6EPCTJwT7gJG9jaJi/eWIG1hJA7kThv/0JZ7ckGzXZwT7gJGBqOJR6AtQdrCSBzInTY+CXXLnYSf+IaEmQQg1AWMDEYTj2Bbgvv27aMtjASD3Gnjh1C23MneMDGgpysBCHUPngxGEwu5W4KZmZm0hUEQCglly53sDRMHEmYShFD24MlgNLFQsiVIWxiEFLQV4h+lW+5kb5hYkDCTQChdwMhgNHEIdUuQtjAIgLZCghHK80X2hokFzYAJiJIFjAxGEwPaEiRCpbi4mLZCgqD0+aqqqiJ7wwSDhJkkh2JeJAa0JZg4xNtWzsSJE2krJAhKny8A9HKRYMS1MONwOPDcc8/hkksugdlsRqdOnfDPf/4zbiaRRIFiXsQ/tCUY/8TrVg5thQRH6fOVkpIiW/gBgJKSkijUgghEXM+Ir776KhYuXIi5c+fihx9+wIwZMzBz5ky8+eabsS5awkEGo/EPbQnGL/Ho1eL5UkdbIcFR8nwpEX4A4J577om5UFvfiWthZseOHRg0aBBuv/12dOzYEUOHDsXNN9+MXbt2xbpoCQsZjMYvtCUYn8SrV0tNTZ22gLZCgqP0+ZIj/AAcgMDar3jblkxWdLEuQCBuuOEGLFy4EAcOHEDnzp1RVlaGL774AnPmzPH7G5vNBpvNJvxdUVEBALDb7bDb7aqVjb+WmteMRwLV0+VyoaamBiaTKeGFo3jpz6FDh+Lyyy/HvHnzUFJSAqvVCovFgsGDB2Py5Mno2rVryGWMlzpGGrXr+cYbb0Cv10Ov1yMlsw/Sb5wATm8Es9twdvM7qNq3BQDw5ptvYsGCBarcUw78Qms2m2G7cAIGVw04D4GG2W3QXjgh2IvodLqE63u1+1LJ85WZmYklS5bgvvvuu/hrF3D6F5g0AMxmQKNF+k0TcX7rUrhsVVi3bh1sNpswF5aXl2Pu3Ln44IMPhPsMGjQIU6ZMQdeuXSNaz3hFaT2VtAfHGGMhlSoKMMbw7LPP4tVXX4VWq4XT6cS//vUvPPPMM35/M23aNLzwwgs+xwsLC4U9UIIgCIIg4hur1YpRo0bh/PnzaNCgQcBz41qYee+99/DEE09g5syZ6NKlC0pLS/Hoo49i1qxZyMvLk/yNlGamXbt2OH36dNDGUILdbsfGjRvRv39/6PV61a4bb3jXs7i4WOQ94YlOp8OiRYuEveZEoj70Z32oI6BuPa1WK1q1agUAMLbNRPNh03zOObV6Gmy/7wMAHD9+PGovTXw977vvPlRWVgJwb4Hpm3VA7R+/ibZPtm7d6qMNSARiPWZdLhfatGkDq9UKzmBBq3GvQ2tOAzi39oXZbTj69iQwWxUsFguOHj2Kffv2ITs7W7QtGaxPYl3PaKG0nhUVFWjatKksYSaut5meeOIJPP3007j77rsBAN26dcNvv/2G6dOn+xVmjEYjjEajz3FeTaw2kbpuvKHX67Fv3z4f2wF980tQe+qQ8JDy4fYT1a6jPvRnfagjoE4909LSwHEcrFYrbIf3I63GJhjZAm5j0POH94PZqmGxWJCWlhb1LdfXX3+97rmsrgbOnRa+0+l0eOedd9C9e/eolkltIj1mXS4XqqurYTabffrv9ttvR0FBAVBdjROfLXEbVutNgiGw9WJ7Dx8+HEajEXPmzMGFCxcAuD3MvM/n7W1ef/11LFmyJKr1jBfk1lNJW8S1oYPVavUZWFqtlgypYgRFxCTqG4ngMj906FAKvRAictztlXhBUXLf2BHXwkxOTg7+9a9/4eOPP8avv/6KtWvXYtasWRgyZEisi1bvoIeUqK8kgss8hV5Qjlx3eyVeUBTJO3bEtTDz5ptvYujQoXjwwQfx17/+FY8//jgmTpyIF198MdZFq3fU1NTQQ0rUSxLJZZ5CL8hDqbu93MCjFMk7dsT1iE9LS8OcOXPw22+/obq6Gr/88gteeuklGAyGWBet3uH51kkPKVHfoCjayUUoW+ZytF+JsC2ZrFBLEgHht5bee+894Rg9pOpAwbQSC9rKSQ7C3TIPpv1KhG3JZIRWnAiQLItUWVkZJk6cKPzNeXhx0EMaOvGa44eQB23lJDaRtmtJpG3JZIKeRhVJtkVKpIrN7IO2Dy1H05wnAI0WAD2koRCPOX4Ioj4RDbsW2paMPiTMqESyLVKeqlgASL/xXmj0JqRkZqNV3mxYMvuIzs/NzaWHNAjxmuOHiC3JoslNFKJl10LbktGFhBkVSMZFylMVCwCcvs7o2tC8E5rlPA5D2y7Csfnz59NDGgSK00N4kmya3EQimnYttC0ZHWRFAM7Pz5d9wVmzZoVcmETFe5GSivjIL1LeER/jFV4Vy2e7YHYboBFHPrX/8SsA8l6Sg7TRoXuvnjc6rP5pB1y2KqxevRqLFy+myS+JKSoqEr0AAXWa3MLCQhQUFJCWM4Lwdi18H/Bb5jy0ZZ54yBJm9u7dK/p79+7dcDqduOyyywAABw4cgFarxdVXX61+CeOcZF2keFXs6tWrAQBnN78Dc/YEkZBG3kvykWt0aDtSLhgdpqSkxKKoRISR0uR6pgXhNbmJnBYkERg5ciQyMzMxe/ZsrF69WshsPWzYMEydOpXaPsGQJcx8/vnnwv9nzZqFtLQ0LF26FOnp6QCAs2fPYty4cejVq1dkShnHyA0ml4iLVH5+PtauXQsAqNq3BWfKt/nkYiLvJXnwmi6r1SoYHXrn+KE4PfWDZNTkJiq8XcvixYv95maSIlAuJyI2KO6F1157DdOnTxcEGQBIT0/HSy+9hNdee03VwiUCJpMpaSM+ZmVlYdGiRcLf5L0UOhRMiwAoLUi8Iteuheyc4hfFM2ZFRQVOnjzpc/zUqVNCptD6RLIvUnzdRo0aRS6GYULBtAjP7UZds44AY2CsTmAJJcYJeUNFh2TzWE02FK+sQ4YMwbhx41BcXIzff/8dv//+O4qLizFhwgTceeedkShj3FMfFqkFCxb4uBh269aNJlEFUDAtwmw2w2Rya2Jqf/8eR2YPxZHZw3D641moPXVQkSa3vNxtsNqmTRvSEkSYZPRYTTYUCzMLFy7E7bffjjFjxqBDhw7o0KEDRo8ejQEDBmD+/PmRKGPcU18WKV4V+91335GqNUQomFb9ZuXKlbDZbKJjzG5DVflmHF86FadWTZOlyS0qKkJ2djYAkJYgClBYhfhHsTBjsVgwf/58/Pnnn9i7dy/27NmDM2fOYP78+Qlj2BoJ6ssiRarW8KFgWvUT/u2eD3fg/XYPlxO2393alkCaXNISRBeyc0oMZHkzSXH8+HEcP34cvXv3htlsBmMMHMepWbaEI1TL+ESBXErVhdd0EfGPGt4rcryYAIDjuICaXP46er0eAND6voWo1ZA3VKSgsAqJgeKn8s8//0S/fv3QuXNn3HbbbTh+/DgA4N5778Vjjz2megETkWSN+EiqVqK+oZb3ipK3e6PRiBEjRsi6DgBwXnGtSEugLtHI5USEj+LVdurUqdDr9Th8+LDQwQAwYsQIfPrpp6oWjogfSNVK1DfU3FJVkqm5pqbGrxeT6DrNOvh8H27GZ8KXZPdYTRYUbzNt2LAB//3vf9G2bVvR8UsvvRS//fabagUj4otkDg5IEN6ovaWqVtBE0XX+8J1vSUsQGfLz81FYWAiHw4Gq8s9Q/dMOCiAaZygWIauqqkQaGZ7Tp0/DaDRK/IJIBpI5OCBBeKP2lqpab/fe1wEu5k1TeB1CGfXFYzWRUTzSe/fujYKCAuFvjuPgcrkwc+ZM9O3bV9XCEfEDqVqJ+kKktlTVikfleR0AOPb2pKSLaxWP1BeP1URF8TbTzJkz0adPH+zatQu1tbV48skn8f333+PMmTP48ssvI1FGIk4gVStRH4iU94pamZr560ycOBHARS3BOcr4HA2S3WM1kVHcC5mZmfjf//6Hv/3tb+jfvz+qqqpw5513Yu/evcjIyIhEGYk4gVStRH0gkt4rar3djxw5Elu3bhV+H+p1PKG0CPJJVo/VRCakODMtW7bEP//5T7XLQiQAI0eORGZmJmbPno3Vq1fDarXCYrFg2LBhmDp1KgkyRMLDb6kWFBQIW6reMWHC2VJV6+2+a9euOHz4MI4ePQqHwxHydcrKyjBr1iwUFxcLz/PQoUORn59PzzORMIQkVm7fvh1jxozBddddh6NHjwIAli1bhi+++ELVwhHxCUWwJZKdaORbU+vtPpzrUERvIllQPPrXrFmDW265BWazGXv27BHyjFy4cAEvv/yy6gVMVoKpdMNV+TocDpw6dUrwyIgEpGqtI1FV9PFW7ngpT33YUqW0CEQyoXgVeumll7Bw4UK8/fbbQjhtALjuuuuwZ88eVQuXjASLKBpuxNH33nsPl1xyCfR6PVq0aAG9Xo+MjAysWrUqktWqt6gVITbaxFu54608QPJ7r1BEbyKpYAoxm83s0KFDjDHGUlNT2S+//MIYY+yXX35hRqNR6eUizvnz5xkAdv78eVWvW1tby0pKSlhtba3s3xQWFjKdTscA+Hx0Oh2bMmVKwO8LCwv9Xru0tJRddtllkr/lP1OmTIlKPRORSPRnoP6KBXwd463capcnEmPW6XSyyspK5nQ6VbtmuIRTT6fTySwWCwPANMYU1i5/Devw1Drh0y6/mGmMKQwAs1gsMas3zT/JhdJ6Klm/FWtmWrVqhZ9//tnn+BdffIFOnTopvVy9QY5Kd+7cuSGpfIuKinD11Vfjxx9/DFiGuXPnkoZGJRJZRT9x4sS4KXeitGOybakqSa9AaRGIREDxkzlx4kQ88sgj+Oabb8BxHI4dO4YVK1bg8ccfx4MPPhiJMiYFclS6PEpUvvxi4HQ6AfguBm7qspk/++yzEahd/SORVfTxVO5EbsdEhpInEsmGYmHmySefxODBg9G3b19UVlaid+/euPfeezFx4kRMmTIlEmVMeIJFFE3vf79wrtKIo/KEJAZo3IaMv/zyS0SNgusDiZp007Mc8VDuRG3HZIAiehPJRkgj9F//+hdOnz6NnTt34uuvv8Yff/yBF198Ue2yJQ3+VLqMueCqrXFbB1xEicpXyWIA5hSud+bMGfUrWY9IVBV9TU3d23c8lDtR2zFZiIb7OUFEi5CC5gFu1WOLFi3AcRxSU1PVLFPS4Z0xt+bYflTuXQ/rj1+6k8RpDcK5SjLqKgm7DlYnMTVu3Dhida0PqJUBOdqYTHVljIdyJ2o7JgtqpVcgiHhAsWbG4XDg+eefR8OGDdGxY0d06NABDRs2xHPPPQe73R6JMiY83irdk8ueQFX5ZiHbLZy1wrlKVL5K9r15MjIyREnqCOUkqoresxzxUO5EbcdkItndz4n6g+JVbcqUKVi7di1mzJiBnj17AgB27NiBadOm4fTp01i4cKHqhUwG8vPzsWLFiouGum4ticaY4pOoEYDsJI5Kwq7zUGBDdUjkpJueWwuxLncit2OyQMkTiWRAsTBTVFSE9957DwMGDBCOXXHFFWjfvj3uvvtuEmb8kJWVheuuuw7bt28H4DbW9RY8+H1qALJVvnIWA54pU6Zg+PDhEaxl/SGRVfSLFi2Km3Incjv6w+VyJaRQwLufE0QiovhJM5lM6Nixo8/xjh07wmAw+P6AAOCe4Hbv3g0guLGuVquVrfINFnYdAJo3b46VK1fizTffjGgdlRAvYevDIVFV9EOHDo2rcidqO3oTj1GMCaK+oFiYmTx5Ml588UUhJxMA2Gw2/Otf/yLX7AAo8dxwOp04ceKE7CSO/haDESNGYNeuXTh58mTcaGSSbcJP1KSb8VbueCuPUihhI0HEFsXbTHv37sWmTZvQtm1bYaIpKytDbW0t+vXrhzvvvFM49/3331evpAmOUs8NpdFGE2Hfu6ioSBTtFaib8AsLC1FQUJAwb+HeJKqKPt7KHW/lkYNUFGPPrV4+inFmZmbCCGcEkWgoFmYaNWqEu+66S3SsXbt2qhUoWVFirDt48OCw7iN3MYjm3n4yTfgulwsXLlxAdXU1mjZtqrp3WKLaXNRXvANXStnC8VGMlyxZEtvCEkSSongWfvfddyNRjnqBXGPdwsJClJSUYOjQocjPzw+6uCtd/MrKyjBr1iwUFxfDarXCYrFE5F6e5ybDhF9WVoaHH34Y27dvB/OI29OmTRvMmjUr7K28cPqFiA3SgSvdW8i8LVz1TzvgslVh9erVWLx4MQmoBBEBwn6qtm7divXr1+Ps2bNqlCepkWOsyyNnvz0U+5NQ9/bLy8tl30uqXCtWrACQuGHri4qKcNVVV2Hbtm0iQQYAjh49ihEjRuChhx4K6/pkc5F4UBRjgogPZAszM2fOxD/+8Q/hb8YYbr31VvTt2xcDBw7EX//6V3z//fcRKWQyIWWs64ncrMGhLH7hZCjOzs6WdS9/5RISYaakJ9yEX1ZWhrFjxwpClnQyz9CzkidK5mjCF0rYSBDxgWxhpqioCJmZmcLfxcXF2LZtG7Zv347Tp0+jR48eeOGFFyJSyGTD03Nj1KhRwnG5WYNDXfxCyVBcXl4uHA92r2DlAgDHmd9Rc2y/qFzxPuHPmjVLEMaCZTyXk5Xc2y2dMkcnLhTFuP6SDOElkgnZT9ahQ4dwxRVXCH+vX78ed911F66//no0btwYzz33HHbs2BGRQiYzJSUlAJRtv4Sy+IWaoXju3LnCNYLdS14Gb+DPj15LmAlfUTJPBM5KLrX9lpubK2hzEnULrr5DCRvrF8kWXiJZkL1q2O12GI112wM7duzAddddJ/zdunVrnD59Wt3SJTmh7LeHKpSEeq8PPvhA1r1WrVolu1yOc8fx+9zchJjwlbQbj1RWcn/bb8uWLROyWZPNRWISzBYuEaMYE9KQbVv8IluY+ctf/oJt27YBAA4fPowDBw4gOztb+P73339HkyZNVC/g0aNHMWbMGDRp0gQWiwVXXnmlEEk30Qllvz1Ug8Ow79WsQ8B7KV30Wa01ISb8UJJ5emcll7P9Juf68bgFR7hJlijGhH/Iti2+kS3MPPDAA5gyZQomTJiAAQMGoGfPniIbms2bN6N79+6qFu7s2bO4/vrrodfr8cknn2Dfvn147bXX0KhRI1XvEytC2W8P1eAw7Hv98VvAeykpl06nE8oV7xO+knYDpLOSy91+I5uLxCbRoxgTgSHbtvhGdpyZiRMnQqfTYd26dejdu7fIswkAjh07hvHjx6tauFdffRXt2rUTxbaRyguVyCjNGqwk+J734hfKvQYNGgQAQe81fPhwMMZklWv06NFxHanYG8+M58GSeXpnJZcTh8T64xdgFwUYyhyd+CRiFGMiMBRPKP5RFDRvwoQJmDBhguR38+fPV6VAnnz44Ye45ZZbMGzYMGzduhVt2rTBgw8+iPvuu8/vb2w2myhvVEVFBQC3zY/dbletbPy1wr1mZmYmCgoKMHHixItSvws4/QtMGgBmM3Q6HRYtWoTMzEzhXo8++ijWrl3rzjL8y5c4s7gU+mYdUPvHb2C2Kpgv/u6RRx4RlU/OvRYsWCC61y233ALArXmpDnIvALLL5XQ6YTAY4HQ6BU+hWBKoPzMzM7Fs2TLcd999F22QxO3Gc//992PIkCGia1itVjDGYDabYWx7OcwmAwCPODVaIxp27ALb7/s87hh8DKhdx2SC6pk8xEsd5TzHDdpfDtvv+8AYw4ULFyRDb/gjXuoZaZTWU0l7cMw7AlgcYTK5DUjz8/MxbNgw7Ny5E48++igWLVqE3Nxcyd9MmzZN0kW8sLBQ0eAiCIIgCCJ2WK1WjBo1CufPn0eDBg0CnhvXwozBYECPHj3w1VdfCccefvhhfPvtt37dwKU0M+3atcPp06eDNoYS7HY7Nm7ciP79+0Ov16t2XZfLhZqaGphMpqBqyvLycsybNw8lJSVC+PvBgwdj8uTJ6Nq1a9B7rVq1CpMmTZLUjOh0OrhcLhiNRixevBgT7n8ANU4Gl/W8cA7HcXj33XcxZMiQkMqlpK6RRkl/ulwuVFZWorq6Gk2aNAmam2nSpEmCl0NKZh+k3zgBnN4IZrfh7OZ3ULVvCwBg1KhRWLBgQcTaJR7GbDSIVD2B+KprJOsZL8RTHeU+xyNHjsTChQsVXTue6hlJlNazoqICTZs2lSXMgMUx7du3ZxMmTBAdmz9/PmvdurXsa5w/f54BYOfPn1e1bLW1taykpITV1taqet1QcDqdrLKykjmdTtm/KS0tZTqdjsGtK2UaYwoztuvKOGOKcAwAM5vNrKSkhF36RDHr8NQ61nbqKmbJ7Ct8n5eXp7hcpaWlLDc3l1ksFgaAWSwWlpuby0pLS0NtgrCJZH/KaWudThfx+qtdx3jsR8Yi05fxWNd4moMiRah1DGVODIa/5xh6k2jONJlMisdGfehLxpTXU8n6HfvXqABcf/31+PHHH0XHDhw4gA4dOsSoRPEJb3Co5E1RrocNOPc1uYvGblqDBU1unSwrkJtUuaIVpyGeonMmYxySaPVjbW0tDh06hNraWlWuFwoUWyRxUDOgnfcc4u85hpfnZk1NDY2NGBDXwszUqVPx9ddf4+WXX8bPP/+MwsJCvPXWW5g8eXKsi5bQKIpqy3yFgVADuUUjTkO8RudMpjgk0ejHGTNmIC0tDUajEZ06dYLRaERaWhpmzJihSh3kQrFFEge1hM5Ac4jnc8zbdPLQ2IgtsryZ7rzzTtkXfP/990MujDd/+9vfsHbtWjzzzDP45z//iUsuuQRz5szB6NGjVbtHfURugDvbkXLhmP2PX4HGbgEm1EBu3togb9ftqvLPhDgNS5YsUVyvoqIi0cID1E1mhYWFKCgoiKnQwMchSSS3dCki3Y+33HILNmzY4HO8srISTz31FDZt2oT//ve/4VZDFpGuK6EOUkKnZ3gDXrDIzMwMqAGVO4csWbIELpcLy5YtA0BjIx6QNZM2bNhQ+DRo0ACbNm3Crl27hO93796NTZs2oWHDhqoXcODAgfjuu+9QU1ODH374IaBbNiGPUKLaVuz6SPgulEBuoaZhkEsivUGHsi2oNqFuw0W6H2fMmCESZKSiJW/YsCEqGppI15VQDzUC2imZQ1wuF9asWSOcR2Mj9siaTd99913h06JFCwwfPhyHDh3C+++/j/fffx8HDx7E3XffjaZNm0a6vIQKKIpqq3Er76z7t+P4iqdCzqUUahoGudSH6Jxq2QFNmjQp5G24SPfjiy++KPw/kC3XSy+9pOi6oRDpuhLqoJbQqWQOobERfyh+NVy8eDEef/xxaLVa4ZhWq0V+fj4WL16sauGIyCEn0y80WuibthN+U/v79yEbrYaahkEOyf4GrZYdEN9GRUVFIdsURLIfa2trUVlZCSB4P164cCHiRsGRrCuhHmoIFkrnEKPRSGMjzlAszDgcDvzwww8+x3/44YeEWyTqM7z9Bo+3hw00WjS+9SE4zp8S/S5Uo9VQckPJJZnfktQ0apw4caLwd6jbcJHsx6NHjwr/l5Os1PP8SBDJuhLqoYbQqXQOsdlsNDbiDEXpDABg3LhxGD9+PH7++Wf8/e9/BwB8/fXXeOWVVzBu3DjVC0hEjtGjR+O9997DunXrhGOczgjL5TcgtfsAVO79VHggR44ciTfeeCMso1WluaHkwk9mVqtVmMz4tyogcd+S1DJqBLxU6Jl90DR7QsjGinJyVWm1WsX92KZNG+H/wfrR+/xIEakxS6hHOPnqeEKZQ2hsxBeKV6V///vfePrppzF79mz07t0bvXv3xuzZs/Hkk09i5syZkSgjEUFeeuklcQRbjRaO8ydxatU/6rabAEyZMiVso9VIxVtJ1jdoteyAPFXoAJB+471hb8Mxj8DhPlo9r+/lYjAYkJqaKlwzUD+mpaXBYDAovodSkjFGUDIiZ9s8kGARyhxCYyPOCCea3/nz51WPrKs29SECcLgUFhaKIlt6ftLS0iISTTUvL08UTTUvLy+saKrhRtmNt/50Op1C+2iMKaxd/hrW4al1wqddfjHTXKybxWIJGOm0srJSFM2587Mfia7V4al17kimF9upsrIyYNlyc3Pr2rRRK8bpjAwA43RGpmvUSlZ0aH+8+uqrovHnLzL1q6++6vcakYoArPaYDZd4G7ORQEkdA81jOp2OFRYWBvx9qHOIGmOjPvQlY3EcAbhBgwaq5jsilKGWd0uggG5bt25Vo6gieHudCxcuoLKyEhcuXMCSJUvCeoNJtrckNe2APG0KAIDZbaLvlWzDeRtKtho/F+3yV6Pd1GK0y1+NVuPfDMvY+sknn8TNN99cdz8JrQ8AvPDCC1ENhhiJMUuoS7iBKUOdQ2hsxAeKhZmTJ09i7NixaN26NXQ6HbRarehDRJ5IRLn190DKSVgZKmrHW0mmKLtqetJ4qtAB4Ozmd0LehpMSsjhOA43B5P5XBWPr//73v3j11VeRlpbm95xYpROIhxhBhH/CFSwCzSE7d+7EHXfcoSh9CxE9FLf6Pffcgz179uD5559HcXGxEGuG/xCRJdJ5YhL9gUyWtyS17YBENgX7tii2KeDxJ2Qx5oKrtgbOWqsqxtZPPvkkKioqsHPnTnAcJxyP52CIRPwQzjzmPYd88cUXYIzhhhtuiKsUKYQYxd5MX3zxBbZv344rr7wyAsUhAqGmd0uyw09miYya3hJZWVlYtGiR8LeQJO8icrfhvD1H/vhgJjRGE6p/+tq9fcVphHxeahhbz507VzAmppDxRDTRaDT48MMP4zpFClGH4pmmXbt2IXkqEOFTH6LcEnWobQfEa3pGjRoV1jacp5an5pdvYN23tc4OxyMx6eWXXy7rev5I9mCIRHyTSClSiBCEmTlz5uDpp5/Gr7/+GoHiEP6giT36eBpYq2VsrZRI2AEtWLAgrG24rKwsUdoBQDqH0vPPPx/WRB9PwRBj1f/xWo5YEq02oJfHxEKxMDNixAhs2bIFGRkZSEtLQ+PGjUUfIjLE08Se7HgbWBsMBhiNxpjtl0fCDihc2yjPKOCRmujjIZ1AJIzt1SrHpEmTolqGWBPNvqCXx8RDsc3MnDlzIlAMIhjJGuU23iguLvbZI3c6ncL/Y7lfHi92QNITvVu45if66p92wGWrwurVq7F48eKQhCY1IruGQ1FRUVzYS/grR1FREe644w4UFxcnvd2G1HMZyb6Q+/JoO1IuvDympKTA5XKhuro6rEjpRGgoFmby8vIiUQ4iCLGe2OsL999/v2jC5IlXY+tYTJ6hTvShEKuQ8fFibB+oHIBbGzBx4sSYj8NIM3HixKj2hdKXxwMHDmDOnDkoLi6G1WqFxWLB0KFDkZ+fn9T9Ek/Imv0qKipE/w/0ISJHuCG7ieDwWhhdo1bCsXjcL4/l9kc0t39iFQwxXuwlApYjs0/UyhFrot0XSkIj9OjRA9dcc03EwmUQ8pAlzKSnp+PUKXf25EaNGiE9Pd3nwx8nIkeyRbmNJzz3vDmDBc7KMwDic7880rGGghHtXFjRDoYYL/YSwcqRfuME4dxktdvwrFO0+0Luy+MXX3wR0ONp7Nix5PEUBWRtM23evFkw7t28ebMoiBURXUaOHInMzEzMnj0bq1evFlSaw4YNw9SpU0mQCRFeKAAAfbOOqD26z/3/CG+jKEXu9sfll1+O7t27R6wc0d7+4Y2gFy9eHPFtNTW20dTY/gtWDk5vBODWJIY6DsMpZzS2OGtq6rR+0X4W+ZdH/nmTis3UrVs37N27F4D/OEhOpxPPP/88PvzwQ1XKRUgjawRmZ2cLrth9+vRBdna23w8ReZIlym28Yv/jV3A696QZKy8af8jd/vjb3/4W0W2nWGkJoxGhOpxtNDW3/4KVwzPHltJxGE45I7HF6c/d2mSqs1OJxbMYLL3Bd999ByC41uiTTz5JSs1ZPCF7RujcuTPatWuH3NxcvPvuuxRnJg5I9NQD8YQoEWOtFdpUtyYyGtsoclGy/eF0OiO+7ZRMubA8CXUbTe3tv2DlOLv5HeFcJeMwnHKqXcdggpFnnWL1LPp7efzLX/4ivFgEC5fhcDhQVVXlc21CReSm7t62bRt78cUXWb9+/ZjFYmEajYZ17NiRjR8/ni1btoz9/vvvci8VVZSkEFcCpWxPLvh6ms1mBsDnozGmMGO7rowzpgjHdDodKy0tjVoZKysrhXsb23VlHZ5a5/MxtuvqU3a+nJHsS6fTySorK5nT6VT92kpRo56lpaVMp9PJ7n+l56tRDrPZzEpKSlhaWprs64ZTTrXrWFhYKLqe95gtLCwU+jItLS2unkXGGKuoqBCVqV1+sehZbJdfLCpjRUWF32vVt3lWbj2VrN+yxdhevXrhueeew2effYZz587h888/x7hx43Do0CHcf//9aN++PS677DJlkhRBxBn+3uziwdhayfYHpzPC0qUfgOh4uySbllDpNlqkvJ+ClQMAFi1aJHschlNONesoN1VAeXm5UMd4c3xISUmBVqsVyhRIa6TVauMiRlQyE9LMo9fr0bt3bzzxxBN45pln8OCDDyI1NRU///yz2uUjiKjy9ttvCxOUFEajMWbbKEq2PyyX34AmtzxAUUrDQO42WqS9n/yVY9SoUQDqcm4FI5xyql1HuYLRvHnzhDrG25amRqPBgAEDhL/9eTwBwG233ZY0gn68oqh1a2pqsHnzZjz//PPo1asX0tPT8fDDD6OyshILFizA4cOHI1VOgogKQ4cOxe7du5GXlycYE5rNZuTm5mLHjh2wWq0xNbaW4y4KjRYN/jbIJ8WFp2cIIQ85xvbRSDUiVY4FCxYoukY45VSzjkoEo5KSkoBtEGvHh5deesnHrsdbc6bRaHxymRHqIzsCcHZ2Nr799ltkZGSgd+/eeOihh5CdnY0WLVpEsnwEEXWi6QYshZTLK3+sW7duAd1FodGi6e35MDTv5OPp4ekZQigjUCoJpdFijUaj5HWC4T0uPNNsyPmty+WC2WxGdXW14pQoaqVTcblcOH36tCLXd2/USOuhllt5VlYWli9fjrFjx0r2h1arxbJly8jTNArI7sWvvvoKTZs2Rd++fdGvXz/ceOONJMgQSY0/O5BIZe2V8uzIyclBTk6O6Ninn36KFStWIC8vT9DSAO6oxS1Gv4qUzGxKcRFFlGz/Wa1WNGzYUJErsz+PH96eRO5vGzRoALvdLquc3uMl3ECJnuXwXDdqT/wc1N1aTSLhVj5y5EhJbW5eXh52796dsF59CYdcK+TKykr2ySefsKeeeopdc801zGAwsK5du7LJkyez1atXs1OnTsm9VFQhb6bwoHrWUVpaynJzc5nFYmEAmMViYbm5uap4UQTy7JD68N4ee/bsYVqtVpanB/Vl5JDj6eOvDwMRaFykpaUFrKecMRUNb6Zg5TC27Sp4ArXLL2YpXW8SvpswYYJqfSnHeypcQvXqo2dTGiXrt2xhxpuKigq2fv169sQTT7C//e1vzGAwsC5duoR6uYhBwkx4eNYzntxv1SZYf0ZyIpRaJPQtMmQvOnLLVh/HbDQJtmhzOqMil+JgwgPvmr1nzx7Fvw1VwFL6HMgtB6c3SbbNnj17VOnLSLnOqwU9m9JExDXbm5SUFDRu3BiNGzdGeno6dDodfvjhh1AvR8Q5kyZNiklSw3hArhtpoPYItDUl5dlhaNZB+D6YG2yyBq9LNKT6gceUcS3aPLQMzYdOQ5sH35XlyizH4weA4PETym95zz2540XpWJNbDmavkXS37tq1q9+yKCFeEocSkUO2MONyubBz507MmDEDAwYMQKNGjXDddddh/vz5aNmyJebNm4eDBw9GsqxEDOC9DoqKiuptRthwJsJge/QOh8PHs4PTGWD98UvRsWBusPHo6VEf4fvh/Pnzgv0EpzdBYzTj6NyxODJ7KI7OHQvmsoO72KdSrsxKPX5CdaM2Go2oqKhQNF7kjjUl5eCJhBAeL4lDicgiW5hp1KgRevbsiTfeeANNmjTBrFmzcODAARw+fBhLly7FPffcgw4dOgS/EJEwlJWVYeLEicLfoWgkEp1wJsJAod+vvvpq9O7dGw0aNPDx7GD2WiHvjlI32FgEr4uUQXQiY7PZhH5h9hpY920R+pTZbbDu2wp20fBVypVZliv0Re1duG7UGo0mpPESbKwpKQcAnDx5MqBQFeo4i4brPBF7ZI/gmTNn4ocffsDvv/+O5cuX495770VGRkYky0bEGJFGIrNPvVTN+psIGXPBVVsDTmeQnAiDbU05nU5s375dNHHyLq+c3nAxI3L8Jbr0JBKeIcmC2Wz2cYX3HgM8JpPJpw9lRXv+4zcA/t2oA/42CuNHaTmaNm3qVzAKdZvb0yVdbjli9TwR4SFbmJk4cSI6d+4cybIQcYSnRgIA0m+8t16qZr0n5Jpj+3H641k4MnsYjsweiiOzhsF2dD8A8UTob2uq+fAXAHDC9TXGFGgsjQDUubwyRy0sl10vOhYPiS49UTvhYLKh0WjQtGlT4e9A9iJt2rTx6UMlrtCDBw9W1Y1aLdQoR6jb3Gq5pBMJRLjWyfEOeTOFBp/UkPeY6PzsRwGTGlZWVsa6yGERqD9zc3M9PC84v54gvXr1Yoy53TN59213Aro1QpuldL1ROD+l602sXX4xazXuDQaN2L1aiTeTGnVUAnmGBGf58uWi9vEcA7wLsuZie5lMJkkPwUh7M0Wjj8JNbMm7n5vNZtVcwWnMxo649GYikhtPjQQAYb+fpz6pZvPz8z3yNTEA0lsGO3bsQFlZWcCtKSnDXkPzTmh6ez6gqUtaZz/5i6gM8ZJcD4gPz5B4ttPhtQI8wew0ampqJO005CS7BCDp8aM0UWakCKccoWxzB9ve5Ymn54lQBxJmCEk8VcQAcHbzO0mpmpWzKGZlZeG6664T/g62gPuzFQhk2JuSmY1WebOFLSfALSTyEYDjxeU61p4hiWCnM2vWLFFo+3DsNAK5Qm/dujVgOZS6Uft7FsIVHEMJHeByubBq1Srhb7nb3JFySSfin8RcgYioIEpquG+LZFJDnU6HqVOnxrKYIeG9KLZp0wYAJEPEu1wu7N69G4C8BRyApK0ApzeA0/k37NWltwZzuvf2zWYzzp8/jw8//BAffvhh3Lhcx9IzJBHsdES2Zpo6bUQ4dhr+XKHlxGCR40btT0BctWqVaoKj0tABS5cuFSVG5fQG0fdS4yzSLulEfEPCDOGXrKwsLFq0SPg7WVSz/hZFwJ1Q1XtRDGUBl8pufbLoWTCX+4092AI3fPhwUd6lWLhcSxErTxk1AhdGA9FYadZB2Dr0l+FcyctAOGPA328DCYgjRoxQXXCUU4eysjLcd999omNytrmj5ZJOxCfUk0RAeA3DqFGj4marIxxCWRRDWcD92QrA5RB+p8YCF034TMN33XWX++8oeobItdOZNWuWZKblSOBwOHDq1CnU1tYK2zCeY8V57gQa3/qQyBbK82UAAJYsWYJu3brhwoULuHDhgt+tnEjYCHk/C5zBAkPbLoA+sEu5XMEx1DJ7b9MB8ra548UlnYgNJMwQsliwYEHcbHWEg79Fsc19C4VzvI0KQ3Ux5W0FcnJyPAyI3dfjOE64Xrxru7y3IVavXi2UPxoCmZLtg4KCArRq1QqAOzZJJDQ1q1atQkZGBvR6PVq0aAGj0YjU1FSYzWaMGzcON954o7vctirYDpe7M5l37SdsMfL07t0b7733HgwGAxo0aIAGDRrAaDQiJydHKHckbYQ8nwVwGrBaK+wnf4bW0lA4J5Dg+Pzzz0teN5wye/Y1pzfVabZkbHPHi0u6XOLZiD0hCdfVKt4h1+zwCFTPREs8GchluvOzH7GSkhKW0qgpA9wZsT3rFYmMwRzHMYPBINwvLy8voq6hoYxZpdm8+XZQIwMxDx8mAAAztuvqEyLAO0wA77JsNptVL8uUKVNk1V+j0fiMFRgswjGtVss4zr+bv1arZVOmTAma1DHUOcjpdApjz98nmEs5ALZ8+XLRdcNNyOrd123vfFroS6lrLl68WPT7eHFJD0RpaSnLzc0V5iKLxcLGjx9f79cTKcg1m4goieBRIkWwPXUAfkPEh+JiGmxLizEGl8uFHTt2xKW2S46bK8dxQqTbSG0/Ktk+AABDm78K/1fTlmbVqlWYO3eu8Lc/t1+HwwGO4wRtnLDFWOseezqdDi6XC4wxv9dyOp2YO3duwO1Qz1QjStm5cydqa2t97g9DXTgGOSkIPJ97NeyavPvanNEDgNvbj/Mqi8lkErnAA/Hjku4PfzZKvA2SZ6BSQhkkzCQYSlWTaqsyE8GjxB/BFkUAfkPEA5HJGOxwOLBw4cKYq7ylkFN+xhiGDx8e0e1HJdsHlsw+aDH8BXeZM/sAUC/mzTPPPCP8P5DbL+AWRm677TbJsXLrrbeKBJlg1wo0dkJl/vz5fq6/BODcY1GO4Oh0OoW2VWLX5G9O8u7rs5vfAQA0vmUy2kxZBktmX+HcESNGSD438ZpFXs7LwcSJE+P+pTBeib8ZNADTp08Hx3F49NFHY12UqKNUGxIJ7Um8e5QEE9wCLYpCEsAge+qRyBgcj+kglJS/uLgYZrM5ogKZlHeYt/0ENFo0vPZO4TfpN05QrY0dDgcOHjzovo3MDNCbNm3C4sWLRWNl8eLF2LRpk3COnGul958Y8Hul9XK5XFizZo3k/bUGCyx/7eU+L4jgyLuer169WjL7u3eZ+SzhBQUFAeck75AQAHBq9TQcnT8O1n2fAwhukxWPWeQDCnsqC971kYQRZr799lu89dZbuOKKK2JdlKijVBsSKe1JPER+lUKJ4OZvUTz69iThHDnGq2pmDI7HTL3xVv5g2wcA0PT2fBiadxL+5vRG1cp45swZ4f9ytl887+k5Vqqrq0XlkHMtziOXl9T3nvFY5BCsbxtee5fw/0CCo+eW7JkzZwJes/qnb4Qs4Tz+5iTvvgYA2+/7QtoqipeQBsFeDtJvnCCcG48vN4lAQggzlZWVGD16NN5++22kp6fHujhRRak2JFLak3jUNLhcLrz77ruKBLdo7akrdRM1Gn3td2JJPLq5Sm0f8HB6E8yXXis6xuw21crYuHFj4f9ytl/83dNsNouOybkWgyvg997ZuUXnSmgrg/WtLr01oK0LUucjOGq0aHzrQ3CcOyHUs3Hjxn6vWXvqIE5/PEv4W86cxPf1qFGjhGNqbBXFyoMomADpaQ8Ujy83iUBCCDOTJ0/G7bffjptuuin4yUmGUm1IpLQnNTU1cfOmzmtiUlJSMH78eMWCm789dQDYunWrKnvqSuw8rFYrGjZsGFdG1ErKP3To0Ki9+XpvH4wdOxYAwC6WyXMRPbv5HdVccXU6HTp1cmt9gm6/XETqnhqNBsOGDRP+lnOtsxvfCvi9VL0CaSvl9C2ctT7X5HRGpHTthxajX4XtcLmobXU6nd9rnv9mDXAxWKSSOSkrKwsLFiwAABw/fjysrSL+JS81NTUmTgvBBEjPoIAUAyc0OOZpiRaHvPfee/jXv/6Fb7/9FiaTCX369MGVV16JOXPmSJ5vs9lgs9UNjIqKCrRr1w6nT59GgwYNVCuX3W7Hxo0b0b9/f+j1etWu64nL5UKbNm3c0SqNKWh93yJRWG9mt+HY25PgslXBYrHgyJEjaNeunezzjx49GnSC5+t50003oUOHDh7XXih6m2B2G46+PQlMwbVDobi4GBMnTvQxfkzJ7IP0GyeA0xvB7Dac3fyOsN8+atQoYVL0xuVyoaamBjqdDp999pmq/VleXo7s7GyRsKVv1gG1f/zms/Dx6HQ6LFq0SJQXSy2Ujll/5bedPAh4TMYmkwlDhgzBlClTZIXYVxOpMqa1vRQLX3oK48ePR3V1NXQ6HbZu3Rp22dauXYt77rlH+DtQfwa6Z3l5OXr37i0KDBdsbEh9n5qairffftunP/09I3y5Fi1ahMsvv1zx2OQMFhiadxSd41lPqb7QNW2P2qM/CH8rnZPUmGdnz56NF154AVJLXSSfN28mTZokaIq956vqLwow96nxGD9+PIYMGeJ3vkp0lPZnRUUFmjZtivPnzwddv+NamDly5Ah69OiBDRs2CNJ4MGFm2rRpeOGFF3yOFxYW+qimCYIgCIKIT6xWK0aNGpX4wkxJSQmGDBkiip7qdDrBcRw0Gg1sNpvoOyDZNTOBtSG+mpnwtSee9fzxxx+Dvs2p9RYsheebjeXy3rDu3wYAMLbNRPNh03zOP7V6Gmy/7wPgVlMHEmYj2Z/l5eWYN28eSkpKRKH2TZf0QNPbH1GsTQqVUOvIl//9998XGZtGu//llLGkpASMMSxevBiffPIJJk6cqHpZ1q5dixdeeAGHDoltZAwGA4YOHYrJkyf73LO8vBxz587FBx98AKvVCovFgt69e+PChQv4+uuvBS2NTqdD//798dxzzwnaDs+xY7FYMHjwYEyePBmXXXaZT38GevuXGl/+rn/zzTdjw4YNwnGtVguO4+BwOERl8Kd5khrvocxJ4TyX5eXluOGGGwSNTCDtUySeNyn8ac3MZjMWL14Mq9UaFS1RrIikZiauIwBXVFSw7777TvTp0aMHGzNmDPvuu+9kXSPRIwDn5uYKkStTut7E2uUXC5E4U7reJHyXl5cX0vnB8K5nuBE+Q8U7em/bqasZpzd6RCot9olUykf99I7mK6eekcButwuRTINFV5VTZqWEW8exY8eqOrYigdPpZOfOnQtYT7UiV9vtdnby5Elms9kCXi/YM7N8+XJWUVHBKioq/F5Dqsze/RkownWw8eWvTTyPK203/vxwxk04Y1bufSP1vPmjtLSU5eXliSIAT5gwgSIAS5A0EYDT0tLQtWtX0SclJQVNmjSJ+ptfrJATX8PTlVjp+UqJVUAqb28ArcEMy2XXA0iMPCyAW2vIG0bH2ohaKYFik8RT3ByNRuNXA6d27CWdTofmzZvDYDD4df+V4114zz334ODBg0hLS/M7TuW4GCt1p6+qqhI8e/xd3/O4Ujdn/vzHHntM1pz0yCOPqOZppGS88u3BP2+R9niSioGTrDYy0ST2MzwREKWuxNFwPY5FQCpvb4CaY/vhrL4gfJ8IGajj0d1ZLvEWd0YpsYpcHc3YTEajUfb40mq1aNmyZVQ8e+TMST179sQNN9ygWnmUjFfA/WweOHAgqmla4iUGTrKQcK24ZcsWv8a/ycrIkSOxc+dOjBo1SljgLBYLcnNzsX37dowYMcLn/GDaEzXePjwfxki/zXi7k55c9gRqfvlWdI4/wa1bt25xkZ3Wuw5//neBX23SkCFDYlZOKYIJYs5aq9vLCeELYmqPJX/aET4PUSixl+SUMZKxmVwul7BYl5eXIy8vDw0bNhSOBdNWOp3OiAp13u3jb07q3bs3GGPYvn27ZHlCzVWkNJ/X1VdfjWuuuSYh07QQFwlzCyzuSXSbGakMqwMGDGC333676Fhubq5kJljvfW6p6/n7rZx6Kr1eOJSWljKtVuuT2VffIoNBI7ZJyMnJYStXrpRdtmj0Z2lpKRs4cKDYbkKjY/oWGaKsvvDYx1ezLcOto5Q9VqtxbzBLZjYDV5clOiMjI6QyqzWWvOvpXe4WY//NUrreyDid0WfMqFlGpdm+KysrFd2fzw7Ol0XqI5U1OtB34WaUltM+/Jy0Z8+eoBmu09LSQh6zcu0HOY6LeabtaK0nsSaSNjMkzIRINAZfIMNBqU8wA9xQjHcD1TMWxsC9evXyO0FZuvQTvuvdu7eiskW6P5X2ZSTaMtw6lpaWiurgLQyEU2Y1x5JnPb2NYhvf9iiDRuu33MuXL1etjL4GueEZqXvfnxdmPI3Kje26MgToFzmLe6gG3ErbR46wwdcxlDHrPV79CXbdu3ePaLvIgYQZaZLGALg+IyfDKgDoW2TISlUQbpoDq9UqUoPHIumky+XC7t27hft5q+2b3PKAoLbftm1b3CTElNuXPLEurz+8bR+Yoy4EQjhljuRY8rSd0DZqiTOfvilEo5Xqh3vuuUe150dJFOVg24pS99dYGgrfe9rjtHt4BUwZ4tQOZrNZ6LdIGHArbR8lW3D8+UoJZqvDcRxefvll/PjjjxFrFyJ6kDCjEmrv88sxHAQAQ7OOsowJQzFELCsrw6RJ7gSMrVq1EhnExSLppFKjvmiWLRBy+zJeyhsI3vYhIyNDOBZumSM5lkS2E3/8FlJY/XDKKCvbN4AVK1YENDj1vn/rB98VEjdKLcLNBj0hLMJmsxnHjx8Xfh8JA26l7aP0WVaaTJPHn61Obm4u9u7di4cffjihDduJOkiYCRPe+E5NC3glby3WH78ApzMEfIMIxRCR9/7wNHzjDeKuvvpqrFy5UtH11ECpUR9nsMT8TUvpG2h6/4lx/2bYrVs3HD9+HED4/R/pBKae2hG46rQGSu4TThnlZPvm8WdwKnV/Dhohn4++WYeAizCfuTtSnnShtI/SZzlQMs1gSHlfLl26FFlZWQntYUiI0QU/hQhEdnY2LlyocxHmJ6TCwkIUFBSEFHdF7luL7Ug5mN0GZq+FxlB3jH+DSElJUXw9q9WKnTt3CipjPkqjsW0mag7vB7NVwel0ChFL5VzPsyyh4nK5UF1djbvuugvLli0T1PaNb54Ejd4kmYDP0KJTVMoWCCVtDwAcuJiWVw5Kx1OgMqt5LX/k5+djxYoVIY/ZcMs4cuRIZGZmYvbs2Vi9erUoKi5wMTJt80tQe+oQmK1K2JLJzMxEVlaW5P0ZcwmRdO1//AaXvUYQIADfRTglJQVDhw5FQUFB0GdHaVymUNtHVnkuCg9quC/z3pfex2688UasW7dOXrtwHGC3+//U1sJls8FWWQmjRgON0wnU1gY8H3Y7NDU1+Mt330FTVgY4nUHPD3os2PlqvxTpdMCPPwIXk7HGAhJmQqS83L34iEL7B5iQlMC/LVitVuFtwd9ExemN4PSGgG8QSq5nsVgwf/78OpVxZh8AQPNh05BWY8OZDQtF6nE51wvnbYbf0iouLobVaoXJZALHcWCMoar8M1T/tEPU7p5EumxyUNL2AMAgnmTi8c1Q6XgKVGY1r+WPrKwsLF26FGPGjAGgfFyoUUZeO7B48WKMGTOmLuVA15t8Fs+q8s+ELZklS5bAbDKhgdkMe3U1jCcPomHFKRg0OjRun4WU48dxafUFGD6ciabX3gkDp4W21oqanSXItFVBD+Dma66BZvVqvNi5MwwaDTQuF/Tln8HwwzaYUtOhqTwDvdMOPQAjxyHXbgcmT5a9cFrsdpRzHHSMQX/ke5jm5UHPnNA5ndC7HNA5HdA77RASz6SmAgCWXvwAAMo/c3+8qa4GBg9W2OPK+MjzD3/lAIClS92fIGgAKB2lWgBdFP4mrnA4gP/+F3jggZgVgYSZEJk7dy7uuOMOAPImJCXwqnE5b1GWy24Ac9QGfLNScr2hQ4eKVMbpN95bd52LKuPqn3bAdfF8td/yPCkqKhIZFQK+e+e82p6HD8C1ffv2iJZNLkraHgDObnwrpuUVYMw9QUksZhq7HQ/ddBPWf/gh9LYqNCh5FU165MDAaaCtrUbN7nXocXEh7XfVVdAsWeL3rVFjt2N1x444sG8f9LYqWN59GKmtOkMPBp2jFuz4z9BcvFa7Bg2g6d076OKqq63FQJvN/VZ88Q109MUPAMBWBcwKkP/GagU8cr5pAAg9pPC33mgAFF78AJC1eGoAnOeP1VqBBePrznlgK/YCwM/fuD9SbNkCbNmC9gDe9jzurAXOnxSfyxhQWAglcPBciBlQ+aei3xNxil7v/hgMdf/3/vDf9esHjB8f/JoRJK4TTapBRUUFGjZsKC9RlUxcLheaN2+Od955B6PvuReNxy8SqVZd9hocnZcnpLW/cOGC4kWorKwMPXr08Kv54dG3yIDj3AlRoLhdu3b5aIPkXE+n02H79u3o2bMnAMDYris6jJ2OGdc48eROLWxO9xbIicKnRQKEv+txHIf33nsPw4cPF9qturoaZrNZuj08FtDv9uxB/z59wDmd7jdGgxmWxm2AP49CZ6+GHoABQIpeD2a3I9VgQPZ116FHVha+2roV5aWlMADu87QG6TfQkSPRrFEjQTV89Lff0KZZM/ciGI5aNw7sWggiEbEDqAXA6fUwpKZCazKh2uGAuUEDcP4W1hCPLV+1Cl99+y3sALg2mdBeciUqf/sfKo/uR63LgdqL5bn2+uvx6qxZfq9b/uOP6HXjjbA6nbDD7cftjb95Wai33Y7169fjtttui1ji4nhAaT2VrN8kzIRAVVUVmjVrho9mzMCSl2ej4d+GQudyQu90CGrV6l0fgDt3AnoA/3jmGRg4Tv7CePHY6RMncOSXX6CDe1HmF3C918cAwP+7IEEQgbB7fJhOh0ZNm9YtVgcPBv29E0ANAF1qKoxpaYDJVPcxGkV/s1atkP+f/6DSbodTZ0Bq/0lw6s1waLWo1epR63Li+Ef/Rq29BlqjEZ9/+SU0RiOg1+PDTz7BI48/LiyaOpMJ7xQUYGRuLqw2GwwGA2w2GywWC4YNG4apU6cG3OIO+nKhEClNKg8fjTuQDaFUeSK1yLtcLqSlpcFqtUJjTEGbyQXCCyljLjirK3Bs0f1gtdagL6Q5OTlYt25d0Hvm5eX51dKTMCONkvWbtplCwGw24w6dDv0eegj9AODDGYF/MH16SPdpevFDJB8OXFw89XoYUlKgM5lQC+BcZSXOVFWhljE4OQ4NmjRBi3btkJqeHlzVG+SYQ6PBdz/8gG5XXw2d2Rza263nd1otysrKRIatchdSHs9FhdObYL7076j+aQeY3QZOb4T50p6o/ulrwQ0ZcOcV+uKLL3DNNddILjDeE6b3wtVs+D9RuXc9rD9+4b6PzgjmcgIuBywGAy4cPSp5XZfLhZ07d2LBggWCDZfS+nIAzlRVoaCgAHDUIuXIPt8t6ot1zbv7bmiuvlr47R2XXYYOffsK7V3DGFwGA+4ePRoPPfQQunXrpkg4kTKIDQcpQ2cl7aN2eQIRyGiZ4zTQWRrB0KJTUMPzFStWyBJkAGDlypVYvHgx5WKKEKSZCZEXBg3CPz78ULXrRQWtVliImF4PptOBMxjc6luPRarKbsfe775DLQCnRoNuV12Fb3/4GdbqC7C73G+FDo7DkOHDsft//0PZDz/ADgBNO0Lf+e9wGMywg+H8jztQefxHQXXs1BnhatgC1edPotZhQy0AptXi7SVLcGlmplAGq92Oy664AnYAmtaXo/Hwf8Ku0cKu1cGlceugPLe6Kisr8eCDD7oXCPjaMP353wWwfr8JAJCbm4v58+f7TPiRfDPyfuMM9kas9hszj9w6hnL/QL8J9F1VVRVSLxqEGtt1RctRr4AxF5i9FpzeAI7TSG5rAm5j27vuuguPPfaYaKH0rqfUPQCI7nOy6FnRePJcuLyN0Pn7Pvjgg34FqkDI3fINtC3hcrlw4cIFbNmyJS7f5tUaw9HTzCz1Mer+fV4eWABTAXmmABw8N568x1ak6xlvRFIzQyJiiNwxbRo+KCmBxWwGB0BrTIGpXVdojCng4B7Cep0OZaWlbluQePg4HG7vgPPnwZ0+Dc2JE+AOHwZ++QXYvx/47jtg926k/O9/OFJYiFt0OgwyGvHNc89hhMuGu11OjAVwv06H1BUr0LiwEHf+9hueAvB/xhQsyn0N83uNwVvX3oV3rx2K4pH/wjvGFCwBUMhp8OVDy7Dz3vkoe3gFvux6E7YA2Op04l+ffQZcdRXQrRtw+eUwdemCMxYLTgI4+ecRVGg0sOmNgiDj7T1iNBoDxrlocssD4C7+XVBQEJWMuIB7spOKQfTdd98FzJYbq2y6/sorp42kko7u3bs36PWk4nxwnAYagwkcp/Hx9vLEarVi2bJl6N69O1555RW/ZfMXS4S/D3PU+vVG8pdte9myZejVq5cQb0kJamS294wbE4/Ee0ZoJdGZ/RneywuGyQBN3QaI0Wj0uQ6hDvE50hKArl27AoDfCUmr1eKtt95Ct27dYlZGnlCiE/ORM0eNGiUc8868rSiKJ3OBuzjcggUaUzrR2Gy2gOWo/ukb0TYFEPmMuP4WwWhm4VXS7+GU15/wctVVVwW9npK+5vEOlc8YwzPPPCMINHx9+X/93YMxFxzWc/jzvwskF65IplnQarVo2bKl6BjHcejdu7fwfCUanuNN7YjokUBOdGadToepU6cC8K2f7GCYzCnc02arSwHiifeYJUIg1IRRiUKkE03u2bOH5eXlCQnlTCYTy8jIYCaTSUggF6ks0sFQIwsxX89z5875JMJTkkiP0xtZ+yc/lJ0xWE6SOD6TbaBytBr3hiixoL/r7NmzR7VEb0rKLoV3pvNQ7i/V7/7qGGp5ve/j7xPoelKZxANleg6W/XjgwIGsSZMmrKSkhDVp0kQY7951hEbHwHGia2u1WlEd5WZdVpqAcMqUKQHba8qUKbKuEy/JCb3HgVarFdo63Pkv1glgH374YcnnaeTIkcI5cjKi82uD9zPNX1tqzCYjlDU7DKKVNdvpdLLFixdHPYu0N/xCuHz58pDK4r2QBht8cid8S2YfxRmDlWTh9VcOS2a2rPJNmDBBtUkz1EVQDeEzUJulpaVJ1jGU8gZcBDQ6WdcLlNncn1DULn+NzzjSeAk93tmk+bFSWFjINBqN3+trtVphTPkKyP7vKyfjNc/KlStlCW4rV64Meq14EGbkZoMPdf6LRh3vvvvugGXnvIRe6XHp/0XO3/Pu2Xb+xmyyQVmzE4DvvvsO999/f8wyNXvbO4wZM0ZRWfzZS/CRjv0hN5Gey1ateE/aX5I4z60uz3JoLwYr48txfMVTsO7bKrRBIFVwSUmJnGYOSqh5fNTYlpKzLQJA1KehlNf7Pp42AZYu/cBdtG0Kdj3vzOb6Fhmia7mpS+8gN7koZ3CPFe/xrtVqxcEkvdrH6XQKz4WSLVQlCQifeeYZ4f+Bko4+++yzsq4XKeRsE/mMAw/iNfO7N6tWrcJ7770n/M0ZLDC07SLKpM4u+sj4y3YvZ3vUc7sKkH5WAd8xG2/tFc+QMKMSscgizSO1EPLIKUughTQ7OzvgveUm0qv55Zuge9L+ru+dJG7JkiWSxpH8pMOXo/b374W/5SxIahDKIqiWbYbc7Nzz5s0Lq7ye9/EWXtJvHA/msMm6Hg9f1tb3vI52j74HS5d+Ht/W9amchIQA0Grc6+5/75kjXMvhcODZZ5+V/YxGIgGhw+HAwYtxa4IJer/88oukkBBplBiBe44DXaNWwvF4z/zuibdw2XZKAVqNfhVtJy+VVSeeQC9yWq3Wx6DbJwv6fQsBAG3uWxjX7RXPkDCjApHO/BsI74WQM1gAjpNdlr179yp+m/cmkAZl+vTpYXlt8ATzjpg1a5bQrrpGrcDpxIuonAVJDUJZBNUQhJWMwZKSEqGtlJbX23PMW3jRmtPqEiCGmNm8yS0PiDKJC7+VYyCsNeDctmUAgGOL7kP1j18I2p5ffvlFVvusXr0aAML2dvHmzJkzwv/lCHqe56tFII2LEu2g53jjDBY4K91ljdb8p4aBcSDhktMZZNdJKJPEi1yvXr2we/dukRZZMgv6xbHA6Y0RXS+SGRJmVEDp221VVZVqlv7eC2Gr+xcCFzUUcsoyc+ZMxW/zUvjToDz99NOyt4pCxXtyaDV+Ltrlr0a7qcVI6dLXfU6QBWmwn2R2Sj00lHpiAVBFEJY1Bpt1ACDeFgnXc8xbeGGOWlguu17W9YC6zOaMueCqdXsYeS/qmzdvBndRQA/0BgwAcNph/WGb8Cdz2ACXWMMhVwOl1NslGI0bNxb+L0fQ8zw/XIJpXJRqB0XjrVlH2do4JVty3rhcLnz99dfIzc0NKXyAN4GES2avVaRhHDVqlGh+Gz16NPbs2YNt27b5vKxFaguzvkPCjAooebvV6XRo0aKFKrFORG9HehOYy4Hji+4Tvrcd3Y+aY/v9lsVisQi2Ikre5gMhpUFRslUUyhuX1OTAxxBpcM0QQCO2pZFakCZPniy6pvfkbzQaYTAYZPWbkkVQrYlN1hj84zcA4m0Rl8uFBx54QHZ5ve8jJbykdr8taJvz1J74GX98NBNHZg/DkdlDcWT2MPzx0UzYTvwslDU7Oxsvv/xyXV38bGW6qduWMrbN9LFvCNg+XhozNeLBeKLT6dCpUydRW/kT9DIyMoT7hoscjYtS7aBoHPzxq6AJVWtLzptJkybBYrGgZ8+eWLZsmSrhDho1aiT837vcnN4gu04AsHDhQtH8tnz5cnTv3l3yvpHYwiRImFEFJW+3DodDWJDCjTviuRAyew2s+7aA2T3iGLgcOLnsCVz47jPJsgwZMkQoi5K3+VAJtFUUTsC2QJODoXknNL71IeFvfwsSHzcIkJ78HQ4HnE53vIhg/aZkEVRrYlMyBgcPHozvvvtOaO+ePXtCo9EI2o9A5ZW6j7fw8seqf4jsDaSu16tXLwD8uN0qjFtmt7mNti+Wnd/CefrppzF9+nShjIFIyewDAGg+bJqkfYOSbSMlRuhymO6R2iSQoOcpvIWDHI3L2LFjheB/wV5qVq5cCZfLJRoHrNYKbapbi6TWlhwP/7JWVFQkHaPlosARisGs3W4X/i9Vbk1KI1l10mq1wrwmJ1Cg1DPkOf7Daa96TXiOVvFPtFyz5cTqCPRdoLgj/nA6nUI8m2D31bfIkIytEixOjKVRUyH+QSD303BioyhxwfaHXPdiz/gXeXl5Qpt7xg2S24/B+q20tFQUg8j7nkrLHiyeSbAxyLt/vvrqq37bm+M4ZjQaA5ZX6j66xm2Duud6Xi9UF2XefZ13YbVYLCwnJ0d0nUufWMNKSkpY52c/8uu+HcpzGG78H55oxpmRO7b4j5yYKXxMKJ/YPSrPcaWlpUI4AbPZLD1GNFpmyrhW9jPiidPpZAaDQTz+9SamsTSSXScALCcnR/Y9Pevm2XYpF+dZS6OmYa0J8Q7FmQmDaAkzjMmLuaBm8C3GGOvUqZOiycpbQAg22fEL4IQJEyTvH25slHADzCm9zp49eyQXJL4/x48fL08oatRK+H9ubm7ARS7YIqhWGzAmL85MWlpawHtptVq2Y8eOgIu2nLHOCy9SbR6uAOfZppWVlaLFuPOzH4mEGe/FWKvVSpY3mrE9Vq5cyTIyMkT3z8jIkBVfhifYwqAkVo7neAgWM8Vutwv3iGScGV5oLSkpYU2vHhAwhlUoMX/4ewQre6CPRqMJWeCgODPBoTgzMcKfSpqPf6K2pb/L5cKxY8dkXRtwb8d4q8flxonxtikB1ImNopZLu9ytne7duwdUBX/wwQcAgrens/KMEM8kWL6nYOpnNW0zAm2LbN3qjrkTrL2dTicWLlwYUL0d6D579uwR2UZ5t7ka3n+ebWo2m2EyuX9vP3VIvNUK3626b7/9NqIG6XIYPnw4fv75Z9jtdpw8eRJ2ux0///wzhg8frto95NhjhRIzxXO7R2ocaLVaYSyH2raeYwQA0m+81+8Yqf5pB3TNOgJQvh3uOf954i+mjCdarRbLly+XbTPljdpbmPUdEmZUxtvY9cSJE4KthdqW69XV1aipqZF1bQA4efKkj+GtnIUUgMimBAgtb423ca/aLu1qTA5yjXGZwwb9xQnU87eh2kCpObH5M7jOzMysq4sK7e3vPsEERrW9OVauXCkssC5bFc5ufkf4Tspmo3v37rIN0iONTqdD8+bNVTP29SSYPVbNsf1wVpzyOBLcY8xkMvnYbXmPg9raWthstrDa1nOMAG6DXE9Ez6LdFrLBLD//edpiBYspw78UertchwLfdkePHgUAHD16NGZjMdEhYSZC8G+OKSkpEbNcV2o8KpV6HpD3Nu+NEo2KP+PenTt3qu6iqMRzKhDB2pPTGVH7x6/Cd55RQ0ON3qlW2Xm8NUK84AuoK1grzZCspjcHL1Qzj4CJVfu2AABOrZ4W0I1aKtO3twCXCAkT/eFtaPrnp/PgrHU/by57DU5/+O+6c40paHzbI4Ihtz+PsREjRsjK9h5u1mzPMQIgoLYNnAa4WK9QDGZHjBghZLMOJuRbLBZUVFSoLnDwZSZj39ChloswaqSa94afYAH1Anv5W0i9NTL8/eVqVAJtRfXq1Qt6vR4AUHvyoGqCnsvlQnV1Ncxms+zJwTsoYFAPhtTGwgRqyewjRA1VI3pnuAuBP/itGECeu+kDDzwQkXDqaj4TnkK1sW1XYTEGANvv+4TrcBwnuVXnT9BetWpVyN518cTtt98uaB2s+z7H77OH48ibY3DkjTFwnj8hnKdvfgnSut2EVnmzkdK1nxA7CB4aC61WKzumTqhIzW0AcHbzO/63vtjFYJlewqrL5cKFCxdw4cKFgMKoEg231Wr1m/laDaxWa0IKznFBmPY8cU80DYD9IdfAM5jRpZSx7cCBA1UzHpVbT2+DSzkZY/2VzfOja9SKtRj775CNo8MxRh4/fryHAR4nu8zQaFmrcW/4TUBYUVERtvdLIJR42PB9yRsZyjEYj4QhotxM2cHGrZSBa6txb7CmV98qqicgnbE4UDJWf59g7aGWx5Mcgs1Bco1z69qvzvC3/ZMfsjYPLWcw1GVEX758ecTq4m9uS01NDezNJNEv/PjyNPTW6XRs4MCBkuPJdxz5N4BWamAst+6e80+4mcbjGfJmCoN4EGYYCzyxcBwnuAj6G8iBfq/RaCLmoSFVTyUPP/+R62kFgOkat1UsjIXj3u10OlmTJk1YSUkJS2nUlDW+7VEGjXR7en+a5jwRVJCzWCxs7NixQYVVJYQiuPF9GcybCQCD3qSo/eWipveLP6Ga92a69PFiZmjbRTjH06VYjjAFuF115QhZamQ8V0qgOUhJqAg5z2go7sdyCTQmPIUZqe8NBoMofICSzOieqBUeQQ6eAi9fd29vJjXm7niEhJkwiBdhhjHfuCNGo9FvennvN41gE5NWq2U5OTlBY5qoVU8l8Su83UL5tz6Of+vjONEboNJFLVzX5srKSmEyaXTp1azDU+tYq3FvsJSu/RinN/qdGDm9SZYg5/kxGo1hL3KhCm58XwYUKDRa1jTniYhM4lL9pG+RwaARlyUnJ0dW+3gL1W2nrmLtphazzs984BZmnvB9o5aqe6Dxa8nsE3RRUyNOUigEmoOUxpcJ9OxwHMdKS0sjonWSGxvpzjvv9BEUvV8OSktLfV7q5M4FaoZHCFRXT4HXZDIJ87/n/KPmPeMNEmbCIJ6EGR6n08l27NghevACPTxK3hrUnnD81VPJmx//1uwWEG6sExA8BLk2Dy0X1UWr1coWxtSIWeKpmQmkbjebzWzMmDHyFgrO/xtiqItcOJOuZ196jyt+4Q60ZWa328MaW4H6ydKlX0iCk6gOF9vb0qARKykpYemZvUTXlAryFiz+Cqc3svZPfijZHk6nMyqLoD/8PZuhxJcJ9Hn44YcjpnVSEucq2NzmPZ6VzgWRFEqDaSSbXj1AiI0UiReJeIHizCQZGo0GCxYsEFy2A3kDzZo1S5H7MoCIGI96E8ylW6vVCh4C9lOHcOG7z3B86VRUlW+u80zw8ECpObRXVBej0YjFixcH9RhQK2bJoEGDhHp4GqQyRy3Ofb5EMPYdPnw4Hn/8cVmxeUT3kOG6Lgc14/LMnz9f+NvQtgua5TwOQ/NOdWX2Mnxs2LBhyMawwfrJM1O2knhLf/3rX+v+uGgIyo+vmkO7ANQZhnq2HU9QF3y7Dcxe63Oc9/ZSqz/URInrOwAhDpY3HMfh7rvvxvz588OKJeUPpZneAf9zm8vlEuY/OdeTGmORivviHcaCM1hgaNtFVNb0G++t+ztCmcaTHRJmYoDSBThWGbmDEejh3717N0aMGOGur60KZ9a/DricQp29A1L9uX4OHGePKXYNVitmyZQpU4T/B0u2GEyQ48vCL65qLXJqx+XxdH91/PGrpHeT7fhPwt/hLGaRyCxfVlaG559/vu4afgKdvfjii+jWrVtdUlaDRXYSQU5vFGKceHvXGY1GVftDLZS6vnsHETSbzcjNzcV7772H4uJiRbGklBBqpnd/1/L8PtS5QO3wCADw3HPPiYVolxO6tKaisgaKo0OZs+VBwkwMUDKxV1dXy56YtFotWrZsGVVX0kAPvzi6plsL4zcglcuJ89+8r9gVW62YJbwLutwovCNHjsSLL77oN/Gh/eI91Vzk1A42F8xF+o8PZgKOOjfUcBazSGSW96cVaXPfQtF5+/fvF7WdoUUnWC4XZ/r25/ZrvrQnOE4j6TJus9lUj5OkBkpd372DCFZWVmLp0qX4+OOPI6p1CjXTu79reX4fbvwitcIjrFixAuvWrRMdYw4brD/Uxe+SE7WaMmcHh4SZGKB0Ab7rrrvcx4NMTE6nU3VVsFykHn5e0BHOCbKwW3/YpjjmjtpxfLZu3SpLzcxrBdjFrTJedeytFVBzkVMz2BxPoHQWNb98I5wX7mIWbmb5q6++GitWrKirawAtFR8jxVNgNBqNorbzzvTtb6uw+qev/WroItEfaiEnTQnHcbjtttuE33gHEYy01snlcmHgwIHu/8vI9B7o2dVoNBg2bFjdtVXO3h0KZWVluOeee+rK6EdzKCdqNQXTCw61UAxQugA/9thjsm001FYFh8vgwYOF/wfdv/cT/CoYciZuudfs2rWrX02TZzRYb61A2ykFQuA8S5d+wvXUXOQiEYBRzpaZWouZ3Dxg/D31LTIAjft8p9OJMWPGICcnB2VlZUG1VABEWxQ2m03UdpV7P0XjWx8KGvGW2Wv8augi0R9qIadfGWMYPXq05MuO2lpAT1atWoWMjAzo9XqsWrVKOB5oTHTu3DnodfPz80X2P+HOBeHy2muvBdVsCWWVGbWa8A8JMzFCyQIsZ2IC4scA0RMlb6+Ae6tMblJFHjUTNfJ4vqV6R4lNTU1FYWEhALdGplHfceB07j1v3piVX4TVXuTUFNx4pGyfPAUsNVNNyBnHli790KjffbD/8SvgEhvsrlu3Dj169EBJSUnAcQXAZ4vCu+3ObXrbnV9LI86LlJOTg5UrV8rS0EWiP9Ri5MiRWLFihc9WqMbSCLgomPp72YmU1umhhx7CiBEjcPDgQcnv/Y2Jl156KegLWVZWFpYtWyZ6nqQcE5TOBcK1ZKa24A1+ly1bBkBeEmAez6jVocxb9ZrwHK3in3h0zeZR6groHafGbDYLvw/mghlq5Eo16inXdTojIyPsOA6e7aMk1o6/egYN8nbRvZzTG1lK1xsF12Z9iwwfF+BQXXa9XVLDjTMTqC/5e9nt9ohFRfXuJ894GwAYtHoWLAozH9FValxd+kSxKACZ3JgwWq3WJ8qtnFAH8Rhnhsfz2bNk9mVtp66S7aqsdiC5lStXBn0m+A+nNzJLZh+WntlL6Eu59yktLWU5OTk+EYDlxi+Sup5c13SpsSAnSrpn0Dy1YoTFIxRnJgziWZhhLLQFmJ9gKyoqFD0wfARUJahRz2jH4ggl1o5UPf2VG1qDf+FGo2WNb3s0YOA8uYtcoEk0lHGjtC8jHRXV6XSyxYsXBxQWg0WlleofS6OmwsLgL0BaqEKvPyJxzWAE608l8WakBNLp06erJpAzxlinTp1k9asls48Q28dTMFUqNDudTlZRURFWShElgqpUHCM5LwOAO1VESUkJO3fuXFRSYcQKEmbCIN6FGZ5QFuBo5BRRq56xenuVi1Q9pRbzVuPeEKU6kH67rNMq3HbbbT4CifciJ9X3ctsrlNxMUn0pdZ1IC6FS1/dMPyBnAZbKr8S/5aalpameRynYb+IpN5PSHGqeLzv+Fmbvz/Tp02WV1W63y+5Xz0CFfGoKXssWygsZj9K+UTr+vecLS2a2bKFc7fUkXqGgefWAUFwBY2mAKHf/mCdSAankorS8/rw5Kr4tEeLl+DfqYwDce94vv/wyli5dKmlQHChjs2eQrUBG3YHGjb86ex73V4aysrKI2CJ5IuVa3WLYC8L3cmx1Bg8eLDmuALdnmpxxJWdsBGonUflC6I9IEY7di2ffmDKuhSUzW4jNA66ubvv375dVljNnzgj/VxKo0NNlOVSPMLl9542SgIhS80XDa+8K6jGn0+nw4osvKq5TPBHtce0PEmYSnGgbIIY6MQCRCUgVqfJKeXMw5oL1xy8ByDPq86yb9yJXVFSEHj16SEZWvfvuu8OK7+GvzmvXrgUAtGnTBqmpqbBYLOjevXvA6K6REkL9CYuc3iC4VstdgL3H1dGjRwHUxQ7y1z4pKSlITU2FXq9HamoqUlJSJMdGoL6SE/ognGeGb6tQFgulLzsAUFVVBYfDURdgUG+CxmhG9U9fgzlsADh4Ru5evnw59u7dG7QsjRs3Fv4fNFChzh2o0GWvEbksh/JCFqjvrr76arz77ruS7arUNb2qqspnvjA074Smt+f79ZhLdAPfcMe16oSrNop3EmWbKRwiuYXjWU+17xNplbyS8nr3p9QWXrupxSGr7T2Rm9cqFDuHQHWWyszLfzidMegWkpr9FWgLJKXrjbLU8/5sdQI9m3KyditN8hpoqy2cZyaY4amcOUhuktqBAweK7hOofUJ99uXazECjE8rouWWodDvTr82bR0Z4wG2A7m3Qq3SLrqKiwu+Wf6txbzBLZh/RPb3vF0/riRwi6YTgSdLYzLz88susR48eLDU1lTVr1owNGjSI7d+/X9E16oMww1jkDBD5eu7Zs0c1+wkl3gGhonQRkmMz03bqKiFJZjg2SgETLmb2DVlgkpuB2NIg3Vd40mhZq3FvRC3JXSB7Lzl2SYHGmhrJUUNJ8upNOIKQnMVC7hwU6FoajcYn07TkeQHaKlh/8EJwUVGRomt6jtlQXsik+q5pzhOiseVvEQ7FHlHuWMnNzfUpa7ytJ4FQK9mtHJLGZmbr1q2YPHkyvv76a2zcuBEOhwM333wzqqqqgv+4nhHpLZy5c+eqEto8XJW9XNRIAOi9hXds/jhweveefag2SkHV17c8IJwbjp1DoCBd5oy/SaaTqPj2g6jlFAq0BaJLbw1j67oEkmqp5+W2DxBaklfvdgp1DHonJvRnM1VeXi6r3v62CnNycqDRaISEt/4i1JoyrvXbVrpGrQLWw3MbYsKECbjsssuE76Viylx++eWiMvLbmPxYkYvUc+Y4ewynP57lN0ecty2aUntEuVv++fn5susQD7Yo3sRjclUgzm1mPv30U9xzzz3o0qULsrKy8O677+Lw4cPYvXt3rIsWt6iVU8SbDz74wH39MKLByp2kw91zVSsUu5QBrMt6Tvg+FBulYJFVtQaLO6gZlAlMSupc/ctOMObyTSfx4xfC8XBzCsmZiANN/rbf3Qs1x3Ewmdz1CMdWR0n78ChN8urZTuGMQbmLxbx582TVu6qqCt26dfN52UlPT5cl3GmMZr9ld1aeAWew+NTD30vLjz/+CK1Wi+bNm4vKmZGRgZUrV+K9997DXXfdBbPZDKvVKsw7cgU3HqnnTI7xvucirNQeUS2D+bizRfEgGmkuQkUX/JT44fz58wDExmTe2Gw22Gx1FvAVFRUAALvdDrvdrlpZ+Gupec14hK8fYwxmsxnGtpfDbDIAFz12AABaIxq0v9wdvZIxXLhwQXi78uSNN96AXq+HXq9HSmYfpN84AZzeCGa34ezmd4SQ3m+++SYWLFgQcpmtVqvi8ur1elF9eYYOHYrLL78c8+bNQ0lJCaxWKwwGA+x2+8W8TC7g9C8waQCYzdDpdFi0aBEyMzMlx4ZOp0OTJk1gtVqhuXACBleNYPAKAMxug1HHARc1Lq5fvsSZxaXQN+uA2j9+A7NVwXzxPo888ohwDzl1Tmt7KQDApNPA6KoFZzCK2gIAjK5agAO0F04I3jA6nU72OC8vL8fcuXPxwQcfwGq1wmKxYNCgQZgyZYqPQW5mZiYKCgowceLEi4uqdFveeeedqKmpgclkEoS3QOWRejaVjAlPgvWVv3YKZQxaLBa4XC58/PHHMJvN0BhT0HrAAxczKjNAa0TrAZNw7PdSuGxV+PTTT5GTkyPZFsH6wW63y74Pfi+FUeOs82LyaitD68tQe2y/UI+DBw9i4sSJwrOuMaaIxi/gFjZ27tyJNm3aID09HTqdDsXFxejVq5cgYJnNZiH32S233ILXX39dtobG+znTO61gh/fIqu+6detgs9lkj0/PZ11qvrBYLBg8eDAmT54stL03/LHi4mKP+9W1werVq7F27VosWrRIsZZKTUId1zxK100l6yvHmIdpehzDGMOgQYNw9uxZbN++3e9506ZNwwsvvOBzvLCwUHKBJQiCIAgi/rBarRg1ahTOnz+PBg0aBDw3YYSZyZMn4+OPP8YXX3yBtm3b+j1PSjPTrl07nD59OmhjKMFut2Pjxo3o37+/8FafLLhcLuFN2Ol0YuPGjVi/fr2QaySQVmXUqFGSWhWr1YpWrdz768a2mWg+bJrPOadWTxPe9o4fPx6W8Dlp0iTB/iZQeTmOw3/+8x8MGjRIUX96v0F5wr+x+XuDKi8vR3Z2tmi7zfvNVafT4T//+Q82bNjg9w1PaZ1dh77B4sWLMXn620jpN8mnLTSWhmBOh6gMW7du9eviHEqdAl3Pc9xpNBpFWh5P/D2bcscENDrA5YBOp8Pnn3+Ovn37hlQvuffzfGZcLhfatGkDq9UKzmBBq3GvQ2tOE7QizG7D0bcngdmq0LhxY8ybN09UT7n98Pnnn+OWW25xay6MKWh930IfrRN/H3AatHnwXWgMZp+y6xq2hOP8CaEe8+bNE8rvvu6iixqQuusee3sSXLYqWCwWHD16FBqNxm9bGVw2vPR3HcaPH4/q6mq/84sU3m3BE6y+nuXyxHt8qgk/Zvl6hjLHRotQxjWP0nWzoqICTZs2lSXMxLU3E8+UKVNY27Zt2cGDBxX/tr54M6mBlJfR+PHjVfFmika0Yu+6KPFc2bNnj+z+VCMyrhLXRrku0WF5MwUpQzDUTn0QjktzWN5MGq0or1ZlZWXIZQl1nHjmnALcbvMpXW9kLcb+W9SWEyZMkBW12l8/yD032PPjWY9Qog4HSrvARwBOadQ0pLlh+fLlkuWNRHoOpXg+1zU1NULYhEjl2VOLePVmimthxuVyscmTJ7PWrVuzAwcOhHQNEmbk4W/C9nSNDBajo1evXgEX8Ejn+pGqkyiBoedHo2XGtnWTqtTCEOl6RMKdPtQ4M/wnlDKEmwNIql3CERYDPZv+Fjd+THjm1fIsa6h9pVQQkhMHh/+ttwBut9uFvpXTD3JeUOR8wnVpDiQA8cJMo0uvFglASvAWDkMdV2rhLzQF/2xGKs+emlCcGYU88MADrGHDhmzLli3s+PHjwsdqtcq+BgkzwQm0eHgHrSotLWW9e/eWNbEpuU8kJhOn08lMJnGALHd2635CTBV+cm/SpIms/vS8ZrAFw2QyyXqDUjt4oPfCC4BpLI1Y26HPXtTMNBLaQmNpJJxz8uTJkMrguRgZ2mQKeXVCnYjDFRaDPZvSmo9+PpoPqeuH0ldyBSG52kStViuKM7Nnzx7R4sj3N5/BPVA/BFuUpk+fLiq7TqcT4tL4q4fS/gskAPHCjCVEzQxjjO3Zs0dWLJ1o5IgL9tJYp5mJrOZaDaKR7DZphBl/g+7dd9+VfQ0SZoITaPJpevUA4SHjB6rnw8gZLFGLiKoU0SLbtgtrN7XYZ6HlJ3d+MgnWn+Ek74s23m/qfAbizs98wNpNLXYHAVRhgvReLPhtEX4xVTIRK9HymM1mZrfbfa4R7NkMdwyHSjBBSK4QkJOTI6pnWlqa9Fyp0bKmOU8EXBCdTifbsWOHpKZgx44dQlk9yx6sHqG8tPiru2fW7EACrL9yeAt5/j69e/eOikYm2EsjX8942AaTi1rJbqVQsn7HtWs2Swzb5IRGOm6A2zBOozch/cYJwrl83ADP2BSNb54Ejd4kxECpKv9MiNWwZMkSn/uNHDkSmZmZmD17thDHw2KxYNiwYZg6daqqeUp4l1mr1QrHH78CHMB5JMnzDkAnB6OxzmiQD2rHx1nwvqb3+dFGp9Nh2LBhKCgogMtW5c5zc/1EtzEpB5zd8FbYiUiLioqQm5srBF4DAOawoap8M6r2bUXjWx+C7XC57PsEi8PjOHsM0OqFcxs2bIihQ4ciPz9f9tjh44HwMY9YrRW2I3VxTCKVM4ePASVFsOew8c2TUP3TDrhsVdi0aRNcLpcQe0Vk7Nv8EtSeOuRub5cTpz+eBX3TdtCltxbFKOrXrx/GjRuH4uJi4Rm86667cNNNN+Gzzz5DcXExCgoKYLFYJNvXXz0A3/bl463wSLVvfn4+CgsL4XA4UFX+Gap/2gF980ugvXACuP4/wu/k5pjjx6WUgT6P2WzGkCFD8Pjjj6N79+6yrhsO3vGDPOfO6q3viM71bAOhP6Funj21CDSuo1qOWBcgWYnX6I3eBFs8PC3+rVarasHoopFwUkkUz0GDBsm6pqenXLBrep8fbVwuFx544AFotRcz9170Mji1epoqiUiDBUGEy4kz6+cEvI/L5cKFCxdw4cIFuFyugJmeq/ZtxfGlU0WBC0OJHu1yuXDHHXdg586dfhNojhgxQvT8Rvp5DvYcSgXomzt3rvC936B3LidOrvw/UX9rNBp88sknPgHtli1bhry8PCxbtizs6NxKE5QqCTgXrC+CjsuL1/vyyy+xYsWKqAgywYLNeb40Cr9JssSUkYaEGZWJ5+iNUgRaPACA2esWY4vFIkQ5VRoRVYpQohUrXVTkRPEEgFWrVgEIHmnUbDYLEWmDXdNkMonSDUQLzzHYs2dP6HQ6cBwnfG/7fZ8qE6SS9ADe9ykrK0NOTg4MBgMaNGiABg0awGg0YtCgQbjxxhsBiIXF2lMHg4aiHz16tNCPwdolNTUVN9xwAxhj+OKLLwSheurUqZg1a5ZwTkpKCjIyMoQM25HKeB3sOfTWIhqNRtlRuV3Wc0J/a7VacBzns9DDQ7voeTyc6NxKX1r8CUCAO7VNZmamrLlVbgTl119/XXZdwkXJSyPgdmtWM0t9fYCEGRWJVt4hNQmmvTi7uU79OXToUEUTrpoLeahCYrA3Ph5+m6R3794B+0mj0WD48OGiY/6uOWLECNXjUQRDagzabDYwxkQCTbgTpJKw5jqdDjt37hTuU1RUhKuuugrr1q0TbU85HA6sW7cO69evF9qNFxZPrvy/oKHoGWO4++67hXIFaxf+2bzmmmvw4YcfYuXKlT7n1NTU4ODBg6ipqRH9JtjzrHS8Ks0FZLPZ6hbHZh0CvlgAgF6vR15eHgYMGCC0uWc7Wi69VjhX7Xw7Sl5avAWgo0ePAgD2798va26N13D7Sl8aly1bFnHNdbJBwoxKRCvvUCQIqL3gg2NdTJCmNPmaJ6Gq6sMVEvk3vpycHJ/vOL1J1E9OpzNoP3m2lz9isbcdbAzyNmifffZZ2BOkkm0Rh8OBzp07C2UcO3asaAx4l5P/jt8e88yJFWyBYozh/vvvV9QuDocDY8eODbo14a6sSfiNv3ES6niVmwvokUcegcvlqlsc//gt4IsF36aPPPIINm/e7NOOjLlQ/dPXsto3FAEglOfeWwDyDFAZaG4NZbsuGih5aeTnzkjl2UtWqJVUIl4zicpBjvZi0aJFyMrKUpx8DQhv600tITErKwvp6emiYyldb0Lbh5aj5ahX0Oa+hcLxYP3k3V7exGpvW+62z+LFi8OeIJVui/BaulmzZom0Mf7K6XK5cNtttyEvL0+k4Qu2QAEQXZ+/Z7B2cTqdstrOcunfVcl4LTVe5diN9OzZEzfccAMaNGgg2GPJsd1yOp147bXXJBd6Zq8VNANqCgBqbrnLnVtDHZfRQO5LY7wZ+CYKJMyoQLypNuW8CXmf42+/etSoUQAgvFUozQwbrlZFLSHR5XJh9erVwt/e/cTvWcvtJ6UGjpFGyRgsKSkJewwq3RbRaDRB+8C7nJs2bcLixYtRUVEhe4HybhM57cJnfZZTpuqfdiC9//3Cb1atWhVSxmt/49XfuOrduzcYY9i+fbvwHHkKbX5ttzRacBfrsnbtWmHx9mxHTm8Qxr9aAoBaW+7eGrxgcyuAsLTHkUTJSyOhHBJmVCBeVJty3oQCnSNlsCeVA0TuQh6uVkVNIbG6ulrU7lL9BLjtDwB5/RQtryw5BDUw1Bmga9IOgHpjUKmWTk4fSD0rOp1O9gKlsTQSrlVTUyPv2WzW0adMjLngqq0BYy5RmZjdhjOfzgOzVwt1Gjt2LMrKylQbr97j6osvvsBXX30lCC/+tsB8FkeNFk1vz4eh5V+E9hw8eLBPO3KcBuZL/y6rfeUIAGpuufO2SoD88RKK9jhayH1pJJQT13FmEgXPeCbBYo9ESrUpFVeBfxMqLCxEQUEBAPg9Z8WKFVi6dClGjx4tihvgrbLn4SfcxYsXo7q6Gmaz2WeSCxRXQU5Mmp07d8oSEm1HyoWJzF+8A7PZDLPZLCymUv0EALV//AZAWT/FQ5wFf2Ow9tRBVHxbAuv+L2HSu/tHq9XiwIEDYbukKo0nIqcP/D0r/uKQeMbggEbrXoR1bkNnk8kEvV4f/Nn841fh79oTP+OPj2ai+qevwew2cHojzJf+HbYTPwvnWH/YKmqHwsJCrFq1Cm+99ZZq4xWoG1dz5syRfI4MrhrJ33F6IyyX3YAGfxsEXXpr/LlhvtCeTzzxBFavXu3Tjp71CzfGSbjPvSeenoNyx0socW6iidTc6XQ6sX79+piUJ1kgzYwKhKJyVxO5b0Jjx44VB9hqkeHOEAy30DJmzBjk5OQo2tP2Z6QW7ltqUVERbrjhBuHvcNXfGo0Gw4YNq/utVz/xNgOxUkGHi9QYvPDdZzi+dCqqyjeDOeq8JZxOJ6655hpVvOuUbLcF64NAzwq/QPEeWVJaCGPrvwIeY4Q3ogz2bKLWKvyG2Wtg3be1bjzYbbDu2yq6LiD9jN13333C4qvWdk2g58h7axQAzH/tgzZTlqHp7VN9AuUNGzYM3bt3l9zq8K5fqDFO1N5y93wGlYyXeNsGloIMfFVGVkzhBCZa6QyinXfIEyXZb/lzGt/2KINGOl+JZ1qBUNM2hBP237st5dRNTojv0tJSnxwtfD9ZGjUVwolHI9lcJPDXbnw9G116tShkutr1lBPWPFAfyHlWVq5c6ZM8VGNpxKCvy8GVlpam+NnUaDRByyRnHGZkZMg6T25IeqVJGOW2p7+8OitXrgwr+ana6T6kUjYonVvVzn0WCZIpPU4gIpnOgERClVBqGKsWSt6EAIAzWJDafQDOfPpmwABk4bqRh+NV4KmmNmVcC2guRrANc/87KysLy5Yt83nb8+wnrVYr+w003iI8+/Oy4g1Rmw+b5v47sw8A9b3r5LxphtsHw4cPx4oVKwS3bcAdFI7XLOh0OixatMjnnsGezeuvv144P2AAQI0u4DN29OhRVe01gj1HQN3WqNAeMtrTn73X8OHDw7IDi5Q30aJFi0KeW0kDUj+g3lWRWKg2lRgfA4C+WUdU7v04aACycBe6ULfevIWzZoOeRNPb8wWBJlwhceTIkdizZw9ycnJECyI/UW7bti1gP8V7hOeRI0di586dQn28BVwASL9xQkwCh3mW0V8f5OTkYPfu3aI+kPK82717t9/nTMqIUurZNJvNyM3Nxc6dO7F7924AMl4ImBOcTi+6tuczVlNTg7feeku1l5pAz5H31mjbtm1ltaf39aUW+lAFgEhtuQ8dOjTut42IGBOu2ijeiVXW7GipNn2zDPtPHQ+AQW9mnM7ocb7/rMQWi4XV1NSErP4MZevNn5q61bg3WErXfozTG0Uq9R07doTVdhUVFayiokJWPaOZ8Tsc/LUhvy3R+dmP4iazt2cfeD8r3lmP+WzOnuNF6jkL9GyWlpaysWPHiq45cuRIRVsjbR5a7vcZ47NR+9vGCWVbz99zJLU1Gqg9A/VBqHOV1G/lPvd79uwJen2pvkyEbSOl0DaTNLTNFAdES7Wp5E0IAGCvFoxB5bg6erpGKiWUrTd/ampD805oevtUtJmyDDDUvZldc801IZdPo9EgLS0NaWlpUXU3jTRyQqdHO3CYt3aF/xsA0tLSkJKSgurqauF7uXFKlDxn/DW9Eyl6GkLLiWNzdvO7QbUNarrtK3mOlI7pcIJZBgrxECyeisPhwA033BCSVpO2jQhJwpW04p1YaWbUJtgbrJw3ISnDS29NTtupqxgMdW+T4WhmPMuXm5srGJ4Ge0uVa9As14gyEPxbXrB6epep7dRVrN3UYtZ26irVy6Sk3P7eTseOHevThrxmpunVA6JWXm/tislkYp06dWImk0nyb4vFwgYOHBiWMb3UsynnGZEz5kItk1pt6antadKkCSspKWFffvklczqdijQW4WgZ5f7Wu7z+PoHuFw8ai2hoguKhntEgkpoZEmZCJFqDr7S0lA0cOFAkiOh0OjZw4EDRxClngpE6h5+4W417g1kysxm4Oq+OjIwMtmfPnrDqKbVVMHbs2ICTfijbU0onHO9y8QuDlOrbcyuP05uYJbOPsN3F6Y3MkpnNOH3dYhzJSS/Y1gv/PS8ceLZhpL2ZvAk0JuV+QhFmpZ5NpR5/UmNOq9X6vBDIFQDUwPulICUlRehPrVYrtLXUdpz3dUIVFkP57Z49e0TeYkruF8tFXs42p1qQMCMNCTMeJLIwU1hY6OMy6vnRarWiCVTOPn1paSnLyckRXYe3oZH6eLu5Ki1/NN7+lE44Utc2m82CC6h3uTxtUOR8ImWDEqxNpkyZElB44OvI21hEcvGVrQnRi4UueIxFOTZdUoKj97Ppa1fm/5r+Pnx7qWkLo4RAY5YXbuQ+Y+FoPpX+trS0lHXq1KmuXJyGWTKzWatxb8i6X6wW+Wjbx5EwIw0JMx5EWpg5d+5cRN7Ew4nHIUdLsXz5csmH1fse/ITprbEIdg814u4EWzhCmXCUGFN61lVK02Fo20XYkuM/JpMpYuNB7jaJ5/eewgLflxMmTIj44it30bNk9hH9bb68l/D/UOOUeE+YSmOfSH1ycnJE94imEaq/+EHewoxcDabRKN8BwLN+SoRCi8Xid44BwKDRsqY5TwQVTmOxyMciZhgJM9KQAXCEKSsrw6RJkwAArVq1ioh7rtzswlIu1HIM5EaPHo1du3YhIyMj6D0AYN68eQDkGw2qkSAykBFlqAa5/soVKGu2RqNB69athb9NGdfClNED9pM/u6PHcnXt3KZNm4gYJsrNiO39fbuHlvt8v2DBgoiGclcS+4hP3Cj8/fM34HTqJj30NIiuPXkQDus5MOYS8i85a62SiSrBaYCLZdm0aZM46WEUjVA9+17XqJVwXNewpfB/uc/Yzp07hWzbSvPIKc1Bd8899/h9PuFy4vTHs+A4eywqeeuUoFZyWyK6kDCjEN4jwtMDIpRssIFQml041Fgh3bp1w/Hjx2Xdo6SkBCtWrJDlYRKJkObeC0coE46S0PCe5XK5XDh27Jj7PJ0RNYd2iULeg9WV//Dhw6rHbVEaGDG9/8SA30c6roySRY/ZbeCgqYuF5KhVNekh4B4/N954o/t+tVYcfXMMDs8cjMMzB+PI7KH4fc7dwjUtmX3qhD/mgsbgFpZitdB69j1nsMBZeabu/1VnASh7xubPny9cW6mwqCQgnlarDS58u5w4/837UfesC4TacxcRPUiYUYC3NgAAjG0zVXfPDTW7cCj3CZ5RuINwj7y8PFmakEhnEQ91wglWLkA6a3Z1dbXgos4cNr+RkwHAbrdj586diuoTDKWBETlwAb8Px91eDkoWPU5vBINL9Hfq1bcL56oRRbeoqAiffvqp+CBz1QmhHsKooVkH0fhxWc8BiN1CK+r7Zh3rwiqI/t9B1jPmcrmwZs0a4ZxgwuLQoUNFwqKSMBB8Dq1gz6f1h21xlQ8t0nMXETlImFGASBtwMSR882HTVFc/8tmFedQMC+59n6CLzsVQ6TqdTtj2CqYJiVRIc55QJxwloeE9y+X5O55AWz0LFixQVJ9gKGlPAGBwBfzeMxNxJFCy6Jkv7YmzG98S/V1VukFc/jCi6AbbjvTm3Pbloq0PnlgttKK+/+PXui040f9/k/WMeT43PP6ERQB44IEHfMqTn58fNF2Dp1YmqPB9UZBUIpxGkkjPXUTkIGFGJt7agPQb7xW+U1v9GE52YaX3kbvoMMbcv5GhCQEQ0SzioU44SkLDe5ZLo9Hgrrvuqmu3IG1QXFysqvpZaWDEsxvfCvh9NBZlOYseAFh/+jrg323btg0rfL1cWyPBFsVr6wNwL86xWmg9+57VWqFNbVz3/5R0APKfMc/nhtMZ/aYIAQCDwSAZkFJOAL+lS5cqEr7jKR9apNIxEFEgTOPkuEctbyZvjwjP0PChZIMNRrjZhZXcJ5DlvrfHhFwPk0h7BITqXhqKNxNjjO3YsSNsL5twCMWbydvbKhw3+1AIN86MRqMRQvQr8RziPSZqampke99wOiPj+LbyiLXEcVzM01So6c3k+dyYMq4VxUzyrHewYIrBPA3lPp8ZGRkB5wC+L8ePHx+VeC983cibKTKQa3YYqCXMeLslXvpEsUiYkcrPEi5K48yEcx9/iw6/ADZp0sRjUfCf/8mz7sEWM4PBEPKkFM6EozTODGNSLq3y2kBNgrWnTqdjHMdJfsdxHHv11Vdj4ubqueiZTCaWkZHh4+qu5tj2DJugRAA1tMn0abOVK1eq3CKhoVacGannxlvoVbJQ+xM01RIICgsL/dYxkrGSKM5MZCDX7DjAW/14dvM7wneRUj/6yy7Mo9fr8emnn4ZtcBwo2/fWrVsBAIMGDQKgTPXqeV2j0dfYtra2NmQvsFDyPgWrLwBs3bpVcgtDo9FgxIgRittATYK1p8PhELYDvWGM4aWXXlK9TMHwdq+vqqrCzz//jKqqKlRWVmLPnj3Iy8sT2Sfl5eUFzPQsF5PJJN8QWWdE7R+/Ct9ptVqsWLECw4cPD6sMaiE1Zj3nBK1WKzwLgbbjpJ6b2t+/d4cYQGhZvaVc1MN5PnnKysowceLEuntFMR9aoDmRsnTHKeHJWfGPmkHzPN82+LeiRpde7RPyPBLqz+XLl/vV0qj5puD9psVL0nv27AkrBLrnlpmaattwI7LyOa/OnDkT9I0hUurnUFIxBGtPwJ16QU4AxHhAzSB0nm9/crc7dI1aCf8PtvURa7zzifGBO5W0YbQiGYdzHz51A59PLJI52gJBuZnUg7aZwkDtCMC8+tGfitdoNKq+nxuLPVwez8EXquo1GokjQ5lwPFMh8P05fvx4xakQQhUqQ839oiS6rudxzwjAyYznmFVqaxTpfFVqosYCGK1Ixkrvw2/r82P20ieUp7VIJEiYkYa2mSIIr34cNWqU5Pc2m03VAHpAeBEp1fQACEX1Gq0gVEojsvLBDz0DAHoe99d3I0eOxM6dOzF69Oiw1M9S95cTfFFpdF3GXJIBEOtLsK9g2x2eKN1iUZNoeOpIEa1Ixkrv4+1GzukN4utRvBfCCxJmQiArKwuTJ08WHQu2nxvqZBWqMCA37YBSAqUYkCIeg1BJxh5pmyl8728vnm/TG264AStWrABjDCNHjsQXX3wRsA1k3V+mLYDS6LrMXlt3XCIgYH2B+bElAtxuyLGyhYjUc5roeMd2EqJtX4TivRDekDATInPnzhX+H0hb8vzzz0tOVnv37pUl3IQiDIT61q8EuW9a8RiESkrT1XzYNPffF4MhOhwOPPzww8JvpNqUb+trrrlGUZtK3b/FyJfR+v5FsHTpJ9zfW9PmcrngcrkURdfl32g9AyDWp8mfFxz5gI+cwQJDm0zAULdQulwuTJ06VSSMRkNTEsnn1OVy4cKFC7hw4UJCauE8HS4A4OzmdyjeCxEQGgEh4HK58MEHHwAIri356KOPJCerq666StabmFJh4MCBAyG/9UeCeAtCFUjTBQDpN04Q+m7btm3Yu3dvWJqUYPdP7T4AZzbMx5HZw3D0zTGo/vELQOPeEuE1bZ5v7w0aNBASBcqJrstxGp/jgwcPrjeTv7fg2HZKAVqNmYF2Uwokt2ijpSlRc0x5XzcnJwdGoxENGjRAgwYNYDAYkJOTk3DaHlHgxX1bwk5rQSQ3ulgXIBER50uRzouibdQSrpO/1B0zpkDf/BLUnjok2q/nhZvCwkIUFBT4qLl5YaCgoEBYvBrfPAkavUlSGJgzZ45o8vY+t6r8M2HyXrJkSSSax4f8/HwUFhbC4XCgqvwzVP+0w6ctojUpBdN0cXoj9M0vge1IOQDg3//+N3Q6nWpt6nl/TUo6Tq54Usj1BEDItwO4x8bSpUtx//33i/KBeWZT99eeAFD909c4Ufi0cJzXxnhvkSYr0oLrxYSiF186qn/aAZetCqtXr0b//v1FmZ6B4M9nqHgLWWo8p0VFRRg7dqxofADu8bJu3TqsX78ey5cvTxi34qysLCxatEj4m7d34omljRMRf9SP1zOVEedLkc6LYr+o0gcCh1Hn38IDvYnJCQ2v0+nwyCOPxGXGVzViTqhFME0Xs9tEodbXrl0rpGhQo0097+8483vApJUAcO+99wbNK+TPqJXZa3zaGQC6du0asIzJQk1NjaItWrmJVMMlEkbx3ttpUmPF5XJh7NixCaWh4bW6o0aNongvREBImAkBjUYTMIjcn/9dALjqJsVAkxWn0Qa0kwDkCwOdO3eWnLz/8dki/PrqQDy6c620se2PPwJmM9C+PVBRIb75iRO4cu5c6Nq3B0wmoHNn4J//BGprFbXZyJEj8eMbb+CHFi1wHkAFgK0aDWbedJP/SenECeDee4FWrcK6tycajQaDBw8G4Nt3gHtvXqTd8Mhg7tmmDWoq8Y/PFqHkvf+Ho3YbagAcsFrB+vYF1qwB/BicetsCAMCtHa/Cmo7dUV51DmfBUMVpsB/AOwD+cnEh8xSIH+1zT9BcAN+3bOk3AGJ9QUnQPCWJVMMlEkbxcnNQOZ1OVeoQbRYsWCDb6YCon5AwEyJTpkwR/u+tLbF+v0n4LqjHicOG9BvHBX0Tk+MW7U/r8Gp2Hg6mt8aUr1Yi88TPANwTvdlsBpxOIDcXsNmAxYuBBg3qbnriBHQ33ID2mzaBXXst8OijQPPmwD/+AQwaBCjR7KxYgU4PPojLnU6kTZ4M06RJ6NWsGR7/7DNklZf7nn/iBHDtte4y9ewZ3r29ePzxx4X/8313avU099/7tojO9TSW9WzT9OoKDP/fRlh1BnwA4DUAG7VaaPbvB4YOBTwil3rz6KOPCv/XGFMwoMUl+NuxH/Fjsw5Y0/UmFFydg580WuQCKAPQV2cUCcT7W12G2X8fhhe0ekwD8C+dDrannwb7v/8DunQBAGROneoz+dcXjQxPpBKphqvRVNsoXommBwBWrVqVsEbB0XAjJxITGhUhwi8MweJXyPE40ZobyHoTC+YW7W/yrtGbkH/LZGhdDiy110APdzyclStXAq+8AuzcCUyaBNx0k/iGTz0F7vBh/O/+++Fcvdp97vbtQF4e8OmnwNKl8hrr7FlgyhSgaVNgzx5wc+dCv2AB/n979x4XRbn/Afwze2GBFfEICKIgYF7yTl5K81beJftxemWmFngpw6MFWl5ST6CpWKbHU8c0FRE0szwiecpKMsDMMkNJUY+SGpqX0KNyEV1g9/v7Y9iRhQV2YRfc4ft+vfalOzM783xnHna+O/M88wjHjgE+PuK8W7cqbRsXLwJr1wJJSbXfthnBwcEgAPFl7w26O9D9carcEoL0v7Fjx0ojmJffp5fcvdFlRgJGNvVGhKEUCwGkjBsHOnsW6NQJ2LgROHnS7Pbbt28v/V/dIhBr+0/E43+Lx4zQN7Fk6DSsGPIynm31MEYAcAbwriCYJMSnvIPwz0HhiPXtgMUAFpWWonTRIggLF4pJoEoFhIfzlz8sv0VrvCpTH48PsHWjeGtupwGmVxsZk4vG+y1nIxnvvQcCsL7CuChPPfUUAKCD7g4urn4WG/4dA6Dyl5Vrh/6g0mKrfolVd5Kq6st7z+7lWAWgK4DFEH+JrnzxRRgWLwaCgoCVK01XVFAAfPopKCgIv48ceX+6IACxsYBCIZ6wLbFzJ3D7NvDqq4Cf3/3pLVuKV1xu3xaXqbBtBAWJSVZdtl0NQRAqT1SoIN6oud8o2dw+vbJjIXLWTZFOiACwfft2uPn64mvjLabffjO73Yq/zO+S6a9kY7L7HYCbANqW3LPs1/vu3cD//gc89RTg7W3l3pAnS27Rbtmypd4fH2BpkmVJo3hrbqcBYv1rLF3zWePByUwdBUyeDLRvj2laLQqvX5eulixduhQqlQovlS33r5wTlb6soFCWdc21Xfdk45e38URd/sv77wCyAMwBMABAnF4PlJYC8fGA1rRRKX78EdDpYBgyREwiymvZEujaFTh8GLhn+sVpVlqa+O/w4ZXnjRgh/lu+PUfZtjFsWN23XY0BAwZIJxRJWVun8o2SrXmKrL6oCD6nT8MA4D/nzlWaD1j+y/wxAM0hHjOLfr3HlQ1++tJLYPfVdIt24sSJ9f74AFs2irfmSg8APPfcc436ah2TqbqMs+AIbD02k5HJGBMrVxIBRAkJJsvsSEykXIAuAaQwNw5M89YmY8T0VCrp6iuvEEVHW/aKjzdbNr1eT87OzhUGHdSQtssQGj7mDSpWKOmu2ESV3lepzI9r8q9/EQFU+s475sfSePZZMeaTJ2veWb16icveuFF5XmGhOK9370rbpvfeM78+a7ZdFYCobMC78PBw8vDwoOTkZPLw8KhyILyKg+YBIHeAogFaolTTBu1fKAcCUdm06sb5MTdm0DCvAIpRqmk5QDsBugtQLkA9LRmT6/ffiRQKolatiEpLzW6Tx3+peoyghhr/rC4DMdZmDCp7DYRrL1xn5YUHmqyDeklmrl8n0miIBgwwXeizz4gA+rxbN5MToLmXSqWiH195RTzJWvoaNMhs2QoLC6X1OrXuTH6z/k3+c/dIg7R9/vBAIoAuA+QMUGFhYeWVLFtGBFDJ+vXmK9+UKWIZDh2qeWe1aycuW1Jifr5SSdS+faVt08aN5pe3ZttVKUtmjIwjEN+7d6/Gj+r1epowYQIBoDYVjolOoaI3fdpJ+7+6wTMrDloZXWFd+d7e9NXSpZYNbBkdLX5u0aIqt8dfmNWz5SCi1qrNgI8V49y+fbvJaOoVXwqFwq4x2APXWXnhgSYfdJ6ewDPPiA1Uz569Pz0uDhAEPP3551Kj3aNHj1Z5ufux9eutSWXu376p4Gy5MpRe/x0QAEEQD3W76zkYfvZHAIAPgCc0GnnfP09LE29VVXwBYiPisvcaZ2f8X2gonDp0sGi1ycnJAIBLGi38Z+9C0JzP0T8iDv8YMBHR1y8gSaGEEtX3fql4+2MxAK2rK6ZNmICz27bBrXdvjHz7bfy2ZEn1g3saDOKtQkEApkyp2/5qxGozkKqt2KKx9vjx45GRkYExY8aY3D5VKpUYM2YMjh49ys9lYbLFTwC2lWnTgE8+ATZtAt59V+yJk5Ii9hAKCIACgFarRXBwMLZs2YLNmzfj7t27cHFxsfn96zVr1kj/L//UYLVSjVVfroKTvgQzIXYnTlCroSgqApo0MV2JuzsAQMjLE3scVWR8Hk3ZctUyLpOXB3h4mM67c0fsHl5+PWX/112/DrXBUHn/WLPtgACxO3dFixcD3bsDZc+c0ev1yM7ORrvevaGsYZXmnhNiAPCHuzfWPTYWekGBBWnxeBnA+rLeL9qKbZLKGHuoma0P48YBvXqhzbJl2HLhQtV1JiVFrG9DhgCBgWa301gZDAar/s6qPR512I615ait7t27Y8+ePdLYUgBs1qPNXAz1FZfc8H6zPd6LtjJ4MNChA5CYCJSUiM9HMRiAl182u7jZX2KZmUBMjOUvM485L//MCSNjb4lJH72Mbn+ex/sA1gJYAsCrsBCYO7dyAdu1E/+tokcOsrPFXkVBQebnm1tXdrb59ZRb5tdff8XKsqse8QsWmB8bx5ptBwSY33cA0KOH9N7w1ls4M348DOUGl6xKTc8JSfcTn/UyGJb3fjFbH1Qq4IknxITvl1+q/vXODX/NioiIqPUYS5ZeKalpLKeGGhVboVDAzc0Nbm5udT5ZmothzJgxGDNmDI/2baWq6kOWuWdtMevU9R5YfVi7di0FBASQRqOhRx55hA4cOGDxZ+ulzYzRe++JN4B27iTy9yfy9CTS6SxfaXx8ndvMlG8vo2remqAQ76H3AEgH0JmydjIASAlQaXAwkSAQ7d9vuqK8PCKNhgxBQZS8e7dpnFeuiI1N+/a1LK7168XyLl5ced6KFeK8jz6S2iy4lTV+/c1cmwVrt12VCm1mrL2XO2DAAKls2i5DyW/2v6nNvC/Ib/a/KbRNDyKAttXQZsYizz0nlnXfPvPzb9wgcnIiat6cqIb2Po3lvvz27dspOTmZXFxc7Nr2paY2NjNnzrRrG5z6OJ7VxWivuMqTU52tbl+6ubnJJs7qNOoGwDt27CC1Wk0bN26kU6dOUWRkJGm1WsrJybHo8/WazNy4ITYE9vUVT0Cvv27TbVpCr9dLjY0VGi15v/geNev0BB2HQKUA9VOqCQrxD8rV1ZX0x4+LJ8OAAKKCAtOVhYURAZT5yiv34zQYxCQAINq82XT5O3eITp8mqnhsbt4kcncXk7uLF+9Pv3KFyMeHqFkzOnHggMkfeoJCRQTQdJXT/S9KpZL+N2aM+W1bqw7JTGZmJj2iUFDT8o0ry3qPNHdypaNlyWaYQmHac+T6dXH/XL9uusL0dHG/VvTNN0RqtbjvzDXSJiL6xz/EWF57rcZyy+nEUJXMzEzpxODi4mK3XkmW9h6qbn5dy2Hv42lpjGrvtnbr9SWXOlvTvnRxcaHk5GQ6evRoQxfVrhp1MtOnTx+KiIgwmdaxY0eaP3++RZ+v12SGiGjChPtXTk6ftuk2LRUWFmZy1WBt71AigD58JIRcOw+R5klXDZYvF8tbYT/TlStk8PMjgyCQPjSUaP58oscfF5cdMYKoYs+L1NSqe1lt3SrO8/QkmjlTPPl6e4vTtm6tVOae0zbSH25epIdAyU29aDlA3xv3q7ltW6sOyUxYWBj9A6ACgPYA9AFAKwD6BKD8sjLuBGhg//6mHzT2OIqONp3u7k7Uti3R888TzZkj7p+BYo8zUqvFK31V6dJFXO748RrLLZcTQ3XCwsKkE4Nnz1EmV8y0XYZWrvt12E5VV+bKb6em+XUph72Pp6UxarsMsfn+NZJLna1pXxrr7NSpUxu6qHZlz2TmgW4AXFxcjIyMDMyfP99k+vDhw3Ho0CGzn9HpdNDpdNL7/LLGoiUlJSgpKbFZ2YzrqrhOYeJEqLZvh+Hxx6Fv21ZsP1PPoqKisHv3bpSWlqJn9veYptPhv07OWHjuJ1BxEVxcXKRRtktKSoBZs6BMSoLw0UfQh4aCnnxSXJGnJ0pSU3H9lVfgf+gQaO9ewN8fhrfegmHOHLHhbtlj4AFAKC2FCoCBCPqKcY8bB6FZMyjefRdCWVsfCg6GIS4O+qFD8WVUlNgYTqOF76jpKFA7Ydzk9xCVvg2Dso9gJIBLgoAVzs6Y9dlnUFTYtrXUENsX6Sscx5rqiMFgwJdffok/nJzgAQF9XdwxqOAmXAyluAngR6UKH6tU2CkArqdPQ6fTSW0WFHo9lBAbGxvKbUfx1lsQ9u2DcPAgcP262CupdWvQlCnQv/qqON6SmXIJR45AlZUFQ+/e0HfsWGNdszRGR2U8NsY2Sj7DXkKxwgkAAUoNfEdF4MofmTDo7uCLL74wOTa13Y6xvgrq+9tpOXIaLp/7AQDMzrdVOex5PGuKsXwMdDEDLhq1zeIqTw511pJ9eWvrfwEAX3/9tU3224PK2uNpzXEXiKoY3vcBcOXKFbRq1Qo//PAD+vXrJ01fvnw5EhIScObMmUqfiYmJweLFiytN3759u9Ro054eSkpC58REHI2MxKUnnrD79hhjjDE5KioqwoQJE5CXl4em5QdBNuOBvjJjVHEMHSIyP64OgDfffBOzZ8+W3ufn58PPzw/Dhw+vcWdYo6SkBCkpKRg2bBjUarU48d49qF57DdS8ObouWYKuDfz8lqysLKxduxbJyckoKiqCq6srQkNDMWPGDItHUDYbp40ZDAa0atUKRUVF4i+Xl9dDKDdYHpXocHljBEh3B66urrh8+bLNf7lYGueDUNbaqo9j2ZCMx4aIsHnzZiz6qRTFCtsfm5rqgKH4Li6vDQcAu9YRex5Pa+q5oNag9YwEUGmJzeu+HOqsJfvy5tYoxK3/F2bMmIFz5849MN8Ztmbt8TTeWbHEA53MeHp6QqlU4tq1aybTc3Nz4V3FQHoajQYajabSdLVabZc/BrVaDfXhw+LYQt98Iz7vY8UKqG2YONVWcHAwNm3ahA0bNtT5mQb22n9GISEhSExMBO7exZWvxOfiKNTO0tgyRbdvABDHlTF3fG3FkjgflLLWlr2PZUMKCQnBzrJBS6+lxMFl0FS7HJvq68CG+6NS10MdsdfxtLSea9v2w11diV3rvqPX2Zr2pSHvfwCAkSNHPpDfGbZm6fG06pjXpTFPfejTpw9Nnz7dZNrDDz/8YDUANjbs9PQkmjWr6sf2O6D6aoDXUGPjGFnbm6khy1pbcmlMWR3uzWQ73JvJdrg3k6hRD2cwe/ZsbNq0CZs3b8bp06cxa9YsXLx4EREREQ1dtPtiYsQ+LNevA6tXiw87Y1ax5SjC9uZIZW1sunfvjo8++kh6b69jY0kdmDlzpkPXEUtHiy/585xDxdUQLKkvACy+/c8qe+CTmXHjxmHNmjVYsmQJevTogQMHDmDv3r1o06ZNQxeN2VhDjo1jLUcqa2Pz7LPPAgAmTJhg12NTUx344IMPHL6OVBWj8QnAjhpXQ6iuvqSnpzdw6RzfA92byRby8/Ph7u5uUWtoa5SUlGDv3r0YPXq0Q9/LrUlDxVnfY5fUJU5HGWelMdZZpVJZL8emIcZmqu/j2RBjM8m1zlbcb3KNsyJr47Tm/M33Q9gDyTg2jiNwpLI2NvV1bGrajhzqiLkY5BBXQ+D9ZnsP7s9IxhhjjDELcDLDGGOMMYfGyQxjjDHGHBonM4wxxhhzaJzMMMYYY8yhcTLDGGOMMYfGyQxjjDHGHBonM4wxxhhzaLJ/aJ7xAcfWDCVuiZKSEhQVFSE/P1/2T2zkOOWhMcQIcJxy0hhiBDjOqhjP25YMVCD7ZKagoAAA4Ofn18AlYYwxxpi1CgoK4O7uXu0ysh+byWAw4MqVK3Bzc4MgCDZbb35+Pvz8/HDp0iWbjvn0oOE45aMxxAhwnHLSGGIEOM6qEBEKCgrg6+tb49hfsr8yo1Ao0Lp1a7utv2nTprKufEYcp3w0hhgBjlNOGkOMAMdpTk1XZIy4ATBjjDHGHBonM4wxxhhzaJzM1JJGo0F0dDQ0Gk1DF8WuOE75aAwxAhynnDSGGAGO0xZk3wCYMcYYY/LGV2YYY4wx5tA4mWGMMcaYQ+NkhjHGGGMOjZMZxhhjjDk0TmZq6cMPP0RgYCCcnZ3Rs2dPfP/99w1dpDo5cOAAxowZA19fXwiCgOTkZJP5RISYmBj4+vrCxcUFgwcPxsmTJxumsLUUGxuL3r17w83NDS1atEBoaCjOnDljsowc4ly3bh26desmPZiqb9+++Oqrr6T5coixotjYWAiCgKioKGmaHOKMiYmBIAgmLx8fH2m+HGI0unz5Ml544QV4eHjA1dUVPXr0QEZGhjTf0WMNCAiodCwFQcCMGTMAOH58RqWlpVi0aBECAwPh4uKCoKAgLFmyBAaDQVrGLrESs9qOHTtIrVbTxo0b6dSpUxQZGUlarZZycnIaumi1tnfvXlq4cCHt2rWLANDu3btN5q9YsYLc3Nxo165ddOLECRo3bhy1bNmS8vPzG6bAtTBixAiKj4+nrKwsyszMpJCQEPL396fCwkJpGTnEuWfPHvryyy/pzJkzdObMGVqwYAGp1WrKysoiInnEWN7PP/9MAQEB1K1bN4qMjJSmyyHO6Oho6ty5M129elV65ebmSvPlECMR0c2bN6lNmzY0adIkOnz4MF24cIG+/fZb+u2336RlHD3W3Nxck+OYkpJCACg1NZWIHD8+o6VLl5KHhwd98cUXdOHCBdq5cyc1adKE1qxZIy1jj1g5mamFPn36UEREhMm0jh070vz58xuoRLZVMZkxGAzk4+NDK1askKbdu3eP3N3daf369Q1QQtvIzc0lAJSenk5E8o2TiOgvf/kLbdq0SXYxFhQUULt27SglJYUGDRokJTNyiTM6Opq6d+9udp5cYiQimjdvHvXv37/K+XKK1SgyMpLatm1LBoNBVvGFhITQlClTTKY988wz9MILLxCR/Y4l32ayUnFxMTIyMjB8+HCT6cOHD8ehQ4caqFT2deHCBVy7ds0kZo1Gg0GDBjl0zHl5eQCA5s2bA5BnnHq9Hjt27MCdO3fQt29f2cU4Y8YMhISEYOjQoSbT5RRndnY2fH19ERgYiOeffx7nz58HIK8Y9+zZg169emHs2LFo0aIFgoODsXHjRmm+nGIFxPPItm3bMGXKFAiCIKv4+vfvj/379+Ps2bMAgF9//RUHDx7E6NGjAdjvWMp+oElbu3HjBvR6Pby9vU2me3t749q1aw1UKvsyxmUu5pycnIYoUp0REWbPno3+/fujS5cuAOQV54kTJ9C3b1/cu3cPTZo0we7du9GpUyfpy0IOMe7YsQNHjx7FkSNHKs2Ty7F89NFHkZiYiPbt2+PPP//E0qVL0a9fP5w8eVI2MQLA+fPnsW7dOsyePRsLFizAzz//jNdeew0ajQZhYWGyihUAkpOTcfv2bUyaNAmAfOorAMybNw95eXno2LEjlEol9Ho9li1bhvHjxwOwX6yczNSSIAgm74mo0jS5kVPMM2fOxPHjx3Hw4MFK8+QQZ4cOHZCZmYnbt29j165dCA8PR3p6ujTf0WO8dOkSIiMjsW/fPjg7O1e5nKPHOWrUKOn/Xbt2Rd++fdG2bVskJCTgscceA+D4MQKAwWBAr169sHz5cgBAcHAwTp48iXXr1iEsLExaTg6xAkBcXBxGjRoFX19fk+lyiO/TTz/Ftm3bsH37dnTu3BmZmZmIioqCr68vwsPDpeVsHSvfZrKSp6cnlEplpaswubm5lTJNuTD2npBLzK+++ir27NmD1NRUtG7dWpoupzidnJzw0EMPoVevXoiNjUX37t3xz3/+UzYxZmRkIDc3Fz179oRKpYJKpUJ6ejref/99qFQqKRZHj7MirVaLrl27Ijs7WzbHEgBatmyJTp06mUx7+OGHcfHiRQDy+tvMycnBt99+i5deekmaJqf45syZg/nz5+P5559H165d8eKLL2LWrFmIjY0FYL9YOZmxkpOTE3r27ImUlBST6SkpKejXr18Dlcq+AgMD4ePjYxJzcXEx0tPTHSpmIsLMmTORlJSE7777DoGBgSbz5RKnOUQEnU4nmxiHDBmCEydOIDMzU3r16tULEydORGZmJoKCgmQRZ0U6nQ6nT59Gy5YtZXMsAeDxxx+v9JiEs2fPok2bNgDk9bcZHx+PFi1aICQkRJomp/iKioqgUJimFkqlUuqabbdYa910uBEzds2Oi4ujU6dOUVRUFGm1Wvr9998bumi1VlBQQMeOHaNjx44RAFq9ejUdO3ZM6m6+YsUKcnd3p6SkJDpx4gSNHz/e4boNTp8+ndzd3SktLc2ki2RRUZG0jBzifPPNN+nAgQN04cIFOn78OC1YsIAUCgXt27ePiOQRoznlezMRySPO119/ndLS0uj8+fP0008/0VNPPUVubm7Sd40cYiQSu9erVCpatmwZZWdn08cff0yurq60bds2aRk5xKrX68nf35/mzZtXaZ4c4iMiCg8Pp1atWklds5OSksjT05Pmzp0rLWOPWDmZqaW1a9dSmzZtyMnJiR555BGpe6+jSk1NJQCVXuHh4UQkdqeLjo4mHx8f0mg0NHDgQDpx4kTDFtpK5uIDQPHx8dIycohzypQpUt308vKiIUOGSIkMkTxiNKdiMiOHOI3P31Cr1eTr60vPPPMMnTx5UpovhxiN/vOf/1CXLl1Io9FQx44dacOGDSbz5RDrN998QwDozJkzlebJIT4iovz8fIqMjCR/f39ydnamoKAgWrhwIel0OmkZe8QqEBHV/roOY4wxxljD4jYzjDHGGHNonMwwxhhjzKFxMsMYY4wxh8bJDGOMMcYcGiczjDHGGHNonMwwxhhjzKFxMsMYY4wxh8bJDGPMIQQEBGDNmjV2WffgwYMRFRVll3UzxuyPkxnGmM1NmjQJoaGhtfrsli1b0KxZs0rTjxw5gmnTpknvBUFAcnJy7QrIGJMVVUMXgDHGLOHl5dXQRWCMPaD4ygxjrF6tXr0aXbt2hVarhZ+fH/72t7+hsLAQAJCWlobJkycjLy8PgiBAEATExMQAML3NFBAQAAD461//CkEQpPfmrghFRUVh8ODB0vs7d+4gLCwMTZo0QcuWLbFq1apKZSwuLsbcuXPRqlUraLVaPProo0hLS7PhXmCM2RInM4yxeqVQKPD+++8jKysLCQkJ+O677zB37lwAQL9+/bBmzRo0bdoUV69exdWrV/HGG29UWseRI0cAAPHx8bh69ar03hJz5sxBamoqdu/ejX379iEtLQ0ZGRkmy0yePBk//PADduzYgePHj2Ps2LEYOXIksrOz6xA5Y8xe+DYTY6xelW9oGxgYiLfffhvTp0/Hhx9+CCcnJ7i7u0MQBPj4+FS5DuMtp2bNmlW7XEWFhYWIi4tDYmIihg0bBgBISEhA69atpWXOnTuHTz75BH/88Qd8fX0BAG+88Qa+/vprxMfHY/ny5daEyxirB5zMMMbqVWpqKpYvX45Tp04hPz8fpaWluHfvHu7cuQOtVmvXbZ87dw7FxcXo27evNK158+bo0KGD9P7o0aMgIrRv397kszqdDh4eHnYtH2OsdjiZYYzVm5ycHIwePRoRERF4++230bx5cxw8eBBTp05FSUlJndevUChARCbTyq+34jxzDAYDlEolMjIyoFQqTeY1adKkzmVkjNkeJzOMsXrzyy+/oLS0FKtWrYJCITbZ++yzz0yWcXJygl6vr3FdarW60nJeXl7IysoymZaZmQm1Wg0AeOihh6BWq/HTTz/B398fAHDr1i2cPXsWgwYNAgAEBwdDr9cjNzcXAwYMqF2gjLF6xQ2AGWN2kZeXh8zMTJOXl5cXSktL8cEHH+D8+fPYunUr1q9fb/K5gIAAFBYWYv/+/bhx4waKiorMrj8gIAD79+/HtWvXcOvWLQDAk08+iV9++QWJiYnIzs5GdHS0SXLTpEkTTJ06FXPmzMH+/fuRlZWFSZMmSYkVALRv3x4TJ05EWFgYkpKScOHCBRw5cgTvvPMO9u7da4c9xRirK05mGGN2kZaWhuDgYJPX5s2bsXr1arzzzjvo0qULPv74Y8TGxpp8rl+/foiIiMC4cePg5eWFd9991+z6V61ahZSUFPj5+SE4OBgAMGLECPz973/H3Llz0bt3bxQUFCAsLMzkcytXrsTAgQPx9NNPY+jQoejfvz969uxpskx8fDzCwsLw+uuvo0OHDnj66adx+PBh+Pn52XAPMcZsRSBLbiIzxhhjjD2g+MoMY4wxxhwaJzOMMcYYc2iczDDGGGPMoXEywxhjjDGHxskMY4wxxhwaJzOMMcYYc2iczDDGGGPMoXEywxhjjDGHxskMY4wxxhwaJzOMMcYYc2iczDDGGGPMoXEywxhjjDGH9v/jWKDrN3m8JwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Northern Hemisphere\n",
    "x = northern_hemi_df.Lat\n",
    "y = northern_hemi_df[\"Wind Speed\"]\n",
    "\n",
    "renderChart(x,y, \"Wind Speed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r^2-value is: -0.09544055463978617\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Southern Hemisphere\n",
    "x = southern_hemi_df.Lat\n",
    "y = southern_hemi_df[\"Wind Speed\"]\n",
    "\n",
    "renderChart(x,y, \"Wind Speed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Discussion about the linear relationship:** Per review northern hemisphere wind speeds appear consistent as opposed to the southern hemisphere which shows less density."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernel_info": {
   "name": "python3"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "nteract": {
   "version": "0.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}